800 lines
536 KiB
Plaintext
800 lines
536 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "eaeb99b6",
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"metadata": {},
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"outputs": [],
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"source": [
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"glob_path = '/opt/iui-datarelease2-sose2021/*/split_letters_csv/*'\n",
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"\n",
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"pickle_file = 'data.pickle'"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "78c25ef3",
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"metadata": {},
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"outputs": [],
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"source": [
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"from glob import glob\n",
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"import pandas as pd\n",
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"from tqdm import tqdm\n",
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"\n",
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"def dl_from_blob(filename) -> list:\n",
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" all_data = []\n",
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" \n",
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" for path in tqdm(glob(filename)):\n",
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" path = path\n",
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" df = pd.read_csv(path, ';')\n",
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" u = path.split('/')[3]\n",
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" l = ''.join(filter(lambda x: x.isalpha(), path.split('/')[5]))[0] \n",
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" d = {\n",
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" 'file': path,\n",
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" 'data': df,\n",
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" 'user': u,\n",
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" 'label': l\n",
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" }\n",
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" all_data.append(d)\n",
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" return all_data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "4ca6a3f4",
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"metadata": {},
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"outputs": [],
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"source": [
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"def save_pickle(f, structure):\n",
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" _p = open(f, 'wb')\n",
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" pickle.dump(structure, _p)\n",
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" _p.close()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "9e42cdb2",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pickle\n",
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"\n",
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"def load_pickles(f) -> list:\n",
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" _p = open(pickle_file, 'rb')\n",
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" _d = pickle.load(_p)\n",
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" _p.close()\n",
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" \n",
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" return _d"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "fdfea1cf",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"def load_data() -> list:\n",
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" if os.path.isfile(pickle_file):\n",
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" print(f'{pickle_file} found...')\n",
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" return load_pickles(pickle_file)\n",
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" print(f'Didn\\'t find {pickle_file}...')\n",
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" all_data = dl_from_blob(glob_path)\n",
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" print(f'Creating {pickle_file}...')\n",
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" save_pickle(pickle_file, all_data)\n",
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" return all_data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "a7291016",
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"\n",
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"def plot_pd(data, force=True):\n",
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" fig, axs = plt.subplots(5, 3, figsize=(3*3, 3*5))\n",
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" axs[0][0].plot(data['Acc1 X'])\n",
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" axs[0][1].plot(data['Acc1 Y'])\n",
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" axs[0][2].plot(data['Acc1 Z'])\n",
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" axs[1][0].plot(data['Acc2 X'])\n",
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" axs[1][1].plot(data['Acc2 Y'])\n",
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" axs[1][2].plot(data['Acc2 Z'])\n",
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" axs[2][0].plot(data['Gyro X'])\n",
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" axs[2][1].plot(data['Gyro Y'])\n",
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" axs[2][2].plot(data['Gyro Z'])\n",
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" axs[3][0].plot(data['Mag X'])\n",
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" axs[3][1].plot(data['Mag Y'])\n",
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" axs[3][2].plot(data['Mag Z'])\n",
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" axs[4][0].plot(data['Time'])\n",
