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Created May 17, 2019 12:11
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ngozumpa ice thickness in Global ITMIX "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Global ITMIX = Farinotti et al., 2019.\n",
"\n",
"Data available here: https://www.research-collection.ethz.ch/handle/20.500.11850/315707"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Take home messages from this notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- there are 4 model data available for Ngozumpa:\n",
" - model 1: Huss\n",
" - model 2: GlabTop 2 (MachGut)\n",
" - model 3: OGGM\n",
" - model 4: Fuerst (distributed)\n",
"- the models all correlate between each other, much more than with observations. This is due to the fact that all rely on similar principles\n",
"- they all agree very well about the total ice volume\n",
"- the main difference between the models is therefore a \"shift\" in biases\n",
"- all models are quite bad for this glacier\n",
"- best models according to traditional stats are GlabTop and OGGM (close), Huss has a bias but correlates better, Fuerst has smallest bias but bad correlation\n",
"- the measurements along the transects are... flat. All models (and OGGM in particular) tend to want to have a more parabolic shape along the transects\n",
"- OGGM is smoother than other models (this was a choice)\n",
"- **we can tune OGGM to be better without much work. Should we do this, and if yes why?**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import geopandas as gpd\n",
"import salem \n",
"import xarray as xr\n",
"import numpy as np\n",
"import oggm\n",
"from oggm import utils\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## What RGI glacier is this? "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"thick = gpd.read_file('ftp/Ngozumpa_icethick_data/Ngozumpa_icethick_merge_UTM45N_Pritchard_Mayer_2017.shp').rename(columns={'long_':'lon'})\n",
"thick = salem.transform_geopandas(thick, to_crs=salem.wgs84)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"rgi = gpd.read_file(utils.get_rgi_region_file('15', version='60'))\n",
"rgi['dis'] = (thick.mean().lon - rgi.CenLon)**2 + (thick.mean().lat - rgi.CenLat)**2\n",
"rgi = rgi.sort_values(by='dis')\n",
"for i, s in rgi.iterrows():\n",
" if s.geometry.contains(thick.iloc[0].geometry):\n",
" break\n",
"rgi = rgi.loc[[i]]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = rgi.plot(edgecolor='k', facecolor='w');\n",
"thick.plot(ax=ax, c=thick.thick, markersize=10);"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3472 RGI60-15.03473\n",
"Name: RGIId, dtype: object"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rgi.RGIId"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## What does Global ITMIX say about this glacier?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### First, look at the composite "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"f = '/home/mowglie/disk/TMP_Data/composite/RGI60-15/RGI60-15.03473_thickness.tif'\n",
