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@adamsteer
Created April 19, 2016 09:14
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LiDAR and AUV draft, relationship between total freeboard and ice draft
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Investigating the relationship between total freeboard and ice draft\n",
"\n",
"#### using airborne LiDAR for total freeboard, and AUV observations for draft\n",
"\n",
"Adam Steer, adam.d.steer@gmail.com\n",
"\n",
"### Rationale:\n",
"The first aim is to look at how LiDAR-derived ice draft is different from in situ draft. It is unrealistic toexpect that the two surfaces will match exactly, but knowing how they differ will guide what is possible for further analysis of altimetry-derived ice draft at high resolutions. For example, can we assume that things like turbulent heat flux can be modelled correctly based on ice/ocean interface features using ice draft derived from altimetry?\n",
"\n",
"The second aim looks at the relationship between total freeboard and ice draft. Research on deriving ice draft (or ice thickness) from total freeboard is full of efforts to extract a scalar ratio *R* which relates surface topography (total freeboard) to the ice/ocean interface (draft).\n",
"\n",
"Analysis of in situ observations from drill holes found that these two surfaces are very weakly related - so it is hard to see how *R* is a great predictor of ice draft.\n",
"\n",
"In this notebook, total freeboard and draft datasets are gridded to a common resolution, and the resulting data are analysed to pick apart relationships between the two surfaces. A basic segmentation of smooth and rough ice is also performed, and smooth/rough ice regions analysed separately."
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#setting up...\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"from sklearn import linear_model\n",
"from scipy import stats"
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get AUV data"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"uav = np.genfromtxt('../PhD/python-phd/guy_auv/is6_50cm_auv_draft_sipexgrid.txt')"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 179.71 , -57.282, nan, nan])"
]
},
"execution_count": 194,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uav[0]"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"uav = uav[:,0:3]"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(478130, 3)"
]
},
"execution_count": 196,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uav.shape"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"uav_subset = uav[(uav[:,0] >= -150) & (uav[:,0] <= 130) & (uav[:,1] >= -30) & (uav[:,1] <= 275) ]\n",
"#uav_subset[:,0] = uav_subset[:,0] - min(uav_subset[:,0])\n",
"#uav_subset[:,1] = uav_subset[:,1] - min(uav_subset[:,1])"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(-200.0, 150.0, -50.0, 300.0)"
]
},
"execution_count": 198,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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PxaNtIZ7uyDAd14jHKdNKg3lzwOvmSQY0+RCfBZPR5oibPM6MKoacCTF37SZ7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PZ96JVAUQPnNrAmM0T62K6QbFQR4uBNfy4bBL+UzAPVFAHkFHEorCrRpy/5iAySDJ6N4EUDUSTv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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11d4d8588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(uav_subset[:,0], uav_subset[:,1], c=uav_subset[:,2], lw=0)\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get LiDAR data"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lidar= np.genfromtxt('../PhD/is6_f11/python_zi/is6_f11_pass1_aa_nr2_522816_523019_c_zi.xyz', skip_header=1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"### Extract a subset matching the AUV drafts"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 5.22939098e+05, 1.29927000e+02, -2.99270000e+01, ...,\n",
" 1.59980000e-01, 8.22720000e-01, 9.18300000e-02],\n",
" [ 5.22939128e+05, 1.20266000e+02, -2.98850000e+01, ...,\n",
" 1.51430000e-01, 7.16560000e-01, 8.69200000e-02],\n",
" [ 5.22939128e+05, 1.21398000e+02, -2.97590000e+01, ...,\n",
" 1.52650000e-01, 8.01960000e-01, 8.76200000e-02],\n",
" ..., \n",
" [ 5.22945798e+05, -1.39965000e+02, 2.74667000e+02, ...,\n",
" 1.62420000e-01, 4.93730000e-01, 9.32300000e-02],\n",
