diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/03_US-upper-mantle.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/03_US-upper-mantle.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/03_US-upper-mantle.ipynb" +++ /dev/null @@ -1,976 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## US-Upper-Mantle-Vs.Xie.Chu.Yang.2018\n", - "Details of the dataset:\n", - "- Name: US-Upper-Mantle-Vs.Xie.Chu.Yang.2018\n", - "- Title: 3-D Upper-Mantle Shear Velocity Model Beneath the Contiguous United States Based on Broadband Surface Wave from Ambient Seismic Noise\n", - "- Type:\t3-D tomography Earth Model\n", - "- Sub Type: Shear-wave velocity (km/s)\n", - "- Year\t2018\n", - "\n", - "Author(s): \n", - "- Jun Xie, Risheng Chu, Yingjie Yang\n", - "\n", - "Reference(s):\t\n", - " - Jun Xie, Risheng Chu, Yingjie Yang, (2018) 3-D Upper-Mantle Shear Velocity Model Beneath the Contiguous United States Based on Broadband Surface Wave from Ambient Seismic Noise,Pure Appl. Geophys. https://doi.org/10.1007/s00024-018-1881-2\n", - "\n", - "DOI:\tdoi:10.17611/DP/18299329\n", - "\n", - "Depth Coverage:\t60.0 - 300.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 28.0 to 49.0 Longitude: -125.0 to -65.0\n", - "\n", - "Model Description:\n", - " - The model is upper mantle Vs model of Contiguous US based on broadband surface waves (10-150s) from ambient seismic noise\n", - "\n", - "Data Set Description:\n", - " - [Xie et al., (2018)](https://doi.org/10.1007/s00024-018-1881-2): The dataset includes shear velocities calculated from the inversion of Rayleigh wave phase velocities determined from ambient noise. Data were primarily collected by the EarthScope USArray.\n", - "\n", - "EMC Page\t\n", - " - http://ds.iris.edu/ds/products/emc-us-upper-mantle-vsxiechuyang2018/" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step0: Downloading & Loading the Source Datasets" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "KeysView(\n", - "Dimensions: (latitude: 45, longitude: 121, depth: 600)\n", - "Coordinates:\n", - " * latitude (latitude) float32 27.5 28.0 28.5 29.0 ... 48.0 48.5 49.0 49.5\n", - " * longitude (longitude) float32 -125.5 -125.0 -124.5 ... -66.5 -66.0 -65.5\n", - " * depth (depth) float32 0.0 0.5 1.0 1.5 2.0 ... 298.0 298.5 299.0 299.5\n", - "Data variables:\n", - " vs (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/32)\n", - " title: 3D Upper mantle Shear Velocity Model Benea...\n", - " id: US-Upper-Mantle-Vs.Xie.Chu.Yang.2018\n", - " summary: This is a upper mantle Vs model of Contigi...\n", - " keywords: surface wave, tomography, shear wave, ambi...\n", - " Conventions: CF-1.0\n", - " Metadata_Conventions: Unidata Dataset Discovery v1.0\n", - " ... ...\n", - " author_email: xiejun@apm.ac.cn\n", - " author_institution: State Key Laboratory of Geodesy and Earth'...\n", - " author_url: \n", - " repository_name: EMC\n", - " repository_institution: IRIS DMC\n", - " repository_pid: doi:10.17611/dp/emc.2020.usumantlvs.1)\n" - ] - } - ], - "source": [ - "import xarray as xr\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "data_path = \"../../../Datasets/Original/OpenSWI-deep/US-Upper-Mantle-Vs.Xie.Chu.Yang.2018.nc\"\n", - "\n", - "# load the .nc file\n", - "data = xr.open_dataset(data_path)\n", - "\n", - "# print the keys of the dataset\n", - "print(data.keys())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Velocity Profile Extracting\n", - "1. Extracting\n", - "2. De-duplicating" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((45,), (121,), (600,), (600, 45, 121))" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latitude = np.array(data['latitude'].values)\n", - "longitude = np.array(data['longitude'].values)\n", - "depth = np.array(data['depth'].values)\n", - "vs = np.array(data['vs'].values)\n", - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "\n", - "latitude.shape,longitude.shape,depth.shape,vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "depth_idxs = [50,100,200,300]\n", - "\n", - "fig,axes = plt.subplots(2,2)\n", - "for i in range(2):\n", - " for j in range(2):\n", - " axes[i][j].pcolormesh(LON,LAT,vs[depth_idxs[i*2+j]],cmap='turbo')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Quality Control & Interpolation" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.append('../../../')\n", - "from SWIDP.process_1d_deep import *\n", - "from SWIDP.dispersion import *" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(600, 3678)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# remove the nan values\n", - "vs_valid_1d = vs.reshape(vs.shape[0],-1)\n", - "vs_valid_mask = np.sum(~np.isnan(vs_valid_1d),axis=0)>0\n", - "vs_valid_1d = vs_valid_1d[:,vs_valid_mask]\n", - "\n", - "vs_valid_1d.shape\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "\n", - "fig,axs = plt.subplots(nrows=nrows,ncols=ncols,figsize=(10,10))\n", - "\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,vs_valid_1d.shape[1])\n", - " axs[i][j].step(vs_valid_1d[:,sta_idx],depth)\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(600, 3678)" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs_valid_1d.