{ "cells": [ { "cell_type": "markdown", "id": "vocal-wrist", "metadata": {}, "source": [ "# RGI17 (Southern Andes)\n", "\n", "F. Maussion & F. Roura Adserias\n", "\n", "We were supposed to use the new Chile and argentina inventories. But because or problems in the Chile inventory and because of inconsistencies at the country border we can't do that. So we stick to RGI6 everywhere..." ] }, { "cell_type": "code", "execution_count": null, "id": "arabic-trash", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "import subprocess\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import seaborn as sns\n", "import numpy as np\n", "from utils import mkdir, submission_summary, needs_size_filter, size_filter, plot_map, plot_date_hist, open_zip_shapefile\n", "import os" ] }, { "cell_type": "markdown", "id": "novel-antique", "metadata": {}, "source": [ "## Files and storage paths" ] }, { "cell_type": "code", "execution_count": null, "id": "aggregate-qatar", "metadata": {}, "outputs": [], "source": [ "# Region of interest\n", "reg = 17\n", "\n", "# go down from rgi7_scripts/workflow\n", "data_dir = '../../rgi7_data/'\n", "\n", "# Level 2 GLIMS files\n", "l2_dir = os.path.join(data_dir, 'l2_sel_reg_tars')\n", "\n", "# Output directories\n", "output_dir = mkdir(os.path.join(data_dir, 'l3_rgi7a'))\n", "output_dir_tar = mkdir(os.path.join(data_dir, 'l3_rgi7a_tar'))\n", "\n", "# RGI v6 file for comparison later \n", "rgi6_reg_file = os.path.join(data_dir, 'l0_RGIv6', '17_rgi60_SouthernAndes.zip')\n", "\n", "# Support data dir\n", "support_dir = os.path.join(data_dir, 'l0_support_data')" ] }, { "cell_type": "markdown", "id": "remarkable-gathering", "metadata": {}, "source": [ "### Load the input data" ] }, { "cell_type": "code", "execution_count": null, "id": "cellular-review", "metadata": {}, "outputs": [], "source": [ "# Read L2 files from GLIMS\n", "shp = gpd.read_file('tar://' + l2_dir + f'/RGI{reg:02d}.tar.gz/RGI{reg:02d}/RGI{reg:02d}.shp')" ] }, { "cell_type": "markdown", "id": "d1ef51fe-26b2-43a0-a716-b411f19825b3", "metadata": {}, "source": [ "### List of submissions " ] }, { "cell_type": "code", "execution_count": null, "id": "85848e54-8de1-40a7-9c0f-1852984b0220", "metadata": {}, "outputs": [], "source": [ "sdf, df_class = submission_summary(shp)\n", "sdf" ] }, { "cell_type": "markdown", "id": "c69e9c67-ffd5-4ada-af3f-f009bf1fa81f", "metadata": {}, "source": [ "Notes based on manual observations:\n", "- 510 to 516 are a few outlines in Patagonia\n", "- 592 is RGI, looks spatially complete.\n", "- 700 is the Argentina glacier inventory. 708 is an update of 75 of its outlines, for reasons quite unclear to me (the outlines are still in 700)\n", "- 730 is the Chilan glacier inventory\n", "\n", "both 700/708 and 720 have the same issues (rock glaciers) as for RGI16. Furthermore, the Argentina / Chile border makes both inventories pretty much useless as is." ] }, { "cell_type": "code", "execution_count": null, "id": "95940432-37e6-4ee3-a38c-b56a24e3aadd", "metadata": {}, "outputs": [], "source": [ "# # Write out selection in intermediate shape files for manual GIS review\n", "# tmp_output_dir = mkdir(os.path.join(data_dir, 'l0_tmp_data', f'rgi{reg:02d}_sel_inventories'))\n", "# tmp_output_dir_tar = mkdir(os.path.join(data_dir, 'l0_tmp_data'))\n", "# for subid in shp.subm_id.unique():\n", "# s_loc = shp.loc[shp.subm_id == subid]\n", "# s_loc.to_file(tmp_output_dir + f'/subm_{int(subid):03d}.shp')\n", "# print('Taring...')