{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Aseismic slip rate inversion\n",
    "\n",
    "In this notebook, we show some examples on how to compute the aseismic slip distribution along a creeping fault. This is a simple example using homogeneous elastic half space and no refined elastic structures. The InSAR data have already been downsampled and the GNSS data are already curated. More advanced things can be done, including stratified Green's function computation, building the input files for external solvers, etc.\n",
    "\n",
    "This example is a simpler version of what has been done to derive the slip distribution from Jolivet et al 2023 JGR. \n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#------------------------------------------------------------------\n",
    "#------------------------------------------------------------------\n",
    "# \n",
    "#         Inverse for creep on the North Anatolian Fault\n",
    "#\n",
    "#------------------------------------------------------------------\n",
    "#------------------------------------------------------------------\n",
    "\n",
    "# Faults and Pressure source\n",
    "import csi.TriangularPatches as triangleflt\n",
    "import csi.fault3D as rectflt\n",
    "import csi.Mogi as mogi\n",
    "\n",
    "# Data\n",
    "import csi.insar as insar\n",
    "import csi.gps as gps\n",
    "\n",
    "# Tools\n",
    "import csi.geodeticplot as geoplt\n",
    "import csi.multifaultsolve as multiflt\n",
    "import csi.transformation as transform\n",
    "\n",
    "# Colors\n",
    "import cmcrameri.cm as cm\n",
    "\n",
    "# Imports \n",
    "import numpy as np\n",
    "import os, pickle, copy, h5py\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.interpolate as sciint\n",
    "\n",
    "# F*** off warnings\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\") \n",
    "\n",
    "# Some styling changes\n",
    "from pylab import rcParams\n",
    "rcParams['axes.labelweight'] = 'bold'\n",
    "rcParams['axes.labelsize'] = 'x-large'\n",
    "rcParams['axes.titlesize'] = 'xx-large'\n",
    "rcParams['axes.titleweight'] = 'bold'\n",
    "\n",
    "# Reference\n",
    "lon0=33.0\n",
    "lat0=40.8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building the faults\n",
    "\n",
    "In this section, we first build the fault objects using ready made geometries. There will be other notebooks to teach you how to do that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Initializing fault Short North Anatolian Fault Final\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Initializing fault Deep NAF\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Initializing fault East NAF\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Initializing fault West NAF\n"
     ]
    }
   ],
   "source": [
    "# Create the main NAF fault and its patches\n",
    "# Its patches are read from a file and the slip is initialized\n",
    "naf = triangleflt('Short North Anatolian Fault Final', lon0=lon0, lat0=lat0)\n",
    "naf.file2trace(os.path.join(os.getcwd(), 'DataAndModels/NAF.xy'), header=0)\n",
    "naf.readPatchesFromFile(os.path.join(os.getcwd(), 'DataAndModels/Inversion/NAF.patches'), \n",
    "                        readpatchindex=False, donotreadslip=True)\n",
    "naf.initializeslip(values='depth')\n",
    "\n",
    "# For later plotting\n",
    "naf.color='k'\n",
    "naf.linewidth=3\n",
    "\n",
    "# The deep portion of the fault is a rectangular fault object\n",
    "deep = rectflt('Deep NAF', lon0=lon0, lat0=lat0)\n",
    "deep.readPatchesFromFile(os.path.join(os.getcwd(), 'DataAndModels/Inversion/deepNAF.patches'),\n",
    "                         readpatchindex=False, donotreadslip=True)\n",
    "deep.computeEquivRectangle()\n",
    "deep.initializeslip()\n",
    "deep.setTrace(delta_depth=16., sort='x')\n",
    "\n",
    "# The eastern portion of the fault is a rectangular fault object\n",
    "east = rectflt('East NAF', lon0=lon0, lat0=lat0)\n",
    "east.readPatchesFromFile(os.path.join(os.getcwd(),'DataAndModels/Inversion/eastNAF.patches'), \n",
    "                         readpatchindex=False, donotreadslip=True)\n",
    "east.computeEquivRectangle()\n",
    "east.initializeslip()\n",
    "\n",
    "# The wesetrn portion of the fault is a rectangular fault object\n",
    "west = rectflt('West NAF', lon0=lon0, lat0=lat0)\n",
    "west.readPatchesFromFile(os.path.join(os.getcwd(),'DataAndModels/Inversion/westNAF.patches'),\n",
    "                         readpatchindex=False, donotreadslip=True)\n",
    "west.computeEquivRectangle()\n",
    "west.initializeslip()\n",
    "\n",
    "# All faults are stored in a single list\n",
    "faults = [naf, deep, east, west]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mogi source"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Initializing pressure source Ismetpasa basin\n"
     ]
    }
   ],
   "source": [
    "# We create a Mogi source to account for the small subsidence in the Ismetpasa basin\n",
    "basin = mogi('Ismetpasa basin', lon0=lon0, lat0=lat0)\n",
    "basin.createShape(32.64, 40.88, 3000., 6000.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## InSAR velocity maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Initialize InSAR data set track 87\n",
      "Read from file /Users/romainjolivet/MYBIN/csi/notebooks/DataAndModels/Inversion/Rate_map_T87 into data set track 87\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Initialize InSAR data set track 65\n",
      "Read from file /Users/romainjolivet/MYBIN/csi/notebooks/DataAndModels/Inversion/Rate_map_T65 into data set track 65\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Initialize InSAR data set track 167\n",
      "Read from file /Users/romainjolivet/MYBIN/csi/notebooks/DataAndModels/Inversion/Rate_map_T167 into data set track 167\n"
     ]
    }
   ],
   "source": [
    "# Here we read the downsampled InSAR data. The use of dictionnary is my own choice and you can do otherwise.\n",
    "# The data have already been downsampled and the covariances have been computed ahead as well. To see how that works, check the notebook tutoInSAR.ipynb\n",
    "\n",
    "# SAR interferometry Data\n",
    "insarFiles = {'track 87': os.path.join(os.getcwd(), 'DataAndModels/Inversion/Rate_map_T87'),\n",
    "              'track 65': os.path.join(os.getcwd(), 'DataAndModels/Inversion/Rate_map_T65'), \n",
    "              'track 167': os.path.join(os.getcwd(), 'DataAndModels/Inversion/Rate_map_T167')}\n",
    "covFiles = {'track 87': os.path.join(os.getcwd(), 'DataAndModels/Inversion/Covariance_Sentinel-1_D87'),\n",
    "            'track 65': os.path.join(os.getcwd(), 'DataAndModels/Inversion/Covariance_Sentinel-1_65'), \n",
    "            'track 167': os.path.join(os.getcwd(), 'DataAndModels/Inversion/Covariance_Sentinel-1_167')}\n",
    "\n",
    "# Covariances\n",
    "Covariances = {'track 87': {'sigma': [float(line.split()[-1]) for line in open(covFiles['track 87']+'.cov', 'r').readlines() if line.split()[1]=='Sigma'][0], \n",
