From 08d384b0c6f363f23ecd0813f2506e2d0d081248 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Mon, 15 May 2023 22:46:54 -0400 Subject: [PATCH 01/16] add issues info to docs and address of docs to readme --- README.md | 1 + docs/index.rst | 9 ++++++++- 2 files changed, 9 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 2e89972..92a3fd5 100644 --- a/README.md +++ b/README.md @@ -7,6 +7,7 @@ This repository contains Python package for elastic seismic full-waveform inversion (FWI) and time-lapse FWI. +Documentation of PyFWI is available [here](https://pyfwi.readthedocs.io/en/latest/index.html). ## Installation diff --git a/docs/index.rst b/docs/index.rst index 4cfd652..4b74758 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -9,6 +9,13 @@ Welcome to PyFWI's documentation! **PyFWI** is an open source Python package to perform seismic modeling and full-waveform inversion (FWI) in elastic media. This package is implemented in time domain and coded using GPU programming (PyOpenCL) to accelerate the computation. +If you have any questions about PyFWI, please use the following this `link `_. + +If you have any technical questions about FWI, TL-FWI, or PyFWI, please visit `my personal website `_. +All my publications are available there. I will be happy to assist if you contact me via email. + +For bugs, developments, and errors, please use issues in the GitHub repository available `here `_ to ask your questions. + .. toctree:: :maxdepth: 1 :caption: Getting started @@ -62,4 +69,4 @@ Citing PyFWI year = {2023}, publisher = {Elsevier}, doi = {10.1016/j.softx.2023.101384} -} + } From 913af389e05cf58edf0ea39abcb92415c32a2a36 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Tue, 16 May 2023 07:51:16 -0400 Subject: [PATCH 02/16] isolate used python packages --- requirements.txt | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/requirements.txt b/requirements.txt index 51b54a3..dedcee8 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,13 +1,15 @@ -numpy -matplotlib -scipy +# The code and packages are tested in Python 3.7 + +numpy==1.21.6 +matplotlib==3.5.3 +scipy==1.7.3 hdf5storage requests -scikit-build -# segyio +scikit-build==0.17.5 +# segyio==1.9.11 datetime -pyopencl +pyopencl==2022.2.4 sphinx>=1.4 ipykernel nbsphinx -torch \ No newline at end of file +torch==1.13.1 \ No newline at end of file From 88033eff0090b29ca0cfcc48737fd2051292ff31 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Tue, 16 May 2023 08:42:10 -0400 Subject: [PATCH 03/16] add example for surface fwi --- example/fwi_example.ipynb | 516 --------------------- example/fwi_example_crosswell.ipynb | 524 ++++++++++++++++++++++ example/fwi_example_surface.ipynb | 671 ++++++++++++++++++++++++++++ 3 files changed, 1195 insertions(+), 516 deletions(-) delete mode 100644 example/fwi_example.ipynb create mode 100644 example/fwi_example_crosswell.ipynb create mode 100644 example/fwi_example_surface.ipynb diff --git a/example/fwi_example.ipynb b/example/fwi_example.ipynb deleted file mode 100644 index 5553cda..0000000 --- a/example/fwi_example.ipynb +++ /dev/null @@ -1,516 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Simple FWI Example\n", - "==================\n", - "\n", - "In this section we see application of PyFWI for performin FWI.\n", - "First, forward modeling is shown and then we estimate a model of subsurface using FWI.\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - " **1. Forward modeling**\n", - "\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this simple example, we use PyFWI to do forward modeling. So, we need to first import the following packages amd modulus." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "import sys\n", - "sys.path.append('../src/')\n", - "\n", - "import PyFWI.wave_propagation as wave\n", - "import PyFWI.acquisition as acq\n", - "import PyFWI.seiplot as splt\n", - "import PyFWI.model_dataset as md\n", - "import PyFWI.fwi_tools as tools\n", - "import PyFWI.processing as process\n", - "from PyFWI.fwi import FWI\n", - "\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A simple model can be created by using ```model_dataset``` module as" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Model = md.ModelGenerator('louboutin')\n", - "model = Model()\n", - "\n", - "im = splt.earth_model(model, cmap='coolwarm')" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then we need to create an input dictionary as follow" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "model_shape = model[[*model][0]].shape\n", - "\n", - "inpa = {\n", - " 'ns': 4, # Number of sources\n", - " 'sdo': 4, # Order of FD\n", - " 'fdom': 15, # Central frequency of source\n", - " 'dh': 7, # Spatial sampling rate\n", - " 'dt': 0.004, # Temporal sampling rate\n", - " 'acq_type': 0, # Type of acquisition (0: crosswell, 1: surface, 2: both)\n", - " 't': 0.6, # Length of operation\n", - " 'npml': 20, # Number of PML \n", - " 'pmlR': 1e-5, # Coefficient for PML (No need to change)\n", - " 'pml_dir': 2, # type of boundary layer\n", - " 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", - "}\n", - "\n", - "seisout = 0 # Type of output 0: Pressure\n", - "\n", - "inpa['rec_dis'] = 1 * inpa['dh'] # Define the receivers' distance\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, we obtain the location of sources and receivers based on specified parameters." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "offsetx = inpa['dh'] * model_shape[1]\n", - "depth = inpa['dh'] * model_shape[0]\n", - "\n", - "src_loc, rec_loc, n_surface_rec, n_well_rec = acq.acq_parameters(inpa['ns'], \n", - " inpa['rec_dis'], \n", - " offsetx,\n", - " depth,\n", - " inpa['dh'], \n", - " inpa['sdo'], \n", - " acq_type=inpa['acq_type']) \n", - "# src_loc[:, 1] -= 5 * inpa['dh']\n", - "\n", - "# Create the source\n", - "src = acq.Source(src_loc, inpa['dh'], inpa['dt'])\n", - "src.Ricker(inpa['fdom'])\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, we can have the forward modelling as " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# Create the wave object\n", - "W = wave.WavePropagator(inpa, src, rec_loc, model_shape,\n", - " n_well_rec=n_well_rec,\n", - " components=seisout, chpr=0)\n", - "\n", - "# Call the forward modelling \n", - "d_obs = W.forward_modeling(model, show=False) # show=True can show the propagation of the wave" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(d_obs[\"taux\"], cmap='gray', \n", - " aspect=\"auto\", extent=[0, d_obs[\"taux\"].shape[1], inpa['t'], 0])" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**2. FWI**" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To perform FWI, we need the observed data and an initial model. \n", - "\n", - "\n", - "**Note:** For better visualization and avoiding crosstalk, I compute the gradient in acoustic media.\n", - "\n", - "Here is a homogeneous initial model." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "m0 = Model(smoothing=1)\n", - "m0['vs'] *= 0.0\n", - "m0['rho'] = np.ones_like(model['rho'])\n", - "\n", - "fig = splt.earth_model(m0, ['vp'], cmap='coolwarm')\n", - "\n", - "fig.axes[0].plot(src_loc[:,0]//inpa[\"dh\"], \n", - " src_loc[:,1]//inpa[\"dh\"], \"rv\", markersize=5)\n", - "\n", - "fig.axes[0].plot(rec_loc[:,0]//inpa[\"dh\"], \n", - " rec_loc[:,1]//inpa[\"dh\"], \"b*\", markersize=3)\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, we can create a FWI object," - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "fwi = FWI(d_obs, inpa, src, rec_loc, model_shape, \n", - " components=seisout, chpr=20, n_well_rec=n_well_rec)\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "and call it by providing the initial model `m0`, observed data `d_obs`, optimization method `method`, desired frequencies for inversion, number of iterations for each frequency, number of parameters for inversion `n_params`, index of the first parameter `k_0`, and index of the last parameter `k_end`.\n", - "For example, if we have an elastic model, but we want to only invert for P-wave velocity, these parameters should be defined as\n", - "```python\n", - "n_params = 1\n", - "k_0 = 1\n", - "k_end = 2\n", - "```\n", - "\n", - "If we want to invert for P-wave velocity and then $V_S$, these parameters should be defined as\n", - "```python\n", - "n_params = 1\n", - "k_0 = 1\n", - "k_end = 3\n", - "```\n", - "and for simultaneously inverting for these two parameters, we define these parameters as \n", - "```python\n", - "n_params = 2\n", - "k_0 = 1\n", - "k_end = 3\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Parameter number 1 to 1\n", - "2500.0 2500.0\n", - " for f= 25: rms is: 0.0003187612455803901 with rms_reg: 0, and rms_data: 0.0003187612455803901, rms_mp: 0.0, rms_model_relation: 0\n", - "Parameter number 1 to 1\n", - "RUNNING THE L-BFGS-B CODE\n", - "\n", - " * * *\n", - "\n", - "Machine precision = 2.220D-16\n", - " N = 10000 M = 10\n", - "\n", - "At X0 0 variables are exactly at the bounds\n", - "\n", - "At iterate 0 f= 3.18761D-04 |proj g|= 7.19684D-10\n", - "\n", - " * * *\n", - "\n", - "Tit = total number of iterations\n", - "Tnf = total number of function evaluations\n", - "Tnint = total number of segments explored during Cauchy searches\n", - "Skip = number of BFGS updates skipped\n", - "Nact = number of active bounds at final generalized Cauchy point\n", - "Projg = norm of the final projected gradient\n", - "F = final function value\n", - "\n", - " * * *\n", - "\n", - " N Tit Tnf Tnint Skip Nact Projg F\n", - "10000 0 1 0 0 0 7.197D-10 3.188D-04\n", - " F = 3.1876124558039010E-004\n", - "\n", - "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " This problem is unconstrained.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2500.0 2500.0\n", - " for f= 45: rms is: 0.004415073432028294 with rms_reg: 0, and rms_data: 0.004415073432028294, rms_mp: 0.0, rms_model_relation: 0\n", - "RUNNING THE L-BFGS-B CODE\n", - "\n", - " * * *\n", - "\n", - "Machine precision = 2.220D-16\n", - " N = 10000 M = 10\n", - "\n", - "At X0 0 variables are exactly at the bounds\n", - "\n", - "At iterate 0 f= 4.41507D-03 |proj g|= 2.39370D-08\n", - "\n", - "\n", - "ITERATION 1\n", - "\n", - "---------------- CAUCHY entered-------------------\n", - " There are 0 breakpoints \n", - "\n", - " GCP found in this segment\n", - "Piece 1 --f1, f2 at start point -6.4549D-13 6.4549D-13\n", - "Distance to the stationary point = 1.0000D+00\n", - "\n", - "---------------- exit CAUCHY----------------------\n", - "\n", - " 10000 variables are free at GCP 1\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " This problem is unconstrained.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2499.9827111341883 2500.0297937900996\n", - " for f= 45: rms is: 0.004414360038936138 with rms_reg: 0, and rms_data: 0.004414360038936138, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.9135556709416 2500.1489689504983\n", - " for f= 45: rms is: 0.004411510191857815 with rms_reg: 0, and rms_data: 0.004411510191857815, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.636933817955 2500.6256695920933\n", - " for f= 45: rms is: 0.004400133620947599 with rms_reg: 0, and rms_data: 0.004400133620947599, rms_mp: 0.0, rms_model_relation: 0\n", - "2498.530446406008 2502.5324721584725\n", - " for f= 45: rms is: 0.00435509392991662 with rms_reg: 0, and rms_data: 0.00435509392991662, rms_mp: 0.0, rms_model_relation: 0\n", - "2494.1044967582216 2510.1596824239887\n", - " for f= 45: rms is: 0.004182371310889721 with rms_reg: 0, and rms_data: 0.004182371310889721, rms_mp: 0.0, rms_model_relation: 0\n", - "2476.400698167074 2540.668523486055\n", - " for f= 45: rms is: 0.003607903141528368 with rms_reg: 0, and rms_data: 0.003607903141528368, rms_mp: 0.0, rms_model_relation: 0\n", - " LINE SEARCH 5 times; norm of step = 1365.0000000000000 \n", - "\n", - "At iterate 1 f= 3.60790D-03 |proj g|= 1.91296D-08\n", - "\n", - "\n", - "ITERATION 2\n", - "\n", - "----------------SUBSM entered-----------------\n", - "\n", - "\n", - "----------------exit SUBSM --------------------\n", - "\n", - "2356.1934399025804 2683.887118020453\n", - " for f= 45: rms is: 0.0026031285524368286 with rms_reg: 0, and rms_data: 0.0026031285524368286, rms_mp: 0.0, rms_model_relation: 0\n", - " LINE SEARCH 0 times; norm of step = 3577.6768283163833 \n", - "\n", - "At iterate 2 f= 2.60313D-03 |proj g|= 1.26216D-08\n", - "\n", - " * * *\n", - "\n", - "Tit = total number of iterations\n", - "Tnf = total number of function evaluations\n", - "Tnint = total number of segments explored during Cauchy searches\n", - "Skip = number of BFGS updates skipped\n", - "Nact = number of active bounds at final generalized Cauchy point\n", - "Projg = norm of the final projected gradient\n", - "F = final function value\n", - "\n", - " * * *\n", - "\n", - " N Tit Tnf Tnint Skip Nact Projg F\n", - "10000 2 8 1 0 0 1.262D-08 2.603D-03\n", - " F = 2.6031285524368286E-003\n", - "\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n" - ] - } - ], - "source": [ - "m_est, _ = fwi(m0, method=\"lbfgs\", \n", - " freqs=[25, 45], iter=[2, 2], \n", - " n_params=1, k_0=1, k_end=2)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here is the estimated model" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Time to plot the results\n", - "fig = splt.earth_model(m_est, ['vp'], cmap='jet')\n" - ] - } - ], - "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": "3.10.11" - }, - "vscode": { - "interpreter": { - "hash": "0f81fc2e4a358d2a0e372de0a65782557c8127804cea09d304df813e671e8a74" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/example/fwi_example_crosswell.ipynb b/example/fwi_example_crosswell.ipynb new file mode 100644 index 0000000..ccba280 --- /dev/null +++ b/example/fwi_example_crosswell.ipynb @@ -0,0 +1,524 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Simple FWI Example\n", + "==================\n", + "\n", + "In this section we see application of PyFWI for performin FWI.\n", + "First, forward modeling is shown and then we estimate a model of subsurface using FWI.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + " **1. Forward modeling**\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this simple example, we use PyFWI to do forward modeling. So, we need to first import the following packages amd modulus." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "import sys\n", + "sys.path.append('../src/')\n", + "\n", + "import PyFWI.wave_propagation as wave\n", + "import PyFWI.acquisition as acq\n", + "import PyFWI.seiplot as splt\n", + "import PyFWI.model_dataset as md\n", + "import PyFWI.fwi_tools as tools\n", + "import PyFWI.processing as process\n", + "from PyFWI.fwi import FWI\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A simple model can be created by using ```model_dataset``` module as" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Model = md.ModelGenerator('louboutin')\n", + "model = Model()\n", + "\n", + "im = splt.earth_model(model, cmap='coolwarm')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we need to create an input dictionary as follow" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "model_shape = model[[*model][0]].shape\n", + "\n", + "inpa = {\n", + " 'ns': 4, # Number of sources\n", + " 'sdo': 4, # Order of FD\n", + " 'fdom': 15, # Central frequency of source\n", + " 'dh': 7, # Spatial sampling rate\n", + " 'dt': 0.004, # Temporal sampling rate\n", + " 'acq_type': 0, # Type of acquisition (0: crosswell, 1: surface, 2: both)\n", + " 't': 0.6, # Length of operation\n", + " 'npml': 20, # Number of PML \n", + " 'pmlR': 1e-5, # Coefficient for PML (No need to change)\n", + " 'pml_dir': 2, # type of boundary layer\n", + " 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", + "}\n", + "\n", + "seisout = 0 # Type of output 0: Pressure\n", + "\n", + "inpa['rec_dis'] = 1 * inpa['dh'] # Define the receivers' distance\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we obtain the location of sources and receivers based on specified parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "offsetx = inpa['dh'] * model_shape[1]\n", + "depth = inpa['dh'] * model_shape[0]\n", + "\n", + "src_loc, rec_loc, n_surface_rec, n_well_rec = acq.acq_parameters(inpa['ns'], \n", + " inpa['rec_dis'], \n", + " offsetx,\n", + " depth,\n", + " inpa['dh'], \n", + " inpa['sdo'], \n", + " acq_type=inpa['acq_type']) \n", + "# src_loc[:, 1] -= 5 * inpa['dh']\n", + "\n", + "# Create the source\n", + "src = acq.Source(src_loc, inpa['dh'], inpa['dt'])\n", + "src.Ricker(inpa['fdom'])\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we can have the forward modelling as " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Create the wave object\n", + "W = wave.WavePropagator(inpa, src, rec_loc, model_shape,\n", + " n_well_rec=n_well_rec,\n", + " components=seisout, chpr=0)\n", + "\n", + "# Call the forward modelling \n", + "d_obs = W.forward_modeling(model, show=False) # show=True can show the propagation of the wave" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(d_obs[\"taux\"], cmap='gray', \n", + " aspect=\"auto\", extent=[0, d_obs[\"taux\"].shape[1], inpa['t'], 0])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**2. FWI**" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To perform FWI, we need the observed data and an initial model. \n", + "\n", + "\n", + "**Note:** For better visualization and avoiding crosstalk, I estimate the model in acoustic media.\n", + "\n", + "Here is a homogeneous initial model." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "m0 = Model(smoothing=1)\n", + "m0['vs'] *= 0.0\n", + "m0['rho'] = np.ones_like(model['rho'])\n", + "\n", + "fig = splt.earth_model(m0, ['vp'], cmap='coolwarm')\n", + "\n", + "fig.axes[0].plot(src_loc[:,0]//inpa[\"dh\"], \n", + " src_loc[:,1]//inpa[\"dh\"], \"r>\", markersize=5)\n", + "\n", + "fig.axes[0].plot(rec_loc[:,0]//inpa[\"dh\"], \n", + " rec_loc[:,1]//inpa[\"dh\"], \"b*\", markersize=3)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we can create a FWI object," + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "fwi = FWI(d_obs, inpa, src, rec_loc, model_shape, \n", + " components=seisout, chpr=20, n_well_rec=n_well_rec)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and call it by providing the initial model `m0`, observed data `d_obs`, optimization method `method`, desired frequencies for inversion, number of iterations for each frequency, number of parameters for inversion `n_params`, index of the first parameter `k_0`, and index of the last parameter `k_end`.\n", + "For example, if we have an elastic model, but we want to only invert for P-wave velocity, these parameters should be defined as\n", + "```python\n", + "n_params = 1\n", + "k_0 = 1\n", + "k_end = 2\n", + "```\n", + "\n", + "If we want to invert for P-wave velocity and then $V_S$, these parameters should be defined as\n", + "```python\n", + "n_params = 1\n", + "k_0 = 1\n", + "k_end = 3\n", + "```\n", + "and for simultaneously inverting for these two parameters, we define these parameters as \n", + "```python\n", + "n_params = 2\n", + "k_0 = 1\n", + "k_end = 3\n", + "```\n", + "\n", + "Let's call the FWI object,\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter number 1 to 1\n", + "2500.0 2500.0\n", + " for f= 25: rms is: 0.0003187612455803901 with rms_reg: 0, and rms_data: 0.0003187612455803901, rms_mp: 0.0, rms_model_relation: 0\n", + "Parameter number 1 to 1\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 3.18761D-04 |proj g|= 7.19684D-10\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 0 1 0 0 0 7.197D-10 3.188D-04\n", + " F = 3.1876124558039010E-004\n", + "\n", + "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2500.0 2500.0\n", + " for f= 45: rms is: 0.004415073432028294 with rms_reg: 0, and rms_data: 0.004415073432028294, rms_mp: 0.0, rms_model_relation: 0\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 4.41507D-03 |proj g|= 2.39370D-08\n", + "\n", + "\n", + "ITERATION 1\n", + "\n", + "---------------- CAUCHY entered-------------------\n", + " There are 0 breakpoints \n", + "\n", + " GCP found in this segment\n", + "Piece 1 --f1, f2 at start point -6.4549D-13 6.4549D-13\n", + "Distance to the stationary point = 1.0000D+00\n", + "\n", + "---------------- exit CAUCHY----------------------\n", + "\n", + " 10000 variables are free at GCP 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2499.9827111341883 2500.0297937900996\n", + " for f= 45: rms is: 0.004414360038936138 with rms_reg: 0, and rms_data: 0.004414360038936138, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.9135556709416 2500.1489689504983\n", + " for f= 45: rms is: 0.004411510191857815 with rms_reg: 0, and rms_data: 0.004411510191857815, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.636933817955 2500.6256695920933\n", + " for f= 45: rms is: 0.004400133620947599 with rms_reg: 0, and rms_data: 0.004400133620947599, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.530446406008 2502.5324721584725\n", + " for f= 45: rms is: 0.00435509392991662 with rms_reg: 0, and rms_data: 0.00435509392991662, rms_mp: 0.0, rms_model_relation: 0\n", + "2494.1044967582216 2510.1596824239887\n", + " for f= 45: rms is: 0.004182371310889721 with rms_reg: 0, and rms_data: 0.004182371310889721, rms_mp: 0.0, rms_model_relation: 0\n", + "2476.400698167074 2540.668523486055\n", + " for f= 45: rms is: 0.003607903141528368 with rms_reg: 0, and rms_data: 0.003607903141528368, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 5 times; norm of step = 1365.0000000000000 \n", + "\n", + "At iterate 1 f= 3.60790D-03 |proj g|= 1.91296D-08\n", + "\n", + "\n", + "ITERATION 2\n", + "\n", + "----------------SUBSM entered-----------------\n", + "\n", + "\n", + "----------------exit SUBSM --------------------\n", + "\n", + "2356.1934399025804 2683.887118020453\n", + " for f= 45: rms is: 0.0026031285524368286 with rms_reg: 0, and rms_data: 0.0026031285524368286, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 0 times; norm of step = 3577.6768283163833 \n", + "\n", + "At iterate 2 f= 2.60313D-03 |proj g|= 1.26216D-08\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 2 8 1 0 0 1.262D-08 2.603D-03\n", + " F = 2.6031285524368286E-003\n", + "\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n" + ] + } + ], + "source": [ + "m_est, _ = fwi(m0, method=\"lbfgs\", \n", + " freqs=[25, 45], iter=[2, 2], \n", + " n_params=1, k_0=1, k_end=2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is the estimated model" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Time to plot the results\n", + "fig = splt.earth_model(m_est, ['vp'], cmap='jet')\n" + ] + } + ], + "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": "3.7.12" + }, + "vscode": { + "interpreter": { + "hash": "0f81fc2e4a358d2a0e372de0a65782557c8127804cea09d304df813e671e8a74" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/example/fwi_example_surface.ipynb b/example/fwi_example_surface.ipynb new file mode 100644 index 0000000..f9fd9ea --- /dev/null +++ b/example/fwi_example_surface.ipynb @@ -0,0 +1,671 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Simple FWI Example\n", + "==================\n", + "\n", + "In this section we see application of PyFWI for performin FWI.\n", + "First, forward modeling is shown and then we estimate a model of subsurface using FWI.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + " **1. Forward modeling**\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this simple example, we use PyFWI to do forward modeling. So, we need to first import the following packages amd modulus." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "import sys\n", + "sys.path.append('../src/')\n", + "\n", + "import PyFWI.wave_propagation as wave\n", + "import PyFWI.acquisition as acq\n", + "import PyFWI.seiplot as splt\n", + "import PyFWI.model_dataset as md\n", + "import PyFWI.fwi_tools as tools\n", + "import PyFWI.processing as process\n", + "from PyFWI.fwi import FWI\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A simple model can be created by using ```model_dataset``` module as" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Model = md.ModelGenerator('louboutin')\n", + "model = Model()\n", + "\n", + "im = splt.earth_model(model, cmap='coolwarm')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we need to create an input dictionary as follow" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "model_shape = model[[*model][0]].shape\n", + "\n", + "inpa = {\n", + " 'ns': 4, # Number of sources\n", + " 'sdo': 4, # Order of FD\n", + " 'fdom': 15, # Central frequency of source\n", + " 'dh': 7, # Spatial sampling rate\n", + " 'dt': 0.004, # Temporal sampling rate\n", + " 'acq_type': 1, # Type of acquisition (0: crosswell, 1: surface, 2: both)\n", + " 't': 0.6, # Length of operation\n", + " 'npml': 20, # Number of PML \n", + " 'pmlR': 1e-5, # Coefficient for PML (No need to change)\n", + " 'pml_dir': 2, # type of boundary layer\n", + " 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", + "}\n", + "\n", + "seisout = 0 # Type of output 0: Pressure\n", + "\n", + "inpa['rec_dis'] = 1 * inpa['dh'] # Define the receivers' distance\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we obtain the location of sources and receivers based on specified parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "offsetx = inpa['dh'] * model_shape[1]\n", + "depth = inpa['dh'] * model_shape[0]\n", + "\n", + "src_loc, rec_loc, n_surface_rec, n_well_rec = acq.acq_parameters(inpa['ns'], \n", + " inpa['rec_dis'], \n", + " offsetx,\n", + " depth,\n", + " inpa['dh'], \n", + " inpa['sdo'], \n", + " acq_type=inpa['acq_type']) \n", + "rec_loc[:, 1] -= 2 * inpa['dh']\n", + "\n", + "# Create the source\n", + "src = acq.Source(src_loc, inpa['dh'], inpa['dt'])\n", + "src.Ricker(inpa['fdom'])\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we can have the forward modelling as " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Create the wave object\n", + "W = wave.WavePropagator(inpa, src, rec_loc, model_shape,\n", + " n_well_rec=n_well_rec,\n", + " components=seisout, chpr=0)\n", + "\n", + "# Call the forward modelling \n", + "d_obs = W.forward_modeling(model, show=False) # show=True can show the propagation of the wave" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(d_obs[\"taux\"], cmap='gray', \n", + " aspect=\"auto\", extent=[0, d_obs[\"taux\"].shape[1], inpa['t'], 0])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**2. FWI**" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To perform FWI, we need the observed data and an initial model. \n", + "\n", + "\n", + "**Note:** For better visualization and avoiding crosstalk, I estimate the model in acoustic media.\n", + "\n", + "Here is a homogeneous initial model." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "m0 = Model(smoothing=1)\n", + "m0['vs'] *= 0.0\n", + "m0['rho'] = np.ones_like(model['rho'])\n", + "\n", + "fig = splt.earth_model(m0, ['vp'], cmap='coolwarm')\n", + "\n", + "fig.axes[0].plot(src_loc[:,0]//inpa[\"dh\"], \n", + " src_loc[:,1]//inpa[\"dh\"], \"rv\", markersize=5)\n", + "\n", + "fig.axes[0].plot(rec_loc[:,0]//inpa[\"dh\"], \n", + " rec_loc[:,1]//inpa[\"dh\"], \"b*\", markersize=3)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we can create a FWI object," + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "fwi = FWI(d_obs, inpa, src, rec_loc, model_shape, \n", + " components=seisout, chpr=20, n_well_rec=n_well_rec)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and call it by providing the [required arguments](https://pyfwi.readthedocs.io/en/latest/sub_doc/inversion.html#full-waveform-inversion)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter number 1 to 1\n", + "2500.0 2500.0\n", + " for f= 25: rms is: 0.0008534238440915942 with rms_reg: 0, and rms_data: 0.0008534238440915942, rms_mp: 0.0, rms_model_relation: 0\n", + "Parameter number 1 to 1\n", + "2500.0 2500.0\n", + " for f= 45: rms is: 0.014711745083332062 with rms_reg: 0, and rms_data: 0.014711745083332062, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.922298995188 2500.019038857321\n", + " for f= 45: rms is: 0.014710426330566406 with rms_reg: 0, and rms_data: 0.014710426330566406, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.6114949759403 2500.0951942866054\n", + " for f= 45: rms is: 0.01470512617379427 with rms_reg: 0, and rms_data: 0.01470512617379427, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.36827889895 2500.3998160037436\n", + " for f= 45: rms is: 0.014683952555060387 with rms_reg: 0, and rms_data: 0.014683952555060387, rms_mp: 0.0, rms_model_relation: 0\n", + "2493.395414590987 2501.6183028722958\n", + " for f= 45: rms is: 0.014599472284317017 with rms_reg: 0, and rms_data: 0.014599472284317017, rms_mp: 0.0, rms_model_relation: 0\n", + "2473.503957359136 2506.4922503465045\n", + " for f= 45: rms is: 0.014265051111578941 with rms_reg: 0, and rms_data: 0.014265051111578941, rms_mp: 0.0, rms_model_relation: 0\n", + "2393.9381284317333 2525.9880402433387\n", + " for f= 45: rms is: 0.012991150841116905 with rms_reg: 0, and rms_data: 0.012991150841116905, rms_mp: 0.0, rms_model_relation: 0\n", + "2075.674812722121 2603.9711998306766\n", + " for f= 45: rms is: 0.009464042261242867 with rms_reg: 0, and rms_data: 0.009464042261242867, rms_mp: 0.0, rms_model_relation: 0\n", + "1309.693906855376 2672.6918162553247\n", + " for f= 45: rms is: 0.009912585839629173 with rms_reg: 0, and rms_data: 0.009912585839629173, rms_mp: 0.0, rms_model_relation: 0\n", + "1702.3368725406406 2637.5753983560044\n", + " for f= 45: rms is: 0.007993565872311592 with rms_reg: 0, and rms_data: 0.007993565872311592, rms_mp: 0.0, rms_model_relation: 0\n" + ] + } + ], + "source": [ + "m_est, _ = fwi(m0, method=\"lbfgs\", \n", + " freqs=[25, 45], iter=[2, 2], \n", + " n_params=1, k_0=1, k_end=2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is the estimated model" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Time to plot the results\n", + "fig = splt.earth_model(m_est, ['vp'], cmap='jet')\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As the energy of reflected waves is weaker than one of the transmitted waves, FWI with surface geometry is more difficult than with cross-well. In this case, there are two ways to obtain a better estimate.\n", + "1. Scaling the gradient with the energy of the transmitted wave using the key `energy_balancing` in `inpa`." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "inpa['energy_balancing'] = True" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter number 1 to 1\n", + "2500.0 2500.0\n", + " for f= 25: rms is: 0.0008534238440915942 with rms_reg: 0, and rms_data: 0.0008534238440915942, rms_mp: 0.0, rms_model_relation: 0\n", + "Parameter number 1 to 1\n", + "2500.0 2500.0\n", + " for f= 45: rms is: 0.014711745083332062 with rms_reg: 0, and rms_data: 0.014711745083332062, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.947037530112 2500.0279628750573\n", + " for f= 45: rms is: 0.014710534363985062 with rms_reg: 0, and rms_data: 0.014710534363985062, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.735187650561 2500.139814375286\n", + " for f= 45: rms is: 0.014705694280564785 with rms_reg: 0, and rms_data: 0.014705694280564785, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.887788132356 2500.5872203762\n", + " for f= 45: rms is: 0.014686334878206253 with rms_reg: 0, and rms_data: 0.014686334878206253, rms_mp: 0.0, rms_model_relation: 0\n", + "2495.4981900595353 2502.3768443798585\n", + " for f= 45: rms is: 0.014609250240027905 with rms_reg: 0, and rms_data: 0.014609250240027905, rms_mp: 0.0, rms_model_relation: 0\n", + "2481.9397977682543 2509.535340394491\n", + " for f= 45: rms is: 0.014306213706731796 with rms_reg: 0, and rms_data: 0.014306213706731796, rms_mp: 0.0, rms_model_relation: 0\n", + "2427.706228603129 2538.1693244530206\n", + " for f= 45: rms is: 0.013186648488044739 with rms_reg: 0, and rms_data: 0.013186648488044739, rms_mp: 0.0, rms_model_relation: 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fwi = FWI(d_obs, inpa, src, rec_loc, model_shape, \n", + " components=seisout, chpr=20, n_well_rec=n_well_rec)\n", + "\n", + "m_est, _ = fwi(m0, method=\"lbfgs\", \n", + " freqs=[25, 45], iter=[2, 2], \n", + " n_params=1, k_0=1, k_end=2)\n", + "\n", + "fig = splt.earth_model(m_est, ['vp'], cmap='jet')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. You can also add a key called `sd` to `inpa` to apply a gain on data. In this case, the gain should apply manually to the observed data." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "inpa['energy_balancing'] = False\n", + "\n", + "\n", + "inpa['sd'] = 1/inpa['dt']" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter number 1 to 1\n", + "2500.0 2500.0\n", + " for f= 25: rms is: 53.33898162841797 with rms_reg: 0, and rms_data: 53.33898162841797, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.940313491934 2500.012817145376\n", + " for f= 25: rms is: 53.33580017089844 with rms_reg: 0, and rms_data: 53.33580017089844, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.70156745967 2500.0640857268804\n", + " for f= 25: rms is: 53.32311248779297 with rms_reg: 0, and rms_data: 53.32311248779297, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.7465833306146 2500.2691600528983\n", + " for f= 25: rms is: 53.2723388671875 with rms_reg: 0, and rms_data: 53.2723388671875, rms_mp: 0.0, rms_model_relation: 0\n", + "2494.9266468143933 2501.08945735697\n", + " for f= 25: rms is: 53.06950759887695 with rms_reg: 0, and rms_data: 53.06950759887695, rms_mp: 0.0, rms_model_relation: 0\n", + "2479.6469007495066 2504.370646573256\n", + " for f= 25: rms is: 52.261871337890625 with rms_reg: 0, and rms_data: 52.261871337890625, rms_mp: 0.0, rms_model_relation: 0\n", + "2418.5279164899607 2517.4954034384004\n", + " for f= 25: rms is: 49.100738525390625 with rms_reg: 0, and rms_data: 49.100738525390625, rms_mp: 0.0, rms_model_relation: 0\n", + "2174.0519794517763 2569.9944308989784\n", + " for f= 25: rms is: 38.24384307861328 with rms_reg: 0, and rms_data: 38.24384307861328, rms_mp: 0.0, rms_model_relation: 0\n", + "521.58912269395 2717.9947893126805\n", + " for f= 25: rms is: 126.60981750488281 with rms_reg: 0, and rms_data: 126.60981750488281, rms_mp: 0.0, rms_model_relation: 0\n", + "2173.4640055300815 2570.0487529296515\n", + " for f= 25: rms is: 38.22496032714844 with rms_reg: 0, and rms_data: 38.22496032714844, rms_mp: 0.0, rms_model_relation: 0\n", + "2173.4636127287004 2570.0487892199835\n", + " for f= 25: rms is: 38.2249641418457 with rms_reg: 0, and rms_data: 38.2249641418457, rms_mp: 0.0, rms_model_relation: 0\n", + "2173.4640055300815 2570.0487529296515\n", + " for f= 25: rms is: 38.22496032714844 with rms_reg: 0, and rms_data: 38.22496032714844, rms_mp: 0.0, rms_model_relation: 0\n", + "Parameter number 1 to 1\n", + "2173.4640055300815 2570.0487529296515\n", + " for f= 45: rms is: 674.56201171875 with rms_reg: 0, and rms_data: 674.56201171875, rms_mp: 0.0, rms_model_relation: 0\n", + "2173.4358897126676 2570.044910455283\n", + " for f= 45: rms is: 674.5070190429688 with rms_reg: 0, and rms_data: 674.5070190429688, rms_mp: 0.0, rms_model_relation: 0\n", + "2173.323426443013 2570.02954055781\n", + " for f= 45: rms is: 674.2872314453125 with rms_reg: 0, and rms_data: 674.2872314453125, rms_mp: 0.0, rms_model_relation: 0\n", + "2172.8735733643935 2569.968060967917\n", + " for f= 45: rms is: 673.4102783203125 with rms_reg: 0, and rms_data: 673.4102783203125, rms_mp: 0.0, rms_model_relation: 0\n", + "2169.48855706706 2569.722142608345\n", + " for f= 45: rms is: 669.9148559570312 with rms_reg: 0, and rms_data: 669.9148559570312, rms_mp: 0.0, rms_model_relation: 0\n", + "2153.2474484654513 2568.7384691700586\n", + " for f= 45: rms is: 656.1513671875 with rms_reg: 0, and rms_data: 656.1513671875, rms_mp: 0.0, rms_model_relation: 0\n", + "2068.31007581159 2564.803775416911\n", + " for f= 45: rms is: 605.135498046875 with rms_reg: 0, and rms_data: 605.135498046875, rms_mp: 0.0, rms_model_relation: 0\n", + "257.87296671518857 2801.668622948001\n", + " for f= 45: rms is: 1912.2578125 with rms_reg: 0, and rms_data: 1912.2578125, rms_mp: 0.0, rms_model_relation: 0\n", + "2067.7736281004027 2564.793289757301\n", + " for f= 45: rms is: 604.845703125 with rms_reg: 0, and rms_data: 604.845703125, rms_mp: 0.0, rms_model_relation: 0\n", + "2067.7732628393787 2564.793282617737\n", + " for f= 45: rms is: 604.8455810546875 with rms_reg: 0, and rms_data: 604.8455810546875, rms_mp: 0.0, rms_model_relation: 0\n", + "1174.1754329907176 2584.9765771006505\n", + " for f= 45: rms is: 605.07861328125 with rms_reg: 0, and rms_data: 605.07861328125, rms_mp: 0.0, rms_model_relation: 0\n", + "1658.4278418555537 2560.705562090174\n", + " for f= 45: rms is: 471.40289306640625 with rms_reg: 0, and rms_data: 471.40289306640625, rms_mp: 0.0, rms_model_relation: 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "d_obs = process.prepare_residual(d_obs, inpa['sd'])\n", + "\n", + "fwi = FWI(d_obs, inpa, src, rec_loc, model_shape, \n", + " components=seisout, chpr=20, n_well_rec=n_well_rec)\n", + "\n", + "m_est, _ = fwi(m0, method=\"lbfgs\", \n", + " freqs=[25, 45], iter=[2, 2], \n", + " n_params=1, k_0=1, k_end=2)\n", + "\n", + "fig = splt.earth_model(m_est, ['vp'], cmap='jet')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Considering both these options, we have" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter number 1 to 1\n", + "2500.0 2500.0\n", + " for f= 25: rms is: 53.33898162841797 with rms_reg: 0, and rms_data: 53.33898162841797, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.9531749345433 2500.0219862588006\n", + " for f= 25: rms is: 53.33592987060547 with rms_reg: 0, and rms_data: 53.33592987060547, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.765874672716 2500.1099312940023\n", + " for f= 25: rms is: 53.32371520996094 with rms_reg: 0, and rms_data: 53.32371520996094, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.016673625407 2500.4617114348093\n", + " for f= 25: rms is: 53.2749137878418 with rms_reg: 0, and rms_data: 53.2749137878418, rms_mp: 0.0, rms_model_relation: 0\n", + "2496.01986943617 2501.8688319980374\n", + " for f= 25: rms is: 53.08013153076172 with rms_reg: 0, and rms_data: 53.08013153076172, rms_mp: 0.0, rms_model_relation: 0\n", + "2484.032652679224 2507.4973142509502\n", + " for f= 25: rms is: 52.307701110839844 with rms_reg: 0, and rms_data: 52.307701110839844, rms_mp: 0.0, rms_model_relation: 0\n", + "2436.08378565144 2530.0112432626015\n", + " for f= 25: rms is: 49.3326416015625 with rms_reg: 0, and rms_data: 49.3326416015625, rms_mp: 0.0, rms_model_relation: 0\n", + "1575.2555757851908 2790.7892340824924\n", + " for f= 25: rms is: 45.29994201660156 with rms_reg: 0, and rms_data: 45.29994201660156, rms_mp: 0.0, rms_model_relation: 0\n", + "2039.2325173436286 2650.455997448621\n", + " for f= 25: rms is: 33.451805114746094 with rms_reg: 0, and rms_data: 33.451805114746094, rms_mp: 0.0, rms_model_relation: 0\n", + "Parameter number 1 to 1\n", + "2039.2325173436286 2650.455997448621\n", + " for f= 45: rms is: 733.6991577148438 with rms_reg: 0, and rms_data: 733.6991577148438, rms_mp: 0.0, rms_model_relation: 0\n", + "2039.2474087373027 2650.4506926653844\n", + " for f= 45: rms is: 733.6390380859375 with rms_reg: 0, and rms_data: 733.6390380859375, rms_mp: 0.0, rms_model_relation: 0\n", + "2039.3069743119993 2650.4294735324384\n", + " for f= 45: rms is: 733.3975830078125 with rms_reg: 0, and rms_data: 733.3975830078125, rms_mp: 0.0, rms_model_relation: 0\n", + "2039.5452366107854 2650.3445970006533\n", + " for f= 45: rms is: 732.434814453125 with rms_reg: 0, and rms_data: 732.434814453125, rms_mp: 0.0, rms_model_relation: 0\n", + "2040.4982858059302 2650.0050908735134\n", + " for f= 45: rms is: 728.610595703125 with rms_reg: 0, and rms_data: 728.610595703125, rms_mp: 0.0, rms_model_relation: 0\n", + "2044.3104825865094 2648.6470663649543\n", + " for f= 45: rms is: 713.752685546875 with rms_reg: 0, and rms_data: 713.752685546875, rms_mp: 0.0, rms_model_relation: 0\n", + "2045.897154954177 2645.8105493510343\n", + " for f= 45: rms is: 661.1893310546875 with rms_reg: 0, and rms_data: 661.1893310546875, rms_mp: 0.0, rms_model_relation: 0\n", + "1680.212618275934 2637.133597705361\n", + " for f= 45: rms is: 476.07391357421875 with rms_reg: 0, and rms_data: 476.07391357421875, rms_mp: 0.0, rms_model_relation: 0\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "inpa['energy_balancing'] = True\n", + "\n", + "fwi = FWI(d_obs, inpa, src, rec_loc, model_shape, \n", + " components=seisout, chpr=20, n_well_rec=n_well_rec)\n", + "\n", + "m_est, _ = fwi(m0, method=\"lbfgs\", \n", + " freqs=[25, 45], iter=[2, 2], \n", + " n_params=1, k_0=1, k_end=2)\n", + "\n", + "fig = splt.earth_model(m_est, ['vp'], cmap='jet')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Please note a better choice of gain is very important. Here I multiply data by a constant value to improve the gradient." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "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": "3.7.12" + }, + "vscode": { + "interpreter": { + "hash": "0f81fc2e4a358d2a0e372de0a65782557c8127804cea09d304df813e671e8a74" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 15f53d7d0626342116af90ac4e64a7b580a561e6 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Tue, 16 May 2023 08:42:24 -0400 Subject: [PATCH 04/16] imrove the examples in doc --- docs/sub_doc/fwi_example.rst | 135 +----------------- .../fwi_example_files/fwi_example_15_1.png | Bin 14640 -> 7593 bytes 2 files changed, 2 insertions(+), 133 deletions(-) diff --git a/docs/sub_doc/fwi_example.rst b/docs/sub_doc/fwi_example.rst index f59a8f6..5419862 100644 --- a/docs/sub_doc/fwi_example.rst +++ b/docs/sub_doc/fwi_example.rst @@ -193,149 +193,18 @@ these parameters as k_0 = 1 k_end = 3 +Let's call the FWI object, + .. code:: ipython3 m_est, _ = fwi(m0, method="lbfgs", freqs=[25, 45], iter=[2, 2], n_params=1, k_0=1, k_end=2) - -.. parsed-literal:: - - Parameter number 1 to 1 - 2500.0 2500.0 - for f= 25: rms is: 0.0003187612455803901 with rms_reg: 0, and rms_data: 0.0003187612455803901, rms_mp: 0.0, rms_model_relation: 0 - Parameter number 1 to 1 - RUNNING THE L-BFGS-B CODE - - * * * - - Machine precision = 2.220D-16 - N = 10000 M = 10 - - At X0 0 variables are exactly at the bounds - - At iterate 0 f= 3.18761D-04 |proj g|= 7.19684D-10 - - * * * - - Tit = total number of iterations - Tnf = total number of function evaluations - Tnint = total number of segments explored during Cauchy searches - Skip = number of BFGS updates skipped - Nact = number of active bounds at final generalized Cauchy point - Projg = norm of the final projected gradient - F = final function value - - * * * - - N Tit Tnf Tnint Skip Nact Projg F - 10000 0 1 0 0 0 7.197D-10 3.188D-04 - F = 3.1876124558039010E-004 - - CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL - - -.. parsed-literal:: - - This problem is unconstrained. - - -.. parsed-literal:: - - 2500.0 2500.0 - for f= 45: rms is: 0.004415073432028294 with rms_reg: 0, and rms_data: 0.004415073432028294, rms_mp: 0.0, rms_model_relation: 0 - RUNNING THE L-BFGS-B CODE - - * * * - - Machine precision = 2.220D-16 - N = 10000 M = 10 - - At X0 0 variables are exactly at the bounds - - At iterate 0 f= 4.41507D-03 |proj g|= 2.39370D-08 - - - ITERATION 1 - - ---------------- CAUCHY entered------------------- - There are 0 breakpoints - - GCP found in this segment - Piece 1 --f1, f2 at start point -6.4549D-13 6.4549D-13 - Distance to the stationary point = 1.0000D+00 - - ---------------- exit CAUCHY---------------------- - - 10000 variables are free at GCP 1 - - -.. parsed-literal:: - - This problem is unconstrained. - - -.. parsed-literal:: - - 2499.9827111341883 2500.0297937900996 - for f= 45: rms is: 0.004414360038936138 with rms_reg: 0, and rms_data: 0.004414360038936138, rms_mp: 0.0, rms_model_relation: 0 - 2499.9135556709416 2500.1489689504983 - for f= 45: rms is: 0.004411510191857815 with rms_reg: 0, and rms_data: 0.004411510191857815, rms_mp: 0.0, rms_model_relation: 0 - 2499.636933817955 2500.6256695920933 - for f= 45: rms is: 0.004400133620947599 with rms_reg: 0, and rms_data: 0.004400133620947599, rms_mp: 0.0, rms_model_relation: 0 - 2498.530446406008 2502.5324721584725 - for f= 45: rms is: 0.00435509392991662 with rms_reg: 0, and rms_data: 0.00435509392991662, rms_mp: 0.0, rms_model_relation: 0 - 2494.1044967582216 2510.1596824239887 - for f= 45: rms is: 0.004182371310889721 with rms_reg: 0, and rms_data: 0.004182371310889721, rms_mp: 0.0, rms_model_relation: 0 - 2476.400698167074 2540.668523486055 - for f= 45: rms is: 0.003607903141528368 with rms_reg: 0, and rms_data: 0.003607903141528368, rms_mp: 0.0, rms_model_relation: 0 - LINE SEARCH 5 times; norm of step = 1365.0000000000000 - - At iterate 1 f= 3.60790D-03 |proj g|= 1.91296D-08 - - - ITERATION 2 - - ----------------SUBSM entered----------------- - - - ----------------exit SUBSM -------------------- - - 2356.1934399025804 2683.887118020453 - for f= 45: rms is: 0.0026031285524368286 with rms_reg: 0, and rms_data: 0.0026031285524368286, rms_mp: 0.0, rms_model_relation: 0 - LINE SEARCH 0 times; norm of step = 3577.6768283163833 - - At iterate 2 f= 2.60313D-03 |proj g|= 1.26216D-08 - - * * * - - Tit = total number of iterations - Tnf = total number of function evaluations - Tnint = total number of segments explored during Cauchy searches - Skip = number of BFGS updates 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++++++++++++++++++++++++++++++++++++++++ 1 file changed, 41 insertions(+) create mode 100644 .github/workflows/pr.yml diff --git a/.github/workflows/pr.yml b/.github/workflows/pr.yml new file mode 100644 index 0000000..0dff71e --- /dev/null +++ b/.github/workflows/pr.yml @@ -0,0 +1,41 @@ +# This workflow will install Python dependencies, run tests and lint with a variety of Python versions +# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python + +name: Python package + +on: + push: + branches: [ "dev" ] + pull_request: + branches: [ "main" ] + +jobs: + build: + + runs-on: ${{ matrix.os }} + strategy: + fail-fast: false + matrix: + os: [ubuntu-latest, macos-latest, windows-latest] + python-version: ["3.8", "3.9", "3.10"] + + steps: + - uses: actions/checkout@v3 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v3 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + python -m pip install flake8 pytest + pip install -r requirements.txt + - name: Lint with flake8 + run: | + # stop the build if there are Python syntax errors or undefined names + flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics + # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide + flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics + - name: Test with pytest + run: | + pytest From b3d5b29bc7da3c41555b2b9f82cdb7cce126ddbc Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Wed, 17 May 2023 00:22:47 -0400 Subject: [PATCH 06/16] add test of ricker --- test/test_ricker.py | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) create mode 100644 test/test_ricker.py diff --git a/test/test_ricker.py b/test/test_ricker.py new file mode 100644 index 0000000..e2698c5 --- /dev/null +++ b/test/test_ricker.py @@ -0,0 +1,23 @@ +""" +To test wavlets +""" +import sys +import numpy as np +import os +pyfwi_path = os.path.abspath(os.path.join(__file__, "../../src")) +sys.path.append(pyfwi_path) +from PyFWI.acquisition import Source + +def ricker(fdom:np.float32, dt:np.float32): + src = Source(src_loc=np.array([[0,0]]), dh=1.0, dt=dt) + src.Ricker(fdom=fdom) + return src.w + +def test_ricker(): + fdom = 20.0 + dt = 0.004 + w = ricker(fdom=fdom, dt=dt) + t = np.arange(-1.0/fdom, 1.0/fdom + dt/3, dt) + assert np.all(w == np.float32((1.0 - 2.0*(np.pi * fdom * t) **2 ) * \ + np.exp(-(np.pi * fdom * t) ** 2))) + \ No newline at end of file From 23387bf0a5f49daa257e5c93716bce1cba742bcb Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Wed, 14 Jun 2023 12:00:45 -0400 Subject: [PATCH 07/16] add example for tlfwi --- example/fwi_example_crosswell.ipynb | 2 +- example/fwi_example_surface.ipynb | 2 +- example/tlfwi_example_crosswell.ipynb | 515 ++++++++++++++++++++++++++ src/PyFWI/tl_fwi.py | 29 +- 4 files changed, 538 insertions(+), 10 deletions(-) create mode 100644 example/tlfwi_example_crosswell.ipynb diff --git a/example/fwi_example_crosswell.ipynb b/example/fwi_example_crosswell.ipynb index ccba280..3997363 100644 --- a/example/fwi_example_crosswell.ipynb +++ b/example/fwi_example_crosswell.ipynb @@ -8,7 +8,7 @@ "Simple FWI Example\n", "==================\n", "\n", - "In this section we see application of PyFWI for performin FWI.\n", + "In this section we see application of PyFWI for performing FWI.\n", "First, forward modeling is shown and then we estimate a model of subsurface using FWI.\n" ] }, diff --git a/example/fwi_example_surface.ipynb b/example/fwi_example_surface.ipynb index f9fd9ea..0f6bb03 100644 --- a/example/fwi_example_surface.ipynb +++ b/example/fwi_example_surface.ipynb @@ -8,7 +8,7 @@ "Simple FWI Example\n", "==================\n", "\n", - "In this section we see application of PyFWI for performin FWI.\n", + "In this section we see application of PyFWI for performing FWI.\n", "First, forward modeling is shown and then we estimate a model of subsurface using FWI.\n" ] }, diff --git a/example/tlfwi_example_crosswell.ipynb b/example/tlfwi_example_crosswell.ipynb new file mode 100644 index 0000000..08da971 --- /dev/null +++ b/example/tlfwi_example_crosswell.ipynb @@ -0,0 +1,515 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Simple TL-FWI Example\n", + "==================\n", + "\n", + "In this section we see application of PyFWI for performing time-lapse FWI.\n", + "First, forward modeling is shown and then we estimate a model of subsurface using FWI.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + " **1. Forward modeling**\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this simple example, we use PyFWI to do forward modeling. So, we need to first import the following packages amd modulus." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "import sys\n", + "sys.path.append('../src/')\n", + "\n", + "import PyFWI.wave_propagation as wave\n", + "import PyFWI.acquisition as acq\n", + "import PyFWI.seiplot as splt\n", + "import PyFWI.model_dataset as md\n", + "import PyFWI.fwi_tools as tools\n", + "import PyFWI.processing as process\n", + "from PyFWI.tl_fwi import TimeLapse\n", + "import copy \n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Baseline and monitor models can be created by using ```model_dataset``` module as" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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3KQ4768SGtOGwM4/j4g0X8JGvDWXdr1c3pA37lYDOaOnzkjMnxJtQRLBjyza2bTqYljc05q+4ZUB/tq7bwQubtjak/v1P/jmkvnJwMmsCHkpg+5RdL+8iTnkX7/hK8SvJo72DZ+98hPW/3FzzukaeMpzDzjyOlgH9AWh5+7vZeePOmtdj5bnnZPuMjavXM/2GNzHwgIsBGHbIEGbP+Bbrf3lTzes66mNncPGGC9i6rhgusPPGnWxcvb7m9Vh5HQ5OfyJpGHAd8BaKnuXHgaeBW4BxwErg7IjYUk09VpnOjg42PP/bP65vOXgoL71nMiddvpKV9y+vSQ9q5CnDGTfpzbx83GRWfm2Vc0wNUq+nb5LGAjcCIymu8TkRcZWkW4Aj0mbDgK0RcUza5zJgBtABXBARd6XyKcBVQCtwXUR8ubu6q03XXwX8LCKOBI4GlgOXAvdExATgnrRuGXhx63b++ruHcsVBs3nL+R+oyTHf8sn3c8VBs5l5wxh2bN5Wk2NaZeo0CLMduCQiJgInA7MkTYyID0fEMSkg3Q4sAJA0EZgGHAVMAa6R1CqpFbgaeA8wETgnbVtWxT0nSUOB/wycBxARu4BdkqYCk9Jm84D7gc9UWo/VTkSwtm0VW9Zt4sUpb+f4Ty+p+pi/P+pUnvnJr3lpu0d/N1o9ek4RsRZYmz6/IGk5MBpYBiBJwNnA5LTLVGB+ROwEVkhqA3aPZ2mLiOfSfvPTtsvK1V3Nbd144HfAdyUdDTwKXAiMTD8QwDqK7qBlZOeLL3H+jeMYNuKbVR9r6/d28PILK6tvlFUlov45J0njgGOBxSXF7wDWR8SzaX008GDJ96tTGcCqPcpP6q6+aoJTP+A44FMRsVjSVexxCxcRIanLYcGSZgIzAQYMdvzamyKCVctXvOJfiu37KnxaN0LSIyXrcyJizp4bSRpCcft2UURsL/nqHODmSiruSTXBaTWwOiJ2R9HbKILTekmjImKtpFHAhq52TidgDsCQYUd4XoNZlSqcHbQxIk7obgNJ/SkC000RsaCkvB/wAeD4ks3XAGNL1sekMrop71LFCfGIWAeskrQ7Y38axf3jQmB6KpsO3FFpHWbWW32f9Nubib8pp3Q9sDwiZu/x9enAUxFROj9pITBN0kBJ44EJwEPAw8AESeMlDaBImi/sru5qxzl9CrgpVfYc8DGKgHerpBnA8xTJMjOrowA6O+uSczoV+CjwhKQlqezyiFhEEWBecUsXEUsl3UrRUWkHZkVEB4Ck84G7KIYSzI2Ipd1VXFVwioglQFddwtOqOa6Z9V2dntY9AF0fOCLOK1N+JXBlF+WLgEW9rdsjxM2aQUBnk2VuHZzMmkDguXVmlinPrTOzLDXbi0YdnMyaQPhlc2aWJSfEzSxXne45mVluAveczCxTToibWZYcnMwsOxHQUZ+5dQ3j4GTWJNxzMrMsOSFuZtnx3Dozy1NAR2ejG1FbDk5mTaDoOTW6FbXl4GTWJByczCxLToibWXYioKOj0a2oLQcnsybh2zozy5KDk5llJ/w+JzPLVWeTRScHJ7Mm0elBmGaWmwjnnMwsU012V+fgZNYsOjuaKzo5OJk1AT+tM7NsOedkZlnyUAIzy06EhxKYWZaCzia7r2upZmdJn5a0VNKTkm6WNEjSeEmLJbVJukXSgFo11szKi86+Lz2RNFbSfZKWpWv9wpLvPiXpqVT+lZLyy9L1/7SkM0rKp6SyNkmX9lR3xT0nSaOBC4CJEfGSpFuBacCZwNciYr6kbwMzgGsrrcfMela8CbMuPad24JKIeEzSa4BHJd0NjASmAkdHxE5JrwOQNJEiDhwFHAr8XNLh6VhXA+8CVgMPS1oYEcvKVVxVz4kiuA2W1A84AFgLTAZuS9/PA95XZR1m1pOAjo7o89LjYSPWRsRj6fMLwHJgNPC3wJcjYmf6bkPaZSowPyJ2RsQKoA04MS1tEfFcROwC5qdty6o4OEXEGuCrwG8ogtI24FFga0S0p81Wpx/EzOooKMY59XXpC0njgGOBxcDhwDtSCudfJL01bTYaWFWy2+4YUK68rGpu6w6miHzjga3AD4Epfdh/JjATYMDgkZU2w8wAAqKyoQQjJD1Ssj4nIubsuZGkIcDtwEURsT3dLQ0HTgbeCtwq6U2VNKCcap7WnQ6siIjfAUhaAJwKDJPUL/WexgBruto5nYA5AEOGHdFcjxnMGqDClNPGiDihuw0k9acITDdFxIJUvBpYEEWi6yFJncAIiut9bMnupTGgXHmXqsk5/QY4WdIBkgScBiwD7gM+mLaZDtxRRR1m1gsRQUdHZ5+XnqRr+3pgeUTMLvnqx8B/SdscDgwANgILgWmSBkoaD0wAHgIeBiakp/kDKJLmC7uru+KeU0QslnQb8BhFRv9xip7QPwPzJX0xlV1faR1m1nu9GRpQgVOBjwJPSFqSyi4H5gJzJT0J7AKmp17U0vTkfhlFXJgVER0Aks4H7gJagbkRsbS7iqsahBkRVwBX7FH8HEVm3sz2onoMwoyIB4Byv+f8v5XZ50rgyi7KFwGLelu3R4ibNYk6jXNqGAcnsyYQaZxTM3FwMmsSFQ4lyJaDk1kTiGi+ib8OTmZNwj0nM8uPc05mlqPAPSczy1J4KIGZZSj8DnEzy1AAnb2YK7cvcXAyawaVvzIlWw5OZk3B45zMLFPuOZlZdoq5dc45mVmG3HMyswx5nJOZZSgCosl+H7mDk1mTcM7JzPIT4ZyTmeXHE3/NLFuddfr1K43i4GTWBCKCznYHJzPLkIcSmFl+Ajo9lMDMcuSEuJllJyLo7OhodDNqysHJrEm452RmGQoPJTCz/ITfhGlmWQrobHfOycyyE4Rv68wsN0Hz/Wqolp42kDRX0gZJT5aUDZd0t6Rn058Hp3JJ+oakNkm/knRcPRtvZkl6n1Nfl55IGivpPknLJC2VdGEq/5+S1khakpYzS/a5LMWApyWdUVI+JZW1Sbq0p7p7DE7ADcCUPcouBe6JiAnAPWkd4D3AhLTMBK7txfHNrGrFOKe+Lr3QDlwSEROBk4FZkiam774WEcekZRFA+m4acBRF3LhGUqukVuBqihgxETin5Dhd6jE4RcS/Apv3KJ4KzEuf5wHvKym/MQoPAsMkjeqpDjOrUnpa19elx8NGrI2Ix9LnF4DlwOhudpkKzI+InRGxAmgDTkxLW0Q8FxG7gPlp27IqzTmNjIi16fM6YGT6PBpYVbLd6lS2lm4cedhr+MVP3llhU8wsiLq/plfSOOBYYDFwKnC+pHOBRyh6V1sorvcHS3bbHQPg1bHhpO7qqzohHhEhqc+ZOEkzKW79AHaW5rQyNQLY2OhG9MBtrI19oY1HlK68uO2Zu35x56QRFRxnkKRHStbnRMScPTeSNAS4HbgoIrZLuhb4AkUu/gvAPwEfr6D+sioNTusljYqItem2bUMqXwOMLdluTCp7lXQC5gBIeiQiTqiwLXuF21gbbmNt7BFQiIg988K1rKs/RWC6KSIWpPrWl3z/HeDOtNpdDOhVbNitNwnxriwEpqfP04E7SsrPTU/tTga2ldz+mdk+RpKA64HlETG7pLw0l/x+YPedz0JgmqSBksZTPBx7CHgYmCBpvKQBFEnzhd3V3WPPSdLNwCRghKTVwBXAl4FbJc0AngfOTpsvAs6kSIL9HvhYT8c3s6ydCnwUeELSklR2OcXTtmMobutWAn8NEBFLJd0KLKN40jcrIjoAJJ0P3AW0AnMjYml3FSuHt+dJmtnVfW5O3MbacBtrY19oY7WyCE5mZnuqNOdkZlZXDQ9OfR3SvhfaU264fpdTdhrc1lZJj0u6M62Pl7Q4nctbUuKxke0bJuk2SU9JWi7pbbmdR0mfTn/PT0q6WdKgHM6jPG2sscGpkiHte0G54frlpuw00oUUI3Z3+0eKKQWHAVuAGQ1p1Z9cBfwsIo4EjqZoazbnUdJo4ALghIh4C0Widhp5nMcb2N+njUVEwxbgbcBdJeuXAZc1sk1dtPEO4F3A08CoVDYKeLrB7RpD8Q90MsUYE1EMHOzX1bltQPuGAitIec2S8mzOI3+a0TCc4sn1ncAZuZxHYBzwZE/nDvi/wDldbbcvL42+rSs33SULewzXLzdlp1G+DvwDsHvOwiHA1ohoT+uNPpfjgd8B3023ntdJOpCMzmNErAG+CvyGYorVNuBR8jqPpfo6bWyf1ujglK09h+uXfhfFf08Ne8wp6S+ADRHxaKPa0Av9gOOAayPiWOBF9riFy+A8Hkwx+XQ8cChwIK++lcpSo8/d3tDo4NTr6S57U1fD9UlTdtL3pVN2GuFU4CxJKylmd0+myO8Mk7R7YG2jz+VqYHVELE7rt1EEq5zO4+nAioj4XUT8AVhAcW5zOo+lyp27LK+jajU6OPV5SHu9lRuuT/kpO3tdRFwWEWMiYhzFObs3Iv4SuA/4YNqs0W1cB6yStHuC6mkUo4azOY8Ut3MnSzog/b3vbmM253EP+9e0sUYnvSimuzwD/Br4bAbteTtFd/lXwJK0nEmR07kHeBb4OTC80W1N7Z0E3Jk+v4liHlMb8ENgYIPbdgzF6zR+BfwYODi38wh8HniKYm7Y94CBOZxH4GaKPNgfKHqhM8qdO4qHIVena+gJiqePDf+3We3iEeJmlqVG39aZmXXJwcnMsuTgZGZZcnAysyw5OJlZlhyczCxLDk5mliUHJzPL0v8Hl03VOUDYH8IAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Model = md.ModelGenerator('louboutin')\n", + "bl = Model()\n", + "ml = copy.deepcopy(bl)\n", + "ml[\"vp\"][20:30, 35:55] += 0.2 * ml[\"vp\"][20:30, 35:55]\n", + "\n", + "im = splt.earth_model(bl, [\"vp\"], cmap='coolwarm')\n", + "im = splt.earth_model(ml, [\"vp\"], cmap='coolwarm')\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we need to create an input dictionary as follow" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "model_shape = ml[[*ml][0]].shape\n", + "\n", + "inpa = {\n", + " 'ns': 4, # Number of sources\n", + " 'sdo': 4, # Order of FD\n", + " 'fdom': 15, # Central frequency of source\n", + " 'dh': 7, # Spatial sampling rate\n", + " 'dt': 0.004, # Temporal sampling rate\n", + " 'acq_type': 0, # Type of acquisition (0: crosswell, 1: surface, 2: both)\n", + " 't': 0.6, # Length of operation\n", + " 'npml': 20, # Number of PML \n", + " 'pmlR': 1e-5, # Coefficient for PML (No need to change)\n", + " 'pml_dir': 2, # type of boundary layer\n", + " 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", + "}\n", + "\n", + "seisout = 0 # Type of output 0: Pressure\n", + "\n", + "inpa['rec_dis'] = 1 * inpa['dh'] # Define the receivers' distance\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we obtain the location of sources and receivers based on specified parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "offsetx = inpa['dh'] * model_shape[1]\n", + "depth = inpa['dh'] * model_shape[0]\n", + "\n", + "src_loc, rec_loc, n_surface_rec, n_well_rec = acq.acq_parameters(inpa['ns'], \n", + " inpa['rec_dis'], \n", + " offsetx,\n", + " depth,\n", + " inpa['dh'], \n", + " inpa['sdo'], \n", + " acq_type=inpa['acq_type']) \n", + "# src_loc[:, 1] -= 5 * inpa['dh']\n", + "\n", + "# Create the source\n", + "src = acq.Source(src_loc, inpa['dh'], inpa['dt'])\n", + "src.Ricker(inpa['fdom'])\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we can have the forward modelling as " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Create the wave object\n", + "W = wave.WavePropagator(inpa, src, rec_loc, model_shape,\n", + " n_well_rec=n_well_rec,\n", + " components=seisout, chpr=0)\n", + "\n", + "# Call the forward modelling \n", + "db_obs = W.forward_modeling(bl, show=False) # show=True can show the propagation of the wave" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "for baseline model and" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Create the wave object\n", + "W = wave.WavePropagator(inpa, src, rec_loc, model_shape,\n", + " n_well_rec=n_well_rec,\n", + " components=seisout, chpr=0)\n", + "\n", + "# Call the forward modelling \n", + "dm_obs = W.forward_modeling(ml, show=False) # show=True can show the propagation of the wave" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "for monitor model." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "vmin, vmax = db_obs[\"taux\"].min(), db_obs[\"taux\"].max()\n", + "\n", + "fig, ax = plt.subplots(1, 3, figsize=(9, 4))\n", + "ax[0].imshow(db_obs[\"taux\"], cmap='gray', vmin=vmin, vmax=vmax,\n", + " aspect=\"auto\", extent=[0, dm_obs[\"taux\"].shape[1], inpa['t'], 0])\n", + "\n", + "ax[1].imshow(dm_obs[\"taux\"], cmap='gray', vmin=vmin, vmax=vmax,\n", + " aspect=\"auto\", extent=[0, dm_obs[\"taux\"].shape[1], inpa['t'], 0])\n", + "\n", + "ax[2].imshow((dm_obs[\"taux\"] - db_obs[\"taux\"]), cmap='gray', vmin=vmin, vmax=vmax,\n", + " aspect=\"auto\", extent=[0, dm_obs[\"taux\"].shape[1], inpa['t'], 0])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For performing TL-FWI, we need to pass both observed data through `process.prepare_residual(d_obs, gain_value)`. This function is used to verify all components of the data and also to apply again (default value is 1)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "db_obs = process.prepare_residual(db_obs)\n", + "dm_obs = process.prepare_residual(dm_obs)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**2. TL-FWI**" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To perform TL-FWI, we need the observed data and an initial model. \n", + "\n", + "Here is a homogeneous initial model." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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sQs8kpy8N15NrXAB8DHhM0pZ832eBqyW9kywuPg38AUBEbJN0F9lA9xBwbUQ0ASRdB9wH9ABrI2LbeCd2cDJLyP4DPawfmA3A+oHZfO5zewt06479VIKI+AGM+cEbxnnPzcDNY+zfMN77jubgZJaQDgyIJ8tjTmYJKb0cOd23qKYzJ7OEVMmcahpz6pju+jZmJ7hKZXqj+JYyZ05mCalSMmU48W5aUc6czBJSqdicx5zMrC6lx5wChqO7co3u+jZmJziPOY1y5mSWEJfpHeXMySwhlcacnDmZWV2qzHNqJh5siqqUOUk6RdLdknZK2iHpfZL6JW2U9ET+d87En2RmUGWGePErdal3A6t2624B/iEi3ga8A9gB3ATcHxGLgfvz52Y2CZUWOOiybl3p4CTpZODfkdV6ISJ+GREHyOoC354fdjvw4WpNNJs6PM9pVJUxp0XAHuCvJb0D2AzcAJyaF0UHeB44tVoTzaaO0lfrwmNOrXqBJcDXIuI84BWO6sJFRHaFcwySVo0UVd+3b1+FZph1D1+tG1UlOA0CgxExshLD3WTB6oWREp753xfHenNE3BYRSyNiaX9//6+8rsOHmf+hy5hzy63oyJEKzTQ7cVQbcyq+pax0cIqI54FnJb0137WMrDTnALAy37cSWF/m86fv3Env4CAnr1nDggvfz4wHHyzbVLMTRpUZ4sMltpRVned0PXBHXrD8SeATZAHvLknXAM8AV5b54L6t2yCCxuHDNA4d4tTrrufwkvPYe/PNDM2fX7HZZmmqVJVgOO1gU1Sl4BQRW4Cx1rxaVuVzAU56eBONw4dfe944dIgZP/wR825azfN/+82qH2+WpASXI++YZGeI923ZAsDwzJkwNMSRJUs4uGIFryy7qLMNM6tRtaoE9bbteEs2ODXn9DM0f8FrASlmzep0k8xqVzZzCrpvgYNkg9PPv7uu000wO+58b90oVyUwS0i1eU7dNZUg2czJbCoqf7Uu/UmVRTlzMktI6cwpHxAvuqXMmZNZQiqtW+fMyczqUmXFX2dOZlabKplT6gPcRTlzMkuIr9aNcuZklpBK9Zy67N46Z05mCXHmNMrBySwhVeo51TEgLmmBpAckbZe0TdINR71+o6SQNC9/Lkm3Stol6VFJS1qOXZkvfPKEpJVHn+to7taZJSTBe+uGgBsj4hFJs4DNkjZGxHZJC4CLgZ+1HP8hYHG+vRf4GvBeSf3An5FVMYn8cwYiYn+7EztzMktI6cwpoDlcfJvwYyN2R8Qj+eODZCssnZG//BXg07y+FPdy4G8i82PglLwi7iXAxojYlwekjcCl453bwcksIVXmOZUcc5o3Uss/31a1O4ekhcB5wEOSlgPPRcQ/H3XYGcCzLc8H833t9rflbp1ZQjowz2lvRIxVMPJ1JL0R+A7wKbKu3mfJunS1ceZklpAqV+vqmiEuaRpZYLojItYBbyFbGu6fJT0NzAcekfRm4DlgQcvb5+f72u1vy8HJLCFlx5wioNksvk1EksgWzt0REV/OzhWPRcSbImJhRCwk66ItyRc9GQA+nl+1Ox94KV/H8j7gYklzJM0hy7ruG+/c7taZJaRSDfF65i1dAHwMeEzSlnzfZyNiQ5vjNwCXAbuAX5AtekJE7JP0eWBTftyfR8S4C1Y6OJklZN7cJo1GMDwsGo2YdGCCeoJTRPwAxl85Ic+eRh4HcG2b49YCayd7bnfrzBLSbMIVlx8Esr+T6XpBFpi6rSqBg5NZQvYf6GH9wGwA1g/MLjYgPhyFt5S5W2eWkErF5iZ/6AnBmZNZQkpPwiwxATP1G3+dOZklpFqZ3hob1gEOTmYJqTKVYLjZXdHJwcksIVWKzXVb5uQxJ7OEuNjcKGdOZgmpdrUu8WhTkIOTWUJKF5uL7ptK4OBklpDymVMwnHo/raBKY06S/iivK7xV0rcknSRpkaSH8hrC35Y0/Vg11qzbVRpzGi6+pax0cJJ0BvBJYGlE/BrQA1wFfBH4SkScBewHrjkWDTWbCkqXTAEiovCWsqpX63qBGZJ6gZnAbuAi4O789duBD1c8h9mUUTpzCmg2o/CWstLBKSKeA75EtvLCbuAlYDNwICKG8sMmrBNsZqOqZE6uSpDLq9ktJyvXeTrwBiZYTeGo968aKaq+b9+4NafMpowqmVMMR+EtZVW6dR8AnoqIPRHxKrCOrGreKXk3D8apExwRt0XE0ohY2t/fX6EZZt2jyqKa3TYJs0pw+hlwvqSZeZ3hZcB24AFgRX7MSmB9tSaaTR3lqxIEzeZw4S1lVcacHiIb+H4EeCz/rNuAzwB/LGkXMJesOLqZTUKlzKnLphJUmoQZEX9GtsRwqyeB91T5XLOpqlJVgtT7aQV5hrhZQqotqungZGY1qXJvXerzlopycDJLSKXMKfGpAUU5OJklpHzm1H03/jo4mSXEmdMoByezhJS+WucxJzOrU+ka4nRf5uQa4mYJKV/PqXi5lNSnHjhzMktI6TGncA1xM6tR6at1wHDi98oV5eBklpAqmZPHnMysNlXGnIaj+DYRSQskPSBpe75ewA35/s9LelTSFkn/R9Lp+X5JujVfQ+BRSUtaPmulpCfybeVE53ZwMktItaoEtRSbGwJujIhzgPOBayWdA/yPiPj1iHgncC/wX/LjPwQszrdVwNey76J+siIB7yUrDPBnecHKthyczBJSvp4TtdRziojdEfFI/vggsAM4IyJebjnsDWTDXpBVx/2byPyYrPjkacAlwMaI2BcR+4GNTFA5N9ngpMOHmf+hy5hzy63oyJFON8fsuEgwc3qNpIXAecBD+fObJT0LfJTRzOkM4NmWt42sI9Buf1vJBqfpO3fSOzjIyWvWsODC9zPjwQc73SSz2nVgntO8kVr++bZqrE+X9EbgO8CnRrKmiPhcRCwA7gCuq/rdj5ZscOrbug0iaBw6RO+ePZx63fW8eeVKegcHO900s9qUXn0lIIaHC2/A3pFa/vl229GfLWkaWWC6IyLWjXH6O4B/nz9+DljQ8trIOgLt9reVbHA66eFNNA4ffu1549AhZvzwR8y7aXUHW2VWryor/tYx5pSvD/B1YEdEfLll/+KWw5YDO/PHA8DH86t25wMvRcRu4D7gYklz8oHwi/N9bSU7z6lvyxYAhmfOhKEhjixZwsEVK3hl2UWdbZhZjcrPc6ptqacLgI8Bj0naku/7LHCNpLcCw8AzwB/mr20ALgN2Ab8APpE1L/ZJ+jywKT/uzyNi3DXhkg1OzTn9DM1f8FpAilmzOt0ks9pVmSFeR3CKiB8AGuOlDW2OD+DaNq+tBdZO9tzJBqeff3esrq1Zd6tSz2k49eVUCko2OJlNRZUqYQ45OJlZTebNbdJoBMPDotGISS8LBd23+kqyV+vMpqJmE664/CCQ/W02J/nGgOHh4cJbyhyczBKy/0AP6wdmA7B+YHahqQR1zxA/3tytM0tI6TK9EQxPOs06MTg4mSWkynLkqWdCRTk4mSWk/FSC8FQCM6tPleXInTmZWW0qLXAw5DEnM6tJ+TGnINytM7O6zJvbpKcnaDZFT8/kJ2EGU3BpKElrgcuBFyPi1/J9/cC3gYXA08CVEbE/L69wC9ldyb8Afm+kxKeZTc62rf9CTw+Tn4AJ+eor3ZU5TWaG1zf41Vq/NwH3R8Ri4P78ObQpbm5mkzdtGjQa2d/Jy+Y5Fd1SNmFwioj/Cxxdd2U5cHv++Hbgwy37xypubmZ1Cs8QH3FqXt0O4Hng1PxxuyLmuxlHX18fZ77lrJJNMbMguq5bV3lAPCJCI0WPC8gLqY8UUz8iaWvVttRsHrC3042YgNt4bJwIbXxr65NXXvrpff/v3gvnlficZL9n2eD0gqTTImJ33m17Md8/6SLmeSH12wAkPRwRS0u25bhwG48Nt/HYkPRw6/OIGHcNuBNR2aoEA8DIcsIrgfUt+8cqbm5mVshkphJ8C7iQbH2rQbIlhb8A3CXpGrLi5lfmh49Z3NzMrKgJg1NEXN3mpWVjHNu2uPkEfmWtrAS5jceG23hsnAhtrETdVtrTzLqDK2GaWZI6HpwkXSrpcUm7JN008Ttqb88CSQ9I2i5pm6Qb8v39kjZKeiL/OyeBtvZI+idJ9+bPF0l6KP8tvy1peofbd4qkuyXtlLRD0vtS+x0l/VH+z3mrpG9JOimF31HSWkkvtk6xaffb5Regbs3b+6ikJce7vXXoaHCS1AN8ley2l3OAqyWd08k2AUPAjRFxDnA+cG3epna37HTSDcCOludfBL4SEWcB+4FrOtKqUbcA/xARbwPeQdbWZH5HSWcAnwSW5veN9gBXkcbv+A2m+m1jEdGxDXgfcF/L89XA6k62aYw2rgc+CDwOnJbvOw14vMPtmk/2L+hFwL1kq7LuBXrH+m070L6TgafIxzVb9ifzOzJ6R0M/2cWhe4FLUvkdyW6s3zrRbwf8T+DqsY47kbdOd+va3e6SBEkLgfOAh2h/y06n/BXwabK16gHmAgciYih/3unfchGwB/jrvOu5RtIbSOh3jIjngC8BPyO7xeolYDNp/Y6tit42dkLrdHBKlqQ3At8BPhURL7e+Ftn/njp2mVPSSAmbzZ1qwyT0AkuAr0XEecArHNWFS+B3nEN2s/oi4HTgDfxqVypJnf7tjodOB6dJ3+5yPEmaRhaY7oiIdfnuF0YqLBx1y04nXAD8tqSngTvJuna3kFWBGJm71unfchAYjIiH8ud3kwWrlH7HDwBPRcSeiHgVWEf226b0O7Zq99sl+d9RVZ0OTpuAxfnVkelkg5EDnWxQXjDv68COiPhyy0vtbtk57iJidUTMj4iFZL/ZP0bER4EHgBX5YZ1u4/PAs5JGblBdBmwnod+RrDt3vqSZ+T/3kTYm8zseZWrdNtbpQS+y211+CvwL8LkE2vNvydLlR4Et+XYZ2ZjO/cATwPeA/k63NW/vhcC9+eMzgZ+Q3T7090Bfh9v2TuDh/Le8B5iT2u8I/DdgJ7AV+CbQl8LvCHyLbBzsVbIs9Jp2vx3ZxZCv5v8NPUZ29bHj/25W3TxD3MyS1OlunZnZmByczCxJDk5mliQHJzNLkoOTmSXJwcnMkuTgZGZJcnAysyT9f4GO+tIlrmrgAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "m0 = Model(smoothing=1)\n", + "m0['vs'] *= 0.0\n", + "m0['rho'] = np.ones_like(ml['rho'])\n", + "\n", + "fig = splt.earth_model(m0, ['vp'], cmap='coolwarm')\n", + "\n", + "fig.axes[0].plot(src_loc[:,0]//inpa[\"dh\"], \n", + " src_loc[:,1]//inpa[\"dh\"], \"r>\", markersize=5)\n", + "\n", + "fig.axes[0].plot(rec_loc[:,0]//inpa[\"dh\"], \n", + " rec_loc[:,1]//inpa[\"dh\"], \"b*\", markersize=3)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we can create a TL-FWI object," + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "tlfwi = TimeLapse(db_obs, dm_obs, inpa, src, rec_loc, model_shape, \n", + " components=seisout, chpr=20, n_well_rec=n_well_rec)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and call it by providing the initial model `m0`, TL-FWI method `tl_method`, desired frequencies for inversion, number of iterations for each frequency, number of parameters for inversion `n_params`, index of the first parameter `k_0`, and index of the last parameter `k_end`.\n", + "\n", + "Let's call the TL-FWI object,\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter number 1 to 1\n", + "2500.0 2500.0\n", + " for f= 25: rms is: 0.0003187612455803901 with rms_reg: 0, and rms_data: 0.0003187612455803901, rms_mp: 0.0, rms_model_relation: 0\n", + "Parameter number 1 to 1\n", + "2500.0 2500.0\n", + " for f= 45: rms is: 0.004415073432028294 with rms_reg: 0, and rms_data: 0.004415073432028294, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.9827111341883 2500.0297937900996\n", + " for f= 45: rms is: 0.004414360038936138 with rms_reg: 0, and rms_data: 0.004414360038936138, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.9135556709416 2500.1489689504983\n", + " for f= 45: rms is: 0.004411510191857815 with rms_reg: 0, and rms_data: 0.004411510191857815, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.636933817955 2500.6256695920933\n", + " for f= 45: rms is: 0.004400133620947599 with rms_reg: 0, and rms_data: 0.004400133620947599, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.530446406008 2502.5324721584725\n", + " for f= 45: rms is: 0.00435509392991662 with rms_reg: 0, and rms_data: 0.00435509392991662, rms_mp: 0.0, rms_model_relation: 0\n", + "2494.1044967582216 2510.1596824239887\n", + " for f= 45: rms is: 0.004182371310889721 with rms_reg: 0, and rms_data: 0.004182371310889721, rms_mp: 0.0, rms_model_relation: 0\n", + "2476.400698167074 2540.668523486055\n", + " for f= 45: rms is: 0.003607903141528368 with rms_reg: 0, and rms_data: 0.003607903141528368, rms_mp: 0.0, rms_model_relation: 0\n", + "2356.1934399025804 2683.887118020453\n", + " for f= 45: rms is: 0.0026031285524368286 with rms_reg: 0, and rms_data: 0.0026031285524368286, rms_mp: 0.0, rms_model_relation: 0\n", + "===== Inversion of baseline is done ======\n", + "Parameter number 1 to 1\n", + "2356.1934399025804 2683.887118020453\n", + " for f= 25: rms is: 0.00026490495656616986 with rms_reg: 0, and rms_data: 0.00026490495656616986, rms_mp: 0.0, rms_model_relation: 0\n", + "Parameter number 1 to 1\n", + "2356.1934399025804 2683.887118020453\n", + " for f= 45: rms is: 0.002746842335909605 with rms_reg: 0, and rms_data: 0.002746842335909605, rms_mp: 0.0, rms_model_relation: 0\n", + "2356.1533553721515 2683.92212948145\n", + " for f= 45: rms is: 0.002746592741459608 with rms_reg: 0, and rms_data: 0.002746592741459608, rms_mp: 0.0, rms_model_relation: 0\n", + "2355.993017250435 2684.062175325439\n", + " for f= 45: rms is: 0.002745593897998333 with rms_reg: 0, and rms_data: 0.002745593897998333, rms_mp: 0.0, rms_model_relation: 0\n", + "2355.3516647635697 2684.6223587013956\n", + " for f= 45: rms is: 0.0027416038792580366 with rms_reg: 0, and rms_data: 0.0027416038792580366, rms_mp: 0.0, rms_model_relation: 0\n", + "2352.7862548161083 2686.863092205222\n", + " for f= 45: rms is: 0.0027258486952632666 with rms_reg: 0, and rms_data: 0.0027258486952632666, rms_mp: 0.0, rms_model_relation: 0\n", + "2342.5246150262624 2695.8260262205263\n", + " for f= 45: rms is: 0.0026659041177481413 with rms_reg: 0, and rms_data: 0.0026659041177481413, rms_mp: 0.0, rms_model_relation: 0\n", + "2301.478055866879 2738.488647834547\n", + " for f= 45: rms is: 0.002474747598171234 with rms_reg: 0, and rms_data: 0.002474747598171234, rms_mp: 0.0, rms_model_relation: 0\n", + "2066.2426437315557 2953.5179593155053\n", + " for f= 45: rms is: 0.0020049824379384518 with rms_reg: 0, and rms_data: 0.0020049824379384518, rms_mp: 0.0, rms_model_relation: 0\n", + "Cascaded\n" + ] + } + ], + "source": [ + "m_est, _ = tlfwi(m0, tl_method=\"cc\", \n", + " freqs=[25, 45], iter=[2, 2], \n", + " n_params=1, k_0=1, k_end=2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is the estimated model" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Time to plot the results\n", + "fig, ax = plt.subplots(1,3, figsize=(9, 4))\n", + "ax[0].imshow(m_est[\"b1\"][\"vp\"], cmap='jet')\n", + "ax[0].set_title(\"BL\")\n", + "ax[1].imshow(m_est[\"m1\"][\"vp\"], cmap='jet')\n", + "ax[1].set_title(\"ML\")\n", + "im = ax[2].imshow(m_est[\"dm\"][\"vp\"], cmap='jet')\n", + "ax[2].set_title(\"TL\")\n", + "\n", + "points = ax[1].get_position().get_points()\n", + "dy = points[1, 1] - points[0, 1]\n", + "cax = fig.add_axes([0.91, points[0, 1], 0.02, dy])\n", + "cax.yaxis.set_ticks_position(\"right\")\n", + "cbar = fig.colorbar(im, cax=cax, orientation=\"vertical\", extend=\"neither\", label=\"$V_P$ $(m/s)$\")\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Please note that this is a fast and simple implementation aiming to show how PyFWI can be used for a time-lapse study. Hence, the result is not accurate and better parameters and methods should be picked. For a review of different TL-FWI methods, I invite you to read [this paper](https://amirmardan.github.io/doc/wa_tlfwi.pdf)." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "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": "3.7.12" + }, + "vscode": { + "interpreter": { + "hash": "0f81fc2e4a358d2a0e372de0a65782557c8127804cea09d304df813e671e8a74" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/src/PyFWI/tl_fwi.py b/src/PyFWI/tl_fwi.py index 5eff8c0..1dea585 100644 --- a/src/PyFWI/tl_fwi.py +++ b/src/PyFWI/tl_fwi.py @@ -10,8 +10,6 @@ from PyFWI.processing import prepare_residual from PyFWI.wave_propagation import WavePropagator as Wave - - class TimeLapse(Wave): """ TimeLapse is a class to perform time-lapse FWI. @@ -42,8 +40,12 @@ class TimeLapse(Wave): def __init__(self, b_dobs, m_dobs, inpa, src, rec_loc, model_shape, components, chpr, n_well_rec=0, param_functions=None): super().__init__(inpa, src, rec_loc, model_shape, n_well_rec=n_well_rec, chpr=chpr, components=components) - self.inv_obj = FWI(b_dobs, inpa, src, rec_loc, model_shape=model_shape, - n_well_rec=n_well_rec, chpr=chpr, components=components, param_functions=param_functions) + self.inv_obj = FWI(b_dobs, inpa, src, rec_loc, + model_shape=model_shape, + n_well_rec=n_well_rec, + chpr=chpr, + components=components, + param_functions=param_functions) self.b_dobs = copy.deepcopy(b_dobs) self.m_dobs = copy.deepcopy(m_dobs) @@ -66,8 +68,13 @@ def __call__ (self, b_m0, iter, freqs, tl_method, n_params, k_0, k_end): freqs : list Frequencies for multiscale inversion tl_method : str - Name of time-lapse method ('cc': Cascaded, 'sim': Simultaneous, 'wa': Weighted average, - 'cj': Cascaded joint, 'cd': Central difference, 'cu': Cross updating) + Name of time-lapse method + - 'cc': Cascaded, + - 'sim': Simultaneous, + - 'wa': Weighted average, + - 'cj': Cascaded joint, + - 'cd': Central difference, + - 'cu': Cross updating n_params : int Number of parameters to invert k_0 : int @@ -465,13 +472,19 @@ def cascaded_inversion(self, b_m0, freqs, iter, n_params, k_0, k_end): tic = timeit.default_timer() self.inv_obj.d_obs = self.b_dobs - model_b1, rms1 = self.inv_obj(b_m0, method=2, freqs=freqs, iter=iter, n_params=n_params, k_0=k_0, k_end=k_end) + model_b1, rms1 = self.inv_obj(b_m0, method=2, + freqs=freqs, iter=iter, + n_params=n_params, + k_0=k_0, k_end=k_end) initial = model_b1.copy() #TODO: WHY? print('===== Inversion of baseline is done ======') self.inv_obj.d_obs = self.m_dobs - model_m1, rms2 = self.inv_obj(model_b1, method=2, freqs=freqs, iter=iter, n_params=n_params, k_0=k_0, k_end=k_end) + model_m1, rms2 = self.inv_obj(model_b1, method=2, + freqs=freqs, iter=iter, + n_params=n_params, + k_0=k_0, k_end=k_end) process_time = timeit.default_timer() - tic inverted = { From e004111720d3bae80b0d20b8f40a1a32016012bf Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Tue, 24 Oct 2023 10:49:59 -0400 Subject: [PATCH 08/16] Create CNAME --- docs/CNAME | 1 + 1 file changed, 1 insertion(+) create mode 100644 docs/CNAME diff --git a/docs/CNAME b/docs/CNAME new file mode 100644 index 0000000..3542584 --- /dev/null +++ b/docs/CNAME @@ -0,0 +1 @@ +pyfwi.readthedocs.io \ No newline at end of file From a76ee640850c36535b288035d01ba61f7fc73a95 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Wed, 22 Nov 2023 11:02:05 -0500 Subject: [PATCH 09/16] delete set_env_variable --- .gitignore | 2 ++ src/PyFWI/wave_propagation.py | 17 +++++++---------- 2 files changed, 9 insertions(+), 10 deletions(-) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..d0a113f --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +*.pyc +.DS_Store \ No newline at end of file diff --git a/src/PyFWI/wave_propagation.py b/src/PyFWI/wave_propagation.py index c062555..a02916f 100644 --- a/src/PyFWI/wave_propagation.py +++ b/src/PyFWI/wave_propagation.py @@ -15,7 +15,9 @@ class WavePreparation: - def __init__(self, inpa, src, rec_loc, model_shape, components=0, n_well_rec=0, chpr=10, set_env_variable=True): + def __init__(self, inpa, src, + rec_loc, model_shape, components=0, + n_well_rec=0, chpr=10): ''' A class to prepare the variable and basic functions for wave propagation. @@ -23,7 +25,6 @@ def __init__(self, inpa, src, rec_loc, model_shape, components=0, n_well_rec=0, #TODO: work on how ypu specify the acq_type, getting n_well_rec, using that again fpr two .cl files keys = [*inpa] - self.set_env_variable = set_env_variable self.dt_scale = np.ceil(inpa['dt']/0.0006) self.t = inpa['t'] self.dt_ext = inpa['dt'] @@ -171,11 +172,6 @@ def __init__(self, inpa, src, rec_loc, model_shape, components=0, n_well_rec=0, device = inpa["device"] if device >= len(devices): raise Exception("Bad chosen device. There are {} available device(s).".format(len(devices))) - else: - device = 0 - print("Device {} is chosen.".format(device)) - - if set_env_variable: os.environ['PYOPENCL_CTX'] = str(platform) + ':' + str(device) os.environ['PYOPENCL_COMPILER_OUTPUT'] = '1' @@ -618,10 +614,11 @@ class WavePropagator(WavePreparation): component: Seismic output """ - def __init__(self, inpa, src, rec_loc, model_shape, components=0, n_well_rec=0, chpr=0, set_env_variable=True): + def __init__(self, inpa, src, rec_loc, + model_shape, components=0, + n_well_rec=0, chpr=0): WavePreparation.__init__(self, inpa=inpa, src=src, rec_loc=rec_loc, model_shape=model_shape, components=components, - n_well_rec=n_well_rec, chpr=chpr, - set_env_variable=set_env_variable) + n_well_rec=n_well_rec, chpr=chpr) def forward_propagator(self, model): """ This function is in charge of forward modelling for acoustic case From 8fe37c97fc84c4c9e23d5173184d2fe0be370084 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Wed, 22 Nov 2023 11:19:21 -0500 Subject: [PATCH 10/16] update pyrpoject on `requires` --- pyproject.toml | 2 -- 1 file changed, 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 0718f92..34f33be 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,8 +8,6 @@ requires = [ "scipy", "hdf5storage", "requests", - "segyio", - "logging", "datetime", ] build-backend = "setuptools.build_meta" From ddca3b1e6b32a4970d5ceaeef850d7c38da6b9ce Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Mon, 11 Mar 2024 14:46:57 -0400 Subject: [PATCH 11/16] make sure injSrc sends t as int32 --- src/PyFWI/wave_propagation.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/PyFWI/wave_propagation.py b/src/PyFWI/wave_propagation.py index a02916f..ce40151 100644 --- a/src/PyFWI/wave_propagation.py +++ b/src/PyFWI/wave_propagation.py @@ -697,10 +697,10 @@ def __update_fwd(self, coeff): def __kernel(self, s, coeff=+1): showpurose = np.zeros((self.tnz, self.tnx), dtype=np.float32) chpc = 0 - t_src = np.int32(0) + t_src = 0 for t in np.arange(self.nt): if t % self.dt_scale == 0: - self.__injSrc(t_src, s) + self.__injSrc(np.int32(t_src), s) t_src += 1 self.__update_fwd(coeff=coeff) From 9b98d377f21960e1e0b6df45848b6caa795bf460 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Sun, 3 Nov 2024 10:20:28 -0500 Subject: [PATCH 12/16] add an example for fwi --- example/fwi_example_surface.py | 95 ++++++++++++++++++++++++++++++++++ 1 file changed, 95 insertions(+) create mode 100644 example/fwi_example_surface.py diff --git a/example/fwi_example_surface.py b/example/fwi_example_surface.py new file mode 100644 index 0000000..2dc7c66 --- /dev/null +++ b/example/fwi_example_surface.py @@ -0,0 +1,95 @@ +import matplotlib.pyplot as plt +import numpy as np +import os + +import sys +sys.path.append(os.path.abspath('./src/')) + +import PyFWI.wave_propagation as wave +import PyFWI.acquisition as acq +import PyFWI.seiplot as splt +import PyFWI.model_dataset as md +from PyFWI.fwi import FWI + +Model = md.ModelGenerator('louboutin') +model = Model() + +im = splt.earth_model(model, cmap='coolwarm') + +model_shape = model[[*model][0]].shape +#%% ================== Parameters and Geometry ================== + +inpa = { + 'ns': 4, # Number of sources + 'sdo': 4, # Order of FD + 'fdom': 15, # Central frequency of source + 'dh': 7, # Spatial sampling rate + 'dt': 0.004, # Temporal sampling rate + 'acq_type': 1, # Type of acquisition (0: crosswell, 1: surface, 2: both) + 't': 0.6, # Length of operation + 'npml': 20, # Number of PML + 'pmlR': 1e-5, # Coefficient for PML (No need to change) + 'pml_dir': 2, # type of boundary layer +} + +seisout = 0 # Type of output 0: Pressure + +inpa['rec_dis'] = 1 * inpa['dh'] # Define the receivers' distance + + +offsetx = inpa['dh'] * model_shape[1] +depth = inpa['dh'] * model_shape[0] + +src_loc, rec_loc, n_surface_rec, n_well_rec = acq.acq_parameters(inpa['ns'], + inpa['rec_dis'], + offsetx, + depth, + inpa['dh'], + inpa['sdo'], + acq_type=inpa['acq_type']) +rec_loc[:, 1] -= 2 * inpa['dh'] + +# Create the source +src = acq.Source(src_loc, inpa['dh'], inpa['dt']) +src.Ricker(inpa['fdom']) + +#%% ================== Forward Modelling ================== +# Create the wave object +W = wave.WavePropagator(inpa, src, rec_loc, model_shape, + n_well_rec=n_well_rec, + components=seisout, chpr=0) + +# Call the forward modelling +d_obs = W.forward_modeling(model, show=False) # show=True can show the propagation of the wave + +plt.imshow(d_obs["taux"], cmap='gray', + aspect="auto", extent=[0, d_obs["taux"].shape[1], inpa['t'], 0]) + +#%% ================== Initial model ================== +m0 = Model(smoothing=1) +m0['vs'] *= 0.0 +m0['rho'] = np.ones_like(model['rho']) + +fig = splt.earth_model(m0, ['vp'], cmap='coolwarm') + +fig.axes[0].plot(src_loc[:,0]//inpa["dh"], + src_loc[:,1]//inpa["dh"], "rv", markersize=5) + +fig.axes[0].plot(rec_loc[:,0]//inpa["dh"], + rec_loc[:,1]//inpa["dh"], "b*", markersize=3) + + +#%% ================== FWI ================== +inpa['energy_balancing'] = True + +fwi = FWI(d_obs, inpa, src, rec_loc, model_shape, + components=seisout, chpr=20, n_well_rec=n_well_rec) + +m_est, _ = fwi(m0, method="lbfgs", + freqs=[25, 45], iter=[2, 2], + n_params=1, k_0=1, k_end=2) + +fig = splt.earth_model(m_est, ['vp'], cmap='jet') + +plt.show() +a = 1 \ No newline at end of file From 03ba4f0653cae570fdacc705eaef94be92314e64 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Mon, 4 Nov 2024 20:22:13 -0500 Subject: [PATCH 13/16] bug, fixed to copy txz to its buffer Co-authored-by: ITcooker-liu <55828994+ITcooker-liu@users.noreply.github.com> --- src/PyFWI/wave_propagation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/PyFWI/wave_propagation.py b/src/PyFWI/wave_propagation.py index ce40151..81632bc 100644 --- a/src/PyFWI/wave_propagation.py +++ b/src/PyFWI/wave_propagation.py @@ -771,7 +771,7 @@ def __kernel_gradient(self, res, s, coeff=-1): cl.enqueue_copy(self.queue, self.tauz_b, tauz) tauxz = np.copy(self.W['tauxz'][:, :, s, chpc]) - cl.enqueue_copy(self.queue, self.tauz_b, tauxz) + cl.enqueue_copy(self.queue, self.tauxz_b, tauxz) chpc -= 1 From 6bac3e416e6c86bd2ccc754a51d2f204a67a0958 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Mon, 4 Nov 2024 21:07:17 -0500 Subject: [PATCH 14/16] some cleaning --- example/fwi_example_crosswell.ipynb | 111 ++-- example/fwi_example_surface.ipynb | 771 +++++++++++++++++++++----- example/gradient_example.ipynb | 47 +- example/tlfwi_example_crosswell.ipynb | 150 +++-- src/PyFWI/fwi.py | 13 +- src/PyFWI/wave_propagation.py | 4 +- 6 files changed, 769 insertions(+), 327 deletions(-) diff --git a/example/fwi_example_crosswell.ipynb b/example/fwi_example_crosswell.ipynb index 3997363..b808ecf 100644 --- a/example/fwi_example_crosswell.ipynb +++ b/example/fwi_example_crosswell.