" [ 5.22945798e+05, -1.38739000e+02, 2.74861000e+02, ...,\n",
" 1.61200000e-01, 5.08490000e-01, 9.25300000e-02],\n",
" [ 5.22945828e+05, -1.49699000e+02, 2.74947000e+02, ...,\n",
" 1.72190000e-01, 4.12780000e-01, 9.88400000e-02]])"
]
},
"execution_count": 200,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lidar_subset = lidar[(lidar[:,1] >= -150) & (lidar[:,1] <= 130) & (lidar[:,2] >= -30) & (lidar[:,2] <= 275) ]\n",
"#lidar_subset[:,1] = lidar_subset[:,1] - min(lidar_subset[:,1])\n",
"#lidar_subset[:,2] = lidar_subset[:,2] - min(lidar_subset[:,2])\n",
"lidar_subset"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-200.0, 150.0, -50.0, 300.0)"
]
},
"execution_count": 201,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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N1tKWPSbSfhPSrq8qSpZtvdZNL6JhfWS1MMmEzZM6YZ3k6HV4GRnomCC2UtPP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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x142a05940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(lidar_subset[:,1], lidar_subset[:,2], c=lidar_subset[:,3], lw=0)\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Estimate some ice thickness, and then draft"
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from compute_zi_functions import compute_zi, compute_zs"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"d_snow = 326.31\n",
"#d_snow = 305.67 #mean of all EA obs\n",
"sd_dsnow = 10\n",
"d_ice = 915.6 #empirically derived from matching with AUV draft\n",
"sd_dice = 10\n",
"d_water = 1028 #Hutchings2015\n",
"sd_dwater = 1\n",
"\n",
"#sipex2 snow model\n",
"s_i = ([0.701, -0.0012])\n",
"\n",
"zs, zs_uncert = compute_zs(lidar_subset[:,3], s_i, 0.1)\n",
"\n",
"zi, zi_uncert = compute_zi(lidar_subset[:,3], zs, d_ice, d_water, d_snow, 0.1,\n",
" zs_uncert, sd_dsnow, sd_dice, sd_dwater)\n",
"\n",
"lidar_draft =np.abs(lidar_subset[:,3] - (zs + zi))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Grid the AUV and LiDAR data, to 1m spatial resolution"
]
},
{
"cell_type": "code",
"execution_count": 204,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from scipy.interpolate import griddata"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"275.0"
]
},
"execution_count": 164,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grid_x = np.arange(np.floor(min(lidar_subset[:,1])),np.ceil(max(lidar_subset[:,1])+1), 1.0)\n",
"grid_y = np.arange(np.floor(min(lidar_subset[:,2])),np.ceil(max(lidar_subset[:,2])+1), 1.0)\n",
"\n",
"#grid_x = np.arange(0,np.ceil(max(lidar_subset[:,0]))-np.floor(min(lidar_subset[:,0])), 0.5)\n",
"#grid_y = np.arange(0,np.ceil(max(lidar_subset[:,1]))-np.floor(min(lidar_subset[:,1])), 0.5)\n",
"\n",
"xx, yy = np.meshgrid(grid_x, grid_y)\n",
"np.min(yy)\n",
"np.max(yy)"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#from matplotlib.mlab import griddata as gd\n",
"\n",
"#g_lidar = gd(lidar_subset[:,1], lidar_subset[:,2], lidar_draft, grid_x,grid_y, interp='linear')\n",
"#g_elev = gd(lidar_subset[:,1], lidar_subset[:,2], lidar_subset[:,3], grid_x,grid_y, interp='linear')\n",
"\n",
"g_lidar = griddata(lidar_subset[:,1:3], lidar_draft, (xx, yy), method='nearest')\n",
"g_elev = griddata(lidar_subset[:,1:3], lidar_subset[:,3], (xx, yy), method='nearest')\n"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x1219d8668>"
]
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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FFXsnTSaNGWv2c00aG0PK0sysMW1OPG1qt9un6Iyp2q2w9I4nkI8IVdM7frJg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8AAAg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\ntEX+D4Tp5bv7VMmoAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x135493860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(g_lidar[::-1])\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"uav_subset = uav_subset[~np.isnan(uav_subset).any(1)]"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"338334"
]
},
"execution_count": 168,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(uav_subset[:,2])"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 5.2392, 5.3583, 5.2709, ..., 3.1457, 3.0108, 2.8692])"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uav_subset[:,2]"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"-29.998999999999999"