"ds = xr.open_rasterio(f)\n",
"grid = salem.GeoTiff(f).grid"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds.plot();"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(thick[['lon', 'lat', 'thick', 'alt']])\n",
"xx, yy = salem.transform_proj(salem.wgs84, grid.proj, df['lon'].values, df['lat'].values)\n",
"df['x'] = xx\n",
"df['y'] = yy\n",
"df['composite'] = ds.sel(band=1).interp(x=('z', df.x), y=('z', df.y))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1, 1, figsize=(8, 8))\n",
"lims = [0, 450]\n",
"df.plot.scatter(ax=ax, x='thick', y='composite')\n",
"ax.plot(lims, lims, '--', color='darkgrey');\n",
"plt.xlim(lims); plt.ylim(lims);\n",
"ax.set_aspect(1.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now look at the individual models "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x1008 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_dir = '/home/mowglie/disk/TMP_Data/'\n",
"models = ['model_1', 'model_2', 'model_3', 'model_4']\n",
"f, axs = plt.subplots(2, 2, figsize=(16, 14))\n",
"axs = np.array(axs).flatten()\n",
"for ax, mod in zip(axs, models):\n",
" f = data_dir + mod + '/RGI60-15/thickness_RGI60-15.03473.tif'\n",
" ds = xr.open_rasterio(f)\n",
" df[mod] = ds.sel(band=1).interp(x=('z', df.x), y=('z', df.y))\n",
" ds.plot(ax=ax);\n",
" vol = ds.sel(band=1).sum() * grid.dx**2 * 1e-9\n",
" ax.set_title(mod + ' total volume: {:.2f} km3'.format(float(vol)))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1008 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, axs = plt.subplots(2, 2, figsize=(14, 14))\n",
"axs = np.array(axs).flatten()\n",
"lims = [0, 450]\n",
"for ax, mod in zip(axs, models):\n",
" df.plot.scatter(ax=ax, x='thick', y=mod)\n",
" ax.plot(lims, lims, '--', color='darkgrey');\n",
" ax.set_xlim(lims); ax.set_ylim(lims);\n",
" ax.set_aspect(1.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Some scores and easy statistics "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"df = df[['thick', 'composite'] + models]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>thick</th>\n",
" <th>composite</th>\n",
" <th>model_1</th>\n",
" <th>model_2</th>\n",
" <th>model_3</th>\n",
" <th>model_4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1858.000000</td>\n",
" <td>1858.000000</td>\n",
" <td>1858.000000</td>\n",
" <td>1858.000000</td>\n",
" <td>1858.000000</td>\n",
" <td>1858.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>272.126790</td>\n",
" <td>251.037302</td>\n",
" <td>152.549627</td>\n",
" <td>237.507128</td>\n",
" <td>349.777464</td>\n",
" <td>285.991658</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>80.211062</td>\n",
" <td>39.045382</td>\n",
" <td>35.464582</td>\n",
" <td>51.571966</td>\n",
" <td>48.730467</td>\n",