\n", "# print(subprocess.run(['tar', '-zcvf', f'{tmp_output_dir_tar}/rgi{reg:02d}_sel_inventories.tar.gz', '-C', \n", "# os.path.join(data_dir, 'l0_tmp_data'), f'rgi{reg:02d}_sel_inventories']))" ] }, { "cell_type": "code", "execution_count": null, "id": "69499d10-693d-40f8-837c-7cfb627ed00a", "metadata": {}, "outputs": [], "source": [ "argentina = shp.loc[shp.subm_id.isin([700])].copy()" ] }, { "cell_type": "code", "execution_count": null, "id": "c9fc5eb3-2a44-43ca-bf3b-2c20c828cee7", "metadata": {}, "outputs": [], "source": [ "argentina.primeclass.unique()" ] }, { "cell_type": "markdown", "id": "c6367872-ed71-450b-ab6d-2357af5cdf75", "metadata": {}, "source": [ "## Outline selection " ] }, { "cell_type": "code", "execution_count": null, "id": "45915f3e-f146-4c59-8149-a878c01d175d", "metadata": {}, "outputs": [], "source": [ "pata_icefield = shp.loc[shp.subm_id.isin([97, 98, 99, 100, 101])].copy()\n", "rgi5 = shp.loc[shp.subm_id.isin([592])].copy()" ] }, { "cell_type": "code", "execution_count": null, "id": "c6ca2379-8aeb-43a5-814d-8b08a983b6e9", "metadata": {}, "outputs": [], "source": [ "# Area around the icefield\n", "box = open_zip_shapefile(support_dir + '/rgi17_exclude_592.zip')" ] }, { "cell_type": "code", "execution_count": null, "id": "393dc8b2-d679-4e34-9772-14004b73e0f9", "metadata": {}, "outputs": [], "source": [ "# Remove the icefield ids form rgi5\n", "rp = rgi5.representative_point()\n", "rp = rp.to_frame('geometry')\n", "rp['orig_index'] = rgi5.index\n", "difference = gpd.overlay(rp, box, how='difference')\n", "rgi5 = rgi5.loc[difference['orig_index']].copy()" ] }, { "cell_type": "code", "execution_count": null, "id": "6989923a-f994-49d6-9009-87011ee816cb", "metadata": {}, "outputs": [], "source": [ "# Size filter?\n", "needs_size_filter(rgi5), needs_size_filter(pata_icefield)" ] }, { "cell_type": "code", "execution_count": null, "id": "617aa885-be02-4c32-a9c0-fc78157e10c5", "metadata": {}, "outputs": [], "source": [ "print(len(pata_icefield))\n", "pata_icefield = size_filter(pata_icefield)\n", "print(len(pata_icefield))" ] }, { "cell_type": "code", "execution_count": null, "id": "7848c3ee-b885-4a1b-9898-1e14e0d8337c", "metadata": {}, "outputs": [], "source": [ "rgi7 = pd.concat([rgi5, pata_icefield])\n", "rgi7['is_rgi6'] = True" ] }, { "cell_type": "markdown", "id": "2420eda0-078f-43d6-b69c-872a5641092f", "metadata": {}, "source": [ "### Some sanity checks " ] }, { "cell_type": "code", "execution_count": null, "id": "150d87ab-cf01-42dd-b986-ba28079eed27", "metadata": {}, "outputs": [], "source": [ "sdf, df_class = submission_summary(rgi7)\n", "df_class" ] }, { "cell_type": "code", "execution_count": null, "id": "e74b8e98-f03c-4974-80e0-7bb83be96c50", "metadata": {}, "outputs": [], "source": [ "# Check the orphaned rock outcrops\n", "orphan_f = os.path.join(data_dir, 'l1_orphan_interiors', f'RGI{reg:02d}', f'RGI{reg:02d}.shp')\n", "if os.path.exists(orphan_f):\n", " orphan_f = gpd.read_file(orphan_f)\n", " check = np.isin(rgi7.subm_id.unique(), orphan_f.subm_id.unique())\n", " if np.any(check):\n", " print(f'Orphan rock outcrops detected in subm_id {rgi7.subm_id.unique()[check]}')\n", " orphan_f['area'] = orphan_f.to_crs({'proj':'cea'}).area\n", " orphan_f = orphan_f.loc[orphan_f.subm_id.isin(rgi7.subm_id.unique()[check])]" ] }, { "cell_type": "code", "execution_count": null, "id": "5f8a512b-f948-4d9b-96f1-fb441e381a56", "metadata": {}, "outputs": [], "source": [ "orphan_f['area'].sum() * 1e-6" ] }, { "cell_type": "markdown", "id": "4f4816d5-6cc6-46f0-929b-4d9abf73ee84", "metadata": {}, "source": [ "### Plots " ] }, { "cell_type": "code", "execution_count": null, "id": "e2eb4cd9-cd28-41bc-ab1d-799c84533b8e", "metadata": {}, "outputs": [], "source": [ "plot_map(rgi7, reg, aspect=0.8, loc='upper left')" ] }, { "cell_type": "code", "execution_count": null, "id": "e1fa9f47-ac33-4973-be0d-55f83d0d6ab8", "metadata": {}, "outputs": [], "source": [ "plot_map(rgi7, reg, aspect=0.8, loc='upper