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -61,19 +61,17 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -94,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -111,7 +109,7 @@ " 'npml': 20, # Number of PML \n", " 'pmlR': 1e-5, # Coefficient for PML (No need to change)\n", " 'pml_dir': 2, # type of boundary layer\n", - " 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", + " # 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", "}\n", "\n", "seisout = 0 # Type of output 0: Pressure\n", @@ -129,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -160,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -175,29 +173,27 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -327,18 +321,18 @@ "text": [ "Parameter number 1 to 1\n", "2500.0 2500.0\n", - " for f= 25: rms is: 0.0003187612455803901 with rms_reg: 0, and rms_data: 0.0003187612455803901, rms_mp: 0.0, rms_model_relation: 0\n", - "Parameter number 1 to 1\n", + " for f= 25: rms is: 0.00031876127468422055 with rms_reg: 0, and rms_data: 0.00031876127468422055, rms_mp: 0.0, rms_model_relation: 0\n", "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", + "Parameter number 1 to 1\n", " N = 10000 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 3.18761D-04 |proj g|= 7.19684D-10\n", + "At iterate 0 f= 3.18761D-04 |proj g|= 7.60487D-10\n", "\n", " * * *\n", "\n", @@ -353,8 +347,8 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - "10000 0 1 0 0 0 7.197D-10 3.188D-04\n", - " F = 3.1876124558039010E-004\n", + "10000 0 1 0 0 0 7.605D-10 3.188D-04\n", + " F = 3.1876127468422055E-004\n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" ] @@ -381,7 +375,7 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.41507D-03 |proj g|= 2.39370D-08\n", + "At iterate 0 f= 4.41507D-03 |proj g|= 2.60689D-08\n", "\n", "\n", "ITERATION 1\n", @@ -390,7 +384,7 @@ " There are 0 breakpoints \n", "\n", " GCP found in this segment\n", - "Piece 1 --f1, f2 at start point -6.4549D-13 6.4549D-13\n", + "Piece 1 --f1, f2 at start point -6.3524D-13 6.3524D-13\n", "Distance to the stationary point = 1.0000D+00\n", "\n", "---------------- exit CAUCHY----------------------\n", @@ -409,21 +403,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "2499.9827111341883 2500.0297937900996\n", - " for f= 45: rms is: 0.004414360038936138 with rms_reg: 0, and rms_data: 0.004414360038936138, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.9135556709416 2500.1489689504983\n", - " for f= 45: rms is: 0.004411510191857815 with rms_reg: 0, and rms_data: 0.004411510191857815, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.636933817955 2500.6256695920933\n", - " for f= 45: rms is: 0.004400133620947599 with rms_reg: 0, and rms_data: 0.004400133620947599, rms_mp: 0.0, rms_model_relation: 0\n", - "2498.530446406008 2502.5324721584725\n", - " for f= 45: rms is: 0.00435509392991662 with rms_reg: 0, and rms_data: 0.00435509392991662, rms_mp: 0.0, rms_model_relation: 0\n", - "2494.1044967582216 2510.1596824239887\n", - " for f= 45: rms is: 0.004182371310889721 with rms_reg: 0, and rms_data: 0.004182371310889721, rms_mp: 0.0, rms_model_relation: 0\n", - "2476.400698167074 2540.668523486055\n", - " for f= 45: rms is: 0.003607903141528368 with rms_reg: 0, and rms_data: 0.003607903141528368, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.9817678114177 2500.0327078217074\n", + " for f= 45: rms is: 0.0044143591076135635 with rms_reg: 0, and rms_data: 0.0044143591076135635, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.9088390570896 2500.1635391085365\n", + " for f= 45: rms is: 0.004411503206938505 with rms_reg: 0, and rms_data: 0.004411503206938505, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.617124039776 2500.686864255853\n", + " for f= 45: rms is: 0.004400103818625212 with rms_reg: 0, and rms_data: 0.004400103818625212, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.4502639705233 2502.780164845119\n", + " for f= 45: rms is: 0.004354970529675484 with rms_reg: 0, and rms_data: 0.004354970529675484, rms_mp: 0.0, rms_model_relation: 0\n", + "2493.7828236935106 2511.153367202184\n", + " for f= 45: rms is: 0.004181776195764542 with rms_reg: 0, and rms_data: 0.004181776195764542, rms_mp: 0.0, rms_model_relation: 0\n", + "2475.113062585461 2544.6461766304446\n", + " for f= 45: rms is: 0.0036037799436599016 with rms_reg: 0, and rms_data: 0.0036037799436599016, rms_mp: 0.0, rms_model_relation: 0\n", " LINE SEARCH 5 times; norm of step = 1365.0000000000000 \n", "\n", - "At iterate 1 f= 3.60790D-03 |proj g|= 1.91296D-08\n", + "At iterate 1 f= 3.60378D-03 |proj g|= 2.06391D-08\n", "\n", "\n", "ITERATION 2\n", @@ -433,11 +427,11 @@ "\n", "----------------exit SUBSM --------------------\n", "\n", - "2356.1934399025804 2683.887118020453\n", - " for f= 45: rms is: 0.0026031285524368286 with rms_reg: 0, and rms_data: 0.0026031285524368286, rms_mp: 0.0, rms_model_relation: 0\n", - " LINE SEARCH 0 times; norm of step = 3577.6768283163833 \n", + "2351.587141092937 2699.5340500894144\n", + " for f= 45: rms is: 0.0025681816041469574 with rms_reg: 0, and rms_data: 0.0025681816041469574, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 0 times; norm of step = 3623.9501069573075 \n", "\n", - "At iterate 2 f= 2.60313D-03 |proj g|= 1.26216D-08\n", + "At iterate 2 f= 2.56818D-03 |proj g|= 1.23409D-08\n", "\n", " * * *\n", "\n", @@ -452,8 +446,8 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - "10000 2 8 1 0 0 1.262D-08 2.603D-03\n", - " F = 2.6031285524368286E-003\n", + "10000 2 8 1 0 0 1.234D-08 2.568D-03\n", + " F = 2.5681816041469574E-003\n", "\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n" ] @@ -480,7 +474,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -497,7 +491,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "general_env", "language": "python", "name": "python3" }, @@ -511,12 +505,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.12" - }, - "vscode": { - "interpreter": { - "hash": "0f81fc2e4a358d2a0e372de0a65782557c8127804cea09d304df813e671e8a74" - } + "version": "3.11.6" } }, "nbformat": 4, diff --git a/example/fwi_example_surface.ipynb b/example/fwi_example_surface.ipynb index 0f6bb03..8aba482 100644 --- a/example/fwi_example_surface.ipynb +++ b/example/fwi_example_surface.ipynb @@ -45,7 +45,6 @@ "import PyFWI.acquisition as acq\n", "import PyFWI.seiplot as splt\n", "import PyFWI.model_dataset as md\n", - "import PyFWI.fwi_tools as tools\n", "import PyFWI.processing as process\n", "from PyFWI.fwi import FWI\n", "\n" @@ -66,14 +65,12 @@ "outputs": [ { "data": { - "image/png": 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", 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5z3gREd2J+UhEZJ6UjFRSPrIQQESyxF+8iIhMYz4SEZnHEQF1WAggIlmS/AysQTlBTkR0J+YjEZF5kuYIUFA+shBARLLEX7yIiExjPhIRmccRAXWU85ADEbUq9WvAStmIiJTI1vmYlZWFp59+Gv7+/lCpVNi5c6dxf1Qqk9uKFSvENtevX8fEiROh0Wjg6emJadOmoby83Og6p0+fxuDBg+Hi4oKAgAAkJSU1+TMiotaL3x/rKOdOiKhVqa/mStmIiJTI1vlYUVGB3r17Y8OGDSaPX7t2zWjbtGkTVCoVxo0bJ7aZOHEizp49i/T0dOzatQtZWVmYMWOGeLysrAyRkZEIDAxETk4OVqxYgSVLluCDDz5o2odERK0Wvz/W4aMBRCRLHPpKRGSatfKxrKzMaL+zszOcnZ0btB8xYgRGjBhh9npardbo9ZdffomhQ4fioYceAgCcP38eaWlpOHHiBAYMGAAAWL9+PUaOHImVK1fC398fW7duRVVVFTZt2gS1Wo0ePXogNzcXq1atMioYEBHdDx8NqMMRAUQkSxwRQERkmrXyMSAgAB4eHuKWkJAguW9FRUXYvXs3pk2bJu7Lzs6Gp6enWAQAgIiICDg4OODYsWNim/DwcKjVarFNVFQU8vPzcePGDcn9IqLWg98f63BEABHJUl0YS1gnW0FBTkR0J2vlY2FhITQajbjf1GiAxvrkk0/g7u6OsWPHivv0ej18fX2N2jk5OcHb2xt6vV5sExQUZNTGz89PPObl5SW5b0TUOkjJSCV9f2QhgIhkSeUgbXksVa1ygpyI6E7WykeNRmNUCLCGTZs2YeLEiXBxcbHqdYmILCUlI5X0/ZGFACKSJc4RQERkmr3m46FDh5Cfn4/t27cb7ddqtSguLjbaV1NTg+vXr4vzC2i1WhQVFRm1qX999xwERET3wjkC6nCOACKSJS4fSERkmr3m48cff4z+/fujd+/eRvvDwsJQUlKCnJwccd/+/fthMBgQGhoqtsnKykJ1dbXYJj09HV27duVjAUTUKLbMx4SEBISEhMDd3R2+vr4YM2YM8vPz73nOhx9+iMGDB8PLywteXl6IiIjA8ePHjdqUl5cjNjYWHTt2hKurK7p3747k5ORG9Y3fhIlIljhZIBGRabbOx/LycuTm5iI3NxcAcPnyZeTm5qKgoEBsU1ZWhs8//xwvv/xyg/O7deuG4cOHY/r06Th+/Di+++47xMbGYvz48fD39wcAvPDCC1Cr1Zg2bRrOnj2L7du3Y+3atZgzZ07TPygiapVsmY8HDx6ETqfD0aNHkZ6ejurqakRGRqKiosLsOZmZmZgwYQIOHDiA7OxsBAQEIDIyElevXhXbzJkzB2lpafj73/+O8+fPIy4uDrGxsfjqq68s7hsfDSAiWbLXoa9ERC3N1vl48uRJDB06VHxd/4/zmJgYbNmyBQCwbds2CIKACRMmmLzG1q1bERsbi2HDhsHBwQHjxo3DunXrxOMeHh7Yu3cvdDod+vfvj/bt22PRokVcOpCIGs0ajwZYurxqWlqa0estW7bA19cXOTk5CA8PN/keW7duNXr90UcfYceOHcjIyMDkyZMBAEeOHEFMTAyGDBkCAJgxYwb+9re/4fjx4xg1apRF98JCABHJktThq3w0gIiUytb5OGTIEAiCcM82M2bMuOc/2r29vZGSknLPawQHB+PQoUON6hsR0d2kZGT9eQEBAUb7Fy9ejCVLltz3/NLSUgB1mWepmzdvorq62uicJ598El999RWmTp0Kf39/ZGZm4sKFC1i9erXF12UhgIhkiSMCiIhMYz4SEZlnjREBTVle1WAwIC4uDgMHDkTPnj0tfs958+bB398fERER4r7169djxowZ6NixI5ycnODg4IAPP/zQ7CgDU1gIICJZ4ogAIiLTmI9EROZZY0RAU5ZX1el0yMvLw+HDhy0+JzExEdu2bUNmZqbRsqvr16/H0aNH8dVXXyEwMBBZWVnQ6XQNCgb3wkIAEcmTSlW3STmfiEiJmI9EROZJycgmnhcbG4tdu3YhKysLHTt2tOiclStXIjExEfv27UNwcLC4/9atW3jjjTeQmpqK6OhoAHWPTuXm5mLlypUsBBCRsqlUEoe+8osuESkU85GIyDwpGdnYfBQEAbNmzUJqaioyMzMRFBRk0XlJSUl45513sGfPHgwYMMDoWHV1Naqrq+Fw16gGR0dHGAwGi/vGQgARyRKHvhIRmcZ8JCIyzxqPBlhKp9MhJSUFX375Jdzd3aHX6wHUrYTi6uoKAJg8eTIefPBBJCQkAACWL1+ORYsWISUlBZ07dxbPcXNzg5ubGzQaDZ566inMnTsXrq6uCAwMxMGDB/Hpp59i1apVFveNhQAikiVOhkVEZBrzkYjIPGtMFmipjRs3AoC4zF+9zZs3Y8qUKQCAgoICo1/3N27ciKqqKjz77LNG59y5MsG2bdswf/58TJw4EdevX0dgYCDeeecdzJw50+K+sRBARLLk4OQAByfHpp9fW2vF3hAR2Q/mIxGReVIysrH5eL+lVQEgMzPT6PWVK1fue45Wq8XmzZsb1Ze7sRBARLLEX7yIiExjPhIRmWfLEQH2jIUAIpInB4e6Tcr5RERKxHwkIjJPSkYqKB9ZCCAiWVKpVJJmtuas2ESkVMxHIiLzpGSkkvKRhQAikiXOik1EZBrzkYjIPFuuGmDPrH4nCQkJCAkJgbu7O3x9fTFmzBjk5+cbtbl9+zZ0Oh18fHzg5uaGcePGoaioyNpdISIFq3++S8pmKUty7eLFi3jmmWfwwAMPQKPR4LnnnmuQa9evX8fEiROh0Wjg6emJadOmoby83KjN6dOnMXjwYLi4uCAgIABJSUlN/5CIqFWyZT4SEckN87GO1QsBBw8ehE6nw9GjR5Geno7q6mpERkaioqJCbBMfH4+vv/4an3/+OQ4ePIhffvkFY8eOtXZXiEjJVA7/e8arKZvK8vi7X65VVFQgMjISKpUK+/fvx3fffYeqqio8/fTTMBgM4nUmTpyIs2fPIj09Hbt27UJWVhZmzJghHi8rK0NkZCQCAwORk5ODFStWYMmSJfjggw+s97kRkfLZMB+JiGRHSkYqKB+t/mhAWlqa0estW7bA19cXOTk5CA8PR2lpKT7++GOkpKTgd7/7HYC6dRS7deuGo0eP4oknnrB2l4hIiaRWZRtx7v1y7bvvvsOVK1fw/fffQ6PRAAA++eQTeHl5Yf/+/YiIiMD58+eRlpaGEydOYMCAAQCA9evXY+TIkVi5ciX8/f2xdetWVFVVYdOmTVCr1ejRowdyc3OxatUqo4IBEdE92TAfiYhkR0pGKigfm72kUVpaCgDw9vYGAOTk5KC6uhoRERFim8ceewydOnVCdna2yWtUVlairKzMaCOi1k2lcpC8AWiQLZWVlfd977tzrbKyEiqVCs7OzmIbFxcXODg44PDhwwCA7OxseHp6ikUAAIiIiICDgwOOHTsmtgkPD4darRbbREVFIT8/Hzdu3JD4iRFRa2GtfCQiUiLmY51mvRODwYC4uDgMHDgQPXv2BADo9Xqo1Wp4enoatfXz84Nerzd5nYSEBHh4eIhbQEBAc3abiOTAQSV9AxAQEGCULwkJCfd8W1O59sQTT6Bdu3aYN28ebt68iYqKCvx//9//h9raWly7dg1AXfb5+voaXcvJyQne3t5i9un1evj5+Rm1qX9tLh+JiBqwUj4SESkS8xFAM68aoNPpkJeXJ/4i1lTz58/HnDlzxNdlZWUsBhC1ctaaFbuwsFAczg/A6Fd9U0zl2gMPPIDPP/8cr7zyCtatWwcHBwdMmDAB/fr1g4OCZpclInngqgFEROZx1YA6zVYIiI2NFSfD6tixo7hfq9WiqqoKJSUlRqMCioqKoNVqTV7L2dn5vl/Oiah1kTpza/25Go3GqBBwL+ZyDQAiIyNx8eJF/Pe//4WTkxM8PT2h1Wrx0EMPAajLvuLiYqNzampqcP36dTH7tFptg5UG6l+by0ciortZKx+JiJRISkYqKR+tXtIQBAGxsbFITU3F/v37ERQUZHS8f//+aNOmDTIyMsR9+fn5KCgoQFhYmLW7Q0RKpVLVzdza5M3yIL9frt2pffv28PT0xP79+1FcXIxRo0YBAMLCwlBSUoKcnByx7f79+2EwGBAaGiq2ycrKQnV1tdgmPT0dXbt2hZeXV2M/ISJqrWyYj0REsiMpI5WTj1YfEaDT6ZCSkoIvv/wS7u7u4nOtHh4ecHV1hYeHB6ZNm4Y5c+bA29sbGo0Gs2bNQlhYGFcMICKL2fIXr/vlGvC/1U8eeOABZGdn49VXX0V8fDy6du0KAOjWrRuGDx+O6dOnIzk5GdXV1YiNjcX48ePh7+8PAHjhhRewdOlSTJs2DfPmzUNeXh7Wrl2L1atXN/k+iaj14YgAIiLzOCKgjtULARs3bgQADBkyxGj/5s2bMWXKFADA6tWr4eDggHHjxqGyshJRUVF4//33rd0VIlKy+vVcpZxvIUtyLT8/H/Pnz8f169fRuXNnvPnmm4iPjzdqv3XrVsTGxmLYsGFiBq5bt0487uHhgb1790Kn06F///5o3749Fi1axKUDiahxbJiPRESyIyUjFZSPVi8ECIJw3zYuLi7YsGEDNmzYYO23J6JWQqVSQSVheFZjzrUk1xITE5GYmHjPNt7e3khJSblnm+DgYBw6dMjivhER3c2W+UhEJDdSMlJJ+disqwYQETUblcRfvBS0DiwRkRHmIxGReVIyUkH5yEIAEckSn4ElIjKN+UhEZB7nCKjDQgARyVP97K1SziciUiLmIxGReVIyUkH5yEIAEcmTg6puk3I+EZESMR+JiMyTkpEKykcWAohIllQqB6gkVGWlnEtEZM+Yj0RE5knJSCXlIwsBRCRP/MWLiMg05iMRkXkcEQCAhQAikimVgwNUEmbFlnIuEZE9Yz4SEZknJSOVlI8sBBCRPKlUdZuU84mIlIj5SERknpSMVFA+shBARPLkoJK2TraChnYRERlhPhIRmSclIxWUjywEEJE88RcvIiLTmI9EROZxRAAAQDkPORBRq1L/fJeUjYhIiWydj1lZWXj66afh7+8PlUqFnTt3Nmhz/vx5jBo1Ch4eHmjXrh1CQkJQUFAgHh8yZAhUKpXRNnPmTKNrFBQUIDo6Gm3btoWvry/mzp2LmpqaJn1GRNR68ftjHY4IICJ5UjnUbVLOJyJSIhvnY0VFBXr37o2pU6di7NixDY5fvHgRgwYNwrRp07B06VJoNBqcPXsWLi4uRu2mT5+OZcuWia/btm0r/rm2thbR0dHQarU4cuQIrl27hsmTJ6NNmzZ49913G3mDRNSqSclIBX1/ZCGAiORJJXF5LAUN7SIiMmLjfBwxYgRGjBhh9vibb76JkSNHIikpSdzXpUuXBu3atm0LrVZr8hp79+7FuXPnsG/fPvj5+aFPnz546623MG/ePCxZsgRqtbpRfSaiVkxKRiro+6NyShpE1KqoVA6SNyIiJbJWPpaVlRltlZWVje6LwWDA7t278eijjyIqKgq+vr4IDQ01+fjA1q1b0b59e/Ts2RPz58/HzZs3xWPZ2dno1asX/Pz8xH1RUVEoKyvD2bNnG/8hEVGrxe+PdZRzJ0TUujiopG9EREpkpXwMCAiAh4eHuCUkJDS6K8XFxSgvL0diYiKGDx+OvXv34plnnsHYsWNx8OBBsd0LL7yAv//97zhw4ADmz5+P//f//h9efPFF8bherzcqAgAQX+v1+qZ8SkTUWvH7IwA+GkBEcsU5AoiITLNSPhYWFkKj0Yi7nZ2dG30pg8EAABg9ejTi4+MBAH369MGRI0eQnJyMp556CgAwY8YM8ZxevXqhQ4cOGDZsGC5evGjyMQIioibjHAEAOCKAiOSqfukXKRsRkRJZKR81Go3R1pRCQPv27eHk5ITu3bsb7e/WrZvRqgF3Cw0NBQD89NNPAACtVouioiKjNvWvzc0rQERkEr8/AmAhgIjkysFB+kZEpER2lI9qtRohISHIz8832n/hwgUEBgaaPS83NxcA0KFDBwBAWFgYzpw5g+LiYrFNeno6NBpNgyIDEdE92Uk+tjQ+GkBE8sRHA4iITLNxPpaXl4u/3APA5cuXkZubC29vb3Tq1Alz587F888/j/DwcAwdOhRpaWn4+uuvkZmZCaBuecGUlBSMHDkSPj4+OH36NOLj4xEeHo7g4GAAQGRkJLp3745JkyYhKSkJer0eCxYsgE6na9JIBSJqxfhoAAAWAohIrqRO2KKgyV6IiIzYOB9PnjyJoUOHiq/nzJkDAIiJicGWLVvwzDPPIDk5GQkJCZg9eza6du2KHTt2YNCgQQDqRg3s27cPa9asQUVFBQICAjBu3DgsWLBAvKajoyN27dqFV155BWFhYWjXrh1iYmKwbNmypt8nEbVOUjJSQd8fWQggInlSqST+4qWcICciMmLjfBwyZAgEQbhnm6lTp2Lq1KkmjwUEBBitIGBOYGAgvvnmm0b1jYioASkZqaDvjywEEJE8SZ2wRUFBTkRkhPlIRGSelIxUUD6yEEBE8iR1whYFTfZCRGSE+UhEZJ6UjFRQPirnToiodeHygUREpjEfiYjMs2E+JiQkICQkBO7u7vD19cWYMWMarKJytw8//BCDBw+Gl5cXvLy8EBERgePHjzdod/78eYwaNQoeHh5o164dQkJC7rks691YCCAieaqf8VXKRkSkRMxHIiLzbJiPBw8ehE6nw9GjR5Geno7q6mpERkaioqLC7DmZmZmYMGECDhw4gOzsbAQEBCAyMhJXr14V21y8eBGDBg3CY489hszMTJw+fRoLFy6Ei4uLxX3jowFEJE8qiUNf+UWXiJSK+UhEZJ6UjPy/fCwrKzPa7ezsbHIp07S0NKPXW7Zsga+vL3JychAeHm7yLbZu3Wr0+qOPPsKOHTuQkZGByZMnAwDefPNNjBw5EklJSWK7Ll26NOpWmPREJE8c+kpEZBrzkYjIPCvkY0BAADw8PMQtISHBorcuLS0FAHh7e1vc3Zs3b6K6ulo8x2AwYPfu3Xj00UcRFRUFX19fhIaGYufOnY36GDgigIjkSerwVf7iRURKxXwkIjJPSkb+33mFhYXQaDTiblOjAe5mMBgQFxeHgQMHomfPnha/5bx58+Dv74+IiAgAQHFxMcrLy5GYmIi3334by5cvR1paGsaOHYsDBw7gqaeesui6LAQQkTxxeSwiItOYj0RE5llh+UCNRmNUCLCETqdDXl4eDh8+bPE5iYmJ2LZtGzIzM8Xn/w0GAwBg9OjRiI+PBwD06dMHR44cQXJyMgsBRKRwXB6LiMg05iMRkXktsHxgbGwsdu3ahaysLHTs2NGic1auXInExETs27cPwcHB4v727dvDyckJ3bt3N2rfrVu3RhUZWAggIlkSVCoIEn61knIuEZE9Yz4SEZknJSMbe54gCJg1axZSU1ORmZmJoKAgi85LSkrCO++8gz179mDAgAFGx9RqNUJCQhosQ3jhwgUEBgZa3DcWAohInlQqic/A8osuESkU85GIyDwpGdnIfNTpdEhJScGXX34Jd3d36PV6AICHhwdcXV0BAJMnT8aDDz4oTji4fPlyLFq0CCkpKejcubN4jpubG9zc3AAAc+fOxfPPP4/w8HAMHToUaWlp+Prrr5GZmWlx3zj2i4jkietkExGZxnwkIjLPhvm4ceNGlJaWYsiQIejQoYO4bd++XWxTUFCAa9euGZ1TVVWFZ5991uiclStXim2eeeYZJCcnIykpCb169RKXGBw0aJDFfeOIACKSJcHBEYKDo6TziYiUiPlIRGSelIxs7HmCINy3zd2/4l+5csWia0+dOhVTp05tVH/uxEIAEckTZ8UmIjKN+UhEZJ4VVg1QAhYCiEieOCs2EZFpzEciIvNaYNUAe8RCABHJEmfFJiIyjflIRGSeLVcNsGcsBBCRPEmd0IqTYRGRUjEfiYjMk5KRCspHFgKISJYElQMECWEs5VwiInvGfCQiMk9KRiopH5v9ThITE6FSqRAXFyfuu337NnQ6HXx8fODm5oZx48ahqKioubtCREpSP9GLlM1CCQkJCAkJgbu7O3x9fTFmzBjk5+cbtdHr9Zg0aRK0Wi3atWuHfv36YceOHUZtrl+/jokTJ0Kj0cDT0xPTpk1DeXm5UZvTp09j8ODBcHFxQUBAAJKSkpr+GRFR62TDfCQikh3mI4BmLgScOHECf/vb3xAcHGy0Pz4+Hl9//TU+//xzHDx4EL/88gvGjh3bnF0hIoUR4CBWdJu0NSL+Dh48CJ1Oh6NHjyI9PR3V1dWIjIxERUWF2Gby5MnIz8/HV199hTNnzmDs2LF47rnn8P3334ttJk6ciLNnzyI9PR27du1CVlYWZsyYIR4vKytDZGQkAgMDkZOTgxUrVmDJkiX44IMPrPOhEVGrYMt8JCKSG0kZqaB8bLZHA8rLyzFx4kR8+OGHePvtt8X9paWl+Pjjj5GSkoLf/e53AIDNmzejW7duOHr0KJ544onm6hIRKYkNl8dKS0szer1lyxb4+voiJycH4eHhAIAjR45g48aNePzxxwEACxYswOrVq5GTk4O+ffvi/PnzSEtLw4kTJzBgwAAAwPr16zFy5EisXLkS/v7+2Lp1K6qqqrBp0yao1Wr06NEDubm5WLVqlVHBgIjonrh8IBGReVw+EEAzjgjQ6XSIjo5GRESE0f6cnBxUV1cb7X/sscfQqVMnZGdnm7xWZWUlysrKjDYiauVUqv9N9tKkrS7I786WysrK+751aWkpAMDb21vc9+STT2L79u24fv06DAYDtm3bhtu3b2PIkCEAgOzsbHh6eopFAACIiIiAg4MDjh07JrYJDw+HWq0W20RFRSE/Px83btyQ/JERUSthpXwkIlIkSRmpnHxslhEB27Ztw6lTp3DixIkGx/R6PdRqNTw9PY32+/n5Qa/Xm7xeQkICli5d2hxdpRbk3NYVT43qi96PWv9/qIIiR6R//QOu/1Js9WuTfbDW8lgBAQFG+xcvXowlS5aYPc9gMCAuLg4DBw5Ez549xf2fffYZnn/+efj4+MDJyQlt27ZFamoqHn74YQB12efr62t0LScnJ3h7e4vZp9frERQUZNTGz89PPObl5dW0myXZYT6SFFw+kJSOGUlScPnAOlYvBBQWFuLVV19Feno6XFxcrHLN+fPnY86cOeLrsrKyBl/eSX7cfTwQG3wc+oWLrH7t4dPG4ULXiQxxJbPS8liFhYXQaDTibmdn53ueptPpkJeXh8OHDxvtX7hwIUpKSrBv3z60b98eO3fuxHPPPYdDhw6hV69eTe8ntUrMR5KEyweSwjEjSRIuHwigGQoBOTk5KC4uRr9+/cR9tbW1yMrKwnvvvYc9e/agqqoKJSUlRqMCioqKoNVqTV7T2dn5vl/OST5c3NrC09cbDz70ANoWHcXlXf+2+nsEPPUjAju7o/iRTij9bynKb5Ra/T2oZQlQQYCEX7z+71yNRmNUCLiX2NhYcZK/jh07ivsvXryI9957D3l5eejRowcAoHfv3jh06BA2bNiA5ORkaLVaFBcbf6moqanB9evXxezTarUNVlCpf20uH0lZmI9kDdbKRyJ7w4wka5CSkUrKR6uXNIYNG4YzZ84gNzdX3AYMGICJEyeKf27Tpg0yMjLEc/Lz81FQUICwsDBrd4fs0JPDe+PDqVeR9Mg/ULQ9tVne4+eM7xFbuxqbnv0XnovpDQdHx2Z5H2o5kmbEbuT6sYIgIDY2Fqmpqdi/f3+D4fs3b94EADg4GF/T0dERBoMBABAWFoaSkhLk5OSIx/fv3w+DwYDQ0FCxTVZWFqqrq8U26enp6Nq1Kx8LaCWYj2QNtsxHIltiRpI1MB/rWH1EgLu7u9FzswDQrl07+Pj4iPunTZuGOXPmwNvbGxqNBrNmzUJYWBhXDGglHnuoDX5NSsCR7Zea7T1+TruGn9M+gEf3dgjZEYZPHVQw1Dbb21FLsOHQV51Oh5SUFHz55Zdwd3cXn+n38PCAq6srHnvsMTz88MP405/+hJUrV8LHxwc7d+4UlwkEgG7dumH48OGYPn06kpOTUV1djdjYWIwfPx7+/v4AgBdeeAFLly7FtGnTMG/ePOTl5WHt2rVYvXp10++TZIX5SFbBRwNIoWydkQN2PMmMVCI+GgCgGZcPvJfVq1fDwcEB48aNQ2VlJaKiovD++++3RFeomT3U+xEMGdoBbq6CuO8pr1O4Vlxuk/evKqvGw78cwOx5f0RNbd1QHoMBOHKiHN8fyIUgCPe5AtkrW06GtXHjRgAQVwCot3nzZkyZMgVt2rTBN998g9dffx1PP/00ysvL8fDDD+OTTz7ByJEjxfZbt25FbGwshg0bJmbgunXrxOMeHh7Yu3cvdDod+vfvj/bt22PRokVcOlChmI/UXDhZICmBPWTkI7/sZ0YqECcLrGOTQkBmZqbRaxcXF2zYsAEbNmywxdtTCxo2rANGHXkF/zl9Wdz3y3/L8Z/vbbMUWmVRNc68vgo9On4M1f8N23bWuCJozic4810bVFdW2aQfZH1Sh2c19tGA+3nkkUewY8eOe7bx9vZGSkrKPdsEBwfj0KFDFveN5Iv5SM3FlvlI1FyYkdRcpGSkkvKxRUYEUOvh5mrAf05fxo87rrTI+xuqBfznRCn+c+J/E724PeICv3m2qSZTM1KppK3lqqCKLskT85GaDfORFIAZSc1GSkYqKB9ZCCAieZI6YYuCKrpEREaYj0RE5knJSAXlIwsBRCRLXB6LiMg05iMRkXlcPrAOCwFkdS5ubTFoRG88GtQGgzUncfW/9jWEqqasFoH/PgjdX8bjZz1wMC0f138pvv+JZFf4DCzJEfORbIH5SHLFjCRb4BwBdZRzJ2Q3vLQ+eDU4G6Ef/AG/vDrHZpO6WOp2UTXyFqxDn/eiEeu4EQ/3CmjpLlFTqPC/Z7yatLX0DVBrZO/5WHW9hvmoBDbOx6ysLDz99NPw9/eHSqXCzp07G7Q5f/48Ro0aBQ8PD7Rr1w4hISEoKCgQj9++fRs6nQ4+Pj5wc3PDuHHjUFRUZHSNgoICREdHo23btvD19cXcuXNRU1PThA+I7BUzkmxCUka2dOethyMCyGqc27rC3ccD/p3bo+2/9+LIP35q6S6ZVXz0BoqP3kD7nmcR0K0trgT6o6LkN1SU/tbSXSMLCXCAIKGWKeVcosaSSz4aqgXmowLYOh8rKirQu3dvTJ06FWPHjm1w/OLFixg0aBCmTZuGpUuXQqPR4OzZs3BxcRHbxMfHY/fu3fj888/h4eGB2NhYjB07Ft999x0AoLa2FtHR0dBqtThy5AiuXbuGyZMno02bNnj33XebfK9kH5iRZEtSMlJJ3x9ZCCCreWpUX/y5dw7cio5Dvy2tpbtjkcJDZ/Hn7hvw8pRH8UVZJD557whqqvnrghxwnWySk/A/9IWuL/ORbMNa+VhWVma039nZGc7Ozg3ajxgxAiNGjDB7vTfffBMjR45EUlKSuK9Lly7in0tLS/Hxxx8jJSUFv/vd7wAAmzdvRrdu3XD06FE88cQT2Lt3L86dO4d9+/bBz88Pffr0wVtvvYV58+ZhyZIlUKvVTb5fann8Dkm2JCUjlfT9UTklDWpxvR9VoXjBm8iIeht5m8+3dHcsUrBXj33j3kPO+LkYFFgAB0fHlu4SWaj++S4pG5Gt9HmM+Ui2Y618DAgIgIeHh7glJCQ0ui8GgwG7d+/Go48+iqioKPj6+iI0NNTo8YGcnBxUV1cjIiJC3PfYY4+hU6dOyM7OBgBkZ2ejV69e8PPzE9tERUWhrKwMZ8+ebeInRfaC3yHJlvj9sQ5HBBCRLHFWbCIi06yVj4WFhdBoNOJ+U6MB7qe4uBjl5eVITEzE22+/jeXLlyMtLQ1jx47FgQMH8NRTT0Gv10OtVsPT09PoXD8/P+j1egCAXq83KgLUH68/RkRkKa4aUIeFACKSJc6KTURkmrXyUaPRGBUCmsJgMAAARo8ejfj4eABAnz59cOTIESQnJ+Opp56SdH0iosbiqgF1lHMnRNSq1D/fJWUjIlIie8rH9u3bw8nJCd27dzfa361bN3HVAK1Wi6qqKpSUlBi1KSoqglarFdvcvYpA/ev6NkRElrCXfGxpLAQQkSzVD+uSshERKZE95aNarUZISAjy8/ON9l+4cAGBgYEAgP79+6NNmzbIyMgQj+fn56OgoABhYWEAgLCwMJw5cwbFxf9bsz09PR0ajaZBkYGI6F7sJR9bGh8NICJZ4qMBRESm2Tofy8vL8dNP/1vu7fLly8jNzYW3tzc6deqEuXPn4vnnn0d4eDiGDh2KtLQ0fP3118jMzAQAeHh4YNq0aZgzZw68vb2h0Wgwa9YshIWF4YknngAAREZGonv37pg0aRKSkpKg1+uxYMEC6HS6Js1dQEStFx8NqMNCABHJEicLJCIyzdb5ePLkSQwdOlR8PWfOHABATEwMtmzZgmeeeQbJyclISEjA7Nmz0bVrV+zYsQODBg0Sz1m9ejUcHBwwbtw4VFZWIioqCu+//7543NHREbt27cIrr7yCsLAwtGvXDjExMVi2bFmT75OIWidOFliHhQAikiUBEn/x4pNRRKRQts7HIUOGQBCEe7aZOnUqpk6dava4i4sLNmzYgA0bNphtExgYiG+++aZRfSMiupuUjFTS90cWAohIljgigIjINOYjEZF5HBFQh4UAIpKluplbpTwDq5wgJyK6E/ORiMg8KRmppHxkIYCIZIm/eBERmcZ8JCIyjyMC6rAQQESyJHUtVyVVdImI7sR8JCIyT0pGKikfWQggIlkSBBUEQcIXXQnnEhHZM+YjEZF5UjJSSfnIQgARyZSDxJlblTPrKxGRMeYjEZF5UjJSOfnIQgARyRKfgSUiMo35SERkHucIqKOckgYRtSr1IS5lIyJSIuYjEZF5tszHhIQEhISEwN3dHb6+vhgzZgzy8/Pvec6HH36IwYMHw8vLC15eXoiIiMDx48fNtp85cyZUKhXWrFnTqL6xEEBEssQvukREpjEfiYjMs2U+Hjx4EDqdDkePHkV6ejqqq6sRGRmJiooKs+dkZmZiwoQJOHDgALKzsxEQEIDIyEhcvXq1QdvU1FQcPXoU/v7+jf4c+GgAEckSh74SEZnGfCQiMs+WjwakpaUZvd6yZQt8fX2Rk5OD8PBwk+ds3brV6PVHH32EHTt2ICMjA5MnTxb3X716FbNmzcKePXsQHR3dqH4BLAQQkUxxVmwiItOYj0RE5llj1YCysjKj/c7OznB2dr7v+aWlpQAAb29vi9/z5s2bqK6uNjrHYDBg0qRJmDt3Lnr06GHxte7ERwOISJY49JWIyDTmIxGRedbIx4CAAHh4eIhbQkLCfd/XYDAgLi4OAwcORM+ePS3u77x58+Dv74+IiAhx3/Lly+Hk5ITZs2c3/gP4PxwRQESyxKGvRESmMR+JiMyzxqMBhYWF0Gg04n5LRgPodDrk5eXh8OHDFr9fYmIitm3bhszMTLi4uAAAcnJysHbtWpw6dQoqVdPzmoUAspqCIkcMnzYOAU/9iJ8zvsfPaddaukv39UCIBx75Qz+4BDyIA6X+EIRfWrpLZCF+0SU5YT6SLTEfSW6YkWRL1igEaDQao0LA/cTGxmLXrl3IyspCx44dLTpn5cqVSExMxL59+xAcHCzuP3ToEIqLi9GpUydxX21tLf7yl79gzZo1uHLlikXXZyGArCb96x9woetEdA5yh27yX/Fz2kct3aX7euj3PZE+9H18d6Icv/y/QlRXVrV0l8hCAiQ+A8svumRDzEeyJeYjyQ0zkmxJSkY2Nh8FQcCsWbOQmpqKzMxMBAUFWXReUlIS3nnnHezZswcDBgwwOjZp0iSjxwQAICoqCpMmTcJLL71kcd9YCCCruf5LMa7/Uoz//NIZhjFB0HRti+qKGlQWVcNQLbR094y4+LWB2rMN2gb4I+dMJXL2fd/SXaJGMkAFg4Qvq1LOJWos5iPZEvOR5IYZSbYkJSMbe55Op0NKSgq+/PJLuLu7Q6/XAwA8PDzg6uoKAJg8eTIefPBBcZ6B5cuXY9GiRUhJSUHnzp3Fc9zc3ODm5gYfHx/4+PgYvU+bNm2g1WrRtWtXi/vGyQLJ6kr/W4LPq8fBa+e3CNsyHz59LB82YwtqHycMXPkiHvhyFw70W4wr+fqW7hI1ASfDIjliPpItMB9JrpiRZAu2zMeNGzeitLQUQ4YMQYcOHcRt+/btYpuCggJcu3bN6Jyqqio8++yzRuesXLnSap8BwBEB1Ax++7UEH6/9DpsdVIh7/Xl067gZ/zlR2tLdEqm9nVAQ8gJmLdajsuIyDLW1Ld0lagIuj0VyxHwkW2A+klwxI8kWrLF8oOXt7z+iJTMz0+i1pc/4Sz2HhQBqFobaWhhqgVoDoHKwv4EnBjiiprKKAS5jBkEFg9D0v1sGftGlFsJ8pObGfCQ5Y0ZSc5OSkUrKRxYCiEiWOCs2EZFpzEciIvOssWqAErAQQM2qplYFZ40r3B5x+d++slrcLqq2WR/UPk5Qe//vr3q7B9qiWuBffbnj0FeSO+YjNRfmIykBM5Kaiy0fDbBn/JtMzerIyXJ0nvMJ/OaVi/sC/30QeQvWofjojWZ/fxe/Nhi48kUUhLwAAxwBANWCE7466YPamh+b/f2p+QgADBLPJ2pJzEdqLsxHUgJmJDUXKRmppHxkIYCa1amMXJw+1MZon+4v49E74FObhLizjxoXQ2IQt/gX1NyxvmttzY98tkvm+IsXyR3zkZoL85GUgBlJzYUjAuqwEEDNShAEVN8RngDwsx54enw0Hgg+j8JDZ1Gw1/pLrzwQ4oGHft8TbQP8sb/kAVRWXGRoKwyfgSW5Yz5Sc2E+khIwI6m5cI6AOs0yFefVq1fx4osvwsfHB66urujVqxdOnjwpHhcEAYsWLUKHDh3g6uqKiIgI/Pgjh9i0Fll7LuCNf0/Fpz034NGXn2mW93jkD/2QOeIjvIU38fdtVxngClRfzZWyWSohIQEhISFwd3eHr68vxowZg/z8fPH4lStXoFKpTG6ff/652K6goADR0dFo27YtfH19MXfuXNTU1Bi9V2ZmJvr16wdnZ2c8/PDD2LJli+TPiuSD+UjWYMt8JLIlZiRZA/OxjtVHBNy4cQMDBw7E0KFD8e233+KBBx7Ajz/+CC8vL7FNUlIS1q1bh08++QRBQUFYuHAhoqKicO7cObi4uNzj6qQEv14twq9Xi3Cl84OYOulRtOvsDEONdZ+4cenoj+9OVOBE+imrXpfshy1/8Tp48CB0Oh1CQkJQU1ODN954A5GRkTh37hzatWuHgIAAXLt2zeicDz74ACtWrMCIESMAALW1tYiOjoZWq8WRI0dw7do1TJ48GW3atMG7774LALh8+TKio6Mxc+ZMbN26FRkZGXj55ZfRoUMHREVFNfleST6Yj2QNHBFASsWMJGvgiIA6Vi8ELF++HAEBAdi8ebO4LygoSPyzIAhYs2YNFixYgNGjRwMAPv30U/j5+WHnzp0YP368tbtEdqr8Rhn+eXMEBu7pZvVrZ/32IP79yb+tfl2yHwahbpNyvqXS0tKMXm/ZsgW+vr7IyclBeHg4HB0dodVqjdqkpqbiueeeg5ubGwBg7969OHfuHPbt2wc/Pz/06dMHb731FubNm4clS5ZArVYjOTkZQUFB+Otf/woA6NatGw4fPozVq1ezENDKMB9JClvmI1FLYEaSFFIyUkn5aPVCwFdffYWoqCj88Y9/xMGDB/Hggw/iz3/+M6ZPnw6g7hcvvV6PiIgI8RwPDw+EhoYiOzvbZCGgsrISlZWV4uuysjJrd5taQEXpb9i07gi2ODpa/dqCoEdNle2WlyHbs9YvXnfnibOzM5ydne95bmlpKQDA29vb5PGcnBzk5uZiw4YN4r7s7Gz06tULfn5+4r6oqCi88sorOHv2LPr27Yvs7GyjbKxvExcXZ/F9kTIwH0kKjgggpWNGkhQcEVDH6oWAS5cuYePGjZgzZw7eeOMNnDhxArNnz4ZarUZMTAz0+rpJPe78Mlz/uv7Y3RISErB06VJrd5XsQE11DVBdc/+GRHex1qzYAQEBRvsXL16MJUuWmD3PYDAgLi4OAwcORM+ePU22+fjjj9GtWzc8+eST4j69Xm8y9+qP3atNWVkZbt26BVdXV8tujhSB+UhNxVUDqDVgRlJTcdWAOlYvBBgMBgwYMEB85rVv377Iy8tDcnIyYmJimnTN+fPnY86cOeLrsrKyBl/eiah1EYS6Tcr5AFBYWAiNRiPuv99oAJ1Oh7y8PBw+fNjk8Vu3biElJQULFy5seueIiCSwVj4SESmRlIxUUj5afdWADh06oHv37kb7unXrhoKCAgAQn6MtKioyalNUVNTgGdt6zs7O0Gg0RhsRtW4GqCRvABpky70KAbGxsdi1axcOHDiAjh07mmzzxRdf4ObNm5g8ebLRfq1WazL36o/dq41Go+FoACKymLXykYhIiZiPdaxeCBg4cKDRsloAcOHCBQQGBgKomzhQq9UiIyNDPF5WVoZjx44hLCzM2t0hIoWy5fJYgiAgNjYWqamp2L9/v9EEqHf7+OOPMWrUKDzwwANG+8PCwnDmzBkUFxeL+9LT06HRaMTiaVhYmFE21rdhNhJRY3D5QCIi85iPdaxeCIiPj8fRo0fx7rvv4qeffkJKSgo++OAD6HQ6AIBKpUJcXBzefvttfPXVVzhz5gwmT54Mf39/jBkzxtrdISKFqh/WJWWzlE6nw9///nekpKTA3d0der0eer0et27dMmr3008/ISsrCy+//HKDa0RGRqJ79+6YNGkS/vWvf2HPnj1YsGABdDqdOAph5syZuHTpEl577TX88MMPeP/99/HZZ58hPj5e0mdFRK2LLfMRALKysvD000/D398fKpUKO3fuNDo+ZcoUqFQqo2348OFGbTp37tygTWJiolGb06dPY/DgwXBxcUFAQACSkpKa8vEQUStny3y0Z1afIyAkJASpqamYP38+li1bhqCgIKxZswYTJ04U27z22muoqKjAjBkzUFJSgkGDBiEtLQ0uLi7W7g4RKZQtZ8XeuHEjAGDIkCFG+zdv3owpU6aIrzdt2oSOHTsiMjKywTUcHR2xa9cuvPLKKwgLC0O7du0QExODZcuWiW2CgoKwe/duxMfHY+3atejYsSM++ugjLh1IRI1i61UDKioq0Lt3b0ydOhVjx4412Wb48OFGS0ubegxr2bJl4ipTAODu7i7+uaysDJGRkYiIiEBycjLOnDmDqVOnwtPTEzNmzGhUf4modeOqAXWsXggAgD/84Q/4wx/+YPa4SqXCsmXLjL4AExE1hi3XyRYsLP++++674kSppgQGBuKbb7655zWGDBmC77//3vLOERHdxZb5CAAjRozAiBEj7tnG2dnZ7FxQ9dzd3c222bp1K6qqqrBp0yao1Wr06NEDubm5WLVqFQsBRNQoUjJSSrbaG6s/GkBEZBNSn+9S0DNeRERGrJSPZWVlRltlZWWTu5SZmQlfX1907doVr7zyCn799dcGbRITE+Hj44O+fftixYoVqKn539Jw2dnZCA8Ph1qtFvdFRUUhPz8fN27caHK/iKgV4vdHAM00IoCIqLlxeSwiItOslY93L9W8ePFiLFmypNHXGz58OMaOHYugoCBcvHgRb7zxBkaMGIHs7Gw4OjoCAGbPno1+/frB29sbR44cwfz583Ht2jWsWrUKAKDX6xtM1Orn5yce8/LyanS/iKh14vKBdVgIICJZkrqEi5KWfyEiupO18rGwsNBoyeZ7La96L+PHjxf/3KtXLwQHB6NLly7IzMzEsGHDAABz5swR2wQHB0OtVuNPf/oTEhISmvy+RESmSMlIJX1/5KMBRCRLtp4Vm4hILqyVjxqNxmiz1j/IH3roIbRv3x4//fST2TahoaGoqanBlStXAABarRZFRUVGbepf32/uASKiO/H7Yx0WAohIlrhONhGRafaej//+97/x66+/okOHDmbb5ObmwsHBAb6+vgCAsLAwZGVlobq6WmyTnp6Orl278rEAImoUe85HW+KjAUQkS7aeFZuISC5snY/l5eVGv+5fvnwZubm58Pb2hre3N5YuXYpx48ZBq9Xi4sWLeO211/Dwww+LS6NmZ2fj2LFjGDp0KNzd3ZGdnY34+Hi8+OKL4j/yX3jhBSxduhTTpk3DvHnzkJeXh7Vr12L16tVNv1EiapW4akAdFgKISJY4WSARkWm2zseTJ09i6NCh4uv65/1jYmKwceNGnD59Gp988glKSkrg7++PyMhIvPXWW+KjBs7Ozti2bRuWLFmCyspKBAUFIT4+3mjeAA8PD+zduxc6nQ79+/dH+/btsWjRIi4dSESNxskC67AQQESyJEAFQcKELVLOJSKyZ7bOxyFDhkC4x7fjPXv23PP8fv364ejRo/d9n+DgYBw6dKhRfSMiupuUjFTS90cWAohIlgyQOPTVaj0hIrIvzEciIvOkZKSS8pGFACKSJT4aQERkGvORiMg8PhpQh4UAIpIlftElIjKN+UhEZB4LAXVYCCAiWTIIKhgkLOEi5VwiInvGfCQiMk9KRiopH1kIICJZ4i9eRESmMR+JiMzjiIA6LAQQkSzxiy4RkWnMRyIi81gIqMNCABHJkiBImxVbSUFORHQn5iMRkXlSMlJJ+chCABHJkiCoIEh4TkvKuURE9oz5SERknpSMVFI+shBARLLEoa9ERKYxH4mIzOOjAXVYCCAiWTJIHPoq5VwiInvGfCQiMk9KRiopH1kIICJZ4i9eRESmMR+JiMzjiIA6LAQQkSzxiy4RkWnMRyIi81gIqMNCABHJEoe+EhGZxnwkIjKPjwbUcWjpDhARNUV9NVfKRkSkRMxHIiLzbJmPCQkJCAkJgbu7O3x9fTFmzBjk5+ff85wPP/wQgwcPhpeXF7y8vBAREYHjx4+Lx6urqzFv3jz06tUL7dq1g7+/PyZPnoxffvmlUX1jIYCIZMlgkL4RESkR85GIyDxb5uPBgweh0+lw9OhRpKeno7q6GpGRkaioqDB7TmZmJiZMmIADBw4gOzsbAQEBiIyMxNWrVwEAN2/exKlTp7Bw4UKcOnUK//znP5Gfn49Ro0Y1qm98NICIZInPwBIRmcZ8JCIyz5ZzBKSlpRm93rJlC3x9fZGTk4Pw8HCT52zdutXo9UcffYQdO3YgIyMDkydPhoeHB9LT043avPfee3j88cdRUFCATp06WdQ3FgKISJb4RZeIyDTmIxGRedYoBJSVlRntd3Z2hrOz833PLy0tBQB4e3tb/J43b95EdXX1Pc8pLS2FSqWCp6enxdflowFEJEsG/G+ylyZtLX0DRETNhPlIRGSepIz8v2sEBATAw8ND3BISEu7/vgYD4uLiMHDgQPTs2dPi/s6bNw/+/v6IiIgwefz27duYN28eJkyYAI1GY/F1OSKAiGRJEAQIEn62knIuEZE9Yz4SEZknJSPrzyssLDT6R7clowF0Oh3y8vJw+PBhi98vMTER27ZtQ2ZmJlxcXBocr66uxnPPPQdBELBx40aLrwuwEEBEMsWhr0REpjEfiYjMs8ajARqNplG/vsfGxmLXrl3IyspCx44dLTpn5cqVSExMxL59+xAcHNzgeH0R4Oeff8b+/fsb1R+AhQAikilB4szWAse+EpFCMR+JiMyTkpGNzUdBEDBr1iykpqYiMzMTQUFBFp2XlJSEd955B3v27MGAAQMaHK8vAvz44484cOAAfHx8GtcxsBBARDLFX7yIiExjPhIRmWfLVQN0Oh1SUlLw5Zdfwt3dHXq9HgDg4eEBV1dXAMDkyZPx4IMPivMMLF++HIsWLUJKSgo6d+4snuPm5gY3NzdUV1fj2WefxalTp7Br1y7U1taKbby9vaFWqy3qGwsBRCRL9ZO2SDmfiEiJmI9EROZJycjGnlf/3P6QIUOM9m/evBlTpkwBABQUFMDBwcHonKqqKjz77LNG5yxevBhLlizB1atX8dVXXwEA+vTpY9TmwIEDDd7LHBYCiEiW+IsXEZFpzEciIvNsOSLAkkkJMzMzjV5fuXLlnu07d+5slUldWQggIlkSDAIECT9bSTmXiMieMR+JiMyTkpFKykcWAohIlmoNdZuU84mIlIj5SERknpSMVFI+shBARLJkMAgwSKjKSjmXiMieMR+JiMyTkpFKykcWAohIlvgMLBGRacxHIiLzbDlHgD1jIYCIZIlfdImITGM+EhGZx0JAHRYCiEiWDIIAg4Q0lnIuEZE9Yz4SEZknJSOVlI8sBBCRLAmGuk3K+URESsR8JCIyT0pGKikfWQggIlkSIEhaQ1WAciq6RER3Yj4SEZknJSOVlI8O1r5gbW0tFi5ciKCgILi6uqJLly546623jD5sQRCwaNEidOjQAa6uroiIiMCPP/5o7a4QkYIJBsAgYWtMRTchIQEhISFwd3eHr68vxowZg/z8/AbtsrOz8bvf/Q7t2rWDRqNBeHg4bt26JR6/fv06Jk6cCI1GA09PT0ybNg3l5eVG1zh9+jQGDx4MFxcXBAQEICkpqcmfERG1TrbMRyIiuZGSkUrKR6sXApYvX46NGzfivffew/nz57F8+XIkJSVh/fr1YpukpCSsW7cOycnJOHbsGNq1a4eoqCjcvn3b2t0hIoUSBEHyZqmDBw9Cp9Ph6NGjSE9PR3V1NSIjI1FRUSG2yc7OxvDhwxEZGYnjx4/jxIkTiI2NhYPD/2J24sSJOHv2LNLT07Fr1y5kZWVhxowZ4vGysjJERkYiMDAQOTk5WLFiBZYsWYIPPvjAOh8aEbUKtsxHAMjKysLTTz8Nf39/qFQq7Ny50+j4lClToFKpjLbhw4cbtWGhlIhsxZb5aM+s/mjAkSNHMHr0aERHRwMAOnfujH/84x84fvw4gLoPfs2aNViwYAFGjx4NAPj000/h5+eHnTt3Yvz48Q2uWVlZicrKSvF1WVmZtbtNRDJjEOo2KecDDfPE2dkZzs7ORvvS0tKMXm/ZsgW+vr7IyclBeHg4ACA+Ph6zZ8/G66+/Lrbr2rWr+Ofz588jLS0NJ06cwIABAwAA69evx8iRI7Fy5Ur4+/tj69atqKqqwqZNm6BWq9GjRw/k5uZi1apVRgUDIqJ7sVY+WqqiogK9e/fG1KlTMXbsWJNthg8fjs2bN4uv787ZiRMn4tq1a2Kx9aWXXsKMGTOQkpIC4H+F0oiICCQnJ+PMmTOYOnUqPD09mY9E1ChSMlJKttobq48IePLJJ5GRkYELFy4AAP71r3/h8OHDGDFiBADg8uXL0Ov1iIiIEM/x8PBAaGgosrOzTV4zISEBHh4e4hYQEGDtbhORzAgGQfIGAAEBAUb5kpCQcN/3Li0tBQB4e3sDAIqLi3Hs2DH4+vriySefhJ+fH5566ikcPnxYPCc7Oxuenp5iEQAAIiIi4ODggGPHjoltwsPDoVarxTZRUVHIz8/HjRs3pH9oRNQqWCsfy8rKjLY7f5S504gRI/D222/jmWeeMdsnZ2dnaLVacfPy8hKP1RdKP/roI4SGhmLQoEFYv349tm3bhl9++QUAjAqlPXr0wPjx4zF79mysWrXKip8cEbUG1shHJbB6IeD111/H+PHj8dhjj6FNmzbo27cv4uLiMHHiRACAXq8HAPj5+Rmd5+fnJx672/z581FaWipuhYWF1u42EclM/RqwUjYAKCwsNMqX+fPn3/N9DQYD4uLiMHDgQPTs2RMAcOnSJQDAkiVLMH36dKSlpaFfv34YNmyYOP+JXq+Hr6+v0bWcnJzg7e0tZp9erzeZjfXHiIgsYa18bEqh1JzMzEz4+vqia9eueOWVV/Drr7+Kx1goJSJbskY+KoHVHw347LPPsHXrVqSkpIjDWuPi4uDv74+YmJgmXdPUUF0iat0MBgEGCVXZ+nM1Gg00Go3F5+l0OuTl5Rn92m8w1M0c86c//QkvvfQSAKBv377IyMjApk2bJH15JiJqLGvlY2FhoVE+NvW72PDhwzF27FgEBQXh4sWLeOONNzBixAhkZ2fD0dHR4kJpUFCQUZs7C6V3jjAgIroXKRkpJVvtjdULAXPnzhVHBQBAr1698PPPPyMhIQExMTHQarUAgKKiInTo0EE8r6ioCH369LF2d4hIoaRO2NKUc2NjY8VJ/jp27Cjur8+y7t27G7Xv1q0bCgoKAABarRbFxcVGx2tqanD9+nUxF7VaLYqKioza1L+ub0NEdD/WysfGFkrNuXP+p169eiE4OBhdunRBZmYmhg0bJvn6RESNISUjlTRZoNUfDbh586bRLNkA4OjoKP5iFhQUBK1Wi4yMDPF4WVkZjh07hrCwMGt3h4gUSjBI3yx+L0FAbGwsUlNTsX///ga/SnXu3Bn+/v4NlhS8cOECAgMDAQBhYWEoKSlBTk6OeHz//v0wGAwIDQ0V22RlZaG6ulpsk56ejq5du/LXLiKymC3zsSkeeughtG/fHj/99BMAFkqJyLbsOR9tyeqFgKeffhrvvPMOdu/ejStXriA1NRWrVq0SJ5BRqVSIi4vD22+/ja+++gpnzpzB5MmT4e/vjzFjxli7O0SkUAZBkLxZSqfT4e9//ztSUlLg7u4OvV4PvV6PW7duAajLtblz52LdunX44osv8NNPP2HhwoX44YcfMG3aNAB1owOGDx+O6dOn4/jx4/juu+8QGxuL8ePHw9/fHwDwwgsvQK1WY9q0aTh79iy2b9+OtWvXYs6cOdb/AIlIsWyZj03x73//G7/++qs4moqFUiKyJXvOR1uy+qMB69evx8KFC/HnP/8ZxcXF8Pf3x5/+9CcsWrRIbPPaa6+hoqICM2bMQElJCQYNGoS0tDS4uLhYuztEpFC2fDRg48aNAIAhQ4YY7d+8eTOmTJkCAIiLi8Pt27cRHx+P69evo3fv3khPT0eXLl3E9lu3bkVsbCyGDRsGBwcHjBs3DuvWrROPe3h4YO/evdDpdOjfvz/at2+PRYsWcWksImoUWz86VV5eLv66D9StEJWbmwtvb294e3tj6dKlGDduHLRaLS5evIjXXnsNDz/8MKKiogAYF0qTk5NRXV1tslC6dOlSTJs2DfPmzUNeXh7Wrl2L1atXN/k+iah14qMBdaxeCHB3d8eaNWuwZs0as21UKhWWLVuGZcuWWfvtiaiVsNZkWJawNPRff/11vP7662aPe3t7i2timxMcHIxDhw5Z3DciorvZMh8B4OTJkxg6dKj4un4UU0xMDDZu3IjTp0/jk08+QUlJCfz9/REZGYm33nrLaPJBFkqJyFY4WWAdqxcCiIhsQeoSLgoq6BIRGbF1Pg4ZMuSeBdM9e/bc9xoslBKRrUjJSCV9f2QhgIhkSRAECBKqskoa2kVEdCfmIxGReVIyUkn5yEIAEcmSIHHCFiUFORHRnZiPRETmSclIJeUjCwFEJEuCQeIvXgp6xouI6E7MRyIi86RkpJLykYUAIpIlftElIjKN+UhEZB4LAXVYCCAiWTIIdZuU84mIlIj5SERknpSMVFI+shBARLLEX7yIiExjPhIRmccRAXVYCCAiWRIEQdKELUqa7IWI6E7MRyIi86RkpJLykYUAIpIlgwEwSKjKGgxW7AwRkR1hPhIRmSclI5WUjywEEJEs8RcvIiLTmI9EROZxREAdFgKISJb4DCwRkWnMRyIi8zhHQB0WAohIlvhFl4jINOYjEZF5LATUYSGAiGTJAAEGCcOzDFBOkBMR3Yn5SERknpSMVFI+shBARLLEX7yIiExjPhIRmccRAXVYCCAiWeJkWEREpjEfiYjM42SBdVgIICJZEgyCpOWxlFTRJSK6E/ORiMg8KRmppHxkIYCIZIlDX4mITGM+EhGZx0cD6rAQQESyxKGvRESmMR+JiMzjowF1WAggIlkSDAYIBoOk84mIlIj5SERknpSMVFI+OrR0B4iImsLwf893SdmIiJSI+UhEZJ4t8zEhIQEhISFwd3eHr68vxowZg/z8/Hue8+GHH2Lw4MHw8vKCl5cXIiIicPz4caM2giBg0aJF6NChA1xdXREREYEff/yxUX1jIYCIZKl+WJeUjYhIiZiPRETm2TIfDx48CJ1Oh6NHjyI9PR3V1dWIjIxERUWF2XMyMzMxYcIEHDhwANnZ2QgICEBkZCSuXr0qtklKSsK6deuQnJyMY8eOoV27doiKisLt27ct7hsfDSAiWeJkWEREpjEfiYjMs+VkgWlpaUavt2zZAl9fX+Tk5CA8PNzkOVu3bjV6/dFHH2HHjh3IyMjA5MmTIQgC1qxZgwULFmD06NEAgE8//RR+fn7YuXMnxo8fb1HfWAggIlniF10iItOYj0RE5lmjEFBWVma039nZGc7Ozvc9v7S0FADg7e1t8XvevHkT1dXV4jmXL1+GXq9HRESE2MbDwwOhoaHIzs62uBDARwOISJYMMMAgSNignMleiIjuxHwkIjJPUkb+Xz4GBATAw8ND3BISEu7/vgYD4uLiMHDgQPTs2dPi/s6bNw/+/v7iP/z1ej0AwM/Pz6idn5+feMwSHBFARLIkGKT9aiXwey4RKRTzkYjIPCkZWZ+PhYWF0Gg04n5LRgPodDrk5eXh8OHDFr9fYmIitm3bhszMTLi4uDS6v/fCQgARyRKHvhIRmcZ8JCIyzxqPBmg0GqNCwP3ExsZi165dyMrKQseOHS06Z+XKlUhMTMS+ffsQHBws7tdqtQCAoqIidOjQQdxfVFSEPn36WNwnPhpARLLEWbGJiExjPhIRmWfLfBQEAbGxsUhNTcX+/fsRFBRk0XlJSUl46623kJaWhgEDBhgdCwoKglarRUZGhrivrKwMx44dQ1hYmMV944gAIpIlg8EAg6Hp41elnEtEZM+Yj0RE5knJyMaep9PpkJKSgi+//BLu7u7iM/weHh5wdXUFAEyePBkPPvigOM/A8uXLsWjRIqSkpKBz587iOW5ubnBzc4NKpUJcXBzefvttPPLIIwgKCsLChQvh7++PMWPGWNw3FgKISJY49JWIyDTmIxGRebZcPnDjxo0AgCFDhhjt37x5M6ZMmQIAKCgogIODg9E5VVVVePbZZ43OWbx4MZYsWQIAeO2111BRUYEZM2agpKQEgwYNQlpaWqPmEWAhgIhkSRAMECTMaCXlXCIie8Z8JCIyT0pGNvY8Sx4lyMzMNHp95cqV+56jUqmwbNkyLFu2rFH9uRMLAUQkS/zFi4jINOYjEZF5thwRYM9YCCAiWTLU1qK2tlbS+URESsR8JCIyT0pGKikfWQggIlniL15ERKYxH4mIzOOIgDpcPpCIZEkQDBAMEjY+A0tECmXrfMzKysLTTz8Nf39/qFQq7Ny502zbmTNnQqVSYc2aNUb7O3fuDJVKZbQlJiYatTl9+jQGDx4MFxcXBAQEICkpqVH9JCICJGakgr4/ckQAEckSf/EiIjLN1vlYUVGB3r17Y+rUqRg7dqzZdqmpqTh69Cj8/f1NHl+2bBmmT58uvnZ3dxf/XFZWhsjISERERCA5ORlnzpzB1KlT4enpiRkzZjSqv0TUunFEQB0WAohIljgrNhGRabbOxxEjRmDEiBH3bHP16lXMmjULe/bsQXR0tMk27u7u0Gq1Jo9t3boVVVVV2LRpE9RqNXr06IHc3FysWrWKhQAiahRbrhpgz/hoABHJksEAGAyChK2l74CIqHlYKx/LysqMtsrKyib2x4BJkyZh7ty56NGjh9l2iYmJ8PHxQd++fbFixQrU1NSIx7KzsxEeHg61Wi3ui4qKQn5+Pm7cuNGkfhFR6yQtI1u699bDEQFEJEv1z2pJOZ+ISImslY8BAQFG+xcvXowlS5Y0+nrLly+Hk5MTZs+ebbbN7Nmz0a9fP3h7e+PIkSOYP38+rl27hlWrVgEA9Ho9goKCjM7x8/MTj3l5eTW6X0TUOknJSCV9f2QhgIhkiXMEEBGZZq18LCwshEajEfc7Ozs3+lo5OTlYu3YtTp06BZVKZbbdnDlzxD8HBwdDrVbjT3/6ExISEpr0vkRE5nCOgDqNfjTgfjPDCoKARYsWoUOHDnB1dUVERAR+/PFHozbXr1/HxIkTodFo4OnpiWnTpqG8vFzSjRBR61L/fJeUzVIJCQkICQmBu7s7fH19MWbMGOTn5xu1GTJkSIMZr2fOnGnUpqCgANHR0Wjbti18fX0xd+5co6GvAJCZmYl+/frB2dkZDz/8MLZs2dLkz4iIWidr5aNGozHamvIP8kOHDqG4uBidOnWCk5MTnJyc8PPPP+Mvf/kLOnfubPa80NBQ1NTU4MqVKwAArVaLoqIiozb1r83NK0BEZIqtvj/au0YXAupnht2wYYPJ40lJSVi3bh2Sk5Nx7NgxtGvXDlFRUbh9+7bYZuLEiTh79izS09Oxa9cuZGVlcaIXImqU+mqulM1SBw8ehE6nw9GjR5Geno7q6mpERkaioqLCqN306dNx7do1cbtzaava2lpER0ejqqoKR44cwSeffIItW7Zg0aJFYpvLly8jOjoaQ4cORW5uLuLi4vDyyy9jz5490j8wImo1bJmP9zNp0iScPn0aubm54ubv74+5c+feM9tyc3Ph4OAAX19fAEBYWBiysrJQXV0ttklPT0fXrl35WAARNYq95GNLa/SjAfeaGVYQBKxZswYLFizA6NGjAQCffvop/Pz8sHPnTowfPx7nz59HWloaTpw4gQEDBgAA1q9fj5EjR2LlypUml5SprKw0mqCmtLQUALDjo2CjIWtEpCxlZWUA6rLlbjVVv0l6Tqu2psLoPeo5Ozs3+NUrLS3N6PWWLVvg6+uLnJwchIeHi/vbtm1r9pepvXv34ty5c9i3bx/8/PzQp08fvPXWW5g3bx6WLFkCtVqN5ORkBAUF4a9//SsAoFu3bjh8+DBWr16NqKgoi+6r/rNiPhIpmy3y0VLl5eX46aefxNeXL19Gbm4uvL290alTJ/j4+Bi1b9OmDbRaLbp27QqgbiLAY8eOYejQoXB3d0d2djbi4+Px4osviv/If+GFF7B06VJMmzYN8+bNQ15eHtauXYvVq1c3qq/MSKLWobkysrH5aNcECQAIqamp4uuLFy8KAITvv//eqF14eLgwe/ZsQRAE4eOPPxY8PT2NjldXVwuOjo7CP//5T5Pvs3jxYgEAN27cWul28eJFMQ9u3bolaLVaq1zXzc2twb7FixffN/t+/PFHAYBw5swZcd9TTz0ltG/fXvDx8RF69OghvP7660JFRYV4fOHChULv3r2NrnPp0iUBgHDq1ClBEARh8ODBwquvvmrUZtOmTYJGo7lvn+rV5zA3btxax9Zc+ajVaoVbt25ZlDsHDhwweY2YmBiT7QMDA4XVq1eLr3NycoTQ0FDBw8NDcHFxEbp16ya8++67wu3bt43O+9e//iUMGjRIcHZ2Fh588EEhMTHR4mxkRnLj1jq35sjIxuSjPbPqZIF6vR7A/2Zxrefn5yce0+v14jCvek5OTvD29hbb3G3+/PlGk8iUlJQgMDAQBQUF8PDwsOYt2FRZWRkCAgIaTMYjN0q5D0A596KU+ygtLUWnTp3g7e0t7nNxccHly5dRVVUl+fqCIDSYvOp+z8AaDAbExcVh4MCB6Nmzp7j/hRdeQGBgIPz9/XH69GnMmzcP+fn5+Oc//wmgLvtMZWP9sXu1KSsrw61bt+Dq6nrfe6r/rOSej4By/h7zPuyLUu6jufNRrVbDxcXForZDhgwx+aubOfXP/dfr168fjh49et/zgoODcejQIYvfxxSlZKRS/h7zPuyLUu4DaN6MbEw+2jNZrBpgaqguAHh4eMj+Lynwv8l45E4p9wEo516Uch8ODsbTmbi4uLRYAOt0OuTl5eHw4cNG+++c56RXr17o0KEDhg0bhosXL6JLly4261/9Z6WUfASU8/eY92FflHIf9pSPcqC0jFTK32Peh31Ryn0AzMh7afRkgfdS/2ysqVld649ptVoUFxcbHa+pqcH169c56ysR2bXY2Fjs2rULBw4cQMeOHe/ZNjQ0FADE52YtmfHaXBuNRmPRaAAiIiIiIktYtRAQFBQErVaLjIwMcV9ZWRmOHTuGsLAwAHWzvpaUlCAnJ0dss3//fhgMBvGLMxGRPREEAbGxsUhNTcX+/fsRFBR033Nyc3MBAB06dABQl31nzpwxKoSmp6dDo9Gge/fuYps787O+TX1+EhERERFZQ6MfDbjfzLBxcXF4++238cgjjyAoKAgLFy6Ev78/xowZA6BuFuzhw4dj+vTpSE5ORnV1NWJjYzF+/HiTKwaY4uzsjMWLFzdpPVt7wvuwP0q5F96Hdel0OqSkpODLL7+Eu7u7+Ey/h4cHXF1dcfHiRaSkpGDkyJHw8fHB6dOnER8fj/DwcAQHBwMAIiMj0b17d0yaNAlJSUnQ6/VYsGABdDqdeH8zZ87Ee++9h9deew1Tp07F/v378dlnn2H37t0W99VePjNrUMq98D7sC++jdVPK58b7sC+8D/ujpHtpLiqhMbO7AMjMzMTQoUMb7I+JicGWLVsgCAIWL16MDz74ACUlJRg0aBDef/99PProo2Lb69evIzY2Fl9//TUcHBwwbtw4rFu3Dm5ubtLviIjIyu6eULDe5s2bMWXKFBQWFuLFF19EXl4eKioqEBAQgGeeeQYLFiwwesbu559/xiuvvILMzEy0a9cOMTExSExMhJPT/2qymZmZiI+Px7lz59CxY0csXLgQU6ZMae5bJCIiIqJWpNGFACIiIiIiIiKSL6vOEUBERERERERE9o2FACIiIiIiIqJWhIUAIiIiIiIiolaEhQAiIiIiIiKiVkSWhYANGzagc+fOcHFxQWhoKI4fP97SXbqnhIQEhISEwN3dHb6+vhgzZgzy8/ON2ty+fRs6nQ4+Pj5wc3PDuHHjUFRU1EI9vr/ExESoVCrExcWJ++R0D1evXsWLL74IHx8fuLq6olevXjh58qR4XBAELFq0CB06dICrqysiIiLw448/tmCPG6qtrcXChQsRFBQEV1dXdOnSBW+99RbunP/THu8jKysLTz/9NPz9/aFSqbBz506j45b0+fr165g4cSI0Gg08PT0xbdo0lJeX2/Au7Bfz0T7IOSOZjy2LGdl8mI/2gfnY8uSakcxHKxNkZtu2bYJarRY2bdoknD17Vpg+fbrg6ekpFBUVtXTXzIqKihI2b94s5OXlCbm5ucLIkSOFTp06CeXl5WKbmTNnCgEBAUJGRoZw8uRJ4YknnhCefPLJFuy1ecePHxc6d+4sBAcHC6+++qq4Xy73cP36dSEwMFCYMmWKcOzYMeHSpUvCnj17hJ9++klsk5iYKHh4eAg7d+4U/vWvfwmjRo0SgoKChFu3brVgz4298847go+Pj7Br1y7h8uXLwueffy64ubkJa9euFdvY43188803wptvvin885//FAAIqampRsct6fPw4cOF3r17C0ePHhUOHTokPPzww8KECRNsfCf2h/loH+SckczHlr8PZmTzYD7aB+ajfZBrRjIfrUt2hYDHH39c0Ol04uva2lrB399fSEhIaMFeNU5xcbEAQDh48KAgCIJQUlIitGnTRvj888/FNufPnxcACNnZ2S3VTZN+++034ZFHHhHS09OFp556SgxxOd3DvHnzhEGDBpk9bjAYBK1WK6xYsULcV1JSIjg7Owv/+Mc/bNFFi0RHRwtTp0412jd27Fhh4sSJgiDI4z7uDnFL+nzu3DkBgHDixAmxzbfffiuoVCrh6tWrNuu7PWI+tjy5ZyTz0b7ugxlpPczHlsd8tB9KyEjmo3SyejSgqqoKOTk5iIiIEPc5ODggIiIC2dnZLdizxiktLQUAeHt7AwBycnJQXV1tdF+PPfYYOnXqZHf3pdPpEB0dbdRXQF738NVXX2HAgAH44x//CF9fX/Tt2xcffvihePzy5cvQ6/VG9+Lh4YHQ0FC7upcnn3wSGRkZuHDhAgDgX//6Fw4fPowRI0YAkM993MmSPmdnZ8PT0xMDBgwQ20RERMDBwQHHjh2zeZ/tBfPRPsg9I5mP9nUfd2NGNg3z0T4wH+2HEjOS+dh4Ti3dgcb473//i9raWvj5+Rnt9/Pzww8//NBCvWocg8GAuLg4DBw4ED179gQA6PV6qNVqeHp6GrX18/ODXq9vgV6atm3bNpw6dQonTpxocEwu9wAAly5dwsaNGzFnzhy88cYbOHHiBGbPng21Wo2YmBixv6b+ntnTvbz++usoKyvDY489BkdHR9TW1uKdd97BxIkTAUA293EnS/qs1+vh6+trdNzJyQne3t52e1+2wHxseUrISOajfd3H3ZiRTcN8bHnMR/u5D0CZGcl8bDxZFQKUQKfTIS8vD4cPH27prjRKYWEhXn31VaSnp8PFxaWluyOJwWDAgAED8O677wIA+vbti7y8PCQnJyMmJqaFe2e5zz77DFu3bkVKSgp69OiB3NxcxMXFwd/fX1b3QVRPrvkIKCcjmY9E9on52PKUko8AM5LqyOrRgPbt28PR0bHBLKJFRUXQarUt1CvLxcbGYteuXThw4AA6duwo7tdqtaiqqkJJSYlRe3u6r5ycHBQXF6Nfv35wcnKCk5MTDh48iHXr1sHJyQl+fn52fw/1OnTogO7duxvt69atGwoKCgBA7K+9/z2bO3cuXn/9dYwfPx69evXCpEmTEB8fj4SEBADyuY87WdJnrVaL4uJio+M1NTW4fv263d6XLTAfW5ZSMpL5aF/3cTdmZNMwH1sW89G+7gNQZkYyHxtPVoUAtVqN/v37IyMjQ9xnMBiQkZGBsLCwFuzZvQmCgNjYWKSmpmL//v0ICgoyOt6/f3+0adPG6L7y8/NRUFBgN/c1bNgwnDlzBrm5ueI2YMAATJw4Ufyzvd9DvYEDBzZYfufChQsIDAwEAAQFBUGr1RrdS1lZGY4dO2ZX93Lz5k04OBj/L+zo6AiDwQBAPvdxJ0v6HBYWhpKSEuTk5Iht9u/fD4PBgNDQUJv32V4wH1uWUjKS+Whf93E3ZmTTMB9bFvPR/nJFiRnJfGyCFp6ssNG2bdsmODs7C1u2bBHOnTsnzJgxQ/D09BT0en1Ld82sV155RfDw8BAyMzOFa9euidvNmzfFNjNnzhQ6deok7N+/Xzh58qQQFhYmhIWFtWCv7+/OGV8FQT73cPz4ccHJyUl45513hB9//FHYunWr0LZtW+Hvf/+72CYxMVHw9PQUvvzyS+H06dPC6NGjW3zJlLvFxMQIDz74oLj0yz//+U+hffv2wmuvvSa2scf7+O2334Tvv/9e+P777wUAwqpVq4Tvv/9e+Pnnny3u8/Dhw4W+ffsKx44dEw4fPiw88sgjrXbplzsxH+2LHDOS+djy98GMbB7MR/vCfGxZcs1I5qN1ya4QIAiCsH79eqFTp06CWq0WHn/8ceHo0aMt3aV7AmBy27x5s9jm1q1bwp///GfBy8tLaNu2rfDMM88I165da7lOW+DuEJfTPXz99ddCz549BWdnZ+Gxxx4TPvjgA6PjBoNBWLhwoeDn5yc4OzsLw4YNE/Lz81uot6aVlZUJr776qtCpUyfBxcVFeOihh4Q333xTqKysFNvY430cOHDA5P8PMTExFvf5119/FSZMmCC4ubkJGo1GeOmll4TffvutBe7G/jAf7YdcM5L52LKYkc2H+Wg/mI8tS64ZyXy0LpUgCELzjjkgIiIiIiIiInshqzkCiIiIiIiIiEgaFgKIiIiIiIiIWhEWAoiIiIiIiIhaERYCiIiIiIiIiFoRFgKIiIiIiIiIWhEWAoiIiIiIiIhaERYCiIiIiIiIiFoRFgKIiIiIiIiIWhEWAoiIiIiIiIhaERYCiIiIiIiIiFoRFgKIiIiIiIiIWpH/H/95Y2sL7Yc1AAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -111,7 +108,6 @@ " 'npml': 20, # Number of PML \n", " 'pmlR': 1e-5, # Coefficient for PML (No need to change)\n", " 'pml_dir': 2, # type of boundary layer\n", - " 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", "}\n", "\n", "seisout = 0 # Type of output 0: Pressure\n", @@ -181,7 +177,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -190,14 +186,12 @@ }, { "data": { - "image/png": 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", 