diff --git a/README.rst b/README.rst index a90f0d37..56aad44c 100644 --- a/README.rst +++ b/README.rst @@ -47,9 +47,13 @@ More recently, Cieslak et al. [#r3]_ integrated both approaches in *SHORELine*, the work of ``eddy`` and *SHORELine*, while generalizing these methods to multiple acquisition schemes (single-shell, multi-shell, and diffusion spectrum imaging) using diffusion models available with DIPY [#r5]_. +.. BEGIN FLOWCHART + .. image:: https://raw.githubusercontent.com/nipreps/eddymotion/507fc9bab86696d5330fd6a86c3870968243aea8/docs/_static/eddymotion-flowchart.svg :alt: The eddymotion flowchart +.. END FLOWCHART + .. [#r1] S. Ben-Amitay et al., Motion correction and registration of high b-value diffusion weighted images, Magnetic Resonance in Medicine 67:1694–1702 (2012) .. [#r2] J. L. R. Andersson. et al., An integrated approach to correction for off-resonance effects and subject movement diff --git a/docs/conf.py b/docs/conf.py index 6826697d..1ad6269b 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -234,6 +234,14 @@ apidoc_separate_modules = True apidoc_extra_args = ["--module-first", "-d 1", "-T"] + +# -- Options for autodoc extension ------------------------------------------- +autodoc_default_options = { + "special-members": "__call__, __len__", +} +autoclass_content = "both" + + # -- Options for intersphinx extension --------------------------------------- # Example configuration for intersphinx: refer to the Python standard library. @@ -253,3 +261,25 @@ # -- Options for versioning extension ---------------------------------------- scv_show_banner = True + + +# -- Special functions ------------------------------------------------------- +import inspect + + +def autodoc_process_signature(app, what, name, obj, options, signature, return_annotation): + """Replace the class signature by the signature from cls.__init__""" + + if what == "class" and hasattr(obj, "__init__"): + try: + init_signature = inspect.signature(obj.__init__) + # Convert the Signature object to a string + return str(init_signature), return_annotation + except ValueError: + # Handle cases where `inspect.signature` fails + return signature, return_annotation + return signature, return_annotation + + +def setup(app): + app.connect("autodoc-process-signature", autodoc_process_signature) diff --git a/docs/index.rst b/docs/index.rst index 8f3de245..0467a8e4 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -1,9 +1,8 @@ .. include:: links.rst .. include:: ../README.rst - :end-line: 29 + :end-before: BEGIN FLOWCHART .. include:: ../README.rst - :start-line: 34 - + :start-after: END FLOWCHART .. image:: _static/eddymotion-flowchart.svg :alt: The eddymotion flowchart diff --git a/docs/installation.rst b/docs/installation.rst index 86e5bf8c..02fccc59 100644 --- a/docs/installation.rst +++ b/docs/installation.rst @@ -5,7 +5,7 @@ Installation ============ Make sure all of *eddymotion*' `External Dependencies`_ are installed. -On a functional Python 3.7 (or above) environment with ``pip`` installed, +On a functional Python 3.10 (or above) environment with ``pip`` installed, *eddymotion* can be installed using the habitual command :: $ python -m pip install eddymotion diff --git a/docs/notebooks/dwi_gp_estimation.ipynb b/docs/notebooks/dwi_gp_estimation.ipynb new file mode 100644 index 00000000..4ef57d3a --- /dev/null +++ b/docs/notebooks/dwi_gp_estimation.ipynb @@ -0,0 +1,485 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d11e5969ed6af8a5", + "metadata": {}, + "source": [ + "Estimate a DWI signal using the eddymotion Gaussian Process (GP) regressor estimator." + ] + }, + { + "cell_type": "markdown", + "id": "3476a8e9cfefd4b8", + "metadata": {}, + "source": [ + "Download the \"Sherbrooke 3-shell\" dataset using DIPY and select the b=1000 s/mm^2 shell data." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8fcb3c77", + "metadata": {}, + "outputs": [], + "source": [ + "import dipy.data as dpd\n", + "import nibabel as nib\n", + "import numpy as np\n", + "from dipy.core.gradients import get_bval_indices\n", + "from dipy.io import read_bvals_bvecs\n", + "from dipy.segment.mask import median_otsu\n", + "from scipy.ndimage import binary_dilation\n", + "from skimage.morphology import ball\n", + "\n", + "name = \"sherbrooke_3shell\"\n", + "\n", + "dwi_fname, bval_fname, bvec_fname = dpd.get_fnames(name=name)\n", + "dwi_data = nib.load(dwi_fname).get_fdata()\n", + "bvals, bvecs = read_bvals_bvecs(bval_fname, bvec_fname)\n", + "\n", + "_, brain_mask = median_otsu(dwi_data, vol_idx=[0])\n", + "brain_mask = binary_dilation(brain_mask, ball(8))\n", + "\n", + "bval = 1000\n", + "indices = get_bval_indices(bvals, bval, tol=20)\n", + "\n", + "bvecs_shell = bvecs[indices]\n", + "shell_data = dwi_data[..., indices]" + ] + }, + { + "cell_type": "markdown", + "id": "b3015aaf", + "metadata": {}, + "source": [ + "Let's leave one direction out:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4ea84424", + "metadata": {}, + "outputs": [], + "source": [ + "dwi_vol_idx = len(indices) // 2\n", + "\n", + "# Prepare a train/test mask (False for all directions except the left-out where it's true)\n", + "train_test_mask = np.zeros(bvecs_shell.shape[0], dtype=bool)\n", + "train_test_mask[dwi_vol_idx] = True\n", + "\n", + "# Generate train/test bvecs\n", + "X_train = bvecs_shell[~train_test_mask, :]\n", + "X_test = bvecs_shell[train_test_mask, :]\n", + "\n", + "# Select voxels within brain mask\n", + "y = shell_data[brain_mask]\n", + "\n", + "# Generate train/test data\n", + "y_train = y[:, ~train_test_mask]\n", + "y_test = y[:, train_test_mask]" + ] + }, + { + "cell_type": "markdown", + "id": "9bd417117afaad49", + "metadata": {}, + "source": [ + "Visualize a slice of the data for a given DWI volume." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d8547475686958f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from nireports.reportlets.modality.dwi import plot_dwi\n", + "\n", + "affine = nib.load(dwi_fname).affine\n", + "plot_dwi(\n", + " shell_data[..., dwi_vol_idx],\n", + " affine,\n", + " gradient=np.concatenate((np.squeeze(X_test), [1000])),\n", + " output_file=\"sherbrooke_3shell_b1k_data.svg\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "9dcab811fe667617", + "metadata": {}, + "source": [ + "Define the EddyMotionGPR instance." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7d5d9562339bc849", + "metadata": {}, + "outputs": [], + "source": [ + "from eddymotion.model.gpr import EddyMotionGPR, SphericalKriging\n", + "\n", + "beta_a = 1.38\n", + "beta_l = 1 / 2.1\n", + "kernel = SphericalKriging(beta_a=beta_a, beta_l=beta_l)\n", + "\n", + "alpha = 0.1\n", + "disp = True\n", + "optimizer = None\n", + "gpr = EddyMotionGPR(kernel=kernel, alpha=alpha, disp=disp, optimizer=optimizer)" + ] + }, + { + "cell_type": "markdown", + "id": "ea5cc8036fa0ab48", + "metadata": {}, + "source": [ + "1. Fit and do not optimize the parameters in the fitting.\n", + "2. Predict on a single diffusion-encoding gradient direction." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "09068d0f", + "metadata": {}, + "outputs": [], + "source": [ + "gpr = gpr.fit(X_train, y_train.T)\n", + "\n", + "y_sim = np.squeeze(gpr.predict(X_test))\n", + "\n", + "dwi_sim = np.zeros_like(shell_data[..., 0])\n", + "dwi_sim[brain_mask] = y_sim" + ] + }, + { + "cell_type": "markdown", + "id": "49c72e31", + "metadata": {}, + "source": [ + "And now, visualize:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7e93b99c3b072d99", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hhIgpNEEVQgghhBAxhSaoQgghhBAiptAEVQghhBBCxBSaoAohhBBCiJhCE1QhhBBCCBFTaIIqhBBCCCFiCk1QhRBCCCFETKEJqhBCCCGEiCk0QRVCCCGEEDGFJqhCCCGEECKm0ARVCCGEEELEFJqgCiGEEEKImEITVCGEEEIIEVNogiqEEEIIIWIKTVCFEEIIIURMoQmqEEIIIYSIKTRBFUIIIYQQMYUmqEIIIYQQIqbQBFUIIYQQQsQUmqAKIYQQQoiYQhNUIYQQQggRU2iCKoQQQgghYgpNUIUQQgghREyhCaoQQgghhIgpNEEVQgghhBAxhSaoQgghhBAiptAEVQghhBBCxBSaoAohhBBCiJhCE1QhhBBCCBFTaIIqhBBCCCFiCk1QhRBCCCFETKEJqhBCCCEuKlJSUpCSknKhsyHOI5qgCiGEEOKiISUlBS+++CJefPFFTVInMZqgCiGEEOeBRx55BEeOHLnQ2RACAHD33XcjEAiM+bN7927ccccdFzqLYSRc6AwIIYQQQoj3hg0bNqC9vR0AkJubC6/Xi40bN2Lbtm1Ys2YNdu7ceYFzGEQTVCGEEEKIKcIjjzyCzs7OsL9t2bIFPp8PGzdujJkJqkz8QgghhBBTmM7OTlRXV8Pr9V7orBiaoAohhBBCTGGys7Mxd+5cbN++/UJnxZCJXwghhBBiinDnnXeaDyoAlJWVYePGjaiursaWLVsuYM7C0QRVCCGEEGKKcKpJ6IYNG6J8Uy8kMvELIYQQQkwRvF4v4uLi7Mfr9WLTpk3YsmULli1bdqGzZ2iCKoQQQggxRens7MQ3v/lNAMCaNWsucG5CaIIqhBBCCCGQl5d3obNgyAdVCCGEOE/k5uaOeUKPz+eLmXiTQgBAR0dHTIWZ0gRVCCGEOE/k5ORg27ZtUX+vrq5GeXn5BciREGOze/dubNy4EZs2bUJtbe2Fzg7iAAQudCaEEEIIIcZDSkoKXnzxRQDAypUrMTAwcIFzJM4H8kEVQgghhBAxhSaoQgghhBAiptAEVQghhBBCxBSaoAohhBBCiJhCE1QhhBBCCBFTKMyUEEIIIS4apk+fbv+eNWsWPB4PRkZGAAB+vz/s99GjR9/z/IlzgxRUIYQQQggRU0hBFUIIIcQFZ86cOQCA/v5+zJw5E0DwnHj+DQACgQA8npC21tfXh9HRUftbYmJiWJpFRUXIzMwM+1tKSooprh0dHQCAjIwMAMEDFERsIAVVCCGEEELEFFJQhRBCCPGekJ+fDwCmkLa1tSEtLQ0AEBcXByCocAYCwUMuqXTye8PDw3YdEDxKtq6uDunp6WH3GR4eBgAkJydbGikpKfY5ldnU1NSw+8yYMcOuyc7OBgC89dZbZ/HE4kzRBFUIIYQQ55wFCxYACE4Mm5qaAAB5eXkAQqZ1d2LZ09MDAPB4PHZ86dDQEICQiX9gYADTpk2z76SmpqKoqMgmuV1dXZYGENwsxYmpz+ezz7iJihNZugH09fUhKysLQGjSWlZWZn/r7u4GIFeA9wKZ+IUQQgghREwhBVUIIYQQZ01JSQmAkCra29sLILixqaioCEBIJeWmpP7+fpSWlgIIKZxtbW2moCYlJQEARkdHAQRVTf4NCCqg8fHxli5VT6/XCyCoqFL1ZHiqnp4eJCQEpz9UaPnbDVlFVdZNl9/jhq6srCy8/vrrEykmMU6koAohhBBCiJhCCqoQQgghzghudnI3F3EDEv/W2tqKxsZGADBfTm5A6u3txZtvvgkg5AcaCASQnJwMAPbb9Rmlnyk/T0xMNAW0r68PQEjpTEtLMz9T93v0UWVec3NzAQRVXKq7VG37+vrC0gNCm7ZaWlpw6aWXAghtwnrllVdOX3DitEhBFUIIIYQQMYUUVCGEEEKMmyVLlpiPKP1Me3t70dLSAiCkjra2tgIIqpX0S6USSp9O16eU3y8tLUV9fT0ARKmZaWlp5lMKBP1V3UD89HWl4jkyMmKq5+DgIIBgJACmy3wx3NTo6GjUrv9AIGDp8Tfzk5CQYGXA75WXl9u9ddTqmaMJqhBCCCFOCydenKQBQHx8PIDgxiNuTOJpTs3NzQCCEzxOABkuipO5hIQEm7Ty+83NzVi8eDEA4Pjx42H3nDdvHtrb2+3+BQUFaG5utkkoJ76cHGdnZ5s5n3kYGBiw63hvbrLyer3mLkAzfk9Pjz0n47NykpyYmGjf5W/mtaioyJ5p3759YxeqOCUy8QshhBBCiJhCCqoQQgghopg/fz4ARAXNHxgYMLM8f7tKKNVJKqnp6emmYnKTFNMsLy83NZXqZG5urm2++tjHPhb2vY6ODuzZs8fymJSUhKysLLt3ZJD94uJiFBcXAwDmzp0LILgZiwcGPP/88wCAgwcPAgi6ENTV1QEIBfFPSUmxZ6ebQFtbW9j9gdAmLKq5PJwACLpFALANYeL0SEEVQgghhBAxRRyAwIXOhBBCCCFih+uvvx4nT54EEFIE6ddZWFhonzEM1KxZs0wl5QYnBrMvKSkxRZNhnehjumLFClMqCwoKAAR9RWfPng0AdqxpXFyc5W10dNR8Oi+55BL83//7f/Hoo48CCPmU0l/2S1/6kvmSUkmNj4+3TVKHDh0CAPzLv/wLgKDSyfBYDFn19NNP47HHHrNnAUL+siMjI7aZij6o9LNlHtyyy8jIQENDA4CQf60YG5n4hRBCCAEANjFsbm62SSVN1zRlDw0NIScnB0DIlD5v3jybdM6bNw9AKEZqZmambSp66aWXAAA33XST3ZPpurv5OcnlxI4uAStWrAjLr8fjwde//nU89dRTAGCm+3/+538GEHQ94CSaLgednZ02KeakddasWQCA6667DgsXLgy7x5VXXmk79RnzdOnSpQCC0QuOHTsGAPjZz34GIBR5wOfz2YYpbtDq6OiwmKuFhYUAgN27d0NEIxO/EEIIIYSIKaSgCiGEEFOcq666CkAoNFR3d7cpfVQbqYKmpaWZcvqJT3wCAHDnnXeaQknTNjcWHTp0yDZccXMRTf0rVqwwMztN/F6v12Kp8rrT8cEPfhBAKOwVTfCdnZ0Wi5TKbkZGhj0TlVGa9TMyMuye3LRVWFiIL3zhCwCAVatWhd1nZGTEVFIqzQ8//DCAoDLM9Fl2ycnJFiaL7gtibKSgCiGEEEKImEIKqhBCCDGFWbJkiamF3OjT3d1tvqFUPblRKS0tzXxVv/jFLwIIqqxUEKkQ0h/06NGjFuKJPp+NjY12/xMnTgAI+YFmZWVZ2CemSWV3//79WL16ddQzMP/cEEX27NkTdmoVEAx7RYWVeaRva39/vz0nfWLr6urMn5bKKUNI8eQqAPhf/+t/AQAqKioAAH/1V39lSjA3TvX19dm9uQmLfq379++Peq6pjBRUIYQQQggRU0hBFUIIIaYwAwMDYUHygaCKyQD6VBSpHh47dgz33XcfgNBO/TfffBMdHR0AQsHsudM/NTUVNTU1YelzZ/3AwID5cL766qsAgkoq/8Zd/NzVPzIygtdff92U0u7ubni9XstHpF9nUlKS5YfpL1iwANOnT7f7A0BZWRkA4LXXXrOwUcx/WlqafU41marv6OiopUV4uMCTTz5pSjHL0A1LxTKgsrt8+fKwQwimOpqgCiGEEFMQbmZKT0+3uKYMkZSVlWXmfm5+osk7IyPDJm/vvPMOgOAEkjFIac4+cuQIAGD69OloaWkBENq8RPeB/v5+M7MzrcLCQttcxO9xcpyVlYWSkhK7x+joKHp6emwCy0nyNddcY/fmZDI9PR0AUF1dbely4xQ3aCUnJ9tknZPX3t5eCwnFySSfdXh42CbAdG2gG8P/9//9f1i7dq2ly7Lk5Jtlze93dnbi8ssvB6DQU4BM/EIIIYQQIsaQgiqEEEJMIaic0oTf2dlpah6VyoaGBlP6qC6Sm266CZdccgkA4K233gIQVFCpilZWVoalVVBQYP+mqkql0FVjafpuaWkxVZGbpKhYFhYWIi8vD3V1dQCCpzENDg6agkqosBYWFtpmJKbZ3d1t6VJdZdipsrIyM8fTnD9nzhy7P//G50lNTbV8v/LKKwCA2267zcqZp2kdPnwYQNBtgGXNezJ/7olbQgqqEEIIIYSIMaSgCiGEEFOItLQ0AOG+j1QxR0dHAQSPJ6XvKX/z+htuuMF8KqkslpeX278ZEorhlpKTky34Pa+prq4GEAyxxHRra2sBBJVFjyeon1EJXbJkCQDgAx/4gPmZAkFFMzc318I9UamkEpmcnGwbnKhUdnR02N+ooFJNzsvLs2dj2Kv4+HgrF+aHqnJ1dTUaGhoAhDaAuXDzlusHS99WpsmyHx4etrBUCxYsABDyy52KaIIqhBBCTAFo2udEjZO4rKwsM2u70MTPz77+9a8DAFauXGmTMk6oFi1ahOPHjwMInZrk7rx344W6edizZ4+lxYlab2+vTcyuuOKKsPu0t7dbDFIgeFrV7Nmz8dprrwEAPvShDwEITrCBoAsANz0x/aqqKjPLc+MXN4ktWbLEJpN87pycHBw7dgxAaILNnfvNzc22gYrmfBdO0nma1YkTJ6x8IifOLS0ttnig+X8qownqe0BJSQmA4EqOlY6VnKuwvr4+a4DcAege1cbdgVyFJicnW/gNrj7ZSIaGhsy/hivf1NRU25HJMBz8f39/v+WLvjEVFRV2TB0bKe9z8uRJW91yJdje3m4r0NTUVAChFbIQp4IqAYN+s+Nubm62zpt1uK6uzpQN1m/W0aysLBto+Dcg5C/GtsGBbdq0aTYo8DcHsYSEhLAdwkBQ9eCuYg58rO9tbW3WDqigZGdnWz7YVvg7ISEh6m/FxcW2w5iDIz+rr6+3fPBvHR0dtgtZCCEmI3EAAhc6E5ORGTNmRK3aWlpazImcYTW4WmppabEJKQc2rvBGR0dtgOL1fX19NiBzQshJZk9Pj02A6cjd1dUV5ZjNvAwNDdnkmJPQkZERW13zexwce3p6sHDhQgChUzu8Xi927NgRlgYZGBgwh3YheGpKXFyc1S1O8Pi7q6vL6hvreUpKitVZKjVsM0wPCJngEhIS7Ltsb1yUued7s03x+52dnTZZZFqZmZk22WXbYv4CgYDlm5PWQCAQZb5jPESv12v3dCexbG+uuY/5Y/pUtNzv8jc/27dvH4SIZMGCBVafI+ObJicn27857mRnZ9u/b7/9dgDAP/7jPwIIjj+skxw74uPjsXfvXgDRi6y8vLywmKhASMBwNzfxs8HBQWvrDBfFej4wMIADBw6Y0LJgwQL09fXh6aefBgDcddddAGAnUcXFxeGNN94AEAoDVV9fb+2LqjIXvSUlJaaE8veLL75ofcaaNWvCno3uDG5ZUJTidwHgl7/8JYCgwMPNVMwD3Rf27t1ri3W+o7q6OlNfpxpSUM8Rl112GYCQYtPb22sNjArQggULrJJzEsfPqOIAiBqM0tLSzPzASuv1eq1BuTsTCZUmDtB9fX02KLKj4IAYHx9vagwVoOHhYcsr8+YOzAcOHLDrgOBElc9Cvx1O0A8dOoT58+fbdQDw8ssvn7IsxeRj7ty5UccNDg4OWl3n31yrAeuKG/ybAyb9ulwzHes3J4ZAqA1x5zDraFpamg0wbD8coPPz88P814DgIMT6zzbl/j9ywO/p6bHv8j7sD0ZGRsz6wfz09PRETVqZd5/PZ22dSnBGRoZdx3tzUMzJybE2y/Q5SAohxMWCJqiTmOTk5LBTNIQQ5w+qUGpvIhZJS0vD3LlzAcAsWrQUDAwMhFkqgKDAQL/RT3ziE2FpHTp0yIQILv5mzJhhfppU8a+66ioAQdcaLri4YOO588PDw7bY4qI0IyPDBA5aPXi/qqoq7NmzBx/+8IcBBAWW3NxczJgxIyyPfJ7q6mpzpaPoMjo6amVBlzreu7W11fxfqbjW1dXZde6JUPyMC0I+L2ltbbXF9N133w0A+PnPf46qqioAIYWWKmxSUpKlS6sP1eipiCaoZwkrGJUgqiRz5861hsXPPB6PqZxUS2je8Hg81nBZQXkN0wNCZsK+vj5TU9iQqaAUFRWhr68Pf/EXfwEAuO+++1BdXW35YB44kCYkJJiqStXHPd2DvndjmU5pZjly5IipX9xFyQa/cOFCU1rpA+g6k09V88Vk5n3vex+A0PsOBAJmzucgEQgErK5z8GIdHetoxOHhYfP/5EDIeguEBhO6tYyMjFhd56DrurxwcGY9pRo7MDBg13Ew8ng8Vr95HfNeXFyM5ORk3H///QCC7e3EiROmejIN192AbY9Kanp6uj0b+w3+Tk5OtntxIO/s7Axrj0Co3aWlpUUpwDR78n4AsHPnTgghRKxywSeojzzyCCorK80PRIgLyd13320TjUj27NmD++67D48++uh7nCshhDgzXH9IuqDRDcYNgs8FkavgMRg/RQqSkJBg4oob6J6LMSqC/J2VlWVuJhzruQgcGBgwv3TmoaGhwRaoq1atAhA68rSpqQm33367LdZOnDiBsrIyE4cIF2MHDhzArbfeCgCmst5444149tlnASDqiNfi4mJb/NF3deHChSbGcNFNQSk5Odn+xmgE3OHv8XiidvZfeeWVeOaZZwDAnpECzpw5c6wM6NpUUlJivrlTLeTUBZ+gXozQ7JGammqNjCoMG9rJkydN0XE3L0VuOCJpaWnWCUQqOsnJyebvVlpaCiDY4KkssaPgrueVK1eGbR751Kc+he985zum4FCNpQrl8XjsXsxDIBAwlYdKLj9LTU21Z3rzzTctz2xQ7PyYZldXl5UZ1R7moaGhwfx3qXLt2rULF5oNGzbY+8vNzYXX68XGjRuxbds2rFmzRurTKeDpMHzPVCmHh4etPlDVLCgosEGH1gAODMnJyWZSc+shB08qrRwAi4uLrf7Q3JaamhplJqOiyDbmfsa2ycHAvd7v90dZDVwllQolEGxvQ0NDNkD+5je/AQC8/fbbAIJ1nmnxOTIyMuzZ2FbY3lpbW609Ryq7LFsgZElxN21w4HSjbTD9m266CUBQhf75z38OMTlh/XA34nESxE09fr/f6j/9lu+55x6LsuG2CSA4AXvqqafsu0BwIyHb0qJFi8LSGhoaMjM7lX5OjouKiqyts/3n5ubaPgVuvn3/+98PIFhfU1JSbILKcdg1uQMha+PRo0fxhz/8wdIFgnX/2muvBQA8//zzAEImdY/HE7WHIxAI2HjAsZuuDTNnzrSJr9v2WCbsv5jmnDlzbOPXq6++CiDUT7a0tFh5chwtLS2dshFxNEEVYgweeeSRsJ3eALBlyxb4fD5s3LhRE1QhhBDiPKIJ6jgpLy+3FRpXUPn5+aZscAVE9a+7u9uUFq6EOjs7bUVGdYRKk9/vt+uovPCzOXPmmH+aK/vzbzThuI7gw8PDppScPHkSSUlJUXEfuerLyckxp22utr/2ta/hF7/4BYBoJ+2Wlha7N5/xxIkTZsrgc3CVnpKSYqYlPj8nf2lpaZYfniIyZ86cmPRL7ezsRHV1dZg6LUJKXFNTkymiVEmpoAwMDJiCQKWzubnZ6izVENaFjIyMKJNaS0uLXU+1h20yLi7Ovsu6mZubG6VKuhEyqODQ5Lh48WIAwTZG858b1zTSx5Vtfv78+WHnZ588eRLTpk2z9rV69WoAobZ14MCBKIXZ9SmPVFBSUlJM8WVbDAQClg8qNPx/bm6utTMqUm5gdiq/bJPd3d1YuXIlgJBP7xNPPAExOWDYori4uDDFHgjVsaysLKuf69atAwDccsst1k9zzOPYlJmZaf09Nzv19fVZHeRvtvXa2lrrN9mG+VlaWpqpnTTTFxUVWfq0PHDMzM3NxZEjRyzUYVFREQ4dOoRDhw4BACorKy1dIBgZhBuV2N6AkKLJvFLFTUtLs3bGfiMxMdFUZNeHHgj2XR/4wAcAhPoXcuzYMWvP7nyALgBs10yrt7c3KqJJV1eXtUu6EEwVNEE9DRw0RkZGMG/ePAAIC+FC8zorGE1v7mccjPLz86NOzGBjPXDggE002cDYEFxzHis5J6FAqJNhR5GWlob8/HyLrVZTU4OkpCR7lo9//OMAQp1UUlKS3Zv+OFVVVdaYOQHhJNbn84VtRAGCnSAHPKbLckpJSbFBlJNW90g4t1MCgp0ZXQD47DSnXEiys7Mxd+5cbN68+UJnJSb4whe+AADYvXu3/Y3v151cAUFzGydsnLTm5eVZp+8eKAEEB8m33noLQGgilZ+fH7V4Y/tJSEiw9N0FBCdorukQCE7qeE9O2NieUlJSsGzZsrDnOX78uLnXuIMWEBzg3FiONTU1eOedd6wdcPBl/ioqKszMyedJTU0NCyHnll1DQ4NN/DnxTE9Pj4oTyzJpbGy0gY/PxHaUkpJiz+SGxCLMK3cj5+XlmYuCEEK8l2iCKsQY3HnnnaaYAUH/3o0bN6K6uhpbtmy5gDkTQojTc+WVVwIIKYRDQ0P2bx50QcGjtbXVFMdPfvKTlgaFF/pA0jJy7bXX2oKLC8n29vaoc+epHiYmJtoii3sl3HswXwyuX15ebmGlCO+Tn58fFr3D4/Hg0KFDYbHEgZBgc/3115u1xLV00NrJBSo3LBUWFlr6XPR1dHSYuMTFLhelfX19lm+KQqSxsdEWnPR1zc/Pt2dzI+kA4b7o7qElFHG4X2OqHMahCeopoFnE3ThBxcF19qZSFBkuJy0tzT5jRWttbTUzAic/bMi33367NRB2CrfddhuAYKfADsI9n5dmUaoeS5cuBQAsX748bBNIYWEh8vLy7FnoHM5OYd++ffjYxz4GALZDvaGhwTZ8sTO7/vrrAQQVF+5udJUdmkz4bFRs3WNZXZcAIKhKRjbIJUuWYM+ePQBCpiV2fO/ViVSnmoRu2LAhyjd1KrJ69Wo7+9o9AYmqO9U/vr85c+bYQOAGpOfGBMZZZL166KGHbAMHNx7k5ORYZ892wHsnJSXZvXifwcFBGwi4KcE1OfK7HESp1J44ccLaODd7LFmyJGogo9WhsbHRBkAgWO8TExNtQGO9ZvsAQpsEuQllcHDQyoXPwbqemZkZZTrs7Oy0cmE58XvZ2dn2nOyPmL+EhIQolwB34hL53hoaGkxNZd/1q1/9CiL24Xtmv9/R0WH/jrRyeTweCw3HPrqjo8PqIDfDsq3k5OTYjnLWMbZlIGQV4328Xq+NqZGH00ybNs3GDLbvtrY2aw+s35w0rlq1KmzjMBBs87TkfP7znwcQGpt+97vf2XdpWgdCE0y2QTfMG8uOz1FfX2/tn3l0D8ZhOXFMptvQrFmzzDWBfUljY6M9G0/o2rp1a1jabloJCQlm5WA7nSp4Tn+JEFMPr9eLuLg4+/F6vdi0aRO2bNli5l8hhBBCnB+koEZAx2z6m3LF1dbWZsoJVzbJycm2eqTqSfnf7/ebGkFVqaOjw5SMyPN2BwYGTNG54447AMCcwH0+nx0VSvUuJSXFdpJTOV27di2A4GqXq2AAuOSSS/DjH/8Yn/rUp8Lu/d///d8AYBMwAHaf+Ph4WyFypcwV6V133YUbbrgBQMh/7aWXXrLr+Dd+3+fzhTl8s+xYllxh8rO0tDRb1RKu4C/UBqrOzk5885vfxL333os1a9bYmdNTDTeMWqTVoLGx0eozFQgqFykpKdYO6Oc8bdq0sDOogZDKsHz5ctuk54ZKovLA+1D1CAQC1jbYhsvLy03VoZrv+m3SD5T5oTpRVFRk19McmZiYaBYRmk7Z5t9++23LBxBsb1lZWdZP8Drer6mpyfxZKyoqAAQXRFSKfvvb31oe+az0/6aS6poJ6Z/NckpMTIzyBeY76uzsND9fN4QOn52qLPPe29trShU3aC5fvtwsHCJ2Yb0jAwMD1gZZB9gvd3R0YPny5WHXd3R0WJuitYCm7N/85jdW/6gydnd3mzpKix/79pycHKs/rPPMQ39/v/2b/t3Z2dk2lrJ98t5lZWW47bbbzNrC/LhHHAOhvuHxxx+3fojiQm9vrz07r+NzpKen21jPNllYWBhmHQVCc4Rp06ZZX0iVlVbHQCBglgeWjbvh8hvf+AYA2Aav/fv3m+pMXBM/05gqaILqcOmll9qAxIGAFW7fvn1WQTk4jo6Ohp1nD4Qqu2vWZoOk6Q8ImSg5EBYUFFiD4d94vyeeeMJMgmyEzc3N+OhHPxqWVzf00ZIlS6yDOnHiBLKysuzZmGe6BsyePdv+xkbX3Nxs6fJ5GYfu1ltvtQkFAzlzwgqEzBXbtm2zMoyMu8eOsqenx/7muktwgsPy5MSorq7OJtFs1O81rilrqkDfJ77HtLQ0G7xcsx8nPZG7yFtaWqx+08WkpKTEBg62Eb7v2tpaW2SxbSUkJNgiiZ04Bwv3NDSa59PT08PaKq8DghMwmhg5WHAgufLKK8MibzD/rHd8/2w/N998c5jrzYkTJ5CZmWmTbW7MYntMTU21BRjbj8/ns4GYmyRpcu3t7bX28uSTT9o92Cdw1/WBAwfsN8uF7Zr5S0pKssknSU1Ntbbu7nIGgu8j8pSvwcFByz/LjIHHhRDiXBETE9Tc3FxTDV18Pp/iTYqYoqOjQ2GmhBAxTXl5edihK0BQLY2MouIewxsZkSY9Pd0We7R4MeRTT0+PLfDcKBi0iHARx77y5MmTtpClZZCqoHt0NkUd18eU9+b3qqur8eSTT5p1MxAIYN68eVGRXij0XH311TaP4D2XLFkSFTaSi+nGxsawAwyAYAQOlh33T3BxlpmZaYtcLvD4/b6+PhNSqBIvXrzYyp3v4a/+6q8AAB/72MesXFkmaWlpYadWAaEDUdwIKpORmJig5uTkmNrmUl1d/Z4cgUplcfr06aY80DxNs0RKSkrYjj7+zT2rGwipDKWlpbjiiisAhBpFQUGBbcRgxacy1dvba0fB0VRHk/ecOXOsItP0cNlll9m9eRoFG8WCBQswNDRkam1vby+KioqsEVH5YQf2X//1X/j6178OINTZ3HDDDRZehg1r48aNAIINmY3UPQmIDZamok9/+tMAgieB/Ou//iuAkAnRNS/yOfi