diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/05_EUCrust.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/05_EUCrust.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/05_EUCrust.ipynb" +++ /dev/null @@ -1,987 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## LSP_EUcrust1.0\n", - "Details of the dataset:\n", - "- Name: \tLSP_Eucrust1.0\n", - "- Title: \t3D shear-wave velocity model for the European crust and uppermost mantle from ambient noise tomography\n", - "- Type:\t3-D Tomography Earth Model\n", - "- Sub Type: \tShear-wave velocity (km/s)\n", - "- Year\t2018\n", - "\n", - "Author(s):\t\n", - "- Yang Lu Institut des Sciences de la Terre (ISTerre), CNRS, Univ. Grenoble Alpes, 1381 Rue de la Piscine, Grenoble, FR\n", - "- Laurent Stehly Institut des Sciences de la Terre (ISTerre) , CNRS, Univ. Grenoble Alpes, 1381 Rue de la Piscine, Grenoble, FR\n", - "- Anne Paul Institut des Sciences de la Terre (ISTerre), CNRS, Univ. Grenoble Alpes, 1381 Rue de la Piscine, Grenoble, FR\n", - "- AlpArray Working Group http://www.alparray.ethz.ch\n", - "\n", - "Reference(s):\t\n", - "- Yang Lu, Laurent Stehly, Anne Paul, AlpArray Working Group, High-resolution surface wave tomography of the European crust and uppermost mantle from ambient seismic noise, Geophysical Journal International, Volume 214, Issue 2, August 2018, Pages 1136–1150, https://doi.org/10.1093/gji/ggy188\n", - "\n", - "DOI:\tdoi:10.17611/DP/18250337\n", - "\n", - "Depth Coverage:\t0.5 - 79.5 km\n", - "\n", - "Areal Coverage:\tLatitude: 34.125 to 65.925 Longitude: -9.975 to 29.925\n", - "\n", - "Model Description\n", - "- LSP_Eucrust1.0 is a new high-resolution model for the European crust and uppermost mantle. It contains an isotropic shear-wave velocity model and a probabilistic model (the probability of having an interface at certain depth).\n", - "\n", - "Data Set Description\n", - "- The raw data contains up to 4 yr (July 2012–June 2016) of continuous seismic noise recorded by 1293 broad-band stations across Europe (10°W–35°E, 30°N–70°N; see Section 7 of Lu et al. 2018 for more details). The data were obtained through the EIDA (European Integrated Data Archive) data query interface.\n", - "\n", - "Web Page\n", - "- [Model Homepage](https://sites.google.com/view/seismology-yanglu)\n", - "\n", - "EMC Page\n", - "- [ds.iris.edu/ds/products/emc-lsp_eucrust10/](https://ds.iris.edu/ds/products/emc-lsp_eucrust10/)" - ] - }, - { - "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: 213, longitude: 267, depth: 80)\n", - "Coordinates:\n", - " * latitude (latitude) float32 34.12 34.28 34.42 ... 65.78 65.93\n", - " * longitude (longitude) float32 -9.975 -9.825 ... 29.77 29.92\n", - " * depth (depth) float32 0.5 1.5 2.5 3.5 ... 77.5 78.5 79.5\n", - "Data variables:\n", - " vs (depth, latitude, longitude) float32 ...\n", - " probability_interface (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/32)\n", - " title: A 3D shear wave velocity model for the Eur...\n", - " id: LSP_Eucrust1.0\n", - " summary: LSP_Eucrust1.0 is a new high-resolution mo...\n", - " keywords: seismic, ambient noise tomography, shear w...\n", - " acknowledgment: Model was provided by Yang Lu, Laurent Ste...\n", - " Conventions: CF-1.0\n", - " ... ...\n", - " author_institution: ISTerre, CNRS, Université Grenoble Alpes, FR\n", - " author_url: https://sites.google.com/view/seismology-y...\n", - " repository_name: EMC\n", - " repository_institution: IRIS DMC\n", - " repository_pid: doi:10.17611/dp/emc.2020.lspeucrust.1\n", - " history: 2020-06-17 20:21:59 UTC Converted to netCD...)\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/LSP-Eucrust1.0.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": [ - { - "data": { - "text/plain": [ - "((213,), (267,), (80,), (80, 213, 267))" - ] - }, - "execution_count": 2, - "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", - "\n", - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "\n", - "latitude.shape,longitude.shape,depth.shape,vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "depth_idxs = [10,30,50,70]\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": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(80, 43527)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# remove the nan values\n", - "# -------------------------------------------------------\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", - "vs_valid_1d.shape\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(43527, 1)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lon_solid = LON.reshape(-1,1)[vs_valid_mask,:]\n", - "lat_solid = LAT.reshape(-1,1)[vs_valid_mask,:]\n", - "lon_solid.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "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": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "79.5" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs_valid_1d.T\n", - "depth.max()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(43527, 301)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interp to 1 km thickness\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", - " min_depth_idx = np.argmin(np.abs(depth_interp-depth.min()))\n", - " if depth[min_depth_idx] == depth.min():\n", - " min_depth_idx += 1\n", - " max_depth_idx = np.argmin(np.abs(depth_interp-depth.max()))\n", - " depth_interp_temp = depth_interp[min_depth_idx:max_depth_idx]\n", - " f = interp1d(depth.reshape(-1),vs_temp,kind='nearest')\n", - " vs_temp = f(depth_interp_temp)\n", - " vs_interp[i,min_depth_idx:max_depth_idx] = vs_temp\n", - " vs_interp[i,:min_depth_idx] = vs_interp[i,min_depth_idx]\n", - " vs_interp[i,max_depth_idx:] = vs_interp[i,max_depth_idx-1]\n", - "\n", - "vs_interp.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "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": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bfa21e2b248b4b08a9b4d557b1081a6c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/43527 [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": "b790207ef0ef40a2b8f16966cff15cd2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/43527 [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": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(100, 301)" - ] - }, - "execution_count": 31, - "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=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": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((43527, 301), (43527,))" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs_interp_rm_sandwich.shape,moho_idxs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "69a07bf503f04337b6ab557d29fcd8ec", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/43527 [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": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "eabe53b74a194baca1b61de3668c5b5d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/261162 [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": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((261155, 301, 4), (261155, 300, 3))" - ] - }, - "execution_count": 38, - "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, \"EUCrust_loc.npz\"),\n", - "# data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"EUCrust_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"EUCrust_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 -}