diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/07_CSEM_North_Atlantic.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/07_CSEM_North_Atlantic.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/07_CSEM_North_Atlantic.ipynb" +++ /dev/null @@ -1,953 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CSEM_North_Atlantic\n", - "Details of the dataset:\n", - "- Name: \tCSEM_North_Atlantic\n", - "- Title: \tNorth Atlanticn part of the Collaborative Seismic Earth Model (version 2019.12.01)\n", - "- Type:\t3-D Tomography Earth Model\n", - "- Sub Type: \tSH velocity, SV velocity\n", - "- Year\t2019\n", - "\n", - "Author(s):\t\n", - "- Andreas Fichtner\n", - " - ETH Zurich\n", - " - Zurich, Switzerland\n", - "- Florian Rickers\n", - " - Utrecht University\n", - " - Utrecht, The Netherlands\n", - "- Lion Krischer\n", - " - ETH Zurich\n", - " - Zurich, Switzerland\n", - "\n", - "Reference(s):\t\n", - "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", - "- Fichtner, A., Bunge, H.-P., Igel, H., 2006. The adjoint method in seismology - I. Theory. Physics of the Earth and Planetary Interiors 157, 86-104.\n", - "- Fichtner, A., van Herwaarden, D.-P., Afanasiev, M., Simute, S., Krischer, L., Cubuk-Sabuncu, Y., Taymaz, T., Colli, L., Saygin, E., Villasenor, A., Trampert, J., Cupillard, P., Bunge, H.-P., Igel, H., 2018. The Collaborative Seismic Earth Model: Generation I. Geophysical Research Letters 45, doi: 10.1029/2018GL077338.\n", - "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", - "- Krischer, L., Igel, H., Fichtner, A., 2018. Automated large-scale full seismic waveform inversion for North America and the North Atlantic. Journal of Geophysical Research 123, doi: 10.1029/2017JB015289.\n", - "- Rickers, F., Fichtner, A., Trampert, J., 2013. The Iceland - Jan Mayen plume system and its impact on mantle dynamics in the North Atlantic region: Evidence from full-waveform inversion. Earth and Planetary Science Letters 367, 39-51.\n", - "\n", - "DOI:\tdoi:10.17611/DP/18027471\n", - "\n", - "Depth Coverage:\t0.0 - 500.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 20.0 to 75.0 Longitude: -55.0 to 10.0\n", - "\n", - "Model Description\t\n", - " - CSEM_North_Atlantic (V. 2019.12.01) is the North Atlantic part of the Collaborative Seismic Earth Model (CSEM, Fichtner et al., 2018). It has been constructed using multi-scale full seismic waveform inversion, combining spectral-element waveform modelling and adjoint techniques, as described in Fichtner et al. (2006,2013). This submodel has been extracted from the variable-parameterisation CSEM onto a regular grid, readable by EMC tools. While having regional contributions from various sub-inversions, the structure in this model is dominated by the full-waveforms inversion described in Fichtner et al. (2013), Rickers et al. (2013), and Krischer et al. (2018).\n", - "\n", - "Data Set Description\t\n", - " - Since the datasets included in the CSEM are too heterogeneous for a brief description, please see Fichtner et al. (2018) for details.\n", - "\n", - "Web Page\n", - "- [cos.ethz.ch/research/CSEM.html](https://ds.iris.edu/spud/earthmodel/18027471)\n", - "\n", - "EMC Page\n", - "- [ds.iris.edu/ds/products/emc-csem_north_atlantic/](http://ds.iris.edu/ds/products/emc-csem_north_atlantic)\n" - ] - }, - { - "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: (depth: 51, latitude: 111, longitude: 131)\n", - "Coordinates:\n", - " * depth (depth) float32 0.0 10.0 20.0 30.0 ... 470.0 480.0 490.0 500.0\n", - " * latitude (latitude) float32 20.0 20.5 21.0 21.5 ... 73.5 74.0 74.5 75.0\n", - " * longitude (longitude) float32 -55.0 -54.5 -54.0 -53.5 ... 8.5 9.0 9.5 10.0\n", - "Data variables:\n", - " vsv (depth, latitude, longitude) float32 ...\n", - " vsh (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/27)\n", - " title: Collaborative Seismic Earth Model (CSEM) -...\n", - " id: csem_north_atlantic\n", - " reference: Fichtner et al., GRL (2018); Rickers et al...\n", - " references: https://cos.ethz.ch/research/CSEM.html\n", - " summary: CSEM extraction of the Alpine region\n", - " keywords: Collaborative Seismic Earth Model, multi-s...\n", - " ... ...