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"\n",
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" if force:\n",
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" for a in axs:\n",
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" for b in a:\n",
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" b.plot(data['Force'])\n",
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" else:\n",
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" axs[4][1].plot(data['Force'])\n",
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"\n",
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"def plot_np(data, force=True):\n",
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" fig, axs = plt.subplots(5, 3, figsize=(3*3, 3*5))\n",
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" axs[0][0].plot(data[0])\n",
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" axs[0][1].plot(data[1])\n",
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" axs[0][2].plot(data[2])\n",
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" axs[1][0].plot(data[3])\n",
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" axs[1][1].plot(data[4])\n",
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" axs[1][2].plot(data[5])\n",
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" axs[2][0].plot(data[6])\n",
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" axs[2][1].plot(data[7])\n",
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" axs[2][2].plot(data[8])\n",
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" axs[3][0].plot(data[9])\n",
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" axs[3][1].plot(data[10])\n",
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" axs[3][2].plot(data[11])\n",
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" axs[4][0].plot(data[13])\n",
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"\n",
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" if force:\n",
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" for a in axs:\n",
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" for b in a:\n",
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" b.plot(data[12])\n",
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" else:\n",
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" axs[4][1].plot(data[12])\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "4ff48fba",
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"metadata": {},
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"outputs": [],
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"source": [
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"def mill_drop(entry):\n",
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" #drop millis on single\n",
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" data_wo_mill = entry['data'].drop(labels='Millis', axis=1, inplace=False)\n",
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" drop_entry = entry\n",
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" drop_entry['data'] = data_wo_mill.reset_index(drop=True)\n",
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" \n",
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" return drop_entry"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "f9cb7d8a",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"def cut_force(drop_entry):\n",
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" # force trans\n",
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" shorten_entry = drop_entry\n",
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" shorten_data = shorten_entry['data']\n",
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" sf_entry = shorten_data['Force']\n",
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" thresold = 0.05\n",
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" thresh = sf_entry.max()*thresold\n",
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" leeway = 2\n",
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" \n",
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" temps_over_T = np.where(sf_entry > thresh)[0]\n",
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" shorten_data = shorten_data[max(temps_over_T.min()-leeway,0):min(len(sf_entry)-1,temps_over_T.max()+leeway)]\n",
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" \n",
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" shorten_entry['data'] = shorten_data.reset_index(drop=True)\n",
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" return shorten_entry"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "9e7313ec",
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"metadata": {},
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"outputs": [],
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"source": [
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"def norm_force(shorten_entry, flist):\n",
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" fnorm_entry = shorten_entry\n",
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" u = fnorm_entry['user']\n",
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" d = fnorm_entry['data']\n",
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" \n",
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" \n",
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" d['Force'] = ((d['Force'] - flist[u].mean())/flist[u].std())\n",
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" \n",
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" fnorm_entry['data'] = fnorm_entry['data'].reset_index(drop=True)\n",
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" return fnorm_entry"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "d73b5fbd",
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"metadata": {},
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"outputs": [],
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"source": [
