diff --git "a/notebooks/data_cleanup.ipynb" "b/notebooks/data_cleanup.ipynb" new file mode 100644--- /dev/null +++ "b/notebooks/data_cleanup.ipynb" @@ -0,0 +1,902 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "data_cleanup.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "code", + "metadata": { + "id": "e5hjdV7hQ9Lq" + }, + "source": [ + "import os\n", + "import time\n", + "import numpy as np\n", + "import cv2\n", + "from PIL import Image\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from tqdm.notebook import tqdm\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "plt.rcParams['figure.figsize'] =15, 3" + ], + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1kTjH4g72_-b" + }, + "source": [ + "## Cleaning up the metadata from the EPIC dataset for better training results on the deep learning model" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "tLPq_gzHIBXn" + }, + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Tp5CrHVC3NCo" + }, + "source": [ + "## Step 1: loading up the data " + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "NJj6h5PFRGN_" + }, + "source": [ + "!cp /content/drive/\"My Drive\"/data/training_data.csv /content/\n", + "!cp /content/drive/\"My Drive\"/frames_raw.zip /content/\n", + "!unzip frames_raw.zip " + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "PaGPfQenROFg", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "7eb93987-577a-4fa9-afd7-675481322907" + }, + "source": [ + "df = pd.read_csv(\"training_data.csv\")\n", + "df.info()" + ], + "execution_count": 58, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 62667 entries, 0 to 62666\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 filenames 62667 non-null object\n", + " 1 A 62667 non-null int64 \n", + " 2 E 62667 non-null int64 \n", + " 3 M 62667 non-null int64 \n", + " 4 P 62667 non-null int64 \n", + " 5 C 62667 non-null int64 \n", + " 6 D 62667 non-null int64 \n", + " 7 Z 62667 non-null int64 \n", + "dtypes: int64(7), object(1)\n", + "memory usage: 3.8+ MB\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XeqTqADHhBVz", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "27e19e8e-bd29-492b-c57c-67dd6e368478" + }, + "source": [ + "data = df[df.columns[1:]].values\n", + "scaler = MinMaxScaler()\n", + "print(\"Scaler = \", scaler.fit(data))\n", + "print(\"Maximum values of each column = \", scaler.data_max_)\n", + "print(\"Minimum values of each column = \", scaler.data_min_)\n" + ], + "execution_count": 59, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Scaler = MinMaxScaler(copy=True, feature_range=(0, 1))\n", + "Maximum values of each column = [317. 20. 85. 1. 50. 17. 2.]\n", + "Minimum values of each column = [0. 0. 0. 0. 0. 0. 0.]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Wvr_kUc5hEA-", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 204 + }, + "outputId": "38e0ea19-b7fc-46ff-a4a6-b16391edf82e" + }, + "source": [ + "\n", + "new_data = scaler.transform(data)\n", + "\n", + "filenames = df[\"filenames\"]\n", + "new_df = pd.DataFrame(new_data, columns = [\"A\", \"E\", \"M\", \"P\", \"C\", \"D\", \"Z\"])\n", + "\n", + "final_df = pd.concat([filenames, new_df], axis = 1)\n", + "\n", + "final_df.to_csv(\"scaled_training_data.csv\", index = False)\n", + "final_df.head(5)" + ], + "execution_count": 60, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " filenames A E M P C D Z\n", + "0 