    "                            'lambda': [float(line.split()[-1]) for line in open(covFiles['track 87']+'.cov', 'r').readlines() if line.split()[1]=='Lambda'][0],\n",
    "                            'std': float(np.loadtxt(covFiles['track 87']+'.std'))}, \n",
    "               'track 65': {'sigma': [float(line.split()[-1]) for line in open(covFiles['track 65']+'.cov', 'r').readlines() if line.split()[1]=='Sigma'][0], \n",
    "                            'lambda': [float(line.split()[-1]) for line in open(covFiles['track 65']+'.cov', 'r').readlines() if line.split()[1]=='Lambda'][0], \n",
    "                            'std': float(np.loadtxt(covFiles['track 65']+'.std'))}, \n",
    "               'track 167': {'sigma': [float(line.split()[-1]) for line in open(covFiles['track 167']+'.cov', 'r').readlines() if line.split()[1]=='Sigma'][0], \n",
    "                             'lambda': [float(line.split()[-1]) for line in open(covFiles['track 167']+'.cov', 'r').readlines() if line.split()[1]=='Lambda'][0],\n",
    "                             'std': float(np.loadtxt(covFiles['track 167']+'.std'))}}\n",
    "\n",
    "# I create a holder to store the InSAR data\n",
    "InSARs = []\n",
    "\n",
    "# I iterate over the available data\n",
    "for data in insarFiles:\n",
    "    \n",
    "    # Get the file names\n",
    "    dataPath = insarFiles[data]\n",
    "    \n",
    "    # Create an InSAR object\n",
    "    sar = insar(data, lon0=lon0, lat0=lat0)\n",
    "    \n",
    "    # Read the downsampled data (varres is the old name of the downsampler originally written in Matlab by Mark Simons @CalTech\n",
    "    sar.read_from_varres(dataPath, factor=1.0, step=0.0, header=2, cov=False) # Already in mm so factor = 1\n",
    "    \n",
    "    # Build the data covariance matrix from the info we collected above\n",
    "    sar.buildCd(Covariances[data]['sigma'], Covariances[data]['lambda'])\n",
    "    \n",
    "    # Add the actual variance on the diagonal\n",
    "    np.fill_diagonal(sar.Cd, Covariances[data]['std']**2)\n",
    "    \n",
    "    # Store this InSAR object\n",
    "    InSARs.append(sar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OzmbFdwAAAHQKQSgAAAAixv79+/X3v/9d+fn5Ouuss3TppZeqT58+TpcFAAAAFyAIBQAAgOOqq6v1t7/9TXl5eUpNTdUtt9yi9PR0p8sCAACAixCEAgAAwDHBYFBr1qzRpk2bdPjwYU2ZMkXZ2dkyDMPp0gAAAOAyBKEAAADocZZlhb4Gf/jwYU2YMEFXXnml+vbt63RpAAAAcCmCUAAAAPSY8vJyff755/rss8+Un5+vQYMG6eabb1Ztba0SEhKcLg9AlJj5xm6nS3DcLVcMaP9GAxKlqrKuL8Yhs/r2d7oEAD2MIBQAAADdqra2Vtu3b9f69eu1fft2maap4cOH69prr9WIESNkWZby8/OdLhMAAAAuRxAKAACALmdZlg4ePKjPPvtMn3/+uU6ePKnBgwfr0ksv1ZgxY5rM/rQsy8FKAQAAEC0IQgEAANBljh8/rg0bNuizzz5TYWGh+vTpo7POOktnn322BgzowNcwAQAAgC5CEAoAAIBOCQQC2rJli/Ly8rR37155vV6NHDlSl156qYYNG8YK8AAAAIgIBKEAAABoN9M0tXv3bq1fv16bN29WdXW1hg4dqmnTpunMM8+Uz+dzukQAAACgCYJQAAAAtNnRo0e1YcMGrV+/XsePH1dKSorOP/98nXXWWUpKSnK6PAAAAKBVBKEAAACwVVFRoU2bNikvL0/5+fny+XwaPXq0vvKVr2jw4MF89R0AAAC9AkEoAAAAmqmrq9P27du1fv16bd++XcFgUFlZWbr66qs1fPhweb1ep0sEAAAA2oUgFAAAAJIky7J06NAhrV+/Xhs3blRFRYUGDRqkiy++WGPHjlVCQoLTJQIAAAAdRhAKAAAQ5UpLS7VhwwZ99tlnOnbsmPr06aOxY8fq7LPPVmpqqtPlAQAAAF2CIBQAACAKVVdXa8uWLfrss8+0e/dueTwejRw5UhdffLHOOOMMrvsJAAAA1/H05MGmT58uwzBCt23btoXacnNzNWfOHGVnZ8vr9Yb6LF68uF3HuOOOO5oc4/Tbvn37mvRft26dLr74YvXv319XX3219uzZ06Q9KysrtK3f71dVVVWT9sb7DgQC7aoVAACgJ5mmqd27d+u1117Tb37zG7366quqrKzUFVdcoe9///uaMWOGMjMzCUEBAAAiGPlax/VYEPr888/r7bffbrX9o48+0qJFi7Rp0yaZptkjNVVWVuraa6+V3+/XW2+9pYSEBN14442t9i8oKNDvf//7HqkNAACgqxw7dkz/+te/9Lvf/U7PPfecdu7cqfPOO0/f+c539PWvf13jxo1TbGys02UCAAAgDPK1zumRILSgoEDz5s2Tx+NRfHx8i33GjBmj+fPn64033tCMGTM6fczMzExZltXslpWVFeqzdetWHTlyRA8++KAuuugiLViwQOvXr1dJSUmr+/3Nb36jEydOdLo+AACA7nTy5EmtWbNG//3f/60nn3xSH330kTIyMnTzzTfrjjvu0IUXXqh+/fo5XSYAAADaiHyt83okCL3zzjtVWlqqefPmafDgwS32mTFjhh566CF99atf7bEP5VlZWYqLi9Mrr7yiQCCgl156SRkZGerfv3+L/b1er0pKSvToo4/2SH0AAADtUVdXp61bt+p///d/9cgjj+j111+XYRiaPn26/u3f/k1XXnmlhgwZwlffAQAAeiHytc7r9iB0yZIlevPNNzV69Gg99NBD3X24kIKCAg0cOFA+n09+v1+zZ8/W9u3bm/RJTU3VokWL9MQTTyghIUHPPfeclixZ0uovB7fffrsk6fHHH1dhYWG3nwMAAEBbVFVV6f3339d//dd/6f/9v/+nw4cP66KLLtL3vvc9fe1rX9Po0aPl9XqdLhMAAAAdRL7WNbo1CD169Kjmzp0rj8ejRYsWKSEhoTsP10Rtba2Ki4tVV1engoICLVmyRF/60peUl5fXpN+sWbNUVFSkvXv3Kj8/X1OmTGl1nz/84Q+VkZGhiooKLVy4sJvPAAAAwF4gENAHH3ygxx57TO+++66GDx+u2bNna/bs2crJyVGfPn2cLhEAAACdRL7WdWK6c+d33XWXiouLde+99+qSSy7pzkOFTJ06Vddcc40mTZqktLQ0bdmyRd/73veUl5eniooK3X///Vq+fHmTbWJjY5tc26A1CQkJmj9/vn7wgx/oT3/6k+bNm9ehGoPBoILBYIe27W7BYFCmaUZsfUB7MabhRoxrVFdXa82aNfrkk09UWVmp8ePH60tf+pL69u0rST12YfyuYpqmLMvqdXUDrWFMA70Df0ejW6S8V7fl+ORrXafbgtDc3Fy99tprSklJ0fXXX6/c3FxJUk1NTajP5s2bZZqmzj777C477m233dbk55ycHD311FO69NJLJUmrVq3q1P7nzJmjRx99VLt379aCBQs6tI/du3crMTGxU3V0F9M0VVJSol27dsnj6ZFLyALdijENN2JcR6+6ujodOnRIBw8eVG1trUaPHi2/3y+fz6fS0lKVlpY6XWKHWJal8vJyFRQUcP1SuAJjGugd8vPznS4BDoqU9+qKigrbdvK1rtVtQWjDC1laWqrJkye32Oemm27ShAkTtH79+i45pmmaYX8h7OwvjD6fTwsWLNDs2bO1ePHiDu1j5MiREbtKazAY1K5du3TmmWdyLTG4AmMabsS4jj7V1dX69NNPtWrVKlVWVmrcuHGaOHFiaAZob2eapgoKCpSRkUG4D1dgTPcCn+11ugJEAL/f73QJcFCkvFeXl5fbtpOvda1u/Wp8e1RXV4de/MapdkVFhYqKiiRJAwYMCD3RDWl9Zmam9u3bJ0k6cOCAbr75Zt1999264oorlJqaqs2bN2vu3Lmh/bU2aNrj1ltv1SOPPKLPP/+8Q9t7vd6I/sXV4/FEfI1AezCm4UaM6+gQCAS0Zs0affTRR6qqqtK4ceN0wQUXROw3SzrDMAx5PB5CI7gGYxqIfPz9RCS8V3f1saMpX+uIbgtCp0yZIsuymj2elZWl/fv3S5K2bt2qsWPHSpJeeuklffvb327W/+6779bdd98tSdq7d2/Yaw2sXbu22fTdBmlpaXr00Ufbcxot8ng8evjhhzVz5sxO7wsAAOB01dXVWr16dVQEoAAAAGgd+VrXipgZoV0hPT1dTz75pN5++21t2bJFR48elWVZyszM1IwZM/Tv//7vSk9P75JjXXfddZo0aZJWr17dJfsDAABoWATpo48+UmVlpc4++2xdeOGFBKAAAADoMW7O1wyrpVgZ3eLEiRNKTk5WWVlZRF8jdOfOnRo1ahRft4QrMKbhRoxr92kpAL3ggguUlJTkdGk9wjRN5efny+/38zVFuAJjOvLNfGO30yU47pYrBjhdguNm9e3vdAlwUKS8V5eXl2vUqFERnRW5iatmhAIAAPQmDYsgrVy5UidPngzNAI2WABQAAADoSQShAAAAPYwAFAAAAOh5BKEAAAA9hAAUAAAAcA5BKAAAQDerrq7W2rVrtXLlSlVUVOiss87ShRdeyHWgAAAAgB5EEAoAANBNampqQjNACUABAAAAZxGEAgAAdLGamhqtXbtWK1asIAAFAAAAIgRBKAAAQBc5PQAdO3asJk2aRAAKAAAARACCUAAAgE5qCEBXrlyp8vJyjR07VhdeeKGSk5OdLg0AAADAKQShAAAAHVRTU6Pc3FytWLFCJ06cCH0FngAUAAAAiDwEoQAAAO1UW1sb+gp8QwB6ww03EIACAAAAEYwgFAAAoI1qa2tDM0DLysoIQAEAAIBehCAUAAAgjNMD0LFjx+prX/uaUlJSnC4NAAAAQBsRhAIAALSiIQBduXKlSktLCUABAACAXowgFAAA4DS1tbVat26dVqxYodLSUo0ZM0YzZ84kAAUAAAB6MYJQAACAUwhAAQAAAPciCAUAAFGvpQD0uuuuU//+/Z0uDQAAAEAXIQgFAABRq7a2Vnl5eVqxYoWOHz+u0aNHE4ACAAAALkUQCgAAok5dXV1oBmhJSYnGjBmjr371qwSgAAAAgIsRhAIAgKhRV1envLw8ffjhh6EA9Nprr9WAAQOcLg0AAABANyMIBQAArkcACgAAAIAgFAAAuBYBKAAAAIAGBKEAAMB16urq9Nlnn+mDDz5QSUmJRo8erWuuuUapqalOlwYAAADAIQShAADANQhAAQAAALSGIBQAAPR6dXV1Wr9+fSgAHTVqFAEoAAAAgCYIQgEAQK8VDAabzAA988wzdfXVVxOAAoCNK/7/nztdguM8sV6nS3Dc4teOOF2C4xaL52D5bWc5XQLQowhCAQBAr9NSADpjxgwNHDjQ6dIAAAAARCiCUAAA0GsEg0GtX79e77//vkpKSjRy5EgCUAAAAABtQhAKAAAiXkMA+sEHH6i4uJgAFAAAAEC7EYQCAICIFQwGtWHDBr3//vuhAPQrX/mK0tLSnC4NAAAAQC9DEAoAACJOXV2dNm7cqA8++ECFhYUEoAAAAAA6jSAUAABEhBMnTmjnzp3asWOHdu3apcrKSo0cOVJXXXUVASgAAACATiMIBQAAjjBNU/n5+dq5c6e2bdum/Px8maap9PR0TZgwQWeeeaZSU1OdLhMAAACASxCEAgCAHhMIBLRr1y7t2LFD27dvV3l5uXw+nzIzMzVt2jRlZWUpISHB6TIBAAAAuBBBKAAA6DaWZamwsDA063P//v2qra1VamqqRo0apREjRmjIkCHyeDxOlwoAAADA5QhCAQBAl6qtrdW+ffu0fft2bd++XSUlJTIMQ0OHDtUll1yiESNGqF+/fk6XCQAAACDKEIQCAIBOKysr086dO7V9+3bt2rVLgUBASUlJyszM1CWXXKJhw4YpJoaPHQAAAACcw28kAACg3UzT1KFDh0LX+iwoKJBlWUpPT9f555+v4cOHKzU1VYZhOF0qAAAAAEgiCAUAAG1UWVkZWuhox44dqqioUFxcnDIzM3XVVVcpKytL8fHxTpcJAAAAAC0iCAUAAC2yLEtHjx4NLXR04MAB1dXVKTU1VWPGjAktdMSsTwAAAAC9AUEoAAAIqamp0d69e0MLHR0/flxer1fDhg3T5ZdfrhEjRigxMdHpMgEAAACg3QhCAQCIcsePHw8tdLR7925VV1erX79+ysrK0uTJk+X3+1noCAAAAECvx281AABEmWAwqIMHD4YWOjpy5IgkaciQIZo4caJGjBihAQMGOFwlAAAAAHQtglAAAKLAyZMntXPnTu3YsUM7d+7UyZMnFRcXp6ysLJ177rnKzMxUXFyc02UCAAAAQLchCAUAwIUsy9Lhw4dDCx0dOnRIdXV1SktL09lnn60RI0Zo8ODBLHQEAAAAIGoQhAIA4BLV1dXas2ePduzYoR07duj48eOKiYnRGWecoSlTpmj48OHq27ev02UCAAAAgCMIQgEA6KUsy1JRUZF27dql7du3a8+ePaqpqVFycrKGDx+uyZMna+jQofJ6vU6XCgAAAACOIwgFAKAX2bJli3bu3KmKigotXbpUgUBAkuT3+zVp0iSNGDFCKSkpzhYJAAAAABGIIBQAgF6gtrZWb731ltasWaMBAwZo6NChOvfcczVo0CBlZGQoNjbW6RIBAAAAIKIRhAIAEOFqamq0ePFi7d+/X1OnTtW4ceOUn58vv98vj8fjdHkAAAAA0CsQhAIAEMFM09Rrr72mgwcP6utf/7qGDBki0zSdLgsAAAAAeh2mkQAAEMGWL1+ujRs3asaMGRoyZIjT5QAAAABAr0UQCgBAhPr000+1YsUKXX755Ro5cqTT5QAAAABAr0YQCgBABNqxY4feeOMNZWdnKycnx+lyAAAAAKDXIwgFACDCHDlyRK+88oqGDRumKVOmOF0OAAAAALgCQSgAABHkxIkTevHFF9WnTx9dffXVrAoPAAAAAF2EVeMBAIgQhw8f1ssvv6zq6mrdeuutio2NdbokAAAAAHANglAAALqBZVmqqalpcquurm72WMOtqqpK69atU1JSkm6++WYlJiY6fQoAAAAA4CoEoQAAdFB1dbX27t2rnTt36tChQwoEAk3CTqk+EG34s/F9SYqJiZHP51NsbKx8Pp/Gjh2ryy67TDEx/PMMAAAAAF2N37QAAGgjy7J07Ngx7dy5Uzt27NC+fftUW1urfv36ye/3a+DAgU2CzYb7DbfT27j+JwAAAAD0HIJQAADCqK6u1vLly7Vt2zYdP35cHo9Hfr9fF110kYYPH67+/fs7XSIAAAAAIAyCUAAAbJimqaVLl2rHjh0aN26cJk+eLL/fz9fXAQAAAKCX4bc4AABsvP3229qyZYtmzpyprKwsp8sBAAAAAHQQFycDAKAV69at08qVK3XZZZcRggIAAABAL0cQCgBAC/bu3avXX39d48aNU05OjtPlAAAAAAA6iSAUAIDTWJalV199VWlpaZo6darT5QAAAAAAugDXCAUAoAV9+/ZVXFycPB7+zxAAAAAA3IDf7gAAOI1hGLrgggu0d+9eVVRUOF0OAAAAAKALEIQCANCCc845R/Hx8fr73/+uw4cPO10OAAAAAKCTCEIBAGhBfHy8Zs2aJY/Ho1deeUXLli3T0aNHnS4LAAAAANBBBKEAALTizDPP1F133aVbb71V1dXVeumll/T666+rsLDQ6dIAAAAAAO3EYkkAANjweDw655xzNH78eG3cuFHvv/++lixZopEjR2rq1Knq27ev0yUCAAAAANqAGaEAALSBx+PRueeeq3vuuUdf//rXVVxcrL/97W+qra11ujQAAAAAQBsQhAIA0A5er1c5OTn61re+pfLycr3zzjtOlwQAAAAAaAO+Gg8AQAdkZGTo8ssv1zvvvKPp06fLMAynSwIAtMGMl7f34NF29uCx2s7X1+d0CY7rMyDO6RIcNzwr0ekSHBeoNp0uAUAPY0YoAAAdVFFRoZSUFEJQAAAAAOgFCEIBAOigI0eOKDU11ekyAAAAAABtQBAKAEAHWJalo0ePauDAgU6XAgAAAABoA4JQAAA64NixY6qqqlJaWprTpQAAAAAA2qDTQWjDAhENt23btoXacnNzNWfOHGVnZ8vr9Yb6LF68uF3HePrpp3XjjTdq1KhRSk5OVlJSksaPH68f//jHOnbsWLP+jes5/TZlypRm/R977DFlZmbK7/frgQceUDAYDLV98MEHTbafN29ek20XL14cavvGN77RrvMCAPReH3/8seLj45WZmel0KQAAAACiCFlcx7O4Tq0a//zzz+vtt99utf2jjz7SokWLOnMISdJPfvITVVdXN3ls8+bN2rx5s5YsWaK1a9dq6NChHdr3smXL9JOf/ER//vOfNXToUH3729/W4MGDNXfu3Bb7//GPf9R9992nYcOGdeh4AIDer7S0VOvXr9ekSZPk9XqdLgcAAABAlCCL65wOzwgtKCjQvHnz5PF4FB8f32KfMWPGaP78+XrjjTc0Y8aMDheZmpqqX/7yl9qyZYuqqqq0YsUKDRkyRFL9QhWPPvpoi9v98pe/lGVZTW4ffPBBkz7vvfeecnJy9N3vflfTp0/XN7/5Tb377rut1lJdXa0FCxZ0+FwAAL3fxx9/LI/Ho+zsbKdLAQAAABAlyOI6r8NB6J133qnS0lLNmzdPgwcPbrHPjBkz9NBDD+mrX/2q+vXr1+Eit27dqgcffFBnnXWW4uPjddlll+m+++4LtTeeAtxeY8eO1datW5WXl6ejR49q+fLlGj9+fIt9G2b9LF68WDt27OjwMQEAvVdFRYXWrl2rc889V7GxsU6XAwAAACBKkMV1PovrUBC6ZMkSvfnmmxo9erQeeuihThcRTksvXGVlZej+GWec0eJ2Tz31lBISEpSQkKDs7Gz9+te/bjat9/vf/76uvfZanX/++UpPT1d6erp+9rOftbi/nJwcjR8/XsFgUPPnz+/EGQEAeqvVq1crGAzq3HPPdboUAAAAAFGCLK5rsrh2XyP06NGjmjt3rjwejxYtWqSEhIROF9Fe+/bt01NPPSWpPhm+8847W+x3/Pjx0P1NmzbpF7/4hd5++229//77oUTZ5/Pp5Zdf1h/+8AfV1tYqPT291eN6PB49/PDD+trXvqalS5fq/vvv71D9wWCwyUVgI0kwGJRpmhFbH9BejGl0perqaq1Zs0bZ2dmKi4uTaZqO1GGapizLcuz4QFdjTAMA4Ixo/rc3Uj5/tOX4ZHGdz+IatDsIveuuu1RcXKx7771Xl1xySacO3hFbt27VjBkzVFJSIsMw9Kc//Uk5OTlN+tx///267rrrNHbsWHk8Hr355puaM2eOampqtHLlSr3yyiuaNWtWk21SU1PbdPyZM2dq0qRJWr16tX7+85/r5ptvbvc57N69W4mJie3erieYpqmSkhLt2rVLHk+Hr5wARAzGNLrSwYMH1b9/fw0dOlT5+fmO1WFZlsrLy1VQUCDDMByrA+gqjGkAAJzh5Gdap0XK54+KioqwfcjiOp/FNWhXEJqbm6vXXntNKSkpuv7665WbmytJqqmpCfXZvHmzTNPU2Wef3eGiWrNy5UrNnDlTx48fV0xMjJ599lndfvvtzfr953/+Z5OfZ8+erQ8//FDPPvusJGnVqlXNnvz2WLhwoaZOnap//OMfoQvFtsfIkSM7dZ2G7hQMBrVr1y6deeaZrIQMV2BMoyt9+umnMgxDw4cPd7QO0zRVUFCgjIwMAn64AmMaPWun0wUAQMTw+/1Ol+CYSPn8UV5ebttOFlevs1lcg3YFoQ0pdWlpqSZPntxin5tuukkTJkzQ+vXrO1xUS5YuXapvfetbqq6uVr9+/fSXv/xF06ZNa9YvGAyGDTs6O8C//OUv68orr9Q777yjF154od3be73eiA5kPB5PxNcItAdjGl3BNE0dOHBA2dnZERHUGIYhj8cTEbUAXYExDQBAz4v2f3cj4fNHuGOTxdXrbBYXqqNTVYRRXV2toqIiFRUVNUmqKyoqQo83vhaCYRgyDENZWVlN9vP444/rlltuUXV1tfx+v1auXNniEy9JjzzyiObMmaMPP/xQFRUVOnHihP7nf/5HL774YqhPawOnPRYuXChJXHcQAKJEYWGhKisrlZGR4XQpAAAAANAisjh77QpCp0yZIsuymt0yMzNDfbZu3RpKoF966SWlpaUpLS1Ny5YtC/W5++67Q48fOHAg7HHnzZsny7Ik1V+/YsKECaEX6vQXq6amRosWLdKUKVOUlJSk5OTkUHot1V9X4IYbbmjPabdo4sSJuv766zu9HwBA73D8+HFZltXm69gAAAAAQGeRxX2hK7K4di+WFOluueUWVVVV6f3339eBAwdUXFysvn376pxzztFtt92m73znO112EdyHH35Yr7/+uuMrjAEAul9NTY0sy1JcXJzTpQAAAABAxOhNWZxhNcS76HYnTpxQcnKyysrKInqxpJ07d2rUqFFcTxGuwJhGV8nNzdVf//pX3XPPPY6vam2apvLz8+X3+6P+uk5wB8Y0etKMl7c7XYLjrCC/AvYZwH9sDs9KdLoExwWqmdT0h3MHO12CYyLl80d5eblGjRoV0VmRm/BJEwCANqipqZHP53M8BAUAAAAAdAxBKAAAbVBTU6OYGNddUQYAAAAAogZBKAAAbdAwIxQAAAAA0DsRhAIA0AYEoQAAAADQuxGEAgDQBoFAgCAUAAAAAHoxglAAANogPz9fAwYMcLoMAAAAAEAHEYQCABBGeXm5jh07pmHDhjldCgAAAACggwhCAQAIY//+/TJNkyAUAAAAAHoxglAAAMLYt2+fkpOT1bdvX6dLAQAAAAB0EEEoAABh7NmzR36/3+kyAAAAAACdQBAKAICNY8eO6ejRo3wtHgAAAAB6OYJQAABaYVmW/v73vysxMVGjRo1yuhwAAAAAQCcQhAIA0IrPP/9cO3fu1NSpUxUTE+N0OQAAAACATiAIBQCgBYFAQP/85z81cuRIZWVlOV0OAAAAAKCTCEIBAGjBe++9p/Lyck2ZMsXpUgAAAAAAXYAgFACA02zatEmrVq3ShRdeqKSkJKf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      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show me\n",
    "for sar in InSARs:\n",
    "    sar.plot(plotType='decimate', norm=[-15, 15], figsize=(15,15), edgewidth=0.0, \n",
    "             cmap=cm.roma, cbaxis=[0.65, 0.34, 0.2, 0.01], cblabel='LOS velocity (mm/yr)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GPS velocities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Initialize GPS array Ismenet Velocity\n",
      "Read data from file /Users/romainjolivet/MYBIN/csi/notebooks/DataAndModels/Inversion/GNSS.enu into data set Ismenet Velocity\n"
     ]
    }
   ],
   "source": [
    "# We read the GNSS velocities from a curated file\n",
    "\n",
    "# Create an object\n",
    "ismenet = gps('Ismenet Velocity', lon0=lon0, lat0=lat0)\n",
    "\n",
    "# Use the read_from_enu method (there is other methods for other formats and if your favorite format is missing, please add it)\n",
    "ismenet.read_from_enu(os.path.join(os.getcwd(), 'DataAndModels/Inversion/GNSS.enu'), header=0)\n",
    "\n",
    "# I don't want to use the vertical component\n",
    "ismenet.vel_enu[:,2] = np.nan\n",
    "\n",
    "# Build the data covariance matrix\n",
    "ismenet.buildCd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show me\n",
    "ismenet.plot(figsize=(10,10), scale=25., faults=[naf])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building the Green's functions\n",
    "\n",
    "In this example, we have four faults. One of them, the naf object, has triangular patches. We use the Meade solution for triangular dislocation in an elastic halfspace. The three other ones are made of rectangular patches and we use the classic Okada formulation that is implemented in Okada4py (to be installed separately from csi. Go check https://github.com/jolivetr/okada4py)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Greens functions computation method: Meade\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 87 of type insar in a homogeneous half-space\n",