" <td>52.827279</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>109.911762</td>\n",
" <td>25.168567</td>\n",
" <td>11.500120</td>\n",
" <td>20.157297</td>\n",
" <td>80.413094</td>\n",
" <td>19.797904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>233.758531</td>\n",
" <td>244.483557</td>\n",
" <td>122.956219</td>\n",
" <td>214.687826</td>\n",
" <td>322.930597</td>\n",
" <td>266.630811</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>279.532999</td>\n",
" <td>262.444496</td>\n",
" <td>156.267389</td>\n",
" <td>242.613276</td>\n",
" <td>368.805570</td>\n",
" <td>289.622671</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>339.858814</td>\n",
" <td>276.939638</td>\n",
" <td>179.338861</td>\n",
" <td>276.333530</td>\n",
" <td>384.454747</td>\n",
" <td>320.168776</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>423.424678</td>\n",
" <td>292.410493</td>\n",
" <td>212.197630</td>\n",
" <td>322.045050</td>\n",
" <td>411.859303</td>\n",
" <td>369.434928</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" thick composite model_1 model_2 model_3 \\\n",
"count 1858.000000 1858.000000 1858.000000 1858.000000 1858.000000 \n",
"mean 272.126790 251.037302 152.549627 237.507128 349.777464 \n",
"std 80.211062 39.045382 35.464582 51.571966 48.730467 \n",
"min 109.911762 25.168567 11.500120 20.157297 80.413094 \n",
"25% 233.758531 244.483557 122.956219 214.687826 322.930597 \n",
"50% 279.532999 262.444496 156.267389 242.613276 368.805570 \n",
"75% 339.858814 276.939638 179.338861 276.333530 384.454747 \n",
"max 423.424678 292.410493 212.197630 322.045050 411.859303 \n",
"\n",
" model_4 \n",
"count 1858.000000 \n",
"mean 285.991658 \n",
"std 52.827279 \n",
"min 19.797904 \n",
"25% 266.630811 \n",
"50% 289.622671 \n",
"75% 320.168776 \n",
"max 369.434928 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>thick</th>\n",
" <th>composite</th>\n",
" <th>model_1</th>\n",
" <th>model_2</th>\n",
" <th>model_3</th>\n",
" <th>model_4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>thick</th>\n",
" <td>1.000000</td>\n",
" <td>0.344197</td>\n",
" <td>0.769160</td>\n",
" <td>0.210222</td>\n",
" <td>0.622823</td>\n",
" <td>-0.245969</td>\n",
" </tr>\n",
" <tr>\n",
" <th>composite</th>\n",
" <td>0.344197</td>\n",
" <td>1.000000</td>\n",
" <td>0.767013</td>\n",
" <td>0.923940</td>\n",
" <td>0.914237</td>\n",
" <td>0.742883</td>\n",
" </tr>\n",
" <tr>\n",
" <th>model_1</th>\n",
" <td>0.769160</td>\n",
" <td>0.767013</td>\n",
" <td>1.000000</td>\n",
" <td>0.649842</td>\n",
" <td>0.878960</td>\n",
" <td>0.191762</td>\n",
" </tr>\n",
" <tr>\n",
" <th>model_2</th>\n",
" <td>0.210222</td>\n",
" <td>0.923940</td>\n",
" <td>0.649842</td>\n",
" <td>1.000000</td>\n",
" <td>0.778862</td>\n",
" <td>0.651982</td>\n",
" </tr>\n",
" <tr>\n",
" <th>model_3</th>\n",
" <td>0.622823</td>\n",
" <td>0.914237</td>\n",
" <td>0.878960</td>\n",