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(3677, 600)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs_valid_1d.T\n", - "vs = np.unique(vs,axis=0)\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(3677, 301)" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interp to 1 km thickness\n", - "# -------------------------------------------------------\n", - "from scipy.interpolate import interp1d\n", - "max_depth = 300+0.1\n", - "depth_interp = np.concatenate([\n", - " np.arange(0, max_depth, 1)\n", - "])\n", - "vs_models = vs_interp = np.zeros((vs.shape[0],depth_interp.shape[0]))\n", - "for i in range(vs.shape[0]):\n", - " vs_temp = vs[i,:]\n", - " depth_interp_temp = depth_interp[:np.argmin(np.abs(depth_interp-depth.max()))]\n", - " f = interp1d(depth.reshape(-1),vs_temp,kind='nearest')\n", - " vs_temp = f(depth_interp_temp)\n", - " vs_interp[i,:len(vs_temp)] = vs_temp\n", - "vs_interp[:,len(vs_temp):] = vs_interp[:,len(vs_temp)-1].reshape(-1,1)\n", - "vs_interp.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " axs[i,j].step(vs[sta_idx,:],depth,c='k')\n", - " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='r')\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4bd2adc22f95492ca65b940af22133c0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/3677 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='k')\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='r')\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Find the Moho " - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3c7fb77feac844b6986ad8cf30342ef8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/3677 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " moho_depth_idx = moho_idxs[sta_idx]\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='k')\n", - " axs[i,j].axhline(y = depth_interp[moho_depth_idx],color='r',linestyle='--')\n", - " axs[i,j].scatter(vs_interp_rm_sandwich[sta_idx,moho_depth_idx],depth_interp[moho_depth_idx],c='r',marker='x',s=100)\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4: Perturbation the Moho depth and velocity" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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SSTW+1LG2rf63NhxjEwn13wWg/j/RXaRaoJSxpfz/nv+MyD82qv+MyGa94l9LqiWnbBZob1c9XiwbyDrXIiVw9TLgj1sL/75y+eSRwD/fnj84pCuchnoJyO5ufKb5a3jjnbcBAHvuexDVyZRqyFc73hmfVFvFDUPVD0kLSJpA2iksrkwDVZWqQV9FhboZhvqb9fUVDqEj/M+Ikko0ZAy1tbVJALLNy+nB21lnBZ9QVZV/HCDlqacGxx50UOGxxx8fHDtlSuGxM2YEx86YUXjslCnBsccfX3jsQQcFx556auGxVVXBsWedVXhs+H8K559ffGxnpzd28eLiY/fs8cZ+85vFx77zjjf26quLj339dW/sjTcWH/vii97Ym28uPvapp7yxP/lJ8bHr1nlj77mn+NgHHvDGPvBA8bH33OONXbeu+Nif/MQb+9RTxcfefLM39sUXi4+98UZv7OuvFx979dXe2HfeKT72m9/0xu7ZU3zs4sXe2M7O4mPPP18GFBvLf0aoWxz/GbFzp5SZjJS9vVIuX1587G9+I+VLL0n5/PNSLr60+Ngf3yXlo5vUbcnlxceO1O2G/0/Kp1+S8umXZPfV/0/xsdfe4I6Vq24tPnblP0r5xttS/t//kfI/Hi4+doT/GeF+fre1yYGMrT1ZREQ0tuntx/4ZyUKOOgo4/nhgzhzgE1OKjz1mKnDiMUDTLGByQ/GxP/gx8OgmdfvmlcXH3vR94Hcb1fLQQH7yQ3e2S6TMgcdrA63kSKjZkFyu+GxaxHCJh9O3QxvLJR6FSzylj+USj8J/RgxtbLn/GWFZ3v/WpVRLTD09apmls8f53tm2ncsBRgJIGECfBDo71YGNflICV3wd+J+/qJ8nHwrc+yDkqy/ixP9zE1778K8AgD2XNaP6wouAceMASK8jcCrl/H+uW+24khYAUy0B1Tp/rxzU/4+q0qppX3uHen5Ndf+lnggt8cQ7oHCbMRERlZuUXn+ZTJ+qienJqEZ4lrO7KWepOpnejAo/lu+j17aBxf/LOxNpQgNwzf+LTiuHmutWAAA6LvoKxk35BLDofGB8LQADSJmqLiWRUK/f44TGPkuFkaoKwJZAbxZIJdSRCAlTXVNlGhhXNerN7XgWDxER0WjRBzSmU0BlhQoGdeOAmnFqFqNmHFBdpe6rq1HBIJ3ylmYMA7j3QXVYIwDs2Q3c8n8gZn7a/RVzn1wP+fFe4JF1ajuytAHbUkFHQoUkIVSzPTsH9PapMJSz1O/Ru3ssW4WUGOzyYUAhIiIaDjqoGIbaYVNd6eygSalQUl0JjK8BDhwP1FUD4yrUzIaAes59DwITJ6nX2t2Kqisvw2yndqVl9/vonvIJoP4AIJECIFU4saW3u0nP1li2CijCUN8bzuubTiBJJdWNAYWIiGg/oj/8dWBJJr0ZllQSqB0HTDwYOKBOzbBUpNQW4WQC+OVD7kyK2PkWnvnRau91T/gscNLJapYm7Ww7FlJ9kqdMuO1+pdMHxTTU76usUHUwwvDCSTL6bdAYUIiIiIabDgKACgP+YCCEmvk4oE6FlVRK3Z8Qakblvvvdl6m88pveayYT6taXVfUm0lnesZxZlKyznGNZQNJQdTAAkLNVWEkmVO1JTDCgEBERjYTwUQOWFbyvL+vNrkCqmQ9bAokkcKRa2jHf3gG9d0p2ZVQwyWXVjp2uXnXMQE+v2kGUywJ9zixKT59z3pKz5GP46k6KHYEQIQwoREREI8Vf65FwZkAMob6mU6rYta4GOKAWMJ3HDBNYfbf7Eq9ATYzMXbYU0nJ25fRm1K2nD2jrcnYHWV7hrWk47QeEmjUxhCqOBWKxvAMwoBAREY2scEFqVaVTPyK8xyoqgdoq9bOUQGUVcORUAMBRALYAaNn5Frq7u9S2ZAkVSHJ9zsxJVs2U2BYAoQKKaQA1VSqQmKbaCp2zYjF7AjCgEBERjTz/rEU2p7YdmwYA4c1uVFao+xNCFbT+67+5BbPHAqgCIIXwtg6bcHbuSBVWsk44MaBmYaorndoWZ+ZEOL+nbyinMI6+YQ8o3/nOdyCECNymTZvmPt7b24vm5mYceOCBGDduHBYtWoTdu3cP92UQERFFh7/uQzpFrdVVqihW07Md6bQzEwLg5//mvQSAud9cAmkIwMqpTTsS3rKOlE7XYAGkDNUTJZvzimt1SNK/P+JGZAblU5/6FN5//3339uyzz7qPXXXVVXjkkUfw4IMPYuPGjdi1axfOO++8kbgMIiKi6PAv9ehj9Koqvft0Ea3u7moj0On1GQAtO7aju7fHOxbBNNUneUJ4QcV2eqRkMkBXjwojhuE0hwuFpAgbkUqZRCKBxsbGfve3tbXhX//1X7F27Vp8/vOfBwDcc889mD59Op5//nmccMIJI3E5RERE0aC3CQPe7EYq6WwTzqlwkc06QUICFVXAUVOBt7a7yzwwTPW4fn467QQe2wk0TkdZABBZtd24wtlerH+X/6zhiNakjMgMyo4dOzBp0iQcfvjhuPjii/Huu+p8gS1btiCbzWLevHnu2GnTpuHQQw/F5s2bC75eJpNBe3t74EZERBQ74aUewOtNksmqA/f0MT1JU82M3POL4GsYUDUqpjNr4vY4cQ6qTDjbiXO2Ojwwk1FnBOlgFK6HiahhDyhz5szBmjVr8Nhjj+GOO+7AO++8g7lz56KjowOtra1IpVIYP3584DkNDQ1obW0t+JqrVq1CXV2de5s8efJwXzYREdHoCG/zTSa8sGJLL3RUpFRPFHgzHAJwztKB09vEVNuXdT1LOq3CSdJU4xKmWu7JOYcZ6hmT8FJTBA37Es+CBQvc72fNmoU5c+ZgypQpeOCBB1DpP4a8BCtXrsSKFSvcn9vb2xlSiIgo3qQEup0TiOEs7SQMQCaACkOFFcPZteN4Bs4EixswnAeE0z/FsJxW96YKKZbtfc1ZgJHzOtr6l5p019sIGfFtxuPHj8dRRx2FnTt3orGxEX19fdi7d29gzO7du/PWrGjpdBq1tbWBGxERUSzprcJ9WbX0YttO/QmcGhJfC/ucBBIpWEccCUBtN/7CVy9R242Fs8STs9SuH39NSS7rnHIs1GO9GfV7+pyeKTGYRRnxgNLZ2Ym3334bEydOxHHHHYdkMokNGza4j2/fvh3vvvsumpqaRvpSiIiIyq8v64USHQyEcw5PwlSzKLZzOrFUreuNO+5xn/7azrfUTh5A1aHomhN/6BCGei0BwBZqt09vn7cVWcrId5Qd9qu7+uqrcfbZZ2PKlCnYtWsXbrzxRpimiYsuugh1dXVYsmQJVqxYgfr6etTW1uKKK65AU1MTd/AQEdHYp8OJnulImGoGJJlQ9+ecs3RsJ7hICZgGhG62ptlQSzfCBExneUbAt0tHqHCTMJ1iWWe5yPYt9YSLZSO2zDPsAeUvf/kLLrroInz44Yc4+OCDcfLJJ+P555/HwQcfDAC49dZbYRgGFi1ahEwmg/nz5+OnP/3pcF8GERFRtOjtvTlLLeWknHb0UgKWs60YepkG6mYY6m7TW/AQcCZeEgnfHfACT9Zy+qKYKpAkDbXMI5LOwYGG09DNeU5EtxwLKSO48DSA9vZ21NXVoa2tjfUoREQUfboxmg4o/q6uuplaLgd0dKuv2T4gB0A4nWGtLHDi8QCAVwF87cij8Mqvfwuh+56YzpKOYaj6ExhOYzg4IUQA1RVes7hUUjVuA7xi2fCZQSOglM9vnsVDREQ0mvynCktn1gRwZkzgnGjs9DnRUwiVVZBT1bExxwJ4a8db6M70erMeEup1/AFDOL9DCHVuj5Te68UAAwoREVG5JQxVyGo6ha2GE2KkdGdGxM/vCz7HslWY0QzD2bIcYpr974sBBhQiIqIoEb6PZqGLUeD76qMPCxS+n2We7/WW5BhhQCEiIio3yy78mFsVm4fe7SMKfJz3Oa3sjfh93MfviomIiMaCcLO0XOhcHF0zUjCghOpX3K3JzmvrPioyPM0SDwwoRERE5ZLynbWjM4jhdH+F85C0VW1JsR02eoZEjzGcwlnpCzAxw4BCRERUTnpXj94ybBjOko3zfc72mrv5yPCykC6GTYQ+2v27dwxEqtdJMQwoREREUZFMqD4p0vYatSH/9uC5S74CaTt9UgpNkVgyWN9iRru9vR8DChER0WjK5dkKLAxn5sQJGvokY+E7yM8Ozpi0bH8T3d1dzqwIfPUsTmgRQLBOJU+Iyeb63xcRDChEREQjbTCnB5uG19JeZwnD8FrZ56uTtZw7E6YKNJbtjTN9gcfM83Hvvw7/9UUEAwoREdFoyHd6cCAYFEghchDBIV9X2nAtSqnXVmYMKEREROWUyBMO9MyJJgv0STEKzHzEsO9JWPzfARER0VhkGMUbuAHIWxyrnzLgc6ONAYWIiChKwjMiVr7iEy1cz+L7WTds8xfQxggDChERUTmEd9DYuuMrVE8TN3c4tSX5ZkRCO3vcbrKW7RXGGjwskIiIiIoJ7+YBvE9iKb1QYSN4UrG7bbiAvmz/zrG2jO3sCcCAQkRENLoSoRkNt0hWqJb2AACpZkdsFJ0BkRLO1mK9tONrdZ/LecW2MQwpDChERETl5J9VMU1vpiRceuL7WQ+Zu/RSSH8NiinyPGGA2ZeIYkAhIiIqN3/PEsPwzuXRLMurLwHwcjoNAGh56010d/cUeWHpndETwWZsxTCgEBERjba87e799SlQbe6Fb3YknQaOmgoAmJbJoMp9IHRWj971Y0t108tG4aWliGNAISIiGg2DaXfvL3KVUDUoEk5DNgB3rcn3wsGGbcL3+tL2alOEv8Yl+hhQiIiIRkuhdvf+5Rz9owgdwiNE/k9tfZ8ZWibSEqZ6bsIsHIwiiAGFiIio3PzLL8JUpxsDvqBiDK5+RLdF8fdHsezYLe8ADChEREQR5Js58c96FOpe7+78cZ4n4IScUM+VGIne8YVERET7I92W3j0Y0OmFogtSCoWTnO10nvUVxxoGYMhY7doJY0AhIiIqN11AK+CrHzGCjwP9e6PoO6WzYycwYIBtxeFW+xHDJR4iIqJyyea8cJIwnB07hleD4qd35fR/QG1bdrOJAPpywaLZvK/lK76N4EwLAwoREdFoyrfduGARq2/mxLYLzKDox3xLQ24TWWcLcs7K33sFyL+zKAIYUIiIiEbbgLtqnOUaUy/9OB/XeXun+L7P2V74MQzV3A1Q4UXv7InojEkYAwoREVE5FJrREEIFEd0GRfdF8Z9WHB6v61B0YzYBtcQTXubJWbHZcsyAQkRENFqKdpN1lmMMZ8ZECu/+YgEF8JqwaWaevikxqDvxY0AhIiIaTcVqPsyEt4tH2r7ZERSuP8l7VLEzuK9PNWor5RoiggGFiIgoKgS8WhEpARjOFmLnvkK9UPpyvu6xel3In2pEsP19DMTraomIiMYitw+KfzZEAKZUTdh8d+VlO6cKWrbXHt80AMN5bkV6ZK57BDGgEBERlZsQ3rKLIVTgEL5+KLqJm/8p/h8MA8haTp2JU8MSsxmTsHhfPRERUdzpjq4J09dwTRezIphEDO+HZ/yvYdnec6QEUgkM2Ek24hhQiIiIRptezsm31djNFLL/LEg6DRw5FQBwLIAqwNn1E3ptK7SdOPx7It7mHmBAISIiGl1ua3vT2/rr31XjDyVSen1RDAAQwOqf9X89AMhJb4ZFBxL/KcdS9v8+wtuNGVCIiIhG20DbfHUtiYQTUHzbd/ptN/YdFCgMZ3uyM87M05TNP5sS4e3GDChERERRIJytwIYBtS0Y6nt3FqXA85IJuFuK9Q4e/Xru9777+zWIiyYGFCIioqhImM72YN95OuFwEl6R0Y/ZA4SORHRnS/JhQCEiIooS/6F+tq9JW7H8oZd4LNtr5ubOkkS3zqQYBhQiIqKo0LUn+pA/A14vFKBASPGFDykBw+kkq1vlJ+L5UR+v+R4iIqKxJmfln+EQQs2G+M4MhEThdvfQj+laFtOZfdFbmqO/tdgvnrGKiIgoznRBrN5C7F/WCYQVp/BVSm/2JDyLIm3vpGMB9CtSSZhAb18sthb7lRxQNm3ahLPPPhuTJk2CEAIPP/xw4HEpJW644QZMnDgRlZWVmDdvHnbs2BEY89FHH+Hiiy9GbW0txo8fjyVLlqCzs3Of3ggREVGsJBPBZmqA+lnA2b3jzH4MtOvGstRY2xdQ3LN94Dzf9nYDxSCcAEMIKF1dXTjmmGOwevXqvI/ffPPNuO2223DnnXfihRdeQHV1NebPn4/e3l53zMUXX4xt27Zh/fr1WLduHTZt2oTLLrts6O+CiIhoLNChwjCd2hNn5sQoEip0MS3g9D7xBZRwHxTTiM1MSsk1KAsWLMCCBQvyPialxI9+9CNcf/31OOeccwAA9913HxoaGvDwww/jwgsvxBtvvIHHHnsML730Eo4//ngAwO23346zzjoLt9xyCyZNmrQPb4eIiCjGcpYXKoQBwA7OnuTLE3r5xwZgwjvJeCARbtIGDHMNyjvvvIPW1lbMmzfPva+urg5z5szB5s2bAQCbN2/G+PHj3XACAPPmzYNhGHjhhRfyvm4mk0F7e3vgRkRENKb4l3KcXm2B5RpnJ3E/Odv3XAFYvpqWGBvWgNLa2goAaGhoCNzf0NDgPtba2ooJEyYEHk8kEqivr3fHhK1atQp1dXXubfLkycN52URERNFimM5OnEHMhojQVwPekk/El3GKicUunpUrV6Ktrc29vffee+W+JCIiouGTs/KfbAw4u32cj+u8WUPPujgPWr5plnARbowMa0BpbGwEAOzevTtw/+7du93HGhsbsWfPnsDjuVwOH330kTsmLJ1Oo7a2NnAjIiKKtXxbjf0FrO7OGxQvktVs3z7k6B+1M6BhDSiHHXYYGhsbsWHDBve+9vZ2vPDCC2hqagIANDU1Ye/evdiyZYs75sknn4Rt25gzZ85wXg4REVG05dtqLHRHNmd3jpRwP64LBQ+9JRnSCzwxV3IJb2dnJ3bu3On+/M4776ClpQX19fU49NBDsXz5cvzTP/0TjjzySBx22GH4x3/8R0yaNAnnnnsuAGD69Ok488wzsXTpUtx5553IZrNYtmwZLrzwQu7gISKi/ZueVTGdLcb6Plms6FV6Z/HA2aZs5bznCqhC2vRIXvjwKzmgvPzyy/jc5z7n/rxixQoAwOLFi7FmzRp8+9vfRldXFy677DLs3bsXJ598Mh577DFUVFS4z/nlL3+JZcuW4fTTT4dhGFi0aBFuu+22YXg7REREMZcwfVuN9Zk6RcbnnPN3DMN7nu4sm0wA3foOqMMEI769WBNSxm8eqL29HXV1dWhra2M9ChERxZeUQKYP6MuqdvQJE0gngY4u4MM2Z5ANdPaqxwGgpwdYcAoAoBrAnqefR3VlhQooFWkVairSQP14YFylep1cDqiqUAHGMIBUEkinRv3tlvL5HYtdPERERGOSXtIBnCJZ35k85kBLOz56544tgwcMSl/zFP+W4xjMojCgEBERlVO4UDYQHkTx04v9dG2t6fygdwhpMdtyzIBCREQUNYYAYHjN2gxZ/BNbb0PWY0wjdoEkjAGFiIgoivwBI3zon5+UwcMCAVUMm8uN2KWNBgYUIiKiqMjZQNYXLARU0NDbhQsRAoGe97atbtmses0YYkAhIiIqp3BH2b4svH4mTsWrlG49Sb/NtwacZSADSJreeNt2imed/ijhmpSIY0AhIiIqt1Syf82IYXj9TGzpnsfTnel1h8w64khUVVR6z7FtwHbO9PHv2knEK5wADChERETRkK+oVZ/DY+Vfpll/279ASN8Mi63P4ZHq9XQdipQInPMTg7DCgEJERFRu/roTHSZ03YlhwNtDHCTsnLrfEOomfHUoQjgBJfS8mOzuYUAhIiIqp/Dshm0DOUtlkkTCmxGx+wcUr37F2ZKsxySTzuu6A1G8yjZ6GFCIiIjKTQeNhKlCRc5SX3V/kwLZomL55c5jMhh0tJxTj+Jf7okJBhQiIqIoSJhOQPG3p4cTXnwJJV2BV51vzR07gJ5uuAnGX1/ihhXfFuUYHb/HgEJERBR1vm3GEAJzC41LOB/r4aLaYo3eIooBhYiIKEp00zX91ba9OhRHv3kQAWcbsvBG6JmYnO8Awhjs3tEYUIiIiKImYXpbjP3LPfk+td0txr5ZE700pAao+pNE9E8w9mNAISIiipq+rO8H3RlW5i+WlU6IsXK+c3mEav4GBHfzxGgWhQGFiIgoCgxD1YoIeK3qQ23u87RCARK+wKGLYE0T6MkEx+VysemBAjCgEBERRUdlOlTQKn1n6BjB3TyabtAmoWZPDGe5Rzd/07Mm7CRLREREw0pK5zydPB/beley9Neq+GZcUgnAsrzxyXjUosTjKomIiPY3lq3qSgAnfIj8NSg5O9jfxDTUzba9Dvn+ABMTnEEhIiKKCr1U4y7ZQP+HV5vSj/SauRnqR2Rz6qtpomCwiTgGFCIioqiQUs1+pBL9DwD0t773s53nJZNwk4h/xiRGhbF+DChERERRpA8B9HeFzXdgoL5L7/oBvJoTy+7fVTYmGFCIiIiiyLbhLt9oOSv/WEunFN+px1L6DggUvt1A8cCAQkREFBXhLcC27TVeEyL/p7aB4KnH+sBB21ahRMpYLvMwoBAREUVJMqGWdoRQ4STcwj5M16BIp2eKbannO7nG23IsY7WThwGFiIgoahKmt5NH+g77y0fAO1BQt7W3naUg04zlScYAAwoREVE06UAinG3C7onFeUjp6yjrzJLYdnAXUMwwoBAREUWVCd+yjMh/Fo/m73sCePUnMcWAQkREFDXO0TtwNvKoQlmZf5ux+wSnxkT4d/HYauePZauZlEK7gCKIAYWIiChKhLOeY5iAKbziVwkUnkLRBbC6Mlbf7dxnxmuLMcCAQkREFD3+bcH+TrL5+E8pNnzPM32BpCLV/3UjjgGFiIgoivQ2YyC4dBPmzqwIteNHP8eKb/0JwIBCREQUTVIG29QXWqKxct45PbZTpyKls+vHWS6K2fIOwIBCREQUTVLPisBpUw/ABmR4Z47b/8T2wonuf2LZsVrW8WNAISIiihrd8t4Q3gnHtoSUEnO/tTQ01vlqmvAKVYR6jls8Gz8MKERERFEjRHDmwwkZ3b29aNn5VnCsBPr1wBey8CnG2Vz++yOGAYWIiCiK/AHFdm752FD5JGf5dvzovim2szQkg4/FYFaFAYWIiCiqdKGroXucFBgj4Rwq6AQRHWak8DrKmvH6yE+U+wKIiIioCH0WT/FB6osN1f9En2CciN/uHS1ecYqIiIiCTF+AEfA6z2oxam/vx4BCREQUZRKq4FUWKkJxBuktxu5yj7NFWQcUEa9+KAwoREREUWQ5Ba5wQsdAJxnr2RNdb6KbtcG5Pxmvqg4GFCIioqjRQcMw1Se1Wyybd3CoRkU44cZQz4/ZzInGgEJERBRVUgLCVLtxgPyf2v6ZFb1jxz1AEPk7ycagF0rJAWXTpk04++yzMWnSJAgh8PDDDwcev/TSSyGECNzOPPPMwJiPPvoIF198MWprazF+/HgsWbIEnZ2d+/RGiIiIxhS9e8d2DgocqHeJrlPR244Bp7us//Xi0wul5IDS1dWFY445BqtXry445swzz8T777/v3v793/898PjFF1+Mbdu2Yf369Vi3bh02bdqEyy67rPSrJyIiGot0ODH8sx+60CQP/ZB7grEE7Dy7d2JUh1LylS5YsAALFiwoOiadTqOxsTHvY2+88QYee+wxvPTSSzj++OMBALfffjvOOuss3HLLLZg0aVKpl0RERDQ2+Jde9OxHwgBybue1/s+R8Jqz+WtNwkOzOSCVHL5rHWEjUoPy9NNPY8KECZg6dSouv/xyfPjhh+5jmzdvxvjx491wAgDz5s2DYRh44YUX8r5eJpNBe3t74EZERDQmFFp6CZ+lY+hq2ZBlX/dmSyTcgwVhGuo1bKm2GsdgWcdv2APKmWeeifvuuw8bNmzAD37wA2zcuBELFiyAZan/8lpbWzFhwoTAcxKJBOrr69Ha2pr3NVetWoW6ujr3Nnny5OG+bCIiovIJL70UCBNVFRWYfcRR6Abwqr5zx1tAplcFEr3bJ1CHYsQqmGjDvhh14YUXut/PnDkTs2bNwic/+Uk8/fTTOP3004f0mitXrsSKFSvcn9vb2xlSiIho7LOd7cIOAYFnbvsZas46FXMB9NtekjRVHYopVDDRO3jy7eSJuBHfZnz44YfjoIMOws6dOwEAjY2N2LNnT2BMLpfDRx99VLBuJZ1Oo7a2NnAjIiIa06TvNGJDLwNJCGc5KDgnItR4C2onjwRgxbPFvTbiAeUvf/kLPvzwQ0ycOBEA0NTUhL1792LLli3umCeffBK2bWPOnDkjfTlERETRF64ZSeoZkEIf227LWF9yiV9zNr+Sl3g6Ozvd2RAAeOedd9DS0oL6+nrU19fjpptuwqJFi9DY2Ii3334b3/72t3HEEUdg/vz5AIDp06fjzDPPxNKlS3HnnXcim81i2bJluPDCC7mDh4iISPr62puG0xHWuUuEu8a6T1Jf+nIqzOgi2WIivqun5BmUl19+GcceeyyOPfZYAMCKFStw7LHH4oYbboBpmnjttdfwpS99CUcddRSWLFmC4447Ds888wzS6bT7Gr/85S8xbdo0nH766TjrrLNw8skn41/+5V+G710RERGNBcJQ24w1KfPuNFYN3Wxv1kWfaKwLZt1x8WnWVvIMymmnnQZZ5A09/vjjA75GfX091q5dW+qvJiIi2v8I5z+Krtg4W5DtHCCdUFPoszqZAPqyw36Zw41n8RAREUWdIVD0wD/9kOF8rLsNZX0zLrl4Fc0yoBAREUWJDhKB5RgEDwDMx62TdbYZu6/huz/CSzphDChERETl1q82xLnf8AUNd2y+58M78TicQcz49UABGFCIiIiiIdxNtpQ+Jr4zAt1lHitXaHQsMKAQERFFjZ5F0TMregbFRv5dPBKqQRv0FmXhncEjRP9zfWKAAYWIiCiK9AxKIun1NDFF/oDiLgUZgDC9nwHV5j5m9ScAAwoREVG06C6ytjProbcZF8sXl10K1UVWqk92vcwzULO2CIvvlRMREY1l0vkPQ7eRDeoGYB1+pPrhrTeBnp7YzZIUw4BCREQUJfrk4cDsh3CWbYJbeHpvud37wV+C4pfzFctm41M4y4BCREQUNf4dPLrANdy2Xt+n6SUhy3Iau8FZLvKNj1EtCgMKERFRFPh363h3Ol9l8U6yeqyUgGGqsGI625al9GZlYoQBhYiIKCr8vVDMhKo/SRjeluOiB/I4Jx0LqJBiDBRooo0BhYiIKKpMw9uRM1hSAtl4nbuTDwMKERFR1AylsZpwlnhsqbrISllg2SgeGFCIiIiiRPq24pQUMJwOsroIVkq1PBRT8b1yIiKiscy28jRaKxJWLl+CvPuM9Y6gXLyWfRhQiIiIoiJ8qnHOt9Sju8T6pSuAI49S3+/Yrpq12U5I6XdCcny2GAMMKERERNGSTMCdKek3+xGaQRECuP1n3s/+/KFnX8KZJCbN2hhQiIiIokQIwDSd2Q+pTikW8GpTEqHxge3Eery/dkWqoBOeTYk4BhQiIqKo0LMburGaYTonFOtwERwupQxOqgjn3B6J4EyMROwODozX1RIREY1V/pkN3XBNz3ykknmfMvdbSyEtX2rRW4u1GHaQ1RhQiIiIokQIIOFbx5HS16xNoKqqErOPUIWxLTvfQnem1zfWjsXyzWAwoBAREUVNIlxo4hGGgWdu+1n+B3U4sWXsthWHMaAQERFFnRBeMawERKHmbd9Y4tSpSHVgYIxnUxhQiIiIos6y1DJPvlxSVQUc4euF0tsNWKFgEsPZFAYUIiKiSHOWa9wC2lBKMUO9UGxn9iSbi93WYj8GFCIiokhywoXuJivhHQjol5P9Q4sBdaJxoZOQYzCjwoBCREQUNcLZZ2ya8JqfFJoBkfmXfhCaNcnX+j7CGFCIiIiiKOE0aHPrSZzOsnZoXDic2M6AcB0K4DRviwcGFCIioqgR7n+oDrACUB/ZeaZKhBm8+7KvqjqU8CxJzorNOTwAAwoREVE0JUyvoywEYAIFl3kq/KcavwX0dKvvhfC1ypdecIkBBhQiIqIos2zVIbYYIYDb787/WMKM3Tk8AAMKERFR9PgLWm3/zIc7peIbC1Vb4v9E78uqr7n4LOmEMaAQERFFUcJULe+FrxbFEIAd2iIs4HSaDX2k66WcmCzphDGgEBERRZkbQJxbaAJFSqjSFBl6TjK+JxkDDChERETRJaVqcw+oGRKzf7v7ud/4mpNNfAlFAshmvefmE/FmbQwoREREUaNrUAzD1z1WqIJZAFUVFZjtnL/TsmM7urO9waWcyy5VAcT2tcfP2d5sDBD5Zm0MKERERFGUcJZokglfM1kVVIQQeOY23/k7FoDKSu/QwLe2A13d3vP1cyVi06yNAYWIiCiKhDNjomtPEDyHR/jP3xFQsy3+0KLHxiSQhDGgEBERRZGUXv+SdFp9YpuFusmK4NZk/fwYY0AhIiKKOttWMyR2gYZt+cKILfMXwsak3X08532IiIjGOiHc8wHdGhTRf5sxoMeETjWWTgdafyDRdSjua+U9BjkSOINCREQUVaZTKKtzhGH0P83Y/3ggoMjgLSwR7T4pDChERERRFJjh8H1v5Jn1sKW3JVmzbBVMevtG/FJHAgMKERFRVPlnOZJJ5F/fcbi7fRxfX+yc4zOIwwYjqKSAsmrVKnzmM59BTU0NJkyYgHPPPRfbt28PjOnt7UVzczMOPPBAjBs3DosWLcLu3bsDY959910sXLgQVVVVmDBhAq655hrkYnygERER0YjpV3dSZHdOKu3rhfIm0NMTfDz8WRvhgtmSAsrGjRvR3NyM559/HuvXr0c2m8UZZ5yBrq4ud8xVV12FRx55BA8++CA2btyIXbt24bzzznMftywLCxcuRF9fH5577jnce++9WLNmDW644Ybhe1dERERjiWmoWZBCRa2m0yfFFMFeKN19znN83WOBWHSTFVIO/co++OADTJgwARs3bsQpp5yCtrY2HHzwwVi7di3OP/98AMCbb76J6dOnY/PmzTjhhBPw6KOP4otf/CJ27dqFhoYGAMCdd96Ja6+9Fh988AFSqdSAv7e9vR11dXVoa2tDbW3tUC+fiIgoOqQE+rLBwJDpAzq61DKNJYG2NqC7F8ja6OrpwbgFpwAAOjY+j3EVVUCuD+joBs5U9+PFFuCQiXBrWCpSQDrlBRQhgFRy1HbzlPL5vU81KG1tbQCA+vp6AMCWLVuQzWYxb948d8y0adNw6KGHYvPmzQCAzZs3Y+bMmW44AYD58+ejvb0d27Zty/t7MpkM2tvbAzciIqIxKbz913AOCCwygzJ36aWQUvY/7VhvP5bxq0MZckCxbRvLly/HSSedhKOPPhoA0NrailQqhfHjxwfGNjQ0oLW11R3jDyf6cf1YPqtWrUJdXZ17mzx58lAvm4iIKPp0e3ohgKRTKGsIr7MsQgcGvvUmujM9gAhtHc634ycmhhxQmpub8frrr+P+++8fzuvJa+XKlWhra3Nv77333oj/TiIiokgw8/cr6XdgIOCcVuz7OaL1JYMxpICybNkyrFu3Dk899RQOOeQQ9/7Gxkb09fVh7969gfG7d+9GY2OjOya8q0f/rMeEpdNp1NbWBm5ERERjVt7dNU76EHA/vQMHBtpOGPFnkq9cpOpaANUXJUZKCihSSixbtgwPPfQQnnzySRx22GGBx4877jgkk0ls2LDBvW/79u1499130dTUBABoamrC1q1bsWfPHnfM+vXrUVtbixkzZuzLeyEiIoovf+1Jwd01AoBZtB0K0hXAkc5W4zffALp7nF4oBc7miaiSzuJpbm7G2rVr8dvf/hY1NTVuzUhdXR0qKytRV1eHJUuWYMWKFaivr0dtbS2uuOIKNDU14YQTTgAAnHHGGZgxYwYuueQS3HzzzWhtbcX111+P5uZmpNPp4X+HREREcZFMeDMemhCAMADkAOEUwhZqX2I5hbS3/QxYcKq6T9et6M6y+jUjrqSAcscddwAATjvttMD999xzDy699FIAwK233grDMLBo0SJkMhnMnz8fP/3pT92xpmli3bp1uPzyy9HU1ITq6mosXrwY3/3ud/ftnRAREY1VpumECwEkBJDNM8afOfzFsQLO8o70lo6SiUg3aQNKDCiDaZlSUVGB1atXY/Xq1QXHTJkyBb/73e9K+dVEREQkDO8WPjXQPaUYoSUgoXqoCOdY5JgUzvIsHiIioihza1OEqiURMm8NipQyeLigls0BsAsHk4jOpDCgEBERRZllq0MDDeG1tM9TQzL3G1/1hRR/GJFqssUfUAZVkFteDChERERRE+gmK1WhayIBGAlnCUc9FmzWth3dmYwTYnzsAtuLkyVVeYw6BhQiIqIoCgcIy3Ja2XvhpV+zNgFVb+KfELnwfDVDooNKTLYaM6AQERFFkb82RErAynnf+wSatRlCfbL7e6H88Y9Abw8ghQo5EV3SCWNAISIiiopCtSGBHTpm4T4mhgDMhFrm+cnd3v2W5b1ODMIJwIBCREQULcVqQwxDBRDDAPId0WNJ79TjQC8U4S3xhE9LjigGFCIioqjT24wBAE432bz97vNvQVazJk6r+4QZ2a3FfgwoREREUWdZaiePIfoVygbHIf+hgdJWjwHe0lHEl3oYUIiIiKIoUI8CFSiEUEtAhqHa3/d7jvO1X/gQAGz1vJiIz5USERHt74RQ/VAggGS+IhQ4YSZ038UXRH7GJIwBhYiIKEr67eQJPZ5KBAtgfSTgLQFVVABHTVMPvPFHoKdnpK54RDCgEBERRU2xnTxW4UZrc//hUkhdgyIM4M57ggNs22vUFvFCWQYUIiKiqPPv4hHCK4RFgXb3As7pxT76x2yuf6FsBMMKAwoREVEcJJ3aE0A1YhMAjDzt7qGHif732VJtM9YFtxE+MJABhYiIKA4sW201dgnfpIovjNjOTYYOCdSBxJ9DInxgIAMKERFRVAknhGT6gJyzNCOcLcaGkb8pm4AzIyIA2wo+oMfHoA6FAYWIiCiKhFAhRAKA7c2ICENtNTZM9X2/5+lvQks2hvOaOrREvGEbAwoREVHU6OWYhKmWdXSGSDi9T8wiH9+20wo/PLty8QXq/lx4qSiaon+FRERE+6N89SH6EEAh1Cd4vm6yEl7x67hxwFFT1fdvvgFketWAaE6aBDCgEBERxYXlHPanw0uiQLt72/ba49/h64WS8xXO6jqUXOG