frames/20091023_dpy-31_3_L2/1.jpg 0.000000 0.0 0.0 0.0 0.0 0.0 0.0\n", + "1 frames/20091023_dpy-31_3_L2/2.jpg 0.000000 0.0 0.0 0.0 0.0 0.0 0.0\n", + "2 frames/20091023_dpy-31_3_L2/3.jpg 0.006309 0.0 0.0 0.0 0.0 0.0 0.0\n", + "3 frames/20091023_dpy-31_3_L2/4.jpg 0.006309 0.0 0.0 0.0 0.0 0.0 0.0\n", + "4 frames/20091023_dpy-31_3_L2/5.jpg 0.006309 0.0 0.0 0.0 0.0 0.0 0.0" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 60 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nIRBdTKR83Op" + }, + "source": [ + "## Step 3: Finding \"unique tags\" i.e the unique filenames associated with each video on the dataset \n", + "\n", + "If 2 frames have the same `unique_tag`, they are from the same video" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "llw-9-eC40sY", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3c6e4945-e7c1-4e48-88b9-d81d6c42f1a9" + }, + "source": [ + "unique_tags = os.listdir(\"frames\")\n", + "len(unique_tags)" + ], + "execution_count": 62, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "221" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 62 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4g16NxdtVhl4" + }, + "source": [ + "def plot_time_series(look_for_tag):\n", + "\n", + " df_test = pd.read_csv(\"training_data.csv\")\n", + "\n", + " try:\n", + "\n", + " df_single_cell = df_test[df_test['filenames'].str.contains(look_for_tag)]\n", + "\n", + " data = scaler.inverse_transform(df_single_cell[['A', 'E', 'M', 'P', 'C', 'D', 'Z']].values)\n", + " real_time_plots = []\n", + " for i in range(len(df_single_cell.columns[1:])):\n", + " real_time_plots.append(data[:,i])\n", + "\n", + " plt.rcParams['figure.figsize'] =15, 3\n", + "\n", + " for i in range(len(real_time_plots)):\n", + " plt.plot(real_time_plots[i], label = df_single_cell.columns[1:][i] )\n", + "\n", + " print(\"tag = \"+ look_for_tag)\n", + "\n", + " plt.xlabel(\"time ->\", fontsize = 15)\n", + " plt.ylabel(\"population\", fontsize = 15)\n", + " plt.legend(fontsize = 10)\n", + " plt.grid()\n", + " plt.show()\n", + " except:\n", + " print(\"not found, skipping... \")\n", + "\n", + " " + ], + "execution_count": 63, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "lMfSQA6Doe7i", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "5ae0aae0-c0aa-459e-99fe-aa75d1917e4a" + }, + "source": [ + "for tag in unique_tags[:5]:\n", + " plot_time_series(tag)" + ], + "execution_count": 52, + "outputs": [ + { + "output_type": "stream", + "text": [ + "tag = 20081106_nhr-57_5_L1\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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njB1Ev/ycsMMRCVWqCeNAoP6M3xxgUHrDEREREREJ11sbdrOryrno+EPDDkUkdCkljO5+VkcFIiIiIiIShpdWbuPtDfsGzs1fu4vsLPjQMYNDjEokM6Taw9iEmeW4e226gpGmCgsLmTBhAnV1dRxzzDHMmjWLXr16hR2WiIiISLdRXl3HFx5+k4qaWJPyqcOz6RPVcFSRVGdJxcxOM7NnzKwMqDKzMjN72sxO7YD4erT8/HwWL17M0qVLyc3N5b777gs7JBEREZFu5cm3N1FRE+PPnzuVtT+5sOF2/YS8sEMTyQgpJYxmdi6J6x2OAH5GYkbSnwXPi8zsnHQHKAlTp05l9erVYYchIiIi0q3Mmb+esUN684GR/TGzhpuIJKQ6JPVHJK6N+MlgBtN6d5rZn4EfA8+nK7hMseXHP6Z6xbtp3WbeMUcz9FvfalPduro6nnnmGaZPn57WGERERER6suWb9vB2cSnfu+hYJYkiLUg1YZwAfLdZslhvJvCX9ock9SorK5k4cSKQ6GG8/vrrQ45IREREpPt4dMF6ciNZXDJpeNihiGSsVBPGEuDIFpYdyf7XZewW2toTmG715zCKiIiISHpV1cZ44q2NTD9uKP0LcsMORyRjpTrpzZ+An5jZFWYWBTCzqJldQWI46mPpDlBEREREJN2eWbqZPVV1zDjpsLBDEcloqfYw3gIMAGYBs8ysHOgdLJsdLBcRERERyWiz529g1IBenHrEgLBDEcloKSWM7l4JfMbMfgCcCAwDNgML3D29s8IImzdvDjsEERERkW5nzfZy5q/dxTenj9NkNyIHkGoPIwBBcqgEUUREREQyXmllLTvKqxueP/jPdWRnGZdOHhFiVCJdwwETRjM7Fvi3u1cHj1vl7svTEpmIiIiISDu9U1zC5b9/g/Lquibl548fwuA+0ZCiEuk62tLDuBQ4BZgfPE52SQ0AC5ZF0hOaiIiIiMjBW7+zguseXEC//Bx++LHjqB99amacdqTOXRRpi7YkjGcB9b2GZ9NywigiIiIikhF27a3h6v83n9qYM+fGEzlqcJ+wQxLpkg6YMLr7y40eF3VoNCIiIiIi7VRZE+OGWQvYWFLJwzecrGRRpB1Sug6jmcXM7KQWlk02s1h6whIRERERSV087nzl0bd4a0MJ91w2kRNHHRJ2SCJdWkoJI4nzFFuSA9S1slxStHXrVmbMmMGRRx7J5MmTufDCC1m1alXYYYmIiIhkrAf+uZZnl23l2xcewwUThoUdjkiX15ZZUkcCoxoVTTKz5lNKRYGrgbXpC61nc3cuv/xyrrvuOubMmQPA22+/zdatWxk7dmzI0YmIiIhknuWb9vDTv6/knGOGcP0HR4cdjki30JZJb64Fbicx2Y0D97ZQrxK4IU1x9XgvvfQSOTk53HTTTQ1lJ5xwQogRiYiIiGSuqtoYX3n0Lfr1yuHuT0zArLWBcSLSVm1JGP8HeJzEcNR3gM8E943VAOvdvZpuaN5jq9ixoTyt2xx4WG+mfqrlnsKlS5cyceLEtO5TREREpLu665l3WbW1nAevPZEBvfPCDkek22jLLKnbge0AZjYa2OzuNR0dmIiIiIhIWxSt3MaDr63jmtNGMW3c4LDDEelW2tLD2MDd3wcws2xgJIlzF5vXWd68rKtrrSewo4wfP55HH3200/crIiIiksneWLOTn/9jJeXV+ybn37CrgrFDenPrBUeHGJlI95TqZTVyzOxeYA/wHrAkyU3S4Oyzz6a6upqZM2c2lL3zzjvMmzcvxKhEREREwlFTF+fuv7/LjN+/zubSKkb0z2+4nXX0YP7nM5OJ5kTCDlOk20mphxH4HnARcD3wMPAFYC9wBXAk8MW0RteDmRmPPPII3/nOd7j77ruJRqOMGjWKX//612GHJiIiItKpVm8r5yuPvsXSjXuYceJhfPeiYynIS/VrrIgcjFSPtE8BdwCPkUgY57v7IuCPZjYLuBh4Oq0R9mDDhg3jscceCzsMERERkQ7l7qzbWcHLK7dRtGo7izeUEIt7w/KKmhh9o9ncd8Vkph83NMRIRXqeVBPGw4BV7h4zsyqgf6NlDwOPAP+RruBEREREpPvaVlbFI2+s5//e3Mj6XRUAjB5YwPTxQ8nP3Te8ND8nwtWnjWJI3/2mzxCRDpZqwrgZKAwerwXOAJ4Pnh/Z1o2YWQRYCGx094uC2VfnAAOARcCV7l5jZnnAH4HJwE7gMndfF2zjNhJDY2PAl9z92aB8OnAPEAH+4O53pfgaRURERCRN3J09lXVNyt7bVsYf//U+zyzdTG3MmTpmIDdMHc2ZYwdx+ICCkCIVkWRSTRiLgKnAk8DvgZ+Z2VFANXAZMLuN2/kysALoGzy/G/iVu88xs/tIJIL3Bve73f0oM5sR1LvMzI4FZgDjgUOB582sfirT3wLnAsXAAjOb2x1nbhURERHJVKWVtfxz9Q5eXrmdl1dtZ8ueqv3q9MnL5spTRnHlqYczeqCSRJFMlWrC+G1gIIC7/9rMDLgUyAf+C7jzQBswsxHAh4EfAV8LtnE2cHlQZRaJ8yTvJXFO5B1B+ePAfwf1LwbmuHs1sNbMVgMnBfVWu/uaYF9zgrpKGEVERLq4ipo6/r50C2t37GXdzgre37mXTSVVuPuBV85gNbU15M57Luww0qqkspZY3OkbzWbqmEFMPKyQSJY1LC/slcP544dq4hqRLiDV6zBuAbY0ev4r4Fcp7vPXwDeBPsHzAUCJu9ePVSgGhgePhwMbgn3VmVlpUH848HqjbTZeZ0Oz8pNTjE9EREQyzKaSSq6ftZAVm/eQZTCify8OH9CLY4f1JTtiB95ABtu0cROHDu9eE7kcUpDHGWMGMvGwQrIjKV3FTUQyTKf+rGNmFwHb3H2RmU3rzH0nieVG4EaAIUOGUFRU1GR5v379KCsrCyGyfWKxWJtjqKqq2u81SPqVl5frfc5AapfMpHbJTF2xXdaWxrjnzWqq6pwvfyCPCQMjZGcZUBncurby7Fp6994ZdhhpV75uE6+uCzuKg9cVj5WeQO3S+Q6YMJrZAqDNYz3c/aRWFp8OfNTMLgSiJM5hvAcoNLPsoJdxBLAxqL+RxMysxWaWDfQjMflNfXm9xuu0VN48zpnATIApU6b4tGnTmixfsWIFffr0SbJm54lEIkyYMIHa2lqys7O56qqr+OpXv0pW1v6/1EWjUSZNmhRClD1LUVERzf+tSPjULplJ7ZKZulq7PLNkM3e/sJgBBVEeveZExg0N97O5I3S1Nukp1C6ZSe3S+drSw7iMFBLG1rj7bcBtAEEP49fd/TNm9icS50LOAa4G/hqsMjd4/q9g+Yvu7mY2F3jEzH5JYtKbMcB8wIAxwayrG0lMjFN/bmSXk5+fz+LFiwHYtm0bl19+OXv27OH73/9+yJGJiIik35z56/nNC+8Ra3RO4tY91UwaWcjMK6cwqE9eiNGJiPRMB0wY3f2aTojjFmCOmf0QeAu4Pyi/H3gomNRmF4kEEHdfZmaPkZjMpg74grvHAMzsZuBZEpfVeMDdl3VC/B1u8ODBzJw5kxNPPJE77riDxNw/IiIi3cPSjaV8969LOXZYX44Z1rehfEjfKJ+bdiTRnEgra4uISEcJbWoqdy8icZkOgllN9xvK6u5VwCdbWP9HJGZabV7+NPB0GkPlpQdnsu39NencJIMPP4KzrrkxpXWOOOIIYrEY27ZtY8iQIWmNR0REJCyVNTG+8uhiDinI5cFrT6J/QW7YIYmISCClhDHo1WuVu3/q4MMRERGRnubHT69g9bZyHrpeyaKISKZJtYdxUJKy/sDRJCajWdnuiDJQqj2BHWXNmjVEIhEGDx4cdigiIiJp8eK7W3no9fe54YOjmTom2dcMEREJU6rXYTwrWbmZHQY8QerXZJQ22r59OzfddBM333yzzl8UEZEuqaYuTvHuiobnFTUxvvn4Oxw9tA/fmD4uxMhERKQlaTmH0d03mNlPgJ8CT6ZjmwKVlZVMnDix4bIaV155JV/72tfCDktERCRl63dWcN2sBazeVt6kPDc7i0c+ewp52ZrURkQkE6Vz0psYieseSpqUlJSEfi1IERGR9lq4bhc3PrSIWNz54ceOo09039ePo4f2ZewQfdaJiGSqVCe9OTZJcS5wDPADYEE6ghIREZHu4Ym3irnl8SUM75/P/VdP4YhBvcMOSUREUpBqD+NSwJOUG7AQuKHdEYmIiEiXdP+ra3lt9Y6G51V1Mf65eicnjz6E3105mcJemgFVRKSrSTVhTDbpTRVQ7O4b0xCPiIiIdEFrtpfzo6eWc2hhPoW9chrKrz19FLddcAy52VkhRiciIgcr1VlSX+6oQERERKTr+q8XV5OXHeGJz5/OoD55YYcjIiJpclCT3pjZecBJwDBgMzDf3f+RzsBERESka1i9rZy/Lt7IZ6ceoWRRRKSbSXXSm0NJXG/xRGBbcBsMDDazhcAlGpoqIiLSs/zmhfeI5kS48Ywjwg5FRETSLNUTCmaS6FX8oLsPdffj3X0oMBUYCvwu3QH2VE888QSnn346EydObLhlZWXxzDPPhB2aiIhIg1Vby3jynU1cfdooBvRW76KISHeT6pDUs4Hr3P21xoXu/k8zuxX4fdoi6+EuueQSzjnnnIbrMM6cOZOHH36Y888/P+TIRERE9rnnhffolRPhxqnqXRQR6Y5STRi3ApUtLKsEdrSwTNph1apV3Hnnnbz22mtkZWmWORERyQzvbtnDU+9s5uazjqJ/gS6ZISLSHaWaMP4YuNPMFjY+V9HMRgB3AD9KY2wZo+TJf1OzaW9at5l7aAGFHznygPVqa2u5/PLL+cUvfsHIkSPTGoOIiEh7/Oq5VfTJy+aGqaPDDkVERDpIqgnjecAAYI2Zvcm+SW8+AGwHzjGzc4K67u6XpS3SHuq73/0u48eP57LL9FaKiEjmePLtTTy7bCtfP28shb3Uuygi0l2lmjAOBN4LbgB9gSqg/pzGQWmKK6O0pSewI8ybN48///nPvPnmm6HsX0REJJlNJZV8+4klTBpZyE1nhvMZKSIinSOlhNHdz+qoQKSp3bt38/nPf57Zs2c3THwjIiIStljc+eqji4nFnV9fNpHsiM6tFxHpzlLtYWzCzHLcvTZdwcg+9913H9u3b+dzn/tck/LbbrtNw1NFRCQ0M19Zwxtrd/GzS4/n8AEFYYcjIiIdLOWE0cxOA74LfBDoZWYVwDzgB+7+rzTH12Pddttt3HzzzepdFBGRjLF0Yym/fG4lF04YyqWTR4QdjoiIdIKUEkYzOxd4ClgJ/IzEZTaGAJcCRWb2YXd/Pu1RioiISKfaW13HtQ8uYM32fbOEl1fXMqAgjx9fMgEzCzE6ERHpLKn2MP4ImAt80t29UfmdZvZnEpfdUMIoIiLSxf3Xi6uZv3YXn5w8gpzsxHmKWQafPmmkZkUVEelBUk0YJwDfbZYs1psJ/KX9IYmIiEiY1mwv5/5X1/CJD4zgZ588IexwREQkRKlObVYCtDR/9pHB8m4jeV6cebpKnCIikvncnTv/tpy87Ai3XDAu7HBERCRkqSaMfwJ+YmZXmFkUwMyiZnYFieGoj6U7wLBEo1F27tyZ8cmYu7Nz506i0WjYoYiISDfwwoptFK3czlfOGcPgPvpsERHp6VIdknoLMACYBcwys3Kgd7BsdrC8WxgxYgTFxcVs3749tBiqqqralAhGo1FGjNBsdSIi0j5VtTHu/Ntyjhrcm6tPGxV2OCIikgFSShjdvRL4jJn9ADgRGAZsBha4+7sdEF9ocnJyGD16dKgxFBUVMWnSpFBjEBGR7isedxqPo/n9K2tYv6uC/73+ZHIiqQ5CEhGR7uhgrsOYC5wBnMS+hDFqZmvcvSbN8YmIiEia7a2u43cv/5s/vLqWippYk2UXHDeUD44ZGFJkIiKSaVK9DuMxwN+BQ4FFwDbgOOAq4LtmNt3dl7ey/mHAH0lcu9GBme5+j5kdAjwKjALWAZ9y992WuMjTPcCFQAVwjbu/GWzrauA7waZ/6O6zgvLJwINAPvA08OUWZnUVERHpUWJx55XiWr7x8yK2l1Xz4QnDGDe0T8PyvOwsLjvxsBAjFBGRTJNqD+NMoBSY6u7r6wvNbCTwN8sW1QwAABj2SURBVOA+Er2PLakD/tPd3zSzPsAiM3sOuAZ4wd3vMrNbgVtJnA95ATAmuJ0M3AucHCSYtwNTSCSei8xsrrvvDup8FniDRMI4HXgmxdcpIiJpVFpRy+4KDULpbDWxOBt2VbBuZwXv79zLG2t2sXJrDZNGFnLfFZOZfHj/sEMUEZEMl2rCOAX4dONkEcDd15vZ7cAjra3s7ptJDGHF3cvMbAUwHLgYmBZUmwUUkUgYLwb+GPQQvm5mhWY2LKj7nLvvAgiSzulmVgT0dffXg/I/Ah9DCaOISKeKxZ3VJTHeem4VRau2805xCRrrEa4+0WyOHNSbm07I45YZp5EYxCMiItK6VBPGdUBL03ZGgfUtLNuPmY0CJpHoCRwSJJMAW0gMWYVEMrmh0WrFQVlr5cVJypPt/0bgRoAhQ4ZQVFTU1tA7TXl5eUbG1ZOpTTKT2iVcq3fHuPftanZVNc0IHTDe48jCLC4+MofBvTSJSmfLMhiYbwzplUXvHDCrpby8ipdffjns0KQR/Q3LTGqXzKR26XypJoy3Ar8ws7Xu/kZ9oZmdAvwA+HpbNmJmvYE/A19x9z2Nf+V0dzezDv8d2t1nkhhiy5QpU3zatGkdvcuUFRUVkYlx9WRqk8ykdgnP3Lc38dPn32Zo33wuP+3QJsvqdm7gPy4+g8JeuSFFJ8noeMk8apPMpHbJTGqXzpdqwvgdoC/wmpltIzHpzeDgthP4lpl9q76yu5/UfANmlkMiWXzY3f8vKN5qZsPcfXMw5HRbUL4RaHz2/YigbCP7hrDWlxcF5SOS1BcRkTRyd37zwmp+9fwqThzVn99dOYVDCpomhkVFm5UsioiIdHGpJoxLg9tBCWY9vR9Y4e6/bLRoLnA1cFdw/9dG5Teb2RwSk96UBknls8CPzaz+bP3zgNvcfZeZ7Ql6PN8gMXvrfx1svCIiArWxOLNeW8e2suqGstXbynnx3W18fNJwfvKJCeRlR0KMUERERDpKSgmju1/bzv2dDlwJLDGzxUHZt0gkio+Z2fXA+8CngmVPk7ikxmoSl9W4Nohjl5n9AFgQ1LuzfgIc4PPsu6zGM2jCGxGRdnn49ff54VMriOZkYSROIciOGN84fxyfn3akJk8RERHpxlLtYWwXd38VaOmbxYeS1HfgCy1s6wHggSTlC0lcG1JERNqprKqW37y4mtOOHMDDN5ys5FBERKSH0ZR1IiLSot+9vIZde2u47YJjlCyKiIj0QEoYRUQkqa17qvjDq2v4yAmHMmFEv7DDERERkRAoYRQRkaR+9dwqYnHnG+eNCzsUERERCYkSRhER2c97W8t4bOEGrjjlcEYO6BV2OCIiIhISJYwiIrKfu//+LgW52Xzx7DFhhyIiIiIhUsIoIiJNvPreDp5fsY2bph3JIQW5YYcjIiIiIVLCKCIiDSprYnzriSWMHljA9R8cHXY4IiIiErJOvQ6jiIhktl8+t5L1uyqYc+MpRHMiYYcjIiIiIVMPo4