left', is_rgi6=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "0040b521-64fd-4664-bdba-92ced6978b67", "metadata": {}, "outputs": [], "source": [ "plot_date_hist(rgi7, reg)" ] }, { "cell_type": "markdown", "id": "bbaed414-a057-4f23-aa13-4504be0e1a17", "metadata": {}, "source": [ "### Text for github" ] }, { "cell_type": "code", "execution_count": null, "id": "86a4af87-023d-4abc-ba1e-a36f0c514141", "metadata": {}, "outputs": [], "source": [ "fgh = sdf.T\n", "fgh" ] }, { "cell_type": "code", "execution_count": null, "id": "edc81542-3d16-4682-baf2-f5711f33c083", "metadata": {}, "outputs": [], "source": [ "print(fgh.to_markdown(headers=np.append(['subm_id'], fgh.columns)))" ] }, { "cell_type": "markdown", "id": "0e51f4d7-680e-4fa9-bb6a-e635f830e55a", "metadata": {}, "source": [ "## Write out and tar " ] }, { "cell_type": "code", "execution_count": null, "id": "6e2b9c6a-fb20-4b8e-b135-5b6fd8aec312", "metadata": {}, "outputs": [], "source": [ "dd = mkdir(f'{output_dir}/RGI{reg:02d}/', reset=True)\n", "\n", "print('Writing...')\n", "rgi7.to_file(dd + f'RGI{reg:02d}.shp')\n", "\n", "print('Taring...')\n", "print(subprocess.run(['tar', '-zcvf', f'{output_dir_tar}/RGI{reg:02d}.tar.gz', '-C', output_dir, f'RGI{reg:02d}']))" ] }, { "cell_type": "markdown", "id": "61fabe18-b90e-418f-904b-bb7159ac4bc2", "metadata": {}, "source": [ "## Consistency check with RGI6 " ] }, { "cell_type": "code", "execution_count": null, "id": "4b7bad17-c3e5-45ce-93fa-501aadea937f", "metadata": {}, "outputs": [], "source": [ "rgi6 = open_zip_shapefile(rgi6_reg_file)" ] }, { "cell_type": "code", "execution_count": null, "id": "9ff97331-8cd2-470d-bd41-bc50a5cfbae2", "metadata": {}, "outputs": [], "source": [ "len(rgi7), len(rgi6)" ] }, { "cell_type": "markdown", "id": "d9bf010f-bdd4-4eb2-be91-fd194edc1833", "metadata": {}, "source": [ "Test the areas:" ] }, { "cell_type": "code", "execution_count": null, "id": "39340e57-db5b-4cd9-907f-4fa9619430b8", "metadata": {}, "outputs": [], "source": [ "rgi6['area'] = rgi6.to_crs({'proj':'cea'}).area " ] }, { "cell_type": "code", "execution_count": null, "id": "785504a0-17c7-4107-9d20-3c6cf1fac025", "metadata": {}, "outputs": [], "source": [ "print('Area RGI7a (km2)', rgi7['area'].sum() * 1e-6)\n", "print('Area RGI6 (km2)', rgi6['area'].sum() * 1e-6)\n", "print('diff areas RGI6 - RGI7 computed by us (km2)', (rgi6['area'].sum() - rgi7['area'].sum()) * 1e-6)" ] }, { "cell_type": "code", "execution_count": null, "id": "f0405719-288a-468d-96a1-9bd3d38db689", "metadata": {}, "outputs": [], "source": [ "# Remove the icefield ids form rgi5\n", "rp = rgi6.representative_point()\n", "rp = rp.to_frame('geometry')\n", "rp['orig_index'] = rgi6.index\n", "\n", "difference = gpd.overlay(rp, box, how='difference')\n", "rgi6_nopata = rgi6.loc[difference['orig_index']].copy()\n", "difference = gpd.overlay(rp, box, how='intersection')\n", "rgi6_pata = rgi6.loc[difference['orig_index']].copy()\n", "assert len(rgi6_nopata) + len(rgi6_pata) == len(rgi6)" ] }, { "cell_type": "code", "execution_count": null, "id": "a60b5144-f33f-4211-960e-84dc7b8f57b7", "metadata": {}, "outputs": [], "source": [ "print(f'N1 = {len(pata_icefield)} , N2 = {len(rgi6_pata)}')\n", "print('Area RGI7 pata (km2)', pata_icefield['area'].sum() * 1e-6)\n", "print('Area RGI6 pata (km2)', rgi6_pata['area'].sum() * 1e-6)\n", "print('diff', (rgi6_pata['area'].sum() - pata_icefield['area'].sum()) * 1e-6)" ] }, { "attachments": { "4254d2ee-bd1a-4619-aee9-332ce1fec6fd.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "9edf7962-a624-4a0b-8122-41e1a5b33a3c", "metadata": {}, "source": [ "There are some small difference between RGI and what's in GLIMS. Let's just ignore them:\n", "\n", "![image.png](attachment:4254d2ee-bd1a-4619-aee9-332ce1fec6fd.png)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }