From 05f8414eb73f09da8446e03ba37194656ff98c16 Mon Sep 17 00:00:00 2001 From: Nikolay Ivanov <simply_nicky@nikolays-mbp.localdomain> Date: Sun, 1 Nov 2020 18:26:55 +0100 Subject: [PATCH] sphinx docs added, pytest module added, bug fixes --- dev.ipynb | 1349 ++++++----------- dev.pyx | 19 +- dev.pyxbld | 0 docs/Makefile | 20 + docs/conf.py | 55 + docs/index.rst | 20 + docs/make.bat | 35 + docs/rst_api_reference.rst | 34 + docs/st_sim_api_reference.rst | 38 + environment.yml | 0 pytest.ini | 0 requirements.txt | 0 robust_speckle_tracking/bin/beam_calc.c | 0 robust_speckle_tracking/bin/beam_calc.pyx | 26 +- robust_speckle_tracking/bin/st_utils.c | 0 robust_speckle_tracking/bin/st_utils.pyx | 42 +- robust_speckle_tracking/config/parameters.ini | 2 +- robust_speckle_tracking/data_processing.py | 174 ++- robust_speckle_tracking/protocol.py | 20 +- .../simulation/parameters.py | 4 +- robust_speckle_tracking/simulation/st_sim.py | 12 +- setup.cfg | 0 setup.py | 0 test_rst.py | 24 +- 24 files changed, 871 insertions(+), 1003 deletions(-) mode change 100755 => 100644 dev.pyxbld create mode 100755 docs/Makefile create mode 100755 docs/conf.py create mode 100755 docs/index.rst create mode 100755 docs/make.bat create mode 100755 docs/rst_api_reference.rst create mode 100755 docs/st_sim_api_reference.rst mode change 100644 => 100755 environment.yml mode change 100644 => 100755 pytest.ini mode change 100644 => 100755 requirements.txt mode change 100644 => 100755 robust_speckle_tracking/bin/beam_calc.c mode change 100755 => 100644 robust_speckle_tracking/bin/st_utils.c mode change 100644 => 100755 setup.cfg mode change 100644 => 100755 setup.py mode change 100644 => 100755 test_rst.py diff --git a/dev.ipynb b/dev.ipynb index d17683b..b334a28 100755 --- a/dev.ipynb +++ b/dev.ipynb @@ -8,7 +8,7 @@ { "data": { "text/plain": [ - "(None, <pyximport.pyximport.PyxImporter at 0x7fdad01c3490>)" + "(None, <pyximport.pyximport.PyxImporter at 0x7fd2b044f950>)" ] }, "execution_count": 1, @@ -43,14 +43,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['__builtins__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__pyx_unpickle_Enum', '__spec__', '__test__', 'bnprd_var', 'bprd_var', 'init_stars', 'krig_data', 'make_frames', 'make_reference', 'mse_2d', 'newton_1d', 'np', 'upm_newton_1d', 'upm_search']\n" + "['__builtins__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__pyx_unpickle_Enum', '__spec__', '__test__', 'bnprd_var', 'bprd_var', 'init_stars', 'krig_data', 'make_frames', 'make_reference', 'mse_2d', 'newton_1d', 'np', 'total_mse', 'upm_newton_1d', 'upm_search']\n" ] } ], @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -133,28 +133,28 @@ " W = W.astype(np.float64)\n", " u0 = np.indices(W.shape, dtype=np.float64)\n", " di, dj = pixel_translations(basis, dij, df, z)\n", - " I0, di, dj = make_reference(I_n, W, u0, di, dj, l_scale)\n", + " I0, n0, m0 = make_reference(I_n, W, u0, di, dj, l_scale)\n", "\n", " es = []\n", " for i in range(n_iter):\n", "\n", " # calculate errors\n", - " es.append(total_mse(I_n, W, I0, u0, di, dj))\n", + " es.append(total_mse(I_n, W, I0, u0, di - n0, dj - m0, l_scale))\n", "\n", " # update pixel map\n", - " u = dev.upm_search(I_n, W, I0, u0, di, dj, 1, u_max, l_scale)\n", + " u = upm_search(I_n, W, I0, u0, di - n0, dj - m0, 1, u_max, l_scale)\n", " u_max = int(np.max(np.abs(u - u0)))\n", " u0 = u0 + gaussian_filter(u - u0, (0, 0, l_scale))\n", "\n", " # make reference image\n", - " I0, di, dj = dev.make_reference(I_n, W, u0, di, dj, l_scale)\n", + " I0, n0, m0 = make_reference(I_n, W, u0, di, dj, l_scale)\n", " I0 = gaussian_filter(I0, (0, l_scale))\n", " return {'u':u0, 'I0':I0, 'errors':es}" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -613,9 +613,22 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration No. 0: Total MSE = 0.177\n", + "Iteration No. 1: Total MSE = 0.105\n", + "Iteration No. 2: Total MSE = 0.064\n", + "Iteration No. 3: Total MSE = 0.057\n", + "Iteration No. 4: Total MSE = 0.054\n", + "Iteration No. 5: Total MSE = 0.053\n" + ] + } + ], "source": [ "dir_path = 'results/test_ideal'\n", "protocol = rst.Protocol.import_ini(os.path.join(dir_path, 'protocol.ini'))\n", @@ -623,14 +636,27 @@ "\n", "st_data0 = loader.load(os.path.join(dir_path, 'data.cxi'), roi=[0, 1, 610, 1370])\n", "st_obj0 = st_data0.get_last_st()\n", - "st_res0, errors = st_obj0.iter_update(150, l_scale=12.5, verbose=False, n_iter=5)" + "st_res0, errors = st_obj0.iter_update(150, ls_pm=2.5, ls_ri=15, verbose=True, n_iter=10)" ] }, { "cell_type": "code", - "execution_count": 259, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration No. 0: Total MSE = 0.283\n", + "Iteration No. 1: Total MSE = 0.223\n", + "Iteration No. 2: Total MSE = 0.191\n", + "Iteration No. 3: Total MSE = 0.185\n", + "Iteration No. 4: Total MSE = 0.183\n", + "Iteration No. 5: Total MSE = 0.183\n" + ] + } + ], "source": [ "dir_path = 'results/test'\n", "protocol = rst.Protocol.import_ini(os.path.join(dir_path, 'protocol.ini'))\n", @@ -638,17 +664,17 @@ "\n", "st_data = loader.load(os.path.join(dir_path, 'data.cxi'), roi=[0, 1, 610, 1370])\n", "st_obj = st_data.get_last_st()\n", - "st_res, errors = st_obj.iter_update(150, l_scale=7.5, verbose=False, n_iter=5)" + "st_res, errors = st_obj.iter_update(150, ls_pm=2.5, ls_ri=15, verbose=True, n_iter=10)" ] }, { "cell_type": "code", - "execution_count": 260, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - 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\n", 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] @@ -680,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 312, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -696,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 205, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -743,33 +769,12 @@ }, { "cell_type": "code", - "execution_count": 206, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1.41444421, 1.42163025, 1.42957371, ..., 1.04059058, 1.02929918,\n", - " 1.01965385])" - ] - }, - "execution_count": 206, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dev.make_reference(I_n, W, u0, di, dj, ls)[0][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 208, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1296x432 with 2 Axes>" ] @@ -783,10 +788,10 @@ "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(18, 6))\n", - "axes[0].plot(dev.make_reference(I_n, W, u0, di, dj, ls)[0][0])\n", - "axes[1].plot(gaussian_filter(np.mean(st_obj.data[:, 0], axis=0), ls))\n", - "axes[1].plot(np.median(st_obj.data[:, 0], axis=0))\n", + "axes[0].plot(dev.make_reference(st_obj.data, st_obj.whitefield, st_obj.pixel_map,\n", + " st_obj.dss_pix, st_obj.dfs_pix, ls, wfs=0)[0][0])\n", "axes[1].plot(st_obj.whitefield[0])\n", + "axes[1].plot(gaussian_filter(np.mean(st_obj.data[:, 0], axis=0), ls))\n", "plt.show()" ] }, @@ -832,17 +837,17 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 965 ms, sys: 2.62 ms, total: 967 ms\n", - "Wall time: 99.8 ms\n", - "CPU times: user 217 ms, sys: 6.09 ms, total: 224 ms\n", - "Wall time: 22.4 ms\n" + "CPU times: user 791 ms, sys: 2.54 ms, total: 793 ms\n", + "Wall time: 71.3 ms\n", + "CPU times: user 295 ms, sys: 3.69 ms, total: 299 ms\n", + "Wall time: 26.4 ms\n" ] } ], @@ -864,6 +869,28 @@ "# wss=1, wfs=sw_max, ls=10.)" ] }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['__builtins__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__pyx_unpickle_Enum', '__spec__', '__test__', 'bnprd_var', 'bprd_var', 'init_stars', 'krig_data', 'make_frames', 'make_reference', 'mse_2d', 'newton_1d', 'np', 'total_mse', 'upm_newton_1d', 'upm_search']\n" + ] + } + ], + "source": [ + "if sys.modules.get('dev'): # Maybe sys.modules is better?\n", + " dev = sys.modules.get('dev')\n", + " dev = reload(dev)\n", + "else:\n", + " import dev\n", + "print(dir(dev))" + ] + }, { "cell_type": "code", "execution_count": 167, @@ -906,81 +933,6 @@ "# plt.savefig('figures/upm_MSE.pdf')" ] }, - { - "cell_type": "code", - "execution_count": 168, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1152x432 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", - "# axes[0].plot(st_res0.reference_image[0], 'g')\n", - "axes[0].plot(st_obj.reference_image[0], 'r')\n", - "axes[1].plot((u_search - st_obj.pixel_map)[1, 0], 'b')\n", - "axes[1].plot((u_iter - st_obj.pixel_map)[1, 0], 'r')\n", - "axes[1].set_title('Pixel deviations', fontsize=20)\n", - "# axes[1].plot((st_res0.pixel_map - st_obj0.pixel_map)[1, 0], c='g', label=\"Ideal\")\n", - "# ax.plot(u_newton, 'g--')\n", - "for ax in axes:\n", - " ax.set_xlabel('Fast axis, pixels', fontsize=15)\n", - "# ax.legend(fontsize=12)\n", - "ax.tick_params(labelsize=15)\n", - "plt.tight_layout()\n", - "plt.show()\n", - "# plt.savefig('figures/upm_results.pdf')" - ] - }, - { - "cell_type": "code", - "execution_count": 686, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['__builtins__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__pyx_unpickle_Enum', '__spec__', '__test__', 'init_stars', 'krig_data', 'make_reference', 'mse_2d', 'newton_1d', 'np', 'upm_newton_1d', 'upm_search']\n" - ] - } - ], - "source": [ - "if sys.modules.get('dev'): # Maybe sys.modules is better?\n", - " dev = sys.modules.get('dev')\n", - " dev = reload(dev)\n", - "else:\n", - " import dev\n", - "print(dir(dev))" - ] - }, - { - "cell_type": "code", - "execution_count": 687, - "metadata": {}, - "outputs": [], - "source": [ - "data_path = 'results/exp/Scan_1986.cxi'\n", - "\n", - "loader = rst.loader()\n", - "st_data = loader.load(data_path, roi=(0, 1, 360, 1090), defocus=1.0e-4)\n", - "st_data = st_data.make_whitefield()\n", - "st_data = st_data.make_pixel_map()\n", - "st_obj = st_data.get_last_st()\n", - "# st_res, errors = st_obj.iter_update(200, l_scale=2.5, verbose=False, n_iter=1)" - ] - }, { "cell_type": "code", "execution_count": 705, @@ -1067,113 +1019,90 @@ ] }, { - "cell_type": "code", - "execution_count": 506, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "slice(202, 4503, None) (1, 4773) 202 4503\n", - "slice(200, 4501, None) (1, 4773) 200 4500\n", - "slice(200, 4503, None) (1, 4773) 200 4502\n", - "slice(200, 4504, None) (1, 4773) 200 4504\n", - "slice(200, 4506, None) (1, 4773) 200 4506\n", - "slice(200, 4507, None) (1, 4773) 200 4507\n", - "slice(201, 4509, None) (1, 4773) 201 4509\n", - "slice(200, 4509, None) (1, 4773) 200 4508\n", - "slice(200, 4508, None) (1, 4773) 200 4509\n", - "slice(200, 4508, None) (1, 4773) 200 4508\n" - ] - } - ], "source": [ - "n_iter = 10\n", - "ls, ls0 = 3., 15.\n", - "sw_max = 200\n", - "\n", - "I_n = st_obj.data\n", - "W = st_obj.whitefield\n", - "di = st_obj.dss_pix\n", - "dj = st_obj.dfs_pix\n", - "u0 = st_obj.pixel_map.copy()\n", - "\n", - "I, n0, m0 = dev.make_reference(I_n, W, u0, di, dj, ls0, sw_max=sw_max)\n", - "\n", - "for i in range(n_iter):\n", - " u = dev.upm_search(I_n, W, I0, u0, di, dj, 1, sw_max, ls)\n", - " I, n0, m0 = dev.make_reference(I_n, W, u, di, dj, ls0)\n", - " fsr = (u[1, 0] - dj[:, None])\n", - " fs0, fs1 = int(fsr.min()) + sw_max, int(fsr.max()) + 1 + sw_max\n", - "\n", - " roi = slice((sw_max - m0), (I.shape[1] + sw_max - m0))\n", - " print(roi, I0.shape, fs0, fs1)\n", - " I0[:, roi] += gaussian_filter(I - I0[:, roi], (0, ls0))\n", - " u0 += gaussian_filter(u - u0, (0, 0, ls))" + "# Simulation results" ] }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "<Figure size 1152x432 with 2 Axes>" + "(726,\n", + " array([1.e-07, 0.e+00, 0.e+00]),\n", + " array([[ 0.0e+00, -5.5e-05, 0.0e+00],\n", + " [ 5.5e-05, 0.0e+00, 0.0e+00]]))" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "h_arr = np.linspace(1, 10, dtype=np.int)\n", - "ddmse = np.array([np.max(np.abs(mse_ls[2 * h:] + mse_ls[:-2 * h] - 2 * mse_ls[h:-h]) / h**2) for h in h_arr])\n", - "ddmse_var = np.array([np.var((mse_ls[2 * h:] + mse_ls[:-2 * h] - 2 * mse_ls[h:-h]) / h**2) for h in h_arr])\n", - "dmse = np.array([np.max(np.abs(mse_ls[h:] - mse_ls[:-h])) for h in h_arr])\n", - "%matplotlib inline\n", - "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", - "axes[0].plot(h_arr, ddmse * h_arr**2)\n", - "axes[1].plot(h_arr, dmse)\n", - "plt.show()" + "data_dir = 'results/test'\n", + "with h5py.File(os.path.join(data_dir, 'data.cxi'), 'r') as cxi_file:\n", + " roi = cxi_file['/speckle_tracking/roi'][...]\n", + " I_n = cxi_file['/entry_1/data_1/data'][:, :, roi[2]:roi[3]].sum(axis=1)[:, None]\n", + " M = cxi_file['/speckle_tracking/mask'][roi[0]:roi[1], roi[2]:roi[3]]\n", + " W = cxi_file['/speckle_tracking/whitefield'][roi[0]:roi[1], roi[2]:roi[3]]\n", + " basis = cxi_file['/entry_1/instrument_1/detector_1/basis_vectors'][...]\n", + " z = cxi_file['/entry_1/instrument_1/detector_1/distance'][...]\n", + " x_ps = cxi_file['/entry_1/instrument_1/detector_1/x_pixel_size'][...]\n", + " y_ps = cxi_file['/entry_1/instrument_1/detector_1/y_pixel_size'][...]\n", + " wl = cxi_file['/entry_1/instrument_1/source_1/wavelength'][...]\n", + " dij = cxi_file['/entry_1/sample_1/geometry/translations'][...]\n", + " df = cxi_file['/speckle_tracking/defocus'][...]\n", + "\n", + "di, dj = pixel_translations(basis, dij, df, z)\n", + "I_n, W = I_n.astype(np.float64), W.astype(np.float64)\n", + "I_n.shape[-1], (dij[0] - dij[1]), basis[0]" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1 2 0.05880158429513793 0.1407617183968477\n" + "10.427397332159932 29.94749999999999 726\n", + "3.3278424749337812e-06\n" ] } ], "source": [ - "h0 = int(np.sqrt(np.mean(mse_var / 2 / ls))**0.25 + 1)\n", - "ddmse0 = np.max(np.abs(mse_ls[2 * h0:] + mse_ls[:-2 * h0] - 2 * mse_ls[h0:-h0]) / h0**2)\n", - "h1 = int((np.sqrt(np.mean(mse_var / 2 / ls)) / ddmse0)**0.25 + 1)\n", - "ddmse1 = np.max(np.abs(mse_ls[2 * h1:] + mse_ls[:-2 * h1] - 2 * mse_ls[h1:-h1]) / h0**2)\n", - "print(h0, h1, ddmse0, ddmse1)" + "u = np.indices(W.shape, dtype=np.float64)\n", + "di, dj = pixel_translations(basis, dij, df, z)\n", + "I0 = make_reference(I_n, W, u, di, dj, ls=20.,return_nm0=False)\n", + "K = I_n.shape[-1] / (dj[0] - dj[1])\n", + "N = I_n.shape[0]\n", + "dI0_avg = np.mean(np.gradient(I0[0])**2)\n", + "p_var = np.mean(I_n)\n", + "u_var = np.sqrt((p_var / N + p_var / N / K) / dI0_avg / np.mean(I_n**2))\n", + "print(u_var, K, I_n.shape[-1])\n", + "print(dI0_avg)" ] }, { "cell_type": "code", - "execution_count": 84, - "metadata": {}, + "execution_count": 15, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 720x432 with 1 Axes>" + "<Figure size 720x360 with 1 Axes>" ] }, "metadata": { @@ -1183,183 +1112,107 @@ } ], "source": [ - "h_arr = np.linspace(1, 50, dtype=np.int)\n", - "dmse_var = np.array([np.mean(((mse_ls[h:] - mse_ls[:-h]) / h - np.gradient(mse0)[:-h])**2) for h in h_arr])\n", "%matplotlib inline\n", - "fig, ax = plt.subplots(figsize=(10, 6))\n", - "ax.plot(h_arr, dmse_var)\n", - "plt.show()" + "fig, ax = plt.subplots(figsize=(10, 5))\n", + "ax.imshow(I_n[:, 0])\n", + "ax.set_title('Ptychograph', fontsize=20)\n", + "ax.tick_params(axis='both', which='major', labelsize=15)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "# plt.savefig('figures/ptycho.pdf')" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 345, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "28 0.00038678518249739865\n" + ] + } + ], "source": [ - "dfs_arr = np.linspace(1, 60, 60)\n", - "st_data = loader.load('results/test/data.cxi', roi=[0, 1, 620, 1310])\n", - "uvar_vdfs = []\n", - "for dfs in dfs_arr:\n", - " st_obj = st_data.get_st_objects()[0]\n", - " st_obj.dfs_avg = dfs\n", - " st_res, errors = st_obj.iter_update(150, l_scale=1., verbose=False, n_iter=5)\n", - " uvar_vdfs.append(np.mean((st_res.pixel_map - st_res0.pixel_map)**2))" + "params = st_sim.parameters()\n", + "\n", + "fx = params.ap_x / 2 / params.focus\n", + "z_bar = params.defoc * params.det_dist / (params.defoc + params.det_dist)\n", + "th_max = abs(params.wl / 2 / np.pi * params.alpha * 3e9 * fx**2 / (params.defoc + z_bar))\n", + "sw_max = max(int(2 * th_max / params.pix_size * params.det_dist), 10)\n", + "print(sw_max, th_max)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 3126)\n" + ] + } + ], "source": [ - "ls_arr = np.linspace(1, 50, 50)\n", - "st_data = loader.load('results/test/data.cxi', roi=[0, 1, 620, 1310])\n", - "uvar = []\n", - "for ls in ls_arr:\n", - " st_obj = st_data.get_st_objects()[0]\n", - " st_obj.dfs_avg = np.abs(st_obj.dfs_pix[1] - st_obj.dfs_pix[0]) / ls\n", - " st_res, errors = st_obj.iter_update(150, l_scale=ls, verbose=False, n_iter=5)\n", - " uvar.append(np.mean((st_res.pixel_map - st_res0.pixel_map)**2)**0.5)\n", - "uvar = np.array(uvar)" + "#---------------------------\n", + "# Initialise\n", + "#---------------------------\n", + "\n", + "# generate pixel map\n", + "u0 = np.indices(W.shape, dtype=np.float64)\n", + "di, dj = pixel_translations(basis, dij, df, z)\n", + "l_scale = 5\n", + "dss = np.mean(np.abs(di[1:] - di[:-1]))\n", + "dfs = min(np.abs(dj[1] - dj[0]) / 5, 40) / 10\n", + "\n", + "I0, n0, m0 = make_reference(I_n, W, u0, di, dj, ls=10)\n", + "I0_nols = make_reference(I_n, W, u0, di, dj, ls=0.01, return_nm0=False)\n", + "I0_avg = make_reference(I_n, W, u0, di, dj, ls=30, return_nm0=False)\n", + "u_stars = upm_search(I_n, W, I0, u0, di - n0, dj - m0, wss=1, wfs=150, ls=10.)\n", + "print(I0.shape)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 46, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 720x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, ax = plt.subplots(figsize=(10, 6))\n", - "ax.scatter(ls_arr, uvar**2)\n", - "ax.plot(np.linspace(1, 50), uvar[0]**2 / np.linspace(1, 50))\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, ax = plt.subplots(figsize=(10, 6))\n", - "ax.scatter(dfs_arr, uvar_vdfs)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Simulation results" - ] - }, - { - "cell_type": "code", - "execution_count": 273, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(726,\n", - " array([1.e-07, 0.e+00, 0.e+00]),\n", - " array([[ 0.0e+00, -5.5e-05, 0.0e+00],\n", - " [ 5.5e-05, 0.0e+00, 0.0e+00]]))" - ] - }, - "execution_count": 273, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_dir = 'results/test'\n", - "with h5py.File(os.path.join(data_dir, 'data.cxi'), 'r') as cxi_file:\n", - " roi = cxi_file['/speckle_tracking/roi'][...]\n", - " I_n = cxi_file['/entry_1/data_1/data'][:, :, roi[2]:roi[3]].sum(axis=1)[:, None]\n", - " M = cxi_file['/speckle_tracking/mask'][roi[0]:roi[1], roi[2]:roi[3]]\n", - " W = cxi_file['/speckle_tracking/whitefield'][roi[0]:roi[1], roi[2]:roi[3]]\n", - " basis = cxi_file['/entry_1/instrument_1/detector_1/basis_vectors'][...]\n", - " z = cxi_file['/entry_1/instrument_1/detector_1/distance'][...]\n", - " x_ps = cxi_file['/entry_1/instrument_1/detector_1/x_pixel_size'][...]\n", - " y_ps = cxi_file['/entry_1/instrument_1/detector_1/y_pixel_size'][...]\n", - " wl = cxi_file['/entry_1/instrument_1/source_1/wavelength'][...]\n", - " dij = cxi_file['/entry_1/sample_1/geometry/translations'][...]\n", - " df = cxi_file['/speckle_tracking/defocus'][...]\n", - "\n", - "di, dj = pixel_translations(basis, dij, df, z)\n", - "I_n, W = I_n.astype(np.float64), W.astype(np.float64)\n", - "I_n.shape[-1], (dij[0] - dij[1]), basis[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 274, - "metadata": {}, - "outputs": [ - { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "10.427397332159957 29.94749999999999 726\n", - "3.327842474933766e-06\n" + "updating pixel map: 6.58e-01: 100%|██████████| 8/8 [00:00<00:00, 36.35it/s]\n" ] } ], "source": [ - "u = np.indices(W.shape, dtype=np.float64)\n", - "di, dj = pixel_translations(basis, dij, df, z)\n", - "I0, di, dj = make_reference(I_n, W, u, di, dj, ls=20.)