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i4eFhP3mVjZf+/v5A2BC9Xwn5Mj1buIbIfqKmojyIMkRkeMZ0nojneb5OajabNDIyQmvXrvVZkS1bttDo6ChNTEzQ2rVrqdVq0aVLl/wFg5V/X1+ff4KwTRcSBUOHXEfVhdWGSQ5NhojUhXJHFhrDw8PDtG7dOtq4cSNdeeWVNDY2RqOjo7R161ZaXl6mkZERmp2d9R2ugYEBP5nVBZU6gZUpIrbIhoeHfW+Bt/yiYcKQMXyiTi+EP1PUC2HeqMlzZOA+es4aN3mk7KkODw/7k5ZlUHqa0vvAZyItr6gnbAaBlAkG76Bhwxh1Hcsh/rAcNptN3yiJ0oUmI4n/V1QTrmNn0oWmMjBpVbJzqBNxTQ6TQRsqxYysW7eO1q5dSyMjIzQ2NhbI2uWz83ERYKqSKHg6HG+zNIVrbJ6pegTlhas3in+jt4jMA+aBrFmzxvdG+WdsbMw3iNetW0crKys0ODjosyPSAGGWjmj1UD6WOcxhctldo3JYbriGZ0zMCMoox+dZDteuXUtjY2M0Pj7uyyEnU/N3/f39gcP3WOZYH9p0ocxhUl1YbXSrC+XBZriDlfPmpC4cHR2ldevWked5NDAwQPPz8/52cl5vXVA5Y2R0dNSfiLidcnl5OZA4iPQT0Wr8nuNfMiYWFTPVSVhNmChJm4ywB8CUJNPjY2NjtH79ehofH/ezyPm7drvtGyO8GOA2S64DT3LpHbPS5/ppImE1ESc8Iw0RGcJDOVyzZg2tW7cuYIyMj48H8pZYF+LuhYWFhQ6ZM+lClCXVhdVGFCPiogsZJl3IcsgyyDsL2SAhIt8YwV2FvMMmCpUK0zD4qG3TYVRMETWbTf97GQ+VisE1XKPUZfngOlaSfpbjzh6kPNQHaUdOZkWPkuVQJhjiCZns6WJdZD1sFKmiurB5oyadwzoKXzfAMoU/TH3j1lyZYMgLCMotlxulC21tcP1cUT6Eharxfwa+9oJ1Ieo3XltZDtnolSFF/HFBpZgRDsu0Wi1/uxvvquEwDU9MTk5lD4E7jX9j0qrruQ9E6hWUCXG8Uds2Xs72xvcsMBvC3uiGDRtobGyM1qxZQ4ODg9RoNPyDpvhU1XXr1vnyh7u5WBZbrZZfJ8mOeJ7XEVfVpOrqIGxhNnmjUhZRVnjnFjMfY2NjtGHDBl8G161bR81m0z/YjHXh4OAgjY6O+s/iBUIaILbj4vFdSi7hGr5f5bAc6FYXmkKEQ0NDtG7dOhofH/f1IR9vsGbNGt8xY+ajv7/fv4ePhOdzb1xQOWaEKXDuZLTG0DNgLxYno9zyS2ROZFVUH2FMA05QaZQyo8HyhAwHbsHFrZPSM8X7MIfJptBd2xHnPkU+iDs+Mk8Jr0O2l2WO5Qn1GcsRO2Asgyi/fA8zKXgvnm8T5iErqg0XZk6OOcsRJvBLnci6kA1VXI9NLB2+XToMlWJGLl265HfS4uJiYGtus9mk0dHRQJyU/261Wn4ijckzZcitvkTqmZYVYcoeczBsyYI8hrwFDY82Xrdunf/D7wHhhGguY2FhIbAQNBoNP9mLFwnOGeEQDbN06CljyIfh8t4QbqvKYXFImieC3imebsmsCG7lZTkcGRnxXxA6Pz9P7XabZmdn/eRUZo37+vpoaGiI1q5dG0gcRJnHow9cdKHKYLkRl5lD+UMjgnUh7hzkPBGWQdaFeJYNvxMJdSHnO62srNDatWud2lEpY2Rubi6QbMh0JTd+ZGQk8PptfIEeKgOiYEa5TB5Dg0QnYfng4o2GLQIyPopnimBCFm/f5dAMy9bS0hLNzMz4k5cZEKY2+RpMqJb792UyIQMVf1QioaJ8CPNGcSEweaMshyyDLIdr1qzx4/RE5Ct/jNWzLsQdEMje8eJh04Xyh2VPDZJyw5WZw7EN04Xy/VusA1EXEpEvf8vLy74uRNaEd4K1220aGRlxakuljJGLFy/63qVM6OIJgS+S4k7lhQANE1QaeCKmLgTlhktYI4ySZEiPVCYM4sRqt9u+Ybu0tOQfaMYxUr4PDWVkW5aWlqjZbHa8t0ZSpSxz6K1gu3QhKA9cwxlygZfApGlMnGZ5ZEMXDdrFxUXfIOHdXBzDR4YE32nDZeIhazYjBMM4qgvLC1dmjv8O04UsL2iMoCzi1m82bNnharVagZBMs9kM5KBwXl0UKmWM/M3f/I1PC/HWIt5exJ7D8PCwfz16Dsx0cOKh9JwZJs+UP5cwLRqK7BBn8kk6EsdcGiG8XZzPr0FKkmnwxcVFmp2dpUuXLtHc3BxduHDB91x5/z3HRgcGBmhkZCQgf1w/pDgx1oqeKNGqglDPtHxwDRGi/NnOtcGdWEyLY4hwzZo1/lEEvGXywoULviwuLS35Mrtu3Tp/JxfrQs/zfDmSRoXc/oues5Q5F12oMpgf4upC0w+PGe7gQp3GYUKpC/nE37m5OZqdnaULFy748srvrWFdyC/Wc0GljJG5uTlaWVmhubk5f8Lh9kmeQGjlsXeA29skG8KTCD1TPeynujDF7BHIiuD7Z0yJglxGq9WihYUFWlhYoNnZWZqZmfHL6+vrozVr1vjl8WeybNxeafI00TNV+asupDfKkP+bkgVNskK0mqy6uLhI8/PzNDs7SxcvXqSlpaWO+1C+ZBIi/815JnJXF8qZ/B+vU4OkGrCFrhlSF+LOQlxbURcyMzc3N0dzc3N08eLFQJI+G9BhxqsJlTJGXnjhBWq1WnTx4kWamJjwt13y1qM1a9b4Hcs5ALxlTRofeCCVjJEydItbeeDqCeB4mkIiSItLT4Ate8wRWVpaovn5eZqenqZXXnmFpqenaXp6mqampvxTCHkr2/j4uO+ZEpFPnxNRIEaPhgiGDrkdphwm/ptIPdOiEBaakSyrTQ6JKKD8WQY5Ls8nTA8PD/v0NlPh8/PzdPHiRZqcnKTp6Wm6cOECLSws0JVXXknr16+nK664InAYFTIv/OZpok6mbnl5ORC20YTWciOOLpS/8V6UQc5V4gR+lklmONgQXlhYoAsXLtDLL79M09PTNDMzQ1NTU77sSV3oGqIhqpgxcv78+YBX2mq1/M7F/dE8CTmbl384zoUDw5OQKHgyISoOl0moyB9RsVGbMcLWPr5rAd+rwDLEXsClS5fowoULdP78ebpw4QJduHCBzp4967MlrVaLhoeHA/keuDWTt6Nz3gkbJhi/x7qbcphku3UhKA/k4hBlELNzJHOO5PtlmMVdXFz0PdALFy7QuXPn/AWBk/r5XAcunz1b/nt4eNg3OlAe0QgJ04WSMVE5Kxfi6kKMIGBeEcrg0NCQf5YIO2ZSF05PT9PZs2dpeXnZ14WYbD00NBRqxCMqZYxMT0/79OTo6KiftYvUElpjPOHlnmc5MDZlwn+7TDydoNkhyiPFv6NCM/LUXp6EbDywEcLbHxcWFmhmZsb3AtgYmZ6eDmwBX7dunc+IeJ7nh22IqEMG0UCWOS7SO7XtrlGDJF+4eqP8tylEI5OmZbKgKWF1eXmZ5ubm6NKlSx3yNz09TQsLCzQyMuJ7uKgLmS4nCiZVLy8vdyQaRulCNFJ0p2FxiKsLpZFJ1KkLZfKpTN5Hhph1ITNz/D+eJTI6Our/zwa5CypljJw9e5YuXrxIly5dona7TZcuXfKtMQ67jI2NBTwLTmjlCY5KgRV8WDIr36sLQTEIWwRQQaInykwDGiW4BZwtf37fwujoaEBm+D1HTIu/+OKLNDk5SefOnfNDNWfPnvXzRy5evEhEFNhp0263fbaEjWQZpuE647Zh2S6UQTVIikEcQ8SUOC3DM/hKdg7NcJhmeHjYZ0RYnpgFefnll+mll16in/zkJzQzM0OvvPKK/1Ky2dlZn0Zn+cOwIbMwXA+uK+YnhelCrL/KYDGI0oVoWEpdKNlh+d6Z4eHhQNI076Bhh4yZufPnz9PZs2dpamrKN0bOnj3rsyasC3nXF7/E0QWVOoGVJxrS4wsLCzQ/P+//j1Q40So7gqcQYnKYPJWQiIwTkcjtNe+ulJQiGi59abO6bZ4AJgtKWWDlyiE9lDX8YTlDGZTf4QFpRMH3PaA8sgeCLItk5mxeq6JckGNmAo+1KWEQT1dFOeScEZQx/mE5lD+4YwtlUCbLyrrYdKFsj4suVKSHKIM47DuTLkSGjplbmy7kkB7L4NzcXGANlnqS12NJFEShUswIbyean5+nS5cuGeObS0tL/pYk3OGAJ8LxQLCnKT1TLksmErpscSNSryANxKXF5RZKU2wUD5SSB/kwc8a7FWZmZvwY/dTUFJ07d45eeuklmpmZodnZWX9HF9Hl5C48mZBj8SsrK37YkFkZfEW3ZOqIKECpSqOY5U490/wQl5mTrAhR0BjGF45hwiqHConIl6FWq0UzMzN07tw5On/+PL3yyiv00ksv+bkis7OzfkI/0WX5YAOYvVpk/lAXep4XOCEYE6XlO3OS6kK8X5Ec3TBzkhFpNBr+zio8XG/NmjUBRoTzkFgXcojwxRdfpPPnz/u6kHfU8Hq8vLzsGzZsxHASfxQqZYygJTY/P+93LOcA8E4IPESIFxpUBHgI2uDgYECRyFwR6ZVKr0EnWrEwMQfSE5Db1eTBUuwh8mRi65/j9BwXZWOYD5xaWFjwlfHFixd9w4NPH+QFgJMIWS7ZaBoaGvINF0nrYxvYYEZ5k2dGKNJHXGYO6XKpRzBGj+/6wDg909lMcbPTxTLIBvL8/DzNz88HmBHWb1z+yMhIRw4JLzSs84aGhvykVmZhTAm3qgurAakLTWNo0oUoh8yOsTGCoWiUwdnZWZ8B4et4/C9evBg4hK+WOSOe5/lerqnDLl265B/Owh3ebrcDCa04CHIC4nNk3B4noHqmxcDGipgWAaLgWR+YLIgvs+MxxIRVjn1yftLc3FxH+A/30bfbl88hmZub8xcEzkbnOrJcIkuztLTkn9zKBopsF7ad24hGSJj3qTKYHFH0t4mZY1obIY1RlEFMWMX8tfn5ed8YZhlkNo6NVyIKhFZ45xca0mwMy/NviMh35DChmnWhqa1EqguLgCsrIg0QOY6YNG1zyHgMObzHh5tJXSjfy8X3EpH/Jmk+C4cNXxdUyhghWt2ZwNQhvwSPO5updp44a9euDeyWMCVxEQWpR6LgJMTEQ558OgnzhY2SxEVAem24i4W3rfFZIjwR2WBlWvzSpUv00ksv0SuvvOLvXHjllVf8BEGWK/Yy2ZCZnZ31Ew8xFMNGDia04q4bTFJFyPagnOJnurMhX0jFiguAKVmQlTUbqEyHM0WO4ZmVlRVaWFgIeKEvvfQSnT9/nqanp+nixYv+wY9E5Bs3LGfI1LHxge+wYaOY68PbLjGZX7Jvsj2qC/NDnPCMNIhNulBu4Q3TheyUcdI06kI0ilEXMjnARgjvxJmfn3dqb6USWNHTZYufO523H3HiFiazsuXPE8KUTIgnFsokLqLOpEJF/pBMgelvomCSFlKTphNQefIyNY7xejyXBg0MTDhEY4BDf3wfvsNB5iTJxEF5eiY/C2EL4UTJpcprPMRdBMJChKakUZQd1GGYLIg/LD8mHSYToFlWTeWE6UJTvcJ2QaguLBY2Jj9MF2ICv9SFfC/qMJMcYi4UMr24hhKRL2us/1yQiBl58MEH6f7776fJyUm69dZb6VOf+hTddtttxmufeeYZuu++++jkyZP0/PPP07//9/+efu3Xfi3JY2l0dNTveGZBeEHhw6nYQuP3K7TbbX+7ElPleCqcZEYYSLdK2ku3WeYL0+LLY2LaPim9UfRIOXyCnqPMEXn55ZfpwoULfmx0cXHRZzRYdjDsws9FL4AnPU9IXgD42UyT49Zzbiu3gSc0fh6WSKhy2D3iGCKYLGgKz2DuGnujvI2SvVGi1aPeOWGVt49zAjUfYSBZOX4+x+WZmeOkVv4cZYiTWW260PO8jt1dMqmadSu3U2UwXUSFCIk6WSvUh1G6EPUhHlAmUx6YmXvllVf8ZNXFxUUiIl+uich40iqfj8N/uyA2M/Loo4/SwYMH6fDhw/Ttb3+bbr31Vtq7dy+9+OKLxuvn5ubouuuuo0984hO0efPmuI8LAKlOPDefiAL5I7zjhn/zNjikGGWSK767QXrODFNyl273zRamRYD/N32G3ige6MPhGmQgiFaTBXHbGssNb5HkycQTm3fl8NkkWBZ7FFjW7OysXxYqdgwjhcmg7Atsv8pWfrD1P8qoiRmRias4xkTk09l4VAHH3E35SiyDeForh2t4TvBOCJZBjvUz44e5TyZdiFt/Te2XfcDtUF2YHUzshzRG8HNkQ/D9RXiwGW4nxzdCo/zxCxqZoSMKHqLHRg3nPxGRH55mmXZBbGbkgQceoAMHDtD+/fuJiOjYsWP0la98hR5++GG69957O65/wxveQG94wxuIiIzfm8DGA4OPfx8dHQ1YYNxgBodrMBOd80uIVuOoaNXz4KCHY0riwr9lPE63+2aDqNionJwy7MFK2na6JeccMSvCiYJswPICwDKHRg6DZQbDOJzQOj8/H9hFg8fMc13QMB4aGupIqMYYMGNlZcX3gvGZ6pl2B5cwl80jZWDOBsbo+Ue+eIxlED1SuWuL2QoMpWDSIFEwN4Trh4f3cXI/39NoNAK7vXDOyO2hRJ3bfVneTLqQZVN1YXwkDRHadKE87p1zlNBwQF3IO2ekIcLjL8+nCdOFXHYmYZrFxUU6efIkHTp0yP+sr6+P9uzZQydOnIhTVCiOHDlCH/vYxzo+X7dunU8vcuexQcILB9NIXDfMUmfaCre88W4G3J3Ag41UuaTHuHy+jqETLV1IQ1AqSvxeMl7ynTNISbLRyu9a4Kxxpsf5ZEsiCsT6OfEPw4Gco8TXY9lEQfqb6PIExT397NXyd0QUkEdpgKEHzAuCGiTdIW54Ru6ewfvRuGTZQ4ocdwOyMcyLAB/1LnfPsOLv6+sLnKqK5WBuCX/GYIMDwzYsezxvbLoQdR7mm9h0Icqoylp6cNWFuKEDT/tlfYg7aDzP89nc2dlZ/7UXnETNIUI2KFAPooNn04VSDsMQK0xz/vx5WllZoYmJicDnExMTNDk5GaeoUBw6dMg//356eppeeOEFIqIAnY1Uk0wmxCQumYiDk5UoeA6FLak1zMI3UZQuHpYiHDZvVH7H4HFCj8A0llweygcbD/LESqJOD0OeEWGitSX9juWzDJqeg7KIYRqT0WsKGSqSIU7/yQUBgSFCU5K8PGGVwyn4g/KBB5gh3Y76zySDYYnVmFQtTwlG+cP5w3KNutAUsmG46EJFJ+Iyc2H3mJL3TSkIeOaWTLzHpHupW+VabJPDOMZoKbf2Mp0kwe+dYWZkeHjYt9rY2ODB4ZgpX4vsBm5n4lANDx4rd1MSF1Enc4Jb29QzTQc2b1R6A9iX6I3yDycL4j56pq6ZkuSTBXnb5NzcnL+HXlLteDjQwMBAYBdOs9n0PQKWNd5uyfVnb9K03bevry/whkuUv8XFRT95Fdstw4nKjqQHqextidMM3GXFBgMnCSI9jl4kbyXnU33ZG+WTVZeXlzt24SDbwkYHyjTnP7EMs8EzNzcXYEYw/IJ146RENDpYz0n2jvuFqPP9XS5yqFhFUmbOpAsxYZVlD3PcpC7kHCXUhRyuZkbEFHZkQ4R1ITtdrAs55JxJmGbjxo3U399PU1NTgc+npqa6Tk51AdNNPAERPCj8OSYTDgwMBCYrW288YUxJZqwIeEeEjA2HxUZ18nUPkwdqitETmd+5YdpGSbTKiuAWXvleIwyV4GFVMv+EJyAaClxP/p89joGBAT85DHdYoNLG+q+srPh/Ly8v++EY2XY2clDm1CBxh4vnHpYngtQ4eqPoIaIc8j24g8b0Thlc8HEhwMWA4/VyC64MIbEua7Vafr14wZDvJJF5VyiD/f39HTl6bHhI40XhjigZNMmb/JwhGVaTDKKeYP0k332ExxoQdepCeWAaywemRbBD5ioPsYyRZrNJO3bsoOPHj9Ptt9/uN+j48eN0zz33xCkqEfCIbW4kUqNEFDAeOB7WarUCxgbRqmIJS+Li9pk8AS4DP0PvgL/XhSA5TEmrJm9U5orwZJFxdRmjx4RVNET4HpYZjrWiIcKGKBoKWB9OPCRazVKfm5sLUN58LeeyYDtYPiWNjosMAxdI9GCjYve9LodxvFE0RPA+ZOZMBgOOLY8d66TZ2Vk/N0QmrLJ8NBqrW8DxwCpeBIjIzymR+lAe787GD8sZHtzH4HLYWcOEVn4WUeer4WWfuTLFCjtMobAoZg7XOWSJMWHVpAsxYRWT91kGkZljlgWZEWZ72TBmOTSd6mtD7DDNwYMH6a677qKdO3fSbbfdRkePHqXZ2Vl/d82dd95JW7dupSNHjhDRZYr5e9/7nv/3T3/6Uzp16hStXbuWbrjhhljP5k5gCx1jqNxp8o2pTBHhBOf/iS53GmeZ8wSVyl8mxqKhQkT+woSegnqm3UGGZ0yLMHpyTF8jLY4JqzyGvLOAjRE8SwS38CJ7YTJGkJrEWCx6mDwR5QvJUGHz/2jksMFMtJrpzvUysUPomcqFIErOelUO43qjMlkQYTJE8Dd7lOwc8bZvDs3gC0DxuHd5PoQ0Rlh+2IBGT5gXA/Z8UYdx/dmYwfawLpTfoXwRrZ4dgfPUJHdqkITD1SCWxrCJEUFDhGUGdSEnrLJBzLqQfzhUvbCwENA5mBeCoUfMEcG8E9SFrVbLiX0kSmCM7Nu3j86dO0f33XcfTU5O0vbt2+nxxx/3k1rPnDkTyLX4m7/5G3r961/v///JT36SPvnJT9Jb3/pWeuKJJ2I9G5U9dzxbb/w/xtWlMsEkLlxs0BuWSYS80LAyMVl50mPSCZcOZHhGArPGbcnHfD/md8gEPjmuSGnKZD5MKuW8EpZBlD/TFnGug0yatZUvwzZ8/DJ6OLKvZJJrFEunCMIkZzJ/BCETjaXMYP9jvhAmDGKyqud5gfLkdl4sF1k/DO2hcYKsCNcD4/usD9nQQZmRbUJDWzIqRMHQterCaLgYIqbvwuTQlDSNxiDrJlNSvQzLEHXuJETZY/mL0oXoyIchUQLrPffcYw3LSANj27ZtzpZRFHArEXYE/nBsnvMBeAA4iYs7DncztNvtwN5rUxIXv/fBlsSFXgB/hkaZjR2xfdfrkB6ByRvF3QSmJC32GnnCzc3N+dvW8DAoZs/YC8B4KG7LlJniHBJEWcSsdY69ssHDXrFU1mxotNvtAEvH/cALFMsfei4mz5RIT8YMQ5zwDDo2Ug7R8MDtkyZqnJU/UuL8AjI8VEoaIVgmyqSJjUNHioh8ZoQToJFdZF3IdcP2YmhJ6kKUL5438lwJXpTi6MJeQ1JmzqYLJTOHoRSpCzlpld9/hG/glYeaSX2ILJ10AtlZkrowszBNkUAjhCgYHmEDgxU7dwQmtPIEarVavtGCsS4WEJlDsrS05Hc2ei3SM+UJT9R5GFqvKfxuEcaK4Big0Evvje9nTwCTtWQ4j8dHMiLS+EDDA+uKE4+NW9waxwobExeHhoYCCdUcIsScFfQyWJmwspfy1I1n2ivyGWWImD6zLQImxWtiuSQzi7v/kBlh8P0sF+woScYFmRGWCX4Wv6iMKHgYFcsi60JO8Me6IKODTh4m97P8hRm3KFOqC93gIocI6YzbmBG+33TkhdzmzeODRjGPv4khkboQn8PXu6BSxgiGUlAJ8OTDOBdSjWhVsjLHSYaxeDwEiGh1AOXEMsVMcYJp/kh3sMVHcRKYttzKZEHOE+ETLvlodjZIcHxY2eMR25jLIRcBmbwolQUyGtIw4ffY8ERF4wHj/rwo4SRHKrXRaHTscMDfRG67axTmbbw2QwSVNJ75gfJCtGp8MjOHzAgnrOIhZKyTZP4Jf4a6C+UP64/1xbGWCa1smGN4GnUhstD8Pxs50hDBXBpTDpPUhb2MOMwcyp+LLsQcEZzzvJWct/Hiay9wG67UhTL/CU+O5mulLuT1mPVfpi/KKwrSEJFgituUbCUTWjH5FOOfTE3KkIyJMmPwd+xxYHmuk1AXiSC4n3HyofUvj3tnWhyNSz7ngycfJ2phxjgyImz9Mx0pD5VCbxdlkGP1DAzvoTyyQYLPxYWE68Evz0NvGPvFZPDIcA1eo0bxZbiwIrZFAIH5ZEhfy4RVotXwDCatIi3OBjHRKjXOxjDuiDAxIzhW6EBhm6TRIHUhsrkY4uF7WRfyvJJssE0XShnl8lwTq+uKJIaIySBGXWjawcU6iyj47iPWhZzAjzsJUQchW4vyiLoQnTJkX6TuMZ0ZZkKljBEbZO4IUqa4oMltaUib8j246DCQKkf6y0SbEa0OSC8q/LRg6lcZmkFaEscLk7QwWZWNAZzUGA6xUe0mQxLHno0BU8KfDN/g/ZjQiPXkGC+WaaJi0fjldvNvrq80PqLkr67yaVsE8HvTIkDU+QoI0zjLEDKXZ5NDmeCM3qhJtvmZYWODC4NJH5qS++UJnBg2lEm4RNQh13zEgjSANSzTHaQhIiH1oNSJWIbtBF6UB6JOXSidMJsulJCRCzRww1A5Y8REQ2O4ht/zIfMKMFsYM3x5wrBlyGWj9ceQjAx6HWjooKeK+SW97pnGgYmSRIsdt9vipOEFgBOWeRsve6N8qiAv2Bibl94F7qSScVEJKRf4OS4oSJWjZyrf+cGKguWZ2RE0MlAxyLAhLqTSWMEQpq3v6ySHcb1RGaZhoLKXZzjwm8Qxj4NDhOyNcsIqh2fwdEtmZOXplvJVA2jsmNrHY4vbe1H++vv7OwxzTvRnfYbyR0QdupCvRZnnJFmiTl3IfSrDNb0GVzmUbAjKJ/chhgh5yy0mrLIu5HVvfn4+IH/MzJl0IYYdUReajFOioLFOtGrU8N/NZtOpfyolETZDhCh4AJb0bCWtiRajfDeEfDGe9MalN2QKG8nBsSmOsDYqViH72ZakxYoOGQdMVJVbKIk6j/GWjAh6uxJh7I2tjlIO0XvGJEI0nLFc6THL2C0D2+gSnlAEYaLGUQZxnFluZIhYJk6jN4o6RsoLGh9Sz8g6SmD+h01nSQZH6kKcM6akRpNutelCrKfNy+8FuBgi8nMTM0cUPGjPxNDZdCHqFtzlx2VKZsS21hGtrru2+kuGzgWVYkZYOWCcUyprtN55EuEAoWfKE5DfH4Id6Hleh3eMExeTZYlWPVOuE3oD+DnSmb3imSYFTgD0AuQ7YpDdYmXKMXpO0pJeAI+z7UVPtkVAjqFtsWKj2BQiYeWAoRq+n9+ThLsr0LPgfjAZuEyZoxEjGRL0THuBpeuGFWHIcAceKoUJq319fYF8DNw+jjkimLDKY45sC+6iMVHj6CWHLVjooUrvmogC7/JCXSjZN74XtxNj4rVNF7IcIjPci0gaIpShYFzj5FZvTG4mWtWFnKyPSdN4wmqYLsT8JymHJhnEz4k62dsoVMoYkXF3CZNVzp+z4vW81TNGPM8L0ItEnYlgcnEx1QO9UJlIiJNQUpR1UfhZABdMXARwAsr8Ht49g0mrvAjw7hn08LBMTM6SE9BUNxvQa5GfSaXEBgmGCJleJ1pNaMTfRORnqnOZkso1hWjw814xSLoxRExKVSY5y+RmLodZLpRB3D2DTAPKHRrYpiRBCZscYn3ReZPhFQ4V8neLi4uB77gMlEdkVqThK/uR9Z804HsJYW02fecqhygv0iBm5o3fxzY/Px847p0dNh4XzBFBQwR1YRIZJKLAuhmFShkjLuBOk7R+u93uWGBQEclEM2REcGHBz3iy9/f3d7wrR05QVPq9sBB0CxmCkMl90krnRUBSzSY6EunlMDoS+99EQ5o+l9+bQivMmEgGg9sg24ELgmyDLJcNbWmEIJvYC3IVJxwqmRD0RonsoVpJiRORMSFZyiCXaaPD0cBGRwrHkL9zaavUg6yzmO2VrK4poVXWK6oNyAxLI7kX5C8KNoPYBNSFYSEUoqAuZKOY2TiZOI3lynVNssJSF0aNYRLDs1LGSBQzwkB6kv/HzuXYGQ8Oe6Y4WWQoBilK3EONkxMTwxgmL1UNkmhIi10mDMoXP3GSFiaq8pkiOCYYk8fTBfk56I0ybB6MDZId4dALf8fvb+C/WSFxQitR8J00RBTYssfyKA0mZPmkHMpEVmTt6iaDUd6oZDHRC8VFFBdxGR5EueH+4VOf+QVk/M4Z/gzPcmDjEcuJ8kZlu1yNEJMhK41l3FXDfYPOEx4VzjKIbBCXxbLEssg7vqT89QLiMnOmMKEpRIjbbfHsD6JguI3lj0PWNl3IMidfBIrGjqnuNkgj2VV/VCqIZ4qlSUivFi169HDwGjZycEKisSK9GixTlocDJy3eXqQpkwL7U7IZaATyBJbjJreuYW4RenRYNhoMtoU57MfUBil3tnYQBbecy6QzmXhr82qkR83lYv35b2xXGOoit6bYtos+ITL3Ny7qLnJoym9D6l3qkjRkEGFrg/SsUR9KPSi3JNtk2kbt10WW0oQcPxMLa9IhNhmUOoR/cGxluSiLqJeSMCBSFl2NkUoxIyY6NayhyI7w9USdCx3mebRarQ6Ln6193LrHnrSsF3qmSKtKhkTZkXBw/0pPAOPzPOnkm1AXFhb8PBH0ApjVwtwQmaRlk5mkShQNVJYTOZ7smaIiQaMJaW/P8/ztvsyQyIRWIvJP1gxj6fD7KOVTFTlM4o3KxUAqfNzmyH+zHkBWixk59ESRLUVGBBm/sHM9ZJtcDEc5TshiSPnm9vJ1LGOcc4Dt5GuIKMDecNhR1pFlFMNALm2oOpIyc6ZFHJk51lvynTNcFocEmZnDE1Y5RwR1SpgulNEF2S7b37Y1zAWVNkb4M1NcCz2asPuRFmNavNVq+d+j18LlYlIhl4vsCXpJ+Gx8phokdnAfo0FiOgUVt8RyohYbIhwnxYxxSUuaklVttHhcBSplkp+PY2kyrtkYYUgv0xTX5SO6kerF8KPJKLYZRmGyVnY5jDNGYawCOirc1zKxj8eE+5oXATzDQb4oEcvDMqUhEhaeidNGLoefLQ1OZNqk7uKFko1avk+yb1IXEtlPrO7WsK86opg5mxzKxGk0IHiMURdKGXTRhXiWCI9zt3IYV1dU2hhBpY4KF4ETCT0eViK8QPAEZMPCdHIiLlg8IdHb4RcDcdk4EU1tkQMdNnhlXwjShszhkJMDJx++8AkZBlTCSCWbEhCJOpO05N9hE1B6jzZZZJYD24VJhXhgFL4cjxcrVBi4cGESq8yDshnxWF8Xo7iqMLEi8jsGsqbY57ZkQQzH4DkxuGOPrzclHppCPiY5dFkIXPQhX4d6UP5wGTZdiC/TQzmUjBKGe8J0YZ3gwlyZ2Ep5H+omU9KqDM2YTliV4V0cd9SFMkRoyhGJ0z4iuw4MQ6WMEVMCK1LgNoZEeqSocPh/PKOBKUocRJ6YpiQuPAcCkxA5iQsXR9mevr5gcleVPdM0IWlxGZ7B0Axu5eUkLV7UkZLs7+/3KU65yJgYAvl3WOKdpNaJzOwI/4/PY0WA701iBcNn4KBSZ3nEw7FYHrkMvk4ubJImlhR9VVk6m+IzGSLSW0cFyt4+snHy/TBsUEpa/NKlSwFmjpOTWddIlk++fkIyc7L+jG7kkPUNzyU0IhjyDb8LCwu+TKIzsLKyQmvWrOnwprHNqAu57nU1SOLKIDKZeC8aDHgytOlFjKwnOESIJ/7iVnKizlA1lpWUmZP5Q3gdGkwuqFQCqwmmiRnlwUYlcZnobkziksIjy8Qfk3IxUZYmyrSXYfMaiToTjtF7k4afpNzl2EjDlSi+ISK/jxpHNIZNHibWQyZV4xY9liO+xySH+J0JJtakanD11lyuR8NRevzYn+iRMnuFi7hpgbHpCZMThfVEGXSVQ5MMo4ygTMj5gXUJ04VoIMvyZftcZLEXYWNQZV9KQ4FlUI6N1IXS2JY60KZjo+pqkkX5Wdz1rFLMiA0yCQ8hvQL5HcbR0DPlhYAPAkIFxGVi3F4yJHKhkNuH5SJQdc80beA2M/a8cNLhCascq0dGBL1RZhAwRmqahEmMEIT0EiRVafJMpdFERAFFwiwQloFMHXvsLINcplwg2DOVxjDWHVm6KBnksotGmKKTLBD/xj7AOcrKWZ5CyfF0ZAXwdEuM0TMjgnql0WgEvFGUxzBqPIkM4vVoWJjk0PMuJ+VjbhvfJ0NNnMfEfSTDDbaEVmnsyy3ndUFSVgRlkGiVFcG8Ivl+mEZj9egJmbAqc5W4TJZBZOPCcuZsbIjL2Ek9WEtjxLSAI3ASIp0tr8csYbkjBn94MPFkQh5UtFJZgBDoJXne5TNJuDxT3UztCeuHMiwEWcKU1GdKFuQzHHARIAoeyISGiNw1Y1tsbZMujO1AyBAIXoeLPib+SY9aLgR8v8x4x1AThySXl5cDsm3y2OXcYLmqQ/6ISYGa5jiDxwXlTiaXSkYEzxVBGcRwGo4XGiEmRsxU/zjMr00GTWOIugvLlc4Set/cZszfkkYVyyLWUerCqjNxEnGYOZv8EQWPHcBQocl4xTwRKYOLi4sBow/DPmiIYO4IP99W96QGpAubx6iUMSJh89DCJiEuBGwk8OThSSe9Jx54vpZPxZQ5AGiYcCIhliEXOVP96rAQpAFbsiAmaOGLn5ARwUltShjkcTMxaVEejg1hY2kbR1lXTqhGGZF5DpiohkpG0u54yqtcIExtMc2lKPkrWj6TeKMI6Y2i8WpS1qwbMFEQlT/mlEnjRrJxUhZN9Y8bgo4rg6wLpe6Sus8mg6gLkYE26ULuHynfVUfUeDCk3jexlxg2kfLIcsL3mU75RTYLy0UDx5QfQhSuC8PGK4wciItKGSM2ZsSkSG2T0ESV46AhFcvGhDyVEJ9hSmiVdTJ5PTjQKIwarllln3DrtGRD+F0LuIOBjUue0LYkLZM3apt4YQs311V+HiWHUgaZdsXvOaGalYvMiseFgu+TpwSjTMu6ya3oWF+UQVu7sM1FyKGLIYKfuTIi8v0c3KfMLrEBgif8slcqXz6GZZree4R1wDrHlUFTGfiZKWyDbee/pUHBwPfXsC7EXWssXysrKzQ8PNxxnDjf22g0AiHHqsPFEJEGsczjIArmHJpeVmd69xGHBhcXFwPhamTmJCOCxyMk0YWubUbE0Q2VTmCVjZf/m5K5ENKbNCVb8f2YNMneQVjCpOmHv0/anqjr6wS5oMuEVf5MGohEnSdNmsYUEacfXcbIRQ5lnZDmlvFbW1/IpGo0VqS3hWXaDGQJU99WCS7K1NRXchuvNP7C+h4h85Jk35vCM0nRjQwTdfaD6Tffizl1zBTZEndlv9rYoDrCxISbYJurUg9gmfxjkkNZNo6j1ANyLNKe73HKqxQzYoIUfOnFmbwC9EzZGkXPlK/r6+sLvDvElNCKVi56BEyTS6MG6VzTIsX3SM/UprTqypDgAoCeAG+dZK9AxkYxJoqeAHqj0uMnCvdG4xiFONY2hkSC6yMT//gH28gyyH+jZ4qeFBs2sj4m5WZiE7gOZWPpknijYYxIX19f4CAp/JvHRR6ux8nTfLolJk6bvFGZK2LyQhlhi1dcOQzThXgt6kJmIyVrgmfX8JyU1yF7hyyd1IWNRsPfsl5VpMXMobxwwiomTXMIjI2/5eVlP2GV5Q8Tp4lWdYdJF+K42NrjYsS7GBkmti4MlTJG5EAS2WPctsUA78NJiNfx5PE8z4/lszAQUcAgYaWPSa0y9sr5I/w5UutYd/ztuhDUFTgB8Q22eMCZPFgKJ7UpX8TkCRB1Z4hI4PglkUGZ28Fygx4n9wnT3pjDxHF5NL5Y/tAINm1Rd51btnaXQT5N3qjNGEEmCg0GqbC5v6QcMiPAizRRkJVDA8QUo0eDgZ+D9Tb9HacfXHUh1wcNEj7YzCSPqAvZ8ZLhUQyByzwUuXunrjDpFZMMcr+ZEp0xdC9zxqQcou6x6ULJFkfVmesd9r8NNifHhkoZIybIieaiNCWkUKCSZgGScT88lZAXA1OZXB5uoWOGxKQkw7zsMnimecHUxzJTXCYLSgNEUuS25yCiFoEwqlVeF2WQ4AKGuQbsufJpvnwd0rOsmDCJEPuC/5bKjsszJSbKNpaNpXNhReRnJgdGhmNs74bhvpIn/YYlrMpFQIZq+PlY56xlUP7NzzQtRix7bExIQ8KkCzmZFY0wln1MrkY5rDJcWBETM4ewGSLIXiCjhcn7zNBJOeTrUQZNu7dcdaFsaxKjOA6qLRX/H5KOtHl4MmTDfyMDgffg/+hZMkXJQocLT7vdpqGhoQAla1MIJqGVkAmQvWCQsPfEih/30aN3ynClxaXydfVEXSahlEH+zCV0yH9jQqukUpkq5/vluTWyPej1c/iKP2d58jwvkJzIPxiC5HuKZulcDBHbIiANfFwA5FkiLDNEq3NevveIE1ZxK7kpPCNpcZM3ajNE4hghpu+lLnRh6qQM4j2ox9AZwPNrWBdKYwv7tOo6KqkhIucTGm4yPIjvPkJjmOWOzxPBnYUMaYSYElaJwnWhbGdcJyApeiOTKAJS6fNvmfBj8pjkKaA4KbFMLMvFSkWYLNa6Q9KSeOIj9ocpOQuZAbxOlp8FklKaDJQ/9J5M8oKeqim5F40LUx+xLJrKTVL3pPd0A1Ndo7xRU1/wZ7iIs1Fs+rElCtoSVrtdhNPqV9dyZF/hbxMDgzJoO63aZGRXCUnng00OiTqT7WWel61vTUnTUpblbpkkhkhU29K8rnLMSBRNTGQOb+DnUQyJLclHKn2i1Tf8YlwPk7hYGPjNqgyuF8f+TcKF17omEmI7qwz0QPF9H5jMiaEYW8JqN95o0gUgjhxGeaYMuaihkjJ5p0QUeCU4Kyd8PpaLdUcFyvSvDNfg/ab2pymDLt4o1zXMG2W2iGUEt1DigXgyNm86YZUXBJkrEZZ7gn1XhAzy/zg+UhfKkCGG/2TSKupD7H8G5jFwOVhmldANM4fXoLzgCasoO8xccv8yM4e6sNVqBYxiGR7EbeSm5H1GWiHCNFA9qaDoRRcnm+1vE9AgISJ/YcD4uvxNRL7iGhgY8OOng4ODHV4pJ8byd1w27+SR9DhDLl51MDaiYDrUR+5Cwn7lSSc9gbwNERtssmczSNCLlHF7lhki8mUH3yo9MDDgJ1mbmD2WPZRtfm5Uu225BlnBdRxsITciMyOCh5DJXBHsY9MbeWWuCBs5pkRB2yKQpI1JIOUODWNbyEbKIOaPSNaN7+V+wLcY9/X1+W8yx3KqyoyYEMcQMckhygvKIN+H8sehwTBdiGVGJayWyRAhqqgxwggzSlyMEJtilZMQlTROQP6fJyC/pRfvxWQkNEjwhFbZHtkGU/2jGKKqGyymbHH04rgvw3bOSORtiCRZCBiSxmV5QqWHxit78yhnWCazdCifuGvMpExNfRGHpcsyNBG2COD3MtRgiqejEcLzGbfx4mFSmBfBRohcAGTIB+G6AKSp+NMwSPAaabTy/2zAsUMm+56omqytKzNn+x7bjnrLdNQ7kXn3Fp6wiuuG1IUyYdVVDqPam7UhQlRxY4ThohDD2AYiM02J10manO/lidhqtQI0OV4nPXcuz7QIylg/XuO6EIT1SVUgaXG5fVImahVNi9tgosujQocog2yE4LUIZEnweUj18r0sf7JMrJt826dJBvm5eRgkJkR5o/g9Lob4ojAOYcnTLTnshS/Bk7Q4lytpcVOIkIgCi4ytHabP0+6zpAYJtkUaefwZjwUmU2Jf8bOkkVx2RI2FdE4la4Ttl4YIyqHcxcWGCIcI+VylOLrQlrAahxGJI4vdym11pCICUdZpEuCEQxrMZJjwZGQPVSa7YT2QKcG/5fO4XKlksV15WKx5gxcF06mCJqpTGowSrglaWfZlN14veuA22cEFAWP5Mo+Jy5PMiwzp2Poybt2T9mka92E7sP9MXiN69mHJwNiHprGQfRd34c1LBsM+NyXnynkndZZNF5r0YB10lmSG5GcMU9+Z5rKUQ1PfyXXEpAtZ3mxOQNzQTJ6oBTPCcGVI4nimbM3ytXw9h2RYQPAMEfYm+HNMMuIyeasll8seBf82Uc4MLL8IzzQPmBJWkQ5HmtO0uMTxRvOahDY5lJ4pkZ0mx3u5vXgyJtGqbCLTxvfJpF9J47KM4+4wvheRJUsXNh5RrIiso/QacRsv9wPPU/ZG2RPFt6ByX+CCgtsmTcwco4jQjA1SBonCt/2GsXQcFuTrURcuLi4G9CJeg7qvzIgy3qKYOaKg0YpJ9viDuopPWLUl75tO+pW6MC4zZ2prnowIozbMSBTiTnq0MKU1i//LychKHJPdOBGOgZasLdkoCmExP1u7qwQTM2LyAkwMSVxavChE1UfKoJQZ6Q1J7x6TgDHWjIuqSZ5t3lXRLJ3NkLQtArZ+k3MNvVGMzZu2qMpy5Thgn0WxIkV5pa7PMjEk2Gb8jY6aZIhlvkMVTmBNMh42gxiZubD8NmSEsb8waVqymyZdGJeZK4s+rBUzQhTuhbl6pnIApXdqEjpM4uIELpykyLLw8zg7ne/jhEJ+ZlGeaRmAB0qhEsQjk2UfM0yGmq0f856IciyiGBKGaRGU1yINzl6rSe48zwtsteTdOpIGNrF0EpKlc2132HVhn/NvU9IqQ1LiMlkQ5wz3FR4gxTkiaMDJ/rclCiaRwyIWAxddSGQ3SHAc+Bq5xRcTMVutVmV0UFJmTiJKBtFpwjwRZOQkOyzLDHvlAJcd1Y447e/m2ijUzhghSscgIQp62HKQUUHx/2zZep4XOPuBB4zLQ2HEEBBfT0QB6j0Ng6RqkLtnwhJW5SIgURZDRD7XZTFAmEIqfD8bDiwveEqw53kdBjZ6tFgvrgPT7JjQinXHOqBBgvUytdtlnKK+Ny0CJo9RJpdiwir3Ny6WeMy2ZJPYu0VqXJ7hEjX3ymKI4LOl3mHY2mJjzkxyJBNaTc+pEsIMERMzZ9Jb8kwbdjpZ3nAHF8ujSRe6hAg5xGZqg/w77LO80DNhGhtcKWaebJL+kjSZLWxjS0RCas1E+aZlXFRRCUhWSVLh+H1clK0/4tQHZSZMXjD8IGlyGXqQ5cmdX7aQDQOVXtp9a3qOyRBhmNohZQcXTDzdV56mjGVKWYwjf656Jm8kqY9sN/YL/s/AXBLMeygjXA3iMEhZQcNEzlOco6ZTVvGZss/R+DDJoWsoP07bskQtmZEouHqmcjBNnilOLFTwmMSFSr/dbvunPuJ2LlkXhvRwwzxT/MzW7ioxJyaak/tMvkzKhrJ5owg5HnLxMyFM6ff19RnfmySfiXKNBvDg4KBRqfHBajLnhMsyMYg2WQv73NZHst5h3iiyF+yFDg0N+TLEdcWcGty+y94ohh8w4dfkjSZh5soig0TuIRuESRfyZ4uLi4GQIZ8iijLpMnfzRtiYoKxhWFR+h/0g31GECavIzCEjx7KIzgNR58mtYcn7Ue0rGyPCqDQzYqMJXYXcpBxMgyIXelvimsniNSUkySSusCQ7W3tsxomtDVWEiRWRHkYYyr4IEHXvmcrkNZP3L2VQJsRJRWpLkLUZTnHbkMUY4NzDeuPpn9wOnDu4iwYZETTYTKylKzNSNnmzwVUXImy60Bb+M+m+siDKEGFItsJkEBMFj29A+ZFrBPYJz01mMl0SVvEZLu0r83pRWWZEhk3k30ngypCgd8r38T2SyWDBkvcQBeP2LLBSuFlg+W9kWVBQMaaYxDMtG7gdLklaJlTBEGHYPFMiu0zL2PDg4KD/SgKi1ZwjLpMXXaksPc8LHJCEi/jKyorPlnCZXF4USxflXbvIoSsrgkqZ2Qv0SHFx9LzgicmYI8I/WDcZ9w/bPWOrf9jfZYUrQ4IGCd5LtMoUYxiCy6ra9l5poJrkXxrBMk8Jc5V4XeB8JUxaxTdyo2ynqQvld2VA5YyRtBdSE1UeNQlNhgUOKia+yaN7Efw/JsHJMmUYiOtmWsCStrmMQEMkaveMRJUMEUaS8TQpItzRgLsacGs50+SS8ZMhMNl/JkO5G4MkDEkMEQzP8G9pjHBfsOLHhYB3cOH5LiZDRJYZVX/T52WENIDj6kIeC1ObpS4sE2x1chlDkxzaElZZZnDbM8ogv3ZAGiNphAjjfucK03gnRaXDNGkhSWdKitaWUMjls1KViXIyoZXLRnoPnyWFTyrnsJ0PVUJYmKAOtLgJSahyos5zSEy0MMqfPE/D5TwXE80cpz1ZfI91JeoMd5rmii10igaPab5hfyQ15Kssm1EI04VyHOImVmYJ1zExGcQMk4xgH/A1XA7ueMPQvXQ+ZXkoe3F1YRVkr3LMSFZISpXjROMwjclYkImFKNz4Fl+bwHG5uOdc1pOv7SaRsCyQ7/kwnRYqUUVGRMImh3E8U/wOY89shGBID/NGhoaGAkrUdPIwEflvZLUZviiDUXPI5nXaaHGTJ8rGB7/rQ57nQLTKiOA5IpwwaHvfh20bb93lMK4uRPlgmSEKMnemXJyi4cIa2Jg5/t/EiLDuGhoaMias4nkinLDKL8STO9xszFzSEGFUu5MAZaUbKDMCSKo8kMGQiUtYHm6zlFu4pFcqTznk7+RzuxGAsivIMC+3V+DCkNi8dymHSJej/NneAWTy8kxsHdYR65nWdl/TIiDbH5VciuykZCZxl1BYmXFo8aoaIowk9TexAybjrSr9EWWsmNhxk8GA19i28WJeIFHQEZVGdxx2Ls++tjGKrlBmRCCJZ0pkPkSKiALxP89bPZxqcXExEIJgocFXvbNVzN8xu8JJdjaFgZ6prGdYe8sE2xtQbajLIkBkHxNXhoSZJP6cGRKUGTyhFctghg6Na/R2pWdrO2UUla9r/ojNGzW1FetmO40SvVFTsiDvoMEFAL1R3A4safeo+svPqohuWDpTWfy7DH0SZWjw9zZWxGQkhL01VyasSlaODWPpjNY5YVWicsZI3otnEqqc70PFzwq20Vh9KZ4ULMkE8N/S22TLGp8TFq7BdoS1sUyQ20t7wRtFoNKTf8ehyllO5I4sDCdymZLx4DEw1Yv/jjKKTe2yfW4qXz7HVD+kx02vY5fGCO5a4DAWLi5ojHSTsFp1GSRKbpCY5ISIAjkRRSHKEGGE5YkQdTqiMrmU5w4ycnjMO4dmMJRqk+1udKFLu8sADdMYYBu0qMGUlB0qNylEpnCNKaHVRHnaqOio9pRdGBGu7atSm/KAKVwjQ13oraFxYjqhVZZpCt/YjAv0LuOMk20LpaR/TXOMr+P7TOer2F46JvsNn6G4DFddYhunMveniZmzQTIYpnNosCzTeSIyPChlWeYPuur5uN+VBZVjRog642pZPQM9An5eEs8Ur2fhNLEd/BmeNMqemYlSly+mwrryNZhIGFb/MrEjOMl70RtFdEuVo9xwuIbLkvLDZfMpwUSrYUOWaf4cny9DkZKpQzmMkkHXXQvsLWLCKnuS2D7JhuDr2LGu8uRWV2bOJnt1kkOpb6PkEA0QE/NbJDsS5WiGMXMMbh/KHCdPY1jP87yAw9lqtWh+fj5wrg3LIRo3kg1Jmrwf1eayQZmRECQZRJt1KwUJlS1uucQfLg89DCJy9jDQM60aymIYlQE2BWmDSV74c5nQatpubkqo43JQtmXStq3O3XxuapvJGzXVw9Q+uZMN+0t68a7Mo6x/VZR/lghjm4qa267jEna4mTTuJVMor+HyJANuev+Rqcyo8GBabS5D+ZVkRhhFMCQuninRahxRgmP1SI9j2exFsgfKZbCg8+eyTOmZcl24XFfPFNtQJKKUVi+wIoikDMnAwAAtLy8HElplvhGzd/imab4W33KLZUrWkNHNdt8oVoTnFHqjkkVkxc/bmDFhtdVqGePzmCCY5IRVlUH3hNYyGiKm8IyUPyI7M2fKE2E55LwQZOc4cRrLRNk2Je8nYUWyksWw53QzvpU2RhhZL6JpTEKsJxsg0gI3xQmlV+F5XiAMhAuKSSmaPNao+pcBugh0Io4colGMoQsZpkGZlF4fyh4bJPLYb7klWCpxm0Ei2+MSnkE2RFLZmCzIbZMnrfJnMmEVFwK5gyZsLGT7VAY7wX1cZN/ENUTk5wwMpbDRIGWH+4NlEMMxuHOG556UQblzJml4Jov+dimzm3UlUZjmwQcfpG3bttHw8DDt2rWLnnzySeu1n/nMZ+jNb34zbdiwgTZs2EB79uwJvb4b5CXwLlQ5kXnftUwm5HJYeFFhmhJaJS0Y5cmhYncN15RZqbr2vcJMlYeFD02nk0rlyZCLeFRCq4TrYm5qAxoLtmRBk+KXoU9sh0tSrq0NvQbTmMXRhWFGXhGwLeQ2Q0QaxTL0KXW5y0nHpgMvo2QwL11oYomyQGxm5NFHH6WDBw/SsWPHaNeuXXT06FHau3cvnT59mjZt2tRx/RNPPEHve9/76E1vehMNDw/T7/zO79A73vEOeuaZZ2jr1q2pNAKRFUsiy3X1TGXMjynxRmP17AdpcNgSWtEzxcltOvvBRjO6nvtQRuakV71RhPRMGa4snckAYXkxbRfnazBsKLeby3JtYUO+zpRUje3DuYa0OJ5uyUmrqMCRFscTLtkwMZ1umTRhtZdlkCg+S4dGXp45bLaxkZ8nDRHK8IwMEXLCNG4lR/k2nSPCL6eMy8yFtTcJkpaVdO2IbaI+8MADdODAAdq/fz/ddNNNdOzYMRoZGaGHH37YeP0f/dEf0Yc+9CHavn073XjjjfT7v//71G636fjx47ErGwdlUBCoTGX8DwdLUoWmhDs5gXGCxz2VTz6zCjDVsyp1Txtx+8LEzpkYAFbC8qRg/szkKaInh79t9baxdDbvC+Vcsjv4PFl3l/c/YdmmNinCEUcOTSxxGSDDMxJYT2lUoVwiJKuNzqF0aqXsobOZpC1poQjdGosZWVxcpJMnT9KhQ4f8z/r6+mjPnj104sQJpzLm5uZoaWmJrrjiCus1nHTGmJmZiVNNH1mwJEljpkRkFDQ8zwG3AZuYGKJVWtn0HX+WxDM11b9s7EjRxkfUgp8nupFDosuyiLkTpjwmvMd2VDzno3DOCSfBSiNAsiAoh9wG/C3pa2RD0ItEA0Ru4+VEQW4b9w2WgcmHVUlYDVvw84ZpXG3IM0QTNi5hrEIUMycZOpyDeLgeJq1iyJCvNzFzLonTZWZEukUsyTh//jytrKzQxMRE4POJiQmanJx0KuMjH/kIXXXVVbRnzx7rNUeOHKHx8XH/5+qrr45TzQ6k3bkmZRS1UMkYuylJzvNW3+TIiU+YAIUZ2Bi2cU16CvNMXdpaFIpiRWwGncu1edVP/h22UIXJoOm0yDAZxDJR9qRcmxhAhClpUDI4UsYlE8h1xoUA5xCWjcaNaQEoW3gmjlwVIYO2etiQp0ESBqkHTf2FcoiyJ3/YsGaD2DZvpEPJ80XmocQ1KtMa5zRlJkk5uUrFJz7xCXrkkUfoC1/4Ag0PD1uvO3ToEE1PT/s/L7zwQtfPTntyxjVIiOznGUjGBBcEXhTk3nTpQcrkRHyeSztcPIkiUOQiUAXENUhQXmwyQ7Sad4TnI6AcmpKqpVEsT32VIZWwOobV0zRPMFGQDRMbm2NLWC2bIZIGymYU5wFXXSbPm0FIQ4QdP5MhzDrZdqK2ZI2kMcyfpaGrk6IM8hwrTLNx40bq7++nqampwOdTU1O0efPm0Hs/+clP0ic+8Qn6i7/4C7rllltCrx0aGqKhoaE4VXOGDFl0W5YrVS7jjXz2g0xoJaKAwcFlsuKV5SFMsUukyk00Od8XRfPnHbIpSsFlZbBG9W+3z3GVQw5tYL3k4s5ywayCKdTieZ6VBTFR9qj4TXLIn2PsXJ5wKZ8nPVEO78rwDFGQEUFaPMobzdMQkX2TZrmIomUwSz3iYohIXcqf2Rw8Pk8EE53xPBE2fmVohn8jZMKqDBHmLYdlMEIYsZiRZrNJO3bsCCSfcjLq7t27rff923/7b+lf/at/RY8//jjt3LkzeW1TRhpsien+MK+Pf5sSWtGYYAVtOpnVRifiJJKCLenyMglhGPKqZ9Z9Urb+loyFLbyHDIkpIc9UpkkGoxYg+b30GE2KGueHKUfF9IxuE1azHseqGdx5lJsGbHWTsiJ1pnQiw+QQ2RDT6ao22asrMxe3jrG39h48eJDuuusu2rlzJ91222109OhRmp2dpf379xMR0Z133klbt26lI0eOEBHR7/zO79B9991Hf/zHf0zbtm3zc0vWrl1La9eujfv4zD2HJFa7ydtz8UxtmdNstbPnx8/AMuWbRGUyFREFPEOTguby5HZfWz+UgR3J+jlZI0t2hCgoe1GeKRq/UgnjIi8VqOnsG/6N236xTE5wteWIcH3QI5XbePk6jM9jsiqfsIrH2ZvyZFwSVvNm5opYXLKQRSl7eeqMMIMD/7aFZ9AoQFZOMnNEq0Y65iYhK4IbE4g6mTlb6NFW96oyInGeE9sY2bdvH507d47uu+8+mpycpO3bt9Pjjz/uJ7WeOXMmoOQ+/elP0+LiIv39v//3A+UcPnyYfvu3fzvu4zNHUkrTRFPawNY2TwwWTDQYTIfjNBoNWlpa6hDivr6+QDkrKyv+91ymfDmVrCMaJGVA1byAOAgz+NIo29UgMYX55O4WIgrsRuFrlpeXjbFvIgrIMu/aYbnEMI/J+OVnSBob5Rw9UU4QlO/9kO1ENtKFFsf+lP2RJoqSbWxXVnM+T4PEpR9Nhoh08mSIxpbfIbeQ48YD+dZrlF88lySJIZIGyqpPEx0Hf88999A999xj/O6JJ54I/P/jH/84ySNCIRmALNHNRHIxSpgd4euxTciQsCLv7+8PxCHxaHgUeCwrzBuQdYxSIEWyI4p4cFkMZGgFd9VIucGEajQaTGWigY2Ute2NrSzbtt0uRJ1JtZgbIncsEHXuWpDKP+9FoKxIe06bHLOsjZ6o70zXmJg5/i1lUDpunCcij3mXOtxWVtzwoEtb87g/S1T63TRZhGxMcA3jxKXKZUIrGxaosHkxwJP7+HP+n0/sIwq+iwQFHtkR0wTFcE2U4sjLIMl7bPNGUhbOpVyXxcAUrzYpSYyB28KGRMGXOkrZw/aZ3qMURotLGeatu3imiPRGbbR43ITVXvFKXXVcnPLyMEjiGCJh23il4cohQgzrMTBhFZNVUQ65TJRDU4jQ5vDZ2pAUecpd0nW5+A3fXSLvsEKcTo4SJKy7KUkKY+TspaKnGZXQyuXybxdq2hTTD2tbViir0q4K4vaflDuUFRMzYTspWJZpC4uYDKOwOcBtMiV243dE1FF3W3lp9V3dUMUFMAoup6xK+TSFUZAxNG0skEadTQ7xuTaUqf9ckJTtYVSaGWHkxZAwpKdn+t7VK5DbIvFvLIMnAIZocIJhQiuGf9hK55MxG42GlSFB46eM232zgFQ0ZahHWpCyZ5NbabjKa2S40PYsyWbI/BNUVvj2YKLVLY/yrBKsAycKyq2TJkYEvVEM00R5oyavNE3krauSIq06StlLE66siHSwTAYDyhxu40VjRB4GyNvI5YGAmKNkOtQs74TVrOUtLd1VC2OEqJhJ7rpQRy3auBhgIipRkBXhazFBlcM7MgEVk1dNCbKm+mJdXNtZJ+QpQybjIMrITQJXihyNBwYmQaNClqEZlkf0JrFM/I7LYlnnOkpKG+vC8o8HStnehMrPxWfLw9dc+y1NhBmCZTZO0pj7eesPG7Nj03+23CKUZb5f5i3JA864PBMrGMVMV80QSXtMa2OMEJXbIAm7FpkQmdCKil0yJCzgMqEVQzOet7qjAftGeqYSrrtr6mao5MGUmFgw+XeaMDEktmfhQo7bdLEs/OFdNQyT4sU8JqJgvhMyGiz/pjwRPGEV2RAuR+6YQY80So7lIpAVIyL/LrMRwkhbJtNkXFw+j9rGSxQ8ETUsaVW+qsNmhKAcoly6GCIubXRFlQwRopoZI0TFTHQXViFqITB5ppjQynkiGGJZXFzsYGCIVhNa0bgxeeGuCa1Fhmts4+ji7XeLuIZJ3LokqXtYPaIW3Cg5ROVsm0cyf0l+znKHYRG544bvw5fzyZNR+TrcOWOixVGu0bsNW1hMdXE1RJL2f9j1LgZ/3HJd5oaNmXOpU1ykyfq5jpFpGy+D64FbyDHJFGWWDRF87xEmrDIzh0xI0SHCPByptFH5BFYbyuStuyo8pJJtyXwYfuEfmURooqxNZeL3ceqfF8Kel3ddwmj+ssiaa59ELagoGzbKGsuSSaWStcBysRwZVpT9iGXij618U7Ksy9ik0W9ZIk54Ce9JWm6W8pzlIuv6nZQ5+SPvQzlkNlDKX5i+djU6XdpRJLLWc7VjRhDsIeSFNBkSE63baDQCe9lNB5mh4cDUIFvnpkkhdyTI+sntvrZ6p+n5YHllRJEGSZRMu8ggXme61sTS4TU2GTSFdPDNpvKUYHwvE3qjrPyRFsdtlEiNoxGC3qg808HWTy6GdhasWBJk/Yy8ZDjp3HYZI5Yd/NxkFJveVcRbwHH3GG7jDWPmZM5JVsxcFLIOMWaJ2jIjjCK81m6pXhOTYYqlo9LGuLrcZoblmU6hjKpf2LY4RTlhkzFXZYXyZ2IcsDx5EqV8YymGbyTTgp9h2cj4Ybk22ZZGiUuuSDf92O21imIhZREdN5RBmTgd9TZeOW/C5K8oxjkO8lw/a82MMPJmSIjMeRQmzzTMy2YjBO+XOSCsmPHIbjyYSnqIPPFkOMfk4WJ9y5A/ooiHMBbLhaUjCm73le+dQeqalbZMqOZr5Q4blGtMpjaxIuiJytwUXEyi2BBsv+m36Zo4ULnPDt2yIqhTZU6R3Epuc/Lk7i00QqQMRu3gqkKeSN7y3BPGCFG5DBJTfeJQ5TJObypbhnmkp8j34cKBtKNtoXJZwBTZwhRqscFm9LoYJKhsZXn4P8qjCTJHxPSCSJRLPssBkwTlcdso03JxMc0dWV9be2yf2aBzwA5TPybpL1dDxOXZ8kRUGdLjezFxGmURTyO2GcNRzFzaoZm0ymCkKdNxyqp9mAZRxpBNGGwhG5kshQsCxjmR0paGj23LmaTKEa7hmryMPl0I0oFr2NBEQZvCNqzMTadTmsIraIjIe1GubaEZWVYYaxfV7jJT5lVCt2HCJM+y7Z4xyW7YllupS2VeHcMkd3GTp8uGogwRogoyI9165HEYEimgSREWsoliGsK8PKmwbcrV87yOkzFN76/BMrHNGq4pJ+LIsokh6Yal4+RToqAc4nZxND7a7Xbg7A9kSPh7pMP5vTNIjXNdUIalN+pKi6dhiKh8J0Mc3RDFitgMEYYM54Wd9IvhGWZC5LkiXD6GYnBbcFSY0IWZi4u0DLy05Dmp7u8pZoSRpKO6Hagw5RemIG1eqaQBJTtiS7bCMk1eZVQdoz6ParMiXcSVy6RjIuVQKl2UQ9x+i2fkmJgRVuoovzJh1Sa/prqEyXBYH6ghUj646hYTY2sySjBcaEualsyylF8sD8M+LuycixwWhTLIc+WYEaJ0vG4Xr1I+xxa+cIULk2CL3ff19fmHQ8n75G/0WrHeRJ0vEZMJsXy96R0kXDfX7b5RbVYUAzkmSVg6lkX0TDEcw6cEEwWPlUfPEstED1SebokGjPRGo3aGYRuTfFcUet04chmvsMUdjWRkQExvzZVGCCdMy8RpLg91Z9KE1TLJXBqyk0Z7KmmMEOVnkKR5H5F5IcAyowwSG0wepOle3lOPn5mMLBn6kXVig8TWrqxRN+XbDZLIYxKDhP9npW6SN5lYvbS0FDBguBxU6kQUOMNB0uJcF15ATAmrYYtAGC2edP5ngW4UeliYrU4wyZv8Hg0RDOHJEI00RuQOLjSKuVybIZJ3wqqtP+IgzbBMGujJME3RSEuAbBS1DNlgBrgtGZDLw3LxeTZWyKUtZfIC6oo0vZuosCH/lqFDaRCYWBOURTQ0XMOKJnmvIi1OFMyrKcsCVQa46hTbTkL8LUPb+B2Wg8yILTzI90bJfdy2pHFPHVBZZoQoPXaEy4rzjLRDNnE8U7bqZdIWf8ahGjlhkUaXCa2Dg4N+GXjuA4d8pHdZVLimzl5f3pAKnD+LkkMecwTLiTwzBBNa5dk26KFiwqAtPJOmN5p03iaVv7wXGNPYVgGu4RmTIcJA40O+bwZzPFhGOWFVsiIoryhrrsycSfai5CAPOUlTJsIclrioPDNStBXZzcDaFGSUZyp/0OqX9/OCILdN2jxPae2HhYaI8j2dtSqKVfY/fpYl0l4oo+osWTWTUpaeJ3ufkhVABs90yio+zzVhtVcNEfnsonWkK5KwrGH32OTFJp/Izpn6jY1iqRvDmBHXulZpnMLQjY6uNDOSJsKYjiivXjIHcZCEIeFnmgwF2Q42QPBUVhnq4clkS44log4DBsvJertvmY0Ql4XcxSApUxulEWDystEI6e/vp5WVFV9+JDuC4RmpyD3v8inBMkeEyzZ5o0UwIq6ow4JSNsixDHOAWI8hK2J6R4xMWLWd9ItlYrmm4+PD6uzC+GAb4vRLHGTNinTDgNfCGMmDkkwrzOBSdpRBwgo9TOHaDjzD+zFHxGTcyEmft0FSpgVaIu1Fp2hDxTaHwsZLsiLLy8uBHVoogyZDA8vl5EHJiMjFxbQl09YW18/TQNmNkCz1Vxpw7b844RkZ2kP9JI97Z0NEvgBPlplmwmreMpO1IdItKh+mSRtJB6zbge6GOkYaO4zC5kXBdjqmLFOGbfJoD9ahjCiCTi1qoXNVqjxW0vt0pcRlLgnfi9t2owwQU/2yNBhlmKkKKGs9XVgDl5Ah/5Z/42fI1Jn0oUkPSh0YxxAuS5+XVZ8iasGMpA1b2MUlXMPXJQGWH6X48W9MaOWEQfYy5cmYuL3S8y4nsvJvacwwmHYnokBCoqwzsiPyO1s7q4KilUpez0/C0hF1JrU2Gg0/LIOeJp8/wmXJxYHLSnP7ZJp9V7QcdIuyzb04hoiNFUE9KJNLMVGf75MvYOTkaZRD1IW2EKHJ2TP9dm1znHGJI4dpj3ca9TehVsxImooiLgVcFGxegGkbm+l9C3IhwLKIgscep+kNlK0fFauwjWeYEpIeqEkGpfERdsIlliv/ttXX1YtWVBum8ZWMsM1oQNnDv/k7GSK0Jb8mXXjzlM0oJrFsqB0zkqblb2NIsrqPKFlCKxoOEnKieZ7ne6b4DKLLB6LhpBsYGAiwIlim7YC1Op3O2suLWpgcMmwMCSZCowyhsWCSK1T8aXmjvTyGNpRh3kWNC45n3DwR+Q4kLEeyIvyDjAiXKRNWw0KFLgZxWJuLHg8XZD2XameMEGU/2VzKz9Mgwb/ZEDDFt4kuGwuNxuVkQ3kfhllwQmIdkI7HNprCNVU1SHQBuwybHNr+txnFMqGVFxdpkLDc2V5+p4ZIb8B1PNEQkUmrMqSHLAgaIWiImMqVrxzg78Pqm6UhUpRMu7Ldtr5xQa3CNFmgm4Wym3uTxBtNPzZr3pRIaEomlBNTGim2uuV5/ogiX0QpGBNVjp+bQofynqizRBTdoayGmqyXTY/IcGDYiahhek6Wj+WYzhFJYogUgSLmDBp++NsVtWRGiLIP1yA7EPdeV2AbTGyEfD7/jYYCfyYTWjmR0NQuvt9Gj+NL9FwTWsvOjpRFiZQNUs5dWTopN41Go2PXAp4SHEWLx1kEdCzdUIZ5h5Bj6JKwiu+dMckNGyLyvTPyPBEZnk4rYdXFcE/SP2mV2Q2i9HpcKDNSM0iPAT1O/B7DNqb315jKlYtLXCHURaIeiPJ8TJ5kVKzddF/S8Iyi2oiz6Eo9hz8mHSd1nSk8Y5K9JAtuEXKZpyGSNmrLjKQNuYgzypY/ws+zxTdlJjkR+fkjfC2/p0Zui2PGhL3c5eVl//RNbKOJHcF+CFuUpAeeNXQhc0OYHDLkeHEekmTq5OFmnucF3iYdlixYtTyRpDKcVzvKwo7I8QxjRUwJqxhG5vs9zwswIvxbGiIYeo6TsNotG+fa70UzIqZcHRtTb7vHBbU2RrKYaLaQTZkMEqTKMZkUJzz/2AwSLhcpTCzH87xAMqurQdJNuxXFwiaHpv9RBiXYgJWyVBdDJA2ZtbU9C5RlnrkYIvybf0zn0EhGBE9alVvJUbfZDtmLGouswzMuyMsQyRIapskR3QiMTShcKXNT2AZZCDZMOI7q8jp3XDhsTEycukZ9lxZwESwbyrAoxIWL4kWFj4aK6buq9UFYSCmLZ2SBNOdC3LJcrkd2Vu50we9Rl6Ee410z8qj3qFCPra5lyxPJCiYnV/6dFmrNjGSFpOyI7V5X4DMkTSYZEp5MJtaEqXIux/M6X/XO1zJktro8OwJZEMmq8Odxtvua2twtipzYcdpQZmVlC6fZwjUmhmRg4LLawTNwXBJWbbR4EeNapMGUFWsSFnKLe78JkkWTv2WumpQ1GUYxhVNYl+E7Z/BMEcmINBqrCavdMnNx+yAKRYdnTOVnaZAoM5Ii8vLqk8DEjMhy8T018r01UjHE9SSIkm/3Ldo76AZZe/plYBFcwyXYF6Z+6YYWzwtlZG6yqFNc5jDJIpyEITWFarD9khWRBzRKg8vEFiftyyLZpaKQZj2VGUkIG8Ph4sl3w47YnmdjHEyeKUIaHOw94L2chMjvrzEZMwjOH+H6yefhdl98TlbIc2IXsVDFVfRpwJYvYmPpGCg3LEvynUbyOabf8vssUTbjw4Ys5CCN/o2ql4kVwfswnwiTVTFMg/oLfzhhFcMzMj+Jy7IZJCbZSyKHrnIUp8+rIpsuqL0xkibNL1GUQRJnIeBn8W85eU3JYviCMwzPIL1JZN4twQuLLNfk7calLLOgjtNC2ZRCmgavDTY5NP0vDRJTKC4uLa6GSDRMi2pRzzfBJdTB+kcml9ry3sISVrE8LDcOM5KFHJrCnVEoWjbTlqfaGyN5xNOKmOS2xTksJ0NSnOwVyIPLiFZPLTTR6pg0xgsL/sYyTP3jkj9iui9LwzIpylYfRB4LUZShGWaQsHzYWJEikUV94paZ9pjlbZi4LuourIg0RpjJQFYXk+5liMYUZnY55dclT6RbZFl2lVBrY6RIBZdHuEYqfSzTRpWb6tRodCa0mspG2HbRSMWCBgk+uxuDxNaOPFH08+MiS6PZZHzYxgkXg4GBgcBR8LJMGy2epdJOY1zTko2oBbLbsotc/EyGiMlgwFAKhmgw1ItbeJeWlmhxcTHAkGC5jYY5YdW0GzBtZk62r5v+r5r+cYEmsKaAbpRGt0KVhNZD5Y8siSlWKk8uRGNF0uuyHBkqSjL5yjbpXGjcsiKversqbVtfFhGOSQt59HHWxk5eCGNE8G/UJ7bQjHzXjOkdW1I/mV5ZwMhS5qShXUVkUf9aMyN5wrbY5hFasHmmJg/V5pkycALbdr9wOAYTWjlvhLdtYpkcBpL94LrdNwlDkuZkKdpbzqotaZZr8vqiWDqizsTqIvJEuh3fIhZ1FyMuTjlZhoSS3IMJqqZtvESX68zsByeqYvKqdJhk4qvtbBuT7FXZQK4Kam2MlIXSjzJI0qZMXRZ3/m37Wx52RrRKm8rQC9+HL9hDQwMTWm3hGln3uG2Vn6WFbmQnKw82rfZlTdXLsYkySIowRLpB0XpFohtDM++wjelMEXSU0IAIMxqYGZE5I/w9kTkB1iVfBJ8T9r8iHdTaGCHKV2GETeisDRKb4o/KyZCGABH5u2gwrttorL6PBu83/WbWZHl5ucMgMfVB2NZO17anjTIYIVHlp5U7kFZZXI7JeJKMSdzn99oYd4sk45q3QSKfTUQBY8H05lyiVSNEMiEyaTXMoIkKEZbZIC5a9rLqg9oaI0UNWDcGSbeIY5DYqHKepPKEVVuohYj8ZLBGo+EbIXwd06WmLb+2+tsMpzwUQdLxKQNV321CXBYGSdSYyvui/k4DRY5x3nlTcdmSIg0S044ZaYzYDBE0SEyMrjxCPo+E1Toiyz7QBNackbVAx/UwpZeA3oRpsbAlsyKSnGooqdUiUCVDJAtk1Y4oJW+7PgvkPVY4R5K2q9v7Ga5tL9KRC9M/ROQbIhiikeeIYHmmJNUwRkRRHGrLjGTNQoQhyrvIOpclyjNFCpP/jkpoxYmPn+N1eIqhBJ9ZwuEeEzDPxISsvLYk41BGA6SbnAFZRrf9HJelMxmjVcr9yWsxMy24ceA6vmmH76Ig376Lv7kueH4IvndGvtQTQz62hFVTG8NkT42V7KHMSIHIW4GZnifj92EeBHsltoQxLA9jtVFx2iJRFkNEetDdesPd1rGIkEQZFX5YP6TFWHSDouQjTUj2wmQ4MCQ7K5laLFMaHqZcJRPUECkGtWVGioarF5+VoCfNH2k0VrfpYr4Itgff6mtiQaRRI6/BU18l5O4aU9l50dXd3pdmDoYL0mBGZHlpMiQmGeTnmO5LA2kuumVdlLBecdrrMr5Z55DIE1Ztb81F50cmrKIuwbJsZZpYH80TiUbWfaHGSI2RxCCxhUnQIJEHCklgQisbNqaFMswgwffdpImsmJAyKK2sQlhplmsLG2YRnuk2NJMF65GkvDjtiGuYuBoksuw0IA0RPmFVhmfYEDElrGKivYlZ6XVDJIoNLxM0TJMhyjDoSZMFJb1pYiswiYx/4+eyPJcys0SW4ZU6o9t+syn5LPst7Tp3i27kJOm9SRi1NK6LA5fQMP6Y3jeDdbOdqhpV97oZIlXUS8qM9ADCqHL8TCYUIquBSWQMfJEeCj+fzIrvf1hZWfHLw7NKZJlZIE02pGoTPC106x1HsXTdlG2qZ1HIUj6SeLmuCa+uDJjrWMnxlpBbdgcHBztYDMxR41NW+b0zHLJB2LYDy2280hiumiFi6ts4dY4aG9s9WUOZkYxRtHI0wcUzRfZCUpx4r0wiM+3zx3Linn5YBNQQyRd16NeiPNG4z4ya865IY95iKNfEjqCewsR5TFaV7IgsRzIjdZA1onS2jJcNiYyRBx98kLZt20bDw8O0a9cuevLJJ63Xfv7zn6edO3fS+vXraXR0lLZv305/8Ad/kLjCcVCXQUoDUVQ5C7VMPDUdQsTfE1HACFleXg68LVNut7MdZhQ3PyQrpRlFEyeBVBrd/hSNbgzIMA+0iqxIWcYlbj1schW3Hd04FKbj2fG1APJNvKhfMGeN9Yp8l40pR6RX8kRc4Cozecp37DDNo48+SgcPHqRjx47Rrl276OjRo7R37146ffo0bdq0qeP6K664gn7rt36LbrzxRmo2m/TlL3+Z9u/fT5s2baK9e/em0ggT0k68qwNcqHIiCnxme5EZUqTIhsgQDBEFPB9OkJWKIep01qyQJguSh7wloeqzQNL5ZZPBNOqTF8qsV0x5FHHvSwKbXrFdK40HkzHCBgi+CE8eJRC1c4afp4aIHdzuotfM2MzIAw88QAcOHKD9+/fTTTfdRMeOHaORkRF6+OGHjde/7W1vo1/+5V+mn/u5n6Prr7+ePvzhD9Mtt9xCX//6163PaLVaNDMzE/ipMsoUinCxhImizx+xJbRKKtVkgaPXIkM4aSItDz6re9JCUc/OgiHJsx5JUKUFq+xyYTIY8EcmqvJnpjLCnll1Q0Tqy6xQdB/E0v6Li4t08uRJ2rNnz2oBfX20Z88eOnHiROT9nufR8ePH6fTp0/SWt7zFet2RI0dofHzc/7n66qvjVNN/VhoDV1a6vBvIyWliKtAoQSoUKVEMrzCliicjLi0tdbwvQtKquJ1PekdhsE1M10lruyYp1V00iqpPUgWZVh3zMETKNM5xUWTdw8ZmYGCggxEhosBZIlKPSNZVJqrazihhVMUQiTI+yuTcpolYxsj58+dpZWWFJiYmAp9PTEzQ5OSk9b7p6Wlau3YtNZtNeve7302f+tSn6Bd/8Ret1x86dIimp6f9nxdeeCFONVNDmJCWTYDTgGyTKRks6l0zNnYEk85MLItMNHNFml5DHEOk7CjCKImLKjAiVRhrV5TJoDLNfTQWbOxIVDmmpNWqIGvmo+zIZWvvunXr6NSpU3Tp0iU6fvw4HTx4kK677jp629veZrx+aGiIhoaGun5uXHYk7kQ1hTRsKDoeJ+GSP2IKrYSFZ4hWt/viW37xORiSwXfR8OdIw8bp37iIimubrq8isuxDCZPcRCEpg5l1e6o63i7IUyZsMOWi4ZZdZkZM23glEyJ36GGZ8u+iWZG0+jzJXCs7YhkjGzdupP7+fpqamgp8PjU1RZs3b7be19fXRzfccAMREW3fvp2+//3v05EjR6zGSN7odkBdJ3cVDRIEGhB4j+mlefwdUWe/4Av1+DwTz/MCL9MLq2daqLshgsjbKIlrkMQtPyvUYaxdkUQm4i6CNllgY4KBRgfunLEZIjK0G5ZzVoQhkpehV7Y1pRvECtM0m03asWMHHT9+3P+s3W7T8ePHaffu3c7ltNttarVacR6dGFGhljQH0qWsstFwtjqH0aLyt1QEMjyDb9uUfY4HEtlejhVWn6xRl4nOyIuqz0rO1RBJH0na3e04SIcGdYXt5Xf8XBmKiQobx/k8KfJKMrU9uw6IHaY5ePAg3XXXXbRz50667bbb6OjRozQ7O0v79+8nIqI777yTtm7dSkeOHCGiy8moO3fupOuvv55arRY99thj9Ad/8Af06U9/Ot2WhCBPJePixZeNYjOFZmwMCRsNNiXBXozp8DNZBv9tOunVtEU4L5RlXLJEHkxJ2l5bVnXthfGOQpYsiU0OMCcE3zWDW3iRdS1DwmpZF34Tm1w1xDZG9u3bR+fOnaP77ruPJicnafv27fT444/7Sa1nzpwJWL2zs7P0oQ99iH7yk5/QmjVr6MYbb6Q//MM/pH379qXXCkXXiBsKQUbE5m1jTki73fZzQvh/lBOTx1PFCVU1ZBUCY5R9HMtctyKQlTxIOcD/MWFVsiSmcmwJq1mjrIaICWWfdyY0vArUeGZmhsbHx+kDH/gANZvNoqsTiSJ2FqQBEwti+pwoSK0yG4LHwbMikVuB+/v7A++hYIOEr+cyFhcXO5RX3DZkmbdQR5SZeUi7bjre4XBldxlx+3N0dJSIVuc7HgMgWZGohNWwunTDilTJ+IhCkfK+uLhIDz30EE1PT9PY2Jj1On1RXspIKsBxKE+X65IgTkIr/4/ngvCuGPRoTN4NKhJOYOWX6SU9+MzU7y7egS5Kq8gqdNOtl6aGSP6IkgWpE5KMsUxaDTNETAmrUayIGiKrqAJTosZIikhDgE2evW2hldelARtNG2aQmJLJpFGCbEl/f78ftsH8E77H9pwkbenm+15FFlR9UmXYC4ZInAW1TJD5ZXHvlcaIa8Iqfm6rk+vnJtTNEGGU3SBRYyQFFL1zIO3kJZnQavobn21KaOXv8F0SfA0np7bbbRoYGAgktEojxqUP4vZ/mSdkWZAFSxJHGab53KLHu5u2hDETecBFDpLUBUMy/N4ZDPkS5ZuwWlcDRCIrJzYNpPsykB5EXYU4LO5qg8lrwZwQuX2Py0bWxFSeyzNdUbYJqKgnsk6urLrekfNeJsFLo8O25V9RHygzkgBlnxRZWL8u+SNEFMj9YGYE2Q7P8wLeD9dvYGAgECfutq5xPs8TachO3lvVidI9OTKs/lVkRIrSB3l6uWnLATIjLnkiaNylmbBadl2eJbLMP0wCNUZiomrC243AdZPQygYHGiIy/MLhGlQ83fRvWSYVIgt5STss54I080hsBkmVDJGy6YG8Fpa05ADzRWyGiOl3mgmrZRvDolCWXBI1RhxRdcFNKnBxElrxWZiMijkheAorhm1Mxotr/dK8Li3kKS95echZJLYyqmCIVEEH5LGwpCEHeMIqJrBLBsSUvCrrYqujDVUYx7xRBpZEjZEI1Elwky5argmt+LeJ5ZBbf1ERyXvTRC95yVkbJmnR9Vksmlm0t0xj64o8jNNu5YDfPcM/JiYEE1bD6hCHEanieOaJIlkSTWANgQruKlwTWk1x3bDsd5nUKhPZ0qx32sgyQTENZFm3NPq17H1X5vq5Ius2JJUD0zyXDIjN0UmKOoxnHiiqn5QZMaAXhLZbWi5u/ggejoZlcChnaWnJ/xzf5tkN1FPO1ktOg67v1hPTMY5G1hR8EjnAM0XkgWZEq2/2TiNhtW7jmQeKCNuoMSLQa4IbZzFIktCK+SOYR4IUK3+Gu2y6QS/nDIQhCwWTRtgm6b1ptqPqY+uCrA1T+Yyo6zE8g0ZHmCFieqbtf0X3yDNso2Ga/4+60LJJEKftcRPGMIHVlJTG98pXhydB2iEeRJ1kI4u2VHkhqNPYusJlsc8aJp0QtWsmrpz14timjbz6sOeZERXWVbh6znETWk0ntNoOPUPqNg6yzg2pG8Ko76RI+yyKqOd0izqOaxKkKQtxZAANEE5YtTksWHbZQjO9kCCfR9hGmRFF13BJaOW/5WeyHM/zYodrquyVlwVpKrystxcrskUei5/N6EiDsclr8c6SiS3iOUWjZ5mRMlibZYWLFRwnf4QoyI7IhFZMZsvijJGk6DUZSTOnIAuWRBmR/JBWYrGtr2VIJmwbb5yE1bLvIEv7+XnLcpYMSU8yI6qM3BDVTzbFEKYgTHFhFPA8vQDpnYVRxL2GtNqf1liqIZI/0uirqFyyMH3gWhaWmQXKzEwUVbcs+rrnmBFVRvGQ1BK25Y/g33gqKz7D5VndTECVATek5QWlsQW4WxT9/Koijd0UpvG3HfMeJ38l6xylshogJmBd85L1tHfa9IwxosqoO9gEzxauMX0njRAsTxokNnQr/CoH8ZHWgsRlJbmvG+iYd4csDBJMXI1KWJV/y7qljSoZISbkaZikaZD0RJim7soor/CGK33qUg8baxJ2f9WVRJVRxBxSQ6QTONfzDGtmEbJxLVMNkeSoimwQ9QAzUrQyysKTd6Euw+5Poz4mA8QloRX/Zq9oZWWF+vv7Q4+D14WpeOTFkNR1rPPcZZRF+9MI2/G9nLDK5dqSp/ParVJn5MGUpCEbtTZGilRIZUncyypeb1qYkhgkRGQ8mVWWm0Z9u0XaCj8spFVWpB0nRtQpSbXOC1waMoA5IkkTVtNAncfJhKz1TDeyUVtjJG+FVGahzirRK47gmSaBTFrjODKzI2ktfHkkuCX19JN6gUUuuFnkEFTVECnrvM9j0eHnJL0/LuubNso6dlkj68TfpPqhdsZInsqoasKchRBKwXNNaEXGBF+o12g0nJNZXeqWFrJOrI0L0/PylP20KPu06pxX26s05/Ng25IuPEkTVtNAlcYwS2RplCSRi1olsKoh4oa06x7V7zYlY8qudylPYUZeyYxposzMF6KKfUtUnQRGNUSKQ1Z9ElcuasOM5KWQ6oK0k5qiPOUwhoSBCa1p1KVXUbWtfd1Q/VmhbnM9DzngZ8W5Xt5T9nykuiLLUL4ramGMZD3R6i7IaSuruOVJxRT3JXm2shTlpurLijq1pUroNUOkyMRdG4pMpK+8MaKGSDpISwijEjmjdo/wzpq0n93LyDphjcvOc67oGRPxkBdbFlcOsu7zqoSpwsorKh8tb31aaWMkj10SvYQ8FJZruKYqO0uqhKzHNy+DJO2699p8T3uLuoSLHJiOBUgbWY5rEcnijLzkNW+WpLIJrGqIZAvtB0USVM0wVDnPJjk3jhyoIVLe5+c5PyrJjChFmw+youtc2BGX8dDtnMmRpXecJUOSxeF1istIe767JLWmPRZ1NkIQWZzRY0NeYZvKMSNqiKwi7PTCNJG151Lm/i9z3dJEkZ5xnuiV8VSki7LKM1G11wFEJZmRNFEG5dStIOURU8zCOnZhSExQgzQb5L3dO2l5SaDj644sGBJT/6c5JmVm4vJC2vPNhCzzSHrWGClKOeUh3FnS5FluA3YpW5MX80GaC1I3lLKGZYpDmnNdLpRlN0SqZIRIZG2UZBW2qVyYJg0UoZzyotLweVmhLoacLlLRSDu50WUMea6oIaKIghoidlTt2IueYkaqfg5CN3XIKlEsrQUjyppPm41RxEOaIRwTc1c3QzNue4qurw1ZJbWmgV7Jc+oGWSe6psme9Qwz0muGSF5Iq1/DyimzAutFpNGHdWXukjI6abJBWaBs86Zs9ellpDUWtWdG8hLasioRRpZxxCy3fqkhUk6kMeZp5TYVFXYtouwiZbiokzlNdUgTZdfdaSHrNaDbfqy1MVLF0yCzRpmTW1HZ1Y22N6EOhla3Y96NPNbNCEn6/Lz7oSijRMMy6SAro6RbuahtmEYNETvqSJGHoWx1ysLYKpLmL6J/835mmUMovTDuaoikj7L1Qe2YkawnSNkGMCnKTNnlkYeSB4qSlSK8527GvKxzqqz1siHPUznxOVXatVG1Mc0aWawDSRmS2jIjWUAF2R1FGwJFec5lTUSswwmNeaJs4xcXedY/60O20kLVxzRLlKFvasOM9Mo7CdJGmRmSpM/MC1WTizw856p5yoiqjWcU8mRKsjqhOQ3UbVyzQtr5hHHLqoUxooZI98gqsTVPg0QNEXdkmchcNVR9LF2Q13inNd+rYIi41DFuv/P1RYZ4i9ILlQ/TZOkl9YKSQmTV3ryUYF6oi1xkJeNVoe2J6jOWLshLp3U7RmU3ROKcShy3LXhcPv7kiaLmRKWZEaVr00eW276qtvAh6iwTZUpicymzW9R5LF1Q1nBdmce3aBYx6xOLJbIM39tQWWZEDZHqoegJnRS9IhN1VOKKcBQdxkgbvSLDRTAmWaOSzIiewpc9yp5Dolu4s0EWXjOWk6Rfy+wx1wFFJ7GXcXyrstB3O7eikGcOSeWYkV4xRMowGcqaQ6KGSD4o2stM0/vTMY1GETlEZRvfKjMOWdU9r7lTSWYkTZT55MKkgpVmm8p2dLDunMoXWeWT5OUtE+m4xkUW3rBpzMtoiNQBWeTn5cGQ9KwxUpdDgVyel0Zbs0p6izNxNE+oOKRtlNjGXY2QciDrpOayGCJ1MUAksgjfZJ3UmihM8+CDD9K2bdtoeHiYdu3aRU8++aTTfY888gg1Gg26/fbbkzw2NeS1va0slF/Zt0MW2Ue6YMVDlnF5NUTKh6JDdWFQQ8QNVWlnbGPk0UcfpYMHD9Lhw4fp29/+Nt166620d+9eevHFF0Pv+/GPf0y/8Ru/QW9+85sTVzYN5HE6ZBkHP+1962kffR5Wryz6tBfPkUkLaY87/k6jTjqu6aJsfZq0PkWe3VE00s6/ykIeYhsjDzzwAB04cID2799PN910Ex07doxGRkbo4Ycftt6zsrJCd9xxB33sYx+j6667rqsKd4Ost7FVScCrsrhXOSGrF1CGnVE6nvmgDP3cjRGiKDf7GMsYWVxcpJMnT9KePXtWC+jroz179tCJEyes93384x+nTZs20fvf/36n57RaLZqZmQn8dIsynMZXNmTFOHQDrJMaItVAUZ5z2Tz2XkCR/R3n2b3KgLigrLvUYhkj58+fp5WVFZqYmAh8PjExQZOTk8Z7vv71r9N/+k//iT7zmc84P+fIkSM0Pj7u/1x99dVxqhlAlh57XQQ97baUwVuW0IUre+TZv2UdSxkKCPupKoqYSy7Pq0Pf5omyGSSZnjNy8eJF+kf/6B/RZz7zGdq4caPzfYcOHaLp6Wn/54UXXsiwlvFRV2Evm0GSFspUl7qjl/s67vypuh7p5bGuC8okg7G29m7cuJH6+/tpamoq8PnU1BRt3ry54/of/ehH9OMf/5h+6Zd+yf+s3W5ffvDAAJ0+fZquv/76jvuGhoZoaGgoTtWM6MUT+bpFmlvC8jy9z/b8KiGsr6rUlizHvUz9kEYbXeab7Tll6Ius53ie59H0KtLQ+Wkc/RCLGWk2m7Rjxw46fvy4/1m73abjx4/T7t27O66/8cYb6bvf/S6dOnXK/3nPe95Df/tv/206depUV+GXKKgh0j3S2nVTBMqgqNNE1ejnrI6mLguyGIu44ZyyyERW41IFQ0Tu4nL9UXQi9qFnBw8epLvuuot27txJt912Gx09epRmZ2dp//79RER055130tatW+nIkSM0PDxMN998c+D+9evXExF1fJ4m1BBJD2lZzXn2Y50nexaHGWWFNA9JKktby6gPsjhxMy7SPhCrbIZIFieamlC0fOHBdEmRVN/HNkb27dtH586do/vuu48mJydp+/bt9Pjjj/tJrWfOnKG+vmJeeaNGSLbo5mTXPAySIhWyS9ui6he3j+L2Z5EsVTdjX/RCS1R+fVAWIzXrsc5rHMrE6BYhe90aJUmM04ZX9llGRDMzMzQ+Pk4f+MAHqNlsWq9LS4Aq0CWlQtwtd2WoR5pwbZPrjoCsUfZ+QhRtiFRVF1Sx33rdEIlCEbKYRl+0Wi166KGHaHp6msbGxqzX1ebdNGXcTtoriOOVpc2QVGlhTYMCTQNFedFxvKU861XHeV+0rMX1jIs2RIqeky6QdcxDbvPUFbUwRnrFECl6wrqgDPHrrJE1u5PnOBYxXkXvskKUpR5ZoWijxAVF67Uy900YyjSP0kDljZE0TvwsA9KYEGVJiopSgGlMoiIUSFr9WDaDrYgFyyYDyohkg6KMkiiGpChDpEzzrxuksaXWFVnLUKWNkaoaIkWfXphXu8OEtxuDJO/+KyJzv6iktSLDNnVZIMqMIo2SuAnwWcyBOstY2juabMhKTxSz7SUFVNEQKcse8zLVI497ukFWchJVbhnGJ0/0WnuLRlWTIav8/LyQRzuzkJ9KMiPddLaed7GKvBiTsCSoOCxAXv1ZFvq+CIakiOTWKofcqowyhecQdUhwLxp5hG/Slp/KMSNqiGSHohgTl2dWsT+rDl2wewNFhCHzyG9TnXEZVemHSjIjcdHr+9PjIkur2hZvDPOYeo0RQRSdMd/NQXeK6qDovJ28Tm7tVWSZT5KW7NTeGKnzIVJ5IAvDJMwgwef0shGCKNogQRS9aKWBsvRlGZFnEnPa41BlmcwLWRsl3YxB5cI0caCGSLpIM4wTNja6vbP8qFK/eV5xL5TjOVMlPZH3YVrdomr9WwZk1V/djGstmRE9JCdbpGVdR239zRpFL6hxPIkysSOMMrIkYX1UtHNSxjG0oahTeuOgrPWqCrJiSZIyJLVmRrKAToBVVLkvil4UqrCtuWqo4phWAUX3qwl17esiUJa+rBUzkvUx3YpOpGFdVzlO7YKwk2iTlFW2xaEMDEnRfVJ3/VCWU4PLUIc6Im2WJIlOqA0zkuWxwToBolGFfirTFsZuyy1DGRJFnRrbzXOrILdlQZG5N0RqiOSBtPs4jrzUwhjR9xdUH3m9V0GxKtdZLMRV7edu+qHX9ESZ2EVF+iiqrysfptH3F5QL3dB9WVDBdX3/UNJ+jnvGSxJkHbbJ6kyKLLc94jOqarAh8gzNqT7OH3nMBYlKGyNqiJQXZVC6dTVE5LPKdpw+oyx5BnFRBtmtCrIe4yrJTxyZqVK78kJljRE9MKf8SGJdp6XcemkxSWPxzGoBTtODLuJ1Dlk5PHWSz6wMkjLp5Cy2v5pQpjYT