      " Patch: 1292 / 1292  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 87 of type insar in a homogeneous half-space\n",
      " Patch: 5 / 5  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 87 of type insar in a homogeneous half-space\n",
      " Patch: 1 / 1  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 87 of type insar in a homogeneous half-space\n",
      " Patch: 1 / 1  \n",
      "Greens functions computation method: Meade\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 65 of type insar in a homogeneous half-space\n",
      " Patch: 1292 / 1292  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 65 of type insar in a homogeneous half-space\n",
      " Patch: 5 / 5  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 65 of type insar in a homogeneous half-space\n",
      " Patch: 1 / 1  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 65 of type insar in a homogeneous half-space\n",
      " Patch: 1 / 1  \n",
      "Greens functions computation method: Meade\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 167 of type insar in a homogeneous half-space\n",
      " Patch: 1292 / 1292  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 167 of type insar in a homogeneous half-space\n",
      " Patch: 5 / 5  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 167 of type insar in a homogeneous half-space\n",
      " Patch: 1 / 1  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "track 167 of type insar in a homogeneous half-space\n",
      " Patch: 1 / 1  \n",
      "Greens functions computation method: Meade\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "Ismenet Velocity of type gps in a homogeneous half-space\n",
      " Patch: 1292 / 1292  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "Ismenet Velocity of type gps in a homogeneous half-space\n",
      " Patch: 5 / 5  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "Ismenet Velocity of type gps in a homogeneous half-space\n",
      " Patch: 1 / 1  \n",
      "Greens functions computation method: Okada\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building Green's functions for the data set \n",
      "Ismenet Velocity of type gps in a homogeneous half-space\n",
      " Patch: 1 / 1  \n",
      "Greens functions computation method: volume\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building pressure source Green's functions for the data set \n",
      "track 87 of type insar in a homogeneous half-space\n",
      "Converting to pressure for Mogi Green's function calculations\n",
      " \n",
      "Greens functions computation method: volume\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building pressure source Green's functions for the data set \n",
      "track 65 of type insar in a homogeneous half-space\n",
      "Converting to pressure for Mogi Green's function calculations\n",
      " \n",
      "Greens functions computation method: volume\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building pressure source Green's functions for the data set \n",
      "track 167 of type insar in a homogeneous half-space\n",
      "Converting to pressure for Mogi Green's function calculations\n",
      " \n",
      "Greens functions computation method: volume\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Building pressure source Green's functions for the data set \n",
      "Ismenet Velocity of type gps in a homogeneous half-space\n",
      "Converting to pressure for Mogi Green's function calculations\n",
      " \n"
     ]
    }
   ],
   "source": [
    "# Build the GFs for each dataset and each fault independently\n",
    "# I set vertical to False since I don't want to use the vertical component of the GNSS data\n",
    "\n",
    "# InSAR data\n",
    "for sar in InSARs: \n",
    "    for fault in faults: \n",
    "        fault.buildGFs(sar, vertical=True)\n",
    "        # By default, left-lateral is positive for the triangular patch and I want to use NNLS at some point, so I need to change the sign\n",
    "        fault.G[sar.name]['strikeslip'] *= -1.\n",
    "        \n",
    "# GNSS data\n",
    "for gnss in [ismenet]: \n",
    "    for fault in faults: \n",
    "        fault.buildGFs(gnss, vertical=False)\n",
    "        # By default, left-lateral is positive and I want to use NNLS at some point, so I need to change the sign\n",
    "        fault.G[gnss.name]['strikeslip'] *= -1.\n",
    "\n",
    "# Pressure drop is negative in the model but we want to have it positive to be able to use NNLS\n",
    "for sar in InSARs: basin.buildGFs(sar, vertical=True)\n",
    "for gnss in [ismenet]: basin.buildGFs(gnss, vertical=False)\n",
    "for data in InSARs+[ismenet]: basin.G[data.name]['pressure'] *= -1e6 # Pressure will be in MPa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating a transformation object\n",
    "\n",
    "In an inversion, the fault object does not really care about reference frames. Furthermore, InSAR is a relative measurement. Therefore, you need to have some degree of freedom between the different datasets so they fall in the same reference frame. If you have carefully done that ahead, don't use a transformation object. However, as soon as you use InSAR, you should..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Let's make a single data list\n",
    "Datas = InSARs + [ismenet]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Initializing transformation Reference frame Corrections\n"
     ]
    }
   ],
   "source": [
    "# Create a transformation object\n",
    "trans = transform('Reference frame Corrections', lon0=lon0, lat0=lat0)\n",
    "\n",
    "# Build the GFs for the transformations. Here, we will solve for a bilinear plane in each InSAR velocity map and estimate a translation in the GNSS data\n",
    "# Other options are possible, such as a 'full' Helmert transform, or a simple 'translation' or 'rotation' in the GNSS data. For InSAR, there is only 2 options (1 and 3)   \n",
    "trans.buildGFs(Datas, [1,1,1,'translation'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assembling the data\n",
    "\n",
    "Different elements must be assembled together to enter in the inversion. Assembling means concatenating the various data vectors and GFs and covariance matrices before actually inverting the problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault Short North Anatolian Fault Final\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault Deep NAF\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault East NAF\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault West NAF\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for pressure source Ismetpasa basin\n",
      "Dealing with track 87 of type insar\n",
      "(1341, 1) (1341,)\n",
      "Dealing with track 65 of type insar\n",
      "(770, 1) (770,)\n",
