{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inspect dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'jpg'  # smaller mem footprint for page\n",
    "\n",
    "import das.npy_dir\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use('ncb.mplstyle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = das.npy_dir.load('tutorial_dataset.npy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Print dataset information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data:\n",
      "   test:\n",
      "      y_pulse: (4000001, 2)\n",
      "      y_sine: (4000001, 2)\n",
      "      x: (4000001, 1)\n",
      "      y: (4000001, 3)\n",
      "   train:\n",
      "      y_pulse: (8090002, 2)\n",
      "      y_sine: (8090002, 2)\n",
      "      x: (8090002, 1)\n",
      "      y: (8090002, 3)\n",
      "   val:\n",
      "      y_pulse: (4150001, 2)\n",
      "      y_sine: (4150001, 2)\n",
      "      x: (4150001, 1)\n",
      "      y: (4150001, 3)\n",
      "\n",
      "Attributes:\n",
      "    class_names: ['noise', 'pulse', 'sine']\n",
      "    class_names_pulse: ['noise', 'pulse']\n",
      "    class_names_sine: ['noise', 'sine']\n",
      "    class_types: ['segment', 'event', 'segment']\n",
      "    class_types_pulse: ['segment', 'event']\n",
      "    class_types_sine: ['segment', 'segment']\n",
      "    filename_endsample_test: []\n",
      "    filename_endsample_train: []\n",
      "    filename_endsample_val: []\n",
      "    filename_startsample_test: []\n",
      "    filename_startsample_train: []\n",
      "    filename_startsample_val: []\n",
      "    filename_train: []\n",
      "    filename_val: []\n",
      "    samplerate_x_Hz: 10000\n",
      "    samplerate_y_Hz: 10000\n",
      "    filename_test: []\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(ds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot audio and annotations\n",
    "Plot, for the train, validation, and test set:\n",
    "- the audio\n",
    "- the training targets as line plots\n",
    "- the training targets as a pseudo-color plot (black - high probably, white - low probability).\n",
    "\n",
    "Adjust the start and duration, `start_seconds` and `duration_seconds`, to plot a part of the recording that should have annotated song. \n",
    "\n",
    "Things to check:\n",