iIAPD2hhLuf3Utnz5pJKccMSDscERERCQDKGEUERFqY3Fu+fM7DOqTx20XHh12OCIiIpIhNCRVRESY+coa3t1SxswrJ9M3mhN2OCIiIpIhlDCKSMaoqYvz46dXsGLznpTWKymp5N6V/+qgqHqGt9aX8OEJwzhv/NCwQxEREZEMoiGpIpIRqutifP7hN3nwtXXE4h52OD3OOccO5o6Pjg87DBEREckw6mEUkdBV18X4/P++yQvvbuPOi8dz1amjUlq/qKiIadNO7ZjgRERERHowJYwiEqqq2hif+99FvLRyOz/82HFcccrhYYckIiIiIgEljCLSaapqY9z5t+Vs2FXRULaltIr3tpXz40smcPnJI0OMTkRERESa0zmMItJp7pi7jEfeWE9ZVR17qxO3fvk5/OqyE5QsioiIiGQg9TCKSKeYPX89cxZs4OazjuLr548LOxwRERERaQP1MIpIh1u8oYTb/7qMM8YO4qvnjg07HBERERFpIyWMItKhdpRX87n/XcTgvnncc9lEIlkWdkgiIiIi0kYakirSgjXby5mzYAN1sX3XBCwuruaVsuUhRtX1LFi3i117a/jz506jf0Fu2OGIiIiISAqUMIoksamkkst//wY791YTzY40lNfF6sjesiHEyLqe3Owsfnrp8Rw3vF/YoYiIiIg0qI5VU1VX1aSsoraCLRVb2LI3cSutLm11G3GPUxWroqoucauOVTddTpzqumqqY9VU1lVSFavi+6d9n0mDJ6X99XQUJYwizZRW1nLN/5vP3uo6nvziBzl6aN+GZYkLxE8LLzgRERGRNKuqq6KkuoS9tXsTiU+QANXF60KNy/GGpK7+/r097/H+svcTy90pqy2jtLqUkuoSSqpLqI3VtrrNyrrKhrqVdZUHjCE7Kxuj5dNpsiyLaHaUaCRKfnY+OZGcJvUNIy87j/xIPn169SEvkkc0Em3jO5AZlDCKNFJdF+M/HlrI2h17mXXtSU2SRREREZHW1MZrE8lLVQl76/Y2WVYXr0skKlWJZKW8thz3fae9xDzWkPiUVpeyp2YPcY93WKyOU1lXSWl1aZsSp4yycN9Dw+iX14/CvEIK8wrJjbR++svA/IGM6T+moX40O9okwYtmRxlaMJShvYYytGAovXN7d9Sr6DKUMIoE4nHn6396h9fX7OLXl03ktKMGhh2SiIhIWtTGaxuGzFXFqpokKh2hzusaeoUq6ypD76lKlbuzaO8itry7paE3qvnQxepYdZMEsD4JbKtsy8ZsX6KSZVn0y+1Hv2g/+uf1Z1TfUWRZx85PGc2O0j+vP4XRQvrl9aNPTp9Eb1nQY5aTldOh+2+L3Egu0exE711uJJfXXn2NqVOnNiyPRqJEsiKtbEHaSwmjtMnaHXtZsHYXzr4PmIqaGOt3VbBux17e31nB5tKqJsu7mrhDTV2cW6YfzccmDQ87HBER6YJqYjVUxZKcE7V33zlR2yu3NyQYJVUlbCvdxq//8uuG+jGPNQy/q4pVUROraVdMjndoT1W3tiNx1zun9349UbmR3IZeqpF9R9I/2p9+eYlkrzCvkIKcgiYJYcQiDfX75fUjPzu/yXJpm2hWlIKcgrDD6FGUMEqL4nHn5VXbefC1dby8anvSOr1yIxw+oIBxQ/tw1tGDye7il0w4clBvPjllRNhhiIjIAcQ9TllNGXtq9tD4t8qYxyitKaW0upTdVbuTDuurT8Yq6yqbJGb196kkV+77hvWVVJdQUVdxwHXys/MbEofCvEKG5gxlUOGghuVZlkVeJI/87HyikegBh9i1RV4kr6GXJi+S1+E9VxGL7NdT1dWSo3fefIfzpp5Hv9x+5ETC72nr6mK1cWqq6kjWuZ20x9sbL9/3uLbCKd9dtV95i9tLur/kO2pS3pZtH2A9J3kcfQZEyY12nTSs60SaAjObDtwDRIA/uPtdIYfUafZW1/Gvf+9k3nvb2bG3fb9ILt1Yyvs7KxjcJ4+vnjOWj5wwjGjOvi7/3OwsBhTkdrkPABHpORrPdrezcmeTD++4J2auq08Ums9s13iyheYJRWcN6+sIe/fu5Z6/3hN2GAet/jyw9p7f1ZDQRKJN7vMieakNb7PEOVFHFR5FYTQ4JyoSbfLZGM2ONpwPNbRgKH1y+zTZhCZUywzuDp64d4dtke30i/THa52a2kSi4/F9deJxJx5L3DzuxGJxvFFZ4hZvUi8ec+LxOB5zYsF6+8q9IYYmMdEoIfHE/7x5MuVev2j/19OkPFg3KHd3PNbotcQbP483vLbmr7X++YH+BsZjTnVFHdUVtdTVpK+Xe9Xc19K2rTB85IsnMHL8gLDDaLNulzCaWQT4LXAuUAwsMLO57t4tLp7n7izfvId/rt5BWdW+8wFiceft4hIWrN1NTSxOfk6EQwvbNwPT8MJ8vn7eOM4fP5Tc7I79JVIkTO6eOL+npcTBvcmyqrqmw6/dnT01exI9GtW7Ka0u7RnDvxxwS9zHDfPgC3LcwI2tW7Yw78V/tb5+E01/fLIUc7HaeB17qvdQVpOYMa+0ppSymrJm22x9pjsjq0kUuZFccoMZ7fIieeRFcsnN6sXA7EPIzcolKysriLzZdg8mj2wltmRaey0t7wN2V5ZySF5/INFOFrRX4v22hjgangfrJZYF+270uEm5N6sfPDav30ew/YbHwdYa129Yn/3eE3PDLItoJI+8SJT8SOKcJmscpxl5WblBm0XJy8rFLCv4gpz4lpxFBHNLJAAxJ16X+BKcuO1LGBLb3PdFvPkX8OZf5vclHPUVgsMk7ux0Z0e8jCXxPUGykSh3d8rL4mx5dX5bW1HSwSFWF6e2OkZdTYza6hjxRtddrrfiTy+HEFw7WaM7C44Oa1xuBP9hWUZWxBL3weOmz7P2Wx7JySIny7CIHbDTICvLyO2VTbRXNnm9csjNjzRZp8nqSbaVbPMrV63i6HHj9nu9ra9rSfbXwiZaeE3J1rUWN9J4vf0XDBjRtSbSsa7462hrzOxU4A53Pz94fhuAu/+kpXWmTJniCxcubGlxp1v39tssu/9ZYrEYkUik4QOnLh4nFod40GbN//llZRnZWVlkZxmRrKZfX+pbOQ64x1P6LnNw/0L2Pzjqv2C7Q5wD/yrVdFve6HFL+7Jmy5N8+Wgnd29nj2rqgdT/AhgL3sGOPk808UUwC8giiwjQnh8LMrn3OdkR0o54G75IN95KJr3+/Y8P2688yZd9mj+uX7czXlumfD51RhxteT/TGUeq2+qM96A9+2ht3X3LrFGZNVtuze6Tbaf5Om2Jo+k+m49bc8za+dmS0tt28O9xZs9RcPDfVIw4lvh2RFbwKuvbKe7xYOhuk+69Rus3+j5mQXs21PNGf133rW/1dZrU31en9X9jyb//tV/jXs3mXZdtWLe9+05xc/va