]
},
"execution_count": 170,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.min(uav_subset[:,1])"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"-30.0"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.min(grid_y)"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"g_auv = griddata(uav_subset[:,0:2], uav_subset[:,2], (xx, yy), method='nearest')\n",
"#g_auv = gd(uav_subset[:,0], uav_subset[:,1], uav_subset[:,2], grid_x, grid_y, interp='linear')\n",
"\n",
"g_lidar = g_lidar[::-1]\n",
"g_auv = g_auv[::-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A quick sanity check - are we looking at similar draft numbers from each dataset?"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean AUV draft: 3.285409869220687, mean liDAR draft: 3.263708950129198\n"
]
}
],
"source": [
"print('mean AUV draft: {}, mean liDAR draft: {}'.format(np.mean(g_auv), np.mean(g_lidar)))"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"std AUV draft: 2.001057163362628, std liDAR draft: 1.6158059217001477\n"
]
}
],
"source": [
"print('std AUV draft: {}, std liDAR draft: {}'.format(np.std(g_auv), np.std(g_lidar)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### OK, not quite matching but well within 1-sigma."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting the two grids for an eyeball comparison"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1213df4e0>"
]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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1fh2mYyp/olQFh5ra+dTeZpmFhlQdT7MxYY4EBlx2Qm6HpdSAGTcOhyzLi+dS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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x142bdf438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib as mpl\n",
"cmap = mpl.cm.cool\n",
"norm = mpl.colors.Normalize(vmin=0, vmax=20)\n",
"\n",
"cmap = plt.get_cmap('ocean_r', 10)\n",
"\n",
"fig = plt.figure(figsize = ([20/2.54, 10/2.54]), dpi=300)\n",
"\n",
"ax0 = fig.add_subplot(121)\n",
"g0 = ax0.imshow(g_auv, cmap=cmap, vmin=0, vmax=20)\n",
"ax0.set_title('Draft from AUV')\n",
"\n",
"#cbaxes0 = fig.add_axes([0.48, 0.14, 0.02, 0.75]) \n",
"#cb0 = plt.colorbar(g0, cax=cbaxes0, cmap=cmap)\n",
"#cb0.ax.set_ylabel('Draft (m)', rotation=90)\n",
"\n",
"\n",
"ax1 = fig.add_subplot(122)\n",
"g1 = ax1.imshow(g_lidar, cmap=cmap, vmin=0, vmax=20)\n",
"ax1.set_title('Draft from LIDAR')\n",
"\n",
"cbaxes1 = fig.add_axes([0.92, 0.14, 0.02, 0.75]) \n",
"cb1 = plt.colorbar(g1, cax=cbaxes1, cmap=cmap)\n",
"cb1.ax.set_ylabel('Draft (m)', rotation=90)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Two datasets on a common grid - what are the differences?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### difference map"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x11e303630>"
]
},
"execution_count": 176,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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UafE+6fi0SWEplSnPS0u/fmQTPKcT5c3VZoDDqvq8QYLTEqwmuYJFfDZWZvAeny0sSikP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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1219d3048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.get_cmap('ocean_r', 10)\n",
"norm = mpl.colors.Normalize(vmin=-10, vmax=10)\n",
"\n",
"plt.imshow(g_lidar - g_auv, cmap=cmap)\n",
"plt.colorbar(cmap=cmap)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is quite interesting. At about [10, 80] (grid coords) there's a peaky ridge which was split by a crack. Here, the LiDAR draft 'peak'is offset a little from the AUV - it's basically captured the leftmoast (grid view) peak but not the part on the right side of the crack. So there are large differences each side of the narrow ridge picked on by LiDAR. This pattern is going to be seen a lot - it's clear (and well known) that keel systems are often wider than ridges.\n",
"\n",
"The ridge/keel system roughly along X=[150 -> 200] is better represented, but still narrower (and less deep) in the LiDAR-based model. The keel system between X=[100 -> 150] and y = [250 -> 300] is really not seen at all in the LiDAR based model, although it's still significant (to 6m deep!)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Normalising the data to see if interpretation is any easier\n",
"\n",
"short answer: no."