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"def time_trans(fnorm_entry):\n",
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" #timetrans\n",
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" time_entry = fnorm_entry\n",
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" \n",
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" time_entry['data']['Time'] = fnorm_entry['data']['Time']-fnorm_entry['data']['Time'][0]\n",
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" \n",
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" time_entry['data'] = time_entry['data'].reset_index(drop=True)\n",
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"\n",
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" return time_entry"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "56a59ede",
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"metadata": {},
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"outputs": [],
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"source": [
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"def norm(time_entry):\n",
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" # normalize\n",
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" norm_entry = time_entry\n",
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" \n",
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" norm_entry['data']['Acc1 X'] = norm_entry['data']['Acc1 X'] / 32768\n",
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" norm_entry['data']['Acc1 Y'] = norm_entry['data']['Acc1 Y'] / 32768\n",
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" norm_entry['data']['Acc1 Z'] = norm_entry['data']['Acc1 Z'] / 32768\n",
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" norm_entry['data']['Acc2 X'] = norm_entry['data']['Acc2 X'] / 8192\n",
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" norm_entry['data']['Acc2 Y'] = norm_entry['data']['Acc2 Y'] / 8192\n",
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" norm_entry['data']['Acc2 Z'] = norm_entry['data']['Acc2 Z'] / 8192\n",
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" norm_entry['data']['Gyro X'] = norm_entry['data']['Gyro X'] / 32768\n",
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" norm_entry['data']['Gyro Y'] = norm_entry['data']['Gyro Y'] / 32768\n",
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" norm_entry['data']['Gyro Z'] = norm_entry['data']['Gyro Z'] / 32768\n",
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" norm_entry['data']['Mag X'] = norm_entry['data']['Mag X'] / 8192\n",
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" norm_entry['data']['Mag Y'] = norm_entry['data']['Mag Y'] / 8192\n",
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" norm_entry['data']['Mag Z'] = norm_entry['data']['Mag Z'] / 8192\n",
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" \n",
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" norm_entry['data'] = norm_entry['data'].reset_index(drop=True)\n",
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" \n",
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" return norm_entry"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "c70580e3",
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"metadata": {},
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"outputs": [],
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"source": [
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"def preproc(d):\n",
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" flist = {} \n",
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" d_res = []\n",
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" for e in data:\n",
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" if e['user'] not in flist:\n",
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" flist[e['user']] = e['data']['Force']\n",
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" else:\n",
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" flist[e['user']] = flist[e['user']].append(e['data']['Force'])\n",
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" \n",
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" for e in tqdm(data):\n",
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" d_res.append(preproc_entry(e, flist))\n",
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" return d_res\n",
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" \n",
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"def preproc_entry(entry, flist):\n",
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"# plot_pd(entry['data'])\n",
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"# \n",
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" drop_entry = mill_drop(entry)\n",
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"# plot_pd(drop_entry['data'])\n",
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"# \n",
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" shorten_entry = cut_force(drop_entry)\n",
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"# plot_pd(shorten_entry['data'])\n",
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"# \n",
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" fnorm_entry = norm_force(shorten_entry, flist)\n",
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"# plot_pd(fnorm_entry['data'])\n",
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"# \n",
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" time_entry = time_trans(fnorm_entry)\n",
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"# plot_pd(time_entry['data'])\n",
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"# \n",
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" norm_entry = norm(time_entry)\n",
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"# plot_pd(norm_entry['data'], False)\n",
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" return norm_entry"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"id": "8c8efd5f",