" <td>0.778862</td>\n",
" <td>1.000000</td>\n",
" <td>0.484118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>model_4</th>\n",
" <td>-0.245969</td>\n",
" <td>0.742883</td>\n",
" <td>0.191762</td>\n",
" <td>0.651982</td>\n",
" <td>0.484118</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" thick composite model_1 model_2 model_3 model_4\n",
"thick 1.000000 0.344197 0.769160 0.210222 0.622823 -0.245969\n",
"composite 0.344197 1.000000 0.767013 0.923940 0.914237 0.742883\n",
"model_1 0.769160 0.767013 1.000000 0.649842 0.878960 0.191762\n",
"model_2 0.210222 0.923940 0.649842 1.000000 0.778862 0.651982\n",
"model_3 0.622823 0.914237 0.878960 0.778862 1.000000 0.484118\n",
"model_4 -0.245969 0.742883 0.191762 0.651982 0.484118 1.000000"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>composite</th>\n",
" <th>model_1</th>\n",
" <th>model_2</th>\n",
" <th>model_3</th>\n",
" <th>model_4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>RMSD</th>\n",
" <td>79.019242</td>\n",
" <td>132.712017</td>\n",
" <td>92.459802</td>\n",
" <td>99.835327</td>\n",
" <td>107.215631</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MAD</th>\n",
" <td>69.541879</td>\n",
" <td>119.577163</td>\n",
" <td>79.996892</td>\n",
" <td>82.116880</td>\n",
" <td>90.951001</td>\n",
" </tr>\n",
" <tr>\n",
" <th>R2</th>\n",
" <td>0.118471</td>\n",
" <td>0.591607</td>\n",
" <td>0.044193</td>\n",
" <td>0.387909</td>\n",
" <td>0.060501</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BIAS</th>\n",
" <td>-21.089487</td>\n",
" <td>-119.577163</td>\n",
" <td>-34.619662</td>\n",
" <td>77.650674</td>\n",
" <td>13.864868</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" composite model_1 model_2 model_3 model_4\n",
"RMSD 79.019242 132.712017 92.459802 99.835327 107.215631\n",
"MAD 69.541879 119.577163 79.996892 82.116880 90.951001\n",
"R2 0.118471 0.591607 0.044193 0.387909 0.060501\n",
"BIAS -21.089487 -119.577163 -34.619662 77.650674 13.864868"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sdf = pd.DataFrame()\n",
"for mod in ['composite'] + models:\n",
" sdf.loc['RMSD', mod] = utils.rmsd(df.thick, df[mod])\n",
" sdf.loc['MAD', mod] = utils.mad(df.thick, df[mod])\n",
" sdf.loc['R2', mod] = utils.corrcoef(df.thick, df[mod])**2\n",
" sdf.loc['BIAS', mod] = utils.md(df.thick, df[mod])\n",
"sdf"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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25Ln0zkWbSVs/NUeS/yXHUFscdbZSXYuyDkqjHc4AFshBDNLc1vo1bdK4qkG5pdv2XZL1fuK4jDbeOcvTlI7rVnsLXCT5IisNWqnONsrvOWLapHGR5zfI2OhqIuWOv1qSMu2rlrTW2aj7EgV+pzcdWr9IM7+wS8P+Uw1JKj/CpJlGxYU+8qLAOXda0vcl3Sypy8wKgZOrJOXyP+ckXS1J+fc/IOkXUZURgD9BJsCsdtK+bvWldy4uOGn5jgFPWfDJet9c6rlYyvbnam+UV09CNcCvRi76L8tYxXnwhbu95S6czpwb0ed2DHg6Hrws1drZEVk3EvDtwJrewJJdmrwlzhzJ9038Bi5mTp2YisAF3ldrhOa0SeP0yubFOrbpdt9/24njO+oqU6WpMS+eOKPerXvr2mfShDrywsyukDTsnDttZp2SejWahPP7kj4p6ZuS7pX07fxHns4/35d//3vkuwCSq54EmKUNq0lauqBH866Zov/1P/2NhvKh5jaTPjO/Ry+/+cuqnWgvya/Iet98Si/8at3lWrFjwNPd5mx/TmfO1Z5vOnPqxNqFBBpQqOO9W/eOGSJcegfN7x1ep9GLq+U7BiqOxLhhzbOe9rXprtmevxeIg9dkl9n+nLbsPjImWXO5O+aNLNVdyWUZa5q74mlVbzA525/TuqcP6/TQ+yveFfqvjQSj3hqqvYJeYVqf14SfzTLVJOxpIx+S9DUzy2h0lMfjzrnvmNmPJH3TzDZI6pf01fz2X5X012Z2VNJJSZ8OuXwAIrahb9YlDXq2P6cVOwZUHIa44IKbDkLW++bm5eLtQn67wnJ15WT7c54TddLRRFSq1bV6hqYXK4zEkN5vJ29Y86ze8zhvirYVzSDbn9PqnYMaGh4buC4kBH10/3FNHJfRr4zPBB64aDfpJxtvD3SfiE7f3O5Q2kE/q54V19NWEPZqI4ckzS3z+kuSfrPM6+9JujvMMgFIni27j6jOqX01PbJkTkh7RlJ4vXirtZ2XKUgSdQrJ0UjgosBJWvnE+yOTvAYuyHWBZrFl95FLAhelzpwb8TQqz49mykOAYK287XqteHwgtjwdSRZ6wk4AqOV1j9Flvx5ZMoc7gxhj/sY9FYcRe5mCRJ1CMxq+4G9lEQIXaCZh9UEq6WiTttzNuQSVFeoGy7ZfikxLAGJ3ZUgJNekYoNQb75zT9FW7tHTbvjGvlz6vhDoF+EuACyRdWH2QSqb/6kTOJaiJOlIewQsAsVt52/U0RojU88dOaum2ferdurfiygylglxdBwjCwhlTYvne9c8cjuV7gaCtzQ56zi0QlGZa+QGIGtcLAGLXN7dbW5fMCXzZvbVZlrxsBePb66s3zx876Tn7drvVt7oOEKbt990sLzG1yeMzgX7vqXdrZ8IHkq7SspJRaJaVH4CokfMCQOzWZgf12IFXNRLwysiP7j/OuulNrnfrXk+5KhpF4AJJ9fCSOTXnRb99djTRYMZMv/orHYGvmCC9v9Tk66eHdGVXp1bedj3DnpFo2w/EuzrD2uwgfZQWV67dPPjTk6H0iZsFwQsAkSu3nnpYipPQmaSXSTTXFPwsawo0s0KAYOUTAxquEccbcS6wwEW1BJ+500NavmNA654+rHV33EgQA4mT7c8p7mvD4uUtSYLbWrL9Oa17+rBOD70/iq3Qbvo1c+pEzyN5qrXbaekjE7wAEJpsf05rnhocs7zY6MwQ03AM6z85jTbcdBLSKduf0wNPHopkpEUx6guSpFK7WitwEYfTQ8NavmOgbId82qRxFVf+AYJQ7liRpMsndOiX752PqVTl0TdpDpVuznV2tGnTXbPVN7db2f6cVu8crLk8r1dBTUFykq5dtSvxAQyCFwDqVhrBzZjpnvlXS5K+ceB42fWpRzvY8d7uyPbnuBOYMn6WcQxSXAkRgdI6v2xBj15+85dlk8smMXBRyxvvnKu6dDHgR/HxUu1YkcjZgkuV62OY3u+tFvq35ab5eJn6PDR8oWIgN0nSMFGF4AWAwIw4F1vyKz+W7xggeAFPtt93c9xFACQpFW2rX2Hk3gCa8VhB9Iov5Av9W+pW/DylaDez8WVe43YUgNS6NqY7+UiHdmO6CBCFpdv2xV0EAEBKeB15sdPM+pxzw5JkZh+S9B1JvxFayQAgRGkYGodoEawAovf8sZNMHwEAeOJp5IWkrKTHzSxjZtMl7Za0OqxCAUgOi/j7li3oIc9Ai4q6rgFxi6LOL1vQo2ULetSW4APsjXfOaW12MO5iIOGiqsJxHDOTx2ei+7IWleAmED54GnnhnNtmZuM0GsSYLunfOuf+IcyCAUiGpQt6Qp3jt3DGlLJ5BSplCUfzaqSuTR6f0dtn668r7Um+skPTCqt9Ldeubuibleh29bEDr5ZNhgcURHm8SPUfM91dnfrZW0Nlk5ZXcmj9Iu8boy5h92cRjarBCzNbUfxUUo+kAUkLzGyBc25rmIUDEL9CZ7JWJuVaMmaXfL5Sh0GS+uZ2V0yqOX/jHhK9NaFCXfPbuahWj7yuUvInd9/k6zuBIATVvhart10tWJsd1Pb9xy+ZWjeho01nz1/QSEhz7oL6/6N5NXq8dHV26PTQ2JVGqh0vkrdjppxsfy7xK0u0Gr/1p3i1Eb+6uzr1Wzdcoe//5E29fnpIV3Z1asK4tjHLms6cOlEv/fxdjVSIctWqm1LwK7G1p+A+jrkqfzwze7Dah51z6wMvkU/z5s1zBw8ejLsYaA6RHLLNWGcrdXarLS3VqNF1sg9pKL9GYJvJ110OqSlyHDR9na1Ut5Yt6PFUr7yc2B9ZMofVZ6ITWdeoGdraONrWWpZu21dxCcpGZMx0bNPtge83ANTZlOjdunfMxaEU77HiNYDh9XzmA3U2YNWWQ22kjpWO7DGNjhDxs68gAxgx94s91duqwYs0aJWDBpFo+gvBZnfd6l0676NJI3jhTZrrrJeTehPUgzShU90Eyl0kNiqEC7igUGdRNy8jRUM4B1FnW1CjQYx2k45uSn7wwlPOCzPbI+lu59zp/PPLJX3TOXdb/eVDq/F6UHEhgXod3bTYcwCDegaJegDUY8+KW7Q2OxjY/PEEBy6AhhxY0xv40H6gnIUzptQ9Ki4BgQvPvC6VekUhcCFJzrlTZjY1pDIBQN2Oblpcs6PABSsANGZD36xLAg5eL9IIVgBAsLbfd3Nd0/rS1if2GrwYMbMe59xxSTKza1R/DhMAAAC0oLR1lAEgLUoTfNYKKC+cMSXM4oSizeN2ayT9wMz+2swelfT3klaHVywAqF+1bMlpbKhRv2p/7zRk1QbSZPL4TNX3H1kyJ6KSAMkxc+rEiu9dluFEhPAsW9BT9f1aq5kkkafghXPuOUm/LmmHpG9K+g3n3O4wCwYA9Tq6aXHZC1Mvy06huWy/7+ayAYw0ze8E0uLQ+kVlAxjtbcaqPmhZe1bcUjaAcVnG9JONiVxhB01iQ9+ssgEMU3pHwVWdNmJmNzjnfmJmv55/6fX8vz35aST/FG7xAKA+XJiigIAVEJ1D6xfFXQQgcfasuCXuIqBFlctPlGa1cl6skHS/pC+Vec9JujXwEgEAAAAAABSpGrxwzt2f//e3oikOgCTL9ue0ZfcR5U4PKWOmEecu+be7q1Mrb7ue4cGoKtuf0/pnDuvUu8NjXu/q7NC6O26k/qDllB4TEzpGZ/a+O3xBEscGWkOlc4PEMYDkKNcfLu7/Ft5//fSQuiZ0yDnpraFhXUkfuWHmnLdFQ8zsf5M0XUUBD+fc18Mplnfz5s1zBw8ejLsY8MDrEmoxzsGKJGtS2upscQNt8r7MEJ2MSKSyzq7NDurR/cerbsNSik0rsux0aWhri9tXr2hbI0edjYiXc4PEMeABdTYgxUGIQuBBklbvHNTQ8Mgl23d2ZPSJ3+jWkz/MlX1fkjoyponj2glmXMpTvfW0VKqZ/bWkGZIGJBX+Ek5S1eCFmV2d32ZafvuvOOe+bGZTNJr8c7qkVyR9yjl3ysxM0pcl3S7pXUm/T14NID7Z/tyYBtrP+sinh4a1euegJNEo46Jsf07bPXROt+8/rnnXTKHuoGmVtq9e0baiGXk9N0gcA4hGaRudOz2k1TsHNb69rWK7PTQ8oscOvKqRKoMDhkecTg8Nj9mnRF32ylPwQtI8SR92XodpvO+8pM875/7JzCZJ+qGZ7ZH0+5K+65zbbGarJK2S9ICkj0qamX/Ml/Rn+X8BRCzbn9PnH3+hagNcy9DwiNY/c7hig5ztz2nd04cvNuLFLp/QoQc/xp2VZrNl9xFPQTCX37b479+7da9ePHFmzHaM0EAaNdq+Dg2PaM1Tg1q985CG8tNKCiaOy2jjnbNoO5EahePBz9FQq3/RSFlWPjGgksNKkpgW2wKKR1q05aeDFBsaHqkZcPbbrg8Nj2j5jgFt2X3kkvpVrZ88oaNN4zsyOv1ua43g8Bq8+GdJ/4ukn/nZuXPuZ4XPOOfeMbMfS+qW9HFJt+Q3+5qkvRoNXnxc0tfzQZL9ZtZlZh/K7wdARNZmB7V9/3FfHYlKTr07rGx/7pIGdbSD8IKGL5T/llPvDmv5jgE9cfA4q0U0ET/D44u3nf3gc3r77KUdhkf3H9eBl35BJnekQrX5/H6dOVe+A33m3GhHeNOzP9KBNb0Nfw8QpkJfoJ5AXqX+RbXvKj7+SqefZPtzWr5joOLnc6eH6Jc0oUrTo+sNLmfKBD28KB2FUauf/O7whYs5kQp1c8XjA/rM/Pdv6tSq82lUa6nUZzT6N5wk6Udm9o+Szhbed87d4fWLzGy6pLmSDkiaVhSQ+BeNTiuRRgMbrxZ97LX8a2OCF2Z2v0ZXQVFPz6Vr1wJJk4Y6W8/ca68+//gLkjSmg+D1ruPzx05ezJeSMdM986/mTnsEwqiza7ODvrZvy89+XLptX9nARcGLJ85o6bZ9dCaRyLa23rxBjXrjnXOavmqXFs6Yov0vnbqYWJk2NFmSWGejku3P6XOPD6iBAZ6eR19k+3Na8fiAiq8DTw+N3iRZvfOQ3hu+IPOYKeL5Yye1NjvYssdR2utsaTLNX753/mKAwEtVvHxCh94bvlB3zotqCqMwqgXRqrngdDFvzLxrplSs81J6p6lUTdhpZv+nRpNnPCTpj4rfkvSQc87TlA4z+xVJfydpo3Nup5mdds51Fb1/yjl3uZl9R9Jm59wP8q9/V9IDzrmKmWCaPVFMMyFh56gk1lk/c68Lne/SVUbaTKoQHL6oq7NDN145Sc8fO9lQeZkqcFFq6my2P6fP7RjwfeG2cMYUz/XlkSVzUnsybiEtlUiu3rwW0qWrjQSJNtSXlqqzUWnk2ChV625yEEGScmLsr9ZCna2g0XrX2ZHRprtG2856VhspDZaEqauzo+x0E0nKmHRsU+Lqb+MJO51zfydJZtZR+Pni3s06PZXCrEPSk5K2O+d25l9+ozAdxMw+JOlE/vWcpKuLPn5V/jUAIVr39GFPDXnGTF/61E0VOwhz1v9txYZSGo34Nhq4kKRvHDhOxztlvOa6KOWnvqx5apDgBRLDb16Lau1rrbbVr+37aUMRLy/9juKAdLVjoHgExdDwhYsXk5dP6NDZ4ZFQAoCSWnr0Rdo0Mro4Y6YLzl2SV6Jaf6NvbnfVYFpQ0werqXbOGIlqCGAI2qq9aWb/zswGJV1vZoeKHi9LOlRr5/nVQ74q6cfOua1Fbz0t6d78z/dK+nbR679noxZIeot8F0B4sv05zf2it06xSVUDF5K07o4b1dmRCbCE5UUQsEbAwpiOVOrMuREt3bYv9O8Bqim0q8t3DHgOXHR2ZKq2r+vuuDHIIsrJ/zQuIAhe+x2XT+gYczx4OQYKyWsLx92pd4dDC1xIo8Pzs/3cY02ibH9OCzd/T9eu2qW5X/xbrXzihbr6IYW2+eXNi/X8qlsbvkFSSMAZduCimdVK2PkNSX8jaZNGVwQpeMc55+V22EJJvytp0MwKk3e+IGmzpMfN7LOSfirpU/n3ntXoMqlHNbpU6h94+U8A8K6e+dcmaemCnpqNduH9Rlcp8YI7HulR6yJp2YIefeeFnwVyZ7nV5yIjHo3ktfCSQK1vbnfFjPP1epTliBEhP3ebOzKmBz82NlgRxjEQhOU7BnTwpyc558QcrwhnAAAgAElEQVSsWh4Lv4GCQhse9OoyQU6VamW1po28JektSffUs/N87opK81c+UmZ7J+kP6/kueJeC3BMISWnD6aWD7bfxLmwXdgPN