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x120fa3eb8>"
]
},
"execution_count": 177,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Pn20FxK/pMMQgL7liK4IS9N3igi4DiscqP4nlmaoCnFJlyQMl92owKy1eJKVk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HPcjKO+ta86kysRcE3OO887sybpEl7ZajPt8WfY7PZj/MF/gAhzSZ680yJ6VAduCk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\n4gQa1pmgxx7jwmYOeZn7SNMiSYc15oU/k/C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"text/plain": [
"<matplotlib.figure.Figure at 0x136be7668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g2_auv = g_auv-np.mean(g_auv)\n",
"g2_lidar = g_lidar-np.mean(g_lidar)\n",
"plt.imshow(g2_auv/np.max(g2_auv) - g2_lidar/np.max(g2_lidar))\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### let's put all that into one figure:"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ -50. 0. 50. 100. 150. 200. 250. 300. 350.]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/arcturus/anaconda/lib/python3.5/site-packages/matplotlib/figure.py:1744: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n",
" warnings.warn(\"This figure includes Axes that are not \"\n"
]
},
{
"data": {
"image/png": 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Bw1/OkdZROhf+lrR/gbB+xFnGsyvumYohHgUnAvhcUnBx6BZ4rSAit5ZGEFGl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VMVGi/9Wtt8OHiAUhFSx+T5+Rq9YMkwlM2NUcmELN5hVj5FFzE+8SgZ00322kUHQBZtkTfzPevq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BTylCMyc0lZsMVM9QwVVuCsHESBIpkeMtfv3kgEEzurjdGzLRFXtJn/10znuLGTtR5BozeM0e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\nyKmC0IqKioqKioqKiiPn/wcczoQHFDgn7gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1304f1208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.get_cmap('gist_earth_r', 20)\n",
"\n",
"\n",
"ytks = np.arange(-25,300,50)\n",
"ytk_l = np.arange(-25,375,50)\n",
"xtks = np.arange(-200,150,50)\n",
"\n",
"fig = plt.figure(figsize = ([22/2.54, 10/2.54]), dpi=300)\n",
"\n",
"ax0 = fig.add_subplot(131)\n",
"g0 = ax0.imshow(g_auv, cmap=cmap, vmin=0, vmax=20.1)\n",
"ax0.set_title('Draft from AUV')\n",
"ax0.set_ylabel('Ice floe Y (m)')\n",
"ax0.text(-0.19, 1.01,'A', ha='center', va='center', transform=ax0.transAxes, fontsize=12, weight='bold')\n",
"#ax0.set_yticks(ytks[::-1])\n",
"#ax0.set_xlim([-150,130])\n",
"#ax0.set_ylim([-30,275])\n",
"ax0.set_xticklabels(xtks)\n",
"\n",
"this = ax0.get_yticks()\n",
"print(this)\n",
"ax0.set_yticklabels(ytk_l[::-1])\n",
"\n",
"ax1 = fig.add_subplot(132)\n",
"g1 = ax1.imshow(g_lidar, cmap=cmap, vmin=0, vmax=20)\n",
"ax1.set_title('Draft from LIDAR')\n",
"ax1.set_xlabel('Ice floe X (m)')\n",
"#ax1.set_xlim([-150,130])\n",
"#ax1.set_ylim([-30,275])\n",
"cbaxes1 = fig.add_axes([0.33, 0.21, 0.02, 0.58]) \n",
"cb1 = plt.colorbar(g1, cax=cbaxes1, cmap=cmap)\n",
"cb1.ax.set_ylabel('Draft (m)', rotation=90)\n",
"ax1.set_yticks([])\n",
"ax1.set_xticklabels(xtks)\n",
"ax1.text(-0.07, 1.005,'B', ha='center', va='center', transform=ax1.transAxes, fontsize=12, weight='bold')\n",
"\n",
"cmap = plt.get_cmap('BrBG', 20)\n",
"\n",
"diff = g_lidar-g_auv\n",
"\n",
"ax2 = fig.add_subplot(133)\n",
"ax2.set_yticks([])\n",
"g2 = ax2.imshow(diff, cmap=cmap, vmin=-10, vmax=10)\n",
"ax2.set_title('Difference in draft')\n",
"cbaxes2 = fig.add_axes([0.99, 0.21, 0.02, 0.58]) \n",
"cb2 = plt.colorbar(g2, cax=cbaxes2, cmap=cmap)\n",
"cb2.ax.set_ylabel('Draft difference (m)', rotation=90)\n",
"ax2.set_yticks([])\n",
"ax2.set_xticklabels(xtks)\n",
"ax2.text(-0.07, 1.01,'C', ha='center', va='center', transform=ax2.transAxes, fontsize=12, weight='bold')\n",
"\n",
"\n",
"plt.tight_layout()\n",
"fig.subplots_adjust(wspace=0.4)\n",
"\n",
"\n",
"plt.savefig('draft_diffs.pdf', bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Another new thesis figure is born!\n",
"In panel C here, 'blue' means that LiDAR-derived draft is deeper than AUV draft, and 'brown' means that AUV draft is deeper than LiDAR-derived draft. We pretty much see the snow dune pattern reflected here - pretty linear features where LiDAR draft is deeper. We also see the well documented 'keels are wider than ridges' feature. Ridge *peaks* provide deep, pointy, narrow keels from LiDAR - but AUV draft obs reveal broader keels. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## And then let's do some simple maths.\n",
"- what is the correlation between draft(AUV) and draft(LIDAR)\n",
"- what is the correlation between surface(LIDAR) and draft(AUV)\n",
"- what is the correlation between surface(LIDAR) and draft(LiDAR)\n",
"\n",
"Spearman's non parametric *R* is used because Doble et al. 2011 rightly avoid the presumption of an underlying normal distribution of total freeboard or draft observations."
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"arr_s = np.shape(g_lidar)\n",
"\n",
"g_l_1d = np.reshape(g_lidar, (arr_s[0]*arr_s[1],1))\n",
"g_a_1d = np.reshape(g_auv, (arr_s[0]*arr_s[1],1))\n",
"g_e_1d = np.reshape(g_elev, (arr_s[0]*arr_s[1],1))\n",
"\n",
"keepthis = np.where(~np.isnan(g_l_1d))\n",
"\n",
"g_l_1d = g_l_1d[keepthis]\n",
"g_a_1d = g_a_1d[keepthis]\n",
"g_e_1d = g_e_1d[keepthis]\n",
"\n",
"df2 = pd.DataFrame(g_l_1d,columns=['d_l'])\n",
"df2['d_a'] = g_a_1d\n",
"df2['e'] = g_e_1d\n",
"\n",
"#nonparametric spearman's R\n",
"sprmn_r_ld_ad = df2['d_l'].corr(df2['d_a'], method='spearman')\n",
"sprmn_r_e_ad = df2['e'].corr(df2['d_a'], method='spearman')\n",
"sprmn_r_e_ld = df2['e'].corr(df2['d_l'], method='spearman')\n"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Spearmans R for LiDAR draft -> AUV draft: 0.6742919284703174, LiDAR elevation -> AUV draft: 0.12872577638505314, and LiDAR elevation to LiDAR draft: 0.1550022852487876\n"
]
}
],
"source": [
"print('Spearmans R for LiDAR draft -> AUV draft: {}, LiDAR elevation -> AUV draft: {},\\\n",
" and LiDAR elevation to LiDAR draft: {}'.format(sprmn_r_ld_ad, sprmn_r_e_ad, sprmn_r_e_ld))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"LiDAR and AUV draft are fairly highly correlated at **0.67** which is a win. \n",
"\n",
"**Total freeboard and draft are poorly related, at *0.12*.** What's the correlation between draft and topography from SIPEX-II IS6? Better check..."
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Spearmans R for in situ total freeboard and draft: -0.30206503700803733\n"
]
}
],
"source": [
"is6holes = np.genfromtxt('/Users/arcturus/Documents/PhD/is6_f11/auv_lidar/is6.csv', delimiter = ',')\n",
"is6zs = is6holes[:,4]\n",
"is6tf = is6holes[:,3] + is6holes[:,4]\n",
"is6fi = is6holes[:,3]\n",
"is6draft = is6holes[:,5]\n",
"\n",
"this = np.where(~np.isnan(is6draft))\n",
"\n",
"df3 = pd.DataFrame(is6draft[this], columns=['draft'])\n",
"df3['tf'] = is6tf[this]\n",
"df3['zs'] = is6zs[this]\n",
"sprmn_r_tf_d = df3['tf'].corr(df3['draft'], method='spearman')\n",
"print('Spearmans R for in situ total freeboard and draft: {}'.format(sprmn_r_tf_d))"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Spearmans R for in situ total freeboard and snow depth: 0.8346499889820734\n"
]
}
],
"source": [
"sprmn_r_tf_d = df3['tf'].corr(df3['zs'], method='spearman')\n",
"print('Spearmans R for in situ total freeboard and snow depth: {}'.format(sprmn_r_tf_d))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So where the transect line observations shows a weak **negative** correlation between total freeboard and draft, a broader picture says well, actually, the correspondence between surface and under-ice world is relatively strong. This really points to the sampling bias of existing drill holes. Hmm."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### but is the correlation useful?\n",
"What an R value tells us is that a linear relationship can be stuck over a scatterplot of two values and generally describe the trend which we can see. But - it doesn't right away tell us how useful it is to say 'we can reliably predict Y from X using some linear relationship'.\n",
"\n",
"So, lets have a look at how good choosing a draft for an elevation is. In situ observations tell us that it will be difficult."