    "- alignment between audio `x` and training targets `y`\n",
    "- width of events is appropriate\n",
    "- completeness of annotations\n",
    "\n",
    "In the example below the `test` set is incompletely annotated around 3.5 seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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/AMj0Afw00V/ct/w7k/4J6f8ARh/wZ/8ADX6T/wDI9H/DuT/gnp/0Yf8ABn/w1+k//I9AH8NNFf3Lf8O5P+Cen/Rh/wAGf/DX6T/8j0f8O5P+Cen/AEYf8Gf/AA1+k/8AyPQB/DTRX9y3/DuT/gnp/wBGH/Bn/wANfpP/AMj0f8O5P+Cen/Rh/wAGf/DX6T/8j0Afw00V/ct/w7k/4J6f9GH/AAZ/8NfpP/yPR/w7k/4J6f8ARh/wZ/8ADX6T/wDI9AH8NNFf3Lf8O5P+Cen/AEYf8Gf/AA1+k/8AyPR/w7k/4J6f9GH/AAZ/8NfpP/yPQB/DTRX9y3/DuT/gnp/0Yf8ABn/w1+k//I9cj8N/+CVf7EfhLxl8QNf8S/sgfB7U7LxR4uh1Pw/ZSfDTTWGkWaaPptm1qoeAhA1zaXNxhMLm6JxuLEgH8S9Ff3Lf8O5P+Cen/Rh/wZ/8NfpP/wAj0f8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0Afw00V/ct/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPR/w7k/4J6f9GH/Bn/w1+k//ACPQB/DTRX9y3/DuT/gnp/0Yf8Gf/DX6T/8AI9H/AA7k/wCCen/Rh/wZ/wDDX6T/API9AH8NNFf3Lf8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0f8O5P+Cen/Rh/wZ/8NfpP/wAj0Afw00V/ct/w7k/4J6f9GH/Bn/w1+k//ACPR/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPQB/DTRX9y3/AA7k/wCCen/Rh/wZ/wDDX6T/API9H/DuT/gnp/0Yf8Gf/DX6T/8AI9AH8NNFf3Lf8O5P+Cen/Rh/wZ/8NfpP/wAj0f8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0Afw00V/ct/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPR/w7k/4J6f9GH/Bn/w1+k//ACPQB/DTRX9y3/DuT/gnp/0Yf8Gf/DX6T/8AI9H/AA7k/wCCen/Rh/wZ/wDDX6T/API9AH8NNFf3Lf8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0f8O5P+Cen/Rh/wZ/8NfpP/wAj0Afw00V/ct/w7k/4J6f9GH/Bn/w1+k//ACPR/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPQB/DTRX9y3/AA7k/wCCen/Rh/wZ/wDDX6T/API9H/DuT/gnp/0Yf8Gf/DX6T/8AI9AH8NNFf3Lf8O5P+Cen/Rh/wZ/8NfpP/wAj1yOjf8Eq/wBiPT/jx4k+Jd7+yB8Hp9B1bwjommab4fPw000pZXlpdarLc3QUwbAZo720QlQGItFDEhUwAfxL0V/ct/w7k/4J6f8ARh/wZ/8ADX6T/wDI9H/DuT/gnp/0Yf8ABn/w1+k//I9AH8NNFf3Lf8O5P+Cen/Rh/wAGf/DX6T/8j0f8O5P+Cen/AEYf8Gf/AA1+k/8AyPQB/DTRX9y3/DuT/gnp/wBGH/Bn/wANfpP/AMj0f8O5P+Cen/Rh/wAGf/DX6T/8j0Afw00V/ct/w7k/4J6f9GH/AAZ/8NfpP/yPR/w7k/4J6f8ARh/wZ/8ADX6T/wDI9AH8NNFf3Lf8O5P+Cen/AEYf8Gf/AA1+k/8AyPR/w7k/4J6f9GH/AAZ/8NfpP/yPQB/DTRX9y3/DuT/gnp/0Yf8ABn/w1+k//I9H/DuT/gnp/wBGH/Bn/wANfpP/AMj0Afw00V/ct/w7k/4J6f8ARh/wZ/8ADX6T/wDI9H/DuT/gnp/0Yf8ABn/w1+k//I9AH8NNFf3Lf8O5P+Cen/