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   "source": [
    "## dggsinspect in Vgrid DGGS\n",
    "\n",
    "[![image](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/opengeoshub/vgrid/blob/main/docs/notebooks/20_dggsinspect.ipynb)\n",
    "[![image](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/opengeoshub/vgrid/HEAD?filepath=docs/notebooks/20_dggsinspect.ipynb)\n",
    "[![image](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/opengeoshub/vgrid/blob/main/docs/notebooks/20_dggsinspect.ipynb)\n",
    "[![image](https://jupyterlite.rtfd.io/en/latest/_static/badge.svg)](https://jupyterlite.gishub.vn/lab/index.html?path=notebooks/vgrid/20_dggsinspect.ipynb)\n",
    "\n",
    "Full Vgrid DGGS documentation is available at [vgrid document](https://vgrid.gishub.vn).\n",
    "\n",
    "To work with Vgrid DGGS directly in GeoPandas and Pandas, please use [vgridpandas](https://pypi.org/project/vgridpandas/). Full Vgridpandas DGGS documentation is available at [vgridpandas document](https://vgridpandas.gishub.vn).\n",
    "\n",
    "To work with Vgrid DGGS in QGIS, install the [Vgrid Plugin](https://plugins.qgis.org/plugins/vgridtools/).\n",
    "\n",
    "To visualize DGGS in Maplibre GL JS, try the [vgrid-maplibre](https://www.npmjs.com/package/vgrid-maplibre) library.\n",
    "\n",
    "For an interactive demo, visit the [Vgrid Homepage](https://vgrid.vn)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1",
   "metadata": {},
   "source": [
    "### Install vgrid\n",
    "Uncomment the following line to install [vgrid](https://pypi.org/project/vgrid/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %pip install vgrid --upgrade"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "326dbb7d",
   "metadata": {},
   "source": [
    "### DGGS Inspect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b55c0a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from vgrid.stats.dggsstats import dggsinspect\n",
    "dggsinspect()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57127aa8",
   "metadata": {},
   "source": [
    "### DGGS box plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa319ee8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from vgrid.stats.dggsstats import dggsboxplot\n",
    "dggs_parquet = \"./data/dggs.parquet\"\n",
    "dggsboxplot(dggs_parquet, y_column=\"cvh\")"
   ]
  }
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