diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/09_CSEM_lberia.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/09_CSEM_lberia.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/09_CSEM_lberia.ipynb" +++ /dev/null @@ -1,970 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CSEM_lberia\n", - "Details of the dataset:\n", - "- Name: \tCSEM_Iberia\n", - "- Title: \tIberiaan (Western Mediterranean) 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", - "- Antonio Villasenor\n", - " - CSIC\n", - " - Barcelona, Spain\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., 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., Villasenor, A., 2015. Crust and upper mantle of the western Mediterranean - Constraints from full-waveform inversion. Earth and Planetary Science Letters 428, 52-62.\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", - "\n", - "DOI:\tdoi:10.17611/DP/18027098\n", - "\n", - "Depth Coverage:\t0.0 - 400.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 32.0 to 48.2 Longitude: -12.0 to 10.0\n", - "\n", - "Model Description\t\n", - " - CSEM_Iberia (V. 2019.12.01) is the Iberian (Western Mediterranean) 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. (2006,2009). 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) and Fichtner & Villasenor (2015).\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\t\n", - "- [cos.ethz.ch/research/CSEM.html](https://ds.iris.edu/spud/earthmodel/18027098)\n", - "\n", - "EMC Page\t\n", - "- [ds.iris.edu/ds/products/emc-csem_iberia/](http://ds.iris.edu/ds/products/emc-csem_iberia)\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: 81, latitude: 82, longitude: 111)\n", - "Coordinates:\n", - " * depth (depth) float32 0.0 5.0 10.0 15.0 ... 385.0 390.0 395.0 400.0\n", - " * latitude (latitude) float32 32.0 32.2 32.4 32.6 ... 47.6 47.8 48.0 48.2\n", - " * longitude (longitude) float32 -12.0 -11.8 -11.6 -11.4 ... 9.4 9.6 9.8 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_iberia\n", - " reference: Fichtner et al., GRL (2018); Fichtner and ...\n", - " references: https://cos.ethz.ch/research/CSEM.html\n", - " summary: CSEM extraction of the Iberian Peninsula a...\n", - " keywords: Collaborative Seismic Earth Model, multi-s...\n", - " ... ...\n", - " geospatial_lon_units: degrees\n", - " geospatial_lon_resolution: 0.2\n", - " geospatial_vertical_min: 0.0\n", - " geospatial_vertical_max: 400.0\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-iberia-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": [ - "(82,) (111,) (81,) (81, 82, 111) (81, 82, 111)\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": [ - "(81, 82, 111)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(9102, 81)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs.reshape(vs.shape[0],-1).T\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(9102, 301)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interp to 1 km thickness\n", - "# -------------------------------------------------------\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": 9, - "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": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "44abb0b742c342c2aa05d7bfa18ea5a6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/9102 [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": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "dcfe35e2be2b403ebebc01b0d168f3c5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/9102 [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": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(100, 301)" - ] - }, - "execution_count": 29, - "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=[-0.2,0.2],\n", - " crust_nodes_range=[3,8],\n", - " mantle_nodes_range=[10,15],\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": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((9102, 301), (9102,))" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs_interp_rm_sandwich.shape,moho_idxs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "66c2b3aaacb84b379e0f1e928004f4ea", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/9102 [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": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7f7ebd644cb44ccebfe430d5c8e18135", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/54612 [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": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((54612, 301, 4), (54612, 300, 3))" - ] - }, - "execution_count": 36, - "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_lberia_loc.npz\"),\n", - "# data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_lberia_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_lberia_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 -}