5WBiaaFOyi+jfa/7iOlTGPbxq9u1jY5gZovcfUrz8m7XwwgMBxpfWb0YOLl5JTO7EbgRYMiQIRQVFXVKcG2x7Y1FnNbr1LDDEBERERGRNFv31j9ZeUhR2GG0WXdMGNvE3WcCMyHRw5hJ5w6UHDuet596hq1btjFk6OCg1Oidm02koSOg8XiDNrDEcKscyyYnK5vsrGyymv2a2eqvm42HD7RQnnSnjR+aNS9teThAsk0lecnWaEhFYnhFK+MSDrpncN96K1eu5OhxR7e4vJVV27PbFha2rb1artLGtmttWWsdvm3UdDjHgVZOvnzZ8uWMHz++jesm/8dUP3SnbXG0tIvM6FFMz3nF7d/GkqVLOH7ChNDjyBgH/OfdluO2/WG88/YSjj/h+OYDgJttf//j0po9bzHGVhceYN1u1NypWLz4bSZOPCHsMKQZtUtm6g7tMnTkzWT37TrDUrtjwrgROKzR8xFBWZdROHgQZ157FUVFRZyZQYmswLIsZ+C0M8IOQ5qJ1ZZzyGmTww5Dmont3U6/KQdK5KWz1ZVupe+k5j98SZiqd2wg/7gjww5DmlG7ZCa1S+frjjOZLADGmNloM8sFZgBzQ45JRERERESky+l2PYzuXmdmNwPPkrisxgPuvizksERERERERLqcbpcwArj708DTYcchIiIiIiLSlXXHIakiIiIiIiKSBkoYRUREREREJClr+8XTuy8z2w68H3YcSQwEdoQdhDShNslMapfMpHbJTGqXzKM2yUxql8ykduk4h7v7oOaFShgzmJktdPcpYcch+6hNMpPaJTOpXTKT2iXzqE0yk9olM6ldOp+GpIqIiIiIiEhSShhFREREREQkKSWMmW1m2AHIftQmmUntkpnULplJ7ZJ51CaZSe2SmdQunUznMIqIiIiIiEhS6mEUERERERGRpJQwZiAzm25mK81stZndGnY8PZWZHWZmL5nZcjNbZmZfDsrvMLONZrY4uF0Ydqw9jZmtM7Mlwfu/MCg7xMyeM7P3gvv+YcfZU5jZuEbHw2Iz22NmX9Gx0vnM7AEz22ZmSxuVJT02LOE3wWfNO2b2gfAi795aaJefmdm7wXv/hJkVBuWjzKyy0XFzX3iRd28ttEuLf7fM7LbgeFlpZueHE3X31kKbPNqoPdaZ2eKgXMdKJ9GQ1AxjZhFgFXAuUAwsAD7t7stDDawHMrNhwDB3f9PM+gCLgI8BnwLK3f3noQbYg5nZOmCKu+9oVPZTYJe73xX80NLf3W8JK8aeKvgbthE4GbgWHSudyszOAMqBP7r7cUFZ0mMj+CL8ReBCEu11j7ufHFbs3VkL7XIe8KK715nZ3QBBu4wC/lZfTzpOC+1yB0n+bpnZscBs4CTgUOB5YKy7xzo16G4uWZs0W/4LoNTd79Sx0nnUw5h5TgJWu/sad68B5gAXhxxTj+Tum939zeBxGbACGB5uVNKKi4FZweNZJJJ76XwfAv7t7u+HHUhP5O6vALuaFbd0bFxM4kuZu/vrQGHwQ5mkWbJ2cfd/uHtd8PR1YESnB9bDtXC8tORiYI67V7v7WmA1ie9skkattYmZGYkf7Wd3alCihDEDDQc2NHpejJKU0AW/Yk0C3giKbg6GET2goY+hcOAfZrbIzG4Myoa4++bg8RZgSDih9XgzaPphrmMlfC0dG/q8yRzXAc80ej7azN4ys5fNbGpYQfVgyf5u6XgJ31Rgq7u/16hMx0onUMIocgBm1hv4M/AVd98D3AscCUwENgO/CDG8nuqD7v4B4ALgC8EQlgaeGGuv8fadzMxygY8CfwqKdKxkGB0bmcfMvg3UAQ8HRZuBke4+Cfga8IiZ9Q0rvh5If7cy16dp+oOkjpVOooQx82wEDmv0fERQJiEwsxwSyeLD7v5/AO6+1d1j7h4Hfo+GpHQ6d98Y3G8DniDRBlvrh9MF99vCi7DHugB40923go6VDNLSsaHPm5CZ2TXARcBngmSeYMjjzuDxIuDfwNjQguxhWvm7peMlRGaWDXwceLS+TMdK51HCmHkWAGPMbHTwa/0MYG7IMfVIwVj5+4EV7v7LRuWNz/G5BFjafF3pOGZWEExChJkVAOeRaIO5wNVBtauBv4YTYY/W5NdfHSsZo6VjYy5wVTBb6ikkJpLYnGwDkn5mNh34JvBRd69oVD4omDwKMzsCGAOsCSfKnqeVv1tzgRlmlmdmo0m0y/zOjq8HOwd4192L6wt0rHSe7LADkKaC2dJuBp4FIsAD7r4s5LB6qtOBK4El9VM4A98CPm1mE0kM61oH/Ec44fVYQ4AnEvk82cAj7v53M1sAPGZm1wPvkzgxXjpJkLyfS9Pj4ac6VjqXmc0GpgEDzawYuB24i+THxtMkZkhdDVSQmNVWOkAL7XIbkAc8F/w9e93dbwLOAO40s1ogDtzk7m2dmEVS0EK7TEv2d8vdl5nZY8ByEkOIv6AZUtMvWZu4+/3sf3486FjpNLqshoiIiIiIiCSlIakiIiIiIiKSlBJGERERERERSUoJo4iIiIiIiCSlhFFERERERESSUsIoIiIiIiIiSSlhFBERScLMPhVcWL15eZGZPR5CSCIiIp1Ol9UQERFJIkgKB7r7tGblxwK17v5eKIGJiIh0ouywAxAREelK3H152DEkY2b5QKG7bw47FhER6T40JFVERKQZM3sQ+ARwppl5cLsjWNZkSKqZ3WFmO8zsZDNbaGaVZvaqmY02s8Fm9hczKzezFWZ2dpJ93WBmy8ys2szeN7NvHmTYQ4ANZjbXzD5qZvpRWERE2k0Jo4iIyP5+ALwEvAWcGtz+0Er9XsBM4FfAp4GRwEPAbOBV4OPARuBPZtarfiUz+wZwL/AX4KLg8Q/M7OaDiHkDcDmQAzwBrDezn5jZmIPYloiICKAhqSIiIvtx93+b2S4gy91fb8Mq+cCX3P1lADM7FPgtcLu7/zwoKwaWAWcCz5hZX+B24Ifu/v1gO88FCeV3zOxed4+lEHMMeAx4zMyGA9cEt1vN7GXgfuBxd69s6zZFRETUwygiItJ+NcC8Rs9XB/cvJikbHtyfChSQ6HXMrr8F6wwBRiTbkZllNa5vZvt9lrv7Rnf/kbuPIZGgrgPuAzab2QkH9xJFRKQnUsIoIiLSfmXuHm/0vCa4L6kvcPf6smhwPzC4XwbUNrq9FJQf1sK+vtes/vdaCipIQAuBfiSGqpYF64iIiLSJhqSKiIiEY1dwfxGwNcnylS2sNxP4W6Pnm5pXMLPxwLXAFcCAoP4lwN9TGeYqIiKihFFERCS5Gvb1BnaEfwGVwKHu/lRbV3L3TSRPEnOB60gkiicBq4BfArPcPVlCKiIickBKGEVERJJ7F7jYzD4GFAObgmQtLdy9JLhUxz1mdjjwColTRcYCZ7n7JSlu8lASCeLjwDfc/ZV0xSoiIj2XEkYREZHk/geYBDwA9Ae+D9yRzh24+0/NbBPwVeA/gSoSPYOPHsTmNgPD3L00jSGKiEgPZ+4edgwiIiIiIiKSgTRLqoiIiIiIiCSlhFFERERERESSUsIoIiIiIiIiSSlhFBERERERkaSUMIqIiIiIiEhSShhFREREREQkKSWMIiIiIiIikpQSRhEREREREUlKCaOIiIiIiIgk9f8Be+pX7Ph61RMAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "orpybTqc3vPn" + }, + "source": [ + "## Plotting the time series populations for the first `unique_tag`\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "E3Y1Lq_uamqG" + }, + "source": [ + "df_test = pd.read_csv(\"scaled_training_data.csv\")\n", + "\n", + "def generate_a_plot(look_for_tag, df_test):\n", + "\n", + " df_single_cell = df_test[df_test['filenames'].str.contains(look_for_tag)]\n", + " \n", + " data = scaler.inverse_transform(df_single_cell[['A', 'E', 'M', 'P', 'C', 'D', 'Z']].values)\n", + " a_data = data[:,0]\n", + " a_data = a_data[:len(os.listdir(\"frames/\" + look_for_tag))-1]\n", + " return a_data" + ], + "execution_count": 53, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "UNf9cxkq2Urn", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 211 + }, + "outputId": "6a7a801d-6604-44b9-e272-016b0c4d93d3" + }, + "source": [ + "p = generate_a_plot( \"20081010_ceh-14_8F2_14_L1\", df_test)\n", + "plt.plot(p)\n", + "plt.grid()" + ], + "execution_count": 64, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "U2iyEYwS82bw" + }, + "source": [ + "## Plotting out all the tags " + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "MoJpGDSZ8l4H", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 211 + }, + "outputId": "9e1a7b3a-082a-4cbb-86b5-35c2c6d567fb" + }, + "source": [ + "for tag in unique_tags:\n", + " try:\n", + " plt.plot(generate_a_plot(tag, df_test))\n", + " except:\n", + " pass\n", + "plt.grid()" + ], + "execution_count": 65, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rQxM7uqV859f" + }, + "source": [ + "## Finding \"cliffs\"" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "IX8goD0s9Uep", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 229 + }, + "outputId": "95b88157-0efe-4b1f-981f-80c30124b107" + }, + "source": [ + "cliff_tags = []\n", + "for tag in unique_tags:\n", + " try:\n", + " pl = generate_a_plot(tag, df_test)\n", + " \n", + " diffs = abs(np.diff(pl)) > 50 ## for deltas greater than 50 \n", + " if True in diffs:\n", + " cliff_tags.append(tag)\n", + " plt.plot(pl)\n", + " except:\n", + " pass\n", + "plt.grid()\n", + "plt.title(\"Cliff data points\", fontsize = 15)\n", + "plt.show()" + ], + "execution_count": 66, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XI2xOkyTAaYT", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 211 + }, + "outputId": "09207e48-6d22-4354-e4e4-d99ef18d79d4" + }, + "source": [ + "for tag in unique_tags:\n", + " if tag in cliff_tags:\n", + " pass\n", + " else:\n", + " try:\n", + " pl = generate_a_plot(tag, df_test)\n", + " plt.plot(pl)\n", + " except:\n", + " pass\n", + "plt.grid()" + ], + "execution_count": 67, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kJeYxyTYiEE1" + }, + "source": [ + "good_tags = []\n", + "for tag in unique_tags:\n", + " if tag in cliff_tags:\n", + " pass\n", + " else:\n", + " good_tags.append(tag)" + ], + "execution_count": 68, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "bNZEiF9P0Z4f" + }, + "source": [ + "clean_tags = np.array(good_tags)\n", + "\n", + "pd.DataFrame(clean_tags , columns = [\"clean_tags\"]).to_csv(\"/content/clean_tags.csv\", index = False)" + ], + "execution_count": 69, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ptCBh-VPim_K" + }, + "source": [ + "## Preparing the new training data" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ngnq3XdpidrV" + }, + "source": [ + "def prepare_clean_df(look_for_tag, df_test = df):\n", + " df_single_cell = df_test[df_test['filenames'].str.contains(look_for_tag)].head(len(os.listdir(\"frames/\" + look_for_tag))-1)\n", + " return df_single_cell" + ], + "execution_count": 70, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "B4iqRHmpk_bp" + }, + "source": [ + "dfs = []\n", + "for tag in clean_tags:\n", + " dfs.append(prepare_clean_df(tag))" + ], + "execution_count": 71, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "FkOCt9ZplJwi", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "2edfa14f-c78a-4d2a-8d15-67e5f8be571e" + }, + "source": [ + "clean_df = pd.concat(dfs)\n", + "clean_df.info()" + ], + "execution_count": 72, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 55918 entries, 13130 to 12287\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 filenames 55918 non-null object\n", + " 1 A 55918 non-null int64 \n", + " 2 E 55918 non-null int64 \n", + " 3 M 55918 non-null int64 \n", + " 4 P 55918 non-null int64 \n", + " 5 C 55918 non-null int64 \n", + " 6 D 55918 non-null int64 \n", + " 7 Z 55918 non-null int64 \n", + "dtypes: int64(7), object(1)\n", + "memory usage: 3.8+ MB\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AsaALVH2mAg1" + }, + "source": [ + "clean_df.to_csv(\"/content/clean_training_data.csv\")" + ], + "execution_count": 31, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VOc8143wML4O", + "outputId": "6fd0f1b9-6a2a-4e43-886d-7df32e2679d1" + }, + "source": [ + "len(clean_tags)" + ], + "execution_count": 75, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "213" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 75 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "UREp0hZnvej0", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "bfb72b86-fb43-450d-9013-37c3d8e4dd74" + }, + "source": [ + "dfs = []\n", + "for tag in clean_tags[:213]: #change this\n", + " dfs.append(prepare_clean_df(tag))\n", + "\n", + "clean_df = pd.concat(dfs)\n", + "clean_df.info()\n", + "\n", + "clean_df.to_csv(\"/content/epic_56k.csv\")" + ], + "execution_count": 87, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 55918 entries, 13130 to 12287\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 filenames 55918 non-null object\n", + " 1 A 55918 non-null int64 \n", + " 2 E 55918 non-null int64 \n", + " 3 M 55918 non-null int64 \n", + " 4 P 55918 non-null int64 \n", + " 5 C 55918 non-null int64 \n", + " 6 D 55918 non-null int64 \n", + " 7 Z 55918 non-null int64 \n", + "dtypes: int64(7), object(1)\n", + "memory usage: 3.8+ MB\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "8Ov3u4TM2vaV", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e1f72894-3441-4eb7-9bfd-fdc77effdb0a" + }, + "source": [ + "clean_tags[:10]" + ], + "execution_count": 88, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['20081106_nhr-57_5_L1', '20090415_fkh-4_11D3b24_L2',\n", + " '20080508_pha-4_3E3C5_1_L2', '20070319_pha4_I1LBBB',\n", + " '20080902_ceh-36B4_L1', '20080923_lin-32_1_L1',\n", + " '20080509_cnd-1_3C3_6yy_L2', '20090701_elt-6_RW10178_L1',\n", + " '20091113_mel-28_2_L1', '20090609_pal-1_7A2_2_L2'], dtype='