+KuXEgEJERBRl/h4oOnQkTHXLUyQrIYNn+OQ7VNB/Zk9E61AYUIiIiCIvT4Ao0O5+7uVLIIsFDr0slG/2JUIYUIiIiKJooDN5hHB38QS6ye7Yju4u37k7gbDifB/RZR0/BhQiIqKo8hfKWr76ER1OhOqF0q+brAEni4SPNnYCT28mkss6fgwoREREUeWfRYH0WtTbUi3VOO3u1dDQko8Bp6Ns6D5APd9mQCEiIqKh0rUiFtTuHMtSfUwEvG3HhdhWsJmbaQZnTiK8k4cBhYiIKKp0N1nDUKcTS+nMikgVUkxDdZTNx4Iz1hc+/vZL3qxMxHfyMKAQERFFWSrpnb2jtxkDXsjI1+7e8N1XUeE1a9u2DejqAhKGmjWJ8E4eBhQiIqKo063p9Tk6pumEliLLO5oQwF1rgj8D+XcGRQgDChERUZQFthvDm0GpqnAODOz/FCnt/ndq+drjRxADChERUdS5hbJFgofP3G8u9Zq12YN7TtQwoBAREUVZeKsxpKofcQ8OVI/0a9bW26sesBHcUmwV2LmTzY3UOxgSBhQiIqKoS5j9d94AQCIJfWfeZm1A/yUgt/bECTt6Viabi9ROnjxnORMREVEkGYYTKJzUYQb7oPRr1gaoGRT//dJ2nu7MzCR8vVF0I7gI4AwKERFR1Lmt7eEs0djOEo8zs5Lv09xfeuKfGPnSF9WSTyLahwYyoBAREUWdEKp3iWGogCKhakgqUk6ztjwf5/7cUZEGjpqmvn/9daC7ezSuep8woBAREUWdEM7ZO845PFICOadmRHeZDZH+ehIB4Gdr+r9uBFvcawwoREREUScEkNTLOc4siq4hMUzk+zifu8y31VjKYLGs3skTbtYWoZ08DChERERxkEgAcIpidcO2REIt/TidZoNbjd/ythoDweJXw1cYK3yPRehMHgYUIiKiuPB3gdWzIL6zePptNdYGCh0RLJRlQCEiIooL3bTNsr1CWT37ob/k2yasT0HWLGcphzUoREREtE90ozbTUO3rrZxXW+Jv4pavjYlEsJBWL+VEaEknjAGFiIgoDoQAkgkVQAzhzYgYTn8UnTPy5Q3/IYPA4E5BLjMGFCIiorgwTVXgatteUNFt8PPx3+3foHPO2cHAEsGlnpICyqpVq/CZz3wGNTU1mDBhAs4991xs3749MOa0006DECJw+8Y3vhEY8+6772LhwoWoqqrChAkTcM011yCXi87WJiIiosjxHxooAeRs9Y1hBItnfaQ+JNCAauo21desracnkrt3tJICysaNG9Hc3Iznn38e69evRzabxRlnnIGurq7AuKVLl+L99993bzfffLP7mGVZWLhwIfr6+vDcc8/h3nvvxZo1a3DDDTcMzzsiIiIaq5IJp2usULt4spZq3BY6k0eb+62lkHrNRwjgZ/cGB+TbvRORXiglHRb42GOPBX5es2YNJkyYgC1btuCUU05x76+qqkJjY2Pe1/j973+PP/7xj3jiiSfQ0NCA2bNn43vf+x6uvfZafOc730EqlRrC2yAiItoPWHbwgD87dPAfpNsLpWXnW2jZqXqhVFdXOuN9sySZLFDjfB84TFBG4tDAfapBaWtrAwDU19cH7v/lL3+Jgw46CEcffTRWrlyJbl/P/82bN2PmzJloaGhw75s/fz7a29uxbdu2vL8nk8mgvb09cCMiItov6O6xQjit7UOzJbZTP+KcxyPMUC8Uif47ffTzbNurP4lYL5SSZlD8bNvG8uXLcdJJJ+Hoo4927//7v/97TJkyBZMmTcJrr72Ga6+9Ftu3b8dvfvMbAEBra2sgnABwf25tbc37u1atWoWbbrppqJdKREQUb8mEChO2HapFcdKHDh+FeqEIJ+D4g03gNaJnyAGlubkZr7/+Op599tnA/Zdddpn7/cyZMzFx4kScfvrpePvtt/HJT35ySL9r5cqVWLFihftze3s7Jk+ePLQLJyIiijOnrb37Nfy9jf6EL71o+gTknKUCUMQMaYln2bJlWLduHZ566ikccsghRcfOmTMHALBz504AQGNjI3bv3h0Yo38uVLeSTqdRW1sbuBEREe3XLBvIZr3txkLk74ECANLZ8WP50oubV6K3gwcoMaBIKbFs2TI89NBDePLJJ3HYYYcN+JyWlhYAwMSJEwEATU1N2Lp1K/bs2eOOWb9+PWprazFjxoxSLoeIiGj/IoTTCwUqYNhwCl+FOjiwYF2r0T+EFNiaHBUlzek0Nzdj7dq1+O1vf4uamhq3ZqSurg6VlZV4++23sXbtWpx11lk48MAD8dprr+Gqq67CKaecglmzZgEAzjjjDMyYMQOXXHIJbr75ZrS2tuL6669Hc3Mz0un08L9DIiKisSRhAokUkO1VJxlbtgopBtQtX881QwLSCC7/ZLOjc71DVNIMyh133IG2tjacdtppmDhxonv71a9+BQBIpVJ44okncMYZZ2DatGn43//7f2PRokV45JFH3NcwTRPr1q2DaZpoamrCl7/8ZXzlK1/Bd7/73eF9Z0RERPsLKbyW96FZFOkW0gLwT5qcc7Yquo0oIWUEF54G0N7ejrq6OrS1tbEehYiIxj4pgUyfaqJmCKCtE+juVQcA6lONu3uATAbos9HV04NxC1R/stlHHIVX7vt3CBjquZdeBLz5hnrd//seMK5aLQ+lkt4OIf39MCvl85tn8RAREcWJYXjdZG2oAljh3C/VjIhu1gZANWvr7lHPlQK459+815Iyf2FtBLrJMqAQERHFgZ7dEAJIJ1V7e0ivwZpvq7EQoWZtgFNMayOwBmT5gki4v0qZF1gYUIiIiOJCh5F8XV91x1lD/+gLIqZw7hdOsHHYoSASoX4oDChERERx5u9tkq9KFoAvteRv5BZBDChERERxkrP6n6tjSdXOXkrkLSrxj835thdHeBcPAwoREVHU5asPMU2oQllbLdsIoGArWRuAoZeFfGMkyl5rUggDChERURz460P0DIphqNkTSOfnRN6MIq2cd1Cg/3H9fS5fd7fyYkAhIiKKG8MAEkn1ve0s7xiG2smTpwRl7uVLIGWe5Rx3F0/5d+2EMaAQERHFkd5WbDuzH/qcHqdxbL9eKD09KoQYvgRzwfnO9uPoYUAhIiKKC12L4m9rL4Vq0KaDhtMepV8vFAk1LlUBTJuu7vvjNqC7e3TfwyAxoBAREcWJ7oGSTjk/O7t3DANuLYoj0AvFsgAINYNy3y+9+7N9I33FQ8KAQkREFEeBnT1QwSSRgHswYCESgJn0frYRyWUeBhQiIqK40btuDF2H4gsYRc/4G/4DAEcKAwoREVEchHuhAF7esGx1n2UXPoW4UIiRGJGTi/cVAwoREVFc5OuFIoQKJ7ZzqjHybzWWbkt8EQok0VveARhQiIiI4sV/qrGR8ApkdT8UM/9H+9xvLYWEVEW1fhE4uTgfBhQiIqK40Tt5dBhxm7D5+pyEe6HseAvdvb39J0wieh4PAwoREVEcCWfLsBBq9kTXn4S2GQd6oVi2uvnrUfqynEEhIiKiYWLZQDKpZlEMpxdKnoJX0a/eJHTi8ZcvALK5YBEuoO4rIwYUIiKiuAjv5PHXm/iWdtTBgXkqZS1b3V9VCUyfoe578w2gu0stG+U7NblMGFCIiIjiJJkoEiScehLTLPx8CcAwgfvuD96vX8+/U6iMGFCIiIjiSBfKBpZmnHN6kmbhnmw6zOSbfYkQBhQiIqK4EwgeFuiu8+QZB6gTkM3Q42WuOQljQCEiIoor/+yJbQMQ6nRjIG/9iLSlCjIyz+MR64fCgEJERBRXQqilGn+wMIyCrevnXrEUUsr+hwP2WSN4kUPDgEJERBRnhuHWxgJSLd34akoCzdp2voXujo7+Ica2IneiMQMKERFRHAkBWJZTbuKcxZNn6aZfszY4Y4rt9IkABhQiIqI48dedJExVc6IPDJQSsCTCRbIivORjR29JJ4wBhYiIKG50rxIhvAZrgG/2RBbfZpyzg2fwSAlY3MVDREREw0X3M/GfcgxROKDYEpChGZS/WxS5M3kYUIiIiMYKATWjYhoonFCgalWqq4Bp09XPb/wR6OxmQCEiIqIRVmCrsXtOYCIB/OL+/GMigAGFiIgo7vSyjj7RuMjsiduszbILh5gIYEAhIiKKMx0yDBHcZlzgfJ2531oKmc0B0s77eFQwoBAREcWdIfpvHRZFmrX1dKudPP4Mk8uOwoUOHgMKERFRXInQbh0JrycK4D6Wt1mbbQNmwvdcnsVDREREw8U0nWAhAEhff5P+HWV9P/SfcbGc50XkVGMGFCIiojjLWU43WcM5ydiZCQnPrvhJqCATmH2RQKbPN/siylpEy4BCREQUN+HwYDg/G76fJXyHCIbYtgo2RigG+Jd5kon+zxtFDChERERx5G93HwgavnN4BIJfA4xI1ZyEMaAQERHFnW537z9fxz/DEt0cUhADChERUZwZhjdDIqXT30T3Qsn/FJmvRkVKtewTEQwoREREcWcYUCcY+zrKChQscp3b/HUVUorVoJQZAwoREVEc6doTIbwlHCGArOU8JgLlKIFmbTveQndvd//XtDiDQkRERPsqmVCnFycS3ie6tFRPk0RCbT129GvWlm+mRBa4vwxKCih33HEHZs2ahdraWtTW1qKpqQmPPvqo+3hvby+am5tx4IEHYty4cVi0aBF2794deI13330XCxcuRFVVFSZMmIBrrrkGuVw0msIQERHFjru92FCzJ31ZoKsH6OwOFs0i1KxN2sGmbBEJJlpJAeWQQw7B97//fWzZsgUvv/wyPv/5z+Occ87Btm3bAABXXXUVHnnkETz44IPYuHEjdu3ahfPOO899vmVZWLhwIfr6+vDcc8/h3nvvxZo1a3DDDTcM77siIiLaHxiGmkVJp4HKCmc3jwAsCWRtICcL7+D5uA340lnez3r2xDRH4cIHJqTct8hUX1+Pf/7nf8b555+Pgw8+GGvXrsX5558PAHjzzTcxffp0bN68GSeccAIeffRRfPGLX8SuXbvQ0NAAALjzzjtx7bXX4oMPPkAqlRrU72xvb0ddXR3a2tpQW1u7L5dPREQUf7YNfNQGtHWq4NGXVbMpIV3d3Wg461Q8A+BY/wPTpwNPPAUceID62RBAMjnsl1nK5/eQa1Asy8L999+Prq4uNDU1YcuWLchms5g3b547Ztq0aTj00EOxefNmAMDmzZsxc+ZMN5wAwPz589He3u7OwuSTyWTQ3t4euBEREZHDMICDDgCmTARmHglMqFczKuFP+UwvOhEKJ9OmA+ufAg6qB1JJdRuBcFKqkvvYbt26FU1NTejt7cW4cePw0EMPYcaMGWhpaUEqlcL48eMD4xsaGtDa2goAaG1tDYQT/bh+rJBVq1bhpptuKvVSiYiI9i+JhLodMQXo6wN6e4EPPgJ2f6SWfHysw4+E+Z/rgE8cAlRVlvXcnXxKDihTp05FS0sL2tra8Otf/xqLFy/Gxo0bR+LaXCtXrsSKFSvcn9vb2zF58uQR/Z1ERESxlkqpW20t8InJQEcHqvbuRddDjwMAqs48RdWuRCyYaCUHlFQqhSOOOAIAcNxxx+Gll17Cj3/8Y1xwwQXo6+vD3r17A7Mou3fvRmNjIwCgsbERL774YuD19C4fPSafdDqNdDpd6qUSERERoApfx4+HGD8e1Z/4RLmvZlD2uQ+KbdvIZDI47rjjkEwmsWHDBvex7du3491330VTUxMAoKmpCVu3bsWePXvcMevXr0dtbS1mzJixr5dCREREY0RJMygrV67EggULcOihh6KjowNr167F008/jccffxx1dXVYsmQJVqxYgfr6etTW1uKKK65AU1MTTjjhBADAGWecgRkzZuCSSy7BzTffjNbWVlx//fVobm7mDAkRERG5Sgooe/bswVe+8hW8//77qKurw6xZs/D444/jC1/4AgDg1ltvhWEYWLRoETKZDObPn4+f/vSn7vNN08S6detw+eWXo6mpCdXV1Vi8eDG++93vDu+7IiIioljb5z4o5cA+KERERPEzKn1QiIiIiEYKAwoRERFFDgMKERERRQ4DChEREUUOAwoRERFFDgMKERERRQ4DChEREUUOAwoRERFFDgMKERERRU7JpxlHgW5+297eXuYrISIiosHSn9uDaWIfy4DS0dEBAJg8eXKZr4SIiIhK1dHRgbq6uqJjYnkWj23b2LVrF2pqaiCEKPflDKi9vR2TJ0/Ge++9N6bPDtof3uf+8B6B/eN97g/vEdg/3iffY3xIKdHR0YFJkybBMIpXmcRyBsUwDBxyyCHlvoyS1dbWxvp/WIO1P7zP/eE9AvvH+9wf3iOwf7xPvsd4GGjmRGORLBEREUUOAwoRERFFDgPKKEin07jxxhuRTqfLfSkjan94n/vDewT2j/e5P7xHYP94n3yPY1Msi2SJiIhobOMMChEREUUOAwoRERFFDgMKERERRQ4DChEREUUOA8ow2LRpE84++2xMmjQJQgg8/PDDAz7n6aefxqc//Wmk02kcccQRWLNmzYhf574o9T0+/fTTEEL0u7W2to7OBQ/BqlWr8JnPfAY1NTWYMGECzj33XGzfvn3A5z344IOYNm0aKioqMHPmTPzud78bhasduqG8zzVr1vT7W1ZUVIzSFZfujjvuwKxZs9ymVk1NTXj00UeLPiduf0eg9PcZt79jPt///vchhMDy5cuLjovj31MbzHscC3/LgTCgDIOuri4cc8wxWL169aDGv/POO1i4cCE+97nPoaWlBcuXL8fXv/51PP744yN8pUNX6nvUtm/fjvfff9+9TZgwYYSucN9t3LgRzc3NeP7557F+/Xpks1mcccYZ6OrqKvic5557DhdddBGWLFmCV199Feeeey7OPfdcvP7666N45aUZyvsEVAdL/9/yz3/+8yhdcekOOeQQfP/738eWLVvw8ssv4/Of/zzOOeccbNu2Le/4OP4dgdLfJxCvv2PYSy+9hLvuuguzZs0qOi6uf09g8O8RiPffclAkDSsA8qGHHio65tvf/rb81Kc+FbjvggsukPPnzx/BKxs+g3mPTz31lAQgP/7441G5ppGwZ88eCUBu3Lix4Ji/+7u/kwsXLgzcN2fOHPkP//API315w2Yw7/Oee+6RdXV1o3dRI+CAAw6Qd999d97HxsLfUSv2PuP8d+zo6JBHHnmkXL9+vTz11FPllVdeWXBsXP+epbzHOP8tB4szKGWwefNmzJs3L3Df/PnzsXnz5jJd0ciZPXs2Jk6ciC984Qv4wx/+UO7LKUlbWxsAoL6+vuCYsfC3HMz7BIDOzk5MmTIFkydPHvDf0qPEsizcf//96OrqQlNTU94xY+HvOJj3CcT379jc3IyFCxf2+zvlE9e/ZynvEYjv33KwYnlYYNy1traioaEhcF9DQwPa29vR09ODysrKMl3Z8Jk4cSLuvPNOHH/88chkMrj77rtx2mmn4YUXXsCnP/3pcl/egGzbxvLly3HSSSfh6KOPLjiu0N8yyrU2foN9n1OnTsXPf/5zzJo1C21tbbjllltw4oknYtu2bZE9uHPr1q1oampCb28vxo0bh4ceeggzZszIOzbOf8dS3mcc/44AcP/99+OVV17BSy+9NKjxcfx7lvoe4/q3LAUDCo2IqVOnYurUqe7PJ554It5++23ceuut+MUvflHGKxuc5uZmvP7663j22WfLfSkjarDvs6mpKfBv5SeeeCKmT5+Ou+66C9/73vdG+jKHZOrUqWhpaUFbWxt+/etfY/Hixdi4cWPBD++4KuV9xvHv+N577+HKK6/E+vXrx1wRqDaU9xjHv2WpGFDKoLGxEbt37w7ct3v3btTW1o6J2ZNCPvvZz8biA3/ZsmVYt24dNm3aNOC/iRT6WzY2No7kJQ6LUt5nWDKZxLHHHoudO3eO0NXtu1QqhSOOOAIAcNxxx+Gll17Cj3/8Y9x11139xsb571jK+wyLw99xy5Yt2LNnT2Dm1bIsbNq0CT/5yU+QyWRgmmbgOXH7ew7lPYbF4W9ZKtaglEFTUxM2bNgQuG/9+vVF143HgpaWFkycOLHcl1GQlBLLli3DQw89hCeffBKHHXbYgM+J499yKO8zzLIsbN26NdJ/zzDbtpHJZPI+Fse/YyHF3mdYHP6Op59+OrZu3YqWlhb3dvzxx+Piiy9GS0tL3g/uuP09h/Iew+LwtyxZuat0x4KOjg756quvyldffVUCkD/84Q/lq6++Kv/85z9LKaW87rrr5CWXXOKO/9Of/iSrqqrkNddcI9944w25evVqaZqmfOyxx8r1FgZU6nu89dZb5cMPPyx37Nght27dKq+88kppGIZ84oknyvUWBnT55ZfLuro6+fTTT8v333/fvXV3d7tjLrnkEnnddde5P//hD3+QiURC3nLLLfKNN96QN954o0wmk3Lr1q3leAuDMpT3edNNN8nHH39cvv3223LLli3ywgsvlBUVFXLbtm3leAsDuu666+TGjRvlO++8I1977TV53XXXSSGE/P3vfy+lHBt/RylLf59x+zsWEt7hMlb+nn4Dvcex8rcshgFlGOgtteHb4sWLpZRSLl68WJ566qn9njN79myZSqXk4YcfLu+5555Rv+5SlPoef/CDH8hPfvKTsqKiQtbX18vTTjtNPvnkk+W5+EHK9/4ABP42p556qvuetQceeEAeddRRMpVKyU996lPyv/7rv0b3wks0lPe5fPlyeeihh8pUKiUbGhrkWWedJV955ZXRv/hB+trXvianTJkiU6mUPPjgg+Xpp5/ufmhLOTb+jlKW/j7j9ncsJPzhPVb+nn4Dvcex8rcsRkgp5ejN1xARERENjDUoREREFDkMKERERBQ5DChEREQUOQwoREREFDkMKERERBQ5DChEREQUOQwoREREFDkMKERERBQ5DChEREQUOQwoREREFDkMKERERBQ5DChEREQUOf8/Ztsqn7CjwMMAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(100, 301)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Generate