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"metadata": {},
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"outputs": [],
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"source": [
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"def throw(pdata):\n",
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" llist = pd.Series([len(x['data']) for x in pdata])\n",
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" threshold = int(llist.quantile(threshold_p))\n",
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" longdex = np.where(llist <= threshold)[0]\n",
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" return np.array(pdata)[longdex]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "7a187469",
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"metadata": {},
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"outputs": [],
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"source": [
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"from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
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"# ltpdata = []\n",
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"def elong(tpdata):\n",
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" for x in tqdm(tpdata):\n",
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" y = x['data'].to_numpy().T\n",
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" x['data'] = pad_sequences(y, dtype=float, padding='post', maxlen=threshold)\n",
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" return tpdata"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "22595f01",
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"metadata": {},
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"outputs": [],
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"source": [
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"import tensorflow as tf\n",
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"from tensorflow.keras.models import Sequential\n",
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"from tensorflow.keras.layers import Dense, Flatten, BatchNormalization, Dropout\n",
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"\n",
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"\n",
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"def build_model():\n",
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" model = Sequential()\n",
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" \n",
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" model.add(Flatten(input_shape=train_shape))\n",
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" \n",
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" ncount = train_shape[0]*train_shape[1]\n",
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" model.add(Dense(ncount, activation='relu'))\n",
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" model.add(Dropout(0.1))\n",
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" \n",
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" ncount = ncount * 0.5\n",
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" model.add(Dense(ncount, activation='relu'))\n",
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"# model.add(Dropout(0.1))\n",
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" \n",
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" ncount = ncount * 0.5\n",
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" model.add(Dense(ncount, activation='relu'))\n",
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"# model.add(Dropout(0.1))\n",
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" \n",
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" ncount = ncount * 0.5\n",
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" model.add(Dense(ncount, activation='relu'))\n",
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" model.add(Dropout(0.1))\n",
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" \n",
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" model.add(Dense(classes, activation='softmax'))\n",
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"\n",
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" model.compile(\n",
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" optimizer=tf.keras.optimizers.Adam(0.001),\n",
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" loss=\"categorical_crossentropy\", \n",
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" metrics=[\"acc\"],\n",
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" )\n",
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"\n",
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" return model"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"id": "be24fd8e",
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"metadata": {},
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"outputs": [],
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"source": [
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"def train(X_train, y_train, X_test, y_test):\n",
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" model = build_model()\n",
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"\n",
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" model.fit(X_train, y_train, \n",
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" epochs=100,\n",
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" batch_size=256,\n",
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" shuffle=True,\n",
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" validation_data=(X_test, y_test),\n",
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" verbose=1,\n",
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" )\n",
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" print(\"Evaluate on test data\")\n",
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" results = model.evaluate(X_test, y_test, batch_size=128, verbose=0)\n",