7vr4+6qQdqmNz5syxcqES9F6a/Hfv3o2NGzdi06ZNFrd1MvOZz3wGAKJOYunp6bHOmHU5NzfX3knkOyouLjYXFNaZw4cPWwgzKnzszFNSUuxeLOeenp6wU9wAhG1EpMmR6l5jY6OpkmyzHHxHR0etHXBg4mdtbW02uLG++ny+sJiR7n36+/vNpAcE25XP5zOFk+2SdTo5OdlMpq6iy/bDsqMimp2dbUc1sgzr6+ttcOK9uZFw1qxZVp5sP2wjra2tYcdbMl/sv8baaMYNl+5RmHwm9lXs69gXCSHE2XLBJ6h33nnnhc6CEMb3v/99fP/73z/l5zfeeON7mBshhJg4fr/f/Jy5WGltbbXFGBf8FBrc6A7093/77bdt0Ud3G4aWysjIiIqxu3jxYls4cnFJNXB4eNgWNbzejQHMxR+FoWPHjtk9udDjQqmmpgb79+83BfUPf/gDpk+fbm5nPCKVkTv6+/stogbFkxkzZtjik3l1FVWmTVHn6NGjtrDmc7Mss7OzsWLFCgChxSKVTvdwBJbNyy+/bAtTuq4xX4sWLbKIACynzs5OWxyyPCNDdU1WLvgE9UIylpO3q+AA4adAsYLxd0ZGhikNbjgNIFjReDoLlZmRkRFTjKjU0vF7wYIFYY0BCKklJ0+ejAr27fqZUe5nHvr7+zF37lwcO3bM/t7Z2Wmbo6gmcTNJXV2dNU76ADY0NJjbBZ+Rja62ttYc1NnAGhoawjZwASFfwBtvvNHUXDbqH/3oRwCCahOfjeqY1+s1tYlmJ5Z5XFycfcZ7j46ORp12Jc6eW2+9FS+99BKAUCdO9W1gYMDMeBzYTp48ae+ZHTDb1uzZs001ZL09duyY+VRSuWOaixYtsrpIZdHv91unzTrJ9OfMmWOKLuuYG2qNdZK/Dx8+bPWVbYoD4bRp0yx9KoQZGRk2yDGvzFd8fHzYYRoZGRl2HyC0YYSq7LRp06wtuc/Nv7EMOUD7fD4b+DjpqKystDyyz2Ie+vv7rfz53ujjW1xcbAOgqz7z37SqsD8YHR2NOgUOCKngHDj5+/LLL5/0ZsdYhhOXkpIS6+fdgxhYxzgRpIUjLS0t6nRDr9drfTMtEW7oM9Zn9s3XXHMNnnvuOQChesc+vampyepP5EERx44dszrM+u3xeKx9Rm5+Wrx4cVjYtYyMDEyfPt02C3MDH58tPT3dysU9PY7h0xgujxPokZERvPDCCwBCezKAUF/DMZ55jYuLs37CPR0LCI6LHIfZ/yUnJ1s+tm/fDgC2nyQ3N9fKgvcZGhqKignLtj/ZUZgpIYQQQggRU0xZBbW8vNwUR/pitbe3R53Py//39fWZ7E/ThM/nMx9Srt7oyL1s2TJbKTL9hoYGc+SmusNVW0NDg+2EpwJEh/R58+ZZiBqGchodHbWVLqEiWlBQYKthIOgXlpKSYqvg6667DkC4gzU/44p33rx5phjxZBGuDv/whz+EnUMMBFeR/Bt9BqlMlZWVmZpMRe7BBx+0tL7zne+EpZWVlWXlxFUrFdKenh5b1VJ9mjt3rr2nWDgS9WLnwx/+MICg8kelIvJwAr/fb39jW0lMTDQ1lQoCVcYbb7zRfDapuHz2s5+1OkalhrvB33777bDTYoCgssG25IaEAYKKENV21uGKigpTGpg+62hnZ6epilQnXL9Qth+qPF1dXebjyXbmnp/tqouvvvoq6urq8Ld/+7cAQn7mxA2J5T4b2yCfjeU6a9YsS595qK+vN79g9iVUXpOSkiyCAFUYKp6tra1mSXHbDC0i7LNcBZYKFvul+Ph4+5x9Isu5q6vLojSwrYv3Dr7boaEhU8HZD3d0dNi/CetMWVlZ2J4FIKjqsx1T1WMbWblypampHMNSU1NtTH399dcBhBTLmTNnmopJqyGjVdTW1oaFNQOAF154wfqLq6++GkDIApGSkoIPfOADZlUYHR1FcXFxlMroRp2gNY/tqLq62pRNjrPu4RZsL2zr77zzjuWNFkten5eXZ1bPSJ/vpKQk20fDvi4rK8vSZTnxWdxNuCwT93hiPgfL9ZJLLrE0JiNTboLKXYbTpk2ziSY74NbWVjNNcCBkIy8sLLRKywH285//vPmxcAD80Ic+ZPdih87r/X6/DdiccHIALC8vt7RYQTnwpKam2uDFSVlHR4cNxGzoHDS6u7tx+PBh64xSUlLg9XqtYXEgZ4MrLi42cxA7uOzsbCsXNgoeNef6MnFTRG5urm3gohsDJ+vDw8PWwDj48n5r16619/Bv//ZvAIKTUT47zYtu+Bt2cCzLuXPn2gDJZ2Z5ifHzla98BUDIRNbV1WV1KtLfLDEx0QYj1snm5mYbAGg+Y3tYu3atDXYunHARDjIvvPCCxf5kZ/65z33O7s8FCzfy7dixw+KTMs+Dg4NW39g+OSnLz8+3/LOzZ/ubOXOmDT68n7upirEU2S7a2trCTolLSUlBYWEhnn76aQChwZ3ttLi42Ca3bIs7d+609sjnYPrx8fE2oeXi74UXXrD06P9Gs212drY9GwdMvr/k5GRrsxzYpk2bZv0dB0UOpkePHrXv0uUiLi7O+gZ+5sZzZjlxgsFFtRBCTIQpN0EVQgghJiOuhYBiCxcRHo8nbMMUEFp0DA4OWpxfVzXlwoOLITc6BH2kKSI8/PDDtnDhQpOLIL/fb5uWuCijAtvZ2WmiAxdl7e3t5rvNxRbTzM3NNSWX6XV0dJjVINIHvaWlJWoR+sorr5hwFGmpKSgoCPM9BcIP46ASzEVycnKyWRK4UYvCVmlpqaVPf/uenh7ccsstAEKKLheeg4ODtqjkotHj8ZgIwIUqffXd6CGTkSk3QaWCMjw8bJWIpo3k5GT7G2GD7OzstMbz3e9+F0CwYlNhoUpA9Wnx4sV2PRtMZmZm1Fm6DM/i8/ksH9ysQcfr0dFRM6PQLHHs2DHrgJg+FZjW1lY0NTWZmrhgwQJ0dXVZZ+PuxASCCi2VU6pPbW1tdn82ApZFSUmJ3YudVEtLi6VL9YwdV0NDgz03lU2agkdHR60MqEx9//vfNxMJ3xcba35+vn3GPLz11lvmYsH78NnY8YnTww6X7y0hIcE6RvfMeyBY9uzgaVm47LLLzNmfHfaqVasAYEz1dCy48a20tBSLFy8GEBpMy8vL7Z5M3z255vnnnw/7zOfzRZ0Sw7rc19cXtZGD/+/t7Y2qp0BIxWf4Jw4qiYmJli8g2N4OHTpkZcZg/Lzm2WefNZWRO6ZLS0utrNz+gveNPBwgJSXF2hmfl6bK5ubmqLBabA/p6el2PQf00dHRqFPg3FN62Ib4mbs5lO2T5etuDuPzV1RUqB2eZ2gd43vp6emxd8HJWUZGho0fHGM4YcvPzzdrB9tbfHy8tVu+e4ZCbG5utgMiOC60tLRYnWR/TGvA7t27zaWM13MC2t3dbf02x5MFCxZYHf7Vr34FIDSRvOmmm6ytAsG2M336dGvbnGiznb7zzjvWDvi35ORka8+cjLouefzMdWXhTnu2RfZ706ZNM+si2xkn6omJiXYd+5TbbrvNxltujOaGq4997GO4//77AYQsUykpKVEWEXfOMpnRJikhhBBCCBFTTBkFlSs5rsLq6+tt9UJVKCcnx1ab9APlCio5OdkCz9NU8dxzz9nn9Lfkyu7kyZO2UqRCExcXF7WhgRsJPv7xj5uvGleWXI3u3r3blFlX/qfvGVeH9BvLycnBihUrbBV3ww03oL293dQXPi+Vy66uLlvd8njFlpYWU0WoANF88dprr5lfoBtwn2XMFaYbQJ/XURWjqcLn85kKTcX2O9/5Dv7hH/4BQEhhooIaCARMTeZqu7a21lbGVK2prpaUlCgE1WngBjaqaFyVu0diUo1xwyIxJh833X3oQx+yOsz4xnxXdXV1Vp9I5P8jP7v++uvtu0CwPvGeVFxY11atWmVtlvcsKysz1ZJ1i/f0eDz2NzfcDRBsw/RVp0ra2dlp7Yl+s+6Gk6KiIvMBveGGG1BRUWF1nO2ZfUV/f799xrQ+/OEP22YKKqgs8/7+/qgNHW1tbVYufF/usaZsB+xn+Bx79+618mHZzZkzx5TryKNkCwsLrf+i2tbW1hZ1qADfS1pamv2bz+uG+xLnB44BVAEDgYDVI7bjvr4+U+U5jribGHk9fb/j4+NNZWc7oqK6f/9+69Ndyxn7XfYDHDsyMzPxy1/+EkB0eMe8vDxrg2zDq1evtjGPfT/z98ADD+Dw4cNYv349AODXv/417rjjDhtv9+3bByBU5+vr66P6hiVLlth4yLGb6nNbW5v5T+/atQtA0IrANsLr3KOeuTk3MlTcO++8Y2MlzfqzZs2ye7MsuAHslltusQ3EbM/d3d1m1eJ7Zvrsjycrk36CygbIyu3G6uSAw5fc1dVlFYANmJXkpptuCttBCwQbFitOZJzPadOmWQNmBzFjxgwbFLmDmPlpamoKi50GhNwFXnnlFevkafbIycmxCRrzyu+/8MIL+PjHP255e/PNN/H0009bZ8POg401EAiYXw1NDa+99po1IqbLvK5Zs8bMQJyEXnPNNTb550DmnpNOUykbIk0cb731lnUs7OgKCgrM3EnTibuhi++NHZB7Xjg7OnaM7GzF2Hzyk5+0DXuEkxOfzxdlumXdTEpKwqc+9SkAwPvf/34AwY6dO9YjYxdmZWVZO2P6QMic6J5qBCDsOFl+Lycnx9onJ6isO/Hx8Va32FaKiorCIj0wH0Bw0uiaGIHQKW3Hjx+3hSbbbkZGhg0mXBiyzR8/fhxHjhyxidybb76JK664wuo8fzPvVVVV1jZoNnQjVzBd9j1+v9/yw8Gus7PTyoCTSg6qGRkZ1idwsOakMTs72yaVnPTOmTPH8saJyF133QUg2Afxb/v37wcQbIvsA8dazLAt8p12dXVZfydTvxBivEz6CaoQQggxmYlU1NwoFW4EB/6bQsdnP/tZAEH1k4sMLrRSUlJsEedu4gGCQgEX/1wYfvjDH7a/UfzgYqWpqckWLLR28d61tbUmLFDVT0xMtPCGjIaxefNmAEFxg88LBH263b0dkf6gKSkpJgxRLV2+fLk9U6Rl5Pjx4+bPyoX5okWLbIFK/1RaWY4ePWoWCy52uQjs6uqyxSF/9/f3m7WE9+bCv7S01Baj/NvQ0JAt2Lmg5/9LSkrsnU7Gxd+kn6Cywkc6Nvv9fqt8rDhLly419Y8Vh0db3nDDDXYdG0BJSYk1ZjZINorjx49HbYjy+/22+5AVmSaX1NRUU3CoZrDipaWl2aYFqpR+vx+//vWvAYTMOmyE11xzTdimjRdffBF+v9+ULjqdb9u2DUDQvYCmd5ov3njjDVOiaPplgykqKjKFhmUYHx8fpRjTtN7b22vPTZcGN04m1Rh2HvX19WZOoamfjuPDw8PW6bF8h4aGTLmOdCJPT083tZaKkQjx2muvhZ0oBIQGo6KiIivrSNPvqlWrbGMG2bNnj9VPthW2u7HM+cPDw9aRc4Di/d555x27F9tYIBCwwY1thfcZGBiwk8/YprZu3Wr1k/mi1WH69Ok2ILFeUIE8fPiwDTiM6VldXW2K5v/+3/8bAMJCm+Xk5Nj9X3zxRTz33HM2CHFgYxu78847bcMEB7vU1FQbwFkGtE40NDSYcspnmzt3btSGDLrgLF261AYwps+JRXt7u70Lfr+jo8PKhddxApOUlBS1we2SSy6x8mEbZzknJiZa+3ctNHxP3KDFNi+EEKdi0k9QhRBCiMkIwz9xUcBFVH9/f9iR3EBQXeVCgi5d3Ll/+PDhMPcxILhvg6LD3//939t1QFBY4AKNC719+/aZaODusgeCi0DuJ+AeDi62Zs6cad/jYrGystIWrzzA5tlnn7XncA+6mD17Nvbt2xd2pDgQOrQlKSnJ/FWZVkFBgYkmTIsLw6KiorBjg1mGXGhSpXbDd3EhzsU0BaXOzk4TkNy9E3w3/IwubDU1NeY2Q8EgNzc3yuWQ7nepqam2sJaCepFBP0QgVPG5gj9x4oRVQnezDRv6H/3RHwEIhb3p7+83VYLqpxvqicoDK1dCQoI1XG7GGhkZsQrvqgtAUKFieAx2FFRz3RN0uDFiwYIFUcoXwzQVFhaGnb/8jW98IyyvVGOoMlZUVJjKSD+z4uJia+CR4XIOHz5sKgxVz76+PlNamG/eb+7cudbZ8HtU5Pr7+02NcYPrs6zpu/aDH/wAALBhwwYrf9dBnM8SedCC1+uNCh0mgA9+8IMAgnWTddf1UwSCZUhTFwct+iivWLHC3jdDz7gnKnHTHdvdZZddFuZ7CgTfGQfKSJKSksLUVCCoEHJQ4Pu97bbbAATbMNsG68Ly5cujfJ/ZVpKTk+1vbLOsT3FxcdYP8DkOHTpkdZL9BQejFStWhD3HN77xDWRkZJjay/rK9g3A1FVy6NAhywdVT74HV6nmwASEFFzWefqYHzt2zPoQvlOyaNEi803n9/1+v1mFOIngQJ6UlGSbNW+99VYAwYkCN4+wj+OzHj9+3Np45CEBAMJMs+LsYd/5yiuvAAj1l6Ojo1HxNN1QhhyHXn75ZQBBK0BkOKS+vj5Lj5NJjh0ej8fCM7G+ZmRkWP/AOsaxLy4uzvyt6cPNOpqYmGgTNI4TbW1t1l9w8rphwwYAwBe/+EUbx3nf/v5+6y9YrzkZX7VqlR1CQuX+8OHDlkdaY3hiVVlZmVmRmK/+/n67nu2Nz1ZQUIDXXnstLP/sW/x+v5U1nzczM9MsD3w37Eurq6vDTrQCglYo3ottye2jJ3Ooqcm9BUwIIYQQQlx0TGoFta+vz5QKqjBcxWRkZESdJ+/1ei08DpVTrmL2799viiXl/Pb29iinc6oHrqLD1Wd/f3/UEYr088zKyjKfs8gg3u3t7aZg0TzS2tpqO5OZRyqFKSkpYSaQ4eFhtLe3mxrmnlUOBFUQKi28pqGhwRQl5p8r0zlz5li+6bR96aWXRoXQcp23uYpkmlz1LVy40BQmMjg4aCtXnkTC93jjjTfiZz/7WVhZj46O2rth2VHlcsuHPoBUe6YyVMzy8/Ot/N3d+0BwVc+VPcuX5drZ2YnnnnsOQEjV93g8toufGxtYDwsLCy2cFVVPIFR/WHfZJt0d+Az6PX/+fNuEwTpJ5R8IqQqsMw0NDaaYsG25Pqhsi5F+mkePHrX+gorR1VdfbfeickQlhUoVLQ7Dw8Po7e219sm/P/HEEwCClo7II15PnDhhahj7F7bJhx9+2Mx3tGLccMMNUafdkMzMTPNHZ96oOLnf4ZGnTU1N1r9QqWHfs2zZsihLSmFhob0nlhktNrm5udafso+jqu7CesIoA2LiXHPNNabqUWV0y9w9ZAIItu9I/32OW3l5eWYqphXt6aeftvbGvtYNLcVNQnyHHo/HxgC2T/YN7e3t1udTXXRDXrFtsR55vV6zWLA9sy1ee+21YaEDjxw5grlz51obpyrJ8aeiosLKiXXYDbvIvRksm9raWrOc8J45OTlmtqdbBfOXnJxs+adFkRaGnp4eK2tuOFuzZo31Heyz2MZKSkrsyG9audra2qwd0zWA7gZtbW1hfeBkY1JOUGlKS0pKitr1xkpZVFRkjYeDxa233mqxQTlosSE0NjZaZeLAeemll1rlY6N2TSiR4WIGBwftnuwYSE5OjlVg3oeDUWtrq5kh+DxXXXWVDTpsWJxojIyMoLi42O41e/Zs5ObmWuOnGYJpHjp0yMw6nJAcPnzYJiVsAJw0ZmVlhW2YAoKTGnYIHFg5yMfFxdlnbqfB54kMSQSEzEzs8DjBXbhwoS0e2GG0trZavtmB8llTUlKsI5zsx8KNB04MWGe6urqsrnMyycEoEAjYZIl1mGbAQCBgAw3rYV1dnU1u+T2WfWJiog0SNCtmZWXZIOea9oDgonEssxbTo0mTodjy8vKiYhenpaXZZIl1nc/hbtpiXeakenh4GF/+8pcBICyeKAdY1k1OcE+cOGFlAQTbS3d3t+WDE3/W5fb2dqvPLPvKysqoTWr8/6xZs6yc+L3du3dbCD0+i9sfsK5zIBzLlYID7auvvmomSrZd9jPV1dX2bOxfkpKS8Md//McAQouZn/70pwCCkxX2O2RkZMQmTmO1dSGEGItJOUEVQgghJjNcRAAh6xAXPM3NzaaKc1GQlJRkiweq+1RN09LSojY2paenm385rR8f/vCHAQQXho8//jiA0ALS6/XaooqLPi582trazJeaCx1e29fXZ0IPBY+MjAwTbAgXYq5vPBBcRMXFxZmAQrGC1hOPx2NWM6rKFRUVJjRRJeUmLCC0kKfQMTw8bNFvuJDnxqumpiZ7Fl7PtLOzs21xxj0iw8PDYXkDQr79SUlJtqClwOVaULmApFDQ2tpq+eeCczLF/p6UE1SqJGVlZVZx2ADc3XCsyFQXFixYYIpppNl87ty5UUHCT5w4YYoGOwE2vqGhoajzqq+44gq7J9WX7du32/co37NRu6Fi2CioZsbHx1vHwM7GVZ+4UQkAHnvsMbzwwgvWufDkHyqQv//9761h0QR66aWXmhoZma99+/ZZ+C33xCaqTbw3vzdz5kzrOGl6ZAMdHh628mEZDg4OWlrslKimzZ492zpLdihuOC8qZnye8vJyM/lQfZvKsP6ThIQEq6fsvHlgQl9fn9Upqn+0NqSlpVlafN+zZs0ytY0qIOvrunXrosK6ZWRkRLnBMP26ujrrtNnGamtrrX6uXbsWQEghHB0dtTpFdf66666zAZYdOjcSHThwwNoUP3M35rHuUi3dvXu3tX+2N1oIlixZEhZW7rHHHoPX67VBjmZ1d5MY0+Lg5UJllOzduzeqn1m8eHGUmwDJzs62NsL+iG29sLDQnpeDY25urrV1N9g/EBz8qW7zObxeb1Qe//CHPwAAnn/++bDDSoBgPxB5UAr71eLiYpvMCCGEy6ScoAohhBCTmdmzZ9tEn0IBF4sJCQlhCisQdCujUMAFkrsbnotR/l68eLG5xFHB46L0+PHjUYHri4qKbPFDH0wujFJSUmxRQ7GBi5X09HRTFykmDA0NmYLIBSEXo11dXbZ45d/dkyGZhrsgpjL7/PPPR+WfeeQCdXh4OGy/BRA8YpiugxRPqOLOnDnTvvvII48ACC2EL7/8clu48t34fD5zgaJgQ3e+N9980z7j0eG7du2y/FCU4oJy9uzZlv5Yvt4XO5Nygkr10w3JwhfrKnKsCKz4rlLJRkR1Ly8vzxonG3d2drYpRryeakNjY6OF1XB9MtlI6RNHx+6enh5TEiKDnA8MDJhfKlUM9zhGOljze8PDw2Fhny6//HJceeWVVh7cHOEeUMD8czNGfn6+bU7hfZjXQCBgabnO9pEby3j/5ORkK1f+prrU0tKCF154AQDCVFOGJ6KSwzzU1tZa2BuGBXGPgmWHTQU1JyfHvkuTUXl5uZXZVGLOnDlWh9mhupYEdnAcGNwjatk5f+5znwMQHDR4PVW65uZmK3cqo/zd399v9Y3KXXNzs6lsrN+EdQEIKfEVFRWWPgcc1qf+/n5r46xPs2fPtvZCZZ2bw7q6umxzBwdfDvKNjY1WJiynr3/965Y+Bws+9/DwMGbMmGFt4vLLL8fbb79tgfOpDjMPfr/fnptlmJWVZWXAgY/lNTo6auZR3vv555+3yQDrtxsHkRMPDtpsp36/3/oVvoe8vDxrb8wP81xeXm7PzQlPXl6e5ZF5Zv1ITU21d0fVNBAIRCn3/ExhpyYOLWDZ2dn2Hth/s74ODAxYW+EEcnR01D7nBIrj4euvvx61X8NtbzSRs8+dOXOmWR6Z1tGjR629czLGyd+qVatsMsY0OQYUFBRETSATExMt39yvwfGxq6srLMRgSkoKrrnmGpscsq6xLldVVeF973sfgNDpT2+++aZZLzgJ5cbA1NTUsBCPQNC6RIsFJ468z+HDhy0/HPtIR0eHTfjduKuRxz6zfDl/AEJj/a9//Wtrvxzn2Jd4PB6bkEdu0JoMTKoJKs1TrNADAwM2IYwMdOtuGnI3OLDysbOn2TAzM9MaLtN0z59mxWKjKigosAkdG3BqaqqlwcbKQa6+vt46aw4OHPAqKirw9ttvA4Dt8LvmmmtscKa5k6vKmpoa5OXlhe2cP3r0qA1urOQc2Hbt2mWDHQfpQCCArVu3AgjtcuTAk52dbQ2GDS0pKcmel50AG8zRo0fDfHLcZxseHrYyZ4fR2dlpq2bmh5/NmjXLGjVj1b788sv2njix4OB+8OBBuyfLlQ16qpGUlGTl6U4WueBi58qBKj4+3sqdddM9oYz1iZ25uxucO/VZ30tLS+2erPvt7e1mQudijnUyIyPD3ikHYTe+LydgbLsdHR1W3+mm09/fb22U7ZnuCwkJCTZJZF275ZZbAAQHX/YTLJMjR46YuwIjSrDtusc4skwXLlxofUJkzOPm5mYrO5bJokWL7F4sM5Z5SUkJdu7cGZb/q6++2nzNuIhgP5OYmGhtlRvS6J6zYMECa5+clD7//PPWpnhv/u7p6bFFunuaFSe+fA76I06fPt3qA/unuLg4K2s+L8vXjZEqhBAuk2qCKoQQQkxmOPEfGhqyBZsbtQQIWq2oqlIlzcvLs70DVEK5uLn00ktNBPnNb34DILhQ48KRKiDvs3jxYrMCUrDp6OiwBRHDNLmiS+SeBubV6/WaQMJr6uvrbUHExdLf/d3fAQha3dxwaS0tLWFn3hMuurZv345Pf/rTAEKL0c7OTlvQUSyh+ltcXGxCBxf0QMifnuX55JNPWrnSesjFqLsXgosxWlSSk5MtH1z8uaIUF7b8nnvYDFVkpl9aWmqWQarQk4lJNUFlBXXVt8j4m1zxj46OmmTPBuPxeKwhUqmg2piSkmKNk406Pj4eO3bsABBSedxzt6mwcDPFokWLTMpno2C+ent7w2J3AiGTQHx8vClFvPezzz5rKgbTZ8NJTU3F3LlzzQTT3NyM7OzsqJ2VbDBuuTA/bW1t+OhHP2r/BkIKkHuGOjsRv99vHQ4bE1XrmTNnWt74GRtYfX191AldcXFxUR0WFarm5mZTyqm8zp8/31QbKniur06kqjpVVRuPx2MqO99fa2urKXd8X6xrQ0NDUSdz8Xd6erq1Lb6/1NTUqF2sVOuAkLmZnXhcXJy9c7YHviOv12vvkmppbW2tDXisa1Rj09LSbAChAvzOO++YOZs7XJkHr9drriIcyNy8cBLAcuru7rZ883l57GN9fX2YL19zczMaGhrMysB0+TsnJyfqlKXDhw9bu6T66foCUrXlQFZUVBR2T96X+aeKzH6Mu7yPHTtmZczB8WMf+5ilQVWV/UxWVpblh2Xy5ptvWn5Y1tdee62VeaQrRG9vr1lX2Kfxmv7+fsuje5KcEEJMqgmqEEIIMZnhgqG7u9sWahRSKHLU1dWZAONG2Vi9ejWA0CKRokVGRoZF3qA7zMGDB01lZFpcuCxdutSUVnczExdQdO9y4SKUbnBctKSlpdnCl4unSy65xAQR7hdgwP7CwsKwKDXJyclITU21smBaLKeBgQFbSHFRN23aNFOAuZCiO9O+ffvsOgpOw8PDVj5cnFEASk1NtUU9y5+C1Q033GALLy5Q09PTrdx5Hy72BwcHo/z4XRGBZc0FbldXly2YWXYVFRVh/ugXM5NqgkollKpJUlKSNQo2YDf2Gq/j6h8IqRasYFReLrvsMqug9I07cuSINSJuYuD/+/v7raFQNTx69KhVJu5apPp50003mZM2lQqqV4FAwBzKaZr58Y9/bAoNOw363u7fvx+vv/46vvGNbwAA/uu//gtJSUmmWtAkQPNFXl6eNSymecUVV5jqwuuphu3Zs8eUFpp3fD6flR0bG8/zTkhIsM8i1aqsrCzrPFxTFJVZfo+Kqt/vt+DsfDdFRUWmGLnKDBCsE1TNeO+pGiycHR8QKp/h4WHb4MK6y/fthjGK7EiPHj1qbYnKZXV1dVTd5SaJQCBg96ei7Z5H754MA4SHoGIbWbp0adTmKFcxZ51iP9Db22vPENkW09LSrN5RCWX96OzstHbA7w8PD9vmg5/85CcAQgPgyMgInnnmGXziE58AEGpvrLsckHlvj8djfQ8HwNzcXCtjXscB89ChQ9Y2aB0aGhqy9NkGOUgWFhba8/K0L5bbZZddZs/tnkDDMua74XvOzMy0cqUqfu2115pyTUXe3VTF98z+LD8/38rTHYiBYJuPPPFIjA3HGLaturq6qBO9OPFJSUmxOsAxJy4uziZ5fDesT4mJidaeOSk9efKkqfqsP6wLP/nJT8JOfQKC6vhnP/tZALDT/liXs7Ozrd/lZItpDwwMWPqsf+3t7ZY+J7JsA25YQaZ95ZVX4r//+7/D/s7x2o1owHqbkpJi7YfXceyYOXOm3ZuTvpMnT1r+ORatWLECQLCf4WcMa+duQGT+mX5aWpo9L5+J/V9OTo69Q/eUPfZNzBctESMjI3Yv5jXyEKCLGc/pLxFCCCGEEOK9Y1IpqFzFcKXS0dFhq0KuYqhczJw508wEVJB2795tEjr/Rh+07du3mymAK9PS0lJbkXIVRiWyo6PDjk2lOaW5udlWTDQvuMHO6WhNJcQ9rpCqEFWb22+/HQ8++GDYc/P6adOm2eoQCK7EGhoaTMmhasOVWnd3t+WDSnNlZWVYnDqWARBUqOgHygDdPp8P99xzD4CQMksf14ULF1pQfT6ba6KgMsAyzM7OtjzyffGzxsZGU3ZdMwn96QiVr/b2djMRRR4NO1XguxoZGbF3425eoJWBagzLvqmpyeLzcXVOFbG8vNzKmGpMeXl52CYHIGTqi4uLM9WAClBPT4+11UiT4O7du81kR5UuPj7e3h3bA9v1O++8YypDpCmRzwKEzHLd3d04dOgQgFC9YNn4fD5ThRiSrbW11RQN1woDBNVMN+xNa2srjh8/bmXBdsR6O23aNPz+97+37wJBX24epEGFyD0wgf9mG09MTDTVjOY8HlAAIOqUHL4jj8djZciQW0BIkeEz8v8JCQlmLXGPXuZ7o6JGNfbgwYN2L5ahG4+T92Zdc8MhiXeH9cLdCEU1j+PKWH0bvzd9+nTrr/k9Wg+vu+46e+dU5Pv7+01Zp1rIdvTaa6/hC1/4AoBQiKvBwUFr91QE2d+3tLREtV2qt5mZmfY9bspKSEiIsmysWrUKALBz584w3/b3ve99eOmll0ytZf/FcbGkpMQiXnCcKCoqsnrH/oWKLssBCLlHuHtE3AgxQPB9sM6zzXMsZ/8BhCxTZWVlVsZPPPEEAFhIx6KiIuuX+NzTp0+3Z2P+WZbt7e32b/Z3Yx3+cbEyqUZqDnxuQGAOAKw4rLStra1mYuRnbjxAmhrcWIesRO4OPU5C9+/fDyA0abrxxhtt4uWa1h966CEAiArr0tnZaZMwDgTsWFpbW+3ZOLGtr6+3HZms0KyobW1tYSe9ZGVloaSkxAZWTth47+zsbPs3J4Rr1qzBww8/DCA0Ief3ExMTzaTHv11//fVWdjTjMfZcQUEBbr31VgChTRjsfBISEmzjGMt61apVVv4ckN3YfJxcsVMYHByMOoedJCUl2UTKDVHERsz8TGbcTWIsH9Z5j8djkxl34xoQrH9csFx//fUAQhPCgYEBS4sD5ujoaFhMYSDkR9XW1jbmZjhex06faS1fvhy/+93vAIQmnPPnz7d3yftwcllQUICXXnoJQKherFixwtoQJ1AcvKqqqqwNcoDlIJaamhoVb/DIkSN2Peu8uwvZjeOalZWFpKQkm0C68RJ5P7rqsKxbWloslBQn0ewPrrzySmtTNN/19/ebewPz+Morr9hz851yQctyfuONNyyv/L4bfox/c0O+ubEygeA75bunOZjHQL711ls2KeG7T09Pt8U96yK/39nZGZYP93tCiKnNpJqgCiGEEJMRqmhc4I2OjppQwM+4IEtNTbW/cXHg9XpNEeSihqGlMjIybOFP4SM/P98EFS5guDDMy8szFZN+5j//+c9N/OB1TLO3t9cWZbSsuRYVChFUGbmQca9zNzi5kVi4OOVCkCGouHjyeDyWD5bFvHnzbAFI0YoLsba2NluMUkFeuHChCTXcA/GZz3wGQHDR/tRTTwEAPvKRj4Tl4Uc/+pEJNYwNXVpaahZFClpr1qwBEFxkUgjjIvF3v/udvUsuVGmVyMnJMWsEF6ULFy40pftiZ9JMUC+55BIzpVHNBEJKJSs8VY/GxkZTZniizNy5c03JYYWmYuP1eq1joIq0ePFiu54NjI372LFj1ljdQPc0w7ECUT1IT08P23QBhJSEwsJCS5/Xf/KTn7ROhg2NKskjjzwStsElPz8f06dPjwpQz4azePFiKzuWxeOPP25qKhVOft81gVIlds2vkcpaT0+PpU+VxA2l4zqzA0EVhgoW/0bVp6amxp6Nv2muAkIuGcyrx+MxhYxl58ammwqwfIqKiqIGrZSUlKjTpdxwZez0+P5oZmttbbXOklRVVVm95sBJ94KUlBR7h6xPCQkJ1i6Zh2uuuQZA8B2x7fI9+3w+qxdsDzRhDw8Pm1sL/3by5MkotwIOjllZWdZeaGbjoJebm2sDJQecG264wZ6N5nYObIcPHw47ESk/Px9XXHEFnn76aQChjX68vru7O+oEoGPHjll7pgmUz/9P//RP5gLB/iUpKcn6B7YlvueqqipzUeL744bF2tpaMxPSxJ+fn28DKj+jUsuydElNTbV2xrLg83/kIx/B17/+9bC/eTweG2z5PZZ1enq6lY97CIQQQkyaCaoQQggxWaHLiBucnwsQLvS4COzt7bVFABeeaWlptkCN9Ivu7++3RSsVwlWrVtnCiO5wdIPp7u62xQzT2LVrl4k4XOBQxVy8eLGJBlyI8Hk6OzstFBOfY2hoKMzFDQidmFhWVhYWQJ/CA+P50kWGiyE3ioQbqYOK7E9/+lMAIfe2kpISKwu68NXV1dnnXHxTOa6oqLA8cEFOZXpkZMQEM7oXZWVlWQQa5oFlEwgE7D6M3LN06VJb7HIxygX3yZMnzZeXC+DJ5CIz7gkq1bBYZWBgIOzIUiDYAPjiqdzxd05OjilAP/7xjwEEFUUqLKzcbISDg4Om3hCPx2ONf/369QBCytTu3btx5513AggpUoODg+YbSlMLK5Xf7zeliI2blb2xsdHUG1bo5557ztKlUsFGfv3114f5xFVUVGD79u1YuXIlgJBjPBWkl156ycqJSofbwVHZcY9KjTyj/ciRI+ZPRyfz//qv/7JyZTlRqeH3q6urrVz5Pg4cOGBlwfzw3Xq9XssXG6YbA48dL58nISHBOiU26v7+fsuPu5lsssHyYV1ub2+3AY1mobS0NKuTbqcPAB/96EfxpS99KexvfG/JycmWLss+MTHR3hsHGnao9fX1tsmOnXlJSYnlg+2M72PatGmmflLV7+rqsjrCY0ndsHD8N++9aNEiU2YjfTLz8/Ntk0PkEcOzZ882qwfTPHDggFlceKwn1cWZM2eGKfsVFRXweDx2EACVTYZ86urqsr8xP9OmTbOBmG2Xk4KSkhJTnXn9Rz7yEbM8sI1Qzezp6bEy4GfsZ2bNmmVtg/1Lf3+/vQfWAW6mSUpKigqJVVRUFBYiDAi1T7/fb4Mz+6eWlpaoOJosc/c42sgThs4FfP+nI9bHt1mzZlmfxTZQUFBgYwXfNydicXFx9jduAiorK7P+ke2N/29ubrZ+mKGSEhIS7J7c+0ASExNtUxGtgh/84AfND5yTMtfCyDrAe7sbHVkfWNd8Pp/VH/ZPtGokJSWFHVLh9/uRmJho/QXT4kT15MmTYRNAINgfcRxhO3CtGiwLlufw8LC1WY5vL7zwAoBg3/Lxj38cQKgNslzLysosDY75Tz/9dNT4RkthTk6OtWv233FxcVGWV7aj/Px8qwNuqK7IEJGxxnjbZRyAwHgu5NFlQgghxMXAypUrxzUYanwT4r2DroGnQ3FQhRBCCCFETDFuBTXWTSAVFRVRJvKhoSEzE9A8TVNXeXk5PvnJTwIImf9mzJhhZjyaRdyQKfTtoMk4EAiY6Y3hiv7sz/4MQPh59VzBP/PMMyb900TG+82YMcP8g2j6oAmioaHBzH4049988812nZs+EDRBXHPNNWYy9Hq92L59Oz74wQ8CCMWoo8nijTfeMDOHe/Y6Y7jRxMo4cCkpKRYXjyacnJwcS49mjptuugmEG8Z++ctfhj3j1772NQtfw3Jlnty0+B4OHTpkrgksi3/7t3+zd05TDt/7yMiImUPc+hEZy24ywjrM+p2YmGjtgGUYCATMzMTTzf7kT/4EQPCd0qzLcmJIsyuuuMLeCdNsbW21ehoZsio7O9tMUDSzZWRkmLmSdZImvuzsbKtPfI7BwUEL1cQdxPSJ+8UvfmHmae6IXbt2bdiJRUDIlPbYY49hy5YtAMLD0gFBsxldCGjafP311y3/TJOxDl3zKxBsb0888YSZ9Jk+23xmZqZtUGIf0dHREXayG8sHCJoZWdbuNdztS7M/XRR6e3vtu5HxnOvq6uw6+gvu27fP4k+yf2Sec3JyrH/hjmN3QyT7GJoja2pqsHnzZgAhN4H4+HhzrWJa/H9PT4890/nYeTxZTPylpaVmsua4cOzYMXtfNJuz/XV3d9s7Yr275pprrIzZBtkPZ2dnW1/LdtfZ2Wn9JN1ZuEmytrbW+hX2Gzk5OXj55ZcBwE51YsjE4eHhsGgCQKgdHT9+3NKlObytrS3spDMgNFZ6PB709fWZf+zOnTvx4osvWjtgPGHe59ChQ2GxY1kWzz//PIBoM3h7e7vVf3eDJvPGPpH/X7BggY3r7B/Zv65du9b6LPLGG2+YOwF9dNlPLlq0yP5NP9Xa2lp873vfs3IBQvXa3fjKPuLgwYP27HRZjDXG2y7H7YM63gQvFIODg1E+k0NDQ2H/BkI75IeHh62R8rf7bw7abIRxcXFh1xFOiNhRuNdHBswdHR0N8zl1vxcIBKL8ZPh7dHQ06no3j5F5cScdvM7v90dd76Y/1rNFHnzAsnOvd+8ZGSXAPZIu0heO18bHx9tnbv4i8zNW8GFeMzQ0ZJ0d03XfNz9z60dkjMrJCJ/R9Tvl39yA6SxbN3QLECxz16eN10d+5tZ599+RaUX6v7oxWCPrgLvz271P5N/I6Oio1c+x0udvfi8QCETVa/f/kfV7ZGTE6i6vj6zv7rP6/f6o9Hm93++3v7n35vWR3wsEAnZv9/e7tZGxyo5/jyxrtw5E9nvx8fFjvqNTXR8XF2f5jqxrQKhdksHBwZhoi7HeD7gTPNaBxMTEqOD3XFClp6dH+XrOnz/fNv3wffFdFRQU2ASQi4fy8nI89thjAGAxiTlJLisrs0UrfSYbGhrM95RCByeRhw8ftokg88XFqdfrtXuyvi5evNjyyO+xvjOfhD6hXJRxos32Nn36dIuNTF9ORuJxv08hpq2tLeo45vz8fCt/Thy50KuurrYYxP/xH/8BIDwSB+s3Fw8zZ840sYcTWS5mc3JyzIeWeVyyZIn5r3LBwDrgHkbCiW1aWlrURPZiZdLs4nfPHnYrO1f9kSvNnJycsFBHQLDRcuXERkffJPd0JlaEpUuXWgD6b3/72wBgpyn98Ic/tM6Yq9a8vLyoiRRVmerqalNhuapiYx0dHY06aaOhocEaJNOi8lJaWhp2Okt7ezs2btxoz8KGSHXlyiuvtIrODq69vd1WhVyNsbIPDg5a+VDFcVUSdnp8ntmzZ9u9Nm7cCCAUTP3JJ5+0Z+Iq99lnn41SsqmyTJ8+3Ro6HeWTk5NthU9F2z15w1WWgGBn724im6xETqD8fr913izf3Nxcqzef//znAYROjfH7/VZfaT1gnXjnnXesbbHTLyoqss9Z1qxXWVlZpti557Gz06cCTmVx6dKlpupTXU1PT7f2QlWCdXlwcNDSYEzCffv2mbrDTQ9sRzwRCwgp8VRLFi5caBtAOEicOHHC6jMHXfYlPT09qKiosHbe3t6OwsLCqNOZqC6Vl5dHxa9samoK25AJhPqsBQsW2IDJa5KSkiw/LGs+x/Tp021w52d8ttbW1jE3k/A9sVxZT4aGhmxQpEo6NDRkfSEHcL7TtLQ0rF69GkBoJ3NnZ6ep05GHHCQkJEy5k93OBK/Xa22L40JnZ2fUznK+x4yMDPsbN6ZmZGSY5YEKHttbUlJSlNK3ePFi/NEf/RGAkJWEk8Xrr7/eJqj8W1xcnL1f9j1Mc//+/VafOU6wvVx66aWm8LsH6rB+8jMql4FAIOwUtLq6OgwODtr1bCvs4/r6+mzCTGvd0NBQlHWO41x8fLxNhrlYHB0dtfbMus6yX7hwobUR+lay7GfOnBm1OHZPYmN7/uhHPwog2HZZruxf8/Pzba7C+7AvdcPTkcgNjBcz8kEVQgghhBAxxaRZunZ3d5v6xzA2mZmZpka4xxICQd8MruqpxE2fPt3SoOpBlbKtrc1CN1CF8fl85nPimiaAoKrCtGj2uP76621lxd9UOn0+n6k9TIsrtaSkJFOTqJIUFxebX517qgQQVDry8vJMXfrud7+Lm2++GZ/+9KcBhFQMrsjffPNNUzH5vIcPH7braNZhWQYCAVulUknNzMy0v3EVz1VeIBCwEENczfPozF27