Rh/wAGf/DX6T/8j0f8O5P+Cen/AEYf8Gf/AA1+k/8AyPQB/DTRX9y3/DuT/gnp/wBGH/Bn/wANfpP/AMj0f8O5P+Cen/Rh/wAGf/DX6T/8j0Afw00V/ct/w7k/4J6f9GH/AAZ/8NfpP/yPR/w7k/4J6f8ARh/wZ/8ADX6T/wDI9AH8NNFf3Lf8O5P+Cen/AEYf8Gf/AA1+k/8AyPR/w7k/4J6f9GH/AAZ/8NfpP/yPQB/DTRX9y3/DuT/gnp/0Yf8ABn/w1+k//I9H/DuT/gnp/wBGH/Bn/wANfpP/AMj0Afw00V/ct/w7k/4J6f8ARh/wZ/8ADX6T/wDI9cjrP/BKv9iPUPjx4b+Jdl+yB8HoNB0nwjremal4fHw000Je3l3daVLbXRUQbCYY7K7QFgWAu2CkBnyAfxL0V/ct/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPR/w7k/4J6f9GH/Bn/w1+k//ACPQB/DTRX9y3/DuT/gnp/0Yf8Gf/DX6T/8AI9H/AA7k/wCCen/Rh/wZ/wDDX6T/API9AH8NNFf3Lf8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0f8O5P+Cen/Rh/wZ/8NfpP/wAj0Afw00V/ct/w7k/4J6f9GH/Bn/w1+k//ACPR/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPQB/DTRX9y3/AA7k/wCCen/Rh/wZ/wDDX6T/API9H/DuT/gnp/0Yf8Gf/DX6T/8AI9AH8NNFf3Lf8O5P+Cen/Rh/wZ/8NfpP/wAj0f8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0Afw00V/ct/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPR/w7k/4J6f9GH/Bn/w1+k//ACPQB/DTRX9y3/DuT/gnp/0Yf8Gf/DX6T/8AI9H/AA7k/wCCen/Rh/wZ/wDDX6T/API9AH8NNFf3Lf8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0f8O5P+Cen/Rh/wZ/8NfpP/wAj0Afw00V/ct/w7k/4J6f9GH/Bn/w1+k//ACPR/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPQB/DTRX9y3/AA7k/wCCen/Rh/wZ/wDDX6T/API9H/DuT/gnp/0Yf8Gf/DX6T/8AI9AH8NNFf3Lf8O5P+Cen/Rh/wZ/8NfpP/wAj0f8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0Afw00V/ct/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPXI/Gz/glX+xH8Q/BtloHgj9kD4PaFe2/i7w/qc17D8NNNQy2dlrFneXdrmOAEi4toJrcg/KwmIYFSwIB/EvRX9y3/DuT/gnp/0Yf8Gf/DX6T/8AI9H/AA7k/wCCen/Rh/wZ/wDDX6T/API9AH8NNFf3Lf8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0f8O5P+Cen/Rh/wZ/8NfpP/wAj0Afw00V/ct/w7k/4J6f9GH/Bn/w1+k//ACPR/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPQB/DTRX9y3/AA7k/wCCen/Rh/wZ/wDDX6T/API9H/DuT/gnp/0Yf8Gf/DX6T/8AI9AH8NNFf3Lf8O5P+Cen/Rh/wZ/8NfpP/wAj0f8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0Afw0190/8FLf+UYf7CX/ZOPFP/qQ3Ff1W/wDDuT/gnp/0Yf8ABn/w1+k//I9H/DuT/gnp/wBGH/Bn/wANfpP/AMj0Afyp+Cf+Vcjx3/2dhov/AKYrumf8Epv+TH/25f8Asg1j/wCn6xr+q/8A4dyf8E9P+jD/AIM/+Gv0n/5Ho/4dyf8ABPT/AKMP+DP/AIa/Sf8A5HoA/kH/AOCK/wDylp/Z2/7K5on/AKVJXlf7Zn/J3vxT/wCyia1/6XTV/aZ/w7k/4J6f9GH/AAZ/8NfpP/yPR/w7k/4J6f8ARh/wZ/8ADX6T/wDI9AH8q37U/wDygM/ZW/7Kx48/nYV8L2H/AB/Qf9dl/mK/uR/4dyf8E9P+jD/gz/4a/Sf/AJHo/wCHcn/BPT/ow/4M/wDhr9J/+R6AP5T/APg4z/5SqeKv+xJ8I/8AqPWFfF3gX/kd9G/7Ctv/AOjVr+4H/h3J/wAE9P8Aow/4M/8Ahr9J/wDkej/h3J/wT0/6MP8Agz/4a/Sf/kegD+UX/g40/wCUzHxq/wCwnpv/AKa7Srf/AAbhf8pbvAP/AGLvij/0wX9f1X/8O5P+Cen/AEYf8Gf/AA1+k/8AyPR/w7k/4J6f9GH/AAZ/8NfpP/yPQB/Djq3/ACFbn/r4f/0I1Xr+5b/h3J/wT0/6MP8Agz/4a/Sf/kej/h3J/wAE9P8Aow/4M/8Ahr9J/wDkegD+Vb/gjt/ybX+23/2bFdf+nWxr4Sr+5b/h3J/wT0/6MP8Agz/4a/Sf/keuR/aA/wCCVf7EfxP+A/jb4afD79kD4PeHde8ReEdS0zRPEEHw002N9MvJ7WSKG6Vo4A6mOR1cFCGBXIIOKAP5fvjF/wAq83wW/wCzkfFf/pssK+GK/uW/4dyf8E9P+jD/AIM/+Gv0n/5Ho/4dyf8ABPT/AKMP+DP/AIa/Sf8A5HoA/ld/4Lif8ib+xz/2Z/4Z/wDSm9r4Lr+5b/h3J/wT0/6MP+DP/hr9J/8Akej/AIdyf8E9P+jD/gz/AOGv0n/5HoA/hpp0P+tX/eFf3Kf8O5P+Cen/AEYf8Gf/AA1+k/8AyPR/w7k/4J6f9GH/AAZ/8NfpP/yPQB/Kd/wcK/8AJ/ml/wDZFfAv/qP2dfDVf3Lf8O5P+Cen/Rh/wZ/8NfpP/wAj0f8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0AfjP/AMGMf/N0X/ck/wDufr9/q8Z/4dyf8E9P+jD/AIM/+Gv0n/5Ho/4dyf8ABPT/AKMP+DP/AIa/Sf8A5HoA9morxn/h3J/wT0/6MP8Agz/4a/Sf/kej/h3J/wAE9P8Aow/4M/8Ahr9J/wDkegD2aivGf+Hcn/BPT/ow/wCDP/hr9J/+R6P+Hcn/AAT0/wCjD/gz/wCGv0n/AOR6APZqK8Z/4dyf8E9P+jD/AIM/+Gv0n/5Ho/4dyf8ABPT/AKMP+DP/AIa/Sf8A5HoA9morxn/h3J/wT0/6MP8Agz/4a/Sf/kej/h3J/wAE9P8Aow/4M/8Ahr9J/wDkegD2aivGf+Hcn/BPT/ow/wCDP/hr9J/+R6P+Hcn/AAT0/wCjD/gz/wCGv0n/AOR6APZqK8Z/4dyf8E9P+jD/AIM/+Gv0n/5Ho/4dyf8ABPT/AKMP+DP/AIa/Sf8A5HoA9morxn/h3J/wT0/6MP8Agz/4a/Sf/kej/h3J/wAE9P8Aow/4M/8Ahr9J/wDkegD2aivGf+Hcn/BPT/ow/wCDP/hr9J/+R6P+Hcn/AAT0/wCjD/gz/wCGv0n/AOR6APZqK+a/2f8A/glX+xH8MPgP4J+GnxB/ZA+D3iLXvDvhHTdM1vxBP8NNNkfU7yC1jimumaSAuxkkRnJcliWySTmuu/4dyf8ABPT/AKMP+DP/AIa/Sf8A5HoA9morxn/h3J/wT0/6MP8Agz/4a/Sf/kej/h3J/wAE9P8Aow/4M/8Ahr9J/wDkegD2avgb/g5+/wCUG3xs/wCu3hb/ANSjSa+k/wDh3J/wT0/6MP8Agz/4a/Sf/kej/h3J/wAE9P8Aow/4M/8Ahr9J/wDkegDtP2dv+SCeC/8AsV7H/wBEJXZV4z/w7k/4J6f9GH/Bn/w1+k//ACPR/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPQB7NRXjP/DuT/gnp/0Yf8Gf/DX6T/8AI9H/AA7k/wCCen/Rh/wZ/wDDX6T/API9AHs1FeM/8O5P+Cen/Rh/wZ/8NfpP/wAj0f8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0AezV+NP8AwcG/8lM/ar/7MY8Jf+p3qNfph/w7k/4J6f8ARh/wZ/8ADX6T/wDI9H/DuT/gnp/0Yf8ABn/w1+k//I9AH8NNfdv/AAUd/wCUTX7CP/YoeMv/AFIJK/qp/wCHcn/BPT/ow/4M/wDhr9J/+R6P+Hcn/BPT/ow/4M/+Gv0n/wCR6AP4cdJ/5Ctt/wBfCf8AoQr7f/4OPf8AlLd4+/7F3wv/AOmCwr+q/wD4dyf8E9P+jD/gz/4a/Sf/AJHo/wCHcn/BPT/ow/4M/wDhr9J/+R6AP5Rf+Dcv/lMx8Ff+wnqX/pru6+NfGf8AyOGrf9hOf/0Y1f3Cf8O5P+Cen/Rh/wAGf/DX6T/8j0f8O5P+Cen/AEYf8Gf/AA1+k/8AyPQB/Kx+xH/yg3/bU/7GX