      "Dealing with track 167 of type insar\n",
      "(1365, 1) (1365,)\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "(78, 1) (78, 1)\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for transformation Reference frame Corrections\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n"
     ]
    }
   ],
   "source": [
    "# Assemble the GFs and the data covariance matrices for the fault objects\n",
    "# Here, I only use the strike slip component and discard the dipslip\n",
    "for fault in faults:\n",
    "    fault.assembleGFs(Datas, slipdir='s')\n",
    "    fault.assembled(Datas)\n",
    "    fault.assembleCd(Datas)\n",
    "\n",
    "# Same for the pressure source\n",
    "basin.assembleGFs(Datas)\n",
    "basin.assembled(Datas)\n",
    "basin.assembleCd(Datas)\n",
    "    \n",
    "# Same for the transformation \n",
    "trans.assembleGFs(Datas)\n",
    "trans.assembled(Datas)\n",
    "trans.assembleCd(Datas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solver\n",
    "\n",
    "This is where the action is. We will make different attempts at getting an acceptable solution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regularization\n",
    "In CSI, there is no fancy regularization scheme. Basically, we can use \n",
    "- buildCm which builds a Cm matrix based on the approach of Radiguet et al 2010 (exponential decay of the model covariance as a function of the distance between pacthes)\n",
    "- buildCmXY which is the same but with different distances along horizontal and vertical directions\n",
    "- buildCmGaussian which builds a diagonal Cm matrix. \n",
    "\n",
    "Currently, there is no Laplacian smoothing or norm damping although one can show equivalence between the regularizations we have implemented and these formers. I do not use any regularization when using AlTar, the Bayesian sampler, so this is really not my priority. Now, if you feel like implementing new ones, be my guest!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling the Cm matrix \n",
      "Sigma = 20.0\n",
      "Lambda = (10.0, 1.0)\n",
      "Lambda0 = 0.2722630725042683\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling the Cm matrix \n"
     ]
    }
   ],
   "source": [
    "# Model covariance matrix for the naf. We use different characteristic distances along the horizontal and vertical directions\n",
    "naf.buildCmXY(20., (10., 1.))\n",
    "\n",
    "# For the deep, west and east faults, we use a diagonal model covariance matrix\n",
    "west.buildCmGaussian([.01])\n",
    "east.buildCmGaussian([.01])\n",
    "deep.buildCmGaussian([100.]) \n",
    "\n",
    "# Same for trans and the Mogi pressure source\n",
    "trans.buildCm(1.)\n",
    "basin.buildCm(1.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First attempt\n",
    "\n",
    "Generalized least squares withtout any other constraints than those implemented in the data and model covariances. The solution is the maximum of the posterior PDF which is a Gaussian distribution assuming Gaussian priors and likelihood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Initializing solver object\n",
      "Not a fault detected\n",
      "Number of data: 3554\n",
      "Number of parameters: 1305\n",
      "Parameter Description ----------------------------------\n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Short North Anatolian Fault Final||   0 - 1292 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Deep NAF                      ||1292 - 1297 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "East NAF                      ||1297 - 1298 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "West NAF                      ||1298 - 1299 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Ismetpasa basin               ||None        ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Reference frame Corrections   ||None        ||None        ||None        ||None        ||1300 - 1305 \n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Computing the Generalized Inverse\n",
      "Computing the inverse of the model covariance\n",
      "Computing the inverse of the data covariance\n",
      "Computing m_post\n",
      "Basin pressure drop: 6.970477384051452 MPa\n"
     ]
    }
   ],
   "source": [
    "# Prepare solver\n",
    "slv = multiflt('NAF slip rate', faults+[basin, trans])\n",
    "slv.assembleGFs()\n",
    "slv.assembleCm()\n",
    "\n",
    "# Solve \n",
    "slv.GeneralizedLeastSquareSoln()\n",
    "\n",
    "# Distribute results\n",
    "slv.distributem()\n",
    "print('Basin pressure drop: {} MPa'.format(basin.deltapressure))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 2000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make a plot\n",
    "\n",
    "# Plot the whole thing                  \n",
    "gp = geoplt(31., 40., 35., 42., figsize=((20,20), (15, 7)))\n",
    "      \n",
    "# Plot the faults\n",
    "gp.faultpatches(naf, slip='strikeslip', colorbar=True, plot_on_2d=False, norm=[0, 25], cmap='jet')\n",
    "gp.faultpatches(deep, slip='strikeslip', colorbar=False, plot_on_2d=False, norm=[0, 25], cmap='jet')\n",
    "gp.faultpatches(east, slip='strikeslip', colorbar=False, plot_on_2d=False, norm=[0, 25], cmap='jet')\n",
    "gp.faultpatches(west, slip='strikeslip', colorbar=False, plot_on_2d=False, norm=[0, 25], cmap='jet')\n",
    "\n",
    "# Set views\n",
    "gp.setzaxis(30.)\n",
    "gp.set_view(20., 280., shape=(1., 1., 0.3))\n",
    "gp.show(showFig=['fault'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This plot is not very nice. Therefore, we will modify the patches we have in the deep and east and west objects to make them nicer.\n",
    "# CSI includes methods to change the shape of patches but it is simpler to read again new geometries (and we do not calculate the GFs again) so the prediction is based on the large faults but the plot is nicer.\n",
    "# We will also change the colormap to a more appropriate one and customize everything. \n",
    "\n",
    "deep.readPatchesFromFile(os.path.join(os.getcwd(), 'DataAndModels/Inversion/deepNAF.plotpatches'),\n",
    "                         donotreadslip=True, readpatchindex=False)\n",
    "east.readPatchesFromFile(os.path.join(os.getcwd(), 'DataAndModels/Inversion/eastNAF.plotpatches'),\n",
    "                         donotreadslip=True, readpatchindex=False)\n",
    "west.readPatchesFromFile(os.path.join(os.getcwd(), 'DataAndModels/Inversion/westNAF.plotpatches'),\n",
    "                         donotreadslip=True, readpatchindex=False)\n",
    "slv.distributem()\n",
    "\n",
    "# Plot the whole thing                  \n",
    "gp = geoplt(31., 40., 35.5, 42., figsize=((20,20), (15, 7)))\n",
    "      \n",
    "# Plot the faults\n",
    "gp.faultpatches(naf, slip='strikeslip', colorbar=True, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r, \n",
    "                cbaxis=[0.2, 0.4, 0.1, 0.01], cblabel='Slip rate (mm/yr)')\n",
    "gp.faultpatches(deep, slip='strikeslip', colorbar=False, alpha=0.4, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r)\n",