dpnKw9VtTk6OqVQ8yYNlkZqaagoQlb6Pf/zj+NGPfgQgZEbhNf39/WG+uEBQVXJdJSYr7nGmQPD5I02+qampWLduHYCQkkC/ztLSUlPKWAfc8EVUTngqyqWXXmrX0YRFqqurrf6wvXV0dJhCTmWHysXBgwdNgaPa8Oabb1qbYr5o+mptbbVn4nN3dnZaG2C7YXvzer12LyqDV155JYCgUkMF1Y3PyPZG9YZ+0gUFBXj00Ufxp3/6pwCC7c3j8Vgdo7JL8vLy8N3vfhdASEE9cOCAPSeVVj7HqlWrLA32PfPnz7eyoxLEaxoaGuw9uz6AQNCaQWWG6lZ8fLyZLVmG7BvdMuT7y83NtfbF8qGa5PrEsT/q7OwMc+lx6e/vn1Rnh59r2J7ckFJU0dyy5mfs/0pKSswXk33p7t27rU6xzrsH17DfZhuJi4sz1fKzn/0sgFCItf3791t7YViqkZERa/dsG2xHdXV1pmKy7bJOum4hrEcNDQ3Wfpgm++/IQ1aOHj2K5cuXW/tku6bq2NjYGBV7debMmTamMO4r1Uy/32/lSX/c9PR0aze06DBO6fLly81C+IUvfAFAyBc1Li7OnoOKbiAQMIsOP6MFsLCw0PLIsbivr8/KgKGt2I4yMzMtLeZ5eHjY0rjYmTQT1OTkZPOvofnCjVPKRs3G4W4CooN2ampq2MlOQGiSlZGRYQM4B87k5GSrKKys3GBSVVVlDZ2Vr7Gx0Tpjmkw4Kdu7d69VQjYUdh4dHR3WUDi4JyUlWaNjvtj5ZGRkWAMBgoP4jh07zFxDfxma/a699lqbRNPc5vrhRcYKnTdvnpUrJ39JSUk2WLFTczciMW8cVMn/+T//x9wiOOg9/PDDNmHhyULume58NzQRsdECoc0dNM2mpqZax8X3kZycbK4AkxnWAXbU7mTA3TzIesZ6yvbz6KOP2iDCwYhlPzg4aAsY1tvy8nJrD6zDnEAmJCTYYMtr0tLS7D1xYsR20djYaJMxDiTx8fE22DIoN6mvr7cYjIy/Ozo6aoMCn83dCMJ6zbbFiVhTU5Mt2NjRP//881ZmkW4SDQ0NNnjxmbOysuxz1kmW180332wTNi7wgNBEgqdXubAc6aZz4sQJG5g4kPF3SkqK9SuR/Yb72aOPPgoAuOqqq6ws2P+xbR0+fNgGPm5aKSgosHfCAdY9KYrvl/Wqr6/P8sp+gM+TmZlpfc5kCjAuhDh7Js0EVQghhJhM0GLR19dnggQn9EePHjXFlL+58PnqV7+Kq6++GkBIzfT7/fj5z38OILTznsq5a6VjNJjp06fbooGLLUZj+Zu/+Rv88Ic/BBDahzAyMmKfc1HMhUhFRcWYBw0AQT9KLmD4Oy4uzhYzLAMuWEdHR22xCARV5szMTFtc0TebolFTU5Mtot1Dc1iOvCeFp9zcXFtw8rkrKips4c5FOhfv/f39UQfdUFXetWuXLTxZNqOjo7YA5sKfC9Xq6mpTY7lo7Ovrs/y4UQWYl8hDf7KysmxhyvdLq9jFxqSZoHZ3d9tLo/k8ISHBVDOqGLwmIyMjrDEAwRfLz6kWUCF84403bDMIFdf29nYzlXDTzwMPPAAgqEqwIrtpsdJRSWSDKSsrM5WDlYkKZFZWlpnjaA5vbm62zoPmF3eDChUpINgY29vbrRGxM3N3clNtYyfibpBh+dC00traap0lr+/s7LR02cCoUrobXghVnG9961vWkT788MMAgpt1mAY7BTp+z5492xrpP/3TPwEIdizMK8uMec3IyLCOiwoWld6pghsOioMC68fQ0BB+//vfAwid106zcFlZGX71q18BAH77298CCKnjycnJUadx7dq1yzYJsIN0o2hEhqwBQm2Vg5Yb7ocDpXukIk9ni6S4uNjqCAffZ555xtozN1AwD+np6VGDFjcnrl271uoyQyXx+0BowGQZDgwMhJ3CNTg4aBs3gFD7YXvt7++PUm+5ScKF6nJHR4f1IVRvly1bZtYdDl58H7m5ubZRiW4YHDD37t1r9/ziF79oaTL/TIuDqc/nM2WW776kpMTKkYM069XPf/5zPPHEEwBCivTAwIBtdKG6yvaZkpJifacQQrhMmgmqEEIIMZlwQ4/RL5gLtvz8fFskRS7+MjIyTJDgwmjhwoW2iPnNb34DIOTCsmLFCls0cfHQ3NxsaTBmqLung6IGFcKBgQFb5FHNo39naWmppcXFHgWc/Px8+xuVxIyMDFus0vWLosbIyIi58wFBF6PMzEzzT6cwwgVoRUWFLYApKL311lv2b4ogzF9BQYHdiwvc+vp6W2hSlXRjhvPd8D1QgBoaGrJ3yMXZ0qVL7XOqnxSn+vv7w45XJVyYcoe/6xbD66k4u9FaLvY435NmghofH28rfVb8urq6KF8p8pnPfAZf+cpXAIRCztTU1NiLp98VK+jKlSvtM/7t1VdfNYWC6hPvMzg4aBt8WNEqKirsb27QayDoH8m8fupTn7L8AEEnbKoeVFezs7NNYaHZhoH4gWDjoXr80Y9+FKOjo9ZRUTnZuXMngGDnw+Dm7gaKyM1IbrgmqrVUlVNSUix9qr1swFRbWY4AcN111wEI+qBSwaNaXVdXZ2qnuzkKCCqpv/jFLwAAO3bsABBU8Kh48Toqd319fVGBoWM9KPe5hupVZmamlSvrclpamtUtbmT70pe+BCD4nukD/KEPfQhAqF309/eHbQgEgmdMs85S5XZNcW6weKbBv3FAcAfcG2+8EUAo8H5qaqrdn4MFB4Samhr7G+vYbbfdZgHD2W7YN2RmZpqfMxVjPserr75qKimVzXXr1oUd0AGEBxV3fUk/+tGP4sCBAzbg8Zn4HG+++aYNHJ/73Ofse5wY/OM//iOAkNI/Y8YMO1SEg6rP57NBkSo32x3/7j4vnzEvLy8qvI7f77fJCQc5tuvk5GTzR2Xf4PF4rG3TBPrII48ACIb4Yt/AMnStK7wPy5J9qRgb9n+9vb1Rm4S6u7ujrBgcExISEmyDEvu9JUuW2PvleMVJXGdnp5nqWW/dWOGRBzOMjIzYZkG2u4MHD1q9YH3jYRZHjhyxvPHds/8oKCgwKxfHx87OTpvEsY5wsnv55ZeHWQhzcnKQkJBgpn1OdtkOFi1aZHmlpWDFihU2MXU3WgLBCS7z7cLnpC890/rhD39oVhumxXZaXV1tk3v2JStWrLC+w7WIAsE2yfdLq8mzzz4bZqEBQu8oOTnZxjwuXJKTk61fZRtnv3yxoTBTQgghhBAippg0CmpKSoqt8tyA2fSN4uqIis6KFStM9eAKLTs7277LVQkdrbOysmzF5e70pxrEMEdckQ4MDJhaRdVn69atYSFwgJBS8YEPfMAUCjqDc2d9d3e3mRXoW9bY2GirVa4s3SNG//3f/91WxIsWLUJjY6P5gdI3jL5f5eXl9m+uyFtaWsyRmytTKmsZGRm2GnZPLiFc7XH11t7ebnm9//77AYQHkecKn4GQGxsbo3ZMU5EbHh42JYp+kQUFBfbu6ZfH/3s8HlMhuKKeagoqw6IsWLDA6h/LvLW11erpj3/8YwAhVXLVqlVR5iZXvWF74LudM2eOqWaR4W8GBwdNNXz/+99vf6OZkGY51qubb77ZfJNptnTrERUH0tXVZe2GbWTu3LlhR96636usrMTtt98OALb7nypreXm51Wf2A42NjVZmbCNsF/TxJosWLcJnP/tZs1BQ8adSnZmZaW2EdR4I1dm7774bQOg9VFVV4a/+6q/smYCgGnbttdcCCCm5VHFSUlJstz/T53OkpKRYH8W2UldXZ/d2T9oCgqZKKjNUaN944w1L9+abbwYQUszuuOMOU4WZ/7y8POtXmT7LkvVRjI0buJ7jFMs1ISHBrFqRh020t7dbWfN3RkaGhXGKDO2XnJxsPtysY83NzWaJohWN6mRbW5uNfTRPu+GN2DbY7oqLi62OcUxmXr1er/UD7D+8Xq9FZ2HbonWSR5GyXubl5eFXv/qVjUXMIy0L3/zmN6Miufj9flNyr7rqKgAIs85wjGC/tG7dOkuDlkUe233w4EGzCDJ9N8IHrVBsn319ffYskccOz5kzx8rM3ajFPpzpuyG6WOZs426YLKZ7sTJpJqg0DQChASQtLc0aBSsjG9zRo0fNtM/rs7KyzBTFBsxGkpKSYhWAEzx3AwEnXK7plH9zT3zhoMKKyU0Yr776qg2eNG3+z//5PwEE/WWefPLJsM/mzZtnHQoHZg4gdXV12Lt3r01QX3rpJaSnp+Ppp58GENoAwYbQ0tJilZwVe+XKlZZXNgqGpWlrazNzB/2Ptm/fbvfj5jN2YHFxcdapsrFysP6Xf/kX61hYdn/0R39kZhROgnh9XV2dlQHDU91+++1RR7+x7Nvb2+39crI71TZJkYGBAevY+D6mT59u5iAODlu3bgUQ9FOjTxk7ZcaxXbBgQZiZCQi+P74vpsVJX3FxsXX6fN95eXlmenNjtQLB+Ik0iTHPbW1tVj/ZptheL7vsMjPLcUNkXV2dvfPbbrsNAPC3f/u3AIKdPtvDz372MwDBhR0AXH311TbIcUJcXl5ubYTtjG34t7/9LVpbW61uv/TSS0hKSrKBnpM4Dlr19fXjOoKQZbh48WL8+Z//OYDQID0wMGCLSg74fA/79+8PC0cHhBbm7kSHfZy7yzlys9ovf/lL+zfL4ujRo7bAZllzc1xbW5stMthv5Ofn2ySJ5cp3OhXCvQkhzoxJM0EVQgghJhNcuHk8nqj42H6/3xQyLgAoHCQlJZkPJ7/X1NRkIgtFBC6yAoGAWTi4MEpISLBFKBcnXHR1dnZG+fa7R3JSMKJIUVZWZgIGF7FcDLm+rhQYTp48aQtZ5p/P2tnZicbGRrt/bW0tPB6PLX64GOOCcOfOnZZ/Ls7i4+OjjginxebFF1+0haAbtYQLOgpb/GzWrFlWdrT28DmmTZtmZc3nCAQCtohjtBou8IBwcQUIximPjPnt7iWg0ORaCN0wVBczk3KCyhc2MjJiDYTmZlayxx57DN/4xjcAhOLEPffcc6bIuGFlgGAjZLo0i5w8edLM5lT82Ig6OjqsknDH4YkTJ8wsfccddwAIdRSlpaXWKNgJUH2Ki4uzjU3siH74wx+aaYJnqFOV+P3vf28KExAM7p2ammqKBlUlOmG/8cYbpqBwM0xJSYlt1mDnQXeHPXv2WOPn8xYWFtrOUKbFzuro0aPWWbLs+Bxer9eUU76jo0ePmmM5r6OaW15ebo2Tz5OVlRV2trf7mcfjsfwzzh0V56mGx+OJCqQfFxdnVgAOCHxvTU1N1umxvrK+c3AAQgc/dHV1WefKuv++970PQLBD5eBId5udO3di48aNAELv+cEHHwQQ3Bjwr//6rwCAe++9F0BQvX3uuecAhBRgmgmnTZtm75zttL+/PypYPuMO/vjHP7Z2xrbOgXZ4eDgqCD4QMrlxMGIYrO3bt4eZ6nfv3o2uri6bLFAJpolv9uzZ+N3vfgcgpMZSmXbvQ6tBV1eXKdis54cPH7YyZvmz/efl5dmAzMkGy6arq8vKn24AQKj/Yjlx8pCTk2OuRlRj29vbTflmPWI51dfX26DrmqK5mZTXuS4R4tTw/fX394eFTwSCExnWXdYP9wQw1klajGpra+27HJPYVnJzc61e8Porr7zSJnu0NribgCLjgXZ1dVk947jAerh69WqrU3wm5r26utom4lTUq6urrU0wRBo3giUnJ2N0dNT6orfffhuNjY2WBts8n/XVV1+10JC8pqmpyfLPvozudm+++WaYuxnvyfGJ9ZqsXLnS2sNjjz0GAPizP/szAMH2yjKj9efw4cM252B7Zl8EhO/GB4JtkpN7bvrkNSkpKXYdx/OkpKQwt46LGW2SEkIIIYQQMcWkUlC5EnKPGKW/JVdv9LfbtWuXOR5ThUlISLAVI1clVH2Ki4tNcWBaVBRd3HhuVCO5+klJSbFVDhVFbuhoaGiwe3HVQz+vxMTEqDOsBwcH7ahWrjq5wnvqqafCVnkejwcNDQ2mHlMloXrzwgsv4J//+Z/D0njmmWfMb49lQv/diooKU1VYFuvXr7fwWNx89oEPfABAcMXsKnZAaHXb0tIStVrt6uqyMChUP6l6pqen26qcq9aEhARbxXPlTiV8YGDA3gnTmqrU1NSYCYor98HBQSsr1jsqKfHx8VauLH8qLvX19aY4UokoKSkxlcc91QQI1jWqMHzPK1eutLZHvv3tbwMIHj5BpZKqwa233mrXs+665sjI0EVxcXGmmtNXmhvsXnnlFVMouWmL17z11ltRB0sAiHo2KvlFRUVhodQ8Hk9Y8HmmRT9SIGT1YFm7x/XSx50qbmVlpZU/+6/a2lpTZmix4P/r6+vNSsI8M6/Dw8PWZtnW4+PjLR9sp244KKqrfPdJSUnWlmih+uu//msAwT6X+aFK7PV67Xr2QTTzineH7y0jIyOsvgHBtrV3714AIdMyx60XXnjBTNZU23Jzc21cYF3h9UeOHLF2yTZ77Ngx6xvo08y+OiUlxfpVptHZ2Wl55Ht2xzK2EbZJ5iU5OdnGBf4+evSo1Un2AwxLFR8fH2a6TkhIQHNzs43/HAP4+/LLLzerBNXhxsZGezaOh1Q4i4qKzARPRdrv91s5chzkGFZUVGTWTl7PPSPp6emmBLPdNTY2Wh9FVwhuQhsYGLB2z3eUlZUVZe3h8zc3N1s75vMnJyebFWw8vu6xzKSaoLLCc2Ln8Xhsxz07V1aWadOmWQVzNxKwArDjZZoHDhwIi9EGBCdXkSZTDqCZmZlWWbnLfs6cOVaRX375ZQChicLBgwetE+f3uGmjs7PTTPacfD///PM2QaCpn42itrbW/GP4+TPPPGODFQd3dm59fX22UYQ79fv6+qwMWIZsmPPnz7fOwo3Txw01n/jEJwCEGtFPf/pT69iYJgfahIQE64j4/crKSpuE8jcH3ISEBOtYGOcvPj7eyo5lwsY9lpuHe276VIP1zZ2MsiOPDKQNhMqTMVLZiX/oQx/CLbfcEpbWsWPHbNFHczbdBh5++GFb4HECc6pToYDg+2b9YX09ceKEvWfWP3bKPp/P/s2BNi8vzyaHkUcEjoyMRJlM3QGLE0I3GgQnw2wHHMhLS0vDJrRXXXUVFi9ebAu0yE2DPT092LZtG4DQIJqUlBQV55Jl/+ijj9q7Yb7q6+ujnokTl6qqKmtvzCPbG9sYEGoHV155pU1IGXmA/dmMGTOi+qWEhARb+DMNXsMNYkBoUtPV1WX9BE39QghxOibVBFUIIYSYLHCBNDo6aotLTvITEhJs8UPhgr9TUlJsUUABwO/3m9WAqrgb3YELNvfIbH4eGX6svb3dFmqucsnvcoHkhl3koowiDRd85eXlpq5yUdbS0mJqKhdevPdXvvIVPPXUU1ZGlZWV6OjoMDGJ6iEXUV1dXaYkUhkdGBiwZ2MYOPrl5uTk2EKQFs+urq6oiEAUgWpray2PYz03F6bcCJWcnGzX8XmZr66uLrMMcnE/b948W2C6R4szL3y/zN+0adNskc70L1Ym1QSVG3DY+BITE83UEGn+DwQCpl5wV15+fr5dz8pB+X/37t1W6bjrLzU1NepUFip3w8PDZnZx45nRtB8Zj661tdXSYhpUrTIzM23DknuCBnf2sbJSUamtrQ3bhFBVVYX4+HhzOeB92NDefvtt25TETurLX/6yKTM8scmNqch7stE9+uijtiGGHQSf7YYbbsB3vvMdACEFhyGB+vr6ok4rOXnyJH7yk58ACCll3CTl9XqtPNlo3c4scnObu3mFm1qmMrQCsG7OmTMnLD4nEL75jB1cpMr629/+1pQyKviFhYU2aDEuMNtRS0sLPv7xjwMIbbhyTY4crHif2tpaa8dM33UHYZ6fffZZAMFOmXnjYOHxeOyZaEL/u7/7OwDBgYOuMVT6yKJFi8zqwedxByiqpazDaWlpYRuOqqqqcPDgQYvtyD6E5bVr1y4bkPjccXFxZiXhCVeckOTl5ZkyzYGzqanJ0qBrAtuA3++3jVMcdN0TZTjocjNTR0eHtRsq35xE/Od//qflh3l47bXX7JlYvpwMJSYmWr45cGZkZEzZjYlCiDNnUk1QhRBCiMkClT+v12sLKbqAuMfEcmFHRfWyyy4zEYQLF4/HYws7uuq40TgiI924kSjc3e9A0EWNeaOva0dHh7mDUQRxjyKmMkiRhgvJd955xxZqTDMvL88Wo3wmLpSKiopwyy23mEBRUVGBhIQE20fBv3MB2dzcbGXmxnymXycX0fxdUVFh5em6jNHthYtWptnT02NpccHGd5ObmxsVBuro0aO2wGN58rCQSy65xIQjure1tbXZAphKM7+XlpZmC1/3mHamIR/UGMStaFzZE1ZQILTJhgrEkSNHrIFdf/31AEIbFpYuXWpqIdWJ9vZ2UxyoQFKZysnJMaWPDay3t9cqMtUbVq6WlhYLhM+Kxjxs27bNKjd9xZYtW4ZvfvObAEJqB5WLpUuX2kYOINhZ5OfnW+Oh/M+DAI4fP45NmzYBgJlOenp6bEMJ78nG4fP57F48fai3txcf/vCHw8qVHdG+ffusQVG9odkjEAhYR8oOsrCwELfeemtYXqmA3XDDDWGO/UCwkbKjjSzz/v5+65RFCA5QIyMjVt/4TmnOS09Pjzrxh+bF9PR0PPDAAwBCoaFaW1vtxDOGc2J4l7feeissfiOJPHmKddQNHUboIwpEhz47fPiwXe+edsP8/s3f/A2AUKc/ODhodZGqPutkdXW19RO8Z0VFhZkEI0+IGx4eDgsTNWPGDLz66qv4yEc+AiC0IYp0d3ebks005syZY30DNxlSgezo6LA2yLLLyMiw5+SGI17T09Njgz/D2bCN8btASIUuKCiwQz/4jJwMfe1rXws7yAQI9nsMKUf/YE5qUlNTLY8sp4v1HPBYgJMhd8Oie5gC+1XWa77nWbNmWdtlP5yYmBiWHhBq18eOHbM+k3X+wIEDlh6/x3eZmZlpYyUnc244JFoBOTalpqZaHtlHsK/2+/02GWV9Wrx4saXF63nN/v37w8Intba2oqioyPZPPPHEEwBCdbK+vt7M8Xy2WbNm2f05+ea9W1pabHLL5y0pKTGrISftbCPt7e02EWeZ8P89PT1hp3uxnNhX0VrF/mPRokXWt7EPOn78uPUXrgsH78P0+WwejydsAnsxozBTQgghhBAippiUCqoLVzuU5+nX5vP5LOwNg+eXlJTYzlv6TDEw+Kc+9SlbtVHtaW1ttaNKqUBwNdPZ2WkrOCo1jz/+OB555BEAIf8vmgJmzZplqy76WzKUU2Njo6mXDCZ83XXXWbpUYXjvvXv32mqQaV911VWm9jLwMX3KGhsbzeTA1fDbb79tvrkM+cQoASMjI/a8XPmtWrXKVndUdKigZGZm4mtf+xqAkDpMk8bll19u92ZZjI6OmlqwfPlyALCQWnweIHx1yBU+f3N1nJWVpZ3DY0A1YOnSpfaeIg9A6O/vNzWM6ja/l5CQYOoLlY0//dM/xdq1awFE+wJffvnlpoJzp/j8+fPDHPuBkP8yLREu7rntzA/zunDhQsuraw1gumz39NtsbGy08+MZzYIhaC677DKzXtBUOTo6aoom2w+Vxa6uLsyYMcPa6KxZs1BaWmr+n1Qz3CNk+V2qJdXV1Vb+VEfcwOBsDyyf1tZWU6TYz1ABGx4etnZAdYjvra+vz8qRfWJHR4dZhajCsC0GAgFTivg8g4OD9n7YFmlpGhkZMasHLSnizKEi19vba++bZGRk2LvkOMe+97nnnjMV0D0gg+MbFTn2k4sWLbJxhO/05MmTUeZsqvQzZ8609sC/5ebmRu2foNqblZVl/QTrK8ea0tJS+zePC169erXVt8gQi+np6WhsbLTy8Hq9aG1ttbpOyx/b8969ey0Ntvne3l67Jy0Jbptkm2UbycnJsc85TrOsk5OT7d58XlplamtrrQ9iW09MTLS5BC1A/N3e3m75oXJ8/Phx6xsi8+qeGuXu5eD1kWV3sTGpJ6gHDx60F88Onr/9fr8NjuxQh4aGrGLS3Pb3f//3AIKmMg6wHDgaGxvNzEz5ng360ksvtTA5bMjt7e1hcRuBUCNqamqyv/E+rPQtLS02+HIQmjFjhk0g2cnQbSAhISEsvuTo6Chef/1168yYBge7t99+29Jg/vr6+qzjoQmXJpecnBxLg2WxZ88em8jyM3aaJSUlZipimhzQBgcH7dnYmDIzM6NC2zCtnTt3mnmRabmmK/fkFfe3GJtDhw5ZWXMgczcssY7wb6yv8fHxNgB+5jOfARD0EYucmHJCOGfOHDuTnu97dHTUXFE4sHFASE9Pt4kjB+m5c+ea2SsyXjEHAQD4whe+AAC4++67LRYnFzhsF7NmzbK+gGmxLsfFxdnzsm/Yu3evTRy5cY8L3Ly8vLCBaHR0FG+//ba57HABxkEpISHBBmk3Pqk76AAhU39hYaEN7qzPs2bNsgGabYTvhs/jpu/GwmQ746TD4/HYPdn/uaGu2LbY12VlZZn7Ats1+8ve3l78/Oc/hxBCnC2TeoIqhBBCXKy4B15Q3eaiwOPx2CKLCxFatJ588klbMNEPnNYGICTUcGEye/ZsO1yCC57LLrvMYk0zH7x+3759tieDC5jk5GQTSShAcGE1PDxsCzvemwvc3bt320Yr+q6PdQgOyc7ODhMe6urqMH36dBOEaBlk+pdeeqktNLnZyF0QUvzgorGzs9MUUC6cW1tbozaMuRvHWLa8hs+RlpZm0Ty4oPT7/ZZ/Llp5n8TExLDQYkBwgUoRgWXHhbwbrYfRTo4cOWKLUHcvysXIpJ+gsqHQdOCqbqy0bHRDQ0OmWtC0zAb3+OOPm1pD5/O2tjbrNCj306z1xhtvmAmeJsGmpiarOAzUzwqanZ1t+aBKxEqZn59v0j7VEY/HYx0DGwMdutPS0sLM39nZ2cjLy7MGyA6OzuStra3WKFjh6+rqLP9U1lheR44csU6ADWvFihW2GYRpMf0ZM2aYywQd9pn26OiolQXD95SXl1sa7ERogvze975nHRGVWpdI04bMjO9Oc3OzdeTszGj6mj17tnXCNCNRIc3Ly7NNRWwz1113XVT6VD/dHb5jwc1RLhwAee/q6mprgzRH8rNp06ZZveBAkJKSYuruxz72MQDA97//fQDB06noLsM6xrSnT59u1gkOOPn5+aYusnxogqytrTVXACDY3nw+n7Vt5pX5GxwcNLcTTiIKCwvNisHv8frR0VFr68xDUlJSlEsG81pYWBgV/5Dvqry83PLKtNwz1CPD35WUlISdLMT80bWJ17G9crOoODdwIpObmxs2wQSC9Yqfs4/m2JGRkYGHHnoIQKhPnzdvntW3SLeqhoYGm/SwPVdWVuKDH/wggNB7ZfsvKioyVZ71NT8/3ya0HD9ZR7OysqJOTWK//7GPfcxM7xznhoaGLH2a1Nmnd3V1oaurK8zl4fDhw9a/cHLLsujr67O2znbxu9/9ztox0+X333nnHev3OI4mJibaWM/fdA1sb2+3cS1yE9OMGTPsJCy24UsuuSTMnc39zX6H1/Ez5pVzAnfnPt8b64Jr4qdV5WJFm6SEEEIIIURMMekVVMLVGpXU9vb2KP8sv99vG5Oo2Ln+eFQouILKzc0NO3UDCKkePp/P1FoqKJmZmfY3qhK8vq2tLcpMw5VsZmam3Zs89thjtnJlHpl2dXU1Ojs7zWe0qakpzIHdjZcGBFUVrtzcI1upklKpZP7S0tKigrsvXrzYAvozXQZR93q9Zppw/eoA4HOf+5wpZdw45oYT4uqfq+/Zs2fb6pMr5MzMTPsblQQpp+Mn0h+S/odNTU323rjCp4LS0tJiq3n6Yn7wgx8M8wUFQptz3LOzycDAQFQoKTI6OmqKIlUPj8dj53hTzWfd8fv9phJSSTh69Kj9jWnwsIa8vDwz47F+U214/vnnrZ9gfSosLDR1hNYA+tdS4aF/a1NTE+rr6618CK0x8fHxUaqtG/6O9+H76OzstHLi5iSfz2dly7SoBB04cMBMqwyhx7bV3Nxsig7vOTg4aOlH9jNNTU327mnhyMvLs/bPzTDi/MA+vqmpyfpaKuBHjx61sYv9JOtMTk6OKYmuXzj7d/5m3e/u7rZ6REtIY2Oj9dM8hIVtPSUlxcYTtnmfz2f3p/rH9trT02N1nVZNmqRvueUW62fY3pKSkqx+8xkZMm3Xrl3IzMw0BfXQoUMYHBw0f3nWYW72mj9/vt2T3/n85z9vIRKZPu+XkpJiz8E+4uTJk2ZpIlREZ8yYYc9L5ZVtuKmpycYzptnU1BQ2TwBC/WtHR4dtSmRbf/jhh81Cyzbuhk5kvWAZuu4IFztTZoJKOFG9/PLLbaLm+nWwokTGeGtpaYk6aScpKSkqjiN/x8fH20DAij9nzhwzrdDE526c4KSVgy/z0tbWZh0KN1wlJibaRJamOsY+nDFjhm0wAYKTwrS0NHtOXs9K/9JLL9lgxYYTHx9vHSEbAzu6srIyixLAfPl8Pts9zUko01y4cGHY7m8gNIn4y7/8S5sMfPGLXwQQ7Ny+973vAYCdKMXOLSEhwdLg33w+n01AOAkQ44ebXxiZwfVfYlmzY2f95t+B0Alu3/72t/EP//APAKKPA2xtbY06NcqdnEZ+BiBsox8QnFzSh4x1xo3dyAGWdXLZsmXm9sITpPhsM2bMsLxFuoXMmDHD2gjbwIkTJ+x0KQ4g/B0IBMLiMrL+c+DmxJdtv76+3gZ+5vntt9+2tuemBQTbK/PIOt/X12ffZX/B/qmkpMSuZ3twBzGWuzuxZfvh+yVZWVn27rX5SQjxXjLlJqhCCCHExQAtenPmzLHFCQWStLQ0+xsXZVyIZGZmmmpOJS4lJcWsWlQDeU1xcXHUwmhwcDDqFCQuynp7e015pJjT2dlpogT9lfm9lJSUqFCP9A8Hwn1bgeCiK1JsYJoHDx7E8ePH7WSpvr4+lJaWmsWF8LldP0wuAmfMmIFPfvKTAELWUi7U165da9ZHWu6mTZtm5c7rWBaLFy82Sw2VVFow+vr6zEJFXMsRhRqWc0FBgYXqIw899FDUZic3fBfTomWno6MjTEC4mJkcT3EG7N692yoTG9WMGTOiTtPhZ6mpqdYQ3ZN2qEKysvL63t5eM/G5ceWoRlD5cTdqscFT6aTi0tXVZR0Rf7e1teG///u/AYRMJVR7Ozo6LF0gqPA8//zzUQ7WNEcMDw9HmWIHBwejTL5U2A4dOmTqC7/39NNP2wYLdno0gSQlJYXFXARCnWxycrJ1PH/xF38BIOiwz47NPYoPCHYUNC25G0HYaYgzh2VIU64bio3KPTv95OTkqPipL7zwAu644w4AwZioAPChD30IQPiGNr431gkg+sQT10TF9Ht7e21HMtsuzXpHjx6NqqdAaHNH5IbI2bNnmwWCnT+vee6556wMaHJMTEy0OMJuHGQgOIgdOnQIf/3Xfw0g2N4WL15sVhI+O9tDXFycDTD8W3FxsanIfF7ee2RkxP5GVba8vNz6nkhF1OfzmVmRfRX7jdTU1DCXCd4vcvOmEEJcaKbsBFUIIYS4GOjp6Yk6AjM7O9sWkFzwUwU9fvy4hW5iwPeqqioTIOiGQleWJUuWmL+y6/tN9x2GSiKJiYm2QHMPv6FLDBeydMlZsGCBiRmf+9znAIT2YYyMjJjKSXGmpaXFIkUwIgAXo3V1dWFnzK9cuRLJycnm70qh5t///d8BBCPH8F6uWwvT5cLT3fNB/3IqoUuWLIkKDcUFXlZWlqXB9Lngzs3NtWeiu1FOTo4JMCwvfs89YIcLyfb2dlvIcjHK50lISLAFNvPs9/tNTb3YmdITVDY+nhpz7NgxUzjZYGhyGBkZiQrp0dfXZxWMlclVMSKDxWdkZJiywUbEyu71ek1BYVqshBUVFaYa0lzg8XhMFaHzOL8XGbLH5/OhsLDQ1Et+jw1y5syZpg7zPjNnzozyN6Sq5W5KcpVUllmkb1x8fLx1LoTXjI6OWsPiNVlZWabysrN0T8mJDD9CM4w4N7A8Fy9ebKY3V83jb9YBdp7Tpk2zd/Pd734XQPA0JwD45Cc/aRuaqJy2tLRYnaEy6HbcbCtUQefMmWNmPcLrXTWdKuDo6Kjdi22J9xkeHrbg/VT8mfbChQttUKEfeSAQsNBokSelRar83CzC8uGgwt+uCY75amlpsXR4b9eUG7mxsba21toL0+X3GM9STB7cTXq01jU2Ntr+AI4jbA+ZmZkWzoltwD25jddxfEtISLCNpRwfhoeHLWwU/0Yr2RtvvGGTUIZYGhkZiTrRz7Ue8ACNyINcEhISbLL3+OOP2/NwrOMhEGyvjY2NNnEEghbK+vp6m6gxz+wTOjs7bZxm2XHsAEIboTjR9vv9Nqayjc2aNcsWBuyzaBktLi6OsnC4Jnb2oQx15ff7UVVVBSA0qeQJX8wLAPz0pz8FEFyQRO51YZvv6+uze0W6DUwGLliYqdWrV2P37t0IBALYvXu3mQaFEEIIIcTU5oIoqMuWLcOOHTuwfft2rFu3DnfddRe2bduGNWvW2Dnd7yUMPQNEh3/iaiQ9Pd0UDq5ku7u7zezCFRRXXD6fz1ZkXK0mJiaaSYWrQ6oycXFxpjhyNUk1cyz6+/ttVUXTCdPq6ekJ8+GLj4/HsWPH7NmYB5o4jh07Zj5ornM3w1ZRYeL3WltbbVXrHq/I1R2fg+VUVFRkahJXe7y2v7/f1Dmqyu6zszypDtXV1ZlCLOV0/KxevRqbNm3C8uXLsWfPHtx33312FOepOHDggO2kp2XB9SGO9H10zX787KWXXgIQPKKWig7VgnXr1tn7pfmLysZzzz1nKgNNlEuWLDEVwz0qFwiqvVR36IPa29tr6pEbHgsI1nO2M5rD2Nbb2trsPlREkpKSLDIG2wXVj/7+/jCrBdsSVS2WIdt8RUWFlRn7hqSkJPs3y8A1F7K98DmampqsPZ5P/vIv/9I21vAZeXyseO9ISkoKO34WCPaRHAOoHrJ/TU9PNwsZ/albW1stegT3LbA9HDx4MGqjksfjMeWR4yH7+5SUFGsj7v4F7idgf8/Toy677LKo0484PqSmplqEDPrBJyYmWvvk+MODX4aHh7Fx40Yrm7y8PPh8vqhjjzn+9vf3myWOz9jb22vX89nY3kZGRmxMco/c5rgWGWWnv7/f+kWOu1SVW1paLC2SkZFh1hq2LQb9z8jIsL7wZz/7mT0v96NwnsG+KikpKWyPCxDsLy72AP3kgkxQv/Wtb6G6uho33ngjAODRRx/FU089hU2bNpkZ8ELBgY9wEjc6OhoV1zAzM9MGE3be7ERKSkqs4fJ3UVGRdSAcdFnZA4GADWSs5G48ykgz4cjIiE04Iwfm119/3Rof08vIyLCGwmdiJc/Ly7OYp8xrcXGxNXTmgw1n4cKFNkjTDBsXF2dmHW4+oU/QwMCAdaqc6LBxT58+3Z6Jk9KBgQEb3Dkx5fcaGhrMr0mMj7NZEHJ3Khc/rAt5eXk2gLCu9fb2Rm2ccmMNc0JH8/+//uu/2vul/5vbmbNucSAcHh62Oh95atVrr71mpj2aHrOysmy38vr16wGE/NIGBwfN3OeGlwKCdZl/427ep59+2haynFRz0IuPjw8LiRUXF4fU1FSr4xys6UZz/PhxG8jZH2RnZ1sd528O6BkZGbYh8nzxx3/8xwBCfQknNydPnrTn5TP+7Gc/sw1gdKfQpFUIca4Z9wT1e9/7HjZs2BB2vBgQdIJub2+3yeZ4WL9+Pe65556wv23duhVbtmxBaWmpdY5CiLMnlheEQojTs2/fPguWTyGgr6/PhBGKGlwM5ebm2iEKVFAHBgZs/Kalg4JEW1ubLUK5wPP7/eZvzb/xPu7BGFRhU1NTTaGltYSq5B133GHKKfPPhc/Pf/5zW/zQulJfXx916AfVz+nTp+P973+/iUmPP/44iouLceuttwIIiT5cEPb19dlil6JJf3+/5cdd0AJBoYSLVSrUJ0+eNH90ilIsu1deecXEIfrXclPZyy+/bNZGN6Y0ffW5gH7uuecABCOhRFpXMjMz7X0xP65/Oi1AzBeFgMnAuCeomzdvxr333ovVq1eb6pKdnY3ly5dj3bp1474hpW+a7whVsbKyspiaoNL0AITO+GVFyMnJMZWEpgmaR/x+v1VWNjTXoTnS4Xr+/PnWGTB9diYzZswwpYkdRG5urnU8/J7rRO+a/2bPno2Ghgar+OwYWOb19fWWFr934sQJU1OofrIxuSGGmGZ3d3fUiRmuCZiKVOSu08HBQTOPuHH4qB7xOtcNYyqwbNkyVFVVYd26dWaKLy0tRU1NDTZs2IAHH3xw3GmdiwUhFT/31LVIBb+lpcUGH9ZXDjzx8fFW11mHe3t7zbzGQYV1raenxwZMxktMTEwMO0EFgCn/ycnJZrZkm0xPT7eNH9xgwQ6+q6vLFNTIwyMKCwvNQsA2cujQoaiNCqyjqampYXV39uzZ6OzstOvYLjjAJSYmhm3yYJqR53i/+OKLOJ/wnPWRkREb1NhnUTmuq6uzzR3sG5599llzx2H5M+zXJZdcgocffvi85lsIMTUY9wS1trYW1dXVWL9+vU1QN2zYAACn9WVziVwdkMhd4UJMZfbu3YvNmzfjwQcfxI4dO9DZ2YmtW7di+/btE5qcXmwLQiHE2DA6w8qVKwGEn8TGxRBFDZ/PFxayCAgKDFTiIi2hlZWVtuAkHo/HdpVH+o3GxcWZXyQXZ6WlpbYQpChDUaO5udnUVcJFzpIlS8L8XoGgS03kHIELpeeffz5svwJPEuRG60ifcqqhQGjB3NnZaYvpyMMFurq67Do3rjmFIKrWXMy1t7fb4i3ST3j27Nn2HBRpli1bZn+josuyvOyyy2yBzShDw8PDli4XyXSr4iIbmJxzpwn5oG7btg0bNmzAl7/8ZQDAxo0bsXXrVgAhdedUVFdXo7y8PKphXExE+qcCwBVXXAEgpJKwIqWmptqkm43VPeOXCg2dyF2ndlY0N2g+VSeqq/n5+XbSBoOh04czNTUVmzdvtgr+ta99DR0dHXjyyScBBM0IQKiT6urqsnyxcaSlpZkqTBMFG1V/f7/ljZ2mG0KLabAB19XVWcOiAsfOtauryxQ4dn69vb1hyvVU5ctf/jLWrFmDTZs2Yc+ePVi+fPmEO6FztSCkOc81V7FOsi67vsZ8z1TY3KD/fN+BQMBUSH6P9bC7u9sGjC1btgAIDqL0fYw8kjgrK8tUPHbe9fX11qaovLLepaWl2WdUM10LA/NB38/Ozs6w43aBkB/sHXfcgZUrV1r/8LWvfQ1/8zd/Y2VMC4Hrp860aLZMSUnBrl27xij5cw/D6tGHtri4OOo0mptuuglA0BTMzWHsL0pLS82Ey3fP5+jq6rJJDQ/eEOcGjiOst1lZWbbxjp9x0uXz+UxI4kR13rx5Vsc5EeT1JSUl9i7py71ixQq7jhtSOcYcOnTIPnNDI3GfRuRGpRdeeMEmqBwjeYLTVVddZWMN+5kFCxbYPdmH0Mo3f/58+xvLwev1mv8678nx79ixYzap5/6I119/3SauzDO/39DQYJNbjmG1tbU2vtFVilaGXbt2Wbmyn6FFYvHixda30Q0gJSXFyp2Te/ZBXV1dVi5kZGQkKlYr8+daM5nmZGJCE1TXzF9TU4O5c+fabrra2lqrGO8GJ7GRE1U3fujFBFeMkSxZssQaortbkRWSf6PZr6SkxBo1fVu4evP5fLbCZPnk5eVZ5/Sf//mfAEKTAiDYyGgabWlpwY4dOyyeJCcW7BQGBgZs0KVpdnh42FwBOLlhY+3o6LDBlmbY5uZmayCR/jJer9fKgp0UOzrFbHx3Nm7ciB07dgAIWixYNy7UgpATRCA0EPAeQ0ND9m9OwFgnMjMzrSPlgODxeMJiFQKh+jd//nxrG0yjqKgoqk66ESCocLAdHTp0yBZj3BjI+peWlhZ1uhnr5IkTJ8wnjKpHTk6OtRvmhwN5IBDA66+/jmuuuQZAsL19/etftzbOMuNGourqalOAWIb0F3wvYL/C3b9tbW02QeUgynL97Gc/axNZvqOmpiZTfjhJZz/46quv2qJBCCHOhglNUF0zv8/nQ0dHR9gu4PGYCnlNZWVl2HfZUb/boCvEVGPnzp2orq7G3Llzw0z7U3VBKMRUhRazm2++GUCwD4j06aeFzVXpvvGNbwAAHnzwQRM6CE3EBw8eNKuEew0XcRQbuMA7fvy4/Zshk9LS0iw6TWTEm0WLFpk6GmlZzMjIsEUQF0+XXHKJKbS01nGxmJiYiNmzZ5syfNlllyEQCNiilXml2fyVV14xyw+fMTU11Ra7TJf3Ky0ttX9zkdzU1GSRRui2QMrKyqws2K9ywdfe3m6qLfMwNDRk4hA3qfL5n376aRNt+NydnZ2mGHPhyN8dHR228Ke//WRiwmGmNm/ejG9961tob2830xswfkUHCKoFd911F77//e/b53fddRf27NkzafzhxlIGr7/+etsMwoZItaGxsdEmEVRXWAmTk5PtM5rgqGYAIbMoO5OcnBy89tprpqD+4Ac/QGNjozUaNkiaRPv6+qzzoO/N0NCQNfjI00fy8/Ptul//+tdnXS7i1HzpS1/C3Llz0dHRgQceeMDca4ALvyCM/O7g4GBUrGBaDBISEqIGgrS0NFMtXX86IOibRRMcN1e99dZbpuK7aQDBgZaqLZXOwsJCazeRpy4lJiZaXaSfLgf31157zfJPU11GRoYNqPyMg1JdXR1effVVU1B/8IMfwOfzmUL51a9+FUAotNy3vvUt2/TnKtLvBddff731L2zzHo/H+hCa892T7qg+s/03NDRY2f3+978HECrfFStWmD/e7bffDgD41a9+dX4fSggxKZnwBHXbtm24//77kZOTg82bN9vfx6voAMC9996LqqoqPPDAA9i6dSvWrl2L9evXTygagBCTnezsbGzZsgX33HMPampqsG3bNmzevBl79+7VglCIKQo3M3k8nqjIElxouEejcoH36U9/2tzBuNAj2dnZUa4fQEgkueGGGwCE3MJaWlrs3lwsJiQk2GIvMjh9Xl5e1KYk5hkIuZa4yqvrs+ni+qfzuuPHj5vPKpVE7u+4+uqrow4yKCoqsgUty5PllJqaGhbbmXmlIkvo5uIqrhSO6J/a3d1tiz0+r8fjMdWZC3ou9I4fP27lyjLMyMiwhTzz7x4EMJmONo1kwhNUmvn578jPxsPevXtt88fGjRuxZ8+esHA6k5WxQiVRdcnLyzOFgn547Ci6u7vNr5MqTm9vrzU6NiYqFydPngxbLBw8eBDTp083MwJVJSooQ0NDVvHpWD59+vQonzvXhLB///4zKgMxfrZu3Yo9e/bYxHL79u3YunUrysvLY2pByInykiVLbJMAFTU3YD/rM+vy8PCwbTxwz64GggOmG6MRCJq8uJmAgw99WEdHR20TBc/z3rNnj3XykQdE9PT02K5g5pGmRw42vCcQ3EHM9kXllNedOHHCrgOC7a24uNjU13/6p38CEAqGfyFDplVUVJgJl9aY48ePm0WE74ibSq677jrrlzgpOHjwoJUVN0dxQJ42bZoJF3xv4tzCeldYWGjxNlm/OXb09PRYPeUEpr293TafchMcx+zs7OyoCRjTAUKWEE4ah4aGbNLEdpGenm7mb/p1sw3MmTPH9khwAsZ+IxAImBmc/UdLS4v1DcTd1PfWW29ZXhobG8PimrKPYJ9SW1tr1hj3YJnIw3WYL/dURM51PvzhD5s5npNobvZ0J9AsQ6bV3t5uabFMent7LfYqoSUyLi7OLDlsn9OmTbNJPdsbyzI1NfWU+2AmA2d0ktTcuXOj4ipOlJ07dypI+HlkaGgIf/EXf4Fjx47ZIC4uHr70pS9h7dq1YZPQjRs3oqamBt/73vfwzW9+UwvCGGJoaAh//ud/jqamJrU3IYQ4B8QBCJz2Kofvfe97uPfee+H1esP8IMXZwx2xVCyp7KSlpdmqmathKkFAaNXM69PT0211yFVbUlKSqTyRZ3hnZWWFHaEKnDo6gRDvBkMYcYVPM9icOXNMzaRKQqUACKkR3LRRW1trKh3rd0ZGRlgYNCBUX5cuXWqKDpX/rq4uUwJp0mQbqKmpsX9TVWKbaWlpMbMc24Xf77c2GLmxzOv12iYGplleXm6bWqgO0Yx3IbnmmmvMPMgy+eIXv2hqMjeeUP30+XymeNNfvrW11cqaY8Cdd95p/7/33nsBhJQ+9SXnh+uvv97eU2T8Ta/Xa3XRDQXG8GBf+cpXAIQURXchzDY2NDQUFY7KPYeeat4f/vAHAMG2y7CL/IzjT05Oju2RcKNBAEELYWS4u8OHD1ve+BlN8D6fDwMDA7ZpifejRZAKKi0FO3bssD6BdT43N9c+Zx7ZV918883mLsAoIF/+8pdN0WSZ0NoQCAQsffYbfA/Z2dmm/LrXMDQX381HPvIRezb3BCkgqJKyDOjH7x63/NJLL2GyMm4FNTs72zrmTZs2aXJ6HmAYqEguv/zyqLA9HR0d1ilxwOEA4vP5zDTDxpSUlGQmFU4COPB7PB47U1uIs4Hma5qwONjV19dHnazk9insqHn98PBwWNg0INjBu7F7XY4dOxYV2zU9Pd3uxe9xItze3m4TL7Yt5qG7u9sGCX4vOTnZ2hLdbLhY7O/vtwGZ1xw7dsxcDn7zm9+8a5m9F9DnDQgNfH/yJ38CIHxywkGX/XtVVVXUgjYjI8MWG9zlzHCDHR0dUccxVlRU2HVCCDFexj1B7ezsxJo1a1BTU6ONFUIIIUSMEHnww+DgYFjECiC4eKIiyGO7ubBw4cKiq6vL0uCChAu3iooKUx6pGo6OjpqyzkWPe2Q1/x25aSg+Pt7USd5nYGAg6uAXLgzz8vLCosH4/X4cPXo0apMXlfsFCxaY8kirTUlJiT0nrQYUf0ZHRy3iyfve9z4AQYGHVpJVq1YBCFmCmpqazALBvPIzV8mmQkurDhA8hhoILWzz8/PN35cLbncD25VXXgkgtH9kMqunwAR9UN0wNeK9g8dSnopIheN00OQgxPmCmyMuNGfbZ51NGK5Y2kjoDui0ljzwwAMXKjtCCHFazmiTlBBCCCEuHM8884ztZI8MmdTV1WW7zalEDgwMmIrJHf5UFuvq6sL8VwGEnXfPNOi3mZSUZP6odGU5efKk+X9SbaQKuHTpUjvpzQ2FBQTdf6iguuGv6IoSedpcTk6OubUBQdefo0ePmjp66623Whnw2W655RYAsDy4Lj78TbX08OHDVnbuXg8qp5H5y87ONne5SNfHQ4cOmb+pq5x++9vfBhBSdPkeuru77Z50cRocHIxy8YuMejJZmRpPKYQQQkwyaFpmCDBO/txjhN3JH03okbEzMzIyzGTPE4/8fr9dx8kSJ5Dt7e1R58kfOnTIJp30QXfjoXJCRxM8LQyvvvqq+YbTNYAbioDQJJcTt+bmZiQkJFjaJ06cQFlZmf2fmx6Zh/z8fLOEMK7psWPHbALOzVZ8nu7ubssr474uW7bMJveRYaPcmKq8hnkd69jfRx99FD/+8Y8BhPaDuJNwugQwP36/38qd937iiSei0p2MeE5/iRBCCCGEEO8dUlCFEEKIixBGiKDq6Qafp7mZquTo6Khtrtm6dSuA4IlyQNCsT7MxlbucnBz7Gzc/USHNyMiw66juDQwMmMma32M4JNf0TVWWQfBTU1NNcaSpe9asWaZe0tzOZ0xMTDQXAiCoZObn51sw/qefftryAwRN8FQoma/U1FRzj6DKSTN9YmKiKZWvvPIKgKDCSXWUrg3c2FRbWxt2updb5i6//e1vAQDf+c53rBz5bNxUVVxcbOG06E7R1tZmKjVPApsqSEEVQgghhBAxhRRUIYQQ4iKGPpwMKdXZ2WlqpHtOPOP60mf1S1/6EgDgoYceMj9TqpNz5841dZEhmah09vf324Yo3vOyyy6z0E6Mhcs8tLS0mLrKUFVkdHTUNmbRl7Ours5UW/7mNY2NjaZYAsE44fv377d8L1++HEDo0Iz4+HhTbZnXgoIC20TF52ZIraNHj9qRpdwAxucBQqon/UcbGhqiDhBx4cashx56yJ6R+WFa9J9NSEgwlZcb08rLy60cTxfRZ7KhCaoQQghxEcOJIc3WaWlpNuHiZp60tDSbJHIiyM1DO3futF3mNMsD0aZ90tjYGHWefFpaGubPnw8gdMAFQyD6fD4zUzMPNLuPjo5i5syZAEIbm+rq6iyPkacn7tmzB/PmzbNrp0+fjsHBwTCTOwDcdttt9j3+jWbzgYEBS48mdU6Ay8vLsWvXLgChSAburnm6NpDExETbyMVyootATU0NfvCDHwAAXnzxRQDBCbHrFgGE3At8Pp+VP6MLlJeX26aqqYZM/EIIIYQQIqaQgiqEEEJMAmjefuedd0ydoxkZiD4rnmrmli1bsGLFCgChUElAyMxMaJ7Pzs6279LcHh8fb6ZoqrbMw+DgoN2bauHSpUsBBM+7Z2gohnwqLi42VZKKIk3lcXFxppYCwVBQgUDAjvOl2vnWW28BCKrFfCbmp6GhwUJZ0d3h5ptvtueg+X4s+D3mzz39iccl0yViy5YtePLJJwGEzP9paWn2OcuQiurg4KCpr1SVp6p6CkhBFUIIIYQQMYYUVCGEEGIS8Itf/AIAUFlZaZuEqILW19eb0kdVlf6d+/btw44dOwAAH/3oRy09V00FQn6gBQUFdgCAu2Hp4MGDAGBqLNXSq6++2pTBxx9/HACwd+9eAMEwT1QLid/vNzV23rx5lkde7+arr68PAwMDtgGKvqkvvPACAGDGjBn2nPQf7e3ttTBX9JulmpmZmWn+u1RL6+rq7G8MIUWFtq6uzsJ78Z5vvPEGAODXv/61PQfLvre319Rk5ofKbm9vr52SReV1KiMFVQghhBBCxBRSUIUQQohJxNKlS20nOpXFoqIi+zeVO4ZYGhkZwb/9278BCIZtAkJHkgIhhc/d4U/fTfprNjc3m1oYeZQqEArWT+WSfqpr1qwxv1Hutn/ppZdMCaU66R4B6vrVAkGll36drrLJvNA/lWk1NTWZPy0VWpZNd3e3Bf2nStzd3W27/MmiRYsAAC+//DJ+97vfAQiFknLDR7Hs+Lu/vz8srBQQCgW2YMECK/dnn302qgynGpqgCiGEEJOIhx56CJ/4xCcABDdMAcENOJyQEk66EhISbNPPrbfeCiBkggdCpm7S2dmJxYsXh/2tt7fXYovSHM74rMePH7cTmLhBixuDurq6LI+cAPt8PpsccsJMN4C9e/daXnmPxMREmxRzwsmJcFJSkuWHk8SMjAzLG8uAE1S/32+ffeADHwAQjD/KDVA01ZNrrrkGP/3pTwGEJuYMsxUfH2/XHz16FEDQJYIT08gwU2lpaXjwwQchgsjEL4QQQgghYoo4AIHTXiWEEEKIi47rr78eQNCkTuWOaibVw5GREQuDRHVy1apVuOeeewCEzNnvRiAQQG9vL4BolRGAqavcSMWTnzIzMy1YPk3fgUDATrFi6CmXF154wU55GhkZQWZmppnluSns7bfftmel6wGfcd68eVYGFRUVAELKLhDaHEa3gYyMDPs31ViW5auvvooNGzYACKmwVFITEhJs01NVVRWAoBJM9wKG2uJGs6kcUmospKAKIYQQQoiYQj6oQgghxCTlmWeeAQCsXLnSjs+MVAgLCwtNxeRGoubmZtx1110AgLVr1wIAvvjFLwIIV1R5JKnH4xlTOQWC6i39LRmCikrkoUOHzL+U4Zd6enrMx/X1118HEFJ758+fb/cEgupjW1ubKaI8rIDPMTw8bJuv6Evr8Xjs/oQKanp6uoXT4kalj3zkI/Zs9Jf95S9/CQDYunWrfZfpU0mePXs2jhw5Eva8aWlptimquLgYAOw4VBGOTPxCCCHEJOeLX/yiTeI46aNJOjMz0+KUcoe/3++3SWFzc7NdBwA7d+60c+3Hw1tvvWXXc3LMTUz9/f0oLy8HEHI9aG9vR2VlJYDQCVLceJSUlIQTJ05YfmfMmIGTJ0+aawLTmj17NoDg6U6//vWvAQAlJSUAQrFPgVBsV7oBFBQUWBk88sgjAIITTkYr+NnPfmbPBATdEpgX94QrIFiG3FzF9BcvXmxuCExfjI1M/EIIIYQQIqaQiV8IIYSY5PzoRz/C//gf/wNASDWkCtjT02NqKU3Zzc3Npl5Gbgz6+Mc/jnXr1gEIhXWiGwDTA0JxVhctWoQXX3wRQEhJZJip2bNnW7pUWQcHBy2P3AzFOKqvvPKKmcaBoCLb3d2N1atXA4ApliQ+Pt7uyY1U06ZNsziuNMFTVR0eHsb+/fsBAI899hiAoOsBNz7RjE8luK+vz/LPv9HE7/F47Hpu9iooKMDDDz8McXqkoAohhBBCiJhCPqhCCCHEFOKzn/0sgOAGJSAYAooKJYPlDw4O2qYlqqv0sRwZGbF/Uy1cu3Ytvv3tbwMIqZj0B01JScErr7wCIKTeUs2krygQCmY/MjJi/qJUJX//+98DAO6//37MmjXL1OCysjL4fD4L1cTrqf4ODAxYfi699FIAQYWXPqtUP+ln++yzz+Kll14CEPKJ9fv9Vi7caEZldHh42D7r6+uz5wWCPr5UpKkO/8d//AfE+JCCKoQQQgghYgopqEIIIcQU5PbbbwcAvPHGG7YTnefIJyYmIj09Pex6qqz5+fmmJDL4fUZGhqmqVE4Z8unrX/+6pcEjVJctWxaVH6bZ09Njiih3+//oRz8CEPRBjYuLs//v3LkTS5cutZ331157LYCQihsIBOyZGAkgISHBguX/5je/AQA89dRTAIDa2loUFhYCCFdQCf82Z84cAEHFliop/Vp5n5KSElNTf/GLX0Q9r3h3NEEVQgghpjjXXHMNgNCJTwMDA3ZGPE91cs3iNI0zZNLw8LDFA6XZn6GZZs6ciY0bNwIIbZzixK2np8eu42T35Zdftonsrl27AMAmlH6/H0lJSdiyZQsA4Ktf/SqKi4ttQvvnf/7nAEIxVTMyMmyD1uHDhwEAV111laW7Z88eAEBTUxOAYCgtbqriZq+BgQH7GyernJS2tLTYhLylpQVAaMMVw1uJM0MmfiGEEEIIEVNIQRVCCCEEgKC6CAQVSG5o4ilQNPkPDw+bSZ2qZ2JioimoVEe5aWj27Nno6OgAAKxatQpAKMSVx+PBDTfcACBkIn/xxRdNaaViWV9fDyDoPjAyMmKnL331q19Fc3OzKbnve9/7LI9A8BQrmuVPnDgBILgRjGowlVaGrhoYGDCXAG6ESkpKMmWZz8v8jYyM2PPyIIPt27e/eyGLcSEFVQghhBBCxBRSUIUQQggRxic/+UnU1dUBCCmPPBo1LS3NFEiqht3d3RaOir6YVFwHBgbs31Qq6Q+ak5NjQfCZ/tDQkP2bKi6VS4/Hg46ODtt0dPfdd6OmpsYU1NTUVAAhFbe/v982gDGN9vZ2+7d7tCsQ9LPld/m7paXFwkRRFeZGKCB4fCkA/OQnPzlNqYqJoAmqEEIIIU7JddddByC0+amzs9MmbyQQCNjud5rIadbnBiMXmsy52cr9t9/vtwkq45Nygujz+ZCeno6HHnoIALBhwwb4/X7bJMXNVKSzsxOzZs0CENrZPzw8jLy8vLD0OUlOSUmxezOmampqqk1MadrnRqhHHnlkrCIT5wCZ+IUQQgghREyRcPpLhBBCCDFVef7558P+v3btWjupiSb1np4eU0wZnomqZl9fn5ng6RpAk39nZ6dd50LTPtVM4vV6LewVEFRFS0pKTDnlvelukJaWZpu3aMZPT0+39Kn2UhmNj483JZeuARkZGRZW6tlnnwUA7Nu3b4ySEucSKahCCCGEECKmkIIqhBBCiHHjhlHiaVHZ2dl20hRDPFGxDAQCFuqJaiaVTr/fH6V69vX1WRr8TTWzu7vbVE8gqLD29PREhb3iNaOjoxZKiiddeTyeKIWW32tubjY1tbS0FADw+9//fsJlJM4eKahCCCGEECKmkIIqhBBCiDOCR4UCwIIFCwAgaod/XFycBb2fNm0agFDw/76+PlMxGZ4qOzs7Kvg9KSoqMlUVCCqw/f39pnoWFBQACO3mT0pKMoWWUQYaGxvNB3b27NkAgIaGBvuMau8777wzscIQ5xRNUIUQQghx1rzbhO7SSy8FEJqYMqyT3++3yStji9bX19tGqMhNUjk5Oaiurrb/c7LKCefJkycBhE6BGhkZsRBRNPXPmDEDr7zyCgDg4MGDE39Q8Z4gE78QQgghhIgppKAKIYQQ4ryyf//+016zZMkSAEETPzc0ceMVNz2lpqZi+vTp9p2srCyMjo6iqqrqtOm3trZOON/iwiEFVQghhBBCxBRSUIUQQghxwXnzzTdPe83JkyfDNmFVV1ebX6uYXEhBFUIIIYQQMYUmqEIIIcQ5ZPXq1di9ezcCgQB2796NO+6440JnSYiLDk1QhRBCiHPEsmXLsGPHDrS3t2PdunWoqanBtm3bsHr16gudNSEuKuIABE57lRBCCCFOyyOPPILKykqUl5fb35566ink5ubi8ssvv4A5mzykpKTgxRdfBACsXLlSPqiTFCmoQgghpjSlpaUIBAJj/kzUPL9+/Xps3rw57G9bt27F8uXL7Wx3IcTp0QRVCCHElKa2thaVlZVhP9u3bweAccXXJJyARn5n9+7dAICysrJzlGMhJj8KMyWEEGLKs3fvXvv3HXfcgbVr12LdunWora0ddxperxdA6Bx44vP5wj4XZ8fAwABWrlxp/xaTEymoQgghxP+jtLQU27Ztw6ZNm/Doo4/a307lAhAIBHDkyBEAobPkxflnYGBAk9NJjhRUIYQQ4v+xfft27NmzB9/85jftb7W1teMyz9fU1ACInqhSOaWSKoQ4PZqgCiGEEAjttl++fHnUZ+Mx9fOayspK7Ny50/7OyS0nsEKI0yMTvxBCiCnP3XffjbVr12L16tXo7OwM+2y8Jn4gqMDeddddYd+/6667sGfPngn5swox1ZGCKoQQYkqzevVq3H///RYeatmyZfZZTU3NuE38AHDvvfeiqqoKDzzwALZu3Yq1a9di/fr1WLdu3XnJuxCTmYB+9KMf/ehHP1P15+677w6cigceeGDC6a1evTqwe/fuQCAQCOzevTtwxx13XPBn1I9+LrYfnSQlhBBCCCFiCvmgCiGEEEKImEITVCGEEEIIEVNogiqEEEIIIWIKTVCFEEIIIURMoQmqEEIIIYSIKTRBFUIIIYQQMYUmqEIIIYQQIqbQBFUIIYQQQsQUmqAKIYQQQoiYQhNUIYQQQggRU2iCKoQQQgghYgpNUIUQQgghREyhCaoQQgghhIgpNEEVQgghhBAxhSaoQgghhBAiptAEVQghhBBCxBSaoAohhBBCiJhCE1QhhBBCCBFTaIIqhBBCCCFiCk1QhRBCCCFETKEJqhBCCCGEiCk0QRVCCCGEEDGFJqhCCCGEECKm0ARVCCGEEELEFJqgCiGEEEKImEITVCGEEEIIEVNogiqEEEIIIWIKTVCFEEIIIURMoQmqEEIIIYSIKTRBFUIIIYQQMYUmqEIIIYQQIqbQBFUIIYQQQsQUmqAKIYQQQoiYQhNUIYQQQggRU2iCKoQQQgghYgpNUIUQQgghREyhCaoQQgghhIgpNEEVQgghhBAxhSaoQgghhBAiptAEVQghhBBCxBSaoAohhBBCiJhCE1QhhBBCCBFTaIIqhBBCCCFiCk1QhRBCCCFETKEJqhBCCCGEiCk0QRVCCCGEEDGFJqhCCCGEECKm0ARVCCGEEELEFJqgCiGEEEKImEITVCGEEEIIEVNogiqEEEIIIWIKTVCFEEIIIURMoQmqEEIIIYSIKTRBFUIIIYQQMYUmqEIIIYQQIqbQBFUIIYQQQsQUmqAKIYQQQoiYQhNUIYQQQggRU2iCKoQQQgghYgpNUIUQQgghREyhCaoQQgghhIgpNEEVQgghhBAxhSaoQgghhBAiptAEVQghhBBCxBSaoAohhBBCiJhCE1QhhBBCCBFTaIIqhBBCCCFiCk1QhRBCCCFETKEJqhBCCCGEiCk0QRVCCCGEEDGFJqhCCCGEECKm0ARVCCGEEELEFJqgCiGEEEKImEITVCGEEEIIEVNogiqEEEIIIWIKTVCFEEIIIURMoQmqEP//RsEoGAWjYBSMglEwqAAA3f+gopCKdmoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_dwi(\n", + " dwi_sim,\n", + " affine,\n", + " gradient=np.concatenate((np.squeeze(X_test), [1000])),\n", + " output_file=\"sherbrooke_3shell_b1k_gp_noopt_pred.svg\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ae3407b31b14928d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 