02 - Collection visualization.ipynb

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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd  # needed to parse analysis data\n",
    "import altair as alt  # needed for visualization\n",
    "import os  # needed for audio path manipulation\n",
    "import urllib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('audio_quality.csv', index_col=0)\n",
    "metadata = pd.read_csv('spokenweb metadata.csv')[['author', 'date', 'url', 'year', 'filename']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.merge(metadata, on='filename')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart = alt.Chart(data).mark_point(size=100).encode(\n",
    "    alt.X('contrast_50:Q',\n",
    "        scale=alt.Scale(zero=False, domain=(22, 30)),\n",
    "        axis=alt.Axis(title='Median contrast (dB)')\n",
    "    ),\n",
    "    alt.Y('rolloff_75:Q',\n",
    "        scale=alt.Scale(zero=False, domain=(3000, 16000)),\n",
    "        axis=alt.Axis(title='Roll-off (Hz)')\n",
    "    ),\n",
    "    tooltip=['author', 'date', 'contrast_25', 'contrast_50', 'contrast_75'],\n",
    "    href='url',\n",
    "    color=alt.Color('year:O', scale=alt.Scale(scheme='plasma'))\n",
    ").configure_axis(gridDash=(2, 4))\n",
    "\n",
    "chart"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6",
   "language": "python",
   "name": "py36"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}