diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/08_CSEM_Japan.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/08_CSEM_Japan.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/08_CSEM_Japan.ipynb" +++ /dev/null @@ -1,1016 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CSEM_Japan\n", - "Details of the dataset:\n", - "- Name: \tCSEM_Japan\n", - "- Title: \tJapanese Islands 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", - "- Saule Simute\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", - "- Simute, S., Steptoe, H., Gokhberg, A., Fichtner, A., 2016. Full-waveform inversion of the Japanese islands region. Journal of Geophysical Research 121, 3722-3741.\n", - "\n", - "DOI:\tdoi:10.17611/DP/18027106\n", - "\n", - "Depth Coverage:\t0.0 - 600.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 20.0 to 50.0 Longitude: 120.0 to 150.0\n", - "\n", - "Model Description\t\n", - " - CSEM_Japan (V. 2019.12.01) is the Japanese Islands 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 Simute et al. (2016).\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/18027106)\n", - "\n", - "EMC Page\t\n", - "- [ds.iris.edu/ds/products/emc-csem_japan/](http://ds.iris.edu/ds/products/emc-csem_japan)\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: 61, latitude: 121, longitude: 121)\n", - "Coordinates:\n", - " * depth (depth) float32 0.0 10.0 20.0 30.0 ... 570.0 580.0 590.0 600.0\n", - " * latitude (latitude) float32 20.0 20.25 20.5 20.75 ... 49.5 49.75 50.0\n", - " * longitude (longitude) float32 120.0 120.2 120.5 120.8 ... 149.5 149.8 150.0\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_japan\n", - " reference: Fichtner et al., GRL (2018); Simute et al....\n", - " references: https://cos.ethz.ch/research/CSEM.html\n", - " summary: CSEM extraction of the Japanese Islands re...\n", - " keywords: Collaborative Seismic Earth Model, multi-s...\n", - " ... ...\n", - " geospatial_lon_units: degrees\n", - " geospatial_lon_resolution: 0.25\n", - " geospatial_vertical_min: 0.0\n", - " geospatial_vertical_max: 600.0\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-japan-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": [ - "(121,) (121,) (61,) (61, 121, 121) (61, 121, 121)\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", - "LON,LAT = np.meshgrid(longitude,latitude)\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": [ - "(61, 121, 121)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(14641, 61)" - ] - }, - "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": [ - "(14641, 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", - "\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": "fa5da3ca9a0946619f405a53ed73dc07", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14641 [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": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9345f611029b4135a2d6e40c2da8affa", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14641 [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": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(100, 301)" - ] - }, - "execution_count": 20, - "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=[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": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((14641, 301), (14641,))" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs_interp_rm_sandwich.shape,moho_idxs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6b9b2ac7aa2f43068ff231e5be4a8f98", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14641 [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": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8009628948fe4e5db30fba31dc689e8e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/87846 [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": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((87846, 301, 4), (87846, 300, 3))" - ] - }, - "execution_count": 27, - "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_Japan_loc.npz\"),\n", - "# data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Japan_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Japan_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 -}