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" print(\"test loss, test acc:\", results)\n",
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" model.summary()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"id": "20b46edf",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Loading data...\n",
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"data.pickle found...\n",
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"Preprocessing...\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████| 26179/26179 [01:31<00:00, 287.65it/s]\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Truncating...\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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" 9%|▉ | 1850/19755 [00:00<00:00, 18493.18it/s]"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Padding...\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████| 19755/19755 [00:01<00:00, 18593.18it/s]\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Training...\n",
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"Epoch 1/100\n",
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"62/62 [==============================] - 1s 6ms/step - loss: 18.1787 - acc: 0.0434 - val_loss: 23.3577 - val_acc: 0.0496\n",
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"Epoch 2/100\n",
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"62/62 [==============================] - 0s 4ms/step - loss: 8.7422 - acc: 0.0492 - val_loss: 7.3000 - val_acc: 0.0529\n",
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"Epoch 3/100\n",
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"62/62 [==============================] - 0s 4ms/step - loss: 6.0875 - acc: 0.0590 - val_loss: 5.8525 - val_acc: 0.0699\n",
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"Epoch 4/100\n",
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"62/62 [==============================] - 0s 4ms/step - loss: 4.1447 - acc: 0.0741 - val_loss: 4.0673 - val_acc: 0.0853\n",
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"Epoch 5/100\n",
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"62/62 [==============================] - 0s 4ms/step - loss: 3.7116 - acc: 0.0916 - val_loss: 3.2598 - val_acc: 0.1023\n",
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"Epoch 6/100\n",
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"62/62 [==============================] - 0s 4ms/step - loss: 3.2906 - acc: 0.1017 - val_loss: 3.1524 - val_acc: 0.1222\n",
|
|
"Epoch 7/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 3.1917 - acc: 0.1180 - val_loss: 3.1198 - val_acc: 0.1324\n",
|
|
"Epoch 8/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 3.1146 - acc: 0.1285 - val_loss: 3.0110 - val_acc: 0.1471\n",
|
|
"Epoch 9/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 3.0642 - acc: 0.1350 - val_loss: 2.9707 - val_acc: 0.1501\n",
|
|
"Epoch 10/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 3.0043 - acc: 0.1447 - val_loss: 2.9353 - val_acc: 0.1653\n",
|
|
"Epoch 11/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.9670 - acc: 0.1510 - val_loss: 2.8768 - val_acc: 0.1701\n",
|
|
"Epoch 12/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 2.9164 - acc: 0.1666 - val_loss: 2.8405 - val_acc: 0.1724\n",
|
|
"Epoch 13/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.8680 - acc: 0.1750 - val_loss: 2.7932 - val_acc: 0.1865\n",
|
|
"Epoch 14/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.8224 - acc: 0.1819 - val_loss: 2.7867 - val_acc: 0.1936\n",
|
|
"Epoch 15/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.9688 - acc: 0.1875 - val_loss: 2.7440 - val_acc: 0.2045\n",
|
|
"Epoch 16/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 3.0485 - acc: 0.1939 - val_loss: 2.7141 - val_acc: 0.1992\n",
|
|
"Epoch 17/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.7246 - acc: 0.2030 - val_loss: 2.6534 - val_acc: 0.2323\n",
|
|
"Epoch 18/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.6516 - acc: 0.2189 - val_loss: 2.6160 - val_acc: 0.2232\n",
|
|
"Epoch 19/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.6076 - acc: 0.2279 - val_loss: 2.5470 - val_acc: 0.2402\n",
|
|
"Epoch 20/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.5562 - acc: 0.2391 - val_loss: 2.5346 - val_acc: 0.2420\n",
|
|
"Epoch 21/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 3.0871 - acc: 0.2356 - val_loss: 2.6480 - val_acc: 0.2293\n",
|
|
"Epoch 22/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 2.6384 - acc: 0.2301 - val_loss: 2.5206 - val_acc: 0.2503\n",
|
|
"Epoch 23/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.5338 - acc: 0.2540 - val_loss: 2.4786 - val_acc: 0.2546\n",
|
|
"Epoch 24/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 2.4620 - acc: 0.2606 - val_loss: 2.4297 - val_acc: 0.2827\n",
|
|
"Epoch 25/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.4056 - acc: 0.2746 - val_loss: 2.3931 - val_acc: 0.2959\n",
|
|
"Epoch 26/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.3576 - acc: 0.2865 - val_loss: 2.3549 - val_acc: 0.2992\n",
|
|
"Epoch 27/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.3024 - acc: 0.3002 - val_loss: 2.3079 - val_acc: 0.2984\n",
|
|
"Epoch 28/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.2609 - acc: 0.3125 - val_loss: 2.2570 - val_acc: 0.3197\n",
|
|
"Epoch 29/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.2341 - acc: 0.3191 - val_loss: 2.2480 - val_acc: 0.3250\n",
|
|
"Epoch 30/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.1938 - acc: 0.3290 - val_loss: 2.2329 - val_acc: 0.3278\n",
|
|
"Epoch 31/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.1468 - acc: 0.3398 - val_loss: 2.1815 - val_acc: 0.3346\n",
|
|
"Epoch 32/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.1157 - acc: 0.3481 - val_loss: 2.1373 - val_acc: 0.3538\n",
|
|
"Epoch 33/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.9986 - acc: 0.3302 - val_loss: 19.3518 - val_acc: 0.3179\n",