perturbed models single\n", - "i = 10\n", - "vs_orig = vs_interp_rm_sandwich[i]\n", - "# Find Moho\n", - "moho_idx = moho_idxs[i]\n", - "plt.figure()\n", - "plt.step(vs_orig,depth_interp,c='k')\n", - "plt.scatter(vs_orig[moho_idx],depth_interp[moho_idx],c='r',marker='x')\n", - "plt.axhline(y=depth_interp[moho_idx],color='r',linestyle='--')\n", - "\n", - "vs_perts = []\n", - "perturb_num = 100\n", - "random_seeds = np.random.randint(0,1000000,perturb_num)\n", - "for i in range(perturb_num):\n", - " # Generate perturbed profile\n", - " vs_pert, controle_node_t, controle_node_vs = augment_crust_moho_mantle(vs_orig, \n", - " depth_interp, \n", - " moho_idx, \n", - " vs_perturb_range=[-0.2,0.2],\n", - " crust_nodes_range=[3,8],\n", - " mantle_nodes_range=[8,12],\n", - " moho_shift_range=5,\n", - " gaussian_smooth_sigma=2,\n", - " return_nodes=True,\n", - " random_seed=random_seeds[i])\n", - " # plot the perturbed profile\n", - " plt.step(vs_pert,depth_interp,c='pink' if i !=0 else 'r',alpha=0.1 if i !=0 else 1, zorder=1 if i !=0 else 2)\n", - " # plt.scatter(controle_node_vs,controle_node_t,c='b',alpha=0.2)\n", - " vs_perts.append(vs_pert)\n", - "vs_perts = np.array(vs_perts)\n", - "plt.gca().invert_yaxis()\n", - "plt.show()\n", - "np.unique(vs_perts,axis=0).shape" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((3677, 301), (3677,))" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs_interp_rm_sandwich.shape,moho_idxs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "43857cd81c4948d2959196f9a50eb3a7", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/3677 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs_interp_rm_sandwich))\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='k',label='original', linewidth=2)\n", - "\n", - " for k in range(perturb_num):\n", - " axs[i,j].step(aug_vs_list[k,sta_idx,:],depth_interp,c='r',label='perturbed' if k == 0 else None, linewidth=1)\n", - "\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 5: Dispersion Curve Inversion" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1853c1af99d24c82b65510527f2e1b18", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/22062 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 10\n", - "ncols = 10\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "\n", - "for i in range(nrows):\n", - " for j in range(ncols//2):\n", - "\n", - " sta_idx = np.random.randint(0,vs_interp_rm_sandwich.shape[0])\n", - " \n", - " # velocity profile\n", - " for k in range(perturb_num+1):\n", - " axs[i,j*2].step(vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", - " vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " linewidth=1 if k == 0 else 0.5,color='k' if k == 0 else 'r')\n", - " axs[i,j*2].set_xticks([])\n", - " axs[i,j*2].set_yticks([])\n", - " axs[i,j*2].invert_yaxis()\n", - "\n", - " # dispersion curve\n", - " for k in range(perturb_num+1):\n", - " axs[i,j*2+1].plot(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,1],\n", - " linewidth=1 if k==0 else 0.5,c='r' if k==0 else \"pink\", zorder=2 if k==0 else 1)\n", - " axs[i,j*2+1].plot(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", - " linewidth=1 if k==0 else 0.5,c='b' if k==0 else \"lightblue\", zorder=2 if k==0 else 1)\n", - " axs[i,j*2+1].set_xticks([])\n", - " axs[i,j*2+1].set_yticks([])\n", - "plt.subplots_adjust(wspace=0.05,hspace=0.05)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((22061, 301, 4), (22061, 300, 3))" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "phase_mask = np.sum(disp_data[:,:,1] == 0,axis=1)==0\n", - "group_mask = np.sum(disp_data[:,:,2] == 0,axis=1)==0\n", - "mask = phase_mask*group_mask\n", - "\n", - "\n", - "# loc = np.hstack((LON.reshape(-1,1),LAT.reshape(-1,1)))[mask,:]\n", - "vel_models = vel_models[mask,:,:]\n", - "disp_data = disp_data[mask,:,:]\n", - "\n", - "vel_models.shape,disp_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "save_base_path = \"../../../Datasets/OpenSWI-deep/1s-100s-Aug\"\n", - "# Save processed data as compressed npz files\n", - "# np.savez_compressed(os.path.join(save_base_path, \"US-upper-mantle_loc.npz\"),\n", - "# data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"US-upper-mantle_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"US-upper-mantle_disp.npz\"),\n", - " data=disp_data.astype(np.float32))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "ADinversion", - "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": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}