    "gp.faultpatches(east, slip='strikeslip', colorbar=False, alpha=0.4, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r)\n",
    "gp.faultpatches(west, slip='strikeslip', colorbar=False, alpha=0.4, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r)\n",
    "\n",
    "# Set views\n",
    "gp.setzaxis(30.)\n",
    "gp.set_view(20., 280., shape=(1., 1., 0.3))\n",
    "gp.show(showFig=['fault'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Second attempt\n",
    "\n",
    "We now use the NNLS implementation (i.e. non-negative least squares)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault Short North Anatolian Fault Final\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault Deep NAF\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault East NAF\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault West NAF\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for pressure source Ismetpasa basin\n",
      "Dealing with track 87 of type insar\n",
      "(1341, 1) (1341,)\n",
      "Dealing with track 65 of type insar\n",
      "(770, 1) (770,)\n",
      "Dealing with track 167 of type insar\n",
      "(1365, 1) (1365,)\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "(78, 1) (78, 1)\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for transformation Reference frame Corrections\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n"
     ]
    }
   ],
   "source": [
    "# For safety reasons, we re-assemble everyhting\n",
    "for fault in faults:\n",
    "    fault.assembleGFs(Datas, slipdir='s')\n",
    "    fault.assembled(Datas)\n",
    "    fault.assembleCd(Datas)\n",
    "\n",
    "# Same for the pressure source\n",
    "basin.assembleGFs(Datas)\n",
    "basin.assembled(Datas)\n",
    "basin.assembleCd(Datas)\n",
    "    \n",
    "# Same for the transformation \n",
    "trans.assembleGFs(Datas)\n",
    "trans.assembled(Datas)\n",
    "trans.assembleCd(Datas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling the Cm matrix \n",
      "Sigma = 20.0\n",
      "Lambda = (10.0, 1.0)\n",
      "Lambda0 = 0.2722630725042683\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling the Cm matrix \n"
     ]
    }
   ],
   "source": [
    "# And we rebuild the model covariances\n",
    "# Model covariance matrix for the naf. We use different characteristic distances along the horizontal and vertical directions\n",
    "naf.buildCmXY(20., (10., 1.))\n",
    "\n",
    "# For the deep, west and east faults, we use a diagonal model covariance matrix\n",
    "west.buildCmGaussian([.01])\n",
    "east.buildCmGaussian([.01])\n",
    "deep.buildCmGaussian([100.]) \n",
    "\n",
    "# Same for trans and the Mogi pressure source\n",
    "trans.buildCm(1.)\n",
    "basin.buildCm(1.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Initializing solver object\n",
      "Not a fault detected\n",
      "Number of data: 3554\n",
      "Number of parameters: 1305\n",
      "Parameter Description ----------------------------------\n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Short North Anatolian Fault Final||   0 - 1292 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Deep NAF                      ||1292 - 1297 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "East NAF                      ||1297 - 1298 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "West NAF                      ||1298 - 1299 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Ismetpasa basin               ||None        ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Reference frame Corrections   ||None        ||None        ||None        ||None        ||1300 - 1305 \n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Computing the Constrained least squares solution\n",
      "Final data space size: 3554\n",
      "Final model space size: 1305\n",
      "Computing the inverse of the model covariance\n",
      "Computing the inverse of the data covariance\n",
      "Performing non-negative least squares\n",
      "Basin pressure drop: 6.843731969706828 MPa\n"
     ]
    }
   ],
   "source": [
    "# Prepare solver\n",
    "slv = multiflt('NAF slip rate', faults+[basin, trans])\n",
    "slv.assembleGFs()\n",
    "slv.assembleCm()\n",
    "\n",
    "# prior model \n",
    "mprior = np.zeros((slv.Np,))\n",
    "\n",
    "# Solve \n",
    "n = [i for i,t in enumerate(slv.paramTypes) if t[0]=='Reference frame Corrections']\n",
    "mprior[n] = -100.\n",
    "slv.ConstrainedLeastSquareSoln(method='nnls', mprior=mprior)\n",
    "\n",
    "# Distribute results\n",
    "slv.distributem()\n",
    "print('Basin pressure drop: {} MPa'.format(basin.deltapressure))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show me\n",
    "\n",
    "# Create a figure                  \n",
    "gp = geoplt(31., 40., 35.5, 42., figsize=((20,20), (15, 7)))\n",
    "      \n",
    "# Plot the faults\n",
    "gp.faultpatches(naf, slip='strikeslip', colorbar=True, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r, \n",
    "                cbaxis=[0.2, 0.4, 0.1, 0.01], cblabel='Slip rate (mm/yr)')\n",
    "gp.faultpatches(deep, slip='strikeslip', colorbar=False, alpha=0.4, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r)\n",
    "gp.faultpatches(east, slip='strikeslip', colorbar=False, alpha=0.4, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r)\n",
    "gp.faultpatches(west, slip='strikeslip', colorbar=False, alpha=0.4, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r)\n",
    "\n",
    "# Set views\n",
    "gp.setzaxis(30.)\n",
    "gp.set_view(20., 280., shape=(1., 1., 0.3))\n",
    "gp.show(showFig=['fault'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Third attempt\n",
    "\n",
    "Now we will be smarter. We want all patches at the bottom of the fault to slip at the same rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault Short North Anatolian Fault Final\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault Deep NAF\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault East NAF\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for fault West NAF\n",
      "Dealing with track 87 of type insar\n",
      "Dealing with track 65 of type insar\n",
      "Dealing with track 167 of type insar\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for pressure source Ismetpasa basin\n",
      "Dealing with track 87 of type insar\n",
      "(1341, 1) (1341,)\n",
      "Dealing with track 65 of type insar\n",
      "(770, 1) (770,)\n",
      "Dealing with track 167 of type insar\n",
      "(1365, 1) (1365,)\n",
      "Dealing with Ismenet Velocity of type gps\n",
      "(78, 1) (78, 1)\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling G for transformation Reference frame Corrections\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling d vector\n",
      "Dealing with data track 87\n",
      "Dealing with data track 65\n",
      "Dealing with data track 167\n",
      "Dealing with data Ismenet Velocity\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling the Cm matrix \n",