4d/+nC7r4Qr+5b/AIdyf8E9P+jD/gz/AOGv0n/5Ho/4dyf8E9P+jD/gz/4a/Sf/AJHoA/lQ/ae/5QI/su/9le8ef+g6fXw3b/8AHxH/AL4/nX9yf/DuT/gnp/0Yf8Gf/DX6T/8AI9H/AA7k/wCCen/Rh/wZ/wDDX6T/API9AH8p3/Bw9/ykck/7JT4J/wDUesa89/4Il/8AKXD9nb/srOj/APpQtf15/wDDuT/gnp/0Yf8ABn/w1+k//I9H/DuT/gnp/wBGH/Bn/wANfpP/AMj0AfxW/te/8nX/ABN/7KBrH/pbLX1X+w1/yhD/AG2v+w18PP8A053Vf08/BP8A4JV/sR/Dzwbe6B43/ZA+D2u3tx4u8QanDezfDTTXMVne6xeXlpa5kgJAt7aeG3AHyqIQFAUKB13/AA7k/wCCen/Rh/wZ/wDDX6T/API9AH8NNfc/7RP/ACgC/Zw/7Lh43/8ASfTq/qv/AOHcn/BPT/ow/wCDP/hr9J/+R6P+Hcn/AAT0/wCjD/gz/wCGv0n/AOR6AP4dvDP/ACMen/8AX9F/6GK+1v8Ag4+/5TFfFf8A64aF/wCmSxr+rP8A4dyf8E9P+jD/AIM/+Gv0n/5Ho/4dyf8ABPT/AKMP+DP/AIa/Sf8A5HoA/lY/4INf8j3+0n/2aF47/wDSWOvhCv7lv+Hcn/BPT/ow/wCDP/hr9J/+R6P+Hcn/AAT0/wCjD/gz/wCGv0n/AOR6AP5WPHn/ACrgfD7/ALOu1z/0x2tfCFf3Lf8ADuT/AIJ6f9GH/Bn/AMNfpP8A8j0f8O5P+Cen/Rh/wZ/8NfpP/wAj0Afyof8ABXz/AJNk/Yl/7Nmh/wDTxqFeEf8ABMz/AJSL/Aj/ALK94d/9OUFf2Tf8O5P+Cen/AEYf8Gf/AA1+k/8AyPR/w7k/4J6f9GH/AAZ/8NfpP/yPQB/HV/wVh/5SdftA/wDZYvEX/pwmr2b/AIJGf8mo/tvf9m3H/wBPNhX9V/8Aw7k/4J6f9GH/AAZ/8NfpP/yPR/w7k/4J6f8ARh/wZ/8ADX6T/wDI9AH8NNfdH7VP/KBn9lT/ALKn4+/9C0+v6rv+Hcn/AAT0/wCjD/gz/wCGv0n/AOR6P+Hcn/BPT/ow/wCDP/hr9J/+R6AP4aa+5/8Agql/yYf+wx/2Q/VP/T/e1/Vf/wAO5P8Agnp/0Yf8Gf8Aw1+k/wDyPR/w7k/4J6f9GH/Bn/w1+k//ACPQB/DTX3X/AMFU/wDkwP8AYW/7Ipq3/p9u6/qr/wCHcn/BPT/ow/4M/wDhr9J/+R6P+Hcn/BPT/ow/4M/+Gv0n/wCR6APmb/g1x/5QUfAz/uZv/Un1avv+vGf+Hcn/AAT0/wCjD/gz/wCGv0n/AOR6P+Hcn/BPT/ow/wCDP/hr9J/+R6APZqK8Z/4dyf8ABPT/AKMP+DP/AIa/Sf8A5Ho/4dyf8E9P+jD/AIM/+Gv0n/5HoA9morxn/h3J/wAE9P8Aow/4M/8Ahr9J/wDkej/h3J/wT0/6MP8Agz/4a/Sf/kegD2aiuN+Ef7Ov7PvwAS/i+A/wK8G+CV1UxHVF8I+GLTTReGPd5Zl+zxp5m3e+3dnG9sYya7KgAooooAKKKKACiiigD5l/4KrSJdfAjwb4R8Sag9r4L8S/Gfwjo3xHlFy0EcmiXOqRRy280ikFILiY29tLyA0dw6McORWd/wAE8/C3g74YftA/tG/Bf4GaZY6b8MPC/jnR4vDeg6IqrpmialNodpNqVlaRp8lugdreZoI8IktzKdqszV9NeLfCHhPx/wCGb7wV478L6drejapbPbanpGr2Udza3cLDDRyxSApIhHBVgQao/DH4UfC34J+DLX4cfBn4a+H/AAj4esS32LQfDGjQWFlb7mLNsggVUTLEk4AyTmgDfooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvlf/AIKi/B6w/aHsvg58Fb7xd8KrMaj8Vvth0L4weHJdZ0rxELfRdU22QsEkhW9lWSSK6WF54QRaMQxK4P1RXOfFT4PfCT46eD5vh58bvhb4c8Y+H7iRJLjQ/FWiW+o2crqcqzQ3COjEHoSOKAPyb+D2k/ssfHzVv2i/B/7S3wm+GXhPRfgP8J57P4dweB9Ni0nwzptzDq3iSPVvE/h+JX/0S5e4tbFZZ0bz7eeEReawIklk8ZWV38S/2Vf2jv2kv2pUX/hov4b/AA/8GSfCfU9Rk26r4e1GTwdpF7ZHTdxDQSXfiKfUYZPK2/aHRoX3qm0fqDr/AOyP+yj4r0zwvonij9mP4e6lZeCHDeC7TUPBdjNFoDAgg2SPERakFV