|
|
"Epoch 34/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 3.2554 - acc: 0.3104 - val_loss: 2.2426 - val_acc: 0.3245\n",
|
|
"Epoch 35/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 2.1447 - acc: 0.3455 - val_loss: 2.1982 - val_acc: 0.3255\n",
|
|
"Epoch 36/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 2.0773 - acc: 0.3634 - val_loss: 2.1686 - val_acc: 0.3437\n",
|
|
"Epoch 37/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.8801 - acc: 0.3292 - val_loss: 2.2414 - val_acc: 0.3174\n",
|
|
"Epoch 38/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.4397 - acc: 0.3295 - val_loss: 2.1202 - val_acc: 0.3531\n",
|
|
"Epoch 39/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 2.0811 - acc: 0.3598 - val_loss: 2.0764 - val_acc: 0.3665\n",
|
|
"Epoch 40/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.9897 - acc: 0.3825 - val_loss: 2.0675 - val_acc: 0.3776\n",
|
|
"Epoch 41/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.0985 - acc: 0.3821 - val_loss: 2.0007 - val_acc: 0.3966\n",
|
|
"Epoch 42/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.9252 - acc: 0.3998 - val_loss: 1.9928 - val_acc: 0.3827\n",
|
|
"Epoch 43/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.9012 - acc: 0.4045 - val_loss: 1.9662 - val_acc: 0.4032\n",
|
|
"Epoch 44/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.8471 - acc: 0.4167 - val_loss: 1.9435 - val_acc: 0.4075\n",
|
|
"Epoch 45/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.8343 - acc: 0.4214 - val_loss: 1.9128 - val_acc: 0.4055\n",
|
|
"Epoch 46/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.7686 - acc: 0.4387 - val_loss: 1.9475 - val_acc: 0.4067\n",
|
|
"Epoch 47/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.7457 - acc: 0.4437 - val_loss: 1.8841 - val_acc: 0.4272\n",
|
|
"Epoch 48/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.7199 - acc: 0.4548 - val_loss: 1.8460 - val_acc: 0.4315\n",
|
|
"Epoch 49/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.6896 - acc: 0.4610 - val_loss: 1.9158 - val_acc: 0.4115\n",
|
|
"Epoch 50/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.6681 - acc: 0.4639 - val_loss: 1.8412 - val_acc: 0.4358\n",
|
|
"Epoch 51/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 3.6254 - acc: 0.4480 - val_loss: 1.8948 - val_acc: 0.4169\n",
|
|
"Epoch 52/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.7583 - acc: 0.4455 - val_loss: 1.8159 - val_acc: 0.4363\n",
|
|
"Epoch 53/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.6790 - acc: 0.4643 - val_loss: 1.8408 - val_acc: 0.4384\n",
|
|
"Epoch 54/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.6260 - acc: 0.4747 - val_loss: 1.7911 - val_acc: 0.4450\n",
|
|
"Epoch 55/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.5775 - acc: 0.4926 - val_loss: 1.8420 - val_acc: 0.4305\n",
|
|
"Epoch 56/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.7315 - acc: 0.4784 - val_loss: 1.7799 - val_acc: 0.4538\n",
|
|
"Epoch 57/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.5385 - acc: 0.5023 - val_loss: 1.7896 - val_acc: 0.4495\n",
|
|
"Epoch 58/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.5204 - acc: 0.5044 - val_loss: 1.7287 - val_acc: 0.4634\n",
|
|
"Epoch 59/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.7838 - acc: 0.5152 - val_loss: 3.9075 - val_acc: 0.4389\n",
|
|
"Epoch 60/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 2.0201 - acc: 0.4716 - val_loss: 1.7414 - val_acc: 0.4655\n",
|
|
"Epoch 61/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.5089 - acc: 0.5107 - val_loss: 1.7291 - val_acc: 0.4655\n",
|
|
"Epoch 62/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.4667 - acc: 0.5221 - val_loss: 1.6969 - val_acc: 0.4776\n",
|
|
"Epoch 63/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.4191 - acc: 0.5339 - val_loss: 1.7009 - val_acc: 0.4776\n",
|
|
"Epoch 64/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.5785 - acc: 0.5314 - val_loss: 1.6824 - val_acc: 0.4827\n",
|
|
"Epoch 65/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.4299 - acc: 0.5307 - val_loss: 1.7165 - val_acc: 0.4710\n",
|
|
"Epoch 66/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.4217 - acc: 0.5374 - val_loss: 1.7211 - val_acc: 0.4768\n",
|
|
"Epoch 67/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.4019 - acc: 0.5361 - val_loss: 1.6632 - val_acc: 0.4814\n",
|
|
"Epoch 68/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.3392 - acc: 0.5569 - val_loss: 1.6721 - val_acc: 0.4953\n",
|
|
"Epoch 69/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.3114 - acc: 0.5613 - val_loss: 1.7341 - val_acc: 0.4695\n",
|
|
"Epoch 70/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.2824 - acc: 0.5705 - val_loss: 1.6236 - val_acc: 0.5037\n",
|
|
"Epoch 71/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.2549 - acc: 0.5802 - val_loss: 1.6828 - val_acc: 0.4842\n",
|
|
"Epoch 72/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.2314 - acc: 0.5835 - val_loss: 1.6278 - val_acc: 0.4986\n",
|
|
"Epoch 73/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.2381 - acc: 0.5822 - val_loss: 1.6475 - val_acc: 0.4872\n",
|
|
"Epoch 74/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.2387 - acc: 0.5831 - val_loss: 1.5733 - val_acc: 0.5062\n",
|
|
"Epoch 75/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.1727 - acc: 0.6021 - val_loss: 1.6385 - val_acc: 0.5001\n",
|
|
"Epoch 76/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.2604 - acc: 0.5882 - val_loss: 1.6305 - val_acc: 0.5044\n",
|
|
"Epoch 77/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.1674 - acc: 0.6028 - val_loss: 1.5674 - val_acc: 0.5148\n",
|
|
"Epoch 78/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.1432 - acc: 0.6098 - val_loss: 1.6313 - val_acc: 0.5135\n",
|
|
"Epoch 79/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.1218 - acc: 0.6171 - val_loss: 1.6204 - val_acc: 0.5146\n",
|
|