      "Sigma = 20.0\n",
      "Lambda = (10.0, 1.0)\n",
      "Lambda0 = 0.2722630725042683\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Assembling the Cm matrix \n"
     ]
    }
   ],
   "source": [
    "# For safety reasons, we re-assemble everyhting\n",
    "for fault in faults:\n",
    "    fault.assembleGFs(Datas, slipdir='s')\n",
    "    fault.assembled(Datas)\n",
    "    fault.assembleCd(Datas)\n",
    "\n",
    "# Same for the pressure source\n",
    "basin.assembleGFs(Datas)\n",
    "basin.assembled(Datas)\n",
    "basin.assembleCd(Datas)\n",
    "    \n",
    "# Same for the transformation \n",
    "trans.assembleGFs(Datas)\n",
    "trans.assembled(Datas)\n",
    "trans.assembleCd(Datas)\n",
    "\n",
    "# And we rebuild the model covariances\n",
    "# Model covariance matrix for the naf. We use different characteristic distances along the horizontal and vertical directions\n",
    "naf.buildCmXY(20., (10., 1.))\n",
    "\n",
    "# For the deep, west and east faults, we use a diagonal model covariance matrix\n",
    "west.buildCmGaussian([.01])\n",
    "east.buildCmGaussian([.01])\n",
    "deep.buildCmGaussian([100.]) \n",
    "\n",
    "# Same for trans and the Mogi pressure source\n",
    "trans.buildCm(1.)\n",
    "basin.buildCm(1.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------\n",
      "---------------------------------\n",
      "Initializing solver object\n",
      "Not a fault detected\n",
      "Number of data: 3554\n",
      "Number of parameters: 1305\n",
      "Parameter Description ----------------------------------\n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Short North Anatolian Fault Final||   0 - 1292 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Deep NAF                      ||1292 - 1297 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "East NAF                      ||1297 - 1298 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "West NAF                      ||1298 - 1299 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Ismetpasa basin               ||None        ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Reference frame Corrections   ||None        ||None        ||None        ||None        ||1300 - 1305 \n",
      "Parameter Description ----------------------------------\n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "East NAF                      ||1292 - 1293 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Pressure    ||Extra Parms \n",
      "Ismetpasa basin               ||1294 - 1295 ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Reference frame Corrections   ||None        ||None        ||None        ||None        ||1295 - 1300 \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "Short North Anatolian Fault Final||   0 - 1292 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Fault Name                    ||Strike Slip ||Dip Slip    ||Tensile     ||Coupling    ||Extra Parms \n",
      "West NAF                      ||1293 - 1294 ||None        ||None        ||None        ||None        \n",
      "-----------------\n",
      "Equalized parameter indexes: [1292, 1293, 1294, 1295, 1296] --> 1300\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Computing the Constrained least squares solution\n",
      "Final data space size: 3554\n",
      "Final model space size: 1301\n",
      "Computing the inverse of the model covariance\n",
      "Computing the inverse of the data covariance\n",
      "Performing non-negative least squares\n",
      "Basin pressure drop: 7.15632060383285 MPa\n",
      "Deep slip rate: 26.065292623447448 mm/yr\n"
     ]
    }
   ],
   "source": [
    "# Prepare solver\n",
    "slv = multiflt('NAF slip rate', faults+[basin, trans])\n",
    "slv.assembleGFs()\n",
    "slv.assembleCm()\n",
    "\n",
    "# Strong constraint to have linked parameters. Here, we build a list of the indexes of the parameters that we want to force being equal\n",
    "ss = [int(s) for s in slv.paramDescription[deep.name]['Strike Slip'].split() if s!='-']\n",
    "\n",
    "# Equalize Parameters: Here, the equalizeParams methode simply sums the GFs of the parameters indicated by their indexes in ss to make it a single parameter\n",
    "slv.equalizeParams([i for i in range(ss[0], ss[1])], Cm=[100. for i in range(ss[0], ss[1])])\n",
    "\n",
    "# This describes the new structure of the model space\n",
    "slv.describeParams(redo=False)\n",
    "\n",
    "# mprior\n",
    "mprior = np.zeros((slv.Np,))\n",
    "\n",
    "# Solve nnls: Since we use nnls, we provide a negative prior for the paraeteres that are not necessarily only positive\n",
    "n = [i for i,t in enumerate(slv.paramTypes) if t[0]=='Reference frame Corrections']\n",
    "mprior[n] = -100.\n",
    "slv.ConstrainedLeastSquareSoln(mprior=mprior, method='nnls')\n",
    "\n",
    "# Restore: we restore the original structure of the model space\n",
    "slv.unequalizeParams()\n",
    "\n",
    "# Distribute results\n",
    "slv.distributem()\n",
    "\n",
    "# Show me some stuff\n",
    "print('Basin pressure drop: {} MPa'.format(basin.deltapressure))\n",
    "print('Deep slip rate: {} mm/yr'.format(deep.slip[0][0]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 2000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show me\n",
    "\n",
    "# Create a figure                  \n",
    "gp = geoplt(31., 40., 35.5, 42., figsize=((20,20), (15, 7)))\n",
    "      \n",
    "# Plot the faults\n",
    "gp.faultpatches(naf, slip='strikeslip', colorbar=True, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r, \n",
    "                cbaxis=[0.2, 0.4, 0.1, 0.01], cblabel='Slip rate (mm/yr)')\n",
    "gp.faultpatches(deep, slip='strikeslip', colorbar=False, alpha=0.4, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r)\n",
    "gp.faultpatches(east, slip='strikeslip', colorbar=False, alpha=0.4, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r)\n",
    "gp.faultpatches(west, slip='strikeslip', colorbar=False, alpha=0.4, plot_on_2d=False, norm=[0, 30], cmap=cm.roma_r)\n",
    "\n",
    "# Set views\n",
    "gp.setzaxis(30.)\n",
    "gp.set_view(20., 280., shape=(1., 1., 0.3))\n",
    "gp.show(showFig=['fault'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interesting exercise is to use the equalizeParams to link the slip value of the deep elements of the naf fault object to those slipping at depth. We did this for the Jolivet et al 2023 paper. However, in this case, since we use the AlTar sampler and no form of regularization through the model covariance matrix, the case is simpler."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing Predictions\n",
    "\n",
    "Now that we are happy with a model, we can compute the predictions and compare them to the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute synthetic\n",
    "for data in Datas: data.buildsynth([deep, naf, west, east, basin], direction='s')\n",
    "\n",
    "# Compute the transformations and remove them from the data\n",