5cuQVDJnRA2RaiFu/6Z1fkkvIaqPXcYgy3lQ1THNOgnZlL9TRX2UdnJr0Tuz5E8Rzy4T8hiPyhkjaohUE3XeulsWpLFwls0gyUoxx22nrW/TSHzFMqpskKSFotpeNiOgbPXJelwqG6bpFr082YtClpRfmSZt0UjbICkiubWsZwaVNR+oLEgalitCH1elb2U9i1y7stThPWmMVMkQKWtyYplQJqVSx3Go4qJoQx3HJy6K2CkRBjVEqocsdEJPGSNlV0TdnmJqQhnbjHWqai5BryHNMcMysmBhiqT5i3x+XGRpZEb1hRogyVGW9walLT89Y4yUVUHkedhXGfugG4Gui3KpGtJUQrwTo8pGCFFQFss+5xBZsyRl2N5dZz1RtAGcpi6oXAJrEhQ9GSSKypiuU6Z22drQa0hzTlXdEMkSabYrLME5y2Pxi5yrvaIn6nBMf62ZkbIoqDJOCFOdqkD5lbEvGWWRNxek4bGWIfeg7H1etX7O6ll5e/Bl1hNZoUhGLg256QlmpEhUaVIUzZqUfWFRmFEkRazIBlVmSaqkc7NCFfuglsxI0UqqioKAKJI1sTEkZe7TouUtKdKM5+e946ZKfZ5WP3eTRJzk+VmeypvW+JVZLxSNIvJ1umFIaseMFJ3EVtfJkWfbsjznIm1UaVE0Ie1TM/PojzL2eRnrJJFkrPMa07ios65NE0X1UxKZqRUzUrQh0gvIOy5Z1n4to4KuO6rc52l7qS6Hxslruj3srQxzsQx1qCKKYknijFdtjBHdt54/sk5KK2P/VnlBRLCiyKI9aZ9JIstURCOrcdWdMdVFkWEbF9QiTKOGSLHohePdy0pXd4O6tado9EJ/1nEe9BLKplcRlWZG1AgpD4o+fCcL1KktRaHbLX9VG4Mw9qAMB4ClhSzYrzAUrXezHrc821dWXV0LZiQvFD0hqoC69FHZJmrVkXQ3RxURVu+6zI+6gxmgPJOy85b3ssliZY2RPAdOM7fjoep9VdVFsOyI069VH4NeMkiqzhpIw6Powx/zXtvKgsqFaXp1oKqGslKBNlSlnlWHSxJkXcaiV0I2RNmc3JqV/q1Cv+d5vEFZdHVlmRHFZbAASYu6aAtfobAhTC7rJrN1a08Uyn6YWa+NR5VQOWYka5SVDXFV4FFnCxTxcj5bXcqAMtapaOQxZpI1qPM4hJ0qXMd2J90CnKVuqno/55EwXPR8VGak5Eib4SiSMSmboVd1BVV1aP+Xb06khbhjW9d+yAJ1PWxSmRFAGSZEXgo676158llFJ4kp7EDPNmvvvVfGopfyRxiuDEkeCap1QxY5OhJ562o1RkhfgZ6HYEukKeiuoagy9HWWkO1OO35f9/4LQxoUdq8aJETmOVkG56/qqJNR0vNhml43RBBVPETOpc6azKuoAnppcS7qpZuK8qKnmZG8J38VJkYR4ZskXmEv7cgoAiYvvlcZkjQT+6JCF73IkCQpJwy9KKd5Jrhm1a89y4z0kheSFHkeAqTjoegV9NIiKVHX00x7CVnp6p5jRpQNSYY8TpR09Qrr0qdpI+1+6bUtqTZk0dao/JGsnltlaH+4oap5JD3DjOR5pHsZjhXOE2m2tY4MCe5MqQv0FQndI2rO1LV/e0UvFo081qA0ZbRnjBFFdRAm4KrI8oX2d7Goq0ESFyqH9UftjZG8PLheY0NMyPo8iqr1LVKZVQ5t5BGi61XEScjsVVR13vQK0lpja22M6Pax/JFVfL1K6LXFo9faq1Ao0kctE1jzVI5VWyirhCr1rW0bbF2SEcu8JbXqfeyScFhlZq0b9GKb00bSdwXFRbfzsFbMSBFJqopO9Fq/9AozUKaEyzomBUehl9qq+jVd5NmXSeU0kTHy4IMP0rZt22h4eJh27dpFTz75pPXaz33uc4F8ikajQcPDw4kqWxboJIlGGodDVQEuE68qbaka6rY4a/6IopcR2xh59NFH6eDBg3T48GH69re/Tbfeeivt3buXXnzxRes9Y2NjdPbsWf/n+eef76rSJmh+SPlQ56ReFxaujm0vAztiekZd+rmXDZI664teQxIZjW2MPPDAA3TgwAHav38/3XTTTXTs2DEaGRmhhx9+2HpPo9GgzZs3+z8TExOxKxoGNUTKD1Uy9UGRBkmdDRGFIkvkPU/i6oFYxsji4iKdPHmS9uzZs1pAXx/t2bOHTpw4Yb3v0qVLdO2119LVV19N733ve+mZZ54JfU6r1aKZmZnAjwl5b9tVdI869GVdPdM4KMIg6ZV+d2VH6tIfddAJVUGZDZJYxsj58+dpZWWlg9mYmJigyclJ4z2vfe1r6eGHH6YvfelL9Id/+IfUbrfpTW96E/3kJz+xPufIkSM0Pj7u/1x99dVxqqmoAKqqfOqyAKSBPA0SGyNSVTmKgmu7qiyPdR4/RXxkvptm9+7ddOedd9L27dvprW99K33+85+nK6+8kh566CHrPYcOHaLp6Wn/54UXXui4RkMz1UfV+jaOzFWtbQpFntD5URzK2vexzhnZuHEj9ff309TUVODzqakp2rx5s1MZg4OD9PrXv56effZZ6zVDQ0M0NDRk/K7KnoCiE3m81CkNqCFiRh7nj5RdNrKC6/kQvXoGSZqQ/Vz3/szr7JE4iMWMNJtN2rFjBx0/ftz/rN1u0/Hjx2n37t1OZaysrNB3v/td2rJlS7yaKmqNuk/+XkYWSq9X5KVX2lkkyrYo9ypin8B68OBBuuuuu2jnzp1022230dGjR2l2dpb2799PRER33nknbd26lY4cOUJERB//+MfpjW98I91www104cIFuv/+++n555+nf/pP/2m6LUkZqgTyRxmt9bjoRbnJ6gRR3TnjDmVHksOkd/D/uvZr2Vjp2MbIvn376Ny5c3TffffR5OQkbd++nR5//HE/qfXMmTPU17dKuLzyyit04MABmpycpA0bNtCOHTvoG9/4Bt10003ptUJRG9R14it0wUwKDdcUizT7VcfIjoZXFrMoBDMzMzQ+Pk4f+MAHqNlsZv48FRYFQvNF3JHWibTKigThKoO93EfdQE9Szo4hWVxcpIceeoimp6dpbGzMel2t3k2TBuoucIrsoLLT3QmifHaGGiKd6IWtvkWil0++ZRQ9x9QYqTjC3hZbp4ORFIpehxokxUP7NjuoMQIo2jJMCml46IRJD0qPx0cSLzOsn7VvV6F9kR3U2Cv2IDo1RioGnAh1nhSKakNp72KhfavoBkUYJGqMULWOJS7bdqw6Q1mR7pCGQaJ92wn14LOD9m1x6HljpBeUnU6c+FBDJB10Y5Bo39qhi2Z20L69jLyd9J42Rqqq7Oo+CRQKhULRW+hJY6RKYZlu0UttTQuuZw5ov7ohST9p30ZDPfjsoPK3irz6oueMERUyhUJRF6g+yw6ahL2KPOSsp4yRXpq46rnHh+u5LNqv8RGnz7R/00evLJppQ2VxFVn3Rc8YI70kVL3UVkV14CKXKrvxoeGabBHVv73Ur1nOz54wRlTBKaKgu2fyQVj/ad8mh/adIi9kJWu1N0bqOEllmzgkk1ZoppcsfVdo2Cs9mPpR+7Z7aI5Ddoia/73Wr1nM19obI3VF2sLQy0fJ92KbFfWEGiTZQo3mVaTdF7U2RuouOGkzIaqkzKi7HBUB7VNFVaGyu4o0+6K2xogKjBvUAAmHylF20L7NBsqOZA9TH/dqn6blFNfWGFEkhy4SirygspYN1CBR5I1u53LtjBFNNHSHSRn1Yt9hm/lvlaP8oP2cDbRfs4VJR/S6gdeN3qydMaJQKBSKy9AzMrKHGiSdSGKQ1MoYUU/AHcqKBIEWfS/3g6J+UIMke6jO6ETcPqmVMaJwg1Q+GpJID3ykvCp4RZmgBkm+UB1wGXHWldoYI7qYukP7Khuw8lHjTqHoPeic7w6VN0ZU8SdDmie2KtSzVJQfeopo9tD8keSotDGiC6miDFCFo1AoFN2hssaIGiKKMkANEUXVEMaQqDx3DxM7ov0ajUoaI2qIKIqGKhhFXaFy3T30hNb4qJwxooaIosxQ+VRUBZo/kj+0X+2onDGiUBQNm0JRQ0RRNahBkh00FBYPaowoFAqFQpEB1EFxhxojCoVC0cPQhNb8of3aCTVGFIoY0BCNQqGIAzX03KDGiEKhUCh00cwQ2rfRUGNEoegCeoqtok4IWzR14cwG2q+XocaIQqFQKBQZQ52WcKgxolDEhL7XR1FnaEJrdlDmyQ41RhSKGFADRKFQKNKHGiMKhUKh6ICyI9lAD5ozQ40RhUKhUBihYYVsoAxrJ9QYUSgUCoUiZyjzFIQaIwqFQqGwQhNas4P26yrUGFEoFAqFomToNYNEjRGFQqFQREK9+GygCa2XocaIQqFQKJygBkk20IRWNUYUCoVCoSgcvW6QqDGiUCgUCmfYElqVHekevdyvaowoFAqFIjZ63ZPPE71gkKgxolAoFIpEUIMkffRqn6oxolAoFIrEwMWzFzz4PGAKhdW9b9UYUSgUCoVCUSgGiq6AQqFQKKqNXg0tZA3u17qzIkRqjCgUCoVCUWr0grGXKEzz4IMP0rZt22h4eJh27dpFTz75ZOj1Fy5coLvvvpu2bNlCQ0ND9LM/+7P02GOPJaqwQqFQKBSKeiE2M/Loo4/SwYMH6dixY7Rr1y46evQo7d27l06fPk2bNm3quH5xcZF+8Rd/kTZt2kR/+qd/Slu3bqXnn3+e1q9fn0b9FQqFQqFQVByxjZEHHniADhw4QPv37yciomPHjtFXvvIVevjhh+nee+/tuP7hhx+ml19+mb7xjW/Q4OAgERFt27Yt9BmtVotarZb///T0NBFdNmwUCoVCoVBUA7xuR+a9eDHQarW8/v5+7wtf+ELg8zvvvNN7z3veY7znXe96l3fHHXd4Bw4c8DZt2uT9/M//vPev//W/9paXl63POXz4sEdE+qM/+qM/+qM/+lODnxdeeCHUvojFjJw/f55WVlZoYmIi8PnExAT94Ac/MN7zf//v/6WvfvWrdMcdd9Bjjz1Gzz77LH3oQx+ipaUlOnz4sPGeQ4cO0cGDB/3/L1y4QNdeey2dOXOGxsfH41S5FpiZmaGrr76aXnjhBRobGyu6OoWg1/ug19tPpH1ApH3Q6+0nql4feJ5HFy9epKuuuir0usx307Tbbdq0aRP93u/9HvX399OOHTvopz/9Kd1///1WY2RoaIiGhoY6Ph8fH69E52eFsbGxnm4/kfZBr7efSPuASPug19tPVK0+cCERYhkjGzdupP7+fpqamgp8PjU1RZs3bzbes2XLFhocHKT+/n7/s5/7uZ+jyclJWlxcpGazGacKCoVCoVAoaoZYW3ubzSbt2LGDjh8/7n/Wbrfp+PHjtHv3buM9v/ALv0DPPvsstdtt/7Mf/vCHtGXLFjVEFAqFQqFQxD9n5ODBg/SZz3yG/vN//s/0/e9/nz74wQ/S7Oysv7vmzjvvpEOHDvnXf/CDH6SXX36ZPvzhD9MPf/hD+spXvkL/5t/8G7r77rudnzk0NESHDx82hm56Ab3efiLtg15vP5H2AZH2Qa+3n6i+fdDwEpwz+7u/+7t0//330+TkJG3fvp3+43/8j7Rr1y4iInrb295G27Zto8997nP+9SdOnKB//s//OZ06dYq2bt1K73//++kjH/lIIHSjUCgUCoWiN5HIGFEoFAqFQqFIC/rWXoVCoVAoFIVCjRGFQqFQKBSFQo0RhUKhUCgUhUKNEYVCoVAoFIWi9MbIgw8+SNu2baPh4WHatWsXPfnkk0VXKTP89m//NjUajcDPjTfe6H+/sLBAd999N73qVa+itWvX0t/7e3+v4wC6KuF//I//Qb/0S79EV111FTUaDfriF78Y+N7zPLrvvvtoy5YttGbNGtqzZw/99V//deCal19+me644w4aGxuj9evX0/vf/366dOlSjq3oDlF98I//8T/ukIl3vvOdgWuq3AdHjhyhN7zhDbRu3TratGkT3X777XT69OnANS5yf+bMGXr3u99NIyMjtGnTJvrN3/xNWl5ezrMpieHSB29729s65OBXf/VXA9dUtQ8+/elP0y233OKfKLp79276sz/7M//7uo8/UXQf1Hn8fcR4T17ueOSRR7xms+k9/PDD3jPPPOMdOHDAW79+vTc1NVV01TLB4cOHvZ//+Z/3zp496/+cO3fO//5Xf/VXvauvvto7fvy4961vfct74xvf6L3pTW8qsMbd4bHHHvN+67d+y/v85z/vEVHHCxg/8YlPeOPj494Xv/hF7//8n//jvec97/Fe/epXe/Pz8/4173znO71bb73V+6u/+ivvf/7P/+ndcMMN3vve976cW5IcUX1w1113ee985zsDMvHyyy8HrqlyH+zdu9f77Gc/6z399NPeqVOnvL/zd/6Od80113iXLl3yr4mS++XlZe/mm2/29uzZ4z311FPeY4895m3cuNE7dOhQEU2KDZc+eOtb3+odOHAgIAfT09P+91Xug//23/6b95WvfMX74Q9/6J0+fdr76Ec/6g0ODnpPP/2053n1H3/Pi+6DOo8/o9TGyG233ebdfffd/v8rKyveVVdd5R05cqTAWmWHw4cPe7feeqvxuwsXLniDg4Pen/zJn/ifff/73/eIyDtx4kRONcwOciFut9ve5s2bvfvvv9//7MKFC97Q0JD3X/7Lf/E8z/O+973veUTk/e///b/9a/7sz/7MazQa3k9/+tPc6p4WbMbIe9/7Xus9deuDF1980SMi72tf+5rneW5y/9hjj3l9fX3e5OSkf82nP/1pb2xszGu1Wvk2IAXIPvC8y4vRhz/8Yes9deuDDRs2eL//+7/fk+PP4D7wvN4Y/9KGaRYXF+nkyZO0Z88e/7O+vj7as2cPnThxosCaZYu//uu/pquuuoquu+46uuOOO+jMmTNERHTy5ElaWloK9MeNN95I11xzTS3747nnnqPJyclAe8fHx2nXrl1+e0+cOEHr16+nnTt3+tfs2bOH+vr66Jvf/Gbudc4KTzzxBG3atIle+9rX0gc/+EF66aWX/O/q1gfT09NERHTFFVcQkZvcnzhxgl73utcF3ia+d+9empmZoWeeeSbH2qcD2QeMP/qjP6KNGzfSzTffTIcOHaK5uTn/u7r0wcrKCj3yyCM0OztLu3fv7snxl33AqPv4Z/7W3qQ4f/48raysBDqXiGhiYoJ+8IMfFFSrbLFr1y763Oc+R6997Wvp7Nmz9LGPfYze/OY309NPP02Tk5PUbDZp/fr1gXsmJiZocnKymApnCG6Tafz5u8nJSdq0aVPg+4GBAbriiitq0yfvfOc76e/+3b9Lr371q+lHP/oRffSjH6V3vetddOLECerv769VH7Tbbfq1X/s1+oVf+AW6+eabiYic5H5yctIoJ/xdlWDqAyKif/gP/yFde+21dNVVV9F3vvMd+shHPkKnT5+mz3/+80RU/T747ne/S7t376aFhQVau3YtfeELX6CbbrqJTp061TPjb+sDovqPP1GJjZFexLve9S7/71tuuYV27dpF1157Lf3X//pfac2aNQXWTFEU/sE/+Af+36973evolltuoeuvv56eeOIJevvb315gzdLH3XffTU8//TR9/etfL7oqhcHWB7/yK7/i//26172OtmzZQm9/+9vpRz/6EV1//fV5VzN1vPa1r6VTp07R9PQ0/emf/inddddd9LWvfa3oauUKWx/cdNNNtR9/ohLvptm4cSP19/d3ZE1PTU3R5s2bC6pVvli/fj397M/+LD377LO0efNmWlxcpAsXLgSuqWt/cJvCxn/z5s304osvBr5fXl6ml19+uZZ9QkR03XXX0caNG+nZZ58lovr0wT333ENf/vKX6S//8i/pZ37mZ/zPXeR+8+bNRjnh76oCWx+YwO8CQzmoch80m0264YYbaMeOHXTkyBG69dZb6T/8h//QU+Nv6wMT6jb+RCU2RprNJu3YsYOOHz/uf9Zut+n48eOBOFqdcenSJfrRj35EW7ZsoR07dtDg4GCgP06fPk1nzpypZX+8+tWvps2bNwfaOzMzQ9/85jf99u7evZsuXLhAJ0+e9K/56le/Su1225+sdcNPfvITeumll2jLli1EVP0+8DyP7rnnHvrCF75AX/3qV+nVr3514HsXud+9ezd997vfDRhlf/7nf05jY2M+zV1mRPWBCadOnSIiCshBlftAot1uU6vV6onxt4H7wIRajn/RGbRheOSRR7yhoSHvc5/7nPe9733P+5Vf+RVv/fr1gYzhOuHXf/3XvSeeeMJ77rnnvP/1v/6Xt2fPHm/jxo3eiy++6Hne5S1u11xzjffVr37V+9a3vuXt3r3b2717d8G1To6LFy96Tz31lPfUU095ROQ98MAD3lNPPeU9//zznudd3tq7fv1670tf+pL3ne98x3vve99r3Nr7+te/3vvmN7/pff3rX/de85rXVGZbq+eF98HFixe93/iN3/BOnDjhPffcc95f/MVfeH/rb/0t7zWveY23sLDgl1HlPvjgBz/ojY+Pe0888URg2+Lc3Jx/TZTc87bGd7zjHd6pU6e8xx9/3Lvyyisrs60xqg+effZZ7+Mf/7j3rW99y3vuuee8L33pS951113nveUtb/HLqHIf3Hvvvd7XvvY177nnnvO+853vePfee6/XaDS8//7f/7vnefUff88L74O6jz+j1MaI53nepz71Ke+aa67xms2md9ttt3l/9Vd/VXSVMsO+ffu8LVu2eM1m09u6dau3b98+79lnn/W/n5+f9z70oQ95GzZs8EZGRrxf/uVf9s6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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -308,26 +300,137 @@ "2500.0 2500.0\n", " for f= 25: rms is: 0.0008534238440915942 with rms_reg: 0, and rms_data: 0.0008534238440915942, rms_mp: 0.0, rms_model_relation: 0\n", "Parameter number 1 to 1\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 8.53424D-04 |proj g|= 2.88518D-09\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 0 1 0 0 0 2.885D-09 8.534D-04\n", + " F = 8.5342384409159422E-004\n", + "\n", + "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "2500.0 2500.0\n", " for f= 45: rms is: 0.014711745083332062 with rms_reg: 0, and rms_data: 0.014711745083332062, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.922298995188 2500.019038857321\n", - " for f= 45: rms is: 0.014710426330566406 with rms_reg: 0, and rms_data: 0.014710426330566406, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.6114949759403 2500.0951942866054\n", - " for f= 45: rms is: 0.01470512617379427 with rms_reg: 0, and rms_data: 0.01470512617379427, rms_mp: 0.0, rms_model_relation: 0\n", - "2498.36827889895 2500.3998160037436\n", - " for f= 45: rms is: 0.014683952555060387 with rms_reg: 0, and rms_data: 0.014683952555060387, rms_mp: 0.0, rms_model_relation: 0\n", - "2493.395414590987 2501.6183028722958\n", - " for f= 45: rms is: 0.014599472284317017 with rms_reg: 0, and rms_data: 0.014599472284317017, rms_mp: 0.0, rms_model_relation: 0\n", - "2473.503957359136 2506.4922503465045\n", - " for f= 45: rms is: 0.014265051111578941 with rms_reg: 0, and rms_data: 0.014265051111578941, rms_mp: 0.0, rms_model_relation: 0\n", - "2393.9381284317333 2525.9880402433387\n", - " for f= 45: rms is: 0.012991150841116905 with rms_reg: 0, and rms_data: 0.012991150841116905, rms_mp: 0.0, rms_model_relation: 0\n", - "2075.674812722121 2603.9711998306766\n", - " for f= 45: rms is: 0.009464042261242867 with rms_reg: 0, and rms_data: 0.009464042261242867, rms_mp: 0.0, rms_model_relation: 0\n", - "1309.693906855376 2672.6918162553247\n", - " for f= 45: rms is: 0.009912585839629173 with rms_reg: 0, and rms_data: 0.009912585839629173, rms_mp: 0.0, rms_model_relation: 0\n", - "1702.3368725406406 2637.5753983560044\n", - " for f= 45: rms is: 0.007993565872311592 with rms_reg: 0, and rms_data: 0.007993565872311592, rms_mp: 0.0, rms_model_relation: 0\n" + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 1.47117D-02 |proj g|= 9.68491D-08\n", + "\n", + "\n", + "ITERATION 1\n", + "\n", + "---------------- CAUCHY entered-------------------\n", + " There are 0 breakpoints \n", + "\n", + " GCP found in this segment\n", + "Piece 1 --f1, f2 at start point -1.6002D-12 1.6002D-12\n", + "Distance to the stationary point = 1.0000D+00\n", + "\n", + "---------------- exit CAUCHY----------------------\n", + "\n", + " 10000 variables are free at GCP 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2499.923438712015 2500.0194359996817\n", + " for f= 45: rms is: 0.014710420742630959 with rms_reg: 0, and rms_data: 0.014710420742630959, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.6171935600755 2500.097179998408\n", + " for f= 45: rms is: 0.014705114997923374 with rms_reg: 0, and rms_data: 0.014705114997923374, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.392212952317 2500.408155993314\n", + " for f= 45: rms is: 0.014683905988931656 with rms_reg: 0, and rms_data: 0.014683905988931656, rms_mp: 0.0, rms_model_relation: 0\n", + "2493.492290521284 2501.652059972937\n", + " for f= 45: rms is: 0.014599267393350601 with rms_reg: 0, and rms_data: 0.014599267393350601, rms_mp: 0.0, rms_model_relation: 0\n", + "2473.89260079715 2506.6276758914296\n", + " for f= 45: rms is: 0.014264247380197048 with rms_reg: 0, and rms_data: 0.014264247380197048, rms_mp: 0.0, rms_model_relation: 0\n", + "2395.493841900615 2526.530139565399\n", + " for f= 45: rms is: 0.012987682595849037 with rms_reg: 0, and rms_data: 0.012987682595849037, rms_mp: 0.0, rms_model_relation: 0\n", + "2081.8988063144743 2606.139994261279\n", + " for f= 45: rms is: 0.009450998157262802 with rms_reg: 0, and rms_data: 0.009450998157262802, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 6 times; norm of step = 5460.9999999999991 \n", + "\n", + "At iterate 1 f= 9.45100D-03 |proj g|= 7.28373D-08\n", + "\n", + "\n", + "ITERATION 2\n", + "\n", + "----------------SUBSM entered-----------------\n", + "\n", + "\n", + "----------------exit SUBSM --------------------\n", + "\n", + "1381.7276949704953 2674.1664092121305\n", + " for f= 45: rms is: 0.009176477789878845 with rms_reg: 0, and rms_data: 0.009176477789878845, rms_mp: 0.0, rms_model_relation: 0\n", + "1789.7783335430302 2634.5214972602316\n", + " for f= 45: rms is: 0.00805198960006237 with rms_reg: 0, and rms_data: 0.00805198960006237, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 1 times; norm of step = 2811.7352372383252 \n", + "\n", + "At iterate 2 f= 8.05199D-03 |proj g|= 7.28412D-08\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 2 10 1 0 0 7.284D-08 8.052D-03\n", + " F = 8.0519896000623703E-003\n", + "\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n" ] } ], @@ -352,14 +455,12 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -398,33 +499,130 @@ "Parameter number 1 to 1\n", "2500.0 2500.0\n", " for f= 25: rms is: 0.0008534238440915942 with rms_reg: 0, and rms_data: 0.0008534238440915942, rms_mp: 0.0, rms_model_relation: 0\n", - "Parameter number 1 to 1\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 8.53424D-04 |proj g|= 3.90222D-10\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 0 1 0 0 0 3.902D-10 8.534D-04\n", + " F = 8.5342384409159422E-004\n", + "\n", + "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", + "Parameter number 1 to 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "2500.0 2500.0\n", " for f= 45: rms is: 0.014711745083332062 with rms_reg: 0, and rms_data: 0.014711745083332062, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.947037530112 2500.0279628750573\n", - " for f= 45: rms is: 0.014710534363985062 with rms_reg: 0, and rms_data: 0.014710534363985062, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.735187650561 2500.139814375286\n", - " for f= 45: rms is: 0.014705694280564785 with rms_reg: 0, and rms_data: 0.014705694280564785, rms_mp: 0.0, rms_model_relation: 0\n", - "2498.887788132356 2500.5872203762\n", - " for f= 45: rms is: 0.014686334878206253 with rms_reg: 0, and rms_data: 0.014686334878206253, rms_mp: 0.0, rms_model_relation: 0\n", - "2495.4981900595353 2502.3768443798585\n", - " for f= 45: rms is: 0.014609250240027905 with rms_reg: 0, and rms_data: 0.014609250240027905, rms_mp: 0.0, rms_model_relation: 0\n", - "2481.9397977682543 2509.535340394491\n", - " for f= 45: rms is: 0.014306213706731796 with rms_reg: 0, and rms_data: 0.014306213706731796, rms_mp: 0.0, rms_model_relation: 0\n", - "2427.706228603129 2538.1693244530206\n", - " for f= 45: rms is: 0.013186648488044739 with rms_reg: 0, and rms_data: 0.013186648488044739, rms_mp: 0.0, rms_model_relation: 0\n" + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 1.47117D-02 |proj g|= 1.10023D-08\n", + "\n", + "\n", + "ITERATION 1\n", + "\n", + "---------------- CAUCHY entered-------------------\n", + " There are 0 breakpoints \n", + "\n", + " GCP found in this segment\n", + "Piece 1 --f1, f2 at start point -3.9574D-14 3.9574D-14\n", + "Distance to the stationary point = 1.0000D+00\n", + "\n", + "---------------- exit CAUCHY----------------------\n", + "\n", + " 10000 variables are free at GCP 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2499.944694274747 2500.0274196980413\n", + " for f= 45: rms is: 0.014710546471178532 with rms_reg: 0, and rms_data: 0.014710546471178532, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.7234713737334 2500.137098490207\n", + " for f= 45: rms is: 0.014705754816532135 with rms_reg: 0, and rms_data: 0.014705754816532135, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.838579769681 2500.575813658869\n", + " for f= 45: rms is: 0.014686603099107742 with rms_reg: 0, and rms_data: 0.014686603099107742, rms_mp: 0.0, rms_model_relation: 0\n", + "2495.299013353471 2502.3306743335174\n", + " for f= 45: rms is: 0.014610320329666138 with rms_reg: 0, and rms_data: 0.014610320329666138, rms_mp: 0.0, rms_model_relation: 0\n", + "2481.14074768863 2509.3501170321106\n", + " for f= 45: rms is: 0.01431039534509182 with rms_reg: 0, and rms_data: 0.01431039534509182, rms_mp: 0.0, rms_model_relation: 0\n", + "2424.507685029268 2537.427887826483\n", + " for f= 45: rms is: 0.013201620429754257 with rms_reg: 0, and rms_data: 0.013201620429754257, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 5 times; norm of step = 1365.0000000000000 \n", + "\n", + "At iterate 1 f= 1.32016D-02 |proj g|= 9.17440D-09\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 1 7 1 0 0 9.174D-09 1.320D-02\n", + " F = 1.3201620429754257E-002\n", + "\n", + "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -471,65 +669,197 @@ "Parameter number 1 to 1\n", "2500.0 2500.0\n", " for f= 25: rms is: 53.33898162841797 with rms_reg: 0, and rms_data: 53.33898162841797, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.940313491934 2500.012817145376\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 5.33390D+01 |proj g|= 7.21293D-07\n", + "\n", + "\n", + "ITERATION 1\n", + "\n", + "---------------- CAUCHY entered-------------------\n", + " There are 0 breakpoints \n", + "\n", + " GCP found in this segment\n", + "Piece 1 --f1, f2 at start point -1.4966D-10 1.4966D-10\n", + "Distance to the stationary point = 1.0000D+00\n", + "\n", + "---------------- exit CAUCHY----------------------\n", + "\n", + " 10000 variables are free at GCP 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2499.941040170681 2500.0128636606546\n", " for f= 25: rms is: 53.33580017089844 with rms_reg: 0, and rms_data: 53.33580017089844, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.70156745967 2500.0640857268804\n", - " for f= 25: rms is: 53.32311248779297 with rms_reg: 0, and rms_data: 53.32311248779297, rms_mp: 0.0, rms_model_relation: 0\n", - "2498.7465833306146 2500.2691600528983\n", - " for f= 25: rms is: 53.2723388671875 with rms_reg: 0, and rms_data: 53.2723388671875, rms_mp: 0.0, rms_model_relation: 0\n", - "2494.9266468143933 2501.08945735697\n", - " for f= 25: rms is: 53.06950759887695 with rms_reg: 0, and rms_data: 53.06950759887695, rms_mp: 0.0, rms_model_relation: 0\n", - "2479.6469007495066 2504.370646573256\n", - " for f= 25: rms is: 52.261871337890625 with rms_reg: 0, and rms_data: 52.261871337890625, rms_mp: 0.0, rms_model_relation: 0\n", - "2418.5279164899607 2517.4954034384004\n", - " for f= 25: rms is: 49.100738525390625 with rms_reg: 0, and rms_data: 49.100738525390625, rms_mp: 0.0, rms_model_relation: 0\n", - "2174.0519794517763 2569.9944308989784\n", - " for f= 25: rms is: 38.24384307861328 with rms_reg: 0, and rms_data: 38.24384307861328, rms_mp: 0.0, rms_model_relation: 0\n", - "521.58912269395 2717.9947893126805\n", - " for f= 25: rms is: 126.60981750488281 with rms_reg: 0, and rms_data: 126.60981750488281, rms_mp: 0.0, rms_model_relation: 0\n", - "2173.4640055300815 2570.0487529296515\n", - " for f= 25: rms is: 38.22496032714844 with rms_reg: 0, and rms_data: 38.22496032714844, rms_mp: 0.0, rms_model_relation: 0\n", - "2173.4636127287004 2570.0487892199835\n", - " for f= 25: rms is: 38.2249641418457 with rms_reg: 0, and rms_data: 38.2249641418457, rms_mp: 0.0, rms_model_relation: 0\n", - "2173.4640055300815 2570.0487529296515\n", - " for f= 25: rms is: 38.22496032714844 with rms_reg: 0, and rms_data: 38.22496032714844, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.7052008534056 2500.0643183032726\n", + " for f= 25: rms is: 53.32314682006836 with rms_reg: 0, and rms_data: 53.32314682006836, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.7618435843024 2500.2701368737457\n", + " for f= 25: rms is: 53.2723503112793 with rms_reg: 0, and rms_data: 53.2723503112793, rms_mp: 0.0, rms_model_relation: 0\n", + "2494.9884145078913 2501.093411155637\n", + " for f= 25: rms is: 53.06951904296875 with rms_reg: 0, and rms_data: 53.06951904296875, rms_mp: 0.0, rms_model_relation: 0\n", + "2479.894698202246 2504.3865082832035\n", + " for f= 25: rms is: 52.26191711425781 with rms_reg: 0, and rms_data: 52.26191711425781, rms_mp: 0.0, rms_model_relation: 0\n", + "2419.5198329796667 2517.558896793469\n", + " for f= 25: rms is: 49.10051345825195 with rms_reg: 0, and rms_data: 49.10051345825195, rms_mp: 0.0, rms_model_relation: 0\n", + "2178.020372089348 2570.24845083453\n", + " for f= 25: rms is: 38.238433837890625 with rms_reg: 0, and rms_data: 38.238433837890625, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 6 times; norm of step = 5461.0000000000009 \n", + "\n", + "At iterate 1 f= 3.82384D+01 |proj g|= 6.59185D-07\n", + "\n", + "\n", + "ITERATION 2\n", + "\n", + "----------------SUBSM entered-----------------\n", + "\n", + "\n", + "----------------exit SUBSM --------------------\n", + "\n", + "594.2967699488067 2718.6391090850093\n", + " for f= 25: rms is: 119.84483337402344 with rms_reg: 0, and rms_data: 119.84483337402344, rms_mp: 0.0, rms_model_relation: 0\n", + "2177.4379731233676 2570.3050946926696\n", + " for f= 25: rms is: 38.21929168701172 with rms_reg: 0, and rms_data: 38.21929168701172, rms_mp: 0.0, rms_model_relation: 0\n", + "2177.4375906423256 2570.305131892602\n", + " for f= 25: rms is: 38.219276428222656 with rms_reg: 0, and rms_data: 38.219276428222656, rms_mp: 0.0, rms_model_relation: 0\n", + "1386.0521147473085 2643.653434069926\n", + " for f= 25: rms is: 35.11845779418945 with rms_reg: 0, and rms_data: 35.11845779418945, rms_mp: 0.0, rms_model_relation: 0\n", + "1841.0823840459036 2600.9924456120884\n", + " for f= 25: rms is: 30.186798095703125 with rms_reg: 0, and rms_data: 30.186798095703125, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 4 times; norm of step = 4531.9658099068383 \n", + "\n", + "At iterate 2 f= 3.01868D+01 |proj g|= 5.95699D-07\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 2 13 1 0 0 5.957D-07 3.019D+01\n", + " F = 30.186798095703125 \n", + "\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n", "Parameter number 1 to 1\n", - "2173.4640055300815 2570.0487529296515\n", - " for f= 45: rms is: 674.56201171875 with rms_reg: 0, and rms_data: 674.56201171875, rms_mp: 0.0, rms_model_relation: 0\n", - "2173.4358897126676 2570.044910455283\n", - " for f= 45: rms is: 674.5070190429688 with rms_reg: 0, and rms_data: 674.5070190429688, rms_mp: 0.0, rms_model_relation: 0\n", - "2173.323426443013 2570.02954055781\n", - " for f= 45: rms is: 674.2872314453125 with rms_reg: 0, and rms_data: 674.2872314453125, rms_mp: 0.0, rms_model_relation: 0\n", - "2172.8735733643935 2569.968060967917\n", - " for f= 45: rms is: 673.4102783203125 with rms_reg: 0, and rms_data: 673.4102783203125, rms_mp: 0.0, rms_model_relation: 0\n", - "2169.48855706706 2569.722142608345\n", - " for f= 45: rms is: 669.9148559570312 with rms_reg: 0, and rms_data: 669.9148559570312, rms_mp: 0.0, rms_model_relation: 0\n", - "2153.2474484654513 2568.7384691700586\n", - " for f= 45: rms is: 656.1513671875 with rms_reg: 0, and rms_data: 656.1513671875, rms_mp: 0.0, rms_model_relation: 0\n", - "2068.31007581159 2564.803775416911\n", - " for f= 45: rms is: 605.135498046875 with rms_reg: 0, and rms_data: 605.135498046875, rms_mp: 0.0, rms_model_relation: 0\n", - "257.87296671518857 2801.668622948001\n", - " for f= 45: rms is: 1912.2578125 with rms_reg: 0, and rms_data: 1912.2578125, rms_mp: 0.0, rms_model_relation: 0\n", - "2067.7736281004027 2564.793289757301\n", - " for f= 45: rms is: 604.845703125 with rms_reg: 0, and rms_data: 604.845703125, rms_mp: 0.0, rms_model_relation: 0\n", - "2067.7732628393787 2564.793282617737\n", - " for f= 45: rms is: 604.8455810546875 with rms_reg: 0, and rms_data: 604.8455810546875, rms_mp: 0.0, rms_model_relation: 0\n", - "1174.1754329907176 2584.9765771006505\n", - " for f= 45: rms is: 605.07861328125 with rms_reg: 0, and rms_data: 605.07861328125, rms_mp: 0.0, rms_model_relation: 0\n", - "1658.4278418555537 2560.705562090174\n", - " for f= 45: rms is: 471.40289306640625 with rms_reg: 0, and rms_data: 471.40289306640625, rms_mp: 0.0, rms_model_relation: 0\n" + "1841.0823840459036 2600.9924456120884\n", + " for f= 45: rms is: 651.9708251953125 with rms_reg: 0, and rms_data: 651.9708251953125, rms_mp: 0.0, rms_model_relation: 0\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 6.51971D+02 |proj g|= 2.53260D-05\n", + "\n", + "\n", + "ITERATION 1\n", + "\n", + "---------------- CAUCHY entered-------------------\n", + " There are 0 breakpoints \n", + "\n", + " GCP found in this segment\n", + "Piece 1 --f1, f2 at start point -7.1112D-08 7.1112D-08\n", + "Distance to the stationary point = 1.0000D+00\n", + "\n", + "---------------- exit CAUCHY----------------------\n", + "\n", + " 10000 variables are free at GCP 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1841.12642918438 2600.989599965276\n", + " for f= 45: rms is: 651.9013061523438 with rms_reg: 0, and rms_data: 651.9013061523438, rms_mp: 0.0, rms_model_relation: 0\n", + "1841.302609738285 2600.9782173780263\n", + " for f= 45: rms is: 651.6236572265625 with rms_reg: 0, and rms_data: 651.6236572265625, rms_mp: 0.0, rms_model_relation: 0\n", + "1842.0073319539054 2600.932687029028\n", + " for f= 45: rms is: 650.51513671875 with rms_reg: 0, and rms_data: 650.51513671875, rms_mp: 0.0, rms_model_relation: 0\n", + "1844.8262208163871 2600.750565633034\n", + " for f= 45: rms is: 646.117431640625 with rms_reg: 0, and rms_data: 646.117431640625, rms_mp: 0.0, rms_model_relation: 0\n", + "1856.101776266314 2600.3231914931644\n", + " for f= 45: rms is: 629.102783203125 with rms_reg: 0, and rms_data: 629.102783203125, rms_mp: 0.0, rms_model_relation: 0\n", + "1855.298503656921 2599.616983685037\n", + " for f= 45: rms is: 569.7529907226562 with rms_reg: 0, and rms_data: 569.7529907226562, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 5 times; norm of step = 1365.0000000000000 \n", + "\n", + "At iterate 1 f= 5.69753D+02 |proj g|= 1.88593D-05\n", + "\n", + "\n", + "ITERATION 2\n", + "\n", + "----------------SUBSM entered-----------------\n", + "\n", + "\n", + "----------------exit SUBSM --------------------\n", + "\n", + "1310.175868421426 2601.6799040106484\n", + " for f= 45: rms is: 419.86309814453125 with rms_reg: 0, and rms_data: 419.86309814453125, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 0 times; norm of step = 6280.9629150859828 \n", + "\n", + "At iterate 2 f= 4.19863D+02 |proj g|= 7.52699D-05\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 2 8 1 0 0 7.527D-05 4.199D+02\n", + " F = 419.86309814453125 \n", + "\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n" ] }, { "data": { - "image/png": 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jPIc4yRznmFs/z8T5a83Baq0nt5y2nnYQl8EXJreul/Tvbzh/Ffbpc7iLFRaZYZZFrrxrknOLc2yyR7t3RzBxqD06HxsIvh1tSfwMDB+6zJ17n9kWe9nPGfZxDllEe4d2hjbketsyumLlp3GFxhVft6/47WUET9ZgZFTHFSe5whQXaTDEyta0CVtrlm6cW2JlbpwVxmk0tCqOD9n9ljjAGfZxntt4kRkWOWpEas8Lm/CjZnwwFaEpuANCtcRpDY7yPHdxnCtDk2wMjW7FLqa4yCgbWyI1xUUjTitbi/XsFWsozRWzg9XvoHVnm2tBQbJf7l+prGtoVzyegen1NY4cfplJrjDKxlbodH7uFKfm5jn5zkNcfX0WTos+rg2UTgGzijfccopZFrZE6c18l1kWtzryxCtGmOyAtYPVdXVCZS2Da3G4VqKt7wS8Yfkqtx1+kRkWaFBrCtXMLM/+t29maX1Kz1rZOJQt2xhwZI3dU1c4OvE8MyxuuTe3od2dI+svM3Hmml7zs8hOa9G/WKQJk3/+/XiiaxW7g96p91gNJie0f77ByJYVNY4WnlkWzHLKSRoMsc4oQ0N1ajTYxSpTXNwSpymWOMLLes3amdf1WrVn0JZTnnMzgAudqlWdhr7q3sYPtk6onZkaZ4UhGkyhF+ZZkZphcWtF7SRXGF9eY9i1IKyLlhZbca9MbmDcTxfKwx2s7oAFPRnVgJsmLjGyTyud7bgzLDDPKeYnTrF0yxQLt8xsrYvSAWCdznbcW3iZKS5ylBeY4iKHll/VyyfOoQfpZfSAt3VOqmuo7D5ZV+o6zTgd5vi2vutw88QFJmeusDE0yhJTACwxxRRLLI1Oceat+1k1l5UGQ1uW7z7Om5XReoHpLbzMLAvcwsvMNc5pYTqPHrhWmNwYmy1XEqFJEvvuu3khq7hG0+o253hq9CpDe+s0qG1dIK1FpO8G2OWskK8xRJ1Rc36nWGKSK+zjPLMsMN84xZ7FTb3a/wLwI92mUZwqgFqDO3h6a12QvtqMAM0V05NcYcSYy3YA73aEacx22qs0rQh/sLmCYt/dzmm/+6Jk0zS87/b3Zec3d+Auw/T0GtMHXuLwzEnODem1MHb6eYVdLHHjNjEeYZ1xVvWtG1zhAGeZ5Arzy6d1HU+ZvM+YY9nbetw4jF9uW7/QZ5esgHnodysSF/TnPROb/L3Dz7G89wbmR0+ZBYkHthYobjCyTZyGqHMjS+xilTnOMckV9nNGL7j90WazrpfYKU5rbD/H1o13CdU7JFIhSwma8TV3cmHd3CmwvMb43tOsTIwxw8KW8K6wiw1Gt62Kt0K8y/TdSa5qd9g9p/ZWLXObTq4JNSFsKfYxlRKn1XWYPrXGkfkTXGRq68S663psoHF8a83LKuONFSYvbSLWYnItCOsquVfYtECpG0y2aX1CV2craGvm3bcuTBn2XNpkcuY0M9ML7GNqa0XxqhmodYaoObM9esCuMNtY1HU098zZe+dYpClKdgAlzTT6dU37LbSvK8quJYGT3n43kw8TE9e4Zf5VVncPMzW0xAYjW+d2w1x47LnVF551ZllkFytMn1nT9TL3zW2Jki9MWXUN1TskTG49Q7FEazHZujsXorF1GJtYY3xijY2xYVaGxs0tO9s7y6iZbx5fX2Hi0rXt9bLiexbdhy/oV7ScKkC9DjwNP8UPWZvWt4Csj45su0l0tKFH+66rm9QaaEGy4mMDtM6NvtuurH7w1A2a+6IUsjrwfvOFyw2muzOBdqX6bmACZA9M715jeuJ1mHi9OaNoj+eKi62PHZB2Ct2/k9e6klYcfEvCpZbym98mIaGysbVlti/DWDb1uGDqe0a/D78Ew6Ob7Nl7utkOboDdtTzrTh3dd/fc2nRpLnuorr4wpeHmaevoW4nu2irzPlaDsdFN9tQu7RQ4W2ZbF/tapCnC7vs54HIBy6lSo7l1KlWdzTr6qjGDvvN+6BoTY2s7XSzXQnCFKfAUgh2d2Kaxebl51r3tLv5v7uAPfbbHtIJoxeoqzfv8/DU0Q14+VnTsgG2wfaA2TH5unfwZRnuF912VNMvQr29o1jLUdm5b+yJdo3kLkV3SEZr9C9247cYPbXu6YpFUhyG2t4Nv8bi/Z2EtJ9gucm55/eC622fd9vEFyl54LqDPp3Oj+maRqf44W9c5Vhvou8vX2P5ICvek+yKx7ry7AlRP+O6LUEiU/E6fNlBDndsKhTsDhFcXv15JFozvprmCi7PdL0srZ9a3LrPaB7aX34qOP+PlirAfcLb5hs5faN1Zkqi0s0fbY7rCY9vdnlM/mJ6UR5I4uZahnW29BGp5+1MzMrmB9szIVohKidMmaBN3L82rnF0MF+rI7nuSIJHyHcKDO0mAkgZHmptn310LYoitpyP4i/qCAhwS1yyhyGsRhPBnL7Pax/9sLTW7zQ4aW+c09yrrvLVSLx/XgnSP78bUfCszdE7TZj398+aGG6zVe8n5vq6FaXW9+ZSM3ETLqXPUQc9YrNN0e+zV1r1SJe4c+Jxm6fiDP+++eUUsRNLMmbstza30y5aWr+vS1b3fQmXwj5HUFqF65hlFRWI+LnkmJZKWhfi/+9/tBcNaRK4VlPRbKL+QtZnk8rphB0esNpf1gxAvr+v7BC5TgBhz6gI2eFyneW9cSJzSOkfStiKWUeg9z75px4Xt5fZXcvvbQnmFCMVRkkTOJylNUn2y2srfN8+xyvTCkNXjb/etHti+/COUzn4Oibr7Oa19kqz4kDjVgWX9FAz7hFb/yay5HoXSIXESkXngC+jHCyrgmFLq087vHwf+GHiDUmpBRAT4NPA+9FOHfl0p9ZRJez/wT8yuf6CUeijt2JUSp03QMxVrNGd0XLcuKeBoyboip7ld7nua2xLqlFkClUc4IftshGae3LzcAVTUqvEJCUxR6zTL2rMknbc0Ky/NogmJftKxQn0pyQoNkeSChiZh3M8Nva6v3oDLV/X7Cs3nUqyibwGv0XzIYSqdW+dUBz6ulHpKRCaBJ0XkMaXU80a43oteLmr5BfSDqm8F3gF8FniHiEwDn0LfOalMPg8rpS4mHbhS4lRHnzBJWxwXCiAnDdq0A/mf8whSlpWQNCjzDlL/6u7iX7n9q7hrMYWOmUQr6fK4zG66pHySXE5/ljEPIQvJzdv/HprdDFllWRamK0qQPJFhPqu6tpLqdS1M7tNJ7XuhP2/okOWklDqLnkNHKXVFRF4AbgaeB/4U+G3g684u9wFfUEop4HERmRKR/cA9wGNKqQsAIvIYcC/wpaRjV0qcAM5f0E+knJwwDwKzlpMrTP4MSSiWkVWzVly1PLGZPGmTCIlt3oEaEr7Q7SxlrKkQea2p0DGz2gq2t4WbPi0Q7e+X9pvfd7IsKR9/gsINfHuxJ2spra7pZTOuKNmH5fgilZsuxJxE5BBwJ/CEiNwHvKaU+s/ak9viZjB3umtOm21J2xMpXZ0kX9SYb19B329/Enh/munmsol5NO461Gow3DAPCbMxJ3uyXUFyTWk/EGzx1w+55BGkIm5KXjFKC2inxU18C8k/TlIcJqtMrcaDighTluUIYcuniKAWbd9QrCl0Dtw83M9py1fWtz9Z1QqT/fefTe/dtZpyW0/ln0owKyLHne/HlFLHdmQvshv4a+Bjpoi/i3bpOkYrWhv0RYFfB76plPpDEfkE8Angd/JmesW8Vpa1MO0Z1UK1y/jT4q6kDllRofe0GoTeQ4Mr9D1tVi7pWD6hWaakxYN58s1r1aVZNKHy+Z9d7GLEJPKISpK7RcJ3CFuEeUiLKeXtS377+YJkPltR8q0l30Ly/ynGbs8VDActTuXWOS0ope5OzVpkGC1MX1RKfU1E3oz+IzBrNR0EnhKRt6OfIDjv7H7QbHsN7dq527+ddtzS4pTii97nFOIhU4Dc4rTK9ovk6jrUzJfhGtTWjLtncS2p0BoVyLYmkkQpZE35+7ZKmvC0mq8lb4C/CEnuVhmyhDKPNVj0eK22eaiPJAiTay1ZYfItpBCbRYrZoec5mdm3zwMvKKX+BEAp9Sz6Lx5smpPA3Wa27mHgN0Tky+iA+CWl1FkReRT430TkRrPbe4FPph27LcPC9UWBOSNcoB/nPpc3H9fP3mZtN2DVWFLWgqrVvIfUQ9iK8j/bzEPfvUGszLv/sK+kJxOmPWC+Fug4W+VOGixpZydrcCatS/LqBjvrB9vLK741k7ZuKkSWS5bxu1oLb897XkK4f+IAXh+CnSvC0wTSCpL57IrS6tpOUbLvq94234JyT10mnYs5vQv4VeBZEXnGbPtdpdQjCekfQS8jOIE2Aj8EoJS6ICK/D3zHpPs9GxxPouXquL6oUuqyGxxTSikRUQn7PQA8APqBjxZ7smzBVvEKuR4Y6A0jUjg7uwHktDMcsCp8UfI7fb3EIHAHki2/qucQqKKkWX8Jops1qG2xxP8hKf6VRZYbaFCBcrntmOe82DRZ/0ySWMc0EtrWCpM7E+cLU9K2uvf7LnJaUJ2brftbMppFKXXI+ayAjySkexB4MO+xW6qO74uazedEZL8x5fajVy6FCnoMOAZw1BEwe/WwhbP/ambHwDDakhpuwLAjVMM1tv59IvGq6B4/YDnYjmw7+WYgTSqecA7XmnmF/hmjNuQJVB5Cs3ZZa6/q2wXJrycEBrpTJmul2osAWWUu2qu8YydZdWnl3pYucIhV8/vWv7CYc7WK01/MJAw0Qwlb9UyIb/ntWk9w4dLefQsqr9u3jfg8pyYhX9TwMHA/8Ifm/euB3RNxTxLk8B7yiEZjp7WV1ulDHd6WLY3hwD7QFCkrUJt1s63hCZRv9SVZJUl1TrGWbH3SBNjFtTjq7me3zDjlhey1RTlIu2iEyp0kSrkGtbOvW08Xt/mlttOac8tYRpjcvu6KUmHi7SvbCPqiaFH6SxH5MPAq8P4imVpfHLZbUNCcvXDf7erZ4Ya+Og5D8KqYht/Rkzp5Vqexae3VebPRFKzaUFOULKkC5ZOk0vXA5wQ3A5oDCNKtjdD/2bkCu1WUkBWV5U4nzBomuZtJguRPt/uHc+s07KVxrfLNRjNPazHVHWtqC896csvllqmIKPkWFIF0uYji1CTDF31PmTw3nVfN2QY7jYLMk1ZgBik0SJNEKXRF9ju+u33LLQ0IVKIFZcsfCjwnVdwVpoS6uZZBSIhdksodsqJ24FtS/na/zITjS26Z8wpTWn0sNkzgk1bfYJ6uS+ccp4wwhfp1YQsqPpWgs9SdlyXU4ezg8VcM+J10OCBSwyTnacsQOm6WLriC6sbJ7Hd3cPpWlKVGwaCsJWGm0R4r6Srvvrtsa6MMod+qRsiKcvEasEjczxcAN7si1m0ariWV5KL76d2y+J/TRCktnbsyPHfMKT7PqTu4lpMd5Fsdp4V8t9wt71guoc6d5i64+YZcBlegbFr36gzadXDFKuji5bFGPGFy3TkIC1MSbnl9KwqaLp6b/w7rL0UpigqTXy5fmLLOka2LTZvU8f1+5ru3ft+pp3xOii2R8nvd+z030a3rPKGgoG+RDHtpQ7PxvjWTZMr7x3bJchWS9stK616dIezquTNjUGzA+0Fa+7lM2d3BmseaAIITEC5J65PSXLgsUcpzDrZdIHKkD+XrW/QhQYKdopO0PbSttGsX3brO4p+YvB3JtU7y4F4R87pvWb+F3LpQmm1X5xQryrVUlC9SDlkzXD5lrc+0OJRrRdmyZ+aXQ5Tc97zC5Ffdb7ItNzthW96LWJLAQLYwEdjWilcQLacu4bp1SRNXfmeya6D8OM+OuI+zT1YZ/GNmkSeNXy7YHuNImi3aik9lxUFyDnj/s1/+WiBdmgXlWn9Ja7vSFkmGylhElPJcULImQbPEIWQ1pYlTHrfPz7eIJbiNuM6pe9jBG3LVQrGjooSmyi15hCktpmH3yQqQBweUZ0mVocgK9sQ8yI7LwHbrzl+NnVSOHQs+C8zAFRWmJEIXqzTxcvez29MEp4wYlRYmiJZTt0nrdGmmedrAcvPOkyZ03LQyWbLc0VQLz1nN7K+/gfS1W0kD3y9fngHgt5FvQW1tb3gDPY9Ll/DZt06Stvnb8xCqT5Y1ncd6C4lSUrq0PEPkHqBRnHqDPXl+4Ns/qdvcjpT88sYWkspRJK3vevpB2bSZPbe8WyKV06oquro9MR/zHhIpW7ay+XdClEIXrbxlSJoNDomK/zntt6Q8/ONnlSOVDj2VoJf0hThZssZkHmsolC6rMyd1lKzypMUxklw8f3bRzyNp3ZZP0nHTBl8aoTRFJyGyLNEkFyrPvknb/bZJiz+luY9JApUlRHldU58iAgu08jynytJX4hQiVxzHwxeDMlf9ogN6h8jkzCPLEsh7lS0rsGm0anmmiVFS/i3NaAXyTluhkSU2Ra2lpOOkkVukolvXHZIsgcRFjRQXKHdfS5kYVKicbv559t0WYCZcPwLbQ/m2ow5+2cqQVd886dOOnWTJJeWRNMjzWGshCygtthT6HjqWT0uDMbp1naeoW5YkSCHRSktLYHteirhQbtnKHCfPKud2kDdgXiaPLIspb/5J6YuIVJZQpllLfvpNdu4byjMLt4wxIF4xihYqyfIoKwJlY1CWdgpPUmDd36fTJNWpSAyraLwrr9WWFFeC8ALMEGmi4ltLbpqk+FGesqedu1qONNuI65w6zzDhv8QJdcCkaeEs189uSwpGdyoGVSRtmvCUsaDKnug87lYeS6iT8aM8AXBL1l1ASaLjC1OSSPnlSTtWqFyWYWd7LoGKllN3KGsNpFkfodhNVjC5wA32O8rRDtIsKP94aWKVditN6JhJpA26vLNueY9VhKRlDpAtVkl12vTe88ywJZF3kIXcuRgQrxA1mivDs9KF8AeqTRsKMONsg50CUGTwpHXadomVn2eejhuaJbTkrV8ZUSq7DKAIofOU143zyStKWYHuIvXyz1+R5S1BYkC8c5QKBOYgKU4TcvUg++prKRoI98tkacWd9ElbGpEmVCGKilLe9Gnbski6Ybvo7GWaBVWkXKELXd7+k+bKJaVJJD7PqfMkuSBFOkzIqkhykZLWO6U9tSDpmCGKrocqQpb1lLYkAcoPwqw4S94gcZF6J5U5dEFp5QbvLIsptI9PnkB3KK3vyuWON0F067qBdesstlO0Y1YqLXgcCrBbilpORWar0kibbcy6bSRtfVTalHuIvBZQUrqyU+pJZejkrTTttvZCbZzkIfiW0zAF+3106zpLnun/VgKpWdP0lrQga5Fype2bVI80KyG0T1pg378ROikml6eMadZRKF2ZIHkaWa5bKy6rn2+oXiHyDKCk2FKWSA3nzB+IllO3cKd7Q+6VX+hWZ32y3MAs2rWuJ5Qm6akAoZnHpDKkCRQk1zWprEVnKtshTO5+ec5V0WOUDWonkTfYHRKq0m5dXOfUWYq6b5vkD3qSkjZJoIpSNvaUNvBcsmYeffwFqWkClad8oW1JM11+vq3EnCDdQsobCM86fpF4UtpFIUuM3O1ZcadcRMup8yQNHl+EQrEov2N1u3JlhCktaJzHNenWCvGqktQGWS5rO9ZYpVlH/u9FRcluy+3aRXHqPO4Vo+iq66QFit2gE8HxkDWV5W7awepbS3msp25SRhySBCfJ6ix6nNA5KTJAssQoKU3ISip8XqI4dQc7uEKxp1BHDLl27ZzliySv37FtX2e7KLrxwST3ul0rxNtF1h0DSfu4ZIlSkdhTkcGpBOox5tQ5/GUElqzOnrdTdXIwFO3YedNXUVzThCUkUP5vefLpFUXaO82NyytGedLm6lcCjUqN5tapXHWSAsKu5ZQWe0qyrCC7sp0YKHkGchKhgZJVBz+e0ekT7FtPIdzfWhWopPp0S8TTBMn9XkSUkrYXaRslUB+6IWdql2sl9ukOlROn0MlP68ytdnZ/3yJk3aPn55u0RikvrcQkih4naz1VKE3IvYOd4uW3U6udMK1u7ezgSULkH6eV7f5v7uxsGkqEhv9fXLnYKLFPd6icOFnydOakGTvfsvJPftaMWF73LEl0yohUnuNk/ZZHgFoKuiYQEq2QVZh03spOWnRalJLyb5co5fktb9sohI2hkZypXaI45Sarw6VZTWXTlCHN4koKxrdqKeQJvmYFWVslyXpKEiiXPBeXsuR1d/PSjvVLadv935LSDBN+vpmPQqgP2P0rlRMnl9CVNctqKprGTecf198nKU1eC6lwkDOhPO4x8vxelKIxoDSBcsmygIuSVsd2ur1F1y9l7ZPnd5umSNs0qj2cC1O52oSskNCJy2s1wU5xKzvbFyJprVDWyvWigydvINZPW3ZqOo20OJ8vUJ0mqx2Lurpp++a1gspYSHnKk4ZCaAyY5VQmvL8NERkSkadF5Bvm+2EReUJETojIV0SkjCO8RdLyAtAnONQR/H38dKE8hwPp0vLM2i9vfn6+od/S6hKqm/tbaHsnKDI4k9oqL2ltm+f3pLZN2tdNV/Y3P/+0cpVBIWwwUviVhYjMi8i3ROR5EfmeiHzUbP/nIvJ9EfmuiPzfIjLl7PNJM/5fFJGfd7bfa7adEJFPZB27HX32o8ALwB7z/Y+AP1VKfVlE/i/gw8Bni2SY5Yb55JldCqVLC1yXnf4vS9HB6ZPHTeg0oUkMyDdJUYSsfcu6e3ksnCLi30o5i9LBmFMd+LhS6ikRmQSeFJHHgMeATyql6iLyR8Angd8RkaPAB4CfAg4AfyMif8fk9WfAzwGnge+IyMNKqeeTDtyS5SQiB4H/Bvic+S7Au4GvmiQPAb/cyjHyXlWzLBs/XZo1kpQuq0xFrauipJUzK02ITohsngGXp53SXkn5lWn/LAsqVOY0azX0e9Ix24l262qFX5n5KnVWKfWU+XwFbYjcrJT690opey16HDhoPt8HfFkpta6UegU4AbzdvE4opX6olNoAvmzSJtJqG/0L4LeBSfN9BlhyCn0auLlIhmmmehZpcZ485LXA8qS35QntQ8J+WZSxCLLao5MC1alZS5+y8Zu8Ewllgtl5jt9uOh1zEpFDwJ3AE95P/wj4ivl8M1qsLK4GnPK2vyPteKXbTkR+ETivlHpSRO4psf8DwAMAN5UthEfRGbSkgDkpafOmz1ueVqnKwEg6fp6Fp63ezxY6btF9y4hS0fw6yTWE9RwxpACzInLc+X5MKXXMTyQiu4G/Bj6mlLrsbP/H6NP8xTIHT6OVNnwX8Esi8j70o9X3AJ8GpkSkZqyng8BroZ1NAxwDOCqiWihHkKIzaO06ZtJAKzotXJZeC5JPqDxZSzeK5lckr7wzc0lp86brPlJ2KcGCUuru1JxFhtHC9EWl1Nec7b8O/CLwHqWUHcOvAfPO7q4GJG0PUjrmpJT6pFLqoFLqEDoA9h+UUv8Q+BbwKybZ/cDXyx6j3ZSNFSWlbyW+0e4O3Yk8O0XSjGSeV4gis3NJ+4b2KZOuV9ilBEVfWZg48ueBF5RSf+Jsvxcd0vklpdSKs8vDwAdEZFREDgO3Av8J+A5wq5nNH0FrxsNpx+5E2/4O8GUR+QPgaXTF2kqZQie5aJYyVlWnLbFukdei63Zd81pU3bSm8hyvHZSxsjsUc3oX8KvAsyLyjNn2u8Bn0A8GfkzrF48rpf4HpdT3ROQvgefR1fiIUqoBICK/ATyK/iuGB5VS30s7cFvaWSn1beDb5vMP0ZH5UuR5AFqR53tbsgLRZYLYWbETv4x53JluPRwPig+ArKdLtkq7xChPXu1cbtAuyjw22HKNG8rGnFJRSv0t+lF2Po+k7PPPgH8W2P5I2n4+fXvhLztQ0gLYkC4YScfKc49YHiur6PqfMkLWjriXm0fR9u9mfClPHnnyafcg6VTsMd6+UjHKWFGWvNP6aVaVm49bpqQ88uaTpwNnlasbFGn/dlhG7RSSdolbXjo5ITKIt69UUpyKPOQfyv3zRlr6LNfPp8gygSzrKM1Ka3XVeqcGRx6BaudapDz75c2j1byTKNPWrVxkojj1gLSH1yfRijUF+S0qS5F1O3ndyiKLPu1+acft9DKGVtvcp9VgdCur8VupR9F2bpfVqxDWB+yP6yonTkmdPOuxJaF8fDplUfmUtbDy3vdXpCxVph3riFq9JajIsVy6ZRnlfkxvtJyqRVGrqtXZprJiZcmKO4UsoyJxpbzuXVUpIkztFqUsyl4MujlpEcWpCxS1etphVWUdo2j6vEF2SH+YXtqx83bibllZ7Xbtitwu0i5aaauiQtTO8xKfhNlDiga9y8aq8uSdhyJWVsji8cWn360in9AK7LTfQ2mqQpHz0qkLhX6eU4w5VYK8YhX677Sieafln5c8i0CLClQR66lbtNt6qhrdFqIif3AQ3boOk2eFeIi8CwOLLlNw82+XRdXtB9lVnX6wmvKel3b+cUYRojh1iaJ/NOnTKauq1fVU7n55BaqK1lEaeYSlkp3Ooxti1O4LUYw59ZiiwW8oblV1Y/avrOiUsa76TeB6Raddtk5axde4IcacqkgRCyiPUHXaoirasdPEJQpPeTo9u9ZtFz26dX1AXnHJa/mUtags7V44mWY99TJu1cnOVDYWGcqnCFUXJEtcStCnZIlLmRhVmSUKnSLPsoNeWVitPH/bp6hAlRWKfhEkF1X+SZiVZbBqk0FeccljUZUVqiyq0NHbRSdm2DrVPlUTpKKPpbH/WzdIVFKc8qyObpU84lJmeUJaflm0s8N303rKez5asZraTTdvR8lDO85LjDl1mDwnKS1NmQrliSkVuZKlxYOKpE8jz5KDXrp3vV6X5FMlMepE+8eYUx/QylMa8wa+y653andHb0WgCKQtSt6bcnvRyXq1GDKNzj9sbrCG82DVxqNdItKtxZntIK9A2bQE0mfln0Qrf6/kkncWtZ2DvZMxpG5YqjHm1OeUXTTZ6pM5yxwzKz9LXtctzx84lKVT/1LSyUHdjYmHbs6ORrduQGjF0imzQj10zCTKWDNFXLc8zzIvctwQVXkGE3R/9rOXC2KjWzeAtHpTbzuXFZTt3GWenFnk8cKh9D5VEKVeLcXo9Sr9eOPvANOuuFGrNy23SpZIWfKIVRbdfHxuEt0So16LTxYx5nQd0cqsXxKdWrgZoujfWbm0UvdBEqWqC5JLjDldp3RiUWi7Fm5mkZVv0QB5L9cv9dv0fjeJSwkiQdphZZV5rHA76NTx2r0MoF3CNChiFCLGnCKptLp6vahI9esJLLJSvZd/HNAvXOMG1mPMqbMM8vOJiswKtusRIf1OFKb8RLcu0hJF79Frp0B1W+xadcW69dzuQSAuJegSg2w9ueSxpFoVqF5aX608+C4KUzGiOHWR60mgIPuRLGVEJs8+7egARW+vySIKU3EUwvqAPUP8hlZ2FpEpEfmqiHxfRF4QkZ8WkWkReUxEXjLvN5bNv7LK2QfkWc3dz+0bhWk71nIq+qoyLYkT8Gng3yml3gS8FXgB+ATwTaXUrcA3zfdIBnXSB1ySNVFmkLZblMoIXVK5B+lJoN0mipNBRPYC/yXweQCl1IZSagm4D3jIJHsI+OVWCtjPV/d2U0SgBnmQR6tpJ4NoObUy9g8DPwb+lYi8FXgS+Cgwp5Q6a9K8Dsy1VsTrJ/7UbpJiVe3+y/CiVlC0mvKT9zzFmNN2asDbgM8qpe4ElvFcOKWUAlRoZxF5QESOi8jxizkPdj2QJcLtdO96QRSmztApy0lE5kXkWyLyvIh8T0Q+arYHY8ui+YyInBCR74rI25y87jfpXxKR+7OO3Yo4nQZOK6WeMN+/iharcyKy3xRmP3A+tLNS6phS6m6l1N15I+b9HsRtF0Xdu1D6OtlxrjTS9k87ZogoTDsp09c75NbVgY8rpY4C7wQ+IiJHSY4t/wJwq3k9AHwWtJgBnwLeAbwd+FTWZFlpcVJKvQ6cEpHbzKb3AM8DDwNWFe8Hvl72GJHilBGAvCKVJWhZQhjJR5kLsH0qQdFXZr5KnVVKPWU+X0FPet1Mcmz5PuALSvM4MGWMlJ8HHlNKXVBKXQQeA+5NO3arhsj/BHxRREaAHwIfQgveX4rIh4FXgfe3eIwdtPsfdPuRtHvwktZOZT2ypUx7Zole2X3TGLTz3w5vQD/PqbMxJxE5BNwJPEFybPlm4JSz22mzLWl7Ii21i1LqGeDuwE/vaSXfvMRAefoCzbTAdyvPlsoSlU6Jkk+/n/92hihaWCE+KyLHne/HlFLH/EQishv4a+BjSqnLItI8tlJKRIKx5Vbo+xBOv3dQl3Y8fdMXmjx/ttCqWHTq6QJ5cOtS9X7QycGmEBrXSonTglIqZGBsISLDaGH6olLqa2bzORHZr5Q668WWXwPmnd0Pmm2vAfd427+ddtxWF2FWgn5X2HYG+vMIQDuD4XnySIpFtZsq94OOl01BvT5U+JWFaBPp88ALSqk/cX5Kii0/DPyambV7J3DJuH+PAu8VkRtNIPy9ZlsiVT6fhahqHKIXDVzkH2L65b/f8lIlS7qb5/7atRvYWOtIzOldwK8Cz4rIM2bb7wJ/SDi2/AjwPuAEsIKOQ6OUuiAivw98x6T7PaXUhbQDD4w4WarQOavYqGX/0ipvXlXiuuwDCho5LKHC2Sr1t4Ak/LwjtmzWNn4kIa8HgQfzHruK46hl2v1Ptpak/Pq1EasuMv1GL/uBUkJ9s9q3oxSlX8dVLvJeQfM2wkA3VqQlet83hGuN3peinQxWbQJUNRbVafqhvp3sfN0675UZQNcE1uIzxPuSJCtqUBqgH8TIp903IHeTypVbAfWk0FB/Urk27iSDWNl+FCWXTgtU3rzb6f73jH7vDB6Vb+9IpBskuYF9M0AUUZwi1wfd+kfiqtG3A+IasNrrQrSXvj0XkfaTtrSglXvxIl1AAY1eF6K9RHGKFCIKU4WJbl1kUMn6G6coTBUmxpwig04vBKiflxRUhmvAWq8L0V5in4hUgihQLRItp0iVGLC+mOvfjyMpDFiHiP2gTxmwfriNgVgQ2W0UA3cndzzHkb4kuoEe14D1XheivcTz20cMsrUUaZEYc4p0igHrV5FuE8Up0m4GrD9FesmAdaYoTj1kwPpSpJfEdU6RSKSSxNm6SCRSSeKNv5FIpLIMWJwgilMkMgjEmFMkEqkkMeYUiVSHuErcIcacInkYMNe/0kSBchiwjhfPa6TviQJFfIZ4JBKpKAPo1t3Qys4i8lsi8j0ReU5EviQiYyJyWESeEJETIvIVERmsvyHNQVT8SNex99YVfVWY0uIkIjcDvwncrZS6HRgCPgD8EfCnSqkjwEXgw+0oaL8RBap7xLY2RHHaRg3YJSI1YBw4C7wb+Kr5/SHgl1s8Rt8SB03niW1ssOucir4qTOlzq5R6TUT+GPgROhT374EngSWllNXk08DNLZeyj0n6J9nITqLQtMAAPjKlFbfuRuA+4DBwAJgA7i2w/wMiclxEjl8sW4g+Ig68ZGrE9mmZAYw5tdInfhZ4RSn1YwAR+RrwLmBKRGrGejoIvBbaWSl1DDgGcFREtVCOvsFt7Kx+kXViKt6vUhlUIerpkoYBXCHeSszpR8A7RWRcRAR4D/A88C3gV0ya+4Gvt1bEwaTVTtyv1kY/ljkN3wjp2UVDoZ8hXvRVYVqJOT0hIl8FnkKfk6fRltD/A3xZRP7AbPt8Owo6iLRjoIbyqJJVNYhilEZPLacqnfg20FJbKqU+BXzK2/xD4O2t5BtpjaoE4a83Yeop0a2L9BO1wGsQjtVt8sSOe15nu0K86CsDEXlQRM6LyHPOtjtE5HERecZMar3dbBcR+YxZgP1dEXmbs8/9IvKSed2fp0pRnK4z2j2Iej4oO0zf/MGnolPrnP6cnbPw/zvwT5VSdwD/i/kO8AvAreb1APBZABGZRntY70B7VZ8ys/2pVKJdI92nSKzqeuwklY0tJdEht04p9R9F5FDgaHvM573AGfP5PuALSikFPC4iUyKyH7gHeEwpdQFARB5DC96X0o5duTbuBnljB9db41xv9U0irX9Uto26e+Pvx4BHzSLsG4D/wmy/GTjlpLOLsJO2p3JdunV5XZE+Wq8WaSOh+Fnl3dfyizBn7WJo83ogx9H+R+C3lFLzwG/RoRn5Srd31bACFRstUjkUZZ/ntKCUurvgPvcDHzWf/wr4nPn8GjDvpLOLsF9Du3bu9m9nHeS6tJwsZa+K0ZKKVI4OzdYlcAb4r8zndwMvmc8PA79mZu3eCVxSSp0FHgXeKyI3mkD4e822VKIR4FCjmOhESypSGTq0CFNEvoS2emZF5DR61u2/Bz5tnkayhp6ZA3gEeB9wAlgBPgSglLogIr8PfMek+z0bHE8jjiuP2CCRvqRD4qSU+mDCT3cF0irgIwn5PAg8WOTYcSxGIoOAXec0QERxikQGhQF7tsd1HRCPRCLVJYpTJBKpJNGti0QGgsF7LEEUp0hkIBi8BzpFcYpEBoJoOUUikUoSLadIJFJJrqEXZQ8OUZwikYEhWk6RSKRyxJhTJBKpJDHm1Be08xQNZANFtlGkv1S3P1yj7AOdqkp127oi9M0D7iO5GCzbwiW6dZEAffnM6QFmcAUojejW9QVV+VNJ0GUYyEauKJ0659U/h9Fy6iuqJFKRztOO89y/AyLGnPoSt5LdFKrronErRGzvwboMX3fn87qrcAJ996eRkQyiWxfpY8r8eUNRYofqFVGcIn1IN439uPSiV8SYU6QP8U9yjLsNInEpQWQAiCd9EBk8ty7zGeIi8qCInBeR55xt0yLymIi8ZN5vNNtFRD4jIidE5Lsi8rZOFj4SiVis5VT0VV3y/MHBnwP3ets+AXxTKXUr8E3zHeAXgFvN6wHgs+0pZiQSScfGnIq+qkumOCml/iPg/3XwfcBD5vNDwC8727+gNI8DUyKyv01ljUQiiVi3ruirupQNP8wppc6az68Dc+bzzcApJ91ps+0sKYzfdRd3HT9esiiRSCQGxAMopZSIFP6vURF5AO36Aay7Ma2KMgss9LoQGcQytod+KONt27+efRT+19kS+VS2nmXF6ZyI7FdKnTVu23mz/TVg3kl30GzbgVLqGHAMQESOK6XuLlmWrhDL2B5iGduDiGxzNZRSfly47yn7j78PA/ebz/cDX3e2/5qZtXsncMlx/yKRSCQ3mZaTiHwJuAeYFZHTwKeAPwT+UkQ+DLwKvN8kfwR4H3AC/VcQH+pAmSORyHVApjgppT6Y8NN7AmkV8JES5ThWYp9uE8vYHmIZ20M/lLElROtJJBKJVIuyMadIJBLpKD0XJxG5V0ReNLe8fCJ7j46XZ15EviUiz4vI90Tko2Z78JadHpd1SESeFpFvmO+HReQJ05ZfEZGRHpdvSkS+KiLfF5EXROSnq9aOIvJb5jw/JyJfEpGxKrRjvG2sx+IkIkPAn6FvezkKfFBEjvayTOiVbB9XSh0F3gl8xJQp6ZadXvJR4AXn+x8Bf6qUOgJcBD7ck1I1+TTw75RSbwLeii5rZdpRRG4GfhO4Wyl1OzAEfIBqtOOfc73fNqaU6tkL+GngUef7J4FP9rJMgTJ+Hfg54EVgv9m2H3ixx+U6iO6g7wa+AQh6QV0t1LY9KN9e4BVMXNPZXpl2pHlHwzR6cugbwM9XpR2BQ8BzWW0H/Evgg6F0/fzqtVuXdLtLJRCRQ8CdwBMk37LTK/4F8NvoOz4BZoAlpZS9h6HXbXkY+DHwr4zr+TkRmaBC7aiUeg34Y+BH6FusLgFPUq12dCl621hf02txqiwishv4a+BjSqnL7m9KX556Ns0pIr8InFdKPdmrMuSgBrwN+KxS6k5gGc+Fq0A73oi+Wf0wcACYYKcrVUl63XbdoNfilPt2l24iIsNoYfqiUuprZvM5+4QF75adXvAu4JdE5CTwZbRr92n0UyDs2rVet+Vp4LRS6gnz/atosapSO/4s8IpS6sdKqU3ga+i2rVI7uiS1XSXHUav0Wpy+A9xqZkdG0MHIh3tZIBER4PPAC0qpP3F+Srplp+sopT6plDqolDqEbrP/oJT6h8C3gF8xyXpdxteBUyJib1B9D/A8FWpHtDv3ThEZN+fdlrEy7ehxfd021uugF/p2lx8ALwP/uALl+Rm0ufxd4Bnzeh86pvNN4CXgb4DpXpfVlPce4Bvm8xuB/4S+feivgNEel+0O4Lhpy38L3Fi1dgT+KfB94DngL4DRKrQj8CV0HGwTbYV+OKnt0JMhf2bG0LPo2cee981WX3GFeCQSqSS9dusikUgkSBSnSCRSSaI4RSKRShLFKRKJVJIoTpFIpJJEcYpEIpUkilMkEqkkUZwikUgl+f8Bs0xzV3b0cu8AAAAASUVORK5CYII=", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -566,51 +896,189 @@ "Parameter number 1 to 1\n", "2500.0 2500.0\n", " for f= 25: rms is: 53.33898162841797 with rms_reg: 0, and rms_data: 53.33898162841797, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.9531749345433 2500.0219862588006\n", - " for f= 25: rms is: 53.33592987060547 with rms_reg: 0, and rms_data: 53.33592987060547, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.765874672716 2500.1099312940023\n", - " for f= 25: rms is: 53.32371520996094 with rms_reg: 0, and rms_data: 53.32371520996094, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.016673625407 2500.4617114348093\n", - " for f= 25: rms is: 53.2749137878418 with rms_reg: 0, and rms_data: 53.2749137878418, rms_mp: 0.0, rms_model_relation: 0\n", - "2496.01986943617 2501.8688319980374\n", - " for f= 25: rms is: 53.08013153076172 with rms_reg: 0, and rms_data: 53.08013153076172, rms_mp: 0.0, rms_model_relation: 0\n", - "2484.032652679224 2507.4973142509502\n", - " for f= 25: rms is: 52.307701110839844 with rms_reg: 0, and rms_data: 52.307701110839844, rms_mp: 0.0, rms_model_relation: 0\n", - "2436.08378565144 2530.0112432626015\n", - " for f= 25: rms is: 49.3326416015625 with rms_reg: 0, and rms_data: 49.3326416015625, rms_mp: 0.0, rms_model_relation: 0\n", - "1575.2555757851908 2790.7892340824924\n", - " for f= 25: rms is: 45.29994201660156 with rms_reg: 0, and rms_data: 45.29994201660156, rms_mp: 0.0, rms_model_relation: 0\n", - "2039.2325173436286 2650.455997448621\n", - " for f= 25: rms is: 33.451805114746094 with rms_reg: 0, and rms_data: 33.451805114746094, rms_mp: 0.0, rms_model_relation: 0\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 5.33390D+01 |proj g|= 9.75556D-08\n", + "\n", + "\n", + "ITERATION 1\n", + "\n", + "---------------- CAUCHY entered-------------------\n", + " There are 0 breakpoints \n", + "\n", + " GCP found in this segment\n", + "Piece 1 --f1, f2 at start point -4.3619D-12 4.3619D-12\n", + "Distance to the stationary point = 1.0000D+00\n", + "\n", + "---------------- exit CAUCHY----------------------\n", + "\n", + " 10000 variables are free at GCP 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2499.953289638838 2500.0219632999147\n", + " for f= 25: rms is: 53.3359260559082 with rms_reg: 0, and rms_data: 53.3359260559082, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.7664481941915 2500.1098164995724\n", + " for f= 25: rms is: 53.32379150390625 with rms_reg: 0, and rms_data: 53.32379150390625, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.019082415604 2500.4612292982033\n", + " for f= 25: rms is: 53.27518081665039 with rms_reg: 0, and rms_data: 53.27518081665039, rms_mp: 0.0, rms_model_relation: 0\n", + "2496.0296193012537 2501.866880492727\n", + " for f= 25: rms is: 53.081199645996094 with rms_reg: 0, and rms_data: 53.081199645996094, rms_mp: 0.0, rms_model_relation: 0\n", + "2484.0717668438533 2507.489485270822\n", + " for f= 25: rms is: 52.31187438964844 with rms_reg: 0, and rms_data: 52.31187438964844, rms_mp: 0.0, rms_model_relation: 0\n", + "2436.240357014252 2529.979904383203\n", + " for f= 25: rms is: 49.34898376464844 with rms_reg: 0, and rms_data: 49.34898376464844, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 5 times; norm of step = 1365.0000000000007 \n", + "\n", + "At iterate 1 f= 4.93490D+01 |proj g|= 9.14875D-08\n", + "\n", + "\n", + "ITERATION 2\n", + "\n", + "----------------SUBSM entered-----------------\n", + "\n", + "\n", + "----------------exit SUBSM --------------------\n", + "\n", + "1605.6217477772661 2786.426320217828\n", + " for f= 25: rms is: 42.57868957519531 with rms_reg: 0, and rms_data: 42.57868957519531, rms_mp: 0.0, rms_model_relation: 0\n", + "2028.946371721134 2655.9018161188815\n", + " for f= 25: rms is: 33.32771301269531 with rms_reg: 0, and rms_data: 33.32771301269531, rms_mp: 0.0, rms_model_relation: 0\n", "Parameter number 1 to 1\n", - "2039.2325173436286 2650.455997448621\n", - " for f= 45: rms is: 733.6991577148438 with rms_reg: 0, and rms_data: 733.6991577148438, rms_mp: 0.0, rms_model_relation: 0\n", - "2039.2474087373027 2650.4506926653844\n", - " for f= 45: rms is: 733.6390380859375 with rms_reg: 0, and rms_data: 733.6390380859375, rms_mp: 0.0, rms_model_relation: 0\n", - "2039.3069743119993 2650.4294735324384\n", - " for f= 45: rms is: 733.3975830078125 with rms_reg: 0, and rms_data: 733.3975830078125, rms_mp: 0.0, rms_model_relation: 0\n", - "2039.5452366107854 2650.3445970006533\n", - " for f= 45: rms is: 732.434814453125 with rms_reg: 0, and rms_data: 732.434814453125, rms_mp: 0.0, rms_model_relation: 0\n", - "2040.4982858059302 2650.0050908735134\n", - " for f= 45: rms is: 728.610595703125 with rms_reg: 0, and rms_data: 728.610595703125, rms_mp: 0.0, rms_model_relation: 0\n", - "2044.3104825865094 2648.6470663649543\n", - " for f= 45: rms is: 713.752685546875 with rms_reg: 0, and rms_data: 713.752685546875, rms_mp: 0.0, rms_model_relation: 0\n", - "2045.897154954177 2645.8105493510343\n", - " for f= 45: rms is: 661.1893310546875 with rms_reg: 0, and rms_data: 661.1893310546875, rms_mp: 0.0, rms_model_relation: 0\n", - "1680.212618275934 2637.133597705361\n", - " for f= 45: rms is: 476.07391357421875 with rms_reg: 0, and rms_data: 476.07391357421875, rms_mp: 0.0, rms_model_relation: 0\n" + " LINE SEARCH 1 times; norm of step = 7520.7127456134840 \n", + "\n", + "At iterate 2 f= 3.33277D+01 |proj g|= 6.79435D-08\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 2 9 1 0 0 6.794D-08 3.333D+01\n", + " F = 33.327713012695312 \n", + "\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n", + "2028.946371721134 2655.9018161188815\n", + " for f= 45: rms is: 731.5890502929688 with rms_reg: 0, and rms_data: 731.5890502929688, rms_mp: 0.0, rms_model_relation: 0\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 7.31589D+02 |proj g|= 2.27330D-06\n", + "\n", + "\n", + "ITERATION 1\n", + "\n", + "---------------- CAUCHY entered-------------------\n", + " There are 0 breakpoints \n", + "\n", + " GCP found in this segment\n", + "Piece 1 --f1, f2 at start point -1.5411D-09 1.5411D-09\n", + "Distance to the stationary point = 1.0000D+00\n", + "\n", + "---------------- exit CAUCHY----------------------\n", + "\n", + " 10000 variables are free at GCP 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2028.966106589278 2655.897732314121\n", + " for f= 45: rms is: 731.529052734375 with rms_reg: 0, and rms_data: 731.529052734375, rms_mp: 0.0, rms_model_relation: 0\n", + "2029.045046061854 2655.881397095081\n", + " for f= 45: rms is: 731.2896118164062 with rms_reg: 0, and rms_data: 731.2896118164062, rms_mp: 0.0, rms_model_relation: 0\n", + "2029.3608039521582 2655.8160562189187\n", + " for f= 45: rms is: 730.333251953125 with rms_reg: 0, and rms_data: 730.333251953125, rms_mp: 0.0, rms_model_relation: 0\n", + "2030.623835513375 2655.5546927142705\n", + " for f= 45: rms is: 726.5352783203125 with rms_reg: 0, and rms_data: 726.5352783203125, rms_mp: 0.0, rms_model_relation: 0\n", + "2035.6759617582422 2654.509238695677\n", + " for f= 45: rms is: 711.7901611328125 with rms_reg: 0, and rms_data: 711.7901611328125, rms_mp: 0.0, rms_model_relation: 0\n", + "2035.844003000915 2653.012641597949\n", + " for f= 45: rms is: 659.8028564453125 with rms_reg: 0, and rms_data: 659.8028564453125, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 5 times; norm of step = 1365.0000000000002 \n", + "\n", + "At iterate 1 f= 6.59803D+02 |proj g|= 1.78325D-06\n", + "\n", + "\n", + "ITERATION 2\n", + "\n", + "----------------SUBSM entered-----------------\n", + "\n", + "\n", + "----------------exit SUBSM --------------------\n", + "\n", + "1694.01053605617 2643.742929766418\n", + " for f= 45: rms is: 479.50274658203125 with rms_reg: 0, and rms_data: 479.50274658203125, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 0 times; norm of step = 6021.8522303509326 \n", + "\n", + "At iterate 2 f= 4.79503D+02 |proj g|= 1.84172D-06\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 2 8 1 0 0 1.842D-06 4.795D+02\n", + " F = 479.50274658203125 \n", + "\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -644,7 +1112,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "general_env", "language": "python", "name": "python3" }, @@ -658,12 +1126,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.12" - }, - "vscode": { - "interpreter": { - "hash": "0f81fc2e4a358d2a0e372de0a65782557c8127804cea09d304df813e671e8a74" - } + "version": "3.11.6" } }, "nbformat": 4, diff --git a/example/gradient_example.ipynb b/example/gradient_example.ipynb index d9fe22b..6fefc62 100644 --- a/example/gradient_example.ipynb +++ b/example/gradient_example.ipynb @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -92,12 +92,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -140,7 +140,6 @@ " 'npml': 20, # Number of PML \n", " 'pmlR': 1e-5, # Coefficient for PML (No need to change)\n", " 'pml_dir': 2, # type of boundary layer\n", - " 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", "}\n", "\n", "seisout = 0 # Type of output 0: Pressure\n", @@ -158,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -184,12 +183,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Create the wave object\n", - "W = wave.WavePropagator(inpa, src, rec_loc, model_shape, components=seisout, chpr=20)\n", + "W = wave.WavePropagator(inpa, src, rec_loc, \n", + " model_shape, components=seisout, chpr=20)\n", "\n", "# Call the forward modelling \n", "d_obs = W.forward_modeling(model, show=False) # show=True can show the propagation of the wave" @@ -206,12 +206,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -261,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -300,12 +300,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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6vR4lR48gNDS0vYdDRD6sT99+0t8cp9MJnU4H4D9/h6rSn4Gua5Di73FdqoPxocUe39EW58+fh8FgQH5+PsaNGwcAGD16NH7zm99g5cqVLX7m5MmTiImJwaFDhzBixAgAQHZ2Nu666y787//+LyIjI7Fx40Y89dRTcDgcCAwMBAAsXLgQu3btwqlTp1o1Ns5oiIiU8PNTr+CHALu61NfXt2oYTqcTABAeHg4AqK6uRlFREQwGA8aMGQOj0Yhf//rXKCgokD5TWFiIsLAwKWQAID4+Hn5+figqKpLajBs3TgoZAEhMTERZWRn+/e9/t+5X1KpWRETUMpWXzqKioqDX66WSlpYmOwS3243U1FSMHTsWsbGxAICzZ88CAJ5++mk89thjyM7OxrBhwzB+/Hh8+eWXAACHwwGDweDRV0BAAMLDw+FwOKQ2RqPRo03zz81t5HDXGRFRB1JZWemxdKbVamU/Y7VaUVpa6jFbcbvdAIDHH38cDz/8MABg6NChyM3NxZtvvtmqAFMLg4aISAmV30ej0+nadI3GZrNJF/F79uwp1UdERAAAYmJiPNoPHDgQFRUVAACTyYTq6mqP41euXMGFCxdgMpmkNlVVVR5tmn9ubiOHS2dEREpoNCotnbUtrIQQsNlsyMzMRF5eHsxms8fx3r17IzIy8potz6dPn0avXr0AABaLBTU1NSguLpaO5+Xlwe12Y9SoUVKbffv2obGxUWpjt9vxP//zP7jppptaNVYGDRGREs1Pb1ajtIHVasXbb7+Nbdu2ITQ0FA6HAw6HQ7pHRqPRYN68eVi3bh3eeecdnDlzBkuWLMGpU6cwc+ZMAD/MbiZMmIDHHnsMBw8exGeffQabzYapU6ciMjISAPDAAw8gMDAQM2fOxIkTJ5CRkYG//e1vmDt3bqvHyqUzIiIlrtoxprifNti4cSMAIC4uzqN+8+bNeOihhwAAqampqKurw5w5c3DhwgUMHjwYdrsdffv2ldpv3boVNpsN48ePh5+fHyZPnox169ZJx/V6PT766CNYrVYMHz4cPXr0wNKlSz3utZHD+2iIiH6G7H00O16Crmuw4u9xXboM431zr/s+mo6MMxoiIiX49GZZDBoiIiU0Ki2dMWiIiKhFfJWzLAYNEZESXDqT5btnRkREHQJnNERESnDpTBaDhohIiXa6j6YzYdAQESkgNBoIFWYjavTRUTFoiIiUaH7WmRr9+CgGDRGREtx1JotBQ0SkAJfO5DFoiIiU4IxGFoOGiEgJbm+WxaAhIlKC25tl+e6ZERFRh8AZDRGRAtwMII9BQ0SkBDcDyGLQEBEpIDR+ECqEhBp9dFReP7Pnn38eGo0GqampUl1dXR2sViu6d++OkJAQTJ48GVVVVd4eChGR+pp3nalRfJRXg+bQoUP4+9//jltvvdWjfs6cOfjggw+wc+dO5Ofn49tvv8U999zjzaEQEXmFgJ80q1FUfHhvltfO7OLFi0hJScFrr72Gm266Sap3Op1444038NJLL+HOO+/E8OHDsXnzZuzfvx8HDhzw1nCIiLyDMxpZXgsaq9WKpKQkxMfHe9QXFxejsbHRo37AgAGIjo5GYWFhi33V19fD5XJ5FCKiDqH5oZqKi+8GjVc2A2zfvh1HjhzBoUOHrjnmcDgQGBiIsLAwj3qj0QiHw9Fif2lpaVi+fLk3hkpEpAi3N8tTfUZTWVmJJ598Elu3bkVQUJAqfS5atAhOp1MqlZWVqvRLRKSYKrMZlbZId1Cqn1lxcTGqq6sxbNgwBAQEICAgAPn5+Vi3bh0CAgJgNBrR0NCAmpoaj89VVVXBZDK12KdWq4VOp/MoRETUOai+dDZ+/HgcP37co+7hhx/GgAEDsGDBAkRFRaFLly7Izc3F5MmTAQBlZWWoqKiAxWJRezhERF4loIGACktnKvTRUakeNKGhoYiNjfWo69atG7p37y7Vz5w5E3PnzkV4eDh0Oh2eeOIJWCwWjB49Wu3hEBF5FW/YlNcuTwZYs2YN/Pz8MHnyZNTX1yMxMREbNmxoj6EQESnDR9DIuiFBs3fvXo+fg4KCsH79eqxfv/5GfD0Rkddw15k8PuuMiEgBLp3JY9AQESnBN2zKYtAQESmh0oyG12iIiKhF3N4sj0FDRKQAr9HI890zIyKiDoEzGiIiJTRQaTOA8i46KgYNEZECAuq8tMyXX3zGoCEiUoA3bMpj0BARKcDNAPIYNERECnB7szwGDRGRApzRyGPQEBEpwGs08hg0REQKcOlMHoOGiEgBLp3J890zIyKiDoEzGiIiBbh0Jo8zGiIiBQT8pOUzRaWNf47T0tIwcuRIhIaGwmAwIDk5GWVlZR5t4uLioNFoPMrs2bM92lRUVCApKQldu3aFwWDAvHnzcOXKFY82e/fuxbBhw6DVatGvXz+kp6e3aawMGiIiBZpnNGqUtsjPz4fVasWBAwdgt9vR2NiIhIQE1NbWerR77LHHcO7cOamsWrVKOtbU1ISkpCQ0NDRg//792LJlC9LT07F06VKpTXl5OZKSknDHHXegpKQEqampePTRR5GTk9PqsXLpjIhIgR+2N6uxGaBtQZOdne3xc3p6OgwGA4qLizFu3DipvmvXrjCZTC328dFHH+GLL77Axx9/DKPRiCFDhmDlypVYsGABnn76aQQGBmLTpk0wm81YvXo1AGDgwIEoKCjAmjVrkJiY2KqxckZDRKSA2jMal8vlUerr61s1DqfTCQAIDw/3qN+6dSt69OiB2NhYLFq0CJcuXZKOFRYWYtCgQTAajVJdYmIiXC4XTpw4IbWJj4/36DMxMRGFhYWt/h1xRkNEpIDaN2xGRUV51C9btgxPP/30z37W7XYjNTUVY8eORWxsrFT/wAMPoFevXoiMjMTnn3+OBQsWoKysDO+++y4AwOFweIQMAOlnh8Pxs21cLhcuX76M4OBg2XNj0BARKSCEBkKoEDT/30dlZSV0Op1Ur9VqZT9rtVpRWlqKgoICj/pZs2ZJ/x40aBAiIiIwfvx4fPXVV+jbt6/iMbcWl86IiBTxk95Jo6Q0/znW6XQeRS5obDYbsrKy8Mknn6Bnz54/23bUqFEAgDNnzgAATCYTqqqqPNo0/9x8Xeen2uh0ulbNZgAGDRGRIu2160wIAZvNhszMTOTl5cFsNst+pqSkBAAQEREBALBYLDh+/Diqq6ulNna7HTqdDjExMVKb3Nxcj37sdjssFkurx8qgISLqhKxWK95++21s27YNoaGhcDgccDgcuHz5MgDgq6++wsqVK1FcXIyvv/4a77//PqZPn45x48bh1ltvBQAkJCQgJiYGDz74II4dO4acnBwsXrwYVqtVmknNnj0bZ8+exfz583Hq1Cls2LABO3bswJw5c1o9VgYNEZEC7TWj2bhxI5xOJ+Li4hARESGVjIwMAEBgYCA+/vhjJCQkYMCAAfjzn/+MyZMn44MPPpD68Pf3R1ZWFvz9/WGxWDBt2jRMnz4dK1askNqYzWbs3r0bdrsdgwcPxurVq/H666+3emszwM0ARESKtNcjaIQQP3s8KioK+fn5sv306tULH3744c+2iYuLw9GjR9s0vqsxaIiIFOCzzuQxaIiIFFB7e7MvYtAQESnAGY08Bg0RkQIMGnkMGiIiBRg08hg0REQKCKh0jYZBQ0RELXFDA7cKIaFGHx0Vb9gkIiKv4oyGiEgBXqORx6AhIlKA99HIY9AQESkgoM5s5OcfKNO5MWiIiBTgjEYeg4aISAFeo5HHoCEiUoAzGnkMGiIiBQQAt0r9+CoGDRGRApzRyGPQEBEpwGs08rzyZIBvvvkG06ZNQ/fu3REcHIxBgwbh8OHD0nEhBJYuXYqIiAgEBwcjPj4eX375pTeGQkRE7Uz1oPn3v/+NsWPHokuXLtizZw+++OILrF69GjfddJPUZtWqVVi3bh02bdqEoqIidOvWDYmJiairq1N7OEREXtW8dKZG8VWqL5298MILiIqKwubNm6U6s9ks/VsIgbVr12Lx4sWYNGkSAOCtt96C0WjErl27MHXqVLWHRETkNVw6k6f6jOb999/HiBEjcO+998JgMGDo0KF47bXXpOPl5eVwOByIj4+X6vR6PUaNGoXCwkK1h0NE5FVuoV7xVaoHzdmzZ7Fx40b0798fOTk5+MMf/oA//elP2LJlCwDA4XAAAIxGo8fnjEajdOzH6uvr4XK5PAoRUUfQPKNRo/gq1ZfO3G43RowYgeeeew4AMHToUJSWlmLTpk2YMWPGdfWZlpaG5cuXqzlMIiJVcHuzPNVnNBEREYiJifGoGzhwICoqKgAAJpMJAFBVVeXRpqqqSjr2Y4sWLYLT6ZRKZWWl2sMmIrouQqhXfJXqQTN27FiUlZV51J0+fRq9evUC8MPGAJPJhNzcXOm4y+VCUVERLBZLi31qtVrodDqPQkTUETS/YVON4qtUXzqbM2cOxowZg+eeew733XcfDh48iFdffRWvvvoqAECj0SA1NRXPPPMM+vfvD7PZjCVLliAyMhLJyclqD4eIyKu4dCZP9aAZOXIkMjMzsWjRIqxYsQJmsxlr165FSkqK1Gb+/Pmora3FrFmzUFNTg9tvvx3Z2dkICgpSezhERF6l1rKXLy+daYTofKfncrmg1+tRcvQIQkND23s4ROTD+vTtJ/3NcTqd0tJ9c11mQTW6hShfzq+96MLvbzd4fIev4LPOiIgU4A2b8hg0REQKqHWzpS/fsMmgISJSQq3nlHEzABERtYSbAeQxaIiIFFDrHhjeR0NERC3ijEYeg4aISAHesCmPQUNEpAB3nclj0BARKcClM3mqP1STiIjoapzREBEpwCcDyGPQEBEp4IZK12iUd9FhMWiIiBTgNRp5DBoiIgUYNPIYNERECriFBm4V7oFRo4+OikFDRKQAZzTyGDRERAowaOQxaIiIFBAqPRnAl4OGN2wSESnQ/KwzNUpbpKWlYeTIkQgNDYXBYEBycjLKysp+YowCEydOhEajwa5duzyOVVRUICkpCV27doXBYMC8efNw5coVjzZ79+7FsGHDoNVq0a9fP6Snp7dprAwaIqJOKD8/H1arFQcOHIDdbkdjYyMSEhJQW1t7Tdu1a9dCo7k2yJqampCUlISGhgbs378fW7ZsQXp6OpYuXSq1KS8vR1JSEu644w6UlJQgNTUVjz76KHJyclo9Vi6dEREp0F7XaLKzsz1+Tk9Ph8FgQHFxMcaNGyfVl5SUYPXq1Th8+DAiIiI8PvPRRx/hiy++wMcffwyj0YghQ4Zg5cqVWLBgAZ5++mkEBgZi06ZNMJvNWL16NQBg4MCBKCgowJo1a5CYmNiqsXJGQ0SkQPPTm9UoAOByuTxKfX19q8bhdDoBAOHh4VLdpUuX8MADD2D9+vUwmUzXfKawsBCDBg2C0WiU6hITE+FyuXDixAmpTXx8vMfnEhMTUVhY2OrfEYOGiEiB5hmNGgUAoqKioNfrpZKWliY7BrfbjdTUVIwdOxaxsbFS/Zw5czBmzBhMmjSpxc85HA6PkAEg/exwOH62jcvlwuXLl1v1O+LSGRGRAmovnVVWVkKn00n1Wq1W9rNWqxWlpaUoKCiQ6t5//33k5eXh6NGjygenEGc0REQKqL10ptPpPIpc0NhsNmRlZeGTTz5Bz549pfq8vDx89dVXCAsLQ0BAAAICfphXTJ48GXFxcQAAk8mEqqoqj/6af25eavupNjqdDsHBwa36HTFoiIgUUHvprPXfK2Cz2ZCZmYm8vDyYzWaP4wsXLsTnn3+OkpISqQDAmjVrsHnzZgCAxWLB8ePHUV1dLX3ObrdDp9MhJiZGapObm+vRt91uh8ViafVYuXRGRKSA2/1DUaOftrBardi2bRvee+89hIaGStdU9Ho9goODYTKZWtwAEB0dLYVSQkICYmJi8OCDD2LVqlVwOBxYvHgxrFarNJOaPXs2XnnlFcyfPx+PPPII8vLysGPHDuzevbvVY+WMhohIgfaa0WzcuBFOpxNxcXGIiIiQSkZGRqv78Pf3R1ZWFvz9/WGxWDBt2jRMnz4dK1askNqYzWbs3r0bdrsdgwcPxurVq/H666+3emszwBkNEZEi7XUfjbiOL23pM7169cKHH374s5+Li4tTtKmAMxoiIvIqzmiIiBTgq5zlMWiIiBQQQlzXMlZL/fgqBg0RkQJ8H408Bg0RkQJCpe3NwofXzhg0REQKcEYjj0FDRKTA1Y+PUdqPr2LQEBEpwBmNPAYNEZECwi0gVJiOqNFHR8WgISJSgEtn8vhkACIi8irOaIiIFOA1GnkMGiIiBdxuAbcK615q9NFRMWiIiBTgjEYeg4aISAEGjTwGDRGRAm4h4FYhJdToo6Ni0BARKSDc6jynzJefdab69uampiYsWbIEZrMZwcHB6Nu3L1auXOnxCGwhBJYuXYqIiAgEBwcjPj4eX375pdpDISLyOgEhvSpAUYHvzmhUD5oXXngBGzduxCuvvIKTJ0/ihRdewKpVq/Dyyy9LbVatWoV169Zh06ZNKCoqQrdu3ZCYmIi6ujq1h0NE5FXNT29WWnx5RqP60tn+/fsxadIkJCUlAQB69+6Nf/zjHzh48CCAH2Yza9euxeLFizFp0iQAwFtvvQWj0Yhdu3Zh6tSpag+JiMhr+OIzearPaMaMGYPc3FycPn0aAHDs2DEUFBRg4sSJAIDy8nI4HA7Ex8dLn9Hr9Rg1ahQKCwtb7LO+vh4ul8ujEBFR56D6jGbhwoVwuVwYMGAA/P390dTUhGeffRYpKSkAAIfDAQAwGo0enzMajdKxH0tLS8Py5cvVHioRkWJ81pk81Wc0O3bswNatW7Ft2zYcOXIEW7ZswYsvvogtW7Zcd5+LFi2C0+mUSmVlpYojJiK6fs1Pb1aj+CrVZzTz5s3DwoULpWstgwYNwj//+U+kpaVhxowZMJlMAICqqipERERIn6uqqsKQIUNa7FOr1UKr1ao9VCIixXjDpjzVZzSXLl2Cn59nt/7+/nD//0u1zWYzTCYTcnNzpeMulwtFRUWwWCxqD4eIyKuan3WmRvFVqs9o7r77bjz77LOIjo7GLbfcgqNHj+Kll17CI488AgDQaDRITU3FM888g/79+8NsNmPJkiWIjIxEcnKy2sMhIvIq7jqTp3rQvPzyy1iyZAn++Mc/orq6GpGRkXj88cexdOlSqc38+fNRW1uLWbNmoaamBrfffjuys7MRFBSk9nCIiLyKTwaQpxGdMEZdLhf0ej1Kjh5BaGhoew+HiHxYn779pL85TqcTOp0OwH/+DtlWn4M2WKf4e+ovu/DKnyM8vsNX8FlnREQKcOlMHoOGiEgBvvhMnuq7zoiIiK7GGQ0RkQK8j0Yeg4aISAEh1Lmrn9doiIioRUKlN2wyaIiIqEVqPaeMzzojIqIWMWjkMWiIiBTgawLkMWiIiBTgjEYeg4aISAE+GUAeg4aISAG3W527+t0+/FBNPhmAiIi8ijMaIiIFuHQmj0FDRKQANwPIY9AQESnAoJHHoCEiUsANdR5B4waDhoiIWsAZjTzuOiMiUqB5M4AapS3S0tIwcuRIhIaGwmAwIDk5GWVlZR5tHn/8cfTt2xfBwcG4+eabMWnSJJw6dcqjTUVFBZKSktC1a1cYDAbMmzcPV65c8Wizd+9eDBs2DFqtFv369UN6enqbxsqgISJSQPz/GzaVlrbOaPLz82G1WnHgwAHY7XY0NjYiISEBtbW1Upvhw4dj8+bNOHnyJHJyciCEQEJCApqamgAATU1NSEpKQkNDA/bv348tW7YgPT0dS5culfooLy9HUlIS7rjjDpSUlCA1NRWPPvoocnJyWj1WjeiEe+pcLhf0ej1Kjh5BaGhoew+HiHxYn779pL85TqcTOp0OwH/+Dt075yS6aJX/HWqs/x471wz0+I62OH/+PAwGA/Lz8zFu3LgW23z++ecYPHgwzpw5g759+2LPnj347W9/i2+//RZGoxEAsGnTJixYsADnz59HYGAgFixYgN27d6O0tFTqZ+rUqaipqUF2dnarxsYZDRGRAmovnblcLo9SX1/fqnE4nU4AQHh4eIvHa2trsXnzZpjNZkRFRQEACgsLMWjQIClkACAxMREulwsnTpyQ2sTHx3v0lZiYiMLCwlb/jhg0REQdSFRUFPR6vVTS0tJkP+N2u5GamoqxY8ciNjbW49iGDRsQEhKCkJAQ7NmzB3a7HYGBgQAAh8PhETIApJ8dDsfPtnG5XLh8+XKrzom7zoiIFBBuN4QKDypr7qOystJj6Uyr1cp+1mq1orS0FAUFBdccS0lJwW9+8xucO3cOL774Iu677z589tlnCAoKUjzm1mLQEBEp0HwxX41+AECn07XpGo3NZkNWVhb27duHnj17XnO8eWbUv39/jB49GjfddBMyMzNx//33w2Qy4eDBgx7tq6qqAAAmk0n63+a6q9vodDoEBwe3aoxcOiMiUqC9tjcLIWCz2ZCZmYm8vDyYzeZWj7X5uo/FYsHx48dRXV0ttbHb7dDpdIiJiZHa5ObmevRjt9thsVhaPVYGDRGRAs03bKpR2sJqteLtt9/Gtm3bEBoaCofDAYfDIV03OXv2LNLS0lBcXIyKigrs378f9957L4KDg3HXXXcBABISEhATE4MHH3wQx44dQ05ODhYvXgyr1Sot2c2ePRtnz57F/PnzcerUKWzYsAE7duzAnDlzWj1WBg0RkQLtFTQbN26E0+lEXFwcIiIipJKRkQEACAoKwqeffoq77roL/fr1w5QpUxAaGor9+/fDYDAAAPz9/ZGVlQV/f39YLBZMmzYN06dPx4oVK6TvMZvN2L17N+x2OwYPHozVq1fj9ddfR2JiYqvHyms0REQKuOGGWyjfDOBG2/qQW2qLjIzEhx9+KNtPr169ZNvFxcXh6NGjbRrf1Rg0REQKCLc6zylTIas6LAYNEZECfKimPAYNEZECfMOmPG4GICIir+KMhohIAbfbDbcKTwZQo4+OikFDRKQAr9HIY9AQESkghBtChS1javTRUTFoiIgU4IxGHoOGiEgJlYIGDBoiImqJW6j0ZAAunRERUUu4dCaPQUNEpIAQKr34jDMaIiJqCWc08vhkACIi8irOaIiIFOB9NPIYNERECrjdgFuFZS8ffgINg4aISAnhVmkzgA8nTZuv0ezbtw933303IiMjodFosGvXLo/jQggsXboUERERCA4ORnx8PL788kuPNhcuXEBKSgp0Oh3CwsIwc+ZMXLx4UdGJEBG1h/Z6lXNn0uagqa2txeDBg7F+/foWj69atQrr1q3Dpk2bUFRUhG7duiExMRF1dXVSm5SUFJw4cQJ2ux1ZWVnYt28fZs2adf1nQUTUTpqv0ahRfFWbl84mTpyIiRMntnhMCIG1a9di8eLFmDRpEgDgrbfegtFoxK5duzB16lScPHkS2dnZOHToEEaMGAEAePnll3HXXXfhxRdfRGRkpILTISK6sbi9WZ6q12jKy8vhcDgQHx8v1en1eowaNQqFhYWYOnUqCgsLERYWJoUMAMTHx8PPzw9FRUX4/e9/f02/9fX1qK+vl352Op0AgO49boZOp1PzFIiIPLhcLrhcLgAtvwXzSsP3qlxfabpSq7iPjkrVoHE4HAAAo9HoUW80GqVjDocDBoPBcxABAQgPD5fa/FhaWhqWL19+TX1UVJQawyYiapV//etf0Ov1AIDAwECYTCYczr1Ptf5NJhMCAwNV66+j6BS7zhYtWoS5c+dKP9fU1KBXr16oqKiQ/qP7GpfLhaioKFRWVvrsrI3n6Bt+CefodDoRHR2N8PBwqS4oKAjl5eVoaGhQ7XsCAwMRFBSkWn8dhapBYzKZAABVVVWIiIiQ6quqqjBkyBCpTXV1tcfnrly5ggsXLkif/zGtVgutVntNvV6v99n/YzfT6XQ8Rx/Ac/QNfn6e+6eCgoJ8MhjUpuojaMxmM0wmE3Jzc6U6l8uFoqIiWCwWAIDFYkFNTQ2Ki4ulNnl5eXC73Rg1apSawyEiog6gzTOaixcv4syZM9LP5eXlKCkpQXh4OKKjo5GamopnnnkG/fv3h9lsxpIlSxAZGYnk5GQAwMCBAzFhwgQ89thj2LRpExobG2Gz2TB16lTuOCMi8kWijT755BMB4JoyY8YMIYQQbrdbLFmyRBiNRqHVasX48eNFWVmZRx//+te/xP333y9CQkKETqcTDz/8sPj+++9bPYa6ujqxbNkyUVdX19bhdxo8R9/Ac/QNv4Rz9CaNEC3s1yMiIlIJXxNARERexaAhIiKvYtAQEZFXMWiIiMirOmXQrF+/Hr1790ZQUBBGjRqFgwcPtveQrktaWhpGjhyJ0NBQGAwGJCcno6yszKNNXV0drFYrunfvjpCQEEyePBlVVVXtNGLlnn/+eWg0GqSmpkp1vnCO33zzDaZNm4bu3bsjODgYgwYNwuHDh6XjohWvz+jImpqasGTJEpjNZgQHB6Nv375YuXKlx7O/Ots58pUnN1B7bnm7Htu3bxeBgYHizTffFCdOnBCPPfaYCAsLE1VVVe09tDZLTEwUmzdvFqWlpaKkpETcddddIjo6Wly8eFFqM3v2bBEVFSVyc3PF4cOHxejRo8WYMWPacdTX7+DBg6J3797i1ltvFU8++aRU39nP8cKFC6JXr17ioYceEkVFReLs2bMiJydHnDlzRmrz/PPPC71eL3bt2iWOHTsmfve73wmz2SwuX77cjiNvvWeffVZ0795dZGVlifLycrFz504REhIi/va3v0ltOts5fvjhh+Kpp54S7777rgAgMjMzPY635nwmTJggBg8eLA4cOCA+/fRT0a9fP3H//fff4DPp+Dpd0Nx2223CarVKPzc1NYnIyEiRlpbWjqNSR3V1tQAg8vPzhRBC1NTUiC5duoidO3dKbU6ePCkAiMLCwvYa5nX5/vvvRf/+/YXdbhe//vWvpaDxhXNcsGCBuP3223/yuNvtFiaTSfz1r3+V6mpqaoRWqxX/+Mc/bsQQFUtKShKPPPKIR90999wjUlJShBCd/xx/HDStOZ8vvvhCABCHDh2S2uzZs0doNBrxzTff3LCxdwadaumsoaEBxcXFHq8h8PPzQ3x8PAoLC9txZOpofv1B84P7iouL0djY6HG+AwYMQHR0dKc7X6vViqSkJI9zAXzjHN9//32MGDEC9957LwwGA4YOHYrXXntNOi73+ozOYMyYMcjNzcXp06cBAMeOHUNBQYH0bipfOMerteZ85F55Qv/RKZ7e3Oy7775DU1NTi68hOHXqVDuNSh1utxupqakYO3YsYmNjAfzwSoXAwECEhYV5tL36tQudwfbt23HkyBEcOnTommO+cI5nz57Fxo0bMXfuXPzlL3/BoUOH8Kc//QmBgYGYMWNGq16f0dEtXLgQLpcLAwYMgL+/P5qamvDss88iJSUFQOteEdKZeOuVJ79UnSpofJnVakVpaSkKCgraeyiqqqysxJNPPgm73e6zT7l1u90YMWIEnnvuOQDA0KFDUVpaik2bNmHGjBntPDp17NixA1u3bsW2bdtwyy23oKSkBKmpqYiMjPSZcyTv6VRLZz169IC/v/81O5Kqqqp+8hUDnYHNZkNWVhY++eQT9OzZU6o3mUxoaGhATU2NR/vOdL7FxcWorq7GsGHDEBAQgICAAOTn52PdunUICAiA0Wjs9OcYERGBmJgYj7qBAweioqICgOfrM67Wmc5x3rx5WLhwIaZOnYpBgwbhwQcfxJw5c5CWlgbAN87xaq05n+t55ckvVacKmsDAQAwfPtzjNQRutxu5ubnSawg6EyEEbDYbMjMzkZeXB7PZ7HF8+PDh6NKli8f5lpWVoaKiotOc7/jx43H8+HGUlJRIZcSIEUhJSZH+3dnPcezYsddsSz99+jR69eoFoHWvz+joLl26dM27WPz9/eH+/1cY+8I5Xo2vPFFZe+9GaKvt27cLrVYr0tPTxRdffCFmzZolwsLChMPhaO+htdkf/vAHodfrxd69e8W5c+ekcunSJanN7NmzRXR0tMjLyxOHDx8WFotFWCyWdhy1clfvOhOi85/jwYMHRUBAgHj22WfFl19+KbZu3Sq6du0q3n77banN888/L8LCwsR7770nPv/8czFp0qQOvfX3x2bMmCH+67/+S9re/O6774oePXqI+fPnS2062zl+//334ujRo+Lo0aMCgHjppZfE0aNHxT//+U8hROvOZ8KECWLo0KGiqKhIFBQUiP79+3N7cws6XdAIIcTLL78soqOjRWBgoLjtttvEgQMH2ntI1wUtvG4BgNi8ebPU5vLly+KPf/yjuOmmm0TXrl3F73//e3Hu3Ln2G7QKfhw0vnCOH3zwgYiNjRVarVYMGDBAvPrqqx7HW/P6jI7M5XKJJ598UkRHR4ugoCDRp08f8dRTT4n6+nqpTWc7x47wypNfCr4mgIiIvKpTXaMhIqLOh0FDRERexaAhIiKvYtAQEZFXMWiIiMirGDRERORVDBoiIvIqBg0REXkVg4aIiLyKQUNERF7FoCEiIq9i0BARkVf9H6BYruCnOoYjAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -333,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -351,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -372,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -391,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -400,12 +400,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -429,7 +429,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "general_env", "language": "python", "name": "python3" }, @@ -443,12 +443,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.11" - }, - "vscode": { - "interpreter": { - "hash": "0f81fc2e4a358d2a0e372de0a65782557c8127804cea09d304df813e671e8a74" - } + "version": "3.11.6" } }, "nbformat": 4, diff --git a/example/tlfwi_example_crosswell.ipynb b/example/tlfwi_example_crosswell.ipynb index 08da971..15bbfe3 100644 --- a/example/tlfwi_example_crosswell.ipynb +++ b/example/tlfwi_example_crosswell.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -62,31 +62,27 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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vZtdNu2pej5XnnpPtNzZ3bGTmjW9g6EGXADDq8BHMnfVNNv785prXdezHz+KSTReybUMxXGDXTbvY3LGx5vVYeV0OTq+QNAq4HngTRc/yE8BTwK3ARGANcE5EbK2mHqtMd1cXm5779e/Xtx42kpfeM5W3XLGGNfevqkkPauxpo5l4xht5+cSprPnqWueYGqReb98kTQBuAsZS3OPzIuJqSbcCR6fdRgHbIuL4dMzlwCygC7gwIu5O5dOAq4FW4PqI+FJvdVebrr8a+HFEHAMcB6wCLgPujYjJwL1p3TLw4rYd/NV3juDKQ+fypgs+WJNzvun8D3DloXOZfeN4dm7ZXpNzWmXqNAizE7g0IqYApwJzJE2JiA9HxPEpIN0BLAKQNAWYARwLTAOuldQqqRW4BngPMAU4N+1bVsU9J0kjgf8InAcQEbuB3ZKmA2ek3RYA9wOfqbQeq52IYH37WrZueJ4Xp72Nkz69vOpz/vbY03n6R7/kpR0e/d1o9eg5RcR6YH36/IKkVUAbsBJAkoBzgKnpkOnAwojYBayW1A7sGc/SHhHPpuMWpn1Xlqu7mse6ScBvgO9IOg54BLgIGJt+IIANFN1By8iuF1/igpsmMmrMN6o+17bv7uTlF9ZU3yirSkT9c06SJgInAEtLit8ObIyIZ9J6G/BgyfaOVAawdq/yt/RWXzXBaRBwIvCpiFgq6Wr2eoSLiJDU47BgSbOB2QBDhjt+7UsRwdpVq1/1L8X2fxW+rRsjaVnJ+ryImLf3TpJGUDy+XRwRO0o2nQvcUknFfakmOHUAHRGxJ4reThGcNkoaFxHrJY0DNvV0cLoA8wBGjDra8xrMqlTh7KDNEXFybztIGkwRmG6OiEUl5YOADwInley+DphQsj4+ldFLeY8qTohHxAZgraQ9GfszKZ4fFwMzU9lM4M5K6zCz/hr4pN/+TPxNOaUbgFURMXevze8EnoyI0vlJi4EZkoZKmgRMBh4CHgYmS5okaQhF0nxxb3VXO87pU8DNqbJngY9TBLzbJM0CnqNIlplZHQXQ3V2XnNPpwEeBxyUtT2VXRMQSigDzqke6iFgh6TaKjkonMCciugAkXQDcTTGUYH5ErOit4qqCU0QsB3rqEp5ZzXnNbODq9LbuAej5xBFxXpnyq4CreihfAizpb90eIW7WDAK6myxz6+Bk1gQCz60zs0x5bp2ZZanZvmjUwcmsCYS/bM7MsuSEuJnlqts9JzPLTeCek5llyglxM8uSg5OZZScCuuozt65hHJzMmoR7TmaWJSfEzSw7nltnZnkK6OpudCNqy8HJrAkUPadGt6K2HJzMmoSDk5llyQlxM8tOBHR1NboVteXgZNYk/FhnZllycDKz7IS/z8nMctXdZNHJwcmsSXR7EKaZ5SbCOSczy1STPdU5OJk1i+6u5opODk5mTcBv68wsW845mVmWPJTAzLIT4aEEZpaloLvJnutaqjlY0qclrZD0hKRbJA2TNEnSUkntkm6VNKRWjTWz8qJ74EtfJE2QdJ+klelev6hk26ckPZnKv1xSfnm6/5+SdFZJ+bRU1i7psr7qrrjnJKkNuBCYEhEvSboNmAGcDXw1IhZK+hYwC7iu0nrMrG/FN2HWpefUCVwaEY9KOgR4RNI9wFhgOnBcROyS9FoASVMo4sCxwBHATyQdlc51DfAuoAN4WNLiiFhZruKqek4UwW24pEHAQcB6YCpwe9q+AHh/lXWYWV8CurpiwEufp41YHxGPps8vAKuANuC/Al+KiF1p26Z0yHRgYUTsiojVQDtwSlraI+LZiNgNLEz7llVxcIqIdcBXgF9RBKXtwCPAtojoTLt1pB/EzOooKMY5DXQZCEkTgROApcBRwNtTCuefJL057dYGrC05bE8MKFdeVjWPdYdRRL5JwDbgB8C0ARw/G5gNMGT42EqbYWYAAVHZUIIxkpaVrM+LiHl77yRpBHAHcHFE7EhPS6OBU4E3A7dJekMlDSinmrd17wRWR8RvACQtAk4HRkkalHpP44F1PR2cLsA8gBGjjm6u1wxmDVBhymlzRJzc2w6SBlMEppsjYlEq7gAWRZHoekhSNzCG4n6fUHJ4aQwoV96janJOvwJOlXSQJAFnAiuB+4APpX1mAndWUYeZ9UNE0NXVPeClL+nevgFYFRFzSzb9A/Cf0j5HAUOAzcBiYIakoZImAZOBh4CHgcnpbf4QiqT54t7qrrjnFBFLJd0OPEqR0X+Moif0/4CFkr6Qym6otA4z67/+DA2owOnAR4HHJS1PZVcA84H5kp4AdgMzUy9qRXpzv5IiLsyJiC4ASRcAdwOtwPyIWNFbxVUNwoyIK4Er9yp+liIzb2b7UD0GYUbEA0C533P+n8sccxVwVQ/lS4Al/a3bI8TNmkSdxjk1jIOTWROINM6pmTg4mTWJCocSZMvByawJRDTfxF8HJ7Mm4Z6TmeXHOSczy1HgnpOZZSk8lMDMMhT+DnEzy1AA3f2YK7c/cXAyawaVf2VKthyczJqCxzmZWabcczKz7BRz65xzMrMMuedkZhnyOCczy1AERJP9PnIHJ7Mm4ZyTmeUnwjknM8uPJ/6aWba66/TrVxrFwcmsCUQE3Z0OTmaWIQ8lMLP8BHR7KIGZ5cgJcTPLTkTQ3dXV6GbUlIOTWZNwz8nMMhQeSmBm+Ql/E6aZZSmgu9M5JzPLThB+rDOz3ATN96uhWvraQdJ8SZskPVFSNlrSPZKeSX8elsol6euS2iX9QtKJ9Wy8mSXp+5wGuvRF0gRJ90laKWmFpItS+f+UtE7S8rScXXLM5SkGPCXprJLyaamsXdJlfdXdZ3ACbgSm7VV2GXBvREwG7k3rAO8BJqdlNnBdP85vZlUrxjkNdOmHTuDSiJgCnArMkTQlbftqRByfliUAadsM4FiKuHGtpFZJrcA1FDFiCnBuyXl61Gdwioh/BrbsVTwdWJA+LwDeX1J+UxQeBEZJGtdXHWZWpfS2bqBLn6eNWB8Rj6bPLwCrgLZeDpkOLIyIXRGxGmgHTklLe0Q8GxG7gYVp37IqzTmNjYj16fMGYGz63AasLdmvI5WtpxfHHHkIP/vROypsipkFUfev6ZU0ETgBWAqcDlwg6WPAMore1VaK+/3BksP2xAD4w9jwlt7qqzohHhEhacCZOEmzKR79AHaV5rQyNQbY3OhG9MFtrI39oY1Hl668uP3pu3921xljKjjPMEnLStbnRcS8vXeSNAK4A7g4InZIug74PEUu/vPA3wOfqKD+sioNThsljYuI9emxbVMqXwdMKNlvfCr7A+kCzAOQtCwiTq6wLfuE21gbbmNt7BVQiIi988K1rGswRWC6OSIWpfo2lmz/NnBXWu0tBvQrNuzRn4R4TxYDM9PnmcCdJeUfS2/tTgW2lzz+mdl+RpKAG4BVETG3pLw0l/wBYM+Tz2JghqShkiZRvBx7CHgYmCxpkqQhFEnzxb3V3WfPSdItwBnAGEkdwJXAl4DbJM0CngPOSbsvAc6mSIL9Fvh4X+c3s6ydDnwUeFzS8lR2BcXbtuMpHuvWAH8FEBErJN0GrKR40zcnIroAJF0A3A20AvMjYkVvFSuHb8+TNLun59ycuI214TbWxv7QxmplEZzMzPZWac7JzKyuGh6cBjqkfR+0p9xw/R6n7DS4ra2SHpN0V1qfJGlpupa3psRjI9s3StLtkp6UtErSW3O7jpI+nf6en5B0i6RhOVxHedpYY4NTJUPa94Fyw/XLTdlppIsoRuzu8XcUUwqOBLYCsxrSqldcDfw4Io4BjqNoazbXUVIbcCFwckS8iSJRO4M8ruONHOjTxiKiYQvwVuDukvXLgcsb2aYe2ngn8C7gKWBcKhsHPNXgdo2n+Ac6lWKMiSgGDg7q6do2oH0jgdWkvGZJeTbXkVdmNIymeHN9F3BWLtcRmAg80de1A/4vcG5P++3PS6Mf68pNd8nCXsP1y03ZaZSvAX8L7JmzcDiwLSI603qjr+Uk4DfAd9Kj5/WSDiaj6xgR64CvAL+imGK1HXiEvK5jqYFOG9uvNTo4ZWvv4fql26L476lhrzkl/SmwKSIeaVQb+mEQcCJwXUScALzIXo9wGVzHwygmn04CjgAO5g8fpbLU6Gu3LzQ6OPV7usu+1NNwfdKUnbS9dMpOI5wOvE/SGorZ3VMp8jujJO0ZWNvoa9kBdETE0rR+O0Wwyuk6vhNYHRG/iYjfAYsorm1O17FUuWuX5X1UrUYHpwEPaa+3csP1KT9lZ5+LiMsjYnxETKS4Zj+NiL8A7gM+lHZrdBs3AGsl7ZmgeibFqOFsriPF49ypkg5Kf+972pjNddzLgTVtrNFJL4rpLk8DvwQ+m0F73kbRXf4FsDwtZ1PkdO4FngF+AoxudFtTe88A7kqf30Axj6kd+AEwtMFtO57i6zR+AfwDcFhu1xH4HPAkxdyw7wJDc7iOwC0UebDfUfRCZ5W7dhQvQ65J99DjFG8fG/5vs9rFI8TNLEuNfqwzM+uRg5OZZcnBycyy5OBkZllycDKzLDk4mVmWHJzMLEsOTmaWpX8Haha39W8CopEAAAAASUVORK5CYII=", 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", 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -110,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -127,7 +123,7 @@ " 'npml': 20, # Number of PML \n", " 'pmlR': 1e-5, # Coefficient for PML (No need to change)\n", " 'pml_dir': 2, # type of boundary layer\n", - " 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", + " # 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", "}\n", "\n", "seisout = 0 # Type of output 0: Pressure\n", @@ -145,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -176,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -199,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -222,29 +218,27 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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O4ziO4xQcd9odx3Ecx3Ecp+C40+44juM4juM4BceddsdxHMdxHMcpOO60O47jOI7jOE7BcafdcRzHcRzHcQqOO+2O4ziO4ziOU3DcaXccx3Ecx3GcguNOu+M4juM4juMUHHfaHcdxHMdxHKfg9Hc6AY6ThSiKgv8rlUptTInjNE5aewYHoV27XTuO42THnfYeAYNfLw10WRwb/bleyr/Te2Rt06HP9kL7drt2HMepD3fau4gsg10vDPScB52ftIG8VCod2IE+jzNYRHpx0smktWl+Ly3/3d6+3a7z0+12fVDwlTOnXXSV0x5FUdA4etUg0gb4LPCA1w1lhLSGflqftfLVbfnOS6020E2DfS2Htpvrz8pbvc4r023t2+06G71k1weBNPsVSbbRXm63TvvoeqcdBtBrBhEa2Gt1EiK1y6CoZcT1yz/TBngM4vzT+j9+73ZqObhZ/lc0ak3Gu1VlTWvL/L7+XcTON7fvUFsvIm7XtelFu+5l6qmvNNt1nKx0vdPOBtALHXmaEhUa5KzBnX/nsggNgp0GdasH9SiKpFKpZLpGuVxOtIVuyHdWaqm0WSZzRYXrWNdPyL6tzxYJqy3r37O2a5HrbVtEEmXBFLV9u12n08t23atkWTHT1BqXHScrXee0c0cfavTd6LynLR/r9/IOdmkdRKfLxxrM9aCepsrxYM7lgrzrQV5/r+jUCisIDRbdNLiH6jeLA1/Eegw5qbr/yqI24+fe3l4ir9y+LTpdLm7X6RwEu+5FatVTqB1bDntR+y+n2HSV0763tyd7e3uJ91iBwgvG0C2GYQ1w/DcPctZPjbUMZw12nS6fkPpWqVTMwd6atFj1H3JuipLvrKQptbUmcNpOioxl10DXb6jeilKXoXaLeuK2zZ/H/zSWylwul+PPFrF9u12nc1Dsuha1xq+ikSakWZ8LhbhZFDXPTvHoKqedjQWEVBhNEY0ipKqHFCnLqdfoAR4vXKuvr6/q850e4JHX0M/QpIV/58lJuVyuyhPetyha28jaLvh/oWt0AzpPIvt1Ytm3ptNtmNF1BSdLt/Nak3FLoRO5br/4PzvvbtfVFKE9MAfNrkPUyoOu+yJQy2Gv5bzrv4vSXzndR1c57bu7u4kOWjuoPJiFllCLYiihjpsHeR7g9eDP12B0vlEW7PBw+WQJoWkFelDf29tLDObILw/y+J528HR9c555sK9UKtLX11dodS7ULnR7sCZxzO7ubruTXje7u7tBZ9xaQRORuB6t73SKrI6qVafaYRNJ5gX5rVQqcXn09fW5Xbtddw06PyHnPTRh7SS1nPYs3xWpDo/RFCGvTrHpKqc9FB6jO/aiqk8a3XFrFY6ddatjx/sitZeT8T+Az3di9m9NVPTAnleVY8eFO0UM6Bjk9/b2qtS5orQLa2DnvFtOoP6uyH4MdLeAOtGEJp5cj/jb+l4nsJzxLGoz3sM1gCVIcPuNoiiRf7drt+sious1y2fZee90HSIdzbiGdtyLkDene+gqpx1KOxu1fulBTWRfpbJU+k6g1ZW0wS1NpdOklUelUkmUDSuV7VTm9MC1t7cX5213dzcuD8vZ4e9ZaCUOaiTyjkHeUue4LDqBpbKhHXD9h2KD9eRtZ2enI/moB6Q1pLRaCqt24tKc/nYRRVHchrUt6zoMOfbatkN9G7dndl6573O7drvuNCFnPY8D3GnnVttlaOy1frfyXCvv7sQ7aXSV045BkdFLwhqoMNzJ41qddtzTHHYe4NKUGI0VDmPBiiXiZPF+q7AGdu20WPm2BrE0ZQ6f5fagO0rOe6vzXYu0gT2PSiki8SkjaW2kaHD+GEuVslRWhIwwnahPbpNpdVbrPV0OrLYj7yHwObdrt+tOk9Vh1ZNUfr9oqrRlm9ZP/n+tPOPvoq0sOMWkq5z2nZ2dKuMPKVFQW/r7++NOXoeQ4Pd2oztt/VP/XkuV0iFCPIFh5wYKFSYw+B3w95pdLiElDnnkfOvB3rpGlrJAvvv7++O88stqF7UmO81G58MqH61YWgM8A8elW4Bds7PCdaDbcH9/f0JlRRvudLgM6kjXmxXHrVVWdujS+ri+vr7YKeX8szDBZQInt0h2rdut23Vv2rVI+ibjtM/XolN1yffXL8D9D/dp/Ao587i2O+5OiK5y2q0OnTtobVh9fX2yu7sr/f372dTOeieMQw/Y1kCnO3bLgUU+uCwwQMGp4e/gb72Uh1hJVubwv1bk3RrkQ8vEedHtQiR981aos20HIUcl1C4sp8dSfkKDflGxJqUiybaJ99mm8T9dh61uw2noOrL2pODvNCwnh/OL72sBQv+OVYgi2XU9uF13n12DrA576LtFcGJrOew8qWR4hYx/T8tPp/PqFJu6erOHH35Ybr75ZhkeHpaTJ0/KU089FfzsRz/6Ubn99ttlenpaxsbG5NZbb5U/+IM/qCuxlhK9s7MjOzs7sr29Ldvb27K1tSVbW1vx7/j/7u6u7O3tVSlh9TqHjQB1ZXt7O0470r25uZnIA792d3dld3dXdnZ2qhx8a7DU5YQywO/8ssqkWeWiBy7UA14oB6SP08JYcb3cuXH74HLd3t6Wzc3NqrLFZ7httKMtWAM6pwFp43atX/g/t29dl3nplF2jzqy8azuATeN32APKj2282e04Sz6QHqTJmnyHHIC00DZW4rmuURZcZlwmrbZrVov1i+1ap4Vxu+5Nu9arRlnqQJeh9V4nxmyAttrX1yf9/f0yMDAgg4ODMjg4mPjdek+vDFk2XoQ8OsUmt9L++OOPy5kzZ+SRRx6RkydPykMPPSR33nmnPPfcc3L06NGqz8/MzMiv/MqvyOte9zoZHByUT37yk3LvvffK0aNH5c4778x1b2v2qWfx1hKiNfvljWz4brtmt9qBZUdWqzKhgR4/9fKctQmL1Qqt0Om/efmuWXm1FCfLkeF88sAdcmCsfLCah5/8WSiV+MlqpF5paCVcHrpskL+0sCErnY2EfXXSrkOgHVrqoq47bQNWGbXavrk+8bdeOUCeOBZfn72Ofiykuup7cvvhMuE23iq75vSh3Vp2DdyuD45d6/rKAo9Z+Ml57tSYjbSFNsVbk02R5MqfnojqvOL3UH4dR0SkFOXszU6ePClvetOb5AMf+ICIXG98J06ckF/4hV+Q++67L9M1/sE/+Afylre8RX7zN38z0+eXl5dlampK/sk/+Sdx3CZ3dHrZlY0KM+JyuSwDAwPx33Bu+axja3mrFWxubsrq6qqponAoQJoqZylzWdOvO5r+/v6ECoD3Qkt+WdEOhVbYOd/csYWUN+7k+JqVSkV2dnbMJWd0elxOyK9+9fX1yfDwsAwMDNSV3yzlgZ9WGAWrclAVraVzxjphReS6XX7iE5+QpaUlmZycrJm2Ttr1T/zET8ROKts0lxnq3tqzYrXdTtj32tqarKys1FTUOT+a0CTXcoKtZXqOdUc54Gez7ZrbrrZtVvdByMlxu+5Nu/5X/+pfyeDgYOJ/Wdq/9VN/1/q9VaC9cTtL20fB7ZknnaEwWKsNZO0vnN5ga2tLPvjBD2ay61xK+/b2tjz99NNy//33x++Vy2U5ffq0PPnkkzW/H0WRfOYzn5HnnntOfuu3fiv4OSx1guXl5fhe+iEaMGpL4WLFSSS5A58VmHbPZnnZVHfwoYEZ+Rep3piXNgjrzo+dIT348j1C6n49aAVOq1B8D3bY4WDoAd5yGsrlcnwkaKlUiuNddT7hHLJKxz9brcjp9GgnhcM8tBPAWIM6/57nISydtmveTMkKtG4f+p76MyGFtV32rRVWTpO2Y+v9kPMaUrBDadDtHeXK/wfNcNwtZ9VS2N2uD5ZdM7o+uN2h7vXvbOP8t/691XCa9QZw/lvbMxx93fZ0W+H2rz/H93cckZxO+5UrV2Rvb0+OHTuWeP/YsWPy7LPPBr+3tLQkN910k2xtbUlfX5988IMflB/5kR8Jfv7s2bPy67/+61Xvj42NycDAgNkRanUHnRs6Tq3Q9/f3SxRF8fvY2MYnDrQKHWOuByJOh+4YWDXj8+c5vdZgag36PEmoVCqxEqUHW5CnTPi6UNQ53lcr7Jw/xAriJ5cBpwH54fhejvHluFZ2fvSgOTAwIFEUxaeStAJLObUUSk6vNajr9qAVVNRXnsG903Y9OjoqAwMDZlsNOYK6HcOeud3DvkGr7Vs7jbwqoH9a72mVDnmz4sVhU9r506sV6NtwTdCIXev2y7HX3HZF9tsrbBl2zSq423Vv2rWIHcopkpy4Ai3k6El72mSV79Vs4KzjxW1YC2j4vCUgapUdk1FuF+zQa0fenXdHpE2nx0xMTMgzzzwjq6urcu7cOTlz5ox813d9l/x//9//Z37+/vvvlzNnzsR/Ly8vy4kTJ2RoaCgeAFiF0Y2ZlReezfJn9eyZjaTVxqGVM7yH9GDA546COwkdDqBn6jyA4T66c9AdBCtWlnpZbz7ZydIOBeeZnXZs3tEDPA9efE04DlYnqp0BPTBgJYZV2mZjlbPViVvLpgzXuQ710u1he3u76fnQNMuuUdehwc2adIpUn+nM30ddsnLfLvvWK0Y6bMcK2dPL7CL7kwB2XPHCKTooI73qEGpvjdi1bsdpSrtItboOe9a27Xbdm3YN2GEPrTKJJEUrvYLCzqu24XbYtBbNuF64/WrHXa8icJrxPfgD2knvRD6d4pPLaZ+dnZW+vj6Zn59PvD8/Py/Hjx8Pfq9cLstrXvMaERG59dZb5etf/7qcPXs22AkMDQ3J0NBQ1fszMzMyNDQUVGH0Dnx0lCLJpSo46axA4X3LAJsNBiOkDfdip1w7r7wbHQOeHuR5MqAVMH26hA7PsQbk/v7++Hi9PGWinS99ogbqhQf0wcHBuN6Hh4fj35FfDGY8cLMaietvbm7Gp0psbGwkTpdghQ5p1PGlXCfNIDSgo/6tEyJQH3ryxvXPJxJYqxG8XF2LTtv17OysDA8PJ8oq1H61aglQpzzptFaQWm3frMqxrVq/a5vmNg5HE+WAE1PQlrlNWzbNZaDVyXrsWrdjfUoMfgdwQAcGBmJ7ZrsOOe5u171j11aYjxUWpctVr5rw3zw+4fM61KbZ8ESTx14dqst54LQg/+h/9KoKxMTQxM5y+ltN2oqGiKv+nSSX0z44OCi33XabnDt3Tt761reKyHWV49y5c/Lud78783UqlUquzgeg0+cOnTed6aVlwMu1IkkVRncg7ViSCg2kWmnm1/DwcGKQt5x2vTQ7MDAQT2J0Xiwn3VLM0NlkneXXup5WTbTCjgGAX9ZyJMMTg4GBAdnc3Ay2CUuNDKWtUdLKQjtAlpLM5YN6h8PDjg+rc5aCVYsi2PXo6KiIJCeecHywTG/ZKg9wUNQtxT2kgDXbvpEuXiHiyTdeqD/94o2i3M9tbW0ljo3TqqWGxQrLBvPaNa6lJ0TsUOEznDYuA3bcOb9u171p13rFKeS067rUNosyraVEtwqeiGeZdPBP/X+0cRYN2R45vM6yz3bkOYutuOrfOXKHx5w5c0buueceuf322+WOO+6Qhx56SNbW1uTee+8VEZG7775bbrrpJjl79qyIXI93u/322+W7v/u7ZWtrSz796U/LH/zBH8iHPvSh3Ik9evRoPLijQ4fSBOVlY2NDNjY2ZH19XTY3N6vOTNYdK6txbHA6FraZ4J7ouHkgx8A2MjIS/8Tv2onlODoeKEJn17M6ZalUlpKh0fGnOl960GIVjtU45JvzOzY2JqOjozI6Olo1uGMA02okO264H9rB+vq6rK6uytraWvwT7UOrczhus1mKnB7UOf6XFUStkGqnD+WANsBtAxM5bg9YTl5fX8+V3k7a9Q033CATExOms4r2C3UVP9GmefWGFVprQso2LVL7JIu89PX1Jdos6gc2qyejqMOQbYvs93MoA7Tp9fX1xEsrz7rPQ/uu165DK2e8RwXXQV5HRkZkdHRURkZGZHx8PO7L9Coaq8pu171j1xxOwivJrL5bTi/GobQQo7RxqtnjNezaGnctX4Iddis0KLT6sLOzI6VSyTx9ia/ZKodZT4hCcN71e07rye2033XXXXL58mV54IEHZG5uTm699VZ54okn4s0u58+fTygma2tr8s53vlNeeuklGRkZkde97nXyh3/4h3LXXXflTqxW5Nhpt5xYfA6hGHgPKjvex0yaVbtWh8hwvGt/f39iEOfBDj/RoevOnJVFHlBRJtZGLz0Is1KEstvb29+8m7YcaWF1ZHq1g/MOB8dyZPTqAq9IsNLBExZ28nUZ8U/t5OFno3BZ8XXTBiOrbNj5Q9tHe+AystpDXjpp16OjozI+Ph4P7iL7IWSbm5syODhobkZGPq16haMEW9fqcqtUdr1SxuEg2mHneuT2jjaOvMFp106c7ussm7aczDx2rT9jKfe6PNmu4ZiybVuhb9Y+Hc6/23X32bVeceF64xUTbc88VgNt17os9N/NtG3elxJy2K1xVDvn/B6HzLDvwRM8vo/1ezPJ6rDz/91R7wy5z2nvBDj39ROf+IRMTU1VdehQ46C4rK6uxq+1tTVZX1+XjY2NWJmD6qKV7rQTS/IuTaaxuLgoy8vLiY57bGws8RofH5fR0dFYfcbneIDjJTSOo2SFHeqTXoXQL6hz3OFggKl1iotIciALqXEAgzmcNbyQVwzyOqTAOn+Zl9W5HJD31dVVWVlZkeXl5cQLaiWrc5VKRY4cOSKHDx+uu24tJ0mvgOj4fh6s2NFB+aA9oG1YZaQd3sXFRfmxH/uxzOc5dwLY9RNPPCEzMzNxPkSStr25uRnbMdv26upqVXwzK1QYGPVm7lobG+sFsamWM4664ok5bIDVVe2Y6ja9vr4enwePtq37OrRrlAnatsj+psesds0OKcewIz3saGCygvY6MTER27ZuszpGWE/K3a67367PnDkjo6Oj5sZNPaZqx12vZFgn8bCDzNdp9ng9OTkpU1NTVe2Rxzn8rkUBq//Re+eQT7RXXp3WYVVWmTVCyFnPorRbf7sjXx8tO6e900CtQUeGxo6YR1ZgRZKGz5vXWCHRijtm+fXEfOaBFWY45+zAcmfOy8qW0sRLtDhZgjsG7vitckHnoDexlcv7ZzyjrFAuIvYTDbUax2oTVAUsoWMg4zAgvaJgDerWAM8Tub29PbOsdN5DCkkzCA3yWoXTkyTdLnhiw4N8SJlFe6gnBrVTIDQKeYFtQ2HWsdwi1cea6namlTkRSbRnDH7NtG8d8qWddr3RWodDYFKO9s1hIrxxlCfrWvXWbUy3szx2rR0o3Y65DtDXcIw2l0FoE6r1U4dVIN1u191l1zz+WPHgIuHz2y0lnccldtZbOU7jHpbdWRvkdXgM518730gzPtffnzyGmn0QLgcup2bBtp71s+1cCXD26SqnHc6dpUBw3CeUqOXlZVlaWop/QpFCrDvPjrmj5Y4ZxtTMcBlW1ycmJuLX5ORkwmnnJdOhoSHTcdFKBJaRt7e3q05k0THyPECsrq5KuVyWzc3NuPMJnQmsy0MP6vpcZaxs9PX1xYPW+Pi4TE1NyeTkZKzI8cREH62lJx2AB0VW5yqVShxesbGxEbeHxcVFWVxclGvXrsnS0lLcLtbW1mR7e7sq7jkP1oSFw5W4k+dYVx7Q0SYmJycTr4mJCXPVBeXD7QFqTbeA/HKeRPbrkO3aUlhZaYa6jDLW4RGhwSktpjsrIyMjMjk5WRW7rUNl+MUOLDuolUolbvd80kRosqvD6NiO1tfXY8U9iqLcds19C8pW2/XQ0FBV29V2rVcRrFAnrVC6XXevXeuVHCsUBvXNzh6HlMCJtRz/7e3tqhAtTTPGa8vP4NVsXfeW065PB2JbQL6wMRXf1WNeM533Wv1hFueb06B/d8e9dXSV046Gjc6AZ784LSVtgyYvZbHizjHuUKDSZruNNkgYKy8joxPH31BdRkdHYyPXS8ZIH+DJhn4xPADx4MNLu/w5joPVigHfl1UmvWkIzgcPZHA29MZT1KF21vleoc4R342iKKHWa6WEJztW/GledHlbsY6hZV2sPEB9DbULHty1+swOlog05KS0G7QJbufIkz4pCcqzbmd6mVpvWIMjxYO8Zd+N2DY2GLLjrE8HsfZnsOrPSiKrcNrhsVTlUCiBddRqHrtOU5V5QsF2rScQlsNu3UPXl9t199q1FWKq0Sq5FWqhxzz8RJtlp7FV6AksH/DA4pQel1AG1v8s+0Z7h08CW9UOezOdYmsywL9ncd6tcdod99bQVU47Tj1Bx8iD3+DgoFQqlUTMoBUvPTw8HCt0OPvXikerVCrx2bM82weNNMixsTGZmZmRqampWG1mZ507cK3C8YCpY/x0CBAGPsz0eRmOY8V5SR4dCJQ5OPDb29tV8XS6M4UKpk+vKJVKMjg4KKOjozIxMSHT09MyPT0tU1NTMjExIaOjo7EyqOP8dCfHg7g+JpJP6uC2AVWSB028xsfHY3XOevx2FiznRp8vruMUUQ8Y0DGQT09Py6FDh+LyQXprDepa/dvc3Ky7fbYbDILsgLHKPDQ0lKh3PvtbHw26uroq/f398R4W2DccOpHkJnURiRWuRlfTRkdHZWZmJqF0W2FduA8Geu2oWO0cL5RPuVyOj79F2lmJ10dI4oW4/yx2rUMA+DkYcNgHBgZiFRltV9s1O9xwPjGos6rK9auPQXS77j671iFM7HDjp0jSwdNqOr6PctFiTqlUituUdm5Bo85jpVJJnMCGvWHwH/RJTXxf5IGVdut5JLyybGHFt9crNLBIEVLa9TVDYUt8TVfc20NXOe3oKFlxF5GEIVvKHM+SQw8ZYsV9d3f/8cI8223GErrI9dh8bG7hEBHLYbc68bQHeOhYThgOD+pADwy85Ie8chmwMsdKIDvtlsqulTjE8HN+2WHXqj13FDzADwwMVB3laalzegOQtQrDg2O9hFYb+PqsxKFMWIXjdoHBHasuaBN6PwN+6hjLboHLiZVn3meCeE9L7bTKGS9WlQHaNf6HttzoIDMwMBA7quyEWSejoL1ybDi3dR0LbanL7KRb7Q59RFoIR8iuRapj2fmFcuRJFG+c13at647tFS/kd3t7W4aGhkzl2u26e+xar6hw3Vt9O+yCQ0VCK01o+3xdXnHhazZq11EUJR7yBcc9pLJbE1I9JnLedLiYnsTyiiDSw3mqN39ZHPaQ8259z5309tBVTvvly5dlZ2cnsYlLx3DCmHlAs847R0e5srISGyAvQ2rg7DYjvn1iYkJuvPHGWJHCZlMd04tOguPEOZ5OnwcsYs++OYQGHQDywxtldMeBM4G1w4Of+J3VJ04XOtfh4eFYiZuZmYlXGcbHx2V4eDjuoHmAspb1GSvGl+N72XFAyMXQ0FDcEeqYYNTB1atXc6lZ7IzwXgDrNAmkG/cfGxuLVTiUC9S4ycnJxKAOlVVP2niixT+vXbuWOQ+d5vLly3F4m3ViENomL4sPDw9XhVCwgwyHrly+vk8Dk3HdjizqnZwPDQ3JxMRE7IDpmG3YiUhyomKJCEgHykSHnKCfgL2jffN3ORZYh5pxTLpItV2Xy+VE2vT+lIGBgVhJPnToUNx+p6enZXx8PLY15NXatKdDV3Bv1Lt1LKLbdffYtYgEJzo84QahFRe2ZT2pZ0JqdKOOJMofp1fBcbeexMt5EUnakz5liG0B+z44n5ZTrcf5evJnKe1IK6eZ37Ouwcq6To/+6TSPrnLaV1ZW4mVhfqiHFUOWdnSY7nz18hary3jpWFNQT4McGRmJO3C9AZOVde7A+eFI6DD0g5EAp1svN8Ig+XQKvRLBsXrsZGhVzlo+tkJzeDMWH2eJTcUi+50751c/mEkvP6KO2WkfGxuLv6cVDeuoP7QLpB+dch64E9TloOOr2bngDblYPkd4AdoFx3jzSov10Cx+uE69IQGdYGVlJaHawnG3wjzgCKIMrbanFXdtH7BvtnFrIMtr21CcrSVuDgXglS2uQ35YFAY7xMnrYwLRNtC3cbtiu9QTA55UoyxCdq2dLVaUWU2Gkoz+bHR0NJ6Ic7/Cds0Oi3YceIUBds39gdt196DDiqz+HG2KJ5ocGon/8QRdpHoFRI9Jmnqdx72968cx8gPe9GZ33Wdwf4P0cz+TprbzShraFvdZlsOexznO4rCniX74nOWgc1rccW8NXeW0X7x4UZaWlqqWY3XsOjpFzNDHxsZSd3D39/fLysqKrK+vy87OTqyKpTW0RuLbR0dH5fDhwzI2NhbPrqEEIpacz1nH2cz6/GVelkM6MIjxEWr66ERW3qBaWsYqsm/YGKT0LLy/v79KZYfDjnCBqakpOXz4sMzMzMjs7KxMTk4mBnbkm594yRMT7bzrJUjkj50bxJLyngGELmDih/JitR4nDWVBhw/ozX/cqWslbmpqSmZmZuTw4cMyOzsbq3E4fYSdP15lQRnhmQRoE7pdrK2t5WqTneTFF1+M26DerGytknHIRalUikMpRKpPE+JY2FKpFLdPXlHT7R7lnteuYV8iknAk2OGDnaC++FkJ1rMkdHw02vPU1FTc13F54DuDg4OJUBtrWRureJZdszLIZ72Xy9ePdYTCPjs7G5+BPjU1FacHIQXch6Gd8tNsWTCxnHEOqXO77i67RkiSPk1MO+3cn3PYE+9X2t3drdrMzKGemiyhH1nZ3NxMPHmXz//HNXU/w+nQSnla2FkURYkVGB0aCHhSUK/azmXCLxb39HUxkeCJPTvsnGd33FtDVzntCwsLsrGxERsznHZr5ssOgLXJgztkVtzxHgadtLizehshwkUQGgK1BWnhwRzH2S0vL1cN7tvb20EHlo+Zs36KSEKhYnUfgyoGE3S+KDOUB3c8vFyMEAatEnIsJzb54jtwZPRj2dlx1/cQkaoBGmr+5ORksIPlZUiOuxS5vgqSBe640jphvI92iBWHyclJOXTokBw+fDh+wRHDcj+HVIQeMLS2tha/z0u2GxsbdbXNTnDlypXESRCWs8bPLYDzzjaNOrDqInSqDH/Osu28Aw3bBa9e6fA22HfoIXC8wgUnGZs9V1ZWZGZmRra2tmR6ejpeWuewOu3QWOq+jsXVdg31nUNDOD08ieBN5bBrFj/4yE5rE5+1kU+Hv7ldd59d88op9+G6H9eTtVLp+sEFPJnD+Kb3hlh1pCcCjbKzs5MQzLjd6RVtHbaj+xrdtniyEhIbYJP4iUm2npBkzW+aw64nH5aIp1cLOPpAO+/usDefrnLaL126FKtKrKyy+hI6mQSxj5OTk4kQGn719fXFMe68fKxVd6ji9ca3syKHzlgP5isrK4nzqPHkQ3bYeakYeeJTF/TDTayHnWCZFoo7OhMRqepo+LQLHhT1UjfKGnHsGLwOHTpUNbBj0LKcF+2067hfdNDWAI8lewygUAURczs2NhafqDM8PCwi1zvg0dHRmvWnO15W46xYV55kIs716NGjcuTIETly5EjcXnG8p8j+6oOeuOE0DLQJlB0mOdrJ6gZefPHFuH2xeq7Pt4a6irhgHWaAdiWSjCXVsbCY4HM5afutx7bhpOjN7mi7UFPZxpeXl2MHDefMox55EsMTX8RJo11j5YqdVp7Ej4yMVDmhbNtpdq3j2NGGZ2dn5dixY3Ls2DE5fPiwTE5OJuwak3Duy/iJrcgnK7Bs01wP7BS7XXePXSMcSffheuKjnUis8mBTslbn9Vn2WNlhR5Id60bVdjxtnSfT7FyHNkRzO7ImFZVKJX5YlqVU6yNSsSkVkz7+Xj2OMTvnIVEy5LTrCYcOXdV5qjeNTjVd5bQvLCzEAwrUOKjtk5OTVU4tz4Y5ZIQHNlbEdIw7FCo0NI63gzrOS8pZ4V3hUE/QiaMDX1paih8WwoP7+vp6IgyFB3ZW2HkDFz98RQ8+vASnFXeOr4Sjgw6D1Sx2pKMoStQNq3GYRPF3sPTIj2PXy+i8+dbqxJEPdODI99TUVGKyw4qeiMj4+Hi8+oBOCwN9FljhYVWVFSKeYPIkBmEFR44ciZU4DOxIJ8qGHxzDD5CxHttubYoqOnNzc7EKzWEhKDM+Mm9mZkY2NzdjlRnKO9q/NchYYQ56MxzaNCaB9Sh1sA1uq/qoODz4bWVlJX4AELdRtHu2Uban6enp+LNaueQTWzBJwUqeyH58uXXGtLZrEUmUEyY+vPkUIW+HDh2KH1fPkxXOM5xQK+xDx7mj/xHZVzIxiXO77h673trakiiKUkUXEdupxpikFXk9EefwEV4JgcPJY3S9oM7QNnF/HXrKYyjypVfbIPhxnuC4s7KunWjkkU+TQfkxWfssra6H4urxWZ4caAWd26SeKHmYTPPpKqd9dXU10XFxvOf4+Hjs7EKtgKrDahSc2omJCTN+iw0HMZ/oxBEmYn0+T2Pc29uLn1LIqhscdf3CAIXvhMKAOLYbr83NzfjnyMiIbG5uytjYWOwYoAOB49Pf3y8jIyOmk8MdDK9AsIPBAxlUsJmZmTimEw77+vp64mmGcGS0w65VGn3Shl5CZcd9cXExLlNWsVZWVmJ1Dso/KyZpaCVOb3jU9cLOFpQ4vGZnZ2MlbmBgQCqVimxvb8v6+npcLteuXZNr167J1atX49/RLvRTQFmd7aaO8cqVK7ETBweSbRtO+9LSUmwLa2tr5uY+LK0zuizwN6u7aJc6ljPPpHx7e1tWVlZiJx3qug53Qxtku4b6zKto3Jb6+/sTGxPxWf4bTqJ17jdUcnYitOPAYTSwayzLDwwMyOTkZFUbnpmZkfHx8djBQvvllQRMxtlhh41znkMny7hdd6dd40Q2nlzqkBiglWYr5EWr81EUxTbP+zjw4pXoRtR2DknhWHtMDK29Yro9oW3ryQuvdrE/wmlE20V4DBz4kINcC/Zb9IEdHB5jgXxB4OC04mVNJjh97rg3Rlc57Wtra4kwDBgRBnc47FCk+eEqIlIVPqIfdhLaGIKBDo2ZB3eR6sf41gJO69raWqyso+NeWFiIf2JQwgSEHwalY+H0wxvYaR8ZGUnEsnJoDQ9EuA7KA50NK95YkWDD4+V1hNlgCRuviYmJ+DxphMVAbcLAC0VOx93qn5wOPangeh4eHo4H97SJDyYUaA+14OVBDCLWBIKPxUNIwdGjR+XYsWNy9OhRmZ6ejpfzoyiKna/l5WVZWFiQq1evypUrV+TKlSty9erVeIDnwZ33c6AThaPSLVy5ciWOd+YOv1wux+XH6iPqUDu2iLfmIxdDsa+oK3wfg6YOq8lj19pp55A3XknTK0vWiVB4MRzjzKEl7Fjy71CX+Xx3kX3FXa+i4Z7IK5wkrSgjNAbOKR5sp8NiODabnXUuGyjJSINWY7XCilVEt+vigwchssOuHTorLITDXDDe8niM93kyh5/a2dcqcT3OIu7L44oVYoqVPl7ZYqcdIT8I/xGRqrGLVxFY+WanmsPb+Ltcjmn51Io+2pXuM/kaXIY8meYVDf4sTyg4Pe6wN0739ABin51bKpUSahOfPqIdPxgIVJiBgQEZHx9PdNa601hdXY3vhQ5IN269BFerUa6vr8v8/HzsrMJBx08sk2L5HAO1Vti1Y2Hdm8uMVTZWLji/IvvL8WNjY1VHxXHnySEFGMzGxsYS5xNjAOvv75e9vb2qpWFW2dl5CW1Y0h0U5xOf00en6Y21Wqnc2tqSyclJGR4eDqoEVlmyGsfqEZyL0dHRWJ08cuRIrMIdPnw4boOlUilO68rKiiwuLiYGdQzsCwsLcfvgVQm0C3SSvBmxW+BYV6ZSqcja2lpCYWOlTatvlUolXk1De8Q+jdAL9xfZP/4QS895V9I2NjZkcXGxqq3pTeW8d4Mn0BzOgkFVt30otjyQAxYbYKs4WQcOBdolT4L1CS7suMNBxQlQcExnZmbiiXilUontGs60JaDoDadp/ZZI9QN5UFedtmuUh9t1OliVZcWbT2bSTqGuB5Q9QjXZZvFdDpdFyAr3CyKScGxrtTkL9CX6GQD8pF5W2TlPGHMHBgZip72/vz9+gCGHumLs2traSjjUsFvuF7QNsZNcK1+86dWKx7fqhhVyDiMMrUxymizcea+frnLaRfadM71JCkuWWuHhJUaR6qVWGJ1W3Pm1trYW3xfLxjygw2nlpa001tbWZG5uLrFMCoXdimtkxQV5YMOzyojLSm+o0ku/uC5fE2dAs1KA5X44WXAiYMBw9BHvOjs7G8e7ikh8igQGMR6seGVEL0tbaUU5IJ+sinEnjeM8rZh5bhu7u7syNTVVc3Bnh5HTyGlDB48JDJTJ48ePy9GjR+XQoUNxSAEGpJWVFbl69apcvnxZ5ufn5fLly3L58uV4gGdHKNQuWO3ptsEdjrOFdYqQPulJJLnsizA4VpG4vegVNdQlOwM8IGVR3LFSgPzoI1t1XHco1I0HZu1Awt5CK4LWZAb5wSpcaCUNy/dYeRAJbz6dnZ2VsbExKZVKsS3BrqEaY0OldUStZceW4KDVbvS1nbTr8fFxt+sMbG9vx6IW2jePk2xjVjiJyL4SnRYOyTaDmG9rki+SfAZDVscRvoV+cB/vm+DnngDOD/KAVS9W0UX2V6t1CC4r7daEnv0PvWoRyhs77FiBs/pIvo6+Hk5BqlQqicmKvqcO4Um7ppONrnLaMQhrYBhpA79FFEWx0w5VWW9GhdHzRhQYC8d/imQPk1ldXZW9vb2q2HWOydebkESSD03C7JhnyrwZBp0B0guHXU8suHPgDnB4eFjK5XKsyvEqBsqFFUKO8eSQGD7acW1tLRG3zysJHMqkVTiuc72sp186dhJOlFX3epDA0n6oreDFg7nenIbwIJzZzE+LxKknUCdRnktLS7KwsCCXL1+WS5cuyaVLl+Ty5cuxEmeVFa80oc44PErHdRcZOENWPQE4kjhtCHnkgUcPmJh48jnaVhgJ2ho7lHDgeVCsNcBwuAecdj4xRodwiEhCLdf3YKed2zXSu7u7G4ei8BnWHA6klUUIFMPDwzI+Pp5Qp7VThFNrsMnyyJEjcTtG6A2UZMRnI9QDfRgmBHqFEKdncfpQh0gH7BllpFcJ3a6LDTt0/FNveARcB+yUshiDlXX+PtoN7J3HQg7J0SEcWR1G2AFOrLL2jVj9j8i+wGalV7943Nre3o73sbDijvLiiT3KCvetlTftK7Bgyc66XpG04P4R47T+nuW4O/XTVU776OhoYglbRGK1lztovVzKYRfcKaLB4sQFVty1iqs7dpHkU9ryDO6Li4syPz+fUFnQeUMx4uVRDBxIL+9WZ6ddd4oYvBHGIrK/ihBSk/RKBJR8HXbCkxqcKoHBHceeTU9Px0+v5ZhOKE2Li4tVypIOg2GHBp0TT0R46RHLiliaRj7xP3ag+Pg5jrddXV2tqi89sLMzhd+RVp68aCUOD9RCetfX1+XatWuxCvfKK6/Eg/uVK1dkYWEhVhP1+fxaneWBHRPRboGdazinuoOH047QEJHqFTHtoJbL5SrnnlUhS3Hnui2VSnF/E1oCZtCu0OZ4IyqH7XG8OvobDKQ65AWf1Se+QKSwHrbDijGr2ugboBpCBeUQOKS5UqnEp3LNzMzI8ePH5YYbbpDjx4/LoUOHZGBgIA7VQRuem5tL2DX3t9YqIa9qcF+G/KLO4LjrcB6362ID2+G4aR6v0AYse0Q98ziPdqFXU3kMhq2LJPsH9CmWE1prvEZoCo4UxQo9j7uWwx5FUaxI82lxeuzWqydod5ic8Goh703R46Em5LxbJ94AHZaE6+jVTMC+GNu4pbi72t4cusppHxsbk0qlUtXocZ4rb67ERqvl5eXEoKCdWjQcLHPhSDFWoFjh4qMkMfMPxYOFGuPa2lqsRunlXb2pk5f++KmmaR0gp4Vn9iJJ5R1xddpp4CU8jm+fnJys2gi4s7MTLxlDgcLJCVA6OCSG1SUuXz2whzpBraSxEolBc2BgoGrTLa4PR0eHTaDNpCly3JnxigCrh/qYS35eADpuOBiLi4vxwD43Nydzc3OxEof2wU/hQyeKekcbQR0h5hIDSrcwMTFRFd5kKeEcDra7uxvHiy8vL1dtLOfBHjHGUNzHx8djh4/3avDgzqtpPHFMC4FD2+JQNA750qEqXH9s0+y487W0AAGRAKozq+48GdDL7PgJ5x12vba2ltjgC5vH0Y5TU1Pxk2sR+sFKMhzS1dXVxKknKDu8kDaE1e3t7cVlgLzi4Tpw3uC86pNmmmXX3J9wGI7bdf3wuIX2pp1VSyBjx1aH0qBNwf5RRvqYUx7zdWhlXsUXbQ9x7PpkJr6mdkwZVqP5M1a4GPog2L0O4UX54iQZrbbXqhM9cdZ2kCaGpPWD3O9yXvOG8DhhuqcHEJHJyUkRkYS6Mjw8nDhCjFUonrFDQdKfg7EcOnQoVtwtg0RjZscdahzHuIvsD+74XbO4uCgvvvhiQlW3Bnd20hGji985nbxkJhLeAIJ8wDFhZYkdJHYksBGtXC4nOkte9kYcOzapHTlyRCYnJ6VcLsdHO165ciUexK5evSrLy8uJI/5QVnoJMDQJ0gqZpW7yxAtpxT35ZA+cnb28vFz15ESeJLBjyY4eOmM+w/rIkSOJh8+Mj4/LwMCA7O3tyerqqly9elXm5ubk5Zdfjl88sGNSwxuV0Mlxu0B70CcadFNneOjQoXipV4dzhU6e2NnZkY2Njbhd6omcngTycrZeTdPfw3300jZPGq3yxUZUDh/jTfDstCMd+snFfNILO51o11CSESuO9oiyAJYjyvfGShpPDvh0Jhwhefz4cbnxxhvlhhtukCNHjsj4+LhUKhVZXV2VK1euyMWLF+Wll16Sl19+Wa5cuRLbNYf/sCCgQwnYSbDil3nyw2njyQuEgUbsmtucVru1XeOkGLfrdPr6+hLtmp1r/BSRRFvnsCZM3hAmgs/AkeUxi1dweLKgV+NCjm1aufLTmfUDzHQYieUw84Q1LbwTtogxCmMtJiIcVsTXYueaJyYhJRv9DsqfVyN4jNOr3lxXXM7agdcrB7UmFe6856OrnHaoPNZDDdDZ6WMeWYWxnGBWZqIoij8DBUo/ShqdBJa30RHAeHhwDzXEra2tqjAYHuRYKdDxjDywh5YY9YCksTpIVi1Y2eGNKoiDnZqaipWiSqUSv4cnVkJF3N7ejo+5g8LOm055s5XujLTCgrJB+jmvrLhboUPo8LhdwIFfWVlJdIiHDx821RAuL62KoGzw1Eo8EAhLqWgbmDReu3YtXjZ/+eWXq5Q4HtjRzvSKCNoCD+x8dnA3MTk5GW+000679WAWEUk4m3DSLNvgiZ8+VWZsbCwRuoKBUiSp+uFaWAEL2TaLBewwAw5xsxx23hSvY9O3t7erJh39/f3xZBSKO8oD+WJnWav6cEDwnIuJiYm4X4qiKPGEaYR/7O7uJsI/EPZx9epVWVxclLW1tXgijnaPvGvV3wpzguPOG/NQTtvb21X2zf0y6iCLXVurduykpNn1+Pi423UGaolNVmgJwi21IysiVQ4k2gvbPz8hmVcssOrLK6Z58qEfWob7cxvSjjuLTVZYCde5DtFDP8iTdrR/fE+vputxKQT7O9zf6pd22vl+8HW4vizhMoqiKmEFdYmf7rDno6uc9qmpqUTMI9QnONWsQHFnjvjKra2t2NnEEWzr6+vxYB1FURyHPT09XRUbzjNanBSBAVOk+qFL2ngBVCoe4PEdnlholcU6X153atYSF4cN8Yvj4XSnwUvDSAtWOjjGtlKpyOzsrNxwww2xGjc2NhYP7leuXIkHsVdeeUUWFhYSAzs6Vj1752VO/bLCZ7RCw44LnsoI54yX1/GAKzzcqlQqyZEjR8zy1KEbcEysk2JwDBwmMazEvfLKK3LhwgW5cOGCvPTSSwmnBytBuD6rRvoMfhw9xm0E9WXFOBaVI0eOxE/U1Ooy2zg/tAhtGpvPoRTxaSh6UzKcLYTC6Y1TqGe0T2sljZd5tV1D/dfqnogk2jTsGGlhxwyDOOpdZP8oR2yo5Keqog/DQIuYf3aIOexIJKn0Dw0NxXYN+8FK4rFjx+Smm26S48ePy8zMjAwMDMjGxoYsLCzIhQsX5Pnnn5cXX3xRLl68KFevXpWVlZXYGUWbhaOJe6Jf4X0Mun9FOrQTz3tqeHNvPXZtrTTyagjbtT7uku16d/f6Bnu362qQF72KpPv50AqqnrTpySzaAYdh8TiB++mxOxTCEnIeh4aG4jAo7exaKj6jxSfrp1bQkQ60F4xnegzkEDhrAsF55Lzhfmxr1slcVtgO35tflUolsQJhhQIBK31p5e8k6Sqn3VLX9fIrO3/lcjmhjsMBQAwsd5ToGEulUhzagVhGKMn8+HAMTri27hjYEddgMNIqMyvrPKDjZXV8WqXQy+JQCtkIQ4oFO0irq6uJnfK4JwayiYkJmZiYkM3NTZmcnIyVZSxJQu2Cyo44Tt5gi7RzZ6RVlpDzbik06DisJXnucLAKgHLChjoodyDUOfMAAccEpwvghAFs4uV2x5vTcJIEH3upV3P0wI52MDo6Gh8/ZrWPvr6++OiwbgDlBgdORBKDFfKFEJByuZyYaHP7XV9fr1L1dDtAmAHse2xsTMbHxxPPQ2BFiFfSeDVNpDpkS7cTVqc4/pb7HdSdViJxbThr/J4eVDHA67AcbM5mdZ/vDdtCGx4fH49j/vG0WT4pZnl5OT7CkDeUo/2yXet+h22Hl/xZvePyRqw7x7xz32D1B82ya5QV+kA8dVfbNUKi3K6rYTu0HHY9fokkT2BjuL50KBv3sQiZxQqxHlvwe57JD08w9OSSQ3Ss8BjuL/B9bq/cN6CMhoaGEv6ByP4TyOFU6xA/ngRYq+saq5+A4KEVf9QLlwXqROeb+1l8D2XOfpJVz666Z6OrnHbElKHyoSBBWVtfX4+XeBGGwRt+oHbw0wlxPq52KLHpamZmxgw9iaJIVldX486kVLp+ZJNW27nxAhgLd+A8iUDnzYoLL51rg7WWedlp1yfFaAcey+/W0hiMcGBgQCYmJmR8fDxWHHGm80033SQ33nijzM7OysDAgGxubsri4qLMzc3FyhNOy8HAzmof8q+X8tmJ506XB3oN55vj262H2/DxfPjMq171qqoy1YocOh0sn09MTMjMzIzMzs7KkSNH5MiRIzI1NSVDQ0PxSs/CwkKsxL344oty4cIFeeWVV+I4YMTk8tI8JkloE+xgjo2Nxe2EB3Z0kOykFJ3Dhw/HITIcZ8nH9eGcc5x1DntFu0V8d+hhO1CRDh06JCISO0RsR3qVCm11d3fXDNnSAwzbk3ZO+QQQViD1ZNyaaHLatre3q5w79GGI84WzqvOlN+TBmYejjs9iZeHGG2+UY8eOxQ+gW1pakpdeekm+9a1vybe+9S15/vnn5ZVXXpFr167J+vp63F8MDg5WOcDcL0EcwWeRDhHbOePJiD41Bn18vXaNyR87SRweiQcoHTlyJFbY3a6zweeZhzafsg1pe0I9ccgQP8xIRGKlHe0P14HtYGIKv0GLbLhPKA0i+3ZihZLoiZ/1XXZc9ZiGNqEFLO5fOL5d90FoG7A9/EQ+uSy1D6L3f+mjrkOhMZwHnmwgVIYnZ9bEDOXIZe8Oe3a6ymnXszxLbcH/9DKbdlBxosnQ0FA8AEIlxQNIxsbGRETi01N03CccfN0RQCniGTbDS0es1urlUWuJNBQWw/eEU6w7xpDqz2XGy/BwdNfW1mLFDYMITlPARAnhDRjMdBz72tpa7GBZhm91aKHfkTe9vModlo6H1HnU4UM8gPNntSOG+kS9ob4wQOGx6Qir2N7ejo+65CchQoXjEyR4YLeWzXXbwH15+RiEliaLiDUYR1EUOzj4m+1LD5Y8scL+DN7Qp1epSqX9c52x2RoO0+joaNXRjGzXehWNlWVWu6wVNA5z47AHvbGcB0iR/fOQOS2svMGBYFvQYSVQnOHoIq+8XwZq+8bGhoyMjMRL31CUr1y5Ep8Uc+3atVgcSduMz04y1yXQ/TdsmPsE/K0dHs5rXru2Jlkc1gP7Ygca4szOzk7CrhG77na9D4sy2hFl5VkTakM4B58VYh57MWmHE4pVEV6BxwQSabHub6HbmH5ZKnupVIqdUzjUVl7xgq1xn6CPQtabtXkMhL3AzkL5Y1GLw2L05mg9meGVBqu+gF5J4LrklQcdJoNyduc9na5y2tGh6g4bHfPW1lbCedKOLqtzOIkBqjzHh+IzR48ejQfy2dnZOB1aceed7GioehDTgxImBrxEiokD5wFLfXyMGxsQO6LW0h3i0+BsaJUABsydEv+PQ3j6+/tlZmZGRkdHYwMslUpyww03yPT0tJTLZVleXpZLly7JhQsX5IUXXpAXX3xRrly5Ese78sBrhQRkUdr5hfLUYQpI++joaFzf3C6gwJRKpXjPA1TZWmpcubz/9FfEu+Ix5lNTU/FJFWtra4kVByhxL730UkKJ4zhgvQlNK3F44T3khScpVmdYZLCCg3aAto32C0fGai+wB344EJ8ipM/r5iNcoZpOTExUTQ5gT+vr67FNiCTtmCff+B8UOYgKHMPONq0n4lYYlzX48RK6Vuj7+/vjIyf39vYSqqx29LVdYyLOA+vhw4dlaGhINjc3ZX5+Xr797W/Ls88+K9/4xjfk+eefl8uXLyfsGulB2bDSH5pwIQ1wqKxVD2uCxvtq2NlFP5nFrrkfRH1hAjc1NRWvnsGuESaEjbjz8/Nu1ymgrw057SHH0FJ1ecLDY3pfX188ScIeK1wL9x0ZGYl9B3aA+eSyNLWdFXaeJGM84PYNUGfIC2yKx2KEffGkAhNDbfd8Kp4eAyESaTVfhwAhjRyZwPtB2BbYedY+DOenr68vPgBC26lW3K208MTCHfZsdJXTLlJ9Tig6W5HkhkSeSfLRcTA0OAQbGxuyvLycOCFgYmIijuXGElupVKqKXeZzjVlF0uqfbrC4JgxOx7jqAVkvkYY6Pr4X3udlZ8zMsYyF9y01E5MgfgT72tqajI2NxZ0o1EnkZWdnR9bW1hIqO5/pjvrjeHN2zLXDrkMSuP61usnv4XPoFET2l/2Hh4fjdqGP2WQVwFLjOP2smLESB0UFZbe0tBQ/LfLatWtxmejYfivGVb9YEWWVlsMLUI/d1PnxhAx1jTZdqew/lwEP6uLTKHjzIe8zweA2MDAga2tr5vF5vOGzr68v4UyNjIzEjgAPKtwm9PKx5bSzk22p6qFBDffDtQHug/bC7Zk36PLyM0/g8T1+EBFUd5Qz7BoDMiafWCXik1B4MoN2iBc7TkiLti0dVmA5LPw+iwVoH8PDw3H+dFnUsmt2UEqlUqIv1naNPgR93MLCgtt1ClY9arsJOe3cB+gxD2XJcdgccsphH1j55JAsPYmoNREKqew8xmt4Qsp/W5/j8Q3pgg3pDchovzzh5Ak/2wjKVOdP2wmv1NVS0blM+B4QLK3oB3b+9WRMh8ng925q5+2mq5x2HZ7Ag51eBudGr1U5EUmcj45TCDguEh3wq171KpmZmYljl60lVTYkNEKeWOA9/D08PByfTsObwxCewxuRYLR6YNeTBO6A2IB4kMcgjJ9QyLAqICJVagIvl7ETMjo6KjMzM1Iul2Vqakqi6HrM68WLF+Xv/u7v5O/+7u/kwoULcvXqVdnc3JQoihIOjD4VwQp/CW1ADf20BolKxY6J1Bua+/v7Y0dPT/60GoejLw8dOhQrcYcOHZLx8XHp6+uLH+1++fJleemll+TFF1+U8+fPy8WLF+Xy5cvxaRKYZMEh5YFc72vARBFOJW9SQ/1yu+ymTk/Xc2iw558iycEc/9N7M/TZ3mz3Ozs7MjMzIxMTEzI0NCRTU1PxdXhAxmkycAx1m8PvAwMDMjY2llgSt0Lf9ANadD60Yod2xxMDa7KL90ql5BOBt7a24kkshxfw/gzYxMjIiMzMzMT3WFpakgsXLsizzz4rX/va1+S5556TCxcuxPtTIGZA0NArnHpTLfofTCA4RI4VR9QDD+56hZPVa6vvr2XXvJkZk7bx8fH4yc6HDx+Oj7vs6+uLHygFuz5//nxs15cuXZKlpSW3awJ1AfTYqZV2keSGSr36hDbCdctjIx7qxRvW9XiC7+gQKkv1BxABQvu+rHzwJIP/hp3yhFWvtKHudTp4zwr7QNxfor3gp6W2I6JAH73Mk1drbNXX4Ukw1HZepcf/kB+2bS47HTYHP6bZbd2anHWTPYGuc9rxUxsYOmW9lMZxpBgs9bFGiINdXV2VxcVFWVhYiM8nnpiYkOHh4bixYRBGR8tx3lrB4U4K6UPnARWfVRgOg+GB2VLYLXhWzUaM77BR605N30Nk34HHRkAY+9bWVlwmCAXB2fNLS0uJ89jRIVhKHDstOg2sHOg8pqH/z0oHOhV2pPS5/ijDkJqKtqVPHsLghLAEqHFLS0txnCsmgrxsrk/00Aoc7hOKfQ7ZRi31qIhYE1CrPcMZ5pUo66gydlr1qUg6jA5tD3XBG8D5qD5LqUXa2aEWkUQ6Q+09NDlBni0HngdWbo94scMOoMjxKiTHt8OuMcDiOtwnIoYdarKIVN1fh+ywqsb9NE+K+CcP3JxnSz2Mov3Hw2tBIM2utcJvKeI8sSqVSnE7whGSsGtsAubVRLfr6+h2jbrQq5ds46hr/G299Ern8PBwPBGHnfKpKHjGAY8tLGLVgp177l/S6oSdTy4Pbo/We5x3Hi+RXlyPQ1mRHoz1WvTQ6dAKOwuQ7KhbggLnT4PJKqcNf+v08GS01aTZTLdNhEW6zGnnpSirYbK6we+xI8+dI28oXVpaimfp2ITJcbDHjx+PY2APHTqU6Pi58WE5ndVrDL4wHqjUbJTWBjV9Nq1I9TKSfonsb1rTS+7oIPRKhTUp0E+i5NUClCWOetzZ2ZHLly/LCy+8IN/85jfl29/+tly8eFGWlpZkZ2cndoZCm6y4c9BhErhnWuehO33uePD90MoDBleEQwwPD1dt9kHeETqApyPi8e4TExPxJimcKDE3N5eIdZ2bm4uX0Pf29hIOgt6ElraMjpfe26EdVWvJtqjw4MN2jbrlVQ7YijXQcDtB2+VYdwzsfKoMPjc9PR2HvolUh7lVKpXYCbQcCUzA8cRQfg+T9FCbtxwzPVnRDgfeQwwslwN+Iq6a1WUub24nbNcTExPS398vCwsL8vzzz8vXvvY1+epXvyrf/OY3ZX5+XlZWViSKosTxr4jH5g3FoUk3+kcohpx+AIdfl4Oe2OkVjzx2jTaEkBjY9czMTMKuMRG/du1afFLM+fPn5aWXXopPxYLC7na9D+pL77ficdxSt3mih7rUirReaeJ2gDF7eXk5vpbI9b0zsEd2vllp5jQhPWxDltOeBZ5s4zqcL1yH8zY4OFh1HYg+6Nt4Qsz9YEhtj6IoPhiCQwp5tUsLhuwXcJ8ssj8Bs/ad6DLCBBj1wf/j9tAstT1P3YBucOC7ymnnDhtOacg5xSCEzhsz8u3tbRkeHq6KcbcU92vXrsm1a9dkenpaxsfH444VSpQOZcGRTNxJcWfFqhE/4MVS49hRR965DLIqL2zMWqXj5VdcF7NllDGcFd64i2PVcC67Vtk53hUqmA5XwuCkHXY9GQs56yL7T8/jsgl9VuebV2JGRkbiSRfvAdCTRA53YFURadjd3Y1XJZaXl+MNztgQxx0kX8c6KYjjXEOhBmwPKA89iewGeGC3lGe9OUqv2mi1EoMhDwRYNYK6vLKyImNjY7K6uppwOHFdHdOMVRpte3qyjHujnSF9lsKuy8ByBLTqrEPfeHLA6iO3N1wP7QPKMZcHb8LHSVCrq6txH4gJJ455hVNhPUtCx2JruP2yE43QGcSP637duo7uy9Dfh+xaOxSWcouVM23XOLQAto2DDdyubbgta4fdGr9Qn7wCgrbKY76uN26DelOlDmtBO9D2yOmxbJPH8axjr76Wziv7MrBr/A8/eeKi+yA9AdWiB9sHp5tPpBHZ34/CDruePPJKF6db1zP+b+0B0H0fp43LJauzXavs6/1e0R33rnLatdIAB1jPBkX2d+yLpD+8aHBwMKG4Ly8vx0uhfPIAlpMOHz4cx59bM2+R/dgzVuXQOEulUrwsinTzDJcNB3nSeeZORKt0ItWbXnh2y7N9rcxphxkGDhUJ1+VBbnp6Wubm5uRb3/qWfOMb35C/+7u/k1deeSU+wx6DJ05H4JhXrRqGHHarE0VeeJLBbcIyPr0Sg84KsaZwWLgzxL0Qxz85ORmrcVBny+VyPHG5fPmyvPzyy/H59HNzc/FTYKFO4iQRPmaUT7WB84CfcEQ4bArtQm9QYge1W0Dceaiz1O0dgwo7yzzo9Pf3x8c+IlSEV434eDO9TIzVtMnJSVNdg21bg2NfX1+s1FvKLzsKnC+dP8sx44ktnGZ2Vnl1kV/6iZEY7Pl/eiUDavu3v/1t+drXviZf//rX5YUXXoif4oyTk6anp2VqakomJydj8YJPsuBBXSusIsl+Tdd1FEWJfpCVdv4s8sz9Pf7Wds37HNAXI44fZ7LPzMzI1NSUjI2NVdn1xYsX41j2+fl5WVhYkPX1dalUKokJDCaBLOgcRLvmFbSsKjXXNW+y5NAUngQjzFSPFVCS19bWqtR4npyzzXH70mMMNrmmOexp/Zf+G/cKqdKsuPPKIv7P/RoeoGap7Xq1KoqiOGxVT1i18MFlqvsoq24tQZHzKCKpIWDop/REJ48TbdWLfq/W9YruuHeV0y6SHMD5Pe1siiTjwrDMyUfCWbFdMAQo7ohdXFpakkOHDiWe3MgnDbAip8865YbL6rJWma0YMjZw/K0NOM1ht+BBldV2dI46HbwKwRt2NzY2ZHx8PI7dXlpaik/UQYerFXZrNSHNYbfqn+sZM36tuHNedRlholSpVGJnB6BcuKPRqg6HMOHzHPuP40O1EgdnU6uTWoVjNY6VWitMSneQrGJ1C1zWIuGOV9chO60YeLTyhLaL63OMOz+sCeFwvAGcY5KhIEPtZicUy9uIKRXZP9WI27i1LGwNcFYZcFvET/QLevWBVx6spX8ehFEefEoUygE2jSMMMUG2Tljh/k/nk5VE2Kvl0EMJDcW3h9oD9/9oC7r84LzwfXXbYZtDOvXDvdDvwa5R79aG45DDflDsWtc/O6ehMB925rQCyyvBPGbw/gH0o/xkTx7vkQ49/rJzq0lT17M4d3r85r+1Q8x+Ardrax8YT+a4fHUfoSfRXK7WiqUlHCLtWtHnSSTXKds0T7q4H0xbEWgGjVynyI57VzntvLSGBoWlM+30iew7Z2gQvITMMYfoXLHJand3N47b5I1bCKk5evSoTE5OyuDgoExOTiaMho0b7+uGiY5bN2D+KSKJJbM8TnpIBeAOkdUM7gQ5TQAPCmHFDp2eiMg3v/lN+frXvy7PP/+8XLp0KQ4TguqEYzQRy647Bc6zXj6zsAZzVtz1JE6XCxRFdkBGR0djNZZVdigzUBahsnMcO54Ae+nSJbl48WL8unr1qqyursre3l5iyR5PPuSHeUF545M3LNUD+WB1w1I4smywKgpQ2bWjAizbRt2JVA887IAhfp0deZxmxIM6K0d8WhQv76KM9ZNS0QfBMQtNRJFu7bToZWZr8oly4Ikq2gWLCPrz5XI5Vta0zSAPPKmB/e/t7clzzz0n3/zmN+OVs3L5+pnX09PTMjMzI4cOHZKpqak4tAgOBeBBHuWrN8+hreq6x0tfU19XO+4hu+YX+lWsnuFM9kOHDsUnCUVRFB91Cbt+6aWX4qedrq2txXaNU4P4rHXeyHxQ7ZptS6+0hBwqHvNEJOHwaTuEg4nVHT1uLC8vxxNSFsfS1HZOF9uhtXrNPy3SxCNW2q16xmQQr8HBwar/YxKCibcOmUN+tdgBkUtPdPSqj1bD9SQMezg4vI3bL/sLukzYL4N949o8qcH7WdRx63erzrLCZVYkusppF0kakHbWLecdDQNqGBR3dCgc267P9sXjwBHHiFNRJicn4/Nf0SGz2oSBRm+uQNrZaWTFTOcz7WctZz2t4XKojqW4I32siKNc0Any0Zgol9XV1XjZjgcoHQ7TiMNu5RmfRT6s/1mOkJ7xYzlcOzG870BvtEPcJCu3WG1A/C9fQytx2mHXKxN6k5XuuC3nRSvXRYcn47Wcdl1nGNS53NhB5LLQ8aB8ggrv1eDTJrTajj0cIsl9DzpWFu1OT4A5z4yVd8uG0cZZ8cJ73Nex2s4nW6HsGGxq41UHPNUYJ6PAgcbEk8M/9EkrnCdMDPT7nGf8jn6ZFXd2QKzy0m2dP69VVEzW8Dk4LpbKru2aY/75RCzsf+A2osuEnaGDZtfslOrxUMN9NX7X4VSoTw6dEUmGPvKmXtQVnEqM8djADeeUQ0qstHG7yTpGWeM61zX/H3ashTQuCz1+8qof93c6ZJT7Tr62Vtj1/hvLlq18YxLA7VWvpFnhUSFfrZE2HvJ7eomuctr1QMXwIM5GyOo2N1I+dosHIDifUOeWlpYSTiF3ANPT03F88qFDhxKqAhovKztsPKzI8bKV1VGLhBtjWgdjoZ0JpImdeD1QYkDFw5NgcJiYfOMb35Dz58/LtWvX4iMVx8fHZXJyMt7Ey5McdmTSVhry5AtpymrwetMr8ri4uJjI4+DgYHx2M8e79vf3y87Ojqyvr8vVq1dlfn5eXn755fgsduyNQHvjVQfruFBe/tTLoFwPaH/oCHWsJQgtPxcRXmK11FNWZPQgywOvVtqHhoZkY2Mj/oklclbccU/9iqIoVk1h2zww8pNSobYjrMaK2dRhAazqhSbbeoJuhZ1AjIBdsSonUj0h1TaEdrS+vh7/r1wuy/b2trzwwgty9epV2dnZic+xx1NCsdqE1TPLYbeUOY4rZ3WO2zWXC8LX4JyxE8gKPZcPiwIoc15RYLuempqSQ4cOxeex9/f3y+7ubpVdz83NxU92xhnzWKnVTzPFk1l1jPBBs2tM1vSYKBJWoYGltHIbYlvF6i3GVH0NnCazsrKSCEPFscVQ23lSpO/PzjPSnGWsstJjTUDTwkJ4Mo5VIHyWj3fd3t42+0hMMCEgoW/kk9x4pYzHZD3B1hNITJ7wk22b7dqqV5586I3r1qpHqLzTRA5dZyGy+BZFoaucdhAy/FAF8QCKQY4bXqVSSWxK4wcL7e3txfHt+uQAPEWQVVSe5aMRY+DguGs4vUg3O/Y8WFsdndWAssww9cyey40VKY7R5c2xKBdszsLpKHB0rbObWVniDkE766F8pcFqhaVq6LKxlH2tivIkynIEMUCI7CuUHA/MpxeI7G+I1up62qDO6dJKHNAqlqXcdgs6HzxZFdl32HRZcLtFp882zcqOdvbwN5+ggjqEomrFtmNwg2qlVUQeLDl/aQOgRtez9TvKg/PHwgW3p4GBAdne3o4dUgAnH+WE+G3YNk6LEZG4f9MnZnEcu7WqhXRx3riuuU5ZaWS1PbRxja+H37XTwvnUfa8+CQoTD/RxOPoX+x0QJ10qJeOo9d4UrV6yM3TQ7DpvHtL+x8ISJstQeHlir08BQp+OeuU9bLq9YMzm9NRT5mkqu86vHvNZzEMaAYfMhGLbtc1oxZ7DhPHTCtdCmrkcdHnAX+DPWG0Y5a/3rOj71JoMhahVR/WsiujrF8Vx7yqnXc9IdWfA8VGAB3x2HtGhsirHce6Li4vxoLW9vS2Li4sJQ0BaDh8+HMd0cnw7N0yESWAw4sGFGwvH88Eh0BuQsi7NaSyHXQ9k1ouBOrm5uSkLCwtxB/fyyy/L8vKyiEgcI4qTJcbHxxMKpJXuRozB6gStn7iPVmjRJlA+KBNLjZucnIxPK+Cnns7Pz8vc3JxcvnxZlpaWEjH9OGmI1TgM7npCoztj7dDwMqiOEea8wvHoFjAA6xMIRJJx3NYkXU86eTMmO08c464f3Y0zuEWqB+mpqSkZHByUqamphIpUqVTi/QpYchaRRP2JJEO2uN9iR5/h74Xg/+n2j3aDsA3+PxR0VhNRrltbW7K1tSXXrl2TUun6E1WXlpZEROKn/x45ckRmZ2dleno6tgUrjh1pZCGA1Tguo3K5nHgyKdq4pUbqlQZuK7p/4zACfBdpGhoakomJifgBelNTU7Fd44FSV69elUuXLsn8/HxCYS+Xy/E+FOxL4Th2noyz6HEQ7Rp2YQlPIrbibP3NDhPGRL0ix8fvjoyMVIXGYV/H+vq6efoMq+087nJaa42POt1W/vTEVk9otW3rMsGkhNMqsr9ihqf/8qqT7h+x0stPZ9YClvax2O9APniio9s37FrvZ4AIwHCfxatnWdV2y9m2/CSe+DM6j6FrFsVx7yqnXSTZsLUzy8oNOgtgGRuWXrlR4QglHBHG8e8c3768vCxra2syPj4eq69auYExAAxaOj34m/PI+eM8s6OfpwGFZpE8q9eNOoqieKMJBiAoYYiBRTkgLIZVdg794FWFVmB1+Lrj4UkK8s7tBe/hsxzHzio7VA0+hQTqLJwiXs7Up0jwvgerswsNCtwW9GQuzckrOjxI6tUlkeR5/Jbao8tLd/qhF8oMThOf/oNVk/Hx8XhyjyVlXkq24jSRJpHk+cY6zxZp9aj7Ov4dL1bXWGmH/VoqIk8UsHK0srIST6Z4UyeHdbFda6yVBl2fvMnQWrngl1YAQ20BZaLVdp6Ucx/FqwUi+6tnm5ubiYfrIVwlZNe8usqb7A6yXYdWikWyHbtn/Y02zvHtqBOuXw5/xWQdEyGsqmPyrcNJGh2jQqqtnliG+gD0h6y26xVhnhCy2q5XN9jBxu96pRfXqzWJ0n6HZdPY38Np4c9Yds02ypPregk57CGHP9RHF5Wuctr1QKuddjZm/VM7Z6go7sTZSYOxY5l4b29PNjY25OrVq4nZKwwMTxEcGxtLqHhQ0xA/y7urLZXMmmmzQ8DOexbHPe3/ulGjPPRkgv+G4e3u7sq1a9ficimXyzI6OhrHfk9OTsYPpNJx7MhbPWT5np7YAV7J0G2C04f4SJwYMz09HZ8WE0XXN7QtLS3FKvuVK1filZlKpRI7eYhx5XObWRHiUBh0nFrtCDkx1iBvOXXdgB6gOO0oG9iZpa7zRIsVJQ4T0RszoSzzE1NxQgqUWtxjZmYmPrucw+hQ9hy/ybB9WYqarrOsA5XuCzTclnQMrMj+hly29yiKYgd1aWkpjo8dGxuT2dlZOXr0qMzOzsZ7OjAZx3ctR1P3tey46lO/eBUAdY1wO7YDtlOrzEKKKO4xNDQU71Hh1bNS6frqwsrKiiwsLMiVK1fk6tWrsry8HPfdmKiMjIzEKjuvnOlQGP4ZmlT2sl1b6U8j5NTqPj80wY+iKBbKsJqCsuSVMajt6IdF9k+gstT20FhYKy9cDvp9vi7/n3/XZ/Lz6hRvLuf2hNh2HtO4/fX19cnExETVMba4txY0QnUA2KbhbOsVJfSPbNe6LDFp5v6e65jLJ1S2KF+e3GSpM10XPGkITR4bndg1Qlc57UCrLDxw6EHEUmOsiuTOEg2fY9zxPz5NAJtW8XARVttZWUUjTnPYQ/nUTjw7z1kc9yyOPcpEK+6IVeO4bnR0KB+o7BxixDGiliNaL/U47LWMzJqVl0ol8yQClDfioKHE8bnNurw4vlKHw+hJg5UW7rz0K9ShNlLGnUAPPBa6Y9U2xIomf4c7fqsMeTDRzyLAaTI7OzvxIM97E/hMcj245CXvYMCOOw+aWm3niQvOsWeVPoqi+P+4N5awET7AR+Py6pnVfzI6LUgr0oUJLupBr6bwJjeo/tz/MbXsG2lglZz7Z5HkGf6waRyrJyJmHLvu6/REIZS+g2DXtcY5dszzXFNkf/WGJzyImWbHFvWFOkJ9cogcHsolUr3PKS3tWbHGvrS860maHpd5zNCx7fplpYVtWPeXItVH0Oo0WdfkCQJsl22b/TLue1Fn3L83Q23XDrseW62yx3ssntbTRltN+nOiAzz88MNy8803y/DwsJw8eVKeeuqpTN977LHHpFQqyVvf+tZ6bpsYfK0GBazGoTc/oKHxUuno6Ggc63j48GE5fPhw/JQ8KOm7u7uyvLwcPyHv4sWL8sorr8jCwoJsbGxIqVSKn7CHc4wRQsMDDisAnC+L0AREG5flzFjlo7FUZ3QI6PiwAQ1njCOubnV1VQYGBuKTYnBaDJ/d3OiSY5ZJTshBC5WJLhtWHnHSC572ODY2Fsfv4+zmq1evypUrV2RhYUFWV1dj9QBPi5ycnJSpqalYmUS8qzW4cz1wXnSMK5+cEMpTLWUkjU7ZNU+YNbrdaJvWsavsqOpnMvDKB79QN1B7l5eX41NDXnnlFbl69Wps22NjY1VPxOWNWKzSpTlgaWURwnL8dPnxC9/RR43qo0VRRlgJqlQqsrGxIZOTk3L48OE4jn1iYkJGRkZiJ5cHXr3pV5eDXj3R+4owqWX1s1KpxOIAnGl2onGtUGgD10epVIrP3meVHSGSm5ub8ab6a9euydLSUvxAKcRJ6zh4lAdP6kNhgNw/HSS7ttBOVGhyY4kYfG0W2LDXCkdyYjKKvhgrvzjyGYdL8MMAddhJ2iSsHkJ5TWsvyCOftBRFUWJSwhNHkf3z8XlFUGTfkWWVHU4p30ffk9up9qW0P8XhSSxa8Z42rAjoo7Zhp3pSkkd0ZKXf2j9j+TlWH6JX9DSddORzO+2PP/64nDlzRh588EH54he/KLfccovceeedcunSpdTvvfDCC/Lv/t2/kx/8wR+sO7Ei4c7LavTWMmOooekHL2EQGxsbS8zUK5VKHN++uroax3RDkUNnoc/rRaPlNGhlJU/+QSPLpbrMtPPOExttiJgd7+zsxP/jB1VZKnur0asSac56aIkNKju3A647Pm0EcewIsRCRhBNixbBzx5GWHu60tSOkJyiaejqUTtp1qJ50SJVItSpvfZftmpVma2OqPv2kUqnEJ4fgdCQM7CISb/Bk5ZmdTOQHf2exz0YcMi4TFgJYNeJJDA9kaIc6PlZE4iMsOQREbyYPKcW6nVr54r6F64mX9fFd7TSwChZyqLhM4eRolZ0nCHxiDDt/cOZ4BVU/NZedBKSLf3KaDpJdi1QrtHnHgrTVR2sSpB1bXefaseWN5biPdvAaSX9anmpdz8qntm3t3KIPw2fZ/0HeLDvWPknIji0hzPKnrH5Fr5TxZNUSVEOOc5odsN/C9Wc553xt62WNP0Ugd3jM+9//fnn7298u9957r4iIPPLII/KpT31KHn30UbnvvvvM7+zt7clP//RPy6//+q/LX/7lX8ri4mJdibUGAcsAsLTCHWTos1xBMGj+DBtFf39/fJ4xTpzQx4VNT0/HHcT4+Hi8iYljYNFgdaOw8sZLNfw/GCHyK5J0cnRnyZ/X19D3xPtwVLnxI+2cJ5wuAVUZzkyo0TdDddSf4zKyBj09u9bfRdn39fUlVPaRkREpl8sJlX1hYUGuXbuWeLw7Oiee7GlnR5e7lQeuL+54taocsoF66bRda+fWikdEubF9c8gFVFG2bcuu2ab5d95IvL6+LgsLC1WTbjjrU1NTiU2KSD/nwxoUOV1pK2uhOtX2is9yH6f3bojsh2wNDw8nyoHTNTo6GqtglUol8ZRQXlFIC+nQebcGQ/5MqN8VST4Mi8sR+WFlja+HNHI59PX1xauBrLJHURRP0JaWlmRpaUmWl5cTD4nDHhfEsqMNpG3E5bqx+qeDYNeakAOO96wxi//HP/n/vPLC10bdYYUFTj0mgth0jUn7yMhI3J4QvpUm/DRaFqH86bJBH8e2jbY/MDCQaFNYiYK4iBVirUSjH9Wn3ekVz1B7tMJPuH61TfP3dUgiwvHwPb4ebNtaheW0iEjV5CAkkCFffDCF9hm53vW4zNdoho3mJddUYnt7W55++mk5ffr0/gXKZTl9+rQ8+eSTwe/9xm/8hhw9elR+9md/tv6USrblNv6snh2GZo88Q2TVnZfV+dSEUqkUx79CbV9ZWZGNjY3EkY4IK9HnO3P6rPTUmpToGS6opeplLT9tiKyE6RhtdHZ6Q1atCUkt6nHs0+6RpY3AOPWpEnAIcY41q+zssOmlfnb2uBOplR90aFr50OltFp22aysvIUcPWLZtXcMK99KKOzvmaLeoa5wWBbU9iqK4bxgbG0scmcbpSrNppM0iZNtZv2s50hzjy2eHW6tpHOvKdj0wMJCYuOtX2vJ5Wt+mY3O1rbDIoZVUkeTm41CfU6lcjwfGhBrhUBi0tcrOy/V6n1Jo02monaK8eBJ+UOxapL7Yb/5bO/qhPhwOKL8wtqep7Qi/yqK2N5uQiKjhtmPZtl6lgkPOdqkFA5Hq52PozdC6ffJ9LcWd86JX0ThMhf0YXhWw1HarDeC7/J4Ob7FCYtJeKJO0/1m0YkJXi1xK+5UrV2Rvb0+OHTuWeP/YsWPy7LPPmt/5q7/6K/mv//W/yjPPPJP5PjjVAeAMcO1oi9ibSkWqZ048W0Uog2WUqGjEOupGWS6XZXV1NXHixLVr16qWykdGRqS/v19GR0dlcnIyVuQwU+YlPN2IuUGi0eB9zpNWHpBvrSTrxh76W8/08Z7I/nn36EC4s8O5zfx0RMZSD0LU49izihVyDPA71zd3TgCnviA/5fL182ZXV1dlaWlJFhcXZWlpKXbiKpVKQsWEU2CFE6BuLMVID9a6I9VOEuev0Rl/p+1aY8X86zbObZVtW8Q+3guDmy47PTiUSqV4U/Hm5qYsLi7Gk3fYN1aTJicn4yetQtWCImTZZciugW77afXK+cfnUA6sSrEtwgHlEBM+Cxzx7Ajzm5qaim0a6eDVHz2oc9pY5bYGTu6j2ImAcshlpmP0Qw4+/q/LW+S6XSMmHaffVCrXY/eXl5dlcXExFl+gssMxR/2j3uH4IS9Wn8np4P5eO0kHwa5Ddoy/QyKVdswYPRai7La2thLtDBNq7DXSJ7thsobJKs5tR1+hV2yaDeef61xP3mHfbNsYkzl8S7cvHNfMpzXhf/BHeE9KyBFHGvCT04oVO93vwlb5evjJarvuh1lQwPvoWy1706c1hSZbliCi8yGyb7MYr/U4k6efbgUtDdpZWVmRf/Ev/oV8+MMfltnZ2czfO3v2bLyJb2pqSk6cOGF+Lm1gFwnHavHfupHyoMAKi1aTYdT6NJn19fXYmYPazoN+2hKztTxaK39ZyOMop81EWW1n1Ykf1KDjUnU9NJJO67PssKddSxuyVg/wO4dA4BgqLOFhHwPqmJ96inLRT061HMi0SUyaClerfKyOqhW00q71BAu/A+54rTrUfwNcjzv4kOIOZxCOO0InVlZWZHNzU6IoitU7Vm6Rdlar9E+dHp0/zmMtrLq2nEMuW47x5xh2lA3vXWGbxmDFzqbluIfyrZ0CXRaszPEAzM6v5WDgu6GwN3wPmxLRh6P/xiZGnALFKjucIb1RVquaWdqqtTJxkOw6jbSJqXYCrfdFkmUMQU2vgur9DCLJzc78+VC7agWhPIbyp9sNq8s8meUJL6vtuh2GNpHrl7Zfy84tYUJv7tXx9DoMVNt2qP3zvbTSru0yS/lrQUFfi/vKTpJLaZ+dnZW+vj6Zn59PvD8/Py/Hjx+v+vy3v/1teeGFF+THf/zH4/fYiJ577jn57u/+7qrv3X///XLmzJn47+Xl5URHYFVKqCC50ekZM2ZSXBncgcJxHx4erlJDSqVSfI7qxsaGLC0tVR0Fh1NHRkZGZHx8PHH6gR64mJAayPfWjp+VL10ObChWp5DWebIRoUzGx8dlb28vobLzbJXLP0S9/+N78H2sToN/6uvr2TfqamhoKK7jtbW1ON51dXU1HtxFkm2ENyeGOnuuG60W4T09sIecHaDVmrwUxa5rOUEWKENub1BH9Hf52loB0pTL5Xh1bHV1VRYWFmIHHWe24yxoPOYe+11KpaTareG8sYKE9OeB2w87uMgn2hFUOZ6ssJKNtoXTNSqVSmLiys53LVVOt0dOi9Xn6vKA2q7jbC1HA/nW/R/bShRF8ZOax8bGpL//+qPU19fXZXl5ObbttbW1uH/WDrsOdQu1LSbk9IQcnlDdcpvJQxHsOqst13LK8DePRfpzKEeO4dbtHismcNCxN2tzczOxN43DtvSKWCvQdW2NDSL7zxpB/pE/HJKBlTRWsvkFMUKfDKNV/DT0ZFrXifbPODyP2zwmx8gXnjiMvoFtLaS269AbHbmAn9ZYz2Vv5RF9lfWzlg/WSnI57YODg3LbbbfJuXPn4mOgKpWKnDt3Tt797ndXff51r3udfPnLX06896u/+quysrIiv/M7vxOckSNmOoTVYVpAOeVBTStPfA0ueG44UFFHRkYSjZ2XmfAUwaWlpcSRh1Bd2amDWoc01kI77lkG9noc91ppEJH41JihoaH4WCk47Kzc4R4hQ2nEWc/7eb3UptPGf6Njx9m9UFvX1tbiU4JwRJjI/mOl+Rx2fe512sBrpcFS4rKocbhGVoUBFMWukY88DjuXGWyYlzWtOuCBHLATyvHTrLYvLi4mQsEGBgZiJ2B0dDSOea81Adb5zDMhD11T93HsKOvJK5xWnH2Oe6M8ECaDFUV2/tPCYkJ1pAdxqw9G2qIoCsbAagee7x0SC2CnAwMD8R6EcrkcHyO5vr4e2zUfF8irrawSWpP/NLtmJ0XbdMhh1w6QLsesdNquG3VitGOunVn+DI+n3DfrF5/qhjA4jOGhp6S2yxlLc9x1GXAfx2nlvKIcYC8cKqOPcmS7sdLF4LPWuKoPA8D39eRCj3P4HtLCfXNIhOFr61URy2EPTY61gq77ZXbUi0Du02POnDkj99xzj9x+++1yxx13yEMPPSRra2vx7vS7775bbrrpJjl79qwMDw/LG97whsT3p6enRUSq3s+KNZvLgq40XZE6xpIbJpx2NHxu5HhaHhTZ5eXlxBnlSCOr7WlGEhoQtBFwHiz1QSS/4x4yDP0+q8t7e3vBB83UmuFaZHXYrXrk77KjYrUVPagCLKOKSPzwKMS64tH26Az5jH+9mTHP5Ei3Ra3CpXU4mlBbqEUn7RqDTaiudP40rNZgELOcHMvWWAUCXAebm5tSqVyPfcb5/LDvyclJGRgYkPHxcZmcnIzDpkL30g65tu16646/y3nFoFgqlRKDKS9Z86AJZxXoUD69jI7/aawVJq4PrVxy3CinD2mEs8HOOyYdbCtaMGAnGROsvr6+qtUzbDRm24YzwC8uVz25DLVLnjxYKwChurTe6za75rw0w4G3xjrt5Irsq7/YZ8LhI7xHAeIL4tzxLAAOf2rEaa9Hodd2jPcA2hJsmsvXWkWDrcKGOJZdr1hxefJ9rfdEkv4FiwNsQ/zSds31JSKJGHzcB3aHa2i1nZ12Tq+1qmX5CPg8O+r8P3bckdZQfH29fXdecjvtd911l1y+fFkeeOABmZubk1tvvVWeeOKJeLPL+fPn2xIDltVh50LlWRP/n2esWglCo4AhoKHrhxDw2e0rKytVj7jmBxStrq7GqpzOV0hRwf/SVDmLZinuelCFcxtFUWJHfi1nutb1s1CrI9Qdhe54dWfBaURdi1yfiG1sbMQq+/r6erx8jnbBZ31j+dwqb06b9T/uYLTTnpd6Oo5O2nXWiXiaww5QftZmVoYVGXZURZKbLTGYb21txUd+TkxMxA/dgl3jwS2YxNfKq853aNk1L7BnXAv50BMZdoixNwNpsc5L5/OU2Wm30P/T7cZSrfSqJyuHGOD1AJlmI2zjcNqxyXB3d1c2Njbivpqfs4H4d47DDa0eIq06Hzp/Oq1ZwxA03WzXzbpeSKQKTVjhuPNqCQ4bQLgqP+QHf7P4Uk/6OS66Xsfd6gu0feuNnBibeRVNT7o5SiBtxYzH/NB7LG6yg6sVdy4P2DP6JXbaYZ86QgLftXwgrictclkhppx+7StYq7Rs00UIk8nttIuIvPvd7zaX10REPve5z6V+9yMf+Ug9t4zJ47BbzhOrJDyYacedv4P78ikhrLhDjdvb24uPidMb1Pr6+uKNa6HBXVe47vT0/6yOyyqXPI576BraqKFOViqVeEXBmtU222HX3wsNoiFHUE/Y9DXwOajsKysr8eZTPv0Hzj2/rAE+lCb+P3cyugzzdvi6HPLQKbvWHW/oMyBko+yUwrb5mtYgyB12FEWJyagOB9na2orDZHCG/9TUVLzJESFVWrWyJuChNFj1nXUgsAYQvLQqx+ojn5TBTj2up1WrvG2SB3bkxcqr7t+QLgzynD8elHnw1zaNF/K7tbUVnwSFzcX8VExdPriXnvhYMbTaUdPl14jDbpVRVjo9XjeTNMddJGl7mHRvb28nNjiz444+HT/huMNpr1dpt8bcRvKp88jOJU8S2WZ4FY1FCHbms47RGl32bOPsuOM95AnOeKWyf1IU24VOJ09GQitcPLbzBEXH6oecdtxH5ykUfVGrv241dTntnSKPw87fEbEHdl1RujEwMPjBwcFEh4DGgU1rUHD4+D88mAMdhd7cxffgdFh50TPNrNTbiYQMmh0irVRmddjr6SxC+daOOxt7aBJiKXUoIz4tBkocjoIT2VfkobLzMVXWvUJ1GnLYGx3cu41azjUIrWLogTzNybfuq9sx6gQqHJ58C6ed1XY+HcqabGkVWd9fD85p+a8FX08PMjzoQYSA8sYhe/ifyP4gqkM76sEa2PWqJpcPlqF5KZ2dZx7gQytceGESsr29XeW0YwWNBQjuO9ixQP+L63O608alkEDQbKe2SLQqb1kcd7QPOH8cKlMul+PYdqyiwQa2traqnpTcaazJuGXP7ORCbbc2pWIDaNY+ppaQpwUxrViz76Edd15F41VBdty188w+kOW0cwQEj606zdoHZNvmPGi/i0Nl0uqnVXSV056HtBAF7bijkXDDsjpUfFbHdOtYT34MOkJksDkRO9StAZAbOt9Tp4F/zzO4a8edG5f+PVR2uny44eOzaU57Iw6JTlNo5pw2+eLvWoo26g/HeOK0GH18mLVBTd9Dl5WIVA34Oh1ZHPZOzfBbRS2HPc0GRKodd8AhIrUGX+68MehhYOf4T31m/+joaGL5Pc2utWMeure17JoHq3xYSefPYVDEi/tGbcvNsFuRZJiibst6gqNP+eE0cr44Flank/tldtgxIeeQN9yD+0KOX+WwHS5DfDZUb1a7sNqCk43QZBdwn4DwVfTTEFj4QYF8RCQ2pTbqtDfaR6f1AWhP7MOwjSCfOgQGYStZ758F7nf1qpoVbsJ+FDvq+D6nE7YbUtu5LNhZ1zH7+JzOmzXBQJ+jnXT+Lpd7o/11XrrKac+qTISWz7UR6aVNbnCh+3NYCC/DYJa+t7cXPykVCjs/9hpOe1pDCilu/P96Y6rSHHcL7vysstADvPVZ63r1kKUTRHrYkQ4pMZaDzE47NqhxvCtP2rBXwYoBztJO2WFnlR3/0/kSaSxWsqjUa9citm1zu9SqiGXb2mkW2T/lAE47L5/jgWoTExMyMTERr6jxg4yy2LV2oK3vNToQsBqklTmeoLDwgHJC/6YntnkIOabssPNgrpV3djBKpVLimDgeqNk+QhMnHM27uLgYPyQNKnsUReaj15F3Vv2siYa2z3rKBN/vFbuuB22vaWg7ssQmtC/tuMNpHxkZScS1c4iM9aDAdmNNThg9IWeHGHZtCYu4ttUH1YPluGu0nbDIwf4D+1WwO3wHP1kVxzVQx3y6X0hlx0/0Q5gk6AmNVtxDjrw1IW/VZLzrnPZahDpNqyHxDEsP/mmOOwYTOOE46xWz9CiK4rNfsYkR5zvXmr1rVc7Ks6U8NqK4g9D9uGy0EqYNJ4vj3iq402LDZELKIfK+u7sbHwOHkAg+Bgz1zpvUspRlSP3UacozYPfKAJ9m11kmlCFlmz/DA4pVbtYEGSsqrLhjUMBK2vLyskxMTCQe1mIBBQdpCtksDwy18p8H7RyzMseKO9NqW9ZLzXpCgbSxqo3P8soY718I9WHb29txfS0uLsrq6mq8EZHvrVfO2PFjeMDn72ub5s/DOdAiB+dNpHfsuh7y5jutzq3JHa/IwMYRDsNHPvKG1E5jOe6cN253fEIUxiso1jzOWO25UbTjzu08bZWPFXXOHx8DaU3ocT30y+ywc1iQNZnT7aZU2n+2hi5j7ahrm+dr5BFQ66WrnPasaJWdK1t3lNbSrDUT5Qph521oaKjq6CReisVsHk8QhSqLtIQU1dD7jB7c63Xca6kVXCbacdeTHus++Fza//l6tT4XKjeuK60icD5YneD/YbK1uroaH/OIWHbM7PUGVP10RIs0h50707QBn8tBl/9BGOD1qg4IrVixQ6U7Xd35a8cen8ceFh70ocQtLy/HDxibmJiQkZGR+Jpcf1Yb5Htbv3MamoF2Lnd3dxPH0aIvsyY/abbdrLSJ2Ksj1qoAvsMnYACo5bofKJevxzQvLi7KlStX5Nq1a/HDlPCAPNixPj6ON6fCRq30Ab2KCfiznRA0epksjjtvSuUVE4zPLLzBCdza2ooPGCgKVvvhE2RQDjwB5b0rsGmr77HGqbzwtdk2Wc1mu2S1XY/NOq4dtskOM1bBUH9w3PUkQOeV08VlFkVRnCZ9Vnya4s4Tk1bbd0857WmOk4jtkLKzygOt7pytymejgBPHGz1wXByOC9zY2IidgDTgMHB69KyQ81yv456VWunNMrBbznuznBI9sOty0jNnPRtmEN8KZx2DOuqbY9nZkcC10iYOOt8h1d+pJm3io0E9sB2lDexp90T4CBR3HtwRBreysiITExO5Ng9rh67V9c+KHJQt3Y/o+HGdznomElnLm5VCPTji/6gLXjLH4M72xkfN4T1sOOTTYrAqiu9o54Dvr+uHl971xCE0poT6JYuDMhlvBSHnncMuuM1o++bjnHd2dlqiluYl1Edw32Yp2vrBQ3n6wCzt1ELbANu2tgd23i21ne1M+zrozzAhYaUd36+VXy2CcXr1+M19E5eR7qdCZdEsesppB1YDtxw2FCYqgj+jHXfrHnDah4aGEo0LFY9jA7G8jkfcW+qgho0xlKfQe/WgG5dW2Gt9N0vasl4v7TuWCq0HRMtZ5k4ttPqCwX1nZ0eWl5dlfX09nrXz5IyfelorhlWnxXLYLdWfv4/3Q3XbSwO8ZZ88eQ59J7QykWb3eN9qq6y286ZzVttXV1dlYWFBxsbGZHx8PJ7ghbD6E33v0IS8GVjOpQ4FwefaMZGwrs+hLoAnFJZDDIFETzC4L8BJUFeuXIlVdtyLDwkIHd3K5YE64WPqWIXn9GsnBcv9VjnUGnOcMJbNM1G0v3+J6wj2zWo7Vs2xGbUoSjsLD9ohtdR2pNvas2JdO+2+IGufoH0oHnO5P2dnF5MqPU5rtR3fLZVKiT0IXHfWakIoj5wutmNch+ufHXdW27Vg18q+s2d6B0tlT1Pj+DP8u1Y+9RKxHmD5/Fd26lBxaFSbm5uysbERb1bNokynKcLcQJrVyes8ZjVwq2w6QWilxapTvK/BXgQ4Z1GUPDEC9czlnjaxC1FLYU/rZA4aetBgu84ziORZ1eC2r8OisNKCTec4aaiW085psX5vB7oMtKPLDo1VVs3uazhNQPe5WkVnh5y/r8MU9WScj25lB44n4bBxVuz1BMAqS31ihT65gvOh0x/Cnff64LoK9R0c88zOO4/fHFJSNELChOXzWGFf9Y4veb5n+VC672Zhxkoni1raJ4LTboXEhEQ87uP0i8tQC2r80mXL97Fsttl9fM8p7WmznLTC0/FJfD0rtAP/Q0ODgs6zRZwos76+Hh8vNTw8LNvb22a609LEM2jre81S5Wo57Fr1DHUU/PlG0mUp4ow1EFoDelaHbXNzM6GyIw86jj1NZdfKv5UnrSaE8mdhqXG9pLaL2Cp7HrvWSk+W+4Wuj/rnwb5SqcT7HxYWFhLPX+D0a9L6Euv3Ztcr+igdr8mqHAZDawUAk9hmpUlPIGDL2lbZxnkwxfc4LAA/Ob59dXVVLl++LEtLS7KxsRGf/46wCLzwdOe0UEu8j/uzMqcdAe0wMHrVDdd2tb1+QuMkj1M7OzuJOoIQMzw8nFDbIbjhSbqtCO3MC/dTOq+stiN+nPPHkxS+Xr3pEKk9ZuF+ofh2/I3P8gv9bKlUCqrtWBHhI5nxP/QZaZNuvq/Ivi3rU7PSBAzLVvUEo5n0RM9QS2XPW3ghJ8+abXHDYCWW4yph/Di/nR8bnidNzSbU8dTqkHRZ689bBtKs9KWVQ637hdoEpxUzd56xp83M0+5fS/VPm+zUunYvOehZ4A62Xru2rsektR+0A56wYTDCxBwx0vWkIe17zXDgLIVd9286/tWimas/aZMw/T+tnGnHmL/HihuugwdkIYyGT4Gynmqc9gqNNTyp4wdWWX1N1nJ05z0/WVY4UVeoH72axmf+8zniRUM7z9rG8Zk8Kzz13D8LVh/E1wgJcGlqO4ukAN+vZcf6c1optxR3feCILouQYNdM/63nlPZaTp01CwdpCkea6oI4Jz6/HRWLHevr6+uxqoOzX7M0eKRJz7Ct/DRDAcvisIdmq81Ep6NRlT0tbpxBXSHUASorP/mUY14txTTUMepZe6301Gofur12u9qu23ea2qm/w9/TWHbNtqOvYdVHuVyuehoyls9XVlZkaGjIvHdWxd3qm7KqWVnRgx3aaaWy/yTQtIGGy6aZK3vWfXhg5Ied4N5poTzoE/DdUqkkGxsbsry8LFtbWyIi8aonnmaL/UZacKmVZsspR7owOUCaub8CfMxcSG3vdrvuBGmCCdR2rgt9vCvUdr1XogiE+iiR6pBgLShyH9Ms5z0tPUgT2rRGO8ta3eafmDyx2o661KtcvMrAPoJOF6+W8f3w/7TnVKTFt7fSZrveaa9VGZo8jpAewNK+ay238SkHfIxUPfD9a6WlXkLKtrW8m8dxz9OA0z6XR2XPqmJa99eDfy2lzbq/lR5LDcman4NCLWdJT3RqTcT19/W98ijucLr4FCFMBrGBeWBgoGrykTVdaYNfs0NStKOL+/O90iaTzV7lSPtcqH/RE3X+HA/yWBGBg8wx7PqlY2pD6dJjjJVGnT6tKPLkwsqfh8k0Ti3nXa/IoA0MDAzEJ5FY9VJUOEyMQb+V54SrPORx3NM+y3YBBxif5aekwkZRh+z846fem2KNyZwWDnPT/oP1GVw7lAddLs3y27readeEOtNa3+HC1BUTWvIA3EgstR0O+/r6uvT19cnk5GSw8qwBn2dw+F/I2cg7uIc+m6Zs67TVcnwaVSpCapylsvP9tNKelhZ8l4/5ss5kt1R2azDm93U6aqUnj2H3itquy0E7TmlllmUSpW0o7bu4v7X8OTg4GF8PatzOzo6srKzI+Pi4DAwMBB0F656WbVt5aZaTzIOPSPVEHPfXYYAWjbS1PI47+mG2N1YPOZYX6eG+sFQqxbHK2H80MjIiY2NjMjo6mlDZ0ybmnB5Ovw6DwWRBCwBcvlzu1nil79+tdt1JtN1oB43jpLm/Hx4ejscB7q+LNIGy+gR2QrXajvzxsYutSBPSYYH08bMPOH2stuMnT67wXRbQ+N488WZbTqs3fQ/chydz1thjjVestuMzrbDZ4rTCOsiyfG5hzbqyktbg9VKU9aAOxDrqtKQpxSK1N2S2izTlIouC3Ik05UEPslyPae2t1iSMf88SppMljb2G7sTrvUbou6GVpKzfx//RFjj2FcpuFjph21mvy5PhVpNVUNEDqBZZQnWmV7e0uMKbynk5Xce66pf1jAZrgq6dgVrCg5Vud9Qbp1afwO0Lfb7eu8KfLQppeeK2pieyRUELWUCLYPjdcqJFkkd4WiEyIb9Mh6xZK+qWXepjKXV60oTeZvTvXaW018pwmsqepsZZA0FoZm3NcLmSYPB8mkwURfFS28bGhoyMjGR6PHIoTUiDHriQrkZVGavcuPOyGjN/VlPPCgBfO+tgp7+TVWW30gtFjjcmpansnC5L8edVF/0/fZ1a5aG/Z6nt3YRuy9b/61mZsMo2q2IWarNQdHBuO44bg5Kblg79XlbbBs20a35PO8PIe2ggZUUvb5rSbNCyHz2wc7lgIMaESduZVtr6+/tlZGRExsfHZWxsTMbGxqpU9iyCDtS43d3d+P5Ir46RDfWl+BvlrMMGrDbQbXZdBCx7YudLpHq/wcDAgAwNDcVjdr0CQiew1HZub9xe+fPNJE1x12o70sex4fxdbf+8qobPpk3C0+wZ/Zc1wUa9WyFUIlJ16ACH7eiVwWY/96Jre4G05XP8DfI6RPo93YAsuHHomR0Pxvrs3nrQjptORzOuHbqu5ZCmfbeR9NSjktdjGDqNevatJwi1wmJCadJpq1V2B5Fadl0Ptew6L6zY8tGfzajDUF/TSschy73S+px67qexVCnGGjjxeTgj2ga1gsrP0dDhbtYAX0uh0z912i2HI5R3S4DwPqE9cAgMxyrzMzmKSj32kuX77YAn5RotFlqTLp6UsI1qm7ReuAe/rNU0/dIiB9u3Tn+aT9AIXaW0p82YmrXEzDNPHZ/EsyUrLTB2EUlsUmO1HXGw9aSH06TTo6lHlUu7lkh4cyWXSWjmnldtDzkJIaOzvldLobXA4D40NJR4QqJ+SmLIybA6Fx4Q+P1mgPLudrVdpHZYTK0BKI00u9bXqnVdbiN8kkw99pZm2xbNVLYZdlhEkpPzNOUsT5pCk1Rt07gmPscqtP4/BlhWTtkJg+Le19cno6OjMjY2JhMTE3EsO5x3XEuno5YjXalUYpVN9zlpZcJnTddS27m9dqNdd5o0tZ1j20ulUrwnhdX2oqP9APYNkMdOtJ+Qf8Ltmj/L6eTYe7Ynjm2HvzU0NJRQ2lmxT0sbpwcvrZTzczm0Xeu2wf0I9+W876YZ435X9gBpg3sjA7t1DR1PGbqPvl9afFSjFddoTLRFLZU8Szk2U42rRZpR6sEzD1pB41l36L6hGTWnJw+Nll+RlSGLLJPxZiu8ljpiEWpnrPCyAtso7bDt0EQ3730b7VuzXM9StkSkasBPU6vxHRzpx8/SYGcm5LCnKXVWLG0oz6FVFL5WnvJyslPLX9CKKeqj1vGfRSZrH9dKsvpp/LcWCbVd6L7Ail/H+2l2yWkMvbRir9PADn2tvikt/3noKqXdotGBPfSdkDIH9OydKxQqSujc9iwb4kJpAWmqHNKWVwELrSJYebQGIC4TraSxgdVKUx6VXX/PctjzOiJp57LjM/xTv28NBLVU9qwDgzVbD6nt3UTaxLaR8tJksess10c7gU3z8a76fnkJ2Xa9ds3ft37HZ3nDGrfTNOU/K7Wcda57K0RKO1N6YGVlju0OSvvg4KBMTEzEJ8bgyafatnWa8Lv+H6tolUolVtkA9/siYq6u6iV4rldL0e9W2xbZd7waDXVrlJDazue2DwwMxG0G+1aKTprarmPbO502Jq09lMvl2K7Yd4JdQzTRD0YLrY6l9ZvWZBwrdVD2+ZQoLlfdPvTTpjkNzVDbu64XqLWEXgR05bPa3m1YoTEhxajVyr9OE6erWfcO7S7X99X311jOeTtVj25sa5pmb7qsl6xqe7eUeSidoThYkdrlmcch0BP6tOtYSrtW2kIqGV8DzliWTWpZ1UE9ybAmEzofoZXbVihyTpKsIgtPXq1zuLuJIqjtIViZDgkzoYkz7Ad1FArhrQdrRc16z8pLmijXLNvuOqW9VocaUr/rIa/azvdMi21v1uDeDLU9TdXGTyu9WtXWM0q+hk5TGqH/p6ns2mAa2d+AwZ1j2dngrLZldf66fELlHKKRdlLUTjqEpbKHVhNEWmfXafZs2RHayt7engwPD7dkgK9Xbc+yWsU2i8/pR7Zb+3r09bLadK0+JjTw6nwi/9xuWG1nZwBqGWKUR0ZGEqfFhNLLbUELE/x32oSO062XzBmdD62280paN1K0FQLuZ7gfYLWdVXespBWdkC3qVbROkJa2tBWBWmo7j9Uhx14knwCknXQ+sQbtQPsaun1YIbXNUtuLZU01sGYqzdqAWg96MAoN9qHY9laTphAzzSi3ZgwoWRxbS2VvJjpG1arTPPfP0j6bmY9uHdhDdHICkqVeWGlvtyrXTGdITzJDDmez60P3h/XaQhal3XriaRYRCD9DKhrfn+Nrrb4ezgYmE9aKQbvHiYNErTLVIks310PRxJu0cqy1AsXf5+vwvgMt/PC1602vnsRZ8fGWaNhKtb2rlHautFCh5CFLgaWp7aH7hdR2xEVZ30ubfTXSaaQpc7Xyn9bALAPTyn/o+lljcjkP9ajs9VAqlarObU5z3kOzey6btHJOq9uQ2m7lv5uxBkZdj81S2UFWtV0PEJbajpNkQo+0rseu02KY+ZpptlRLZQ/ZET6nHXdLcdeqc5a0hMrWsiUrxpvvkaa28wtPutSqXMgR5zKu1cdwH4GTJziPOg6W1Tt9Vrhe5eCy6EbnsWgqu0g41BNjNAs2tTYxFg2rv9H20kms9LG/gJfuG7Tazt9Dv6ttPqvYkGZX3C/t7u5Kf39/1SlV+N26Jsq7mWp797TG/0fWjqsdHZzlmNVS20Mbn0JkzUe9DSDL99KWnTTNPv1CG2+z0XmrtSKS5jzqSU2jCmVWpbcbB3PGal+dIstES4OBo531UGuyVw/WhJPR7bkZ9WStXmVdwQqpcpbarhVwjTXRtl6WTVv31Yq5dhR1yGStcnFagyUW6HrppboossiTR21nrPcsOw31b7XKhAWB0CpdqL/Q17HU9rx0pdKuO1CrcJpJmiqn/6/TAOUHu5wrlUpwGT3teo2QprZbn9UTD62scYO0rseKO66h0WmxnCVtHNp4tTGG8qPvYf0P8OPMtcqexVGq1TbT7p3lf1ko8uajEKy0hP5fz/XSsOy61qCQpraH0lhPfepNjKF01WPXtVT2tP6n1ikmIbvOk540tFLFypxW23WadRx7SDlHmvj7+jtZ8oL39TnPuAY/bZP7Gr63fiBTN4W/dVrVTYPHM4B6YbW9Gzei6rGRV4CKQJraDhVbj7mW2q77KZ4M4+80EUb7NWmCgbWfkZ9uzn0JnxTF9sy/oz7qET+Ka1V1kqdhNqMRWzM2y4HXce2tTlct6lXYmbQBpNlxsFkGgKyOSy01TytleI//z1gz+XroBdW8SNRblnnVdt1WikaWdGWZALeaWunM2mdZ9aHfq5VPfWRjmpJmKe763Gi2beu7oRWDLOXiNEbI8es24aMWRcpPPbaexx7SFG/rc/r3UJq1PVu+ACbaodVAkcYmtF2ltIdopFPLosiJ1K+2s/qD2PZWKRBpClmWfGrFSF+bG3cWxYd3g+ftMGoZaF7HKitWHHsehd1S2S2jDf19ENGqadpJG/VcWyTcTpqptjeLvOFzlnDA/+eftWLHs5BHbWflnsu6VnrSBm1OB9+T+9soihKKO/4fameW4BKajOt+Vv+e1gfrEACttkPZRfk2+2mKnaRoqwRpanulUknUTbdhtZciqe0idt/FCraIVDnIsOn+/v5YbeeJFk+40vpF3N8ipLpz3xLyjzgPpVJJdnZ24n00fA2R+tX2rlParQ63URppyLUaBze40O7jIpB15tto2Wvnx/p/aGCv5cA3g1pOdaMTxGZdqxZFGyC7jXrU9iINiCLZlKlQ/mq1n3raV63VrTz3CKVbK+2he1pL6Py35bBned/q67nPtyYFobTwtbqdovdHul74ZJ9unyzVcl67BfaldH1pZTuLeh6y51ppyLI/JhSmg2uI2M/AyUJPKO3NoJYih/+lqXKsKOlrs9reyk44TW23sBQjvYzM166n87VO3bHKKE2RtuDPN3NQCA34aZOGkMoe+l6zHLy8J/EUkZD62UzS7Dur2t5J8to10JPkWk6j9b0898ky6IXSk/b9kNLMahVPUvRJMqxo6VjUEJZTzquHoXxxGjR4ci47C3w2PqvtrOyllUHRKXL/lNZuUS/dWOYiYbW9SORV29muYSeII9dOeyP1xmp7mm3jHvr8dqyqcYy+zgfSnpeumsK3emAXqc+ZytpAuOKKRhalvRMGnzab5Z/NJK/DXs/1m4E+TsqpTZ6yt9pYSL0t6goaCKUtLZSr1enRKwH1piGkdutBN68CF3LY9e+h62nVnze4hyYrvaa2F81JTEO3E1Zvu5W8Y02R2plV7jpyQUSqVkW0DenQGes+WfoFToM1kdB9jT7qVV9DpD613ZV2gzRFI02V40FDX48rt5lY8aVZVDnOYxb1K7SxNKRUpDm5WdKW9p4e3FuhsqelxUpHSGVnshpmPep5Nyvu7ZiMM7UUy9AqGtPK8g7FjNdr11kHBm1XWdtrXnvWq25WGqyyrWWLrHJpVU5ETIU9tPLCnwvVc2gFUfenIhLH4AJWEnEtVuXS1PZuoVv6Ix7DeEUm5OR1G1naDLfjRlTgegip7RyDz/2xXkXTDnKtsSR0WpTuC3RfotPM/lzovsgDYtzZua93Fac406oMZBnYmzVTzNs56kZnXS+03NIoWYwrLU0gyypA1kZWrwKdNz2tDKfIUk/NdDhZrS26cttOspRF3vLKaoOdUtka3TcSWikKrVq1O58hZ10kf95Dn7f62zSH3VLcrOMeQ2m1Jnb4qdU4Lfawottranu30gtKOwjloSjjTJrIp1fR8JPF06wOe4i0GHS8Z6WZT5OxDifRG2ObYdc9pbRnGdg1aRUcUpH19/lkAnwvpDxnPXminoGLr5OWFovQcnUWBTkvWdMDQip7XfFgKW0Es+Ksznqe99OumfUkjl6l0UmPpRKBWvbN7clyJC31FN/NUjd50qMJraLptNe6v+WwW2XeqJrbSHqyfj/t3qy04/rsLIccduv3PP2e9X3d3/OJNkCf5pFVbXeaj1bb8XsrT3trJ2mrXUXB6o/1CSs8EecVgbQVujywrYbSyL+z4y5in/aEdoT32ceox66LV3MppFVIPQ57lu9ZpC2phv4vIlUVXO/985BFwUpbrrau167BI232XQ/NLuusM/t6HfaDQivsOuv/Q3UTivW21NQ8fUve+g6VTV4baGVYRdY+Ic1hB/UOurXULE5nPQ67/m6WSbvetMqqHDvlVh60wtuKFVqnGmsi2SuiSbdO+tj2tOOO/zczlEkr7vrFsMpuKedparsWF7LSMx4DCrpe9TWt0Gp1mNaySkhpz9r51uPM5Y3j4vvUSleW5aK8pKUppA7W+m4jZC3zPCp7Mxz2tE2EaRtseoFG7BrUa9+1Nmlq1aVV1Mp7KEaTB5IQIYe7EfsOpQc0U2HX17Gcdtw7Sx8WctjTsE6tCA3uoSV1vhZUOf00VMvRd5qHT4qqHyrWbkL9sPattNLebNIcd422Z6vvZbWdy9cK4atFzzjtIo1XXjNUz1qOu47ZbgeNKMFM3pCQetJUy2Fvl/KR1dmpNy2usCdJU2ubVd+NlHna6lmnBvvQ4Jp142krqJWeZq+ehdDOLt4LDb7N7NvSvqMHeF0eaaqcq+3tISQUdTvd1nb0Kpg1Ief/1bpW3igByxata3AYXkgoCQlsB95pbwZZFLk0VU6kdiPC9+tRxmvB36s1Y64VX5rVKbXKI235u5YymPb9RshapmkKajNU9maFSDj5y6aRsm/l6lKW72VZWdEOex47yjt45Olrsly3GfGoaQNrloE9tBmtXrWd86TVOB7srXTw2dPIQ7c5Xt3GQS7foowzWdR263NZ++d6nPesjnvaKhqHylhqe1a6ymnPW9j1Uq8ipwcuq5G1o1PIsryVJ47dIu07IaOrx2lm2qGyZymLRlV2J0m71axmOe48iS/SYJ/msFttt5G0ZxEGrHS1qryslc5aymkWZz7v/Tkdunx0DKwe4K0JmpUXp3X0qtreLbCKDtJWybKGsoW+VwvLcdfp1fZs2TU77rhOTzvtIvV3Wq1W5PS9usHQ8zaWNAelGc5Lu5bO68VV9tbSLtsWaU091Ep/q+uynol4O5zA0OQBP1sRGpMnBAb/07HsTN6VAj05spbEteNupcdSGJ3WchAnRt0yzmQNhdHUCnXNe/9aanso/E2r7ey4Z6XrnPZGKELDtGKdNO0c3EEnlYUszkZRBq12quxFaK+9TL2Oe0htD32+nejQrqx2rfPRbMel1nWbVVa1FDGRbCd9pS3D572/pbjrzWpZVLm8aXEa4yCUdZEPMdBqe1r4W6NkuWZocyqnN8sqGuy63nwcKKddJN/g0Mtqe60BOssSejM7NZ2eVjlBta4RUufy1GUzVPaidqRFpajl1YnTGGqpSla4RtbvN4N6bKqee9Ry3Ou5f9ayqRUDi2tp5z10XFzRx5Neo9cd9iI760xaiJ/1fq1r1arXLI57ljCZNMedhb967Lour/Thhx+Wm2++WYaHh+XkyZPy1FNPBT/7kY98pCreZ3h4uJ7bNs2Qmu24pw0AWSokywazdpFVjWtXp9bOgcqaSeu0ZOkYmpWOdtMpuxbpXLml2bdV36F7FG2Qz5ueRu3aKit9kkJamEwzyaK26zQ00+b00ndoEx0P5lb5syqnj3/MQyft2nGaSTPUdt2+rRCWtHukqeUhp13bdSOhb7md9scff1zOnDkjDz74oHzxi1+UW265Re688065dOlS8DuTk5PyyiuvxK8XX3wx722bTrM66bxLrUVDL0Hp39tNOwb2vCFJ7XTcOuWwH2S7rjUxL7L9ZiXP4JCnHecddCyVvRVtXocyhdT9ZqygpaUhq+PO8a+W2s7Xy0Ov2HWnKNpk/CBST8hsXjtJEyzSHPdaYTJpdl1vmExup/3973+/vP3tb5d7771XXv/618sjjzwio6Oj8uijjwa/UyqV5Pjx4/Hr2LFjeW/bErIOFnnCGoo0wFtpyZqXep2f0INs8s6OszrK9ZJ1dSPLUn6zVh46ucrSSbtu9sDYihWrWvXfThpRmfKe4FTLpvPQiMNcD7VWzPC+dTqQDtWrN4QozXHXarsVJtOo2t5L43W7adX+DqcxOrE5O7TqynYN2GEXse0a368nRCaX0769vS1PP/20nD59ev8C5bKcPn1annzyyeD3VldX5Tu+4zvkxIkT8pM/+ZPy1a9+NfU+W1tbsry8nHi1inY5So0u6dRzP/7J6M1pWRzTWtQb/693WBd50tPKtHXSYe9Fuxaxj84LlXMrHrzUCvJOejtlT9bJCRatbPeNDu6h9DeiuOu0hJbTmdAEoxa9ateOU8uvqZe8Me9poTQhu7ZW0lrmtF+5ckX29vaqZt7Hjh2Tubk58zuvfe1r5dFHH5VPfOIT8od/+IdSqVTk+7//++Wll14K3ufs2bMyNTUVv06cOJEnmbnJosx10xMsszSAtKWgvANps8MLOu1w6DTUO2hmpdP7GHrVrkO0orzbpRqHSFPCWenNg75ms