FinalTesting.ipynb

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     "text": [
      "model loaded\n"
     ]
    },
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     "text": [
      "  0%|                                                                                          | 0/208 [00:00<?, ?it/s]"
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     "text": [
      "Loaded Model from disk\n",
      "weights loaded\n",
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "resnet50v2 (Functional)      (None, 7, 7, 2048)        23564800  \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 100352)            0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 256)               25690368  \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 512)               131584    \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 512)               262656    \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 6)                 3078      \n",
      "=================================================================\n",
      "Total params: 49,652,486\n",
      "Trainable params: 26,087,686\n",
      "Non-trainable params: 23,564,800\n",
      "_________________________________________________________________\n",
      "model prepared\n",
      "done\n",
      "WARNING:tensorflow:From <ipython-input-1-b08214579f9e>:111: Sequential.predict_classes (from tensorflow.python.keras.engine.sequential) is deprecated and will be removed after 2021-01-01.\n",
      "Instructions for updating:\n",
      "Please use instead:* `np.argmax(model.predict(x), axis=-1)`,   if your model does multi-class classification   (e.g. if it uses a `softmax` last-layer activation).* `(model.predict(x) > 0.5).astype(\"int32\")`,   if your model does binary classification   (e.g. if it uses a `sigmoid` last-layer activation).\n"
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     "text": [
      "['BabyCrawling']\n",
      "['BabyCrawling']\n"
     ]
    },
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     "text": [
      "['BabyCrawling', 'BabyCrawling']\n",
      "['BabyCrawling', 'BabyCrawling']\n"
     ]
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n",
      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n",
      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n",
      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n",
      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n",
      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      "  9%|███████▍                                                                         | 19/208 [00:27<04:54,  1.56s/it]"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      " 10%|███████▊                                                                         | 20/208 [00:28<04:44,  1.51s/it]"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      " 10%|████████▏                                                                        | 21/208 [00:30<04:59,  1.60s/it]"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      " 11%|████████▌                                                                        | 22/208 [00:31<04:57,  1.60s/it]"
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      " 11%|████████▉                                                                        | 23/208 [00:33<04:32,  1.48s/it]"
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      " 12%|█████████▎                                                                       | 24/208 [00:34<04:34,  1.49s/it]"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling']\n"
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      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 208/208 [05:29<00:00,  1.58s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'BabyCrawling', 'Knitting', 'Knitting', 'Knitting', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'Surfing', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'WalkingWithDog', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin']\n",
      "['BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'BabyCrawling', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Surfing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'Typing', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'WalkingWithDog', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'Knitting', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin', 'PlayingViolin']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "97.11538461538461"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from keras.preprocessing import image\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import cv2\n",
    "import math\n",
    "from keras.models import model_from_json\n",
    "import os\n",
    "from glob import glob\n",
    "from scipy import stats as s\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# opening and store file in a variable\n",
    "\n",
    "json_file = open(\"D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\modelsum2.json\", \"r\")\n",
    "loaded_model_json = json_file.read()\n",
    "json_file.close()\n",
    "\n",
    "# use Keras model_from_json to make a loaded model\n",
    "\n",
    "model = model_from_json(loaded_model_json)\n",
    "print(\"model loaded\")\n",
    "# load weights into new model\n",
    "\n",
    "model.load_weights(\"D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\FTry2.h5\")\n",
    "print(\"Loaded Model from disk\")\n",
    "print(\"weights loaded\")\n",
    "# compile and evaluate loaded model\n",
    "\n",
    "model.compile(loss='categorical_crossentropy', optimizer='Adam', metrics=['accuracy'])\n",
    "model.summary()\n",
    "print(\"model prepared\")\n",
    "\n",
    "# getting the test list\n",
    "f = open(\"D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\ucfTrainTestlist\\\\testlist0203.txt\", \"r\")\n",
    "temp = f.read()\n",
    "videos = temp.split('\\n')\n",
    "\n",
    "# creating the dataframe\n",
    "test = pd.DataFrame()\n",
    "test['video_name'] = videos\n",
    "test = test[:-1]\n",
    "test_videos = test['video_name']\n",
    "test.head()\n",
    "\n",
    "# creating the tags\n",
    "train = pd.read_csv('D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\train_new4.csv')\n",
    "y = train['class']\n",
    "y = pd.get_dummies(y)\n",
    "print(\"done\")\n",
    "\n",
    "# creating two lists to store predicted and actual tags\n",
    "predict = []\n",
    "actual = []\n",
    "\n",
    "# for loop to extract frames from each test video\n",
    "for i in tqdm(range(test_videos.shape[0])):\n",
    "    count = 0\n",
    "    videoFile = test_videos[i]\n",
    "    dhgy = \"D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\UCF-103\\\\\" + str(videoFile.split('/')[0]) + \"/\" + str(videoFile.split(' ')[0].split('/')[1])\n",
    "    cap = cv2.VideoCapture(dhgy)  # capturing the video from the given path\n",