    "for data in Datas: data.removeTransformation(trans)\n",
    "\n",
    "# If for some reason, you want to add the transformation to the prediction, you can compute them and then add them to the synth attribute\n",
    "# for data in InSARs: \n",
    "#       data.computePoly(trans)\n",
    "#       data.synth += data.poly\n",
    "# for data in [ismenet]:\n",
    "#      data.computeTransformation(trans)\n",
    "#      data.synth += data.tranformation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Showing the results\n",
    "\n",
    "The fit to the GNSS data is not that great, but, to be fair, we are using a simplified problem with a lot of smoothing... So there is so much one can do. Now it is up to you to improve this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We plot the GNSS data and the residuals\n",
    "box = [32.5, 33.5, 40.75, 41.05]\n",
    "ismenet.plot(data=['data', 'synth'], color=['k', 'r'], figsize=(15,15), scale=100., faults=[naf], box=box)\n",
    "ismenet.plot(data='res', color='b', legendscale=10., scale=25., faults=[naf], figsize=(15,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QJsuyVFRUFFzoaP/+/WpoaFBaWprGjRsXXOiIWZ8AAAAA+gKCUAAAEFRXV6c9e/YEFzo6evSovF6vRowYoUsuuUSjRo1SUlKS020CAAAAQKcRhAIAEOWOHj0aXOho165dqq2t1YABA5Sdna0pU6bI5/Ox0BEAAACAPo/fagAAiDKBQEAHDhwILnR0+PBhSdKwYcN07rnnatSoURo0aJDDXQIAAABA9yIIBQAgChw/flw7duzQ9u3btWPHDh0/flzx8fHKzs7WmWeeqaysLMXHxzvdJgAAAAD0GIJQAABcyLIsHTp0KLjQ0cGDB9XQ0KD09HSdfvrpGjVqlIYOHcpCRwAAAACiBkEoAAAuUVtbq927d2v79u3avn27jh49qpiYGJ1yyimaOnWqRo4cqf79+zvdJgAAAAA4giAUAIA+yrIslZaWaufOndq2bZt2796turo6paSkaOTIkZoyZYqGDx8ur9frdKsAAAAA4DiCUAAA+pDNmzdrx44dqqqq0pIlS+T3+yVJPp9PkydP1qhRo5SamupskwAAAAAQgQhCAQDoA+rr6/XWW29p9erVGjRokIYPH64zzzxTQ4YMUWZmpuLi4pxuEQAAAAAiGkEoAAARrq6uTgsXLtS+ffs0bdo0TZgwQQUFBfL5fPJ4PE63BwAAAAB9AkEoAAARzDRNvfbaazpw4IC++tWvatiwYTJN0+m2AAAAAKDPYRoJAAARbNmyZdqwYYNmzJihYcOGOd0OAAAAAPRZBKEAAESoTz/9VMuXL9cll1yi0aNHO90OAAAAAPRpBKEAAESg7du364033lBOTo5yc3OdbgcAAAAA+jyCUAAAIszhw4f1yiuvaMSIEZo6darT7QAAAACAKxCEAgAQQY4dO6aXXnpJ/fr101VXXcWq8AAAAADQTVg1HgCACHHo0CG9/PLLqq2t1W233aa4uDinWwIAAAAA1yAIBQCgB1iWpbq6uha32traVvc13WpqarR27VolJyfrlltuUVJSktMPAQAAAABchSAUAIAuqq2t1Z49e7Rjxw4dPHhQfr+/RdgpNQaiTX82/1qSYmJiFBsbq7i4OMXGxmr8+PG6+OKLFRPDP88AAAAA0N34TQsAgA6yLEvFxcXasWOHtm/frr1796q+vl4DBgyQz+fT4MGDWwSbTV833U6ucf1PAAAAAOg9BKEAAIRQW1urZcuWaevWrTp69Kg8Ho98Pp/OP/98jRw5UgMHDnS6RQAAAABACAShAADYME1TS5Ys0fbt2zVhwgRNmTJFPp+Pj68DAAAAQB/Db3EAANh4++23tXnzZl133XXKzs52uh0AAAAAQBdxcTIAANqxdu1arVixQhdffDEhKAAAAAD0cQShAAC0Yc+ePXr99dc1YcIE5ebmOt0OAAAAACBMBKEAAJzEsiy9+uqrSk9P17Rp05xuBwAAAADQDbhGKAAAbejfv7/i4+Pl8fB/hgAAAADgBvx2BwDASQzD0Hnnnac9e/aoqqrK6XYAAAAAAN2AIBQAgDacccYZSkhI0N///ncdOnTI6XYAAAAAAGEiCAUAoA0JCQmaOXOmPB6PXnnlFS1dulRFRUVOtwUAAAAA6CKCUAAA2nHqqafqrrvu0m233aba2lotXrxYr7/+ukpKSpxuDQAAAADQSSyWBACADY/HozPOOEMTJ07Uhg0b9P7772vRokUaPXq0pk2bpv79+zvdIgAAAACgA5gRCgBAB3g8Hp155pm655579NWvflVlZWX629/+pvr6eqdbAwAAAAB0AEEoAACd4PV6lZubq2984xuqrKzUO++843RLAAAAAIAO4KPxAAB0QWZmpi655BK98847uvLKK2UYhtMtAQA64P5tvXWd5wRpR1kvnatzBiTxa+CwVK/TLTgud2iD0y047ngD4wCINswIBQCgi6qqqpSamkoICgAAAAB9AEEoAABddPjwYaWlpTndBgAAAACgAwhCAQDoAsuyVFRUpMGDBzvdCgAAAACgAwhCAQDoguLiYtXU1Cg9Pd3pVgAAAAAAHRB2ENq0QETTbevWrcFaXl6eZs+erZycHHm93uA2Cxcu7NQ5nn32Wd10000aM2aMUlJSlJycrIkTJ+pHP/qRiouLW23fvJ+Tb1OnTm21/RNPPKGsrCz5fD49+OCDCgQCwdoHH3zQYv+5c+e22HfhwoXB2te+9rVOPS4AQN/18ccfKyEhQVlZWU63AgAAACCKkMV1PYsLa7nAF198UW+//Xa79Y8++kgLFiwI5xSSpPvvv1+1tbUt7tu0aZM2bdqkRYsWac2aNRo+fHiXjr106VLdf//9+uMf/6jhw4frW9/6loYOHao5c+a0uf0f/vAH3XfffRoxYkSXzgcA6PvKy8u1bt06TZ48WV4vq40CAAAA6B1kceHp8ozQwsJCzZ07Vx6PRwkJCW1uM27cOM2bN09vvPGGZsyY0eUm09LS9POf/1ybN29WTU2Nli9frmHDhklqXKji8ccfb3O/n//857Isq8Xtgw8+aLHNe++9p9zcXH3nO9/RlVdeqa9//et699132+2ltrZWDz/8cJcfCwCg7/v444/l8XiUk5PjdCsAAAAAogRZXPi6HITeeeedKi8v19y5czV06NA2t5kxY4YeeeQRfeUrX9GAAQO63OSWLVv00EMP6bTTTlNCQoIuvvhi3XfffcF68ynAnTV+/Hht2bJF+fn5Kioq0rJlyzRx4sQ2t22a9bNw4UJt3769y+cEAPRdVVVVWrNmjc4880zFxcU53Q4AAACAKEEWF34W16UgdNGiRXrzzTc1duxYPfLII2E3EUpbL1x1dXXw61NOOaXN/Z555hklJiYqMTFROTk5+uUvf9lqWu/3vvc9XXPNNTr77LOVkZGhjIwM/eQnP2nzeLm5uZo4caICgYDmzZsXxiMCAPRVq1atUiAQ0Jlnnul0KwAAAACiBFlc92Rxnb5GaFFRkebMmSOPx6MFCxYoMTEx7CY6a+/evXrmmWckNSbDd955Z5vbHT16NPj1xo0b9bOf/Uxvv/223n///WCiHBsbq5dffln//d//rfr6emVkZLR7Xo/Ho0cffVTXX3+9lixZogceeKBL/QcCgRYXgY0kgUBApmlGbH9AZzGm0Z1qa2u1evVq5eTkKD4+XqZpOtKHaZqyLMux8wPdjTENAIAzovnf3kj5+aMj5yeLCz+La9LpIPSuu+5SWVmZ7r33Xl144YVhnbwrtmzZohkzZujIkSMyDEPPPfeccnNzW2zzwAMP6Nprr9X48ePl8Xj05ptvavbs2aqrq9OKFSv0yiuvaObMmS32SUtL69D5r7vuOk2ePFmrVq3ST3/6U91yyy2dfgy7du1SUlJSp/frDaZp6siRI9q5c6c8ni5fOQGIGIxpdKcDBw5o4MCBGj58uAoKChzrw7IsVVZWqrCwUIZhONYH0F0Y0+hdbV9TDQCikZM/0zotUn7+qKqqCrkNWVz4WVyTTgWheXl5eu2115SamqobbrhBeXl5kqS6urrgNps2bZJpmjr99NO73FR7VqxYoeuuu05Hjx5VTEyMnn/+ed1+++2ttvvVr37V4vtZs2bpww8/1PPPPy9JWrlyZasnvzPmz5+vadOm6Z///GfwQrGdMXr06LCu09CTAoGAdu7cqVNPPZWVkOEKjGl0p08//VSGYWjkyJGO9mGapgoLC5WZmUnAD1dgTKNX7ShzugMAiBg+n8/pFhwTKT9/VFZW2tbJ4hqFm8U16VQQ2pRSl5eXa8qUKW1uc/PNN2vSpElat25dl5tqy5IlS/SNb3xDtbW1GjBggP7yl79o+vTprbYLBAIhw45wB/iXv/xlXXbZZXrnnXf05z//udP7e73eiA5kPB5PxPcIdAZjGt3BNE3t379fOTk5ERHUGIYhj8cTEb0A3YExDQBA74v2f3cj4eePUOcmi2sUbhYX7COsLkKora1VaWmpSktLWyTVVVVVwfubXwvBMAwZhqHs7OwWx3nyySd16623qra2Vj6fTytWrGjziZekxx57TLNnz9aHH36oqqoqHTt2TP/3f/+nl156KbhNewOnM+bPny9JXHcQAKJESUmJqqurlZmZ6XQrAAAAANAmsjh7nQpCp06dKsuyWt2ysrKC22zZsiWYQC9evFjp6elKT0/X0qVLg9vcfffdwfv3798f8rxz586VZVmSGq9fMWnSpOALdfKLVVdXpwULFmjq1KlKTk5WSkpKML2WGq8rcOONN3bmYbfp3HPP1Q033BD2cQAAfcPRo0dlWVaHr2MDAAAAAOEii/tCd2RxnV4sKdLdeuutqqmp0fvvv6/9+/errKxM/fv31xlnnKFvfvOb+va3v91tF8F99NFH9frrrzu+whgAoOfV1dXJsizFx8c73QoAAAAARIy+lMUZVlO8ix537NgxpaSkqKKiIqIXS9qxY4fGjBnD9RThCoxpdJe8vDz99a9/1T333OP4qtamaaqgoEA+ny/qr+sEd2BMozfdv63E6RYcxzwOaVgqPxfmDm1wugXHHW9gHHwlLno/7RQpP39UVlZqzJgxEZ0VuQk/aQIA0AF1dXWKjY11PAQFAAAAAHQNQSgAAB1QV1enmBjXXVEGAAAAAKIGQSgAAB3QNCMUAAAAANA3EYQCANABBKEAAAAA0LcRhAIA0AF+v58gFAAAAAD6MIJQAAA6oKCgQIMGDXK6DQAAAABAFxGEAgAQQmVlpYqLizVixAinWwEAAAAAdBFBKAAAIezbt0+maRKEAgAAAEAfRhAKAEAIe/fuVUpKivr37+90KwAAAACALiIIBQAghN27d8vn8zndBgAAAAAgDAShAADYKC4uVlFRER+LBwAAAIA+jiAUAIB2WJalv//970pKStKYMWOcbgcAAAAAEAaCUAAA2vH5559rx44dmjZtmmJiYpxuBwAAAAAQBoJQAADa4Pf79a9//UujR49Wdna20+0AAAAAAMJEEAoAQBvee+89VVZWaurUqU63AgAAAADoBgShAACcZOP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      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We show the InSAR data and the residuals\n",
    "for sar in InSARs:\n",
    "    sar.plot(plotType='decimate', data='data', norm=[-15, 15], figsize=(15,15), edgewidth=0.0, \n",
    "             cmap=cm.roma, cbaxis=[0.65, 0.34, 0.2, 0.01], cblabel='LOS velocity (mm/yr)')\n",
    "    sar.plot(plotType='decimate', data='synth', norm=[-15, 15], figsize=(15,15), edgewidth=0.0, \n",
    "             cmap=cm.roma, cbaxis=[0.65, 0.34, 0.2, 0.01], cblabel='LOS velocity (mm/yr)')\n",
    "    sar.plot(plotType='decimate', data='res', norm=[-15, 15], figsize=(15,15), edgewidth=0.0, \n",
    "             cmap=cm.roma, cbaxis=[0.65, 0.34, 0.2, 0.01], cblabel='LOS velocity (mm/yr)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's it for now! "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}