/rAdooXIcc9NIkLbbhvNOY/7TSYLGo7Xnt7e5nvedDsuhW4yl5M2J6avccuj+MeCpNJU9v5OvXsZWy5J3rq1Cm5++675dZbb5Uf+qEfko9+9KNy5MgR+S//5b8Ev3P//ffL0tJS/Lpw4UKrkyki7XGeiqQkM7lmei2YwNQTt9YqWnXPvLH0Raab7NqiFXtaOk0jA1coBIaxwkhq3d9SjdtNPfdsxYb70Eb3tM1rXC/tKLtut2vn4NDKkMV6FXfrOmmbUvHdPONRf+ZPisjs7Kz09fXJ/Px84v35+Xk5fvx4pmsMDAzI933f98m3vvWt4GeGhoZkaGgoT9KaBgrPGsDK5XKuwq1UKlXXKZVqP067EWqpcWkbPbM0Hp45ZikLvra+d62TO0CnHFut+Lcirr4IHAS7trDsMyvscFltu5nU6i+sx2VzP5N3Qp6nXYbsulY/I9K+9q/rudZ9m1WX1nL53t6e9PX1JcoNA7tWDvn7rMpl5aDatXMwaHX/UctXgw2jf2HfkSfd1oqA9rlaprQPDg7KbbfdJufOnYvfq1Qqcu7cOTl16lSma+zt7cmXv/xlueGGG/Lcuu1kVUXzdvBFUuZEOhPHzmQZ3NuJvnezHYyiHO3JHCS71vDJHI3Q7o1ReZWgPOSxaw8fyE8oDjarKpeVg2zXzsGlE6EyaauQ2q6t6+ax61xKu4jImTNn5J577pHbb79d7rjjDnnooYdkbW1N7r33XhERufvuu+Wmm26Ss2fPiojIb/zGb8ib3/xmec1rXiOLi4vyvve9T1588UX5uZ/7uby3bjuNKHGadgzoeTZnWMs7zXRM89LOTZ+16JQi2EkOkl1r8h7hyf1Cq1X2rNQ6KrUTbdjaYN5OmypK3QBW5vQKDaty/Fn+bj0Tw4Ns187BoNU2nlVxx34T2LEOc7Pi7+ux6dxO+1133SWXL1+WBx54QObm5uTWW2+VJ554It7scv78+YSje+3aNXn7298uc3NzcujQIbntttvk85//vLz+9a/Pe+uuIK0B6WXrotCO9BRp8MzDQXDYRdyuG6Fo9qxpRhuuJ6SkkTCdZtNMAaYRuEzw4rJjJ74ZY4XbteM0TlZbDO1X0Y57IyJlKSr6iCMiy8vLMjU1Je985zu7LnaOO0SOZ2rHOdI8GNSKM633zPpa8aLWUhFfJ22ZqBMOs5W/vN8tgqO/tbUlH/zgB2VpaUkmJyc7nRyTXrFrkf1OvV3nw2exo3raroV1nbx2zd/plH3kidcPlUfeeH/9t1bW+/r6En1zFEWyt7cXnxSjT6fY3t6WD3/4w27XjtMBsmx+ZZvWJ0Dt7u7GfXO9dt156eEAUdT5URGcTE0R0lSv01MERc9pL52MZ+/0CS1ZVtE67bAXFWt5XKvtjuMUg6x9nV5dtE6IynNNJnd4jJMPrUR3QmXP8716yZKnejZ1MO1QsvVO8FqEHPS8p3A43UXR67bR9GX9fp4Bp9Nl1qhN43/15kOXlb6OPnWiFWdQO47TGKFQGd6zAvTGcsuu8+69cUmwDfCJIZ0euDSNLKFnOXkjtFu6yBStjhwHtMKO6lkZyuNMFnWFsV6asZIWGvRFmqvKOY7TfLIe8MHvpdl1Hlxp73KyqOzWSRd5B9JGVO5mL58XRcX2MJiDQSP7HBohFDYBGrVrq/02kje9opjnukWx6WaSZfNaXlXOcZxikKa4a7vm7zRq1+51NJksTxbsJO0+T9pCD+6dTk+rKHI7cLJRlDrMElrWqB110mnuNoe9E2q7O++O012kbdh3p73DaGe9U4N9SI2zaEaMZ16akR7HqYdmTajbYdv6oTt50lCEU5dAEUMC20mWQZlDJ/VxcWmn8TiO01lCjjefEIOfgMeheibj7rR3MbWUNXfYHedgUTSH3Ukn7UjPZsXAOk4vU5TVUAs9EWfqnZAXN7cdoh41LuvnWx0KkrXy8wymzRp4m6HEFU21K1JanHTq6dizqiGttOs8Krs77M2h2WnPoqa52u449dNpxz3tuRTWA5d02Fse3GknWhne0u647V4cTEEv5MFxQqT1Fb1s191Gs07d4fpuRQys4zidI6S213sqlDvtAZp1Fm+7KHJnHlKKesHR6IU8OPloV523YuVMf68Zp8VoZ7IXbKLVq3pW3abFwHbj0bmO0066TW0vlUrS19fnMe3tRh/n0y7qUe6LsHzug47TbprVmXf6lKNOD0pMkdLSStrluPORtyFV7qCUueN0KyH/xrJrPz2mIHRiYM9zYkw9NOPBUL3srPeCstjLcP3UswG7Vsx6u8MWmn2vRmy73U9e7gShsmmG3VuOe60YWMdxikso/K2W2p4Vd9qbSK2BvUj08vnoncAd9+LTTXVU70S8Ubtu9nMmeqWPaWfbcbXdcXqPZqnt3gMYNOM4ROsazVRKQjGORdqolnbqgU5PL0wiuskpPGjkqZtOH02a1ke0a19IWhnkseteolVx7lnVdlfaHaeaIvY5WdV2fLavry/ztfubk8TeoIiVn0a9HXgzneNmPH682511x3EODu0YJ/CY8yiKEgKNO+2OU023+G7arj2mvY10Wo2zaJbKnnUJNsvn0o4360W6pfNwbIr4ZE+dppANNcO2auUxpLL3ul23mjxqu+M4xSeP2p4n7M2d9jooosNeNA5y7KW3ge6k29pst7QzdzTrIxQD6zhOd5B2tCteHtPuNIVWODB8rJlFMwYkbKQrigNWlHQ46XTLRDzLKTbtduzS7LqZaSmabTebrGq74zjdibZr4KfHtJCiDu55QmNa/aCOvINqsxwNfd9ODu5FcvSc7qVIDmraBtR23Tv0d68SOknGcZzuoNlq+8Ho+ZwqsjSSRgfG0MND2kkRBvcipMEJU9SJeBpFSVen7FqkN+0q9FRFd9wdp3tJW0Xj97LQe71eCynq4N7sYx6L4hB0O16OB4dWOJCtckrruW4vOsiN0upQnVpPSXUcp3up1669J+5yWj2Y5r2+9flODzZFcDiKkAanNbTbYW/GZDDP9fmzRVg9Y3rRrlxtd5zeo5banpXe6/HaRBE2BLVyYK/n+9bgzg3SlWfHqU2rHXZcoxcd3l7D1XbH6V3qsWvvtTNStNCYdg64RXrKahpp6XEHxclL1vZdNDtoJkVW2UEv2naa2u44TnfSDLvuvd6uDRRBZU+jFQNprYHRVXabg5rvbqFoDl+7xYF6JuSdcBwPoh1Z/ajjOL2BXkXLSrFGrC6h04pHuxyNXhsoi+agOb1Dq+PMmw2nN3TfkMpuXaNXSdts2u785x3cHccpHiG1PSvuxfw/unWjj24ArRxIrMGrUql01eDeiRM5ipT/g0g9dl20OitaeopGpzbkt7petNrebeOT4zhh6gkzdKc9A0VyyGo5yM2m3vz54JLEna7OkNYOi7Tyou263SF4WcvC7bqzeD/iON1PI/17cUYtJxediqvP6+h0Ygm5FkU6/9pxmHbaddrRjkxRVs9q3bNox982C49td5zeo167di+ji6g1aLRqIG1kcD9ouOPe/RRNzSxKetxpdBzH6SzuYUj9g1FRBtOi0enj4LxeHJGkXRd5QtnJiV49ttJJ+3K13SdOjtMr1GPX7rRLckAv8uAOuiGNRaeVg6+r7cUgzU6KciIIUwS7DpVLkZxFn5Q7jnNQce+iBkUZ3GsNpq1OT5YQmSKdvlPEWHqn2BTpIWlFsSORzjxvoZGJbzMnzW7XjuO0krxijTvt/488JzZ4R14bLyOnCHTiJJZm0g47KqqtFunUriLQze3YcZzm4E57F9DuYx5DdNtA2e741ywPrLHSkPYAF6d3KYpdZ6VIKxHtvFfWjfj6M27XjuNkIU//7z1KTorkuBZpCZ0pUhk5ThaK1GY7YddFyn9W0tKc11lu5clczXTcu2Fy5zhO63Cnvcl0QmFp54BbS03ulBpX796DPPWUpW5zPdlMXcdVufZQTzm3y6Y7ET+e5X6ddOpbHSbD12/Vvdy2HcdpBt6T5KBIalRRVfYi0uyBvVlY6fLBvf3kmdh5/bSHIvW1juM4RcFHoIzU86TNZgzwoVNa8qSr2YTu2asDrVUHWRQ5d/CKT6fabBHtOnTfIth1PQp41tjzPFQqlbrLw/sDx3EaxXuRLsMV9jD1Lm0XbTAtWnqc1lNUuy6Cw+44juNcpy7v4OGHH5abb75ZhoeH5eTJk/LUU0+lfn5xcVHe9a53yQ033CBDQ0Py9/7e35NPf/rTdSW43TSirIi09rzhTj+ZEPdvtIyakZZmfo6pt/46XSb1cFDsGnXTKcW0yHbNdDodrQ5r68TkuBP3PCh27TgHgf68X3j88cflzJkz8sgjj8jJkyfloYcekjvvvFOee+45OXr0aNXnt7e35Ud+5Efk6NGj8id/8idy0003yYsvvijT09PNSL/jNIVyudxxJ4Vpd3rcrp1uplKp5N5UfhBwu3ac3iK30/7+979f3v72t8u9994rIiKPPPKIfOpTn5JHH31U7rvvvqrPP/roo7KwsCCf//znZWBgQEREbr755sZS3SK4I2+mw1SPA9YtalxRwKBdq6yzDu4HZVAHbtf5r9kKG3S7TsL22qwyb4dtp/Uz7ZyQ97JdO85BJJfTvr29LU8//bTcf//98XvlcllOnz4tTz75pPmdP/3TP5VTp07Ju971LvnEJz4hR44ckX/+z/+5vOc975G+vj7zO1tbW7K1tRX/vbS0FN+/lTQ6uDfzuDB32vODMqv3mMe8D0dqtQPRyPVhK1lipXvZrnX5NtOuWxFu5XZdTZ5+uVHbbrZY0+z7uF07Tu+Rx64lysHFixcjEYk+//nPJ97/pV/6peiOO+4wv/Pa1742Ghoain7mZ34m+sIXvhA99thj0czMTPRrv/Zrwfs8+OCDkYj4y1/+avB14cIFt2t/+avHXm7X/vJX772y2HXu8Ji8VCoVOXr0qPzu7/6u9PX1yW233SYXL16U973vffLggw+a37n//vvlzJkz8d+Li4vyHd/xHXL+/HmZmppqdZLbwvLyspw4cUIuXLggk5OTnU5O0+jFfHVjnqIokpWVFbnxxhtbcn23a5tubCtZ6MV8dWOe3K47Qze2lSz0Yr66MU957DqX0z47Oyt9fX0yPz+feH9+fl6OHz9ufueGG26QgYGBxNLa3//7f1/m5uZke3tbBgcHq74zNDQkQ0NDVe9PTU11TSVkZXJysufyJNKb+eq2PGUdMN2um0+3tZWs9GK+ui1Pbtedo9vaSlZ6MV/dlqesdp1rR87g4KDcdtttcu7cufi9SqUi586dk1OnTpnf+YEf+AH51re+lYjh+8Y3viE33HCD2QE4jtNe3K4dp/dwu3ac3iP3NvozZ87Ihz/8Yflv/+2/yde//nV5xzveIWtra/Hu9Lvvvjux8eUd73iHLCwsyC/+4i/KN77xDfnUpz4l/+E//Ad517ve1bxcOI7TEG7XjtN7uF07Tm+RO6b9rrvuksuXL8sDDzwgc3Nzcuutt8oTTzwhx44dExGR8+fPJ3bNnzhxQv7H//gf8m/+zb+RN77xjXLTTTfJL/7iL8p73vOezPccGhqSBx980FyC61Z6MU8ivZmvXsyTxu26OfRinkR6M1+9mCeN23Vz6MU8ifRmvnoxT0wpigr6/GzHcRzHcRzHcUSkjvAYx3Ecx3Ecx3HaizvtjuM4juM4jlNw3Gl3HMdxHMdxnILjTrvjOI7jOI7jFJzCO+0PP/yw3HzzzTI8PCwnT56Up556qtNJSuV//+//LT/+4z8uN954o5RKJfn4xz+e+H8URfLAAw/IDTfcICMjI3L69Gn55je/mfjMwsKC/PRP/7RMTk7K9PS0/OzP/qysrq62MRf7nD17Vt70pjfJxMSEHD16VN761rfKc889l/jM5uamvOtd75LDhw/L+Pi4/NRP/VTVAz3Onz8vb3nLW2R0dFSOHj0qv/RLvyS7u7vtzEqCD33oQ/LGN74xfgDDqVOn5M/+7M/i/3djnroJt+vO2rVIb9q223Xn6SbbdrvuDjtwuyaiAvPYY49Fg4OD0aOPPhp99atfjd7+9rdH09PT0fz8fKeTFuTTn/509Cu/8ivRRz/60UhEoo997GOJ/7/3ve+Npqamoo9//OPR//2//zf6iZ/4ieg7v/M7o42NjfgzP/ZjPxbdcsst0V//9V9Hf/mXfxm95jWvid72tre1OSfXufPOO6Pf//3fj77yla9EzzzzTPSP/tE/il796ldHq6ur8Wd+/ud/Pjpx4kR07ty56Atf+EL05je/Ofr+7//++P+7u7vRG97whuj06dPRl770pejTn/50NDs7G91///2dyFIURVH0p3/6p9GnPvWp6Bvf+Eb03HPPRb/8y78cDQwMRF/5yleiKOrOPHULbtedt+so6k3bdrvuLN1m227X3WEHbtf7FNppv+OOO6J3vetd8d97e3vRjTfeGJ09e7aDqcqO7gQqlUp0/Pjx6H3ve1/83uLiYjQ0NBT99//+36MoiqKvfe1rkYhE/+f//J/4M3/2Z38WlUql6OLFi21Le4hLly5FIhL9xV/8RRRF19M/MDAQ/fEf/3H8ma9//euRiERPPvlkFEXXO8ZyuRzNzc3Fn/nQhz4UTU5ORltbW+3NQAqHDh2Kfu/3fq+n8lRE3K6vUyS7jqLetW236/bRzbbtdt1ddnBQ7bqw4THb29vy9NNPy+nTp+P3yuWynD59Wp588skOpqx+nn/+eZmbm0vkaWpqSk6ePBnn6cknn5Tp6Wm5/fbb48+cPn1ayuWy/M3f/E3b06xZWloSEZGZmRkREXn66adlZ2cnkafXve518upXvzqRp+/93u+NH+ghInLnnXfK8vKyfPWrX21j6m329vbksccek7W1NTl16lRP5KmouF0X065Fes+23a7bS6/Zttt1Me3goNt17ieitosrV67I3t5eopBFRI4dOybPPvtsh1LVGHNzcyIiZp7wv7m5OTl69Gji//39/TIzMxN/plNUKhX51//6X8sP/MAPyBve8AYRuZ7ewcFBmZ6eTnxW58nKM/7XKb785S/LqVOnZHNzU8bHx+VjH/uYvP71r5dnnnmma/NUdNyu9ymKXYv0lm27XXeGXrNtt+ti2YHb9XUK67Q7xeNd73qXfOUrX5G/+qu/6nRSmsJrX/taeeaZZ2RpaUn+5E/+RO655x75i7/4i04ny3HaTi/Zttu141zH7br3KGx4zOzsrPT19VXtAJ6fn5fjx493KFWNgXSn5en48eNy6dKlxP93d3dlYWGho/l+97vfLZ/85Cfls5/9rLzqVa+K3z9+/Lhsb2/L4uJi4vM6T1ae8b9OMTg4KK95zWvktttuk7Nnz8ott9wiv/M7v9PVeSo6btf7FMGuRXrPtt2uO0Ov2bbbdbHswO36OoV12gcHB+W2226Tc+fOxe9VKhU5d+6cnDp1qoMpq5/v/M7vlOPHjyfytLy8LH/zN38T5+nUqVOyuLgoTz/9dPyZz3zmM1KpVOTkyZNtT3MURfLud79bPvaxj8lnPvMZ+c7v/M7E/2+77TYZGBhI5Om5556T8+fPJ/L05S9/OdG5/fmf/7lMTk7K61//+vZkJAOVSkW2trZ6Kk9Fw+26GHYtcnBs2+26PfSabbtdF9sODqxdd3gjbCqPPfZYNDQ0FH3kIx+Jvva1r0X/8l/+y2h6ejqxA7horKysRF/60peiL33pS5GIRO9///ujL33pS9GLL74YRdH1I6Smp6ejT3ziE9Hf/u3fRj/5kz9pHiH1fd/3fdHf/M3fRH/1V38Vfc/3fE/HjpB6xzveEU1NTUWf+9znoldeeSV+ra+vx5/5+Z//+ejVr3519JnPfCb6whe+EJ06dSo6depU/H8ct/SjP/qj0TPPPBM98cQT0ZEjRzp63NJ9990X/cVf/EX0/PPPR3/7t38b3XfffVGpVIr+5//8n1EUdWeeugW3687bdRT1pm27XXeWbrNtt+vusAO3630K7bRHURT95//8n6NXv/rV0eDgYHTHHXdEf/3Xf93pJKXy2c9+NhKRqtc999wTRdH1Y6T+/b//99GxY8eioaGh6Id/+Iej5557LnGNq1evRm9729ui8fHxaHJyMrr33nujlZWVDuQmMvMiItHv//7vx5/Z2NiI3vnOd0aHDh2KRkdHo3/8j/9x9MorrySu88ILL0T/8B/+w2hkZCSanZ2N/u2//bfRzs5Om3Ozz8/8zM9E3/Ed3xENDg5GR44ciX74h3847gCiqDvz1E24XXfWrqOoN23b7brzdJNtu113hx24Xe9TiqIoaq2W7ziO4ziO4zhOIxQ2pt1xHMdxHMdxnOu40+44juM4juM4BceddsdxHMdxHMcpOO60O47jOI7jOE7BcafdcRzHcRzHcQqOO+2O4ziO4ziOU3DcaXccx3Ecx3GcguNOu+M4juM4juMUHHfaHcdxHMdxHKfguNPuOI7jOI7jOAXHnXbHcRzHcRzHKTjutDuO4ziO4zhOwfn/AZZQBD/iIADUAAAAAElFTkSuQmCC", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -272,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -300,29 +294,27 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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25TyaJm98JmpBTL6jISJSB+FL0Py6qKaIolZcvZmINMVrS9A0FefREBGpg/B5NOQRAw0RaQpXb25+TJ0RkaZ4JXUmZHizev/uV++TERG5wSVomh8DDRFpivhRZ1xU0xOmzohIU4SnzkT1RtijISJSB9GpsyuLaoooaqXeJyMickP4xmc6nbiiUkydEZGmeCd1JmIJGvUGGvZoiEhThI86Y4/GIwYaItIU4akz8oipMyLSFPEbn3GHTU/U+2RERG6IT535iCsqpd4nIyJywyujzkSsCqDidzRMnRGRpghPnQma1a/mlQHU+2RERG4YO9XUe9xoLbTWmc1mw6BBgxAcHAyj0YiRI0eiuLi4Tr28vDzcc889aNeuHQwGA4YOHYqLFy/K18+cOYPk5GQYDAa0b98eEyZMwLlz5xT3+PLLL3HnnXciICAAERERWLx4ceN+RI2qTUTUyjnK/Oo9brQWekeTm5sLq9WKffv2wW6349KlS0hISMD58+flOnl5eRg+fDgSEhKwf/9+HDhwACkpKfD5zcCD5ORkHDlyBHa7HZmZmdi9ezcmTpwoX3c6nUhISECXLl1QUFCAf/7zn3j++efx+uuvN/xHJEmS1KinuwE4nU6EhISg8OAXCA4ObunmEFErkp8fgIeTO8vHGWv/i9jYymvWv7lbd/l3TkVFBQwGA4Crv4fK0l+AoW1Ak9vlvFAJ06MzFd/RGKdPn4bRaERubi6GDh0KALj99tvxv//7v5g/f77bzxw9ehTR0dE4cOAABg4cCADIysrCfffdh//+978IDw/HypUr8dxzz8HhcMDf/3Kacfr06diyZQuOHTvWoLaxR0NEmiJ8MICPj7iCywHst6WqqqpBzaioqAAAhIaGAgDKy8uRn58Po9GIwYMHw2Qy4a677sKePXvkz+Tl5aF9+/ZykAGA+Ph4+Pj4ID8/X64zdOhQOcgAQGJiIoqLi/Hzzz837EfUoFpERCrhtY3PBKXOIiIiEBISIhebzeaxCS6XC6mpqRgyZAhiYmIAACdPngQAPP/883jyySeRlZWF/v37Y9iwYfj6668BAA6HA0ajUXEvPz8/hIaGwuFwyHVMJpOizpXjK3U84agzItKUhQvKFamzJs+jEay0tFSROtPr9R4/Y7VaUVRUpOituFwuAMBTTz2Fxx57DADQr18/ZGdn4+23325QABOFgYaINMVd6iw2tmF/mbsleD8ag8HQqHc0KSkp8kv8zp2vBtCwsDAAQHR0tKJ+r169UFJSAgAwm80oL1cG2pqaGpw5cwZms1muU1ZWpqhz5fhKHU+YOiMiTRGfOtMJSp01LlhJkoSUlBRs3rwZOTk5iIqKUlzv2rUrwsPD6wx5Pn78OLp06QIAsFgsOHv2LAoKCuTrOTk5cLlciI2Nlevs3r0bly5dkuvY7Xb8z//8D2666aYGtZWBhog0RS2rN1utVrz77rvIyMhAcHAwHA4HHA6HPEdGp9NhypQpWLZsGTZt2oQTJ05g1qxZOHbsGCZMmADgcu9m+PDhePLJJ7F//3589tlnSElJwZgxYxAeHg4AePjhh+Hv748JEybgyJEjWL9+Pf71r39h8uTJDW6relNnVVWAv7+ql3UgosYTnzq7OmKsSRp5j5UrVwIA4uLiFOdXr16NRx99FACQmpqKyspKpKWl4cyZM+jTpw/sdju6desm11+7di1SUlIwbNgw+Pj4YNSoUVi2bJl8PSQkBB9//DGsVisGDBiAjh07Yvbs2Yq5Np6oMtD4fv8D/vDgn1ETFo6f09Jw8c47GHCICIC3UmcCfr9cR+qsIaZPn47p06df83poaCgyMjLqvcett96KTz/9tFHt+y1Vps58z5yB348/QV9UhLDHH0f4g6MQuPtToPXNTSUiwbh6c/NT75MB0P0aWPRHjlwNOJ991sKtIqKWJH71ZkGTNRloWjfdr+PJAw4fRod57pdiICJt8FrqjFs5X5MmAo3060u2yt698dPsWS3cGiJqSUydNT9VDga4QtLpoJMkVN1yCwcFEBEAL4w6I49UGWhqO4SipmNH1ISFMcAQkYJaRp21JuoMNGFhKMndxXk0RFSHsVMNvv3WX3HcJC00j6Y1UWWgAQA0YCE6ItIe0RufSTodJAF/0Iq4x41KvSGUiMiNRbbyeo8brYXWOmtNGGiISFO8Mo+Go87qpd7UGRGRG6IHAzB15pl6QygRkRucR9P81PtkRERuiE+dcWUAT5g6IyJNET6PhsObPVLvkxERuSE8dUYeMdAQkaaITp1dGQwgoqgVU2dEpCnil6AR9CKfgwGIiNRBdOpM0vkIK2rl9SdbtGgRdDodUlNT5XOVlZWwWq3o0KEDgoKCMGrUKJSVlXm7KUREHHXWArwaaA4cOIB///vfuPXWWxXn09LS8OGHH2Ljxo3Izc3F999/jwcffNCbTSEiAuCFCZsQ1KNRcYLJa0927tw5JCcn44033sBNN90kn6+oqMBbb72Fl19+Gffccw8GDBiA1atXY+/evdi3b5+3mkNEBMAbEzbZo/HEa4HGarUiKSkJ8fHxivMFBQW4dOmS4nzPnj0RGRmJvLw8t/eqqqqC0+lUFCKi6+Gd1BkX1ayPV0adrVu3Dl988QUOHDhQ55rD4YC/vz/at2+vOG8ymeBwuN/lzmazYe7cud5oKhFpDNc6a37CezSlpaV49tlnsXbtWgQEBAi554wZM1BRUSGX0tJSIfclIu35/UZnTd74jGudeST8yQoKClBeXo7+/fvDz88Pfn5+yM3NxbJly+Dn5weTyYTq6mqcPXtW8bmysjKYzWa399Tr9TAYDIpCRHQ9RG98Rp4JDzTDhg3D4cOHUVhYKJeBAwciOTlZ/nebNm2QnZ0tf6a4uBglJSWwWCyim0NEpCB64zMJOmFFrYSH8uDgYMTExCjOtWvXDh06dJDPT5gwAZMnT0ZoaCgMBgOeeeYZWCwW3H777aKbQ0Sk4G4wQGys+/fDDSFqsqWaJ2y2SJ/xlVdegY+PD0aNGoWqqiokJiZixYoVLdEUItIYLkHT/Jol0OzatUtxHBAQgOXLl2P58uXN8fVERLKFC8rxcHJnxXFTcNSZZ+oNoUREbohfvZlrnXnC4RZEpCniU2eCZvWzR0NEpA7il6AR1JtRcY9GvU9GROSG8NQZhzd7xNQZEWmK+CVoOLzZE/U+GRGRG8JTZ+QRAw0RaYr41ZshaJuApjXjRsbUGRFpilc2PhPwNzs3PiMiUgnRqbMrEzZFFLVioCEiTeGEzebH1BkRaYr41JmYoclqHt6s3hBKROSG+NQZezSeqPfJiIjcEJ864zsaT5g6IyJNYeqs+bFHQ0SaYuxUU+9xYzF15pl6n4yIyA1HmV+9xyQeAw0RacoiW3m9x43FRTU9Y6AhIk0Rv3qzoNRZI38d22w2DBo0CMHBwTAajRg5ciSKi4sVdeLi4qDT6RRl0qRJijolJSVISkpC27ZtYTQaMWXKFNTUKNOJu3btQv/+/aHX69G9e3ekp6c3qq0MNESkKd4aDNDcPZrc3FxYrVbs27cPdrsdly5dQkJCAs6fP6+o9+STT+KHH36Qy+LFi+VrtbW1SEpKQnV1Nfbu3Ys1a9YgPT0ds2fPluucOnUKSUlJuPvuu1FYWIjU1FQ88cQT2LFjR4PbyuQkEWnKwgXleDi5s+K4KS4PTRaxTUDjAk1WVpbiOD09HUajEQUFBRg6dKh8vm3btjCbzW7v8fHHH+Orr77CJ598ApPJhL59+2L+/PmYNm0ann/+efj7+2PVqlWIiorCkiVLAAC9evXCnj178MorryAxMbFBbWWPhog05Ubf+MzpdCpKVVVVg9pRUVEBAAgNDVWcX7t2LTp27IiYmBjMmDEDFy5ckK/l5eWhd+/eMJlM8rnExEQ4nU4cOXJErhMfH6+4Z2JiIvLy8hr8M2KPhog0RfzGZ2ImW165R0REhOL8nDlz8Pzzz9f7WZfLhdTUVAwZMgQxMTHy+YcffhhdunRBeHg4vvzyS0ybNg3FxcV4//33AQAOh0MRZADIxw6Ho946TqcTFy9eRGBgoMdnY6AhIk0RnjqTdJAkAYHm13uUlpbCYDDI5/V6vcfPWq1WFBUVYc+ePYrzEydOlP/du3dvhIWFYdiwYfjmm2/QrVu3Jre5oZg6IyJNEb7x2a/70TS1XPl1bDAYFMVToElJSUFmZiZ27tyJzp0711s3NjYWAHDixAkAgNlsRllZmaLOleMr73WuVcdgMDSoNwMw0BCRxqhl1JkkSUhJScHmzZuRk5ODqKgoj58pLCwEAISFhQEALBYLDh8+jPLyq706u90Og8GA6OhouU52drbiPna7HRaLpcFtZaAhIk0RvXpzS7FarXj33XeRkZGB4OBgOBwOOBwOXLx4EQDwzTffYP78+SgoKMC3336LrVu3Yty4cRg6dChuvfVWAEBCQgKio6PxyCOP4NChQ9ixYwdmzpwJq9Uq96QmTZqEkydPYurUqTh27BhWrFiBDRs2IC0trcFtZaAhIk250UedNdTKlStRUVGBuLg4hIWFyWX9+vUAAH9/f3zyySdISEhAz5498X//938YNWoUPvzwQ/kevr6+yMzMhK+vLywWC8aOHYtx48Zh3rx5cp2oqChs27YNdrsdffr0wZIlS/Dmm282eGgzwMEARKQxalm9WZKkeq9HREQgNzfX4326dOmCjz76qN46cXFxOHjwYKPa91vs0RCRpgjf+IxrnXnEQENEmiI8dfbr8GYRRa2YOiMiTVFL6qw1YY+GiDRF+MZnTJ15xB4NEWmK6I3P2KPxjD0aItIUr2x8JuIdDQMNEZE6iB4M4IJOWFErBhoi0hTRgwHIMwYaItIUzqNpfgw0RKQpnEfT/DjqjIg0Rfw8GjEjxupfUKZ1Y4+GiDRFeOqMPRqPGGiISFPUsnpza8LUGRFpivDUmeCtnNWIPRoi0hTxo84Al4DCdzRERCrBUWfNj6kzItIUrt7c/LzSo/nuu+8wduxYdOjQAYGBgejduzc+//xz+bokSZg9ezbCwsIQGBiI+Ph4fP31195oChGRgujUGXkmPND8/PPPGDJkCNq0aYPt27fjq6++wpIlS3DTTTfJdRYvXoxly5Zh1apVyM/PR7t27ZCYmIjKykrRzSEiUmDqrPkJT529+OKLiIiIwOrVq+VzUVFR8r8lScLSpUsxc+ZMjBgxAgDwzjvvwGQyYcuWLRgzZozoJhERyZg6a37CezRbt27FwIED8dBDD8FoNKJfv35444035OunTp2Cw+FAfHy8fC4kJASxsbHIy8sT3RwiIgXRqTOXJK6olfBAc/LkSaxcuRI9evTAjh078PTTT+Pvf/871qxZAwBwOBwAAJPJpPicyWSSr/1eVVUVnE6nohARXQ9O2Gx+wlNnLpcLAwcOxMKFCwEA/fr1Q1FREVatWoXx48df1z1tNhvmzp0rsplEpFGcsNn8hPdowsLCEB0drTjXq1cvlJSUAADMZjMAoKysTFGnrKxMvvZ7M2bMQEVFhVxKS0s9N6SqCpBU3Bclouti7FRT73FjSZK4olbCA82QIUNQXFysOHf8+HF06dIFwOWBAWazGdnZ2fJ1p9OJ/Px8WCwWt/fU6/UwGAyKUh/f739A5F13IfzBUQjc/am6/wsSUaM4yvzqPW4s7rDpmfBAk5aWhn379mHhwoU4ceIEMjIy8Prrr8NqtQIAdDodUlNT8cILL2Dr1q04fPgwxo0bh/DwcIwcOVJIG3zPnIHfjz9BX1SEsMcfZ8AhItkiW3m9x43F4c2eCQ80gwYNwubNm/Hee+8hJiYG8+fPx9KlS5GcnCzXmTp1Kp555hlMnDgRgwYNwrlz55CVlYWAgAChbdH9Glj0R45cDTiffSb0O4iodRE/j4apM0+8sgTN/fffj/vvv/+a13U6HebNm4d58+Z54+vrfp/LBQAIOHwYHebNx393ZDXL9xLRjUf0YADyTBOLako+lx+zsndv/DR7Vgu3hohakvjVmzm82RNVL6op6XTQSRKqbrkFP6el4eKddwA69f7HJCLP3KXOYmPdz+FrCFGTLdU8YVOVgaa2QyhqOnZETVgYAwwRKQhPnYl6ka/iwQDqDDRhYSjJ3QX4+zPAEJHCwgXleDi5s+K4KUS9yFfzYAD1vqPR6xlkiKgO0aPOOI/GM1X2aIiIrkX8EjTs0Xii3h4NEZEbwkedccKmRww0RKQpwlNn3CbAI6bOiEhTmDprfuzREJGmiE6dkWcMNESkKdz4rPkxdUZEmiI6deaCoJUBmn6LGxZ7NESkKdz4rPmxR0NEmiJ64zMOBvCMPRoi0hTRG5+5JJ2wolYMNESkKdz4rPkxdUZEmsJ5NM2PPRoi0hTxS9CIWRWAgYaISCXEp85aZq0zm82GQYMGITg4GEajESNHjkRxcfE12ijh3nvvhU6nw5YtWxTXSkpKkJSUhLZt28JoNGLKlCmoqVGOxNu1axf69+8PvV6P7t27Iz09vVFtZaAhIk0RvvFZC8nNzYXVasW+fftgt9tx6dIlJCQk4Pz583XqLl26FDo326bU1tYiKSkJ1dXV2Lt3L9asWYP09HTMnj1brnPq1CkkJSXh7rvvRmFhIVJTU/HEE09gx44dDW4r39EQkaaoZeOzrKwsxXF6ejqMRiMKCgowdOhQ+XxhYSGWLFmCzz//HGFhYYrPfPzxx/jqq6/wySefwGQyoW/fvpg/fz6mTZuG559/Hv7+/li1ahWioqKwZMkSAECvXr2wZ88evPLKK0hMTGxQW9mjISJNudFXb3Y6nYpSVVXVoHZUVFQAAEJDQ+VzFy5cwMMPP4zly5fDbDbX+UxeXh569+4Nk8kkn0tMTITT6cSRI0fkOvHx8YrPJSYmIi8vr8E/IwYaItIUb406EzW8OSIiAiEhIXKx2Wwe2+ByuZCamoohQ4YgJiZGPp+WlobBgwdjxIgRbj/ncDgUQQaAfOxwOOqt43Q6cfHixQb9jJg6IyJNudFTZ6WlpTAYDPJ5vV7v8bNWqxVFRUXYs2ePfG7r1q3IycnBwYMHm964JmKPhog05UZPnRkMBkXxFGhSUlKQmZmJnTt3onPnqwE0JycH33zzDdq3bw8/Pz/4+V3uV4waNQpxcXEAALPZjLKyMsX9rhxfSbVdq47BYEBgYGCDfkYMNESkKTd66qzh3yshJSUFmzdvRk5ODqKiohTXp0+fji+//BKFhYVyAYBXXnkFq1evBgBYLBYcPnwY5eVXe3V2ux0GgwHR0dFynezsbMW97XY7LBZLg9vK1BkRaYro1JnLdbk0VWPvYbVakZGRgQ8++ADBwcHyO5WQkBAEBgbCbDa7HQAQGRkpB6WEhARER0fjkUceweLFi+FwODBz5kxYrVa5JzVp0iS89tprmDp1Kh5//HHk5ORgw4YN2LZtW4Pbyh4NEWmKWtY6W7lyJSoqKhAXF4ewsDC5rF+/vsH38PX1RWZmJnx9fWGxWDB27FiMGzcO8+bNk+tERUVh27ZtsNvt6NOnD5YsWYI333yzwUObAfZoiEhj1LLWmXQdX+ruM126dMFHH31U7+fi4uKaNKiAPRoi0hTRG5+RZ+zREJGmiN74jFs5e8YeDRFpiuiNzyRJElbUioGGiDRFLYMBWhOmzohIU4QPBhA0vFlSce6MPRoi0hRvbHzGHk39GGiISFNu9CVo1IipMyLSFLXMo2lN2KMhIk0RnjpzScKKWjHQEJGmMHXW/BhoiEhTRKfOyDMGGiLSFI46a34MNESkKcJTZy5JWFErjjojIk3hqLPmxx4NEWkKU2fNj4GGiDRF/KgzSVhRK6bOiEhTvLHWmYh1yrjWWSPU1tZi1qxZiIqKQmBgILp164b58+crlsCWJAmzZ89GWFgYAgMDER8fj6+//lp0U4iI6hCeOoOgbQKg3h6N8EDz4osvYuXKlXjttddw9OhRvPjii1i8eDFeffVVuc7ixYuxbNkyrFq1Cvn5+WjXrh0SExNRWVkpujlERArCtwn4dfXmphY192iEp8727t2LESNGICkpCQDQtWtXvPfee9i/fz+Ay72ZpUuXYubMmRgxYgQA4J133oHJZMKWLVswZswY0U0iIpKJH3UmZtMybnzWCIMHD0Z2djaOHz8OADh06BD27NmDe++9FwBw6tQpOBwOxMfHy58JCQlBbGws8vLy3N6zqqoKTqdTUYiIroexU029xySe8B7N9OnT4XQ60bNnT/j6+qK2thYLFixAcnIyAMDhcAAATCaT4nMmk0m+9ns2mw1z584V3VQi0iBHmV+9x40lap0yFc/XFN+j2bBhA9auXYuMjAx88cUXWLNmDV566SWsWbPmuu85Y8YMVFRUyKW0tFRgi4lISxbZyus9biyu3uyZ8B7NlClTMH36dPldS+/evfGf//wHNpsN48ePh9lsBgCUlZUhLCxM/lxZWRn69u3r9p56vR56vV50U4lIg9wNBoiNdZ9NaQiuDOCZ8B7NhQsX4OOjvK2vry9cv26qHRUVBbPZjOzsbPm60+lEfn4+LBaL6OYQESmIHgzAtc48E96jeeCBB7BgwQJERkbilltuwcGDB/Hyyy/j8ccfBwDodDqkpqbihRdeQI8ePRAVFYVZs2YhPDwcI0eOFN0cIiKFhQvK8XByZ8VxU3DUmWfCA82rr76KWbNm4W9/+xvKy8sRHh6Op556CrNnz5brTJ06FefPn8fEiRNx9uxZ3HHHHcjKykJAQIDo5hARKQhPnXFlAI+EB5rg4GAsXboUS5cuvWYdnU6HefPmYd68eaK/noioXsJTZ4LWKVPzWmdcVJOINEX86s2ClqBhoCEiUgdufNb8GGiISFNEp87IMwYaItIUbnzW/BhoiEhThK/eLAlaGUDFkYYbnxGRpnhj9WYRI8bUHGjYoyEiTRGeOuNaZx4x0BCRpojf+IyBxhOmzohIU8RP2OQ2AZ6wR0NEmiJ64zP2aDxjj4aINEX0xmdcVNMz9miISFNEb3zmcolaHaBJzbihMdAQkaaIHgxAnjF1RkSa4o15NEyd1Y89GiLSFM6jaX4MNESkKZxH0/yYOiMiTRE+jwaCNj6DegMNezREpClMnTU/Bhoi0hSvrN7cAjts2mw2DBo0CMHBwTAajRg5ciSKi4sVdZ566il069YNgYGB6NSpE0aMGIFjx44p6pSUlCApKQlt27aF0WjElClTUFOjnMS6a9cu9O/fH3q9Ht27d0d6enqj2spAQ0SaInzUmZA5NI3v0eTm5sJqtWLfvn2w2+24dOkSEhIScP78ebnOgAEDsHr1ahw9ehQ7duyAJElISEhAbW0tAKC2thZJSUmorq7G3r17sWbNGqSnp2P27NnyPU6dOoWkpCTcfffdKCwsRGpqKp544gns2LGjwW3VSa1wTJ3T6URISAgKD36B4ODglm4OEbUi+fkBeDi5s3ycsfa/iI2tvGb9m7t1l3/nVFRUwGAwALj6e+ihtKNoo2/676FLVb9g4yu9FN/RGKdPn4bRaERubi6GDh3qts6XX36JPn364MSJE+jWrRu2b9+O+++/H99//z1MJhMAYNWqVZg2bRpOnz4Nf39/TJs2Ddu2bUNRUZF8nzFjxuDs2bPIyspqUNvU26OpqlL3lnVEdF1u9NSZ0+lUlKqqqga1o6KiAgAQGhrq9vr58+exevVqREVFISIiAgCQl5eH3r17y0EGABITE+F0OnHkyBG5Tnx8vOJeiYmJyMvLa/DPSJWBxvf7HxB5110If3AUAnd/yoBDRDLRqTPRIiIiEBISIhebzebxMy6XC6mpqRgyZAhiYmIU11asWIGgoCAEBQVh+/btsNvt8Pe//MwOh0MRZADIxw6Ho946TqcTFy9ebNAzqTPQnDkDvx9/gr6oCGGPP86AQ0Qy8aPOXMIKAJSWlqKiokIuM2bM8NgGq9WKoqIirFu3rs615ORkHDx4ELm5ufjjH/+Iv/zlL6isvHaq0BtUGWiu0P0aWPRHjlwNOJ991sKtIqKWJDp1JmZBzcsFAAwGg6Lo9fp6vz8lJQWZmZnYuXMnOnfuXOd6SEgIevTogaFDh2LTpk04duwYNm/eDAAwm80oKytT1L9ybDab661jMBgQGBjYoJ+RqgPNFbpf/1IIOHwYHebNb+HWEFFL8tZaZ809vFmSJKSkpGDz5s3IyclBVFRUg9t65b2PxWLB4cOHUV5+tVdnt9thMBgQHR0t18nOzlbcx263w2KxNLitmgg0ks/lx6zs3Rs/zZ7Vwq0hopaklgmbVqsV7777LjIyMhAcHAyHwwGHwyG/Nzl58iRsNhsKCgpQUlKCvXv34qGHHkJgYCDuu+8+AEBCQgKio6PxyCOP4NChQ9ixYwdmzpwJq9Uq96QmTZqEkydPYurUqTh27BhWrFiBDRs2IC0trcFtVXWgkXQ6AEDVLbfgh7ffxvfv/z9cHDKkhVtFRC1JLWudrVy5EhUVFYiLi0NYWJhc1q9fDwAICAjAp59+ivvuuw/du3fH6NGjERwcjL1798JoNAIAfH19kZmZCV9fX1gsFowdOxbjxo3DvHnz5O+JiorCtm3bYLfb0adPHyxZsgRvvvkmEhMTG9xWVa51VtshFDUdO6ImLAw/p6Xh4p13AL8GHSLSNvFrnbngkpq+a5kLjbuHp1RbeHg4PvroI4/36dKli8d6cXFxOHjwYKPa91vqDDRhYSjJ3QX4+zPAEJGCsVMNvv3WX3HcFJILQtYpExCrbliqDDQAAA8jNYhImxxlfvUeN5aoBTG5qCYRkUosspXXe9xYLTXqrDVhoCEiTRE9GIA8U2/qjIjIDeGDAVwuuFwCBgMIuMeNij0aItIUtcyjaU0YaIhIU8Sv3uwSVtSKqTMi0hRvbHzGUWf1Y4+GiDRFdOoMotJmDDREROogfPVmySWsqBVTZ0SkKUydNT/2aIhIU4SPOpMEbXym4h4NAw0RaYpaVm9uTRhoiEhTRKfOyDMGGiLSFK+kzjiPpl4cDEBEmhITU4XEhHMYfu85ZG0PQkxMVZPu53IBLgFpLxWvQMNAQ0Ta0q6dhBUrHACAPz1wrsn3u/IyX8R91KrRqbPdu3fjgQceQHh4OHQ6HbZs2aK4LkkSZs+ejbCwMAQGBiI+Ph5ff/21os6ZM2eQnJwMg8GA9u3bY8KECTh3run/wYmImhsHA3jW6EBz/vx59OnTB8uXL3d7ffHixVi2bBlWrVqF/Px8tGvXDomJiaisrJTrJCcn48iRI7Db7cjMzMTu3bsxceLE638KIqIWwnc0njU6dXbvvffi3nvvdXtNkiQsXboUM2fOxIgRIwAA77zzDkwmE7Zs2YIxY8bg6NGjyMrKwoEDBzBw4EAAwKuvvor77rsPL730EsLDw5vwOEREzYsTNj0T+o7m1KlTcDgciI+Pl8+FhIQgNjYWeXl5GDNmDPLy8tC+fXs5yABAfHw8fHx8kJ+fjz//+c917ltVVYWqqqsv7CoqKgAAHTp2gsFgEPkIREQKTqcTTqcTANzugllT/YuQ9yu1NeebfI8bldBA43BcfsFmMpkU500mk3zN4XDAaDQqG+Hnh9DQULnO79lsNsydO7fO+YiICBHNJiJqkJ9++gkhISEAAH9/f5jNZnye/Rdh9zebzfD3V9+8nlYx6mzGjBmYPHmyfHz27Fl06dIFJSUl8n90tXE6nYiIiEBpaalqe218RnXQwjNWVFQgMjISoaGh8rmAgACcOnUK1dXVwr7H398fAQEBwu53oxAaaMxmMwCgrKwMYWFh8vmysjL07dtXrlNerpwgVVNTgzNnzsif/z29Xg+9Xl/nfEhIiGr/x77CYDDwGVWAz6gOPj7K8VMBAQGqDAyiCV0ZICoqCmazGdnZ2fI5p9OJ/Px8WCwWAIDFYsHZs2dRUFAg18nJyYHL5UJsbKzI5hAR0Q2g0T2ac+fO4cSJE/LxqVOnUFhYiNDQUERGRiI1NRUvvPACevTogaioKMyaNQvh4eEYOXIkAKBXr14YPnw4nnzySaxatQqXLl1CSkoKxowZwxFnRERqJDXSzp07JQB1yvjx4yVJkiSXyyXNmjVLMplMkl6vl4YNGyYVFxcr7vHTTz9Jf/3rX6WgoCDJYDBIjz32mPTLL780uA2VlZXSnDlzpMrKysY2v9XgM6oDn1EdtPCM3qSTJDfj9YiIiATh6s1ERORVDDRERORVDDRERORVDDRERORVrTLQLF++HF27dkVAQABiY2Oxf//+lm7SdbHZbBg0aBCCg4NhNBoxcuRIFBcXK+pUVlbCarWiQ4cOCAoKwqhRo1BWVtZCLW66RYsWQafTITU1VT6nhmf87rvvMHbsWHTo0AGBgYHo3bs3Pv/8c/m61IDtM25ktbW1mDVrFqKiohAYGIhu3bph/vz5irW/WtszcsuTZtSSQ96ux7p16yR/f3/p7bfflo4cOSI9+eSTUvv27aWysrKWblqjJSYmSqtXr5aKioqkwsJC6b777pMiIyOlc+fOyXUmTZokRURESNnZ2dLnn38u3X777dLgwYNbsNXXb//+/VLXrl2lW2+9VXr22Wfl8639Gc+cOSN16dJFevTRR6X8/Hzp5MmT0o4dO6QTJ07IdRYtWiSFhIRIW7ZskQ4dOiT96U9/kqKioqSLFy+2YMsbbsGCBVKHDh2kzMxM6dSpU9LGjRuloKAg6V//+pdcp7U940cffSQ999xz0vvvvy8BkDZv3qy43pDnGT58uNSnTx9p37590qeffip1795d+utf/9rMT3Lja3WB5rbbbpOsVqt8XFtbK4WHh0s2m60FWyVGeXm5BEDKzc2VJEmSzp49K7Vp00bauHGjXOfo0aMSACkvL6+lmnldfvnlF6lHjx6S3W6X7rrrLjnQqOEZp02bJt1xxx3XvO5yuSSz2Sz985//lM+dPXtW0uv10nvvvdccTWyypKQk6fHHH1ece/DBB6Xk5GRJklr/M/4+0DTkeb766isJgHTgwAG5zvbt2yWdTid99913zdb21qBVpc6qq6tRUFCg2IbAx8cH8fHxyMvLa8GWiXFl+4MrC/cVFBTg0qVLiuft2bMnIiMjW93zWq1WJCUlKZ4FUMczbt26FQMHDsRDDz0Eo9GIfv364Y033pCve9o+ozUYPHgwsrOzcfz4cQDAoUOHsGfPHnlvKjU842815Hk8bXlCV7WK1Zuv+PHHH1FbW+t2G4Jjx461UKvEcLlcSE1NxZAhQxATEwPg8pYK/v7+aN++vaLub7ddaA3WrVuHL774AgcOHKhzTQ3PePLkSaxcuRKTJ0/GP/7xDxw4cAB///vf4e/vj/Hjxzdo+4wb3fTp0+F0OtGzZ0/4+vqitrYWCxYsQHJyMoCGbRHSmnhryxOtalWBRs2sViuKioqwZ8+elm6KUKWlpXj22Wdht9tVu8qty+XCwIEDsXDhQgBAv379UFRUhFWrVmH8+PEt3DoxNmzYgLVr1yIjIwO33HILCgsLkZqaivDwcNU8I3lPq0qddezYEb6+vnVGJJWVlV1zi4HWICUlBZmZmdi5cyc6d+4snzebzaiursbZs2cV9VvT8xYUFKC8vBz9+/eHn58f/Pz8kJubi2XLlsHPzw8mk6nVP2NYWBiio6MV53r16oWSkhIAyu0zfqs1PeOUKVMwffp0jBkzBr1798YjjzyCtLQ02Gw2AOp4xt9qyPNcz5YnWtWqAo2/vz8GDBig2IbA5XIhOztb3oagNZEkCSkpKdi8eTNycnIQFRWluD5gwAC0adNG8bzFxcUoKSlpNc87bNgwHD58GIWFhXIZOHAgkpOT5X+39mccMmRInWHpx48fR5cuXQA0bPuMG92FCxfq7MXi6+sL169bGKvhGX+LW54I1tKjERpr3bp1kl6vl9LT06WvvvpKmjhxotS+fXvJ4XC0dNMa7emnn5ZCQkKkXbt2ST/88INcLly4INeZNGmSFBkZKeXk5Eiff/65ZLFYJIvF0oKtbrrfjjqTpNb/jPv375f8/PykBQsWSF9//bW0du1aqW3bttK7774r11m0aJHUvn176YMPPpC+/PJLacSIETf00N/fGz9+vPSHP/xBHt78/vvvSx07dpSmTp0q12ltz/jLL79IBw8elA4ePCgBkF5++WXp4MGD0n/+8x9Jkhr2PMOHD5f69esn5efnS3v27JF69OjB4c1utLpAI0mS9Oqrr0qRkZGSv7+/dNttt0n79u1r6SZdF7jZbgGAtHr1arnOxYsXpb/97W/STTfdJLVt21b685//LP3www8t12gBfh9o1PCMH374oRQTEyPp9XqpZ8+e0uuvv6643pDtM25kTqdTevbZZ6XIyEgpICBAuvnmm6XnnntOqqqqkuu0tme8EbY80QpuE0BERF7Vqt7REBFR68NAQ0REXsVAQ0REXsVAQ0REXsVAQ0REXsVAQ0REXsVAQ0REXsVAQ0REXsVAQ0REXsVAQ0REXsVAQ0REXsVAQ0REXvX/AfRpbP+1R2TJAAAAAElFTkSuQmCC", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -350,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -370,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -379,46 +371,43 @@ "text": [ "Parameter number 1 to 1\n", "2500.0 2500.0\n", - " for f= 25: rms is: 0.0003187612455803901 with rms_reg: 0, and rms_data: 0.0003187612455803901, rms_mp: 0.0, rms_model_relation: 0\n", - "Parameter number 1 to 1\n", - "2500.0 2500.0\n", - " for f= 45: rms is: 0.004415073432028294 with rms_reg: 0, and rms_data: 0.004415073432028294, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.9827111341883 2500.0297937900996\n", - " for f= 45: rms is: 0.004414360038936138 with rms_reg: 0, and rms_data: 0.004414360038936138, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.9135556709416 2500.1489689504983\n", - " for f= 45: rms is: 0.004411510191857815 with rms_reg: 0, and rms_data: 0.004411510191857815, rms_mp: 0.0, rms_model_relation: 0\n", - "2499.636933817955 2500.6256695920933\n", - " for f= 45: rms is: 0.004400133620947599 with rms_reg: 0, and rms_data: 0.004400133620947599, rms_mp: 0.0, rms_model_relation: 0\n", - "2498.530446406008 2502.5324721584725\n", - " for f= 45: rms is: 0.00435509392991662 with rms_reg: 0, and rms_data: 0.00435509392991662, rms_mp: 0.0, rms_model_relation: 0\n", - "2494.1044967582216 2510.1596824239887\n", - " for f= 45: rms is: 0.004182371310889721 with rms_reg: 0, and rms_data: 0.004182371310889721, rms_mp: 0.0, rms_model_relation: 0\n", - "2476.400698167074 2540.668523486055\n", - " for f= 45: rms is: 0.003607903141528368 with rms_reg: 0, and rms_data: 0.003607903141528368, rms_mp: 0.0, rms_model_relation: 0\n", - "2356.1934399025804 2683.887118020453\n", - " for f= 45: rms is: 0.0026031285524368286 with rms_reg: 0, and rms_data: 0.0026031285524368286, rms_mp: 0.0, rms_model_relation: 0\n", - "===== Inversion of baseline is done ======\n", + " for f= 25: rms is: 0.00031876127468422055 with rms_reg: 0, and rms_data: 0.00031876127468422055, rms_mp: 0.0, rms_model_relation: 0\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", "Parameter number 1 to 1\n", - "2356.1934399025804 2683.887118020453\n", - " for f= 25: rms is: 0.00026490495656616986 with rms_reg: 0, and rms_data: 0.00026490495656616986, rms_mp: 0.0, rms_model_relation: 0\n", - "Parameter number 1 to 1\n", - "2356.1934399025804 2683.887118020453\n", - " for f= 45: rms is: 0.002746842335909605 with rms_reg: 0, and rms_data: 0.002746842335909605, rms_mp: 0.0, rms_model_relation: 0\n", - "2356.1533553721515 2683.92212948145\n", - " for f= 45: rms is: 0.002746592741459608 with rms_reg: 0, and rms_data: 0.002746592741459608, rms_mp: 0.0, rms_model_relation: 0\n", - "2355.993017250435 2684.062175325439\n", - " for f= 45: rms is: 0.002745593897998333 with rms_reg: 0, and rms_data: 0.002745593897998333, rms_mp: 0.0, rms_model_relation: 0\n", - "2355.3516647635697 2684.6223587013956\n", - " for f= 45: rms is: 0.0027416038792580366 with rms_reg: 0, and rms_data: 0.0027416038792580366, rms_mp: 0.0, rms_model_relation: 0\n", - "2352.7862548161083 2686.863092205222\n", - " for f= 45: rms is: 0.0027258486952632666 with rms_reg: 0, and rms_data: 0.0027258486952632666, rms_mp: 0.0, rms_model_relation: 0\n", - "2342.5246150262624 2695.8260262205263\n", - " for f= 45: rms is: 0.0026659041177481413 with rms_reg: 0, and rms_data: 0.0026659041177481413, rms_mp: 0.0, rms_model_relation: 0\n", - "2301.478055866879 2738.488647834547\n", - " for f= 45: rms is: 0.002474747598171234 with rms_reg: 0, and rms_data: 0.002474747598171234, rms_mp: 0.0, rms_model_relation: 0\n", - "2066.2426437315557 2953.5179593155053\n", - " for f= 45: rms is: 0.0020049824379384518 with rms_reg: 0, and rms_data: 0.0020049824379384518, rms_mp: 0.0, rms_model_relation: 0\n", - "Cascaded\n" + "\n", + "At iterate 0 f= 3.18761D-04 |proj g|= 7.60487D-10\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 0 1 0 0 0 7.605D-10 3.188D-04\n", + " F = 3.1876127468422055E-004\n", + "\n", + "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" ] } ], @@ -438,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -488,7 +477,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "general_env", "language": "python", "name": "python3" }, @@ -502,12 +491,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.12" - }, - "vscode": { - "interpreter": { - "hash": "0f81fc2e4a358d2a0e372de0a65782557c8127804cea09d304df813e671e8a74" - } + "version": "3.11.6" } }, "nbformat": 4, diff --git a/src/PyFWI/fwi.py b/src/PyFWI/fwi.py index f5ee22a..db75f8e 100644 --- a/src/PyFWI/fwi.py +++ b/src/PyFWI/fwi.py @@ -35,8 +35,17 @@ class FWI(Wave): param_functions : dict, optional List of functions required in case of inversion with different parameterization than dv, by default None """ - def __init__(self, d_obs, inpa, src, rec_loc, model_shape, components, chpr, n_well_rec=0, param_functions=None): - super().__init__(inpa, src, rec_loc, model_shape, n_well_rec=n_well_rec, chpr=chpr, components=components) + def __init__(self, d_obs, + inpa, src, + rec_loc, + model_shape, + components, + chpr, + n_well_rec=0, + param_functions=None): + super().__init__(inpa, src, rec_loc, model_shape, + n_well_rec=n_well_rec, + chpr=chpr, components=components) self.regularization = Regularization(self.nx, self.nz, self.dh, self.dh) if param_functions is None: diff --git a/src/PyFWI/wave_propagation.py b/src/PyFWI/wave_propagation.py index 81632bc..350219c 100644 --- a/src/PyFWI/wave_propagation.py +++ b/src/PyFWI/wave_propagation.py @@ -617,7 +617,9 @@ class WavePropagator(WavePreparation): def __init__(self, inpa, src, rec_loc, model_shape, components=0, n_well_rec=0, chpr=0): - WavePreparation.__init__(self, inpa=inpa, src=src, rec_loc=rec_loc, model_shape=model_shape, components=components, + WavePreparation.__init__(self, inpa=inpa, src=src, + rec_loc=rec_loc, model_shape=model_shape, + components=components, n_well_rec=n_well_rec, chpr=chpr) def forward_propagator(self, model): From d79f7744a05663bce935d856c27b3ba38b75f720 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Mon, 4 Nov 2024 21:16:49 -0500 Subject: [PATCH 15/16] update docs and examples --- docs/conf.py | 2 +- docs/sub_doc/example.rst | 3 +- docs/sub_doc/fwi_example.rst | 1 - docs/sub_doc/grad_pytorch.rst | 3 +- example/grad_pytorch.ipynb | 18 +- example/tlfwi_example_crosswell.ipynb | 237 +++++++++++++++++++++++++- setup.py | 2 +- 7 files changed, 240 insertions(+), 26 deletions(-) diff --git a/docs/conf.py b/docs/conf.py index 39cf131..8075f03 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -20,7 +20,7 @@ project = 'PyFWI' copyright = '2022, Amir Mardan' author = 'Amir Mardan' -release = '0.1.9' +release = '0.1.10' # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration diff --git a/docs/sub_doc/example.rst b/docs/sub_doc/example.rst index ffd94ea..d59cd96 100644 --- a/docs/sub_doc/example.rst +++ b/docs/sub_doc/example.rst @@ -73,8 +73,7 @@ Then we need to create an input dictionary as follow 't': 0.8, # Length of operation 'npml': 20, # Number of PML 'pmlR': 1e-5, # Coefficient for PML (No need to change) - 'pml_dir': 2, # type of boundary layer - 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU + 'pml_dir': 2, # type of boundary layer } seisout = 0 # Type of output 0: Pressure diff --git a/docs/sub_doc/fwi_example.rst b/docs/sub_doc/fwi_example.rst index 5419862..740d45d 100644 --- a/docs/sub_doc/fwi_example.rst +++ b/docs/sub_doc/fwi_example.rst @@ -56,7 +56,6 @@ Then we need to create an input dictionary as follow 'npml': 20, # Number of PML 'pmlR': 1e-5, # Coefficient for PML (No need to change) 'pml_dir': 2, # type of boundary layer - 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU } seisout = 0 # Type of output 0: Pressure diff --git a/docs/sub_doc/grad_pytorch.rst b/docs/sub_doc/grad_pytorch.rst index 7a7c9d3..f0e921b 100644 --- a/docs/sub_doc/grad_pytorch.rst +++ b/docs/sub_doc/grad_pytorch.rst @@ -66,8 +66,7 @@ Then we need to create an input dictionary as follow 'npml': 20, # Number of PML 'pmlR': 1e-5, # Coefficient for PML (No need to change) 'pml_dir': 2, # type of boundary layer - 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU - 'seimogram_shape': '3d', + 'seimogram_shape': '3d' } seisout = 0 # Type of output 0: Pressure diff --git a/example/grad_pytorch.ipynb b/example/grad_pytorch.ipynb index a24ee4d..4c78ab1 100644 --- a/example/grad_pytorch.ipynb +++ b/example/grad_pytorch.ipynb @@ -80,7 +80,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -126,7 +126,6 @@ " 'npml': 20, # Number of PML \n", " 'pmlR': 1e-5, # Coefficient for PML (No need to change)\n", " 'pml_dir': 2, # type of boundary layer\n", - " 'device': 1, # The device to run the program. Usually 0: CPU 1: GPU\n", " 'seimogram_shape': '3d',\n", "}\n", "\n", @@ -217,7 +216,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -269,7 +268,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -383,7 +382,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -400,7 +399,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "general_env", "language": "python", "name": "python3" }, @@ -414,12 +413,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" - }, - "vscode": { - "interpreter": { - "hash": "0f81fc2e4a358d2a0e372de0a65782557c8127804cea09d304df813e671e8a74" - } + "version": "3.11.6" } }, "nbformat": 4, diff --git a/example/tlfwi_example_crosswell.ipynb b/example/tlfwi_example_crosswell.ipynb index 15bbfe3..e28d55a 100644 --- a/example/tlfwi_example_crosswell.ipynb +++ b/example/tlfwi_example_crosswell.ipynb @@ -362,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -409,6 +409,231 @@ "text": [ " This problem is unconstrained.\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2500.0 2500.0\n", + " for f= 45: rms is: 0.004415073432028294 with rms_reg: 0, and rms_data: 0.004415073432028294, rms_mp: 0.0, rms_model_relation: 0\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 4.41507D-03 |proj g|= 2.60689D-08\n", + "\n", + "\n", + "ITERATION 1\n", + "\n", + "---------------- CAUCHY entered-------------------\n", + " There are 0 breakpoints \n", + "\n", + " GCP found in this segment\n", + "Piece 1 --f1, f2 at start point -6.3524D-13 6.3524D-13\n", + "Distance to the stationary point = 1.0000D+00\n", + "\n", + "---------------- exit CAUCHY----------------------\n", + "\n", + " 10000 variables are free at GCP 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2499.9817678114177 2500.0327078217074\n", + " for f= 45: rms is: 0.0044143591076135635 with rms_reg: 0, and rms_data: 0.0044143591076135635, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.9088390570896 2500.1635391085365\n", + " for f= 45: rms is: 0.004411503206938505 with rms_reg: 0, and rms_data: 0.004411503206938505, rms_mp: 0.0, rms_model_relation: 0\n", + "2499.617124039776 2500.686864255853\n", + " for f= 45: rms is: 0.004400103818625212 with rms_reg: 0, and rms_data: 0.004400103818625212, rms_mp: 0.0, rms_model_relation: 0\n", + "2498.4502639705233 2502.780164845119\n", + " for f= 45: rms is: 0.004354970529675484 with rms_reg: 0, and rms_data: 0.004354970529675484, rms_mp: 0.0, rms_model_relation: 0\n", + "2493.7828236935106 2511.153367202184\n", + " for f= 45: rms is: 0.004181776195764542 with rms_reg: 0, and rms_data: 0.004181776195764542, rms_mp: 0.0, rms_model_relation: 0\n", + "2475.113062585461 2544.6461766304446\n", + " for f= 45: rms is: 0.0036037799436599016 with rms_reg: 0, and rms_data: 0.0036037799436599016, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 5 times; norm of step = 1365.0000000000000 \n", + "\n", + "At iterate 1 f= 3.60378D-03 |proj g|= 2.06391D-08\n", + "\n", + "\n", + "ITERATION 2\n", + "\n", + "----------------SUBSM entered-----------------\n", + "\n", + "\n", + "----------------exit SUBSM --------------------\n", + "\n", + "2351.587141092937 2699.5340500894144\n", + " for f= 45: rms is: 0.0025681816041469574 with rms_reg: 0, and rms_data: 0.0025681816041469574, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 0 times; norm of step = 3623.9501069573075 \n", + "\n", + "===== Inversion of baseline is done ======\n", + "Parameter number 1 to 1\n", + "At iterate 2 f= 2.56818D-03 |proj g|= 1.23409D-08\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 2 8 1 0 0 1.234D-08 2.568D-03\n", + " F = 2.5681816041469574E-003\n", + "\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n", + "2351.587141092937 2699.5340500894144\n", + " for f= 25: rms is: 0.00026380730560049415 with rms_reg: 0, and rms_data: 0.00026380730560049415, rms_mp: 0.0, rms_model_relation: 0\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "Parameter number 1 to 1\n", + "\n", + "At iterate 0 f= 2.63807D-04 |proj g|= 5.12420D-10\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 0 1 0 0 0 5.124D-10 2.638D-04\n", + " F = 2.6380730560049415E-004\n", + "\n", + "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2351.587141092937 2699.5340500894144\n", + " for f= 45: rms is: 0.0027228109538555145 with rms_reg: 0, and rms_data: 0.0027228109538555145, rms_mp: 0.0, rms_model_relation: 0\n", + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 10000 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 2.72281D-03 |proj g|= 1.46469D-08\n", + "\n", + "\n", + "ITERATION 1\n", + "\n", + "---------------- CAUCHY entered-------------------\n", + " There are 0 breakpoints \n", + "\n", + " GCP found in this segment\n", + "Piece 1 --f1, f2 at start point -7.9749D-14 7.9749D-14\n", + "Distance to the stationary point = 1.0000D+00\n", + "\n", + "---------------- exit CAUCHY----------------------\n", + "\n", + " 10000 variables are free at GCP 1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " This problem is unconstrained.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2351.5486338741885 2699.5705685817315\n", + " for f= 45: rms is: 0.002722559031099081 with rms_reg: 0, and rms_data: 0.002722559031099081, rms_mp: 0.0, rms_model_relation: 0\n", + "2351.394604999194 2699.7166425510004\n", + " for f= 45: rms is: 0.002721549943089485 with rms_reg: 0, and rms_data: 0.002721549943089485, rms_mp: 0.0, rms_model_relation: 0\n", + "2350.778489499216 2700.300938428076\n", + " for f= 45: rms is: 0.0027175177820026875 with rms_reg: 0, and rms_data: 0.0027175177820026875, rms_mp: 0.0, rms_model_relation: 0\n", + "2348.3140274993034 2702.6381219363775\n", + " for f= 45: rms is: 0.00270159263163805 with rms_reg: 0, and rms_data: 0.00270159263163805, rms_mp: 0.0, rms_model_relation: 0\n", + "2338.4561794996534 2711.9868559695838\n", + " for f= 45: rms is: 0.0026409344282001257 with rms_reg: 0, and rms_data: 0.0026409344282001257, rms_mp: 0.0, rms_model_relation: 0\n", + "2299.0247875010537 2754.739175565412\n", + " for f= 45: rms is: 0.0024459506385028362 with rms_reg: 0, and rms_data: 0.0024459506385028362, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 5 times; norm of step = 1364.9999999999998 \n", + "\n", + "At iterate 1 f= 2.44595D-03 |proj g|= 1.10436D-08\n", + "\n", + "\n", + "ITERATION 2\n", + "\n", + "----------------SUBSM entered-----------------\n", + "\n", + "\n", + "----------------exit SUBSM --------------------\n", + "\n", + "2064.29465184289 2982.261928561077\n", + " for f= 45: rms is: 0.0019791838712990284 with rms_reg: 0, and rms_data: 0.0019791838712990284, rms_mp: 0.0, rms_model_relation: 0\n", + " LINE SEARCH 0 times; norm of step = 4298.3615207397452 \n", + "\n", + "At iterate 2 f= 1.97918D-03 |proj g|= 1.04440D-08\n", + "\n", + " * * *\n", + "\n", + "Tit = total number of iterations\n", + "Tnf = total number of function evaluations\n", + "Tnint = total number of segments explored during Cauchy searches\n", + "Skip = number of BFGS updates skipped\n", + "Nact = number of active bounds at final generalized Cauchy point\n", + "Projg = norm of the final projected gradient\n", + "F = final function value\n", + "\n", + " * * *\n", + "\n", + " N Tit Tnf Tnint Skip Nact Projg F\n", + "10000 2 8 1 0 0 1.044D-08 1.979D-03\n", + " F = 1.9791838712990284E-003\n", + "\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n", + "Cascaded\n" + ] } ], "source": [ @@ -427,19 +652,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], diff --git a/setup.py b/setup.py index 611a88c..2995b11 100644 --- a/setup.py +++ b/setup.py @@ -6,7 +6,7 @@ long_description = fh.read() setup(name='PyFWI', - version='0.1.9', + version='0.1.10', packages=['PyFWI'], description='PyFWI is a Pyhton package for seismic FWI and reservoir monitoring', long_description=long_description, From 894cdb8a06eb07418ef073b3ca1754c64eb96217 Mon Sep 17 00:00:00 2001 From: Amir Mardan <46511946+AmirMardan@users.noreply.github.com> Date: Mon, 4 Nov 2024 21:25:40 -0500 Subject: [PATCH 16/16] chanfe the version --- src/PyFWI/__init__.py | 3 ++- src/PyFWI/version.py | 2 +- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/src/PyFWI/__init__.py b/src/PyFWI/__init__.py index 2262e67..cb4fdd3 100644 --- a/src/PyFWI/__init__.py +++ b/src/PyFWI/__init__.py @@ -1 +1,2 @@ -from PyFWI.version import version as __version__ \ No newline at end of file +from PyFWI.version import version as __version__ +__all__ = ['__version__'] \ No newline at end of file diff --git a/src/PyFWI/version.py b/src/PyFWI/version.py index 905c05b..85b15ca 100644 --- a/src/PyFWI/version.py +++ b/src/PyFWI/version.py @@ -1 +1 @@ -version = '0.1.9' \ No newline at end of file +version = '0.1.10' \ No newline at end of file