1JF0yPbntD2fPKqSDX2zNO+aKXXlxCiHIfGIkt92td6O8bo7bqw7iVslYSw1CZTyc9FWLZi37o4bE3nxV0iQyHknHqX1y2+woiNjmjiuXW8NhbfkaKPLY+N9XpdKBZBCxXcD/S7ddPmEDvX/8W/X9b2FRj/MOX1MHUm+i0nSqmzT3TWaPqlvbrcO/vTkxU5gI6gaCFMj7WqtvEHV9M3tDjx4wdBlhKHeY6RWvyOKvkW9HiVoHpriURVXdnXqt264Qt//yZsXn585e77ugFbQoytKFaaJJG3EUJoRvACaRLnOQr3rVXd2ZC4ZsulXkBejlfhZ3x3R8DM02CStvO36i88LHb8g6gx1A0EIul3ddNesxNVLjhXUw+tqCn7yvnjpdxQSIa7NDmr7/uMEq5tIufb28pL6lDs9NKaPUG8+rSja43rqaOnKJVI4wTqvywInEcELICFKI8uFRqtctLm0YS/Npl3oLNRzUvcy/9qLtdlB3xehhdwaT/7wtYuJt6pZ8fgAne4Ileusnh4a9rRMbjnl8qgUppCseWpQZ87VPzT4gScPUTcwRrW7d8X1udLyz0loV73wezz+xyde4FhpEeX6GaXLOpbrf5QGJ0r7HMUXVvVcZNVzfBTOFUGekxCMSoGtau1upfY2qIv2KKaGFNQz2qKjzbTl7vKj8sodo6WjT/wGcZbO7/G1fZIQvAASoHS+Xu70kFZ+6wXJqWK0OaiGPYjERKUNdUebVCv2UOislOtIzbtmiqfh0XROolNtTmk9f4dlC3rKDrEt1KVGAheSdPZ8eBnmkT7l2tji9rS4Phfa1kbalyATvnntCJt0sR3d9OyP9MY75zzt/zwNaUsodwys3jmogz89qSd/mKva/2g0OFFJo0G9wiiMcnfsOzva9N7wBU/BxssndOjBj92ogz89yWiOBlXrK1Rrd4NuhsIMVpS2yYX6I6muKSJezhPVll6V/N8wTPMUJ4IXQAJs2X3kkvl6wxEswhxkwKJYrcCFSRc7LJWizJI8BTCu+8Kz+pMK0WoEp1wdrdflEzrKnjjrGa1TDcPhURBk/a0lqDnU2f6cvrDzkOelHl8uSrLdN7dbvVv36sUTZzx9tjSR98ypE7VnxS2ey4rkK3cMDA2P6LEDr14ytSPs/kdQQb1CwKJY4f/iZfSmSXp4yZyL5SjcPCncVJH8jbRaum2ftt93s49PNJ8o29pil0/o0IRx7ZfcDGtUaV93Qkeb3jt/YUyw5dS7w77zEQU9bcXvtNvpq3ZVvImUdAQvgAR4vc45e/VqtNHM9ue08okXLt6V8cvPsqu1TgjnL7iL23ChGp6g6mhH26VL4EmjdcrrSbers8PTnY0tu49QJyApmjY2yM5otj+nld96oaGLyELw4V+teVbnfO7nxRNnNH3VLj1SdGGHdKt0DES5+kFQx0hQS06W64sU31TJ9ud8XZQ+f+xkywcwou7PSu/nSwljhZDSvq7XYHI1hZEaQZd3Q98sbeib5XlVyUf3H9eew/+iA2t6Ay1H2NriLgCA0aG+YSnk5Mnks/N0d3U23HnYsvtI3YELP5FeP2UMOgs/xgqijnZ1dlSc07ll9xHP+1l3h7dksnF0opBMQbexYbSrxbbsPhLY3e//+smb6v7s8h0Dmr5ql5Zu2xdIWRCfSsdAJoTMfR0ZU1dnx5j9B3mMBHF330tfpJ6yPn/sZL1Fagph9GcL9ck0Wo+WLehRd1fnxedhJd5spK9bjmm03vX/8W+HGhRub/N+TL/xzjldt9pbsCMpGHkBJMDK266/5C5CR8bGzDn1I8j51uXUe1EY9hC16at2afL4jA6tXxTad7SqcnXUi86ONm26a3bNOuinTnkNVIUZFES61Ft/i4Xdrhbz28YWLhTLCWKJ1eePndT0VbsumU5y3epdOl9yimK0RjKVOwY6OzL6xG90j8l5Ifnvf0zoaNO49kwkyRClxgLThcTgXvsiXkf6YVQQba0UbXtbSZA3QMIabVHOn9x9k682/7wbO3Uw6W04wQsgAQqNRL2rjRRnco6ika8ns3FUc+vePjui6at26ZWi+d9oXGkdrZQlvN4ORz11qpbzI9HPu0UylWtja602UrpkXZSdOT/HQ0eb1RyNFNQF2IsnzuiGNc/qvSqjQpjGl0yV+hmleR68rDYSdZ+jVL3nC78XkL1b9xK48KlSX6HWaiNxtreVBNEviTJoUdBowHr5joGLn/d6AypKBC+AhKiVvDJJVt52va+cF40ELjo72jwl3ip17apdYxLYoXG1sl03wm+d8sLragtoDWHW36CtvO16TzkvJo7LaOOdtYdMr7vjxsCm1lULXBSQbyaZqvUz0tL/kOq7u++3H+In4S3GSlNbW02lfkmbSZe1t1XNfxFH0CIMQ8MXEheQJucFAN/65nZry903jRmqfPmEDi1b0HPJa48smdPQiItNd82u63MsdZYu5epUQcZMyxakd01ywK++ud3a8smbdPmE94+HjrbRTrP0/jFx+IuLPHUoo+50km8GYeqb261Nd81Sd35qYHFejSD6Idn+HIELVOzrbv3UHP3oP39Ur2xerEeWzClb38LOaxG1L+w8FHcRLmLkBYC6VIqsBzk1ZG12UN84ENzSmUi2WndrglxGFUi6Ru5eFtrOwg3DjohvVZFvBmGrdnw00g9Zum1fyyfdxPtqtcPNMsqklneHLyRm+XmCFwASpdLa7Wht2f5c3EUAEqtWuxnA6n6+FHImAGmR7c/p848PKKBFfoCmk5TpgAQvAPgyur76IU95KPxm9eaOBwpqJQX0gqkmiFuY7WVh/yufGIg8OFFLEjq4aH5BHV/Z/lxgOWEmjssEsh8kS7m6VkhQ7lVh+4yZ7pl/dSRJ7IOUlJuKBC8AXCKoIILT6FD/wnD/QsKstdlBpgCgouIluxqRto4B0imM9nLhjCnaft/NkkR7Cajx46z0+DrxztlQ8lpsvJPzTlKVq0MZM/3aFRPqqgt+b68Uth9xbkzfuFCOWgGNtdlBPXbgVY24sd/sN4iSdgQvAIwR5uiH0sY6TJPHc/cjjeZv3BPIfmZOnRjIfoBqwmovnz92MrAgHpB2QR9nYY7wZNRRMlWqQyPOJSI5a7mAhletFLiQWG0EQIlmmLYxeXxGh9YvirsYqENQy5vuWXFLIPsBqmmG9jJoxSukAEFIy3F2WcbiLgIqSEsdQm0ELwA0HQIXrW3hjClxFwFoGgtnTPG1WsmDH7sxvMIACfaTjbfHXQQgNEnpWxG8ANBUSNLY2opzBQAoz8sN4oyZli3o0fb7btaL/2WxvNxTHt/exrB5tJyFM6bolc2L4y4GEJok9a3IeQFgjIUzpiR2eN3EcRmdOTdSdRuSNKbbtEnjfE8dYZoQ4pLU9nLapHH6+S+HxyR26+7q1Mrbrq87uHBlV2fNbPMPfWJ2XfsGqknqcfbIkjkE61IiqXUoajOnTtRLb757SdLPYkkPxBG8ADDG9vtu9pwca+K4jDbeOavsybt3696GkyCNb2+72Bn+j0+8UDNwkTHmm6bdgTW9mr9xj+cABoELxMlPe9neZvqTu2+6pL0MMhlhUEvwZftzWvPUYM02txQXcgiD1+Os3N3hsJLqthn1PU0q1aF6VhtpJBC8Njuo7fuPB5pk08tqI5dP6NCDH7vxYpnTnBCa4EVMvFaapEe/0JyCGBq2Z8UtntZgX1Zh3fUCP+uv3zP/at/lRPKsvv3Dnv/mBC4Qt0bby+333eyprZRqt5dB8NPmAlGp9zgrHF8rnxhQpcO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\n",
"text/plain": [
"<Figure size 1080x1080 with 42 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(df[['thick', 'composite'] + models])\n",
"g.map_diag(plt.hist)\n",
"g.map_offdiag(plt.scatter);\n",
"g.set(xlim=lims, ylim=lims);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Along transect stuff "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"rgi_proj = salem.transform_geopandas(rgi, to_crs=grid.proj)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for trans_id in [1, 2, 3, 4]:\n",
" \n",
" f, (ax1, ax2) = plt.subplots(1, 2, figsize=(18, 5))\n",
" \n",
" f = 'ftp/Ngozumpa_icethick_data/transects/transect_{}.shp'.format(trans_id)\n",
" trans = gpd.read_file(f).rename(columns={'long_':'lon'})\n",
" trans = salem.transform_geopandas(trans, to_crs=grid.proj)\n",
"\n",
" rgi_proj.plot(ax=ax1, edgecolor='k', facecolor='w');\n",
" trans.plot(ax=ax1, markersize=10);\n",
"\n",
" left = trans.sort_values(by='min_x').iloc[0]\n",
" trans['dis'] = np.sqrt((trans.min_x - left.min_x)**2 + (trans.min_y - left.min_y)**2)\n",
" trans = trans.sort_values(by='dis')\n",
" trans = trans.set_index('dis')\n",
"\n",
" df = pd.DataFrame(trans[['thick']])\n",
" xx, yy = salem.transform_proj(salem.wgs84, grid.proj, trans['lon'].values, trans['lat'].values)\n",
" df['x'] = xx\n",
" df['y'] = yy\n",
"\n",
" f = '/home/mowglie/disk/TMP_Data/composite/RGI60-15/RGI60-15.03473_thickness.tif'\n",
" ds = xr.open_rasterio(f)\n",
" df['composite'] = ds.sel(band=1).interp(x=('z', df.x), y=('z', df.y))\n",
"\n",
" for ax, mod in zip(axs, models):\n",
" f = data_dir + mod + '/RGI60-15/thickness_RGI60-15.03473.tif'\n",
" ds = xr.open_rasterio(f)\n",
" df[mod] = ds.sel(band=1).interp(x=('z', df.x), y=('z', df.y))\n",
"\n",
" df['thick'].plot(ax=ax2, linewidth=3, c='k')\n",
" df[models].plot(ax=ax2);\n",
" ax2.set_ylim(lims)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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