20.092110897117276\n", + "Number of RMSE values above 10: 199698 (67.21%)\n" + ] + } + ], + "source": [ + "rmse = np.sqrt((y_test.squeeze() - y_sim) ** 2)\n", + "\n", + "print(f\"RMSE: {rmse.mean()}\")\n", + "threshold = 10\n", + "n_error_thr = len(rmse[rmse > threshold])\n", + "ratio = n_error_thr / len(rmse) * 100\n", + "print(f\"Number of RMSE values above {threshold}: {n_error_thr} ({ratio:.2f}%)\")" + ] + }, + { + "cell_type": "markdown", + "id": "5c92d1b8", + "metadata": {}, + "source": [ + "Let's now allow our GP to fit a and λ on the full dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "06375052", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RUNNING THE L-BFGS-B CODE\n", + "\n", + " * * *\n", + "\n", + "Machine precision = 2.220D-16\n", + " N = 2 M = 10\n", + "\n", + "At X0 0 variables are exactly at the bounds\n", + "\n", + "At iterate 0 f= 4.16597D+07 |proj g|= 7.64969D+00\n", + "\n", + "At iterate 1 f= 3.02802D+07 |proj g|= 8.01781D+00\n", + "\n", + "At iterate 2 f= 2.96130D+07 |proj g|= 7.92633D+00\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", + " 2 2 4 3 0 0 7.926D+00 2.961D+07\n", + " F = 29612979.200755097 \n", + "\n", + "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n" + ] + } + ], + "source": [ + "gpr = EddyMotionGPR(kernel=kernel, alpha=alpha, disp=disp, optimizer=\"fmin_l_bfgs_b\", ftol=0.1)\n", + "gpr = gpr.fit(bvecs_shell, y.T)" + ] + }, + { + "cell_type": "markdown", + "id": "8b03e1be", + "metadata": {}, + "source": [ + "Now we check the fitted parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "20a0f4ee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(SphericalKriging (a=0.8841585520664049, λ=2.769244783648302),\n", + " SphericalKriging (a=1.38, λ=0.47619047619047616))" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gpr.kernel_, gpr.kernel" + ] + }, + { + "cell_type": "markdown", + "id": "700542ad", + "metadata": {}, + "source": [ + "Let's create a new GPR with the new parameters (we should check this, I don't understand why the fitted parameters are not set back)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "fa17538d", + "metadata": {}, + "outputs": [], + "source": [ + "gpr = EddyMotionGPR(kernel=gpr.kernel_, alpha=alpha, disp=disp, optimizer=None)\n", + "gpr = gpr.fit(X_train, y_train.T)\n", + "y_sim2 = np.squeeze(gpr.predict(X_test))\n", + "\n", + "dwi_sim2 = np.zeros_like(shell_data[..., 0])\n", + "dwi_sim2[brain_mask] = y_sim2" + ] + }, + { + "cell_type": "markdown", + "id": "74935ed2", + "metadata": {}, + "source": [ + "Let's check RMSE" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ad5a4554", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 21.310449692859184\n", + "Number of RMSE values above 10: 204399 (68.79%)\n" + ] + } + ], + "source": [ + "rmse = np.sqrt((y_test.squeeze() - y_sim2) ** 2)\n", + "\n", + "print(f\"RMSE: {rmse.mean()}\")\n", + "threshold = 10\n", + "n_error_thr = len(rmse[rmse > threshold])\n", + "ratio = n_error_thr / len(rmse) * 100\n", + "print(f\"Number of RMSE values above {threshold}: {n_error_thr} ({ratio:.2f}%)\")" + ] + }, + { + "cell_type": "markdown", + "id": "8ea4f92f", + "metadata": {}, + "source": [ + "And now we visualize the new simulated orientation" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "90129831", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_dwi(dwi_sim, affine, gradient=np.concatenate((np.squeeze(X_test), [1000])))\n", + "plot_dwi(\n", + " shell_data[..., dwi_vol_idx], affine, gradient=np.concatenate((np.squeeze(X_test), [1000]))\n", + ")\n", + "plot_dwi(\n", + " dwi_sim2,\n", + " affine,\n", + " gradient=np.concatenate((np.squeeze(X_test), [1000])),\n", + " output_file=\"sherbrooke_3shell_b1k_gp_opt_pred.svg\",\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": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/eddymotion/model/gpr.py b/src/eddymotion/model/gpr.py index 14e9205f..f23705d7 100644 --- a/src/eddymotion/model/gpr.py +++ b/src/eddymotion/model/gpr.py @@ -64,7 +64,7 @@ class EddyMotionGPR(GaussianProcessRegressor): r""" - A GP regressor specialized for eddymotion. + A Gaussian process (GP) regressor specialized for eddymotion. This specialization of the default GP regressor is created to allow the following extended behaviors: @@ -80,22 +80,21 @@ class EddyMotionGPR(GaussianProcessRegressor): In principle, Scikit-Learn's implementation normalizes the training data as in [Andersson15]_ (see - `FSL's souce code `__). + `FSL's source code `__). From their paper (p. 167, end of first column): - Typically one just substracts the mean (:math:`\bar{\mathbf{f}}`) + Typically one just subtracts the mean (:math:`\bar{\mathbf{f}}`) from :math:`\mathbf{f}` and then add it back to :math:`f^{*}`, which is analogous to what is often done in "traditional" regression. Finally, the parameter :math:`\sigma^2` maps on to Scikit-learn's ``alpha`` - of the regressor. - Because it is not a parameter of the kernel, hyperparameter selection - through gradient-descent with analytical gradient calculations - would not work (the derivative of the kernel w.r.t. alpha is zero). + of the regressor. Because it is not a parameter of the kernel, hyperparameter + selection through gradient-descent with analytical gradient calculations + would not work (the derivative of the kernel w.r.t. ``alpha`` is zero). - I believe this is overlooked in [Andersson15]_, or they actually did not - use analytical gradient-descent: + This might have been overlooked in [Andersson15]_, or else they actually did + not use analytical gradient-descent: *A note on optimisation* @@ -266,7 +265,6 @@ def __init__( l_bounds: tuple[float, float] = BOUNDS_LAMBDA, ): r""" - Initialize an exponential Kriging kernel. Parameters ---------- @@ -275,7 +273,7 @@ def __init__( beta_l : :obj:`float`, optional The :math:`\lambda` hyperparameter. a_bounds : :obj:`tuple`, optional - Bounds for the a parameter. + Bounds for the ``a`` parameter. l_bounds : :obj:`tuple`, optional Bounds for the :math:`\lambda` hyperparameter. @@ -290,7 +288,7 @@ def hyperparameter_a(self) -> Hyperparameter: return Hyperparameter("beta_a", "numeric", self.a_bounds) @property - def hyperparameter_beta_l(self) -> Hyperparameter: + def hyperparameter_l(self) -> Hyperparameter: return Hyperparameter("beta_l", "numeric", self.l_bounds) def __call__( @@ -312,10 +310,10 @@ def __call__( Returns ------- - K : ndarray of shape (n_samples_X, n_samples_Y) + K : :obj:`~numpy.ndarray` of shape (n_samples_X, n_samples_Y) Kernel k(X, Y) - K_gradient : ndarray of shape (n_samples_X, n_samples_X, n_dims),\ + K_gradient : :obj:`~numpy.ndarray` of shape (n_samples_X, n_samples_X, n_dims),\ optional The gradient of the kernel k(X, X) with respect to the log of the hyperparameter of the kernel. Only returned when `eval_gradient` @@ -343,12 +341,12 @@ def diag(self, X: np.ndarray) -> np.ndarray: Parameters ---------- - X : ndarray of shape (n_samples_X, n_features) + X : :obj:`~numpy.ndarray` of shape (n_samples_X, n_features) Left argument of the returned kernel k(X, Y) Returns ------- - K_diag : ndarray of shape (n_samples_X,) + K_diag : :obj:`~numpy.ndarray` of shape (n_samples_X,) Diagonal of kernel k(X, X) """ return self.beta_l * np.ones(X.shape[0]) @@ -372,7 +370,6 @@ def __init__( l_bounds: tuple[float, float] = BOUNDS_LAMBDA, ): r""" - Initialize a spherical Kriging kernel. Parameters ---------- @@ -396,7 +393,7 @@ def hyperparameter_a(self) -> Hyperparameter: return Hyperparameter("beta_a", "numeric", self.a_bounds) @property - def hyperparameter_beta_l(self) -> Hyperparameter: + def hyperparameter_l(self) -> Hyperparameter: return Hyperparameter("beta_l", "numeric", self.l_bounds) def __call__( @@ -418,10 +415,10 @@ def __call__( Returns ------- - K : ndarray of shape (n_samples_X, n_samples_Y) + K : :obj:`~numpy.ndarray` of shape (n_samples_X, n_samples_Y) Kernel k(X, Y) - K_gradient : ndarray of shape (n_samples_X, n_samples_X, n_dims),\ + K_gradient : :obj:`~numpy.ndarray` of shape (n_samples_X, n_samples_X, n_dims),\ optional The gradient of the kernel k(X, X) with respect to the log of the hyperparameter of the kernel. Only returned when ``eval_gradient`` @@ -454,12 +451,12 @@ def diag(self, X: np.ndarray) -> np.ndarray: Parameters ---------- - X : ndarray of shape (n_samples_X, n_features) + X : :obj:`~numpy.ndarray` of shape (n_samples_X, n_features) Left argument of the returned kernel k(X, Y) Returns ------- - K_diag : ndarray of shape (n_samples_X,) + K_diag : :obj:`~numpy.ndarray` of shape (n_samples_X,) Diagonal of kernel k(X, X) """ return self.beta_l * np.ones(X.shape[0])