5iC/dHpWl4v/Z5+APxB+I2ifGHx78DfB+ueLvDQA8OeKdY8M2tzqOlYYsPs1zJGZYPmJPyMOSTQB+dHjnw54RvtN+IX7UesQ2Q/aO0f9tDR/DXhbWTc/8AE3s9PPiPS7W10WAk71sLjQpXmkt1AikjuJ7hlJzIP1Hrj7v9nn4A3/xft/2hL74G+D5vH1pafZbXxxN4ZtW1iGDaV8pLwx+cqbSV2h8YJGOa7CgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK+MP2ufAnifw3/wU9+BXxX8K+PPE2pajqXhfxxDpfhK+1QNo9rcQaNCY3htlUbZHf7zszE7iBtBxX2fWZqngrwbrfiTS/GWteEtMvNX0MTjRNVurCOS508ToEm8iVlLReYqhX2kbgADkCgD8gr2GL4J/sc/BT9of9iS8/4vZ8QP2XvG+u/EvXNJnL6x4kvo/CT3kmoakFJe4uoNfFpEjSgtBJM0ClAxSug/an8JfB/9mLTm0L9gjWLfQPBvi39mFdT+LWp+EdSMXn6e/iXw3bQ+ILmaJtxvZNLu/ET/AG5j5rpDI5kPkgr+n/gT9nj4AfC3xnrvxH+GPwM8HeHPEPimUy+Jte0HwzaWd7q77i266nijV7g7iTmQscnNRfDj9mj9nH4OabrmjfCL9n/wT4Vs/E8rS+JbTw34Us7GPVnYMrPcrDGonYhmBLhiQxHc0Afm/wDtJ/D34SfBP9pLxP8Asxfs86Zpfhf4B65qHwij+Lfh/wAMTi10exm1HxBqsE8biEhLc39vDpkN2AV82GSJpM+duf6r/wCCefhbwd8MP2gf2jfgv8DNMsdN+GHhfxzo8XhvQdEVV0zRNSm0O0m1KytI0+S3QO1vM0EeESW5lO1WZq9w8Hfsufsy/Dz4Zal8Ffh/+zr4E0LwbrJlOseEtH8I2Vrpl8ZVCyma1jiEUu8ABtyncAAc1ufDH4UfC34J+DLX4cfBn4a+H/CPh6xLfYtB8MaNBYWVvuYs2yCBVRMsSTgDJOaAN+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAr5D/4Lb/Dq48Y/sLa34nh+I/ijRV8O6tpFy+m6DqotrbVt+r2KeVeKELTRAZIQMoJJ3bhxX15WZ4x8FeDfiH4duPB/j/wlpmu6TdlDdaXrFhHdW0xR1kTfFIpVtrqrDI4ZQRyBQB+cH7afgzwf4J/aP8Ajd+3h4l8Gfs2fFaP4da74Ws5PBPjjwI2peLdPCWdk8djY30zqmm3Ust209sqW9ytw80Q3xtnbmnw14Llh/4amdLT/hoxv27x4WXWzcf8TcaKvjEWB0UPnzP7P/4RYfaTbj915Z+0bN3z1+h/iX9mz9nXxn8UtN+OXjD4BeCtW8baKipo/jDUvCtpPqtiqklRDdvGZogCSQFYYJqUfs8/AFfjCf2h1+Bvg8ePzafZD45Hhm1/tgwbNnlfbfL8/Zt+XbvxjjGKAPzC+HunN4N+B/7PP7UfwHsbaX9pvx/418Xw/EbULZ/M1bX5o9E8RTalYagMl5rey1C2skjikBS2eC2jjCbwreofsKeB/gr8NfjL+yZ4o/Zgnsn1X4nfAfV9Y+MGp6deebdeKYhaaVKusaq24tcXS6jMY1uJcyKbmeIMF3IPu3wz+zz8AfBXxP1f42+Dvgb4P0nxn4gj8vXvF2meGbWDVNSTIO24ukjEswyqnDsfuj0o+HH7PPwB+DviPXPGHwj+Bvg/wrq/ie5+0eJdU8OeGbWxudWmyW8y5lhjVp3yzHc5Y5YnvQB2FFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXzH/wUy0v4Aa74f+Hei/H3wd4j+IMc/jR/+EZ+CPh+xgu0+IOpjT7oR2l3BOVhktbdDJeM1xJHbRtbpJKx2oD9OVw3xv8A2Yv2a/2mtOsNI/aR/Z68DfEG00qd5tLtfG/hKz1aOzkcBXeJbqNxGzAAErgkAA0AfmF8Pv2RvAvhTU/j18P/APgofpGgaRB4F+CX/CY/CTwlL4ia60/4Z2Opap4kuJ20a5kEZjuLTydNtzcwhDA0MSQlInjDUvGVld/Ev9lX9o79pL9qVF/4aL+G/wAP/Bknwn1PUZNuq+HtRk8HaRe2R03cQ0El34in1GGTytv2h0aF96ptH6U6d+wN+wro+iaJ4Z0j9iz4S2um+GtUk1Pw5p9t8ONMSDSr2QoXuraNYAsEzeXHmRAGOxcngV1Xi/8AZ5+APxB+I2ifGHx78DfB+ueLvDQA8OeKdY8M2tzqOlYYsPs1zJGZYPmJPyMOSTQB+dHjnw54RvtN+IX7UesQ2Q/aO0f9tDR/DXhbWTc/8Tez08+I9LtbXRYCTvWwuNCleaS3UCKSO4nuGUnMgd8BvDXguytv2f8A9pjQ0tF/aE8a/tQeING+I2tRT51jVLWO415NV0m753vZWVtbxmO3ceXb/ZLZkVDtJ/RW7/Z5+AN/8X7f9oS++Bvg+bx9aWn2W18cTeGbVtYhg2lfKS8MfnKm0ldofGCRjmjRf2efgD4b+LGo/Hrw78DfB9h451e3+z6t40svDNrFq17FhR5c12sYmkX5V+VmI+UegoA7CiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArwj/go9D8Err9mC6sv2h/EniO38KT+JdGS90DwnbvPf+LJf7QgMGgJDGpkuFvphHbPCm3fHI6syoXI93rlvjB8Dvgp+0L4PPw8+Pvwf8LeOPD7XMdy2h+MPD9tqdmZkzsk8m5R03rk4bGRk4oA/MiP/gnn4q8V/GvQPD3ijwD+z98LfC/ifWNf8WeBP2Zfi14YXxRpujW9tpel2D3MWnWs9vYi6Znmnnht7jyrY3UboZ2MzVa+C0v7Lv7aOsy3P7WHwf8AA3hP4eeEP2XY9R+HnhfTfLg8PaLPDr/iCw1nXdGXbGkIWPT9ImguY1WSGC7hKuplJb7wsP8AgnJ/wT00rwjP4A0v9g/4M22g3WoRX91olv8AC/SUtJruNWWO4aEW+xpVVmCuRuAYgEZNdd8Qv2Y/2bPi3pugaN8Vv2e/A/iez8KSJJ4XtPEPhOzvYtHdQqq1qs0bC3ICIAYwuAqjsKAPynsrWL4z/sbfGr4+/txXZf40fDr9lzwRqvw01rWbgrq/hzUJvCSXkeo6buIeC9uNfN3EzxAPNJbpAxcKErufiPoOl+IfA3xq/ag+J1nZR/tL+E/2jvDGh+CNUecDVtGDyaANP0ix53R2d5DcTPJAg8u4F3cs4fkj9JvHX7PHwA+KHjfQviZ8S/gb4O8ReJPC8gk8M+INd8M2l3faQ+7dutZ5Y2ktzuAOY2Xnml1f9nn4A+IPizYfHzXvgb4PvvHWlW32fS/Gl54ZtZdWs4cMPLivGjM0aYZhtVgPmPqaAOwooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK8y/bLl+F6fss+Orf41/FjWPAvhK78PzWniLxfoF00F5pVpNiGSaKVY5DCQHx5oX92CXyu3cPTar6tpOla/pVzoWu6Zb3tje27wXlndwrJFPE6lXjdGBDKykgqQQQSDQB+P+s/BzwH4G/wCCqXh39jXxt8I/h94F+CPjnXdAmvvhn8P9Ya98M+IraHS/F0mnXWro9vbxxXl7eQ2IktmiMdw1lar514dxXtfgl8PfhP8AFH9qjw3+yb8VdH0nXv2c9N+JHxVHw88K6y63Wg3l7p6+Hvs1iIpCYZobSS78T+RAdyRfZG2Kv2Zdv6DaJ+xT+xr4a+GusfBjw5+yT8MtP8H+IZlm1/wnZeAtOi0zU5FIKvcWqwiKZgQCC6kgitLxP+y1+zJ42+FFh8BvGX7OfgTV/A2lmI6Z4M1PwhZXGk2hjz5flWjxGGPbubbtUYycYzQB+bX7Ifgr4K/tI+MtB+GP7bE+neKPhP4U+FHjO++EaeNdS86yk0u28catZR6tHJM2HlttFt9DEV3uMkMNyHR180k8d8L7Dw58f/2UPiJ8U/8AgoDq7XvjP4f/ALG/g7W/hnr3ii8aLUtDWfSdRm/t+xZirwajNfRRrJcx4mMlvDEW6If1Z+In7Mn7Nvxf8N6L4N+LP7PfgfxRo/huSN/DuleIvCdne22lNGoRGtopo2WAqqhQUAwAAOBU3xB/Z1/Z9+LXiPQfGPxV+BXg3xNq/hWfzvDGq+IfDFpe3Ojy5B32ss0bNbtlVOYypyo9KALXwQ1Dxvq3wW8Iap8TLdofElz4X0+XxBE8YUpfNbRmdSoxgiQuMdq6iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA/IX9sDwr8HfhRqHgz9pj9nDxb4St9C8X+JPG8Hib9obUPEk0nizU9XudH8QpLpmr2q2UTDRLCcRyPtaeS1j06MJaxiPzinxA8J6H+xr8L9d/ZQ8OfDX4D6TbeJPAfgnU/F/wAU/gB4N/4Ry6g8Jy+LdI0vVYdTmSeaS4WXT7q8njvvNiDpDeP5SGPcf0/0j9lj9mLw/wDE/U/jboP7OPgOy8Z61HLHrPi608IWUWqX6SDEizXSxCWUMOGDMc980vw5/Zb/AGZfg