\n", - " geospatial_lon_units: degrees\n", - " geospatial_lon_resolution: 0.5\n", - " geospatial_vertical_min: 0.0\n", - " geospatial_vertical_max: 500.0\n", - " geospatial_vertical_units: km\n", - " geospatial_vertical_positive: down)\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/csem-north-atlantic-2019.12.01.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": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(111,) (131,) (51,) (51, 111, 131) (51, 111, 131)\n" - ] - } - ], - "source": [ - "latitude = np.array(data['latitude'].values)\n", - "longitude = np.array(data['longitude'].values)\n", - "depth = np.array(data['depth'].values)\n", - "vsv = np.array(data['vsv'].values)\n", - "vsh = np.array(data['vsh'].values)\n", - "\n", - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "\n", - "# print the shape of the dataset\n", - "print(latitude.shape,longitude.shape,depth.shape,vsv.shape,vsh.shape)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# average the vsv and vsh\n", - "vs = np.sqrt(vsv*vsh)\n", - "\n", - "# plot the vs\n", - "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", - "axs[0].pcolormesh(LON,LAT,vsv[4,:,:],cmap='seismic')\n", - "axs[0].set_title('vs')\n", - "axs[0].set_xlabel('longitude')\n", - "axs[0].set_ylabel('latitude')\n", - "axs[1].pcolormesh(LON,LAT,vsh[4,:,:],cmap='seismic')\n", - "axs[1].set_title('vsh')\n", - "axs[1].set_xlabel('longitude')\n", - "axs[1].set_ylabel('latitude')\n", - "axs[2].pcolormesh(LON,LAT,vs[4,:,:],cmap='seismic')\n", - "axs[2].set_title('vs')\n", - "axs[2].set_xlabel('longitude')\n", - "axs[2].set_ylabel('latitude')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# single station comparsion\n", - "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", - "axs[0].step(vsv[:,0,0],depth)\n", - "axs[0].set_title('vsv')\n", - "axs[0].set_xlabel('vsv')\n", - "axs[0].invert_yaxis()\n", - "axs[1].step(vsh[:,0,0],depth)\n", - "axs[1].set_title('vsh')\n", - "axs[1].set_xlabel('vsh')\n", - "axs[1].invert_yaxis()\n", - "axs[2].step(vs[:,0,0],depth)\n", - "axs[2].set_title('vs')\n", - "axs[2].set_xlabel('vs')\n", - "axs[2].invert_yaxis()\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": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(14541, 51)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs.reshape(vs.shape[0],-1).T\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(14541, 301)" - ] - }, - "execution_count": 7, - "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": 8, - "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": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b233add484b649378c134fa16d0ca395", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14541 [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": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bcfad06ec4c1464282d01da977a1147a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14541 [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": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(100, 301)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Generate perturbed models single\n", - "i = 200\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=[-0.1,0.2],\n", - " crust_nodes_range=[3,8],\n", - " mantle_nodes_range=[8,12],\n", - " moho_shift_range=5,\n", - " gaussian_smooth_sigma=1.5,\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": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((14541, 301), (14541,))" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs_interp_rm_sandwich.shape,moho_idxs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2c2342ecdb694359898a394ff43b5265", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14541 [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": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1e28910bd41045199d5fa3a7d166dd3d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/87246 [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": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((87246, 301, 4), (87246, 300, 3))" - ] - }, - "execution_count": 20, - "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, \"CSEM_North_Atlantic_loc.npz\"),\n", - "# data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_North_Atlantic_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_North_Atlantic_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 -}