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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ZMGECfn5+3HDDDURHRzN//vwi6z/xxBN07NgRwzBo0aIFw4YNY80az3a+Bw4cYMSIEQA0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\nI1StWg1VRsbpItv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yderb5anaSiMGPep3of3aHrQuSqZUWy+KyD+B0cBePDObSilVss+k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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1304e8390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y_ax = np.arange(0,15,0.2)\n",
"x_ax = np.arange(0,4,0.2)\n",
"line1 = np.zeros_like(y_ax)\n",
"line1[:] = 0.2\n",
"line2 = np.ones_like(y_ax)\n",
"line2[:] = 0.5\n",
"line3 = np.ones_like(y_ax)\n",
"line3[:] = 1.0\n",
"line4 = np.ones_like(y_ax)\n",
"line4[:] = 2.0\n",
"\n",
"fit = np.polyfit(g_e_1d,g_a_1d,1)\n",
"fit_fn = np.poly1d(fit)\n",
"f_s,f_i = np.polyfit(g_e_1d,g_a_1d,1)\n",
"\n",
"f_sr, f_ir, r_, p_, std_e = stats.linregress(g_e_1d, g_a_1d)\n",
"\n",
"\n",
"\n",
"plt.scatter(g_e_1d, g_a_1d, lw=0, s=5, c=g_a_1d, cmap='bone_r', vmin=-2, vmax=15)\n",
"plt.plot(x_ax,fit_fn(x_ax), 'k--', label = 'y = {:02.2f}x + {:02.2f}'.format(f_s, f_i))\n",
"plt.plot(x_ax,(x_ax*f_sr) + f_ir, 'r--')\n",
"\n",
"plt.ylabel('AUV draft (m)')\n",
"plt.xlabel('LiDAR elevation (m)')\n",
"plt.plot(line1,y_ax, 'k')\n",
"plt.plot(line2,y_ax, 'b')\n",
"plt.plot(line3,y_ax, 'g')\n",
"plt.plot(line4,y_ax, 'r')\n",
"\n",
"plt.grid()\n",
"plt.xlim([0, 5])\n",
"the_xtix = np.arange(0,5,1)\n",
"plt.xticks(the_xtix)\n",
"#plt.axis('equal')\n",
"plt.title('Scatter plot of LiDAR elevation and AUV draft')\n",
"plt.legend(loc=0)\n",
"#plt.tight_layout()\n",
"\n",
"\n",
"plt.savefig('ch4_elevation_v_draft.pdf', bbox_inches='tight')\n",
"plt.savefig('ch4_elevation_v_draft.png', bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This plot shows a great linear relationship! But, as we can see from the four vertical lines, we have many choices of draft for a given elevation.\n",
"\n",
"The black line at e = 0.2m has relatively few choices. In the 1-2 m range, there are a few metres worth of draft for any given elevation. Above about 2 m elevation (or total freeboard) things get more reliable.\n",
"\n",
"A linear fit to our data gives a slope of 3.9, conveniently close to published *R* values."
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"slope: 0.2775272357935757, intercept: 3.0831997289021986\n"
]
}
],
"source": [
"print('slope: {}, intercept: {}'.format(f_s, f_i))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But a mean ratio of draft to elevation ratio (a proper *R*) for these data is higher:"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"inf"
]
},
"execution_count": 185,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.mean(g_a_1d/g_e_1d)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"## Segmenting by roughness\n",
"\n",
"What are useful analyses here. I'm not sure. There are not enough data to say anything really. There are two ridge systems reasonable well represented, so I could look at relative area of 'smooth' ice for the top surfaces in 3D. Surely there is literature about it from drill holes too. But what will we find here? Probably the same as Doble et al. (2011), or reinforcing ch2's finding that it's not all that precise.\n",
"\n",
"There is already built a proxy for roughness - standard deviation of 11m diameter neighbourhooods about each point. So that's a good start point."
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#call in a premade roughness proxy..\n",
"r= np.genfromtxt('../PhD/is6_f11/python_zi/is6_f11_pass1_aa_nr2_522816_523019_crproxy.xyz', skip_header=1)"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x15fe85668>"
]
},
"execution_count": 187,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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zWG2ZEQyP4MbZJv+gLFytSwXUPjB6sf6hNJsnGMbwlAm5RqOih/l8OP8abcNO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\n0YDu0mIN+56h2hSj/HPAaA
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