94Z1rwX8JP2dPAnhbRvEe//AISHSfDnhGysbbVN6srfaYoYlSfKswO8HIYg9TQB+c/xs+Hfwp+GH7VXiX9kn4RaNpWgfs76t8SPhVa/EXwroLra6HZ318PEJu7AxRERQJePaeGFuIRtWYXaBw32htztJ+HXwr1P9spf2MLvQdIm/ZiT9pnUNP0zwW4Q+HZNVj8A2d9/YQh/1LWiai99ciyx5QuomXZmPYP0W8N/stfsyeDfhLffAPwh+zn4E0rwJqZkOpeCtN8IWUGk3fmY8zzbNIhDJu2ru3Kc4GelJc/ssfsxXvwaj/ZyvP2cvAcvw9iULF4Dl8IWTaMgD+YALIxeQMOS33Pvc9aAPIf+CVLQWvwH8ZeF/Ct+bnwT4f8AjP4u0n4byJcmaGPRLfVJUjt7eQk7reCYXNvEASqxwIi/KqgfTVZ/hTwn4V8B+GrHwZ4H8M6fo2j6XapbabpOk2SW9taQoMLHFFGAkaAcBVAAHStCgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigD//2Q==\n",
      "text/plain": [
       "<Figure size 2160x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_seconds = 2\n",
    "duration_seconds = 4\n",
    "for typ in ['train','val','test']:\n",
    "    t0_samples = int(start_seconds * ds.attrs['samplerate_x_Hz'])\n",
    "    t1_samples = int(t0_samples + duration_seconds * ds.attrs['samplerate_x_Hz'])\n",
    "\n",
    "    tx = np.arange(t0_samples, t1_samples) / ds.attrs['samplerate_x_Hz']\n",
    "    plt.figure(figsize=(30, 6))\n",
    "    ax = plt.subplot(311)\n",
    "    plt.plot(tx, ds[typ]['x'][t0_samples:t1_samples], 'k')\n",
    "    plt.title(typ)\n",
    "    plt.ylabel('audio')\n",
    "\n",
    "    t0_samples = int(start_seconds * ds.attrs['samplerate_y_Hz'])\n",
    "    t1_samples = int(t0_samples + duration_seconds * ds.attrs['samplerate_y_Hz'])\n",
    "    ty = np.arange(t0_samples, t1_samples) / ds.attrs['samplerate_y_Hz']\n",
    "    plt.subplot(312, sharex=ax)\n",
    "    plt.plot(ty, ds[typ]['y'][t0_samples:t1_samples, :])\n",
    "    plt.legend(ds.attrs['class_names'])\n",
    "    plt.ylabel('annotations')\n",
    "    plt.ylim(0, 1.1)\n",
    "    \n",
    "    plt.subplot(313)\n",
    "    plt.imshow(ds[typ]['y'][t0_samples:t1_samples, :].T.astype(np.float), cmap='Greys')\n",
    "    plt.yticks(range(len(ds.attrs['class_names'])), labels=ds.attrs['class_names'])\n",
    "    plt.ylabel('annotations')\n",
    "    plt.show()\n",
    "    "
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "8b0ab261a56efe1a5fd9591203310bfa777485461dc7aa1d8ccede5021fac1c0"
  },
  "kernel_info": {
   "name": "python3"
  },
  "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": "3.8.11"
  },
  "nteract": {
   "version": "0.24.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}