Filter "Spotify Extended Streaming History"

filter-spotify-extended-streaming-history.ipynb

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   "source": [
    "import pandas as pd\n",
    "import glob\n",
    "\n",
    "df = pd.concat([pd.read_json(file) for file in glob.glob(\"*.json\")], ignore_index=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "025da194",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df.copy()\n",
    "df2[\"ip_addr\"] = \"0.0.0.0\"\n",
    "df2[\"conn_country\"] = \"\"\n",
    "df2[\"platform\"] = \"\"\n",
    "df2 = df2[df2[\"skipped\"] == False]\n",
    "df2 = df2[~df2[\"episode_name\"].notna()]\n",
    "df2 = df2[df2[\"ms_played\"] > 120000]\n",
    "df2\n",
    "# print(df2.groupby(\"master_metadata_album_artist_name\").size().sort_values(ascending=False).to_dict())\n",
    "# pd.to_datetime(df2['ts']).hist(bins=50)\n",
    "# df2.to_json(\"Streaming_History_Audio_2000-2099_0.json\", orient=\"records\", lines=False, force_ascii=False, indent=2)"
   ]
  }
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