    "    frameRate = cap.get(5)  # frame rate\n",
    "    x = 1\n",
    "    # removing all other files from the temp folder\n",
    "    files3 = glob('D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\temp\\\\temp_2\\\\*')\n",
    "    for f3 in files3:\n",
    "        os.remove(f3)\n",
    "    files4 = glob('D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\temp\\\\temp_1\\\\*')\n",
    "    for f4 in files4:\n",
    "        os.remove(f4)\n",
    "    while cap.isOpened():\n",
    "        frameId = cap.get(1)  # current frame number\n",
    "        ret, frame = cap.read()\n",
    "        if ret != True:\n",
    "            break\n",
    "        if frameId % math.floor(frameRate) == 0:\n",
    "            # storing the frames in a new folder named train_1\n",
    "            filename = 'D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\temp\\\\temp_2\\\\' + \"_frame%d.jpg\" % count\n",
    "            count += 1\n",
    "            cv2.imwrite(filename, frame)\n",
    "            import cv2\n",
    "            import numpy as np\n",
    "            from PIL import Image\n",
    "            from PIL import ImageFilter\n",
    "\n",
    "            img = cv2.imread(filename)\n",
    "            gamma = 1.1\n",
    "            gamma_corrected = np.array(255 * (img / 255) ** gamma, dtype='uint8')\n",
    "            img = cv2.cvtColor(gamma_corrected, cv2.COLOR_BGR2RGB)\n",
    "            imageObject = Image.fromarray(img)\n",
    "            sharpened1 = imageObject.filter(ImageFilter.SHARPEN)\n",
    "            sharpened2 = sharpened1.filter(ImageFilter.SHARPEN)\n",
    "            im2 = sharpened2.filter(ImageFilter.MedianFilter(size=3))\n",
    "            filename1 = 'D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\temp\\\\temp_1\\\\' + \"_frame%d.jpg\" % count\n",
    "            count += 1\n",
    "            im2 = im2.save(filename1)\n",
    "    cap.release()\n",
    "\n",
    "    # reading all the frames from temp folder\n",
    "    images = glob(\"D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\temp\\\\temp_1\\\\*.jpg\")\n",
    "\n",
    "    prediction_images = []\n",
    "    for j in range(len(images)):\n",
    "        img = image.load_img(images[j], target_size=(224, 224, 3))\n",
    "        img = image.img_to_array(img)\n",
    "        img = img / 255\n",
    "        prediction_images.append(img)\n",
    "\n",
    "    # converting all the frames for a test video into numpy array\n",
    "    prediction_images = np.array(prediction_images)\n",
    "    prediction = model.predict_classes(prediction_images)\n",
    "    # appending the mode of predictions in predict list to assign the tag to the video\n",
    "    predict.append(y.columns.values[s.mode(prediction)[0][0]])\n",
    "    # appending the actual tag of the video\n",
    "    actual.append(videoFile.split('/')[1].split('_')[1])\n",
    "    files1 = glob('D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\temp\\\\temp_1\\\\*')\n",
    "    for f1 in files1:\n",
    "        os.remove(f1)\n",
    "    files2 = glob('D:\\\\Python\\\\Pycharm\\\\PycharmProjects\\\\IPFinal\\\\temp\\\\temp_2\\\\*')\n",
    "    for f2 in files2:\n",
    "        os.remove(f2)\n",
    "    print(predict)\n",
    "    print(actual)\n",
    "# checking the accuracy of the predicted tags\n",
    "accuracy_score(predict, actual) * 100\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[35,  1,  0,  0,  0,  0],\n",
       "       [ 0, 39,  0,  0,  0,  0],\n",
       "       [ 0,  0, 33,  1,  0,  0],\n",
       "       [ 0,  0,  0, 35,  1,  0],\n",
       "       [ 0,  0,  0,  0, 26,  0],\n",
       "       [ 0,  3,  0,  0,  0, 34]], dtype=int64)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "confusion_matrix(predict, actual, labels=['BabyCrawling','Typing','Surfing','WalkingWithDog','PlayingViolin','Knitting'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9736936548952052, 0.9723252664429135, 0.97221840143095, None)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import precision_recall_fscore_support\n",
    "precision_recall_fscore_support(predict, actual, average='macro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9711538461538461, 0.9711538461538461, 0.9711538461538461, None)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "precision_recall_fscore_support(predict, actual, average='micro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9731208175975617, 0.9711538461538461, 0.9712937967119974, None)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "precision_recall_fscore_support(predict, actual, average='weighted')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1.        , 1.        , 0.96296296, 1.        , 0.90697674,\n",
       "        0.97222222]),\n",
       " array([0.97222222, 0.91891892, 1.        , 0.97058824, 1.        ,\n",
       "        0.97222222]),\n",
       " array([0.98591549, 0.95774648, 0.98113208, 0.98507463, 0.95121951,\n",
       "        0.97222222]),\n",
       " array([36, 37, 26, 34, 39, 36], dtype=int64))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "precision_recall_fscore_support(predict, actual, average=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                precision    recall  f1-score   support\n",
      "\n",
      "  BabyCrawling       1.00      0.97      0.99        36\n",
      "        Typing       1.00      0.92      0.96        37\n",
      "       Surfing       0.96      1.00      0.98        26\n",
      "WalkingWithDog       1.00      0.97      0.99        34\n",
      " PlayingViolin       0.91      1.00      0.95        39\n",
      "      Knitting       0.97      0.97      0.97        36\n",
      "\n",
      "      accuracy                           0.97       208\n",
      "     macro avg       0.97      0.97      0.97       208\n",
      "  weighted avg       0.97      0.97      0.97       208\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "print(classification_report(predict, actual, target_names=['BabyCrawling','Typing','Surfing','WalkingWithDog','PlayingViolin','Knitting']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[172,   0],\n",
       "        [  1,  35]],\n",
       "\n",
       "       [[165,   4],\n",
       "        [  0,  39]],\n",
       "\n",
       "       [[174,   0],\n",
       "        [  1,  33]],\n",
       "\n",
       "       [[171,   1],\n",
       "        [  1,  35]],\n",
       "\n",
       "       [[181,   1],\n",
       "        [  0,  26]],\n",
       "\n",
       "       [[171,   0],\n",
       "        [  3,  34]]], dtype=int64)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import multilabel_confusion_matrix\n",
    "multilabel_confusion_matrix(predict, actual, labels=['BabyCrawling','Typing','Surfing','WalkingWithDog','PlayingViolin','Knitting'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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