"Epoch 80/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.1239 - acc: 0.6176 - val_loss: 1.6342 - val_acc: 0.5049\n",
|
|
"Epoch 81/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.0958 - acc: 0.6262 - val_loss: 1.6720 - val_acc: 0.5042\n",
|
|
"Epoch 82/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.1018 - acc: 0.6212 - val_loss: 1.6414 - val_acc: 0.5242\n",
|
|
"Epoch 83/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.0951 - acc: 0.6217 - val_loss: 1.5868 - val_acc: 0.5358\n",
|
|
"Epoch 84/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.0442 - acc: 0.6368 - val_loss: 1.6199 - val_acc: 0.5176\n",
|
|
"Epoch 85/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.0460 - acc: 0.6375 - val_loss: 1.6226 - val_acc: 0.5054\n",
|
|
"Epoch 86/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 1.0261 - acc: 0.6498 - val_loss: 1.5846 - val_acc: 0.5224\n",
|
|
"Epoch 87/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.0021 - acc: 0.6521 - val_loss: 1.6354 - val_acc: 0.5135\n",
|
|
"Epoch 88/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 1.0160 - acc: 0.6461 - val_loss: 1.6266 - val_acc: 0.5267\n",
|
|
"Epoch 89/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 0.9811 - acc: 0.6587 - val_loss: 1.6007 - val_acc: 0.5323\n",
|
|
"Epoch 90/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 0.9773 - acc: 0.6643 - val_loss: 1.5875 - val_acc: 0.5244\n",
|
|
"Epoch 91/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 0.9470 - acc: 0.6714 - val_loss: 1.6153 - val_acc: 0.5328\n",
|
|
"Epoch 92/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 0.9209 - acc: 0.6805 - val_loss: 1.6619 - val_acc: 0.5282\n",
|
|
"Epoch 93/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 0.9661 - acc: 0.6695 - val_loss: 1.5948 - val_acc: 0.5343\n",
|
|
"Epoch 94/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 0.9055 - acc: 0.6803 - val_loss: 1.5946 - val_acc: 0.5426\n",
|
|
"Epoch 95/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 0.9169 - acc: 0.6790 - val_loss: 1.6087 - val_acc: 0.5264\n",
|
|
"Epoch 96/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 0.8938 - acc: 0.6884 - val_loss: 1.6678 - val_acc: 0.5280\n",
|
|
"Epoch 97/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 0.9149 - acc: 0.6828 - val_loss: 1.6227 - val_acc: 0.5201\n",
|
|
"Epoch 98/100\n",
|
|
"62/62 [==============================] - 0s 3ms/step - loss: 0.8902 - acc: 0.6910 - val_loss: 1.6455 - val_acc: 0.5242\n",
|
|
"Epoch 99/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 0.8696 - acc: 0.6968 - val_loss: 1.5997 - val_acc: 0.5353\n",
|
|
"Epoch 100/100\n",
|
|
"62/62 [==============================] - 0s 4ms/step - loss: 0.8595 - acc: 0.7020 - val_loss: 1.6293 - val_acc: 0.5389\n",
|
|
"Evaluate on test data\n",
|
|
"test loss, test acc: [1.6292732954025269, 0.5388509035110474]\n",
|
|
"Model: \"sequential\"\n",
|
|
"_________________________________________________________________\n",
|
|
"Layer (type) Output Shape Param # \n",
|
|
"=================================================================\n",
|
|
"flatten (Flatten) (None, 868) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense (Dense) (None, 868) 754292 \n",
|
|
"_________________________________________________________________\n",
|
|
"dropout (Dropout) (None, 868) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense_1 (Dense) (None, 434) 377146 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense_2 (Dense) (None, 217) 94395 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense_3 (Dense) (None, 108) 23544 \n",
|
|
"_________________________________________________________________\n",
|
|
"dropout_1 (Dropout) (None, 108) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense_4 (Dense) (None, 52) 5668 \n",
|
|
"=================================================================\n",
|
|
"Total params: 1,255,045\n",
|
|
"Trainable params: 1,255,045\n",
|
|
"Non-trainable params: 0\n",
|
|
"_________________________________________________________________\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 648x1080 with 15 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 648x1080 with 15 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 648x1080 with 15 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 648x1080 with 15 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"from sklearn.preprocessing import LabelEncoder, LabelBinarizer\n",
|
|
"\n",
|
|
"os.environ['TF_FORCE_GPU_ALLOW_GROWTH'] = 'true' # this is required\n",
|
|
"os.environ['CUDA_VISIBLE_DEVICES'] = '2' # set to '0' for GPU0, '1' for GPU1 or '2' for GPU2. Check \"gpustat\" in a terminal.\n",
|
|
"\n",
|
|
"if __name__=='__main__':\n",
|
|
" print(\"Loading data...\")\n",
|
|
" data = load_data()\n",
|
|
" plot_pd(data[0]['data'], False)\n",
|
|
" \n",
|
|
" print(\"Preprocessing...\")\n",
|
|
" pdata = preproc(data)\n",
|
|
" plot_pd(pdata[0]['data'], False)\n",
|
|
" \n",
|
|
" llist = pd.Series([len(x['data']) for x in pdata])\n",
|
|
" threshold_p = 0.75\n",
|
|
" threshold = int(llist.quantile(threshold_p))\n",
|
|
"\n",
|
|
" print(\"Truncating...\")\n",
|
|
" tpdata = throw(pdata)\n",
|
|
" plot_pd(tpdata[0]['data'], False)\n",
|
|
" \n",
|
|
" print(\"Padding...\")\n",
|
|
" ltpdata = elong(tpdata)\n",
|
|
" plot_np(ltpdata[0]['data'], False)\n",
|
|
" \n",
|
|
" X = np.array([x['data'] for x in ltpdata])\n",
|
|
" y = np.array([x['label'] for x in ltpdata])\n",
|
|
" \n",
|
|
" lb = LabelBinarizer()\n",
|
|
" y_tran = lb.fit_transform(y)\n",
|
|
" \n",
|
|
" X_train, X_test, y_train, y_test = train_test_split(X, y_tran, test_size=0.2, random_state=177013)\n",
|
|
" \n",
|
|
" train_shape = X_train[0].shape\n",
|
|
" classes = y_train[0].shape[0]\n",
|
|
" \n",
|
|
" print(\"Training...\")\n",
|
|
" train(X_train, y_train, X_test, y_test )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "ce55275e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"exit()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|