\n", - "K = I_n.shape[-1] / (dj[0] - dj[1])\n", - "N = I_n.shape[0]\n", - "dI0_avg = np.mean(np.gradient(I0[0])**2)\n", - "p_var = np.mean(I_n)\n", - "u_var = np.sqrt((p_var / N + p_var / N / K) / dI0_avg / np.mean(I_n**2))\n", - "print(u_var, K, I_n.shape[-1])\n", - "print(dI0_avg)" + "#---------------------------\n", + "# Intialise\n", + "#---------------------------\n", + "u0, dij_pix, res = st.generate_pixel_map(W.shape, dij, basis, x_ps,\n", + " y_ps, z, df, verbose=False)\n", + "I0_nols = st.make_object_map(I_n, M, W, dij_pix, u0, subpixel=True, verbose=False)[0]\n", + "u = st.update_pixel_map(I_n.astype(np.float32), M, W, I0, u0, n0, m0, dij_pix,\n", + " search_window=[1, 100], subpixel=True,\n", + " fill_bad_pix=True, integrate=False,\n", + " quadratic_refinement=True, verbose=False)[0]" ] }, { "cell_type": "code", - "execution_count": 275, - "metadata": { - "scrolled": true - }, + "execution_count": 85, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 720x360 with 1 Axes>" + "<Figure size 720x432 with 1 Axes>" ] }, "metadata": { @@ -1369,104 +1222,31 @@ } ], "source": [ + "fs = u0[1, 0] - dj[:, None]\n", + "\n", "%matplotlib inline\n", - "fig, ax = plt.subplots(figsize=(10, 5))\n", - "ax.imshow(I_n[:, 0])\n", - "ax.set_title('Ptychograph', fontsize=20)\n", - "ax.tick_params(axis='both', which='major', labelsize=15)\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "ax.scatter(fs.ravel()[::20], (I_n / W).ravel()[::20], s=20, c='darkgrey')\n", + "ax.plot(np.arange(-m0, I0_nols.shape[1] - m0), I0_nols[0], c='orangered', linestyle='dashed', linewidth=2)\n", + "ax.plot(np.arange(-m0, I0.shape[1] - m0), I0[0], 'b', linewidth=3)\n", + "ax.set_xlabel('Reference plane, [pixels]', fontsize=20)\n", + "ax.set_title('Reference image', fontsize=25)\n", + "ax.set_ylim(0, 2.3)\n", + "ax.set_xlim(-1000, 1000)\n", + "ax.tick_params(labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", - "# plt.savefig('figures/ptycho.pdf')" - ] - }, - { - "cell_type": "code", - "execution_count": 345, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "28 0.00038678518249739865\n" - ] - } - ], - "source": [ - "params = st_sim.parameters()\n", - "\n", - "fx = params.ap_x / 2 / params.focus\n", - "z_bar = params.defoc * params.det_dist / (params.defoc + params.det_dist)\n", - "th_max = abs(params.wl / 2 / np.pi * params.alpha * 3e9 * fx**2 / (params.defoc + z_bar))\n", - "sw_max = max(int(2 * th_max / params.pix_size * params.det_dist), 10)\n", - "print(sw_max, th_max)" - ] - }, - { - "cell_type": "code", - "execution_count": 346, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, 3126)\n" - ] - } - ], - "source": [ - "#---------------------------\n", - "# Initialise\n", - "#---------------------------\n", - "\n", - "# generate pixel map\n", - "u0 = np.indices(W.shape, dtype=np.float64)\n", - "di, dj = pixel_translations(basis, dij, df, z)\n", - "l_scale = 5\n", - "dss = np.mean(np.abs(di[1:] - di[:-1]))\n", - "dfs = min(np.abs(dj[1] - dj[0]) / 5, 40) / 10\n", - "\n", - "I0, di, dj = make_reference(I_n, W, u0, di, dj, ls=10)\n", - "I0_avg = make_reference(I_n, W, u0, di, dj, ls=30)[0]\n", - "u_stars = upm_search(I_n, W, I0, u0, di, dj, wss=1, wfs=150, ls=10.)\n", - "print(I0.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "updating pixel map: 6.32e-01: 100%|██████████| 8/8 [00:00<00:00, 10.78it/s]\n" - ] - } - ], - "source": [ - "#---------------------------\n", - "# Intialise\n", - "#---------------------------\n", - "u0, dij_pix, res = st.generate_pixel_map(W.shape, dij, basis, x_ps,\n", - " y_ps, z, df, verbose=False)\n", - "I0, n0, m0 = st.make_object_map(I_n, M, W, dij_pix, u0, subpixel=True, verbose=False)\n", - "u = st.update_pixel_map(I_n.astype(np.float32), M, W, I0, u0, n0, m0, dij_pix,\n", - " search_window=[1, 100], subpixel=True,\n", - " fill_bad_pix=True, integrate=False,\n", - " quadratic_refinement=True, verbose=False)[0]" + "# plt.savefig('figures/reference_image_update.pdf')" ] }, { "cell_type": "code", - "execution_count": 347, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] @@ -1621,22 +1401,9 @@ }, { "cell_type": "code", - "execution_count": 271, + "execution_count": 91, "metadata": {}, - "outputs": [ - { - "ename": "UnboundLocalError", - "evalue": "local variable 'u' referenced before assignment", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mUnboundLocalError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-271-2475507b310c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mstr_res\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr_update\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mI_n\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdij\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_ps\u001b[0m\u001b[0;34m,\u001b[0m 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l_scale)\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0mu0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mW\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat64\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 64\u001b[0m \u001b[0mdi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpixel_translations\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbasis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdij\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 65\u001b[0;31m \u001b[0mI0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdj\u001b[0m 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"metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "(array([0.00e+00, 1.89e-07, 0.00e+00]),\n", - " 715,\n", - " 90.57126011243658,\n", - " array([[-5.5e-05, 0.0e+00, 0.0e+00],\n", - " [ 0.0e+00, -5.5e-05, 0.0e+00]]))" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration No. 0: Total MSE = 0.179\n", + "Iteration No. 1: Total MSE = 0.087\n", + "Iteration No. 2: Total MSE = 0.084\n", + "Iteration No. 3: Total MSE = 0.084\n" + ] } ], "source": [ @@ -1764,66 +1527,222 @@ " 1596: (0, 1, 360, 1050), 1597: (0, 1, 360, 1050), 1598: (0, 1, 360, 1050), 1654: (0, 1, 360, 1050),\n", " 1670: (0, 1, 300, 1440), 1723: (0, 1, 370, 1195), 1727: (0, 1, 370, 1195), 1738: (0, 1, 350, 1065),\n", " 1739: (0, 1, 350, 1065), 1740: (0, 1, 350, 1065), 1741: (0, 1, 350, 1065), 1856: (0, 1, 330, 1030),\n", - " 1857: (0, 1, 330, 1030), 1986: (0, 1, 350, 1200)}\n", - "filename = 'Scan_{:d}.cxi'\n", - "exp_dir = 'results/exp'\n", - "scan_num = 1740\n", - "\n", - "with h5py.File(os.path.join(exp_dir, filename.format(scan_num)), 'r') as cxi_file:\n", - " roi = roi_dict[scan_num]\n", - " I_n = cxi_file['/entry_1/data_1/data'][:, roi[0]:roi[1], roi[2]:roi[3]].sum(axis=1)[:, None]\n", - " basis = cxi_file['/entry_1/instrument_1/detector_1/basis_vectors'][...]\n", - " z = cxi_file['/entry_1/instrument_1/detector_1/distance'][...]\n", - " x_ps = cxi_file['/entry_1/instrument_1/detector_1/x_pixel_size'][...]\n", - " y_ps = cxi_file['/entry_1/instrument_1/detector_1/y_pixel_size'][...]\n", - " wl = cxi_file['/entry_1/instrument_1/source_1/wavelength'][...]\n", - " dij = cxi_file['/entry_1/sample_1/geometry/translation'][...]\n", + " 1857: (0, 1, 330, 1030), 1986: (0, 1, 350, 1200), 2008: (0, 1, 350, 1200)}\n", + "data_path = 'results/exp/Scan_{:d}.cxi'\n", + "scan_num = 2008\n", "\n", - "df = 1e-4\n", - "I_n = I_n.astype(np.float64)\n", - "M = np.ones((I_n.shape[1], I_n.shape[2]), dtype=bool)\n", - "W = make_whitefield_st(I_n, M)\n", - "(dij[1] - dij[0]), I_n.shape[-1], np.mean(I_n), basis[0]" + "loader = rst.loader()\n", + "st_data = loader.load(data_path.format(scan_num), roi=roi_dict[scan_num], defocus=1.0e-4)\n", + "st_data = st_data.update_defocus()\n", + "st_data = st_data.make_whitefield()\n", + "st_data = st_data.make_pixel_map()\n", + "st_obj = st_data.get_last_st()\n", + "st_res, errors = st_obj.iter_update(300, ls_ri=15., ls_pm=5., verbose=True, n_iter=10)\n", + "st_res.update_data()" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 89, "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "'int' object is not subscriptable", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-25-e9b176e015fa>\u001b[0m in 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\n", + "text/plain": [ + "<Figure size 720x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "u = np.indices(W.shape, dtype=np.float64)\n", - "di, dj = pixel_translations(basis, dij, df, z)\n", - "I0, di, dj = make_reference(I_n, W, u, di, dj, ls=20.)\n", - "K = I_n.shape[-1] / (dj[0] - dj[1])\n", - "N = I_n.shape[0]\n", - "dI0_avg = np.mean(np.gradient(I0[0])**2)\n", - "p_var = np.mean(I_n)\n", - "u_var = np.sqrt((p_var / N + p_var / N / K) / dI0_avg / np.mean(I_n**2))\n", - "print(u_var, K, I_n.shape[-1])\n", - "print(dI0_avg)" + "%matplotlib inline\n", + "fig, ax = plt.subplots(figsize=(10, 5))\n", + "ax.imshow(st_data.get('data')[:, 0])\n", + "ax.set_title('Ptychograph', fontsize=20)\n", + "ax.tick_params(axis='both', which='major', labelsize=15)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "# plt.savefig('figures/ptycho.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x432 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", + "axes[0].plot(st_res.reference_image[0], 'r', label='Noisy data')\n", + "axes[0].set_title('Reference image', fontsize=20)\n", + "axes[0].set_xlabel('Reference plane, pixels', fontsize=15)\n", + "axes[1].plot((st_res.pixel_map - st_obj.pixel_map)[1, 0], 'r', label='Noisy data')\n", + "axes[1].set_title('Pixel mapping', fontsize=20)\n", + "axes[1].set_xlabel('Fast axis, pixels', fontsize=15)\n", + "for ax in axes:\n", + " ax.legend(fontsize=12)\n", + " ax.tick_params(labelsize=15)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "# plt.savefig('figures/upm_results_5it.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "ab_fit = st_data.get_ab_fit()\n", + "fit_data = ab_fit.fit_pixel_ab(np.arange(st_res.pixel_map.shape[-1]),\n", + " (st_res.pixel_map - st_obj.pixel_map)[1, 0],\n", + " max_order=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1152x432 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", + "axes[0].plot(st_res.reference_image[0])\n", + "axes[0].set_title('Reference image', fontsize=20)\n", + "axes[1].plot(fit_data['pixels'], fit_data['pixel_ab'])\n", + "axes[1].plot(fit_data['pixels'], ab_fit.model(fit_data['fit'], fit_data['pixels']), color='red')\n", + "axes[1].set_title('Pixel map', fontsize=20)\n", + "plt.tight_layout()\n", + "# plt.show()\n", + "plt.savefig('figures/st_results_robust_2008.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x432 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", + "axes[0].plot(fit_data['pixels'] * ab_fit.pix_ap, st_data.get('deviation_angles')[1, 0])\n", + "axes[0].plot(fit_data['pixels'] * ab_fit.pix_ap, ab_fit.angles_model(fit_data['fit'], fit_data['pixels']),\n", + " label='2nd order coeff = {:.3f} rad/rad^2'.format(ab_fit.to_ang_fit(fit_data['fit'])[0]))\n", + "axes[0].set_title('Deflection angles', fontsize=20)\n", + "axes[1].plot(fit_data['pixels'] * ab_fit.pix_ap, st_data.get('phase')[0])\n", + "axes[1].plot(fit_data['pixels'] * ab_fit.pix_ap,\n", + " ab_fit.phase_model(fit_data['fit'], fit_data['pixels'], st_data.get('phase')[0]),\n", + " label='3rd order coeff = {:.5f} rad/mrad^3'.format(\n", + " ab_fit.to_ph_fit(fit_data['fit'], fit_data['pixels'], st_data.get('phase')[0])[0] * 1e-9\n", + " ))\n", + "axes[1].set_title('Phase', fontsize=20)\n", + "for ax in axes:\n", + " ax.tick_params(axis='both', which='major', labelsize=12)\n", + " ax.legend(fontsize=12)\n", + "plt.tight_layout()\n", + "# plt.show()\n", + "plt.savefig('figures/st_fits_robust_2008.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0.0e+00, 9.6e-08, 0.0e+00]),\n", + " 850,\n", + " 72.90818870122307,\n", + " array([[-5.5e-05, 0.0e+00, 0.0e+00],\n", + " [ 0.0e+00, -5.5e-05, 0.0e+00]]))" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "roi_dict = {1511: (0, 1, 340, 1230), 1512: (0, 1, 340, 1230), 1513: (0, 1, 340, 1230), 1595: (0, 1, 360, 1050),\n", + " 1596: (0, 1, 360, 1050), 1597: (0, 1, 360, 1050), 1598: (0, 1, 360, 1050), 1654: (0, 1, 360, 1050),\n", + " 1670: (0, 1, 300, 1440), 1723: (0, 1, 370, 1195), 1727: (0, 1, 370, 1195), 1738: (0, 1, 350, 1065),\n", + " 1739: (0, 1, 350, 1065), 1740: (0, 1, 350, 1065), 1741: (0, 1, 350, 1065), 1856: (0, 1, 330, 1030),\n", + " 1857: (0, 1, 330, 1030), 1986: (0, 1, 350, 1200), 2008: (0, 1, 350, 1200)}\n", + "filename = 'Scan_{:d}.cxi'\n", + "exp_dir = 'results/exp'\n", + "scan_num = 2008\n", + "\n", + "with h5py.File(os.path.join(exp_dir, filename.format(scan_num)), 'r') as cxi_file:\n", + " roi = roi_dict[scan_num]\n", + " I_n = cxi_file['/entry_1/data_1/data'][:, roi[0]:roi[1], roi[2]:roi[3]].sum(axis=1)[:, None]\n", + " basis = cxi_file['/entry_1/instrument_1/detector_1/basis_vectors'][...]\n", + " z = cxi_file['/entry_1/instrument_1/detector_1/distance'][...]\n", + " x_ps = cxi_file['/entry_1/instrument_1/detector_1/x_pixel_size'][...]\n", + " y_ps = cxi_file['/entry_1/instrument_1/detector_1/y_pixel_size'][...]\n", + " wl = cxi_file['/entry_1/instrument_1/source_1/wavelength'][...]\n", + " dij = cxi_file['/entry_1/sample_1/geometry/translation'][...]\n", + "\n", + "df = 1e-4\n", + "I_n = I_n.astype(np.float64)\n", + "M = np.ones((I_n.shape[1], I_n.shape[2]), dtype=bool)\n", + "W = make_whitefield_st(I_n, M)\n", + "(dij[1] - dij[0]), I_n.shape[-1], np.mean(I_n), basis[0]" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 72, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] @@ -1847,12 +1766,39 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10.151162106893096 24.348958333599075 850\n", + "1.2507496085642653e-06\n" + ] + } + ], + "source": [ + "u = np.indices(W.shape, dtype=np.float64)\n", + "di, dj = pixel_translations(basis, dij, df, z)\n", + "I0 = make_reference(I_n, W, u, di, dj, ls=20., return_nm0=False)\n", + "K = I_n.shape[-1] / (dj[0] - dj[1])\n", + "N = I_n.shape[0]\n", + "dI0_avg = np.mean(np.gradient(I0[0])**2)\n", + "p_var = np.mean(I_n)\n", + "u_var = np.sqrt((p_var / N + p_var / N / K) / dI0_avg / np.mean(I_n**2))\n", + "print(u_var, K, I_n.shape[-1])\n", + "print(dI0_avg)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x360 with 2 Axes>" ] @@ -1876,14 +1822,14 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(1, 3136)\n" + "(1, 4484)\n" ] } ], @@ -1891,7 +1837,6 @@ "#---------------------------\n", "# Intialise\n", "#---------------------------\n", - "df = 1.5e-4\n", "u0 = np.indices(W.shape, dtype=np.float64)\n", "di, dj = pixel_translations(basis, dij, df, z)\n", "l_scale = 5.5\n", @@ -1907,12 +1852,12 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 76, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] @@ -2040,65 +1985,22 @@ }, { "cell_type": "code", - "execution_count": 410, - "metadata": {}, - "outputs": [], - "source": [ - "def str_update(I_n, W, dij, basis, x_ps, y_ps, z, df, u_max=100, n_iter=5, l_scale=2.5):\n", - " \"\"\"\n", - " Robust version of Andrew's speckle tracking update algorithm\n", - " \n", - " I_n - measured data\n", - " W - whitefield\n", - " basis - detector plane basis vectors\n", - " x_ps, y_ps - x and y pixel sizes\n", - " z - distance between the sample and the detector\n", - " df - defocus distance\n", - " u_max - pixel mapping search window size\n", - " n_iter - number of iterations\n", - " \"\"\"\n", - " I_n = I_n.astype(np.float64)\n", - " W = W.astype(np.float64)\n", - " u0 = np.indices(W.shape, dtype=np.float64)\n", - " di, dj = pixel_translations(basis, dij, df, z)\n", - " I0, di, dj = dev.make_reference(I_n, W, u0, di, dj, l_scale)\n", - "\n", - " es = []\n", - " for i in range(n_iter):\n", - "\n", - " # calculate errors\n", - " es.append(total_mse(I_n, W, I0, u0, di, dj))\n", - "\n", - " # update pixel map\n", - "# u = dev.upm_search(I_n, W, I0, u0, di, dj, 1, u_max, l_scale)\n", - " u = dev.upm_newton_1d(I_n, W, I0, u0, di, dj, u_max, l_scale)\n", - " u_max = int(np.max(np.abs(u - u0)))\n", - " u0 = u0 + gaussian_filter(u - u0, (0, 0, l_scale))\n", - "\n", - " # make reference image\n", - " I0, di, dj = dev.make_reference(I_n, W, u0, di, dj, l_scale)\n", - " I0 = gaussian_filter(I0, (0, l_scale))\n", - " return {'u':u0, 'I0':I0, 'errors':es}" - ] - }, - { - "cell_type": "code", - "execution_count": 423, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ - "str_res = str_update(I_n, W, dij, basis, x_ps, y_ps, z, df, u_max=300, l_scale=10., n_iter=5)\n", + "str_res = str_update(I_n, W, dij, basis, x_ps, y_ps, z, df, u_max=200, l_scale=7., n_iter=5)\n", "phr_res = phase_fit(str_res['u'], x_ps, z, df, wl, u_var)" ] }, { "cell_type": "code", - "execution_count": 429, + "execution_count": 86, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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yC/BER0ezbNmy8rq8UkoppSo5EdlV3n04HToGUkoppdSZKGoMpKtoKaWUUkoppZRSSlVyGuBRSimllFJKKaWUquQ0wKOUUkoppZRSSilVyWmARymllFJKKaWUUqqS0wCPUkoppZRSSimlVCWnAR6llFJKKaWUUkqpSk4DPEoppZRSSimllFKVnAZ4lFJKKaWUUkoppSo5DfAopZRSSimllFJKVXIa4FFKKaWUUkoppZSq5DTAo5RSSimllFJKKVXJaYBHKaWUUkoppZRSqpLTAI9SSimllFJKKaVUJacBHqWUUkqpkxCRSBGZJSIbRWS9iDzk3P6iiOwTkVXOx8Xl3VellFJKVU8e5d0BdaLE9GzmbD3EgOZhBPh4lnd3lFJKKQW5wKPGmBUiEgAsF5G/nfveM8aMLMe+KaWqmDyHYe7WeGKTM+nVOJTIEL/y7pJSqhLQAE85WLIzgZd+W88j5zVjYIvwo9szsvP4duluxs3dyb7EDPo1C2Pibd1O+zqLdhwmIsiHBrVqlEa3lVJKqWrLGHMAOOD8c4qIbATqlW+vlFJVUUpmDnd+sYxFOxIA8HATnr64Jbf2jkZEyrl3SqmK7KRTtERkvIjEici6Ivb3F5GkAqnJz5d+N6uWd6ZvZt2+ZJ79cR25eY6j25/7eR0v/roBXy93BreLYPaWeBZuP3xa19gWl8q1Yxdx9ZiFOBymtLqulFJKVXsiEg10BBY7N90vImucY6aa5dYxpVSll5vn4PYJy1gWc4TXrmjLP4/2Y0CL2rz02wb+9+/28u6eUqqCK0kNngnAhSc5Zq4xpoPz8dKZd6vqysrNY+WeRKJC/NiflMmszfEApGfn8tua/VzTJZIZj/Rj5ND21Av25ZVpG44LApXUX+sPAhCbnMX2+NRSfQ1KKaVUdSUi/sAPwAhjTDIwCmgMdMBm+LxTxHl3icgyEVkWHx9fZv1VSlUuo2dvZ0lMAm8Pbcd13aNoHObPmBs6c3mHurz912amrTlQ3l1USlVgJw3wGGPmAAll0JdqYd2+ZLJzHTx5YQvCA72ZtGgXALM2xZOZ4+Dyjjbb28fTnWcuacn6/cl8MuvUo/Wr9yQe/fPK3YnFHKmUUkqpkhART2xw5ytjzFQAY0ysMSbPGOMAxgEu51YbY8YaY7oYY7qEhYWVXaeVUpXGnoR0PvxnG4PbRXBFx/pHt7u5CW9e1Y7ODWryxPer2RaXUo69VEpVZKW1ilZPEVktIn+ISOuiDtK7V7Bi1xEAujasybBuUczeEs+uw2lMW7ufUH9vujUMOXrsxW0juKRtBGPmbCc1K/eUrrNmbxJD2tfFy8NNM3iUUkqpMyS28MVnwEZjzLsFtkcUOOwKwOWUdqWUOpmR0zfj5gbPDW51wj5vD3c+ua4TPp7uDJ+0grRT/G6glKoeSiPAswJoYIxpD3wE/FTUgXr3CpbvOkJUiB+1A3wY1i0Kdzfh45nb+GdjHBe1qYO72/GF027r05D07Dz+XHewxNc4nJrFweRM2tULomGtGhrgUUoppc5cb+BGYGChJdHfEpG1IrIGGAA8XK69VEpVSuv2JfHzqv3c3qch4YE+Lo+pE+TDR8M6siM+lSd/WIMxWmdTKXW8Mw7wGGOSjTGpzj//DniKSOgZ96wKMsawJCaBLg1s/cXwQB+u6FiPKcv3kpXrYGiX+iec0ykqmHrBvvyxtuTzbTcftGmbLSICaBRWgx3xaaXzApRSSqlqyhgzzxgjxph2BeoO/m6MudEY09a5/VLnaltKKXVK3vhjEzX9PLm7X+Nij+vVJJTHLmjOb2sOMGFBTNl0TilVaZzxMukiUgeINcYYEemGDRqd3tJPVdyGA8kkpGXTo3Gto9uevaQlGdl5NAsPoF394BPOEREualOHLxbuIjkzhynL9jJuzg66RNfkxUtbE+rvfcI5m5wBnuZ1bIBn+oZYcvIceLqX1ow8pZRSSimlVGmYvSWeedsO8dzgVgT6eJ70+Hv6NWbl7kRenbaRtvWC6BIdctJzTlVGdh6r9yYS4ONBq4jAcluePSkjh7FztnMgMZOrOtenVxPNI1CqOCcN8IjIN0B/IFRE9gIvAJ4AxpjRwFXAPSKSC2QA1xrNFzxBnsPw3t9b8HJ3Y1DL8KPbg/28+OT6TsWee1HbCD6dt5PXpm1k8tI9tIoI5O8NsRxMymTK8J6ICHkOg2CLsG0+mEJIDS/C/L2JrlWDPIdh35EMokNrnOVXqZRSSimllCqp3DwHr07bQINaftzQI6pE54gII4e259KP5zF80nIm3dGdFnUCS6U/eQ7D6Nnb+XjmNjJy8gBoWy+I/17Wmk5RNUvlGiWVlJ7D0DEL2BaXSoCPJz+u2se7V7c/rgC1Uup4JVlFa5gxJsIY42mMqW+M+cwYM9oZ3MEY87ExprUxpr0xpocxZsHZ73blM2bOdmZsjOPpi1sQUsPrlM7tGBlMRJAPk5fuITLElx/u6cULQ1qzbNcRFu9MYH9iBr3fmMkNny0mz2HYFJtCizoBiAhRIX4A7E5IPxsvSymllFJKqWrFGMNva/Zz42eL6fn6P1zy4Vw+nrmVpIycU27r22V72BKbylMXtcDbw73E5wX5ejL+lq54uLlx9eiFp1TOoSi5eQ7u/3oFb/+1mX7Nwhh/Sxdeu6ItCWnZXDNmId8v33vG1zgVL/66nh3xaXx5e3cWP30uXaNDePbHdezR7zVKFUnn7JSBnDwHE+bH0LdZGLf0bnjK57u5CS9d1oaejWrx4bUd8fVy54qO9fD1dGfamgN8vXg3B5MzWbD9MD+s2MvG/cm0qRcEQFQtDfAopZRSSilVGlKzcrltwlLu/3olexLS6dmoFjW8PBg5fQuD3p3N3xtiS9xWfEoW70zfQreGIVzQus4p96VxmD9ThvckOrQG93y1goe/XXXawQ+Hw/DkD2v5Y91Bnr2kJaNu6MTAFuFc1z2KaQ/2oVvDEB6bspqxc7YX205OnoOfV+3jpV838M70zSyNSTit/mw8kMyPK/dxV99G9G4Sio+nO+9e3R6A53/WxQqVKsoZ1+CpCvJnlJ3p3NKcPAfXjl1EmL83o27odLS96etjiUvJ4vUrG5x22+e1Cue8Vsemdvl6uTOgRRi/rz2Ah7twTtNQDiZl8sT3awDo7lxuPTzABy8PN410K6WUUkopVZzcXDh8GOLj4cgRSE2FtDT7nJpKyuFEflm4nc4pmYxoHEJb449bvAGHg0NJGcxclsj6PwzSsDb92kfiWcMPvL0hMBBq1jzu4fAP4Mkf1pCWlcurl7c57e8hkSF+/HBPLz78Zytj5uzgtzX7ub57A+4d0JjaAa5X4yrMGMNLv23ghxV7eXhQM+44p9Fx+4P9vBh/S1ce+W41r/2+iYS0HJ68sPlxfc5zGH5etY/3Z2xld0I6Pp5u5OQZPpq5jQtb1+Gdq9tTw7vkXz0/nrkNf28P7u57rOh0/Zp+3DewCW/9uZmVu4/QsYynjClVGVT7AE9Wbh4XvT+XHo1r8doVbc+orXnbDrF81xEAFu9MoGt0CAlp2YyZs53IEF/6N69dGl0+6rIO9fh9rV0+/YUhrcl1GB78ZiUAPZ2FnN3chMiavprBo5RSSimlqq+kJNi168THwYM2oBMfDwkJUEwp0QDgesC4uSFL3MDNDdzdwc2NUBGGZmcj2dkwH5h0kv64ufGWTwBu9eoRsjIa6tU79qhfHxo3huho8Dx50WVPdzcePb8513WP4sN/tvLlol18u3QPN/eK5u6+jah5kvIQ7/29hQkLYrijT0MePLeJy2O8Pdz58NqO1PTzZPTs7Ww4kMwDA5tQJ9CHhdsPM27uDrbGpdK6biDjb+lC/2a1ycp1MH7+Tt6ZvpnrPs3k6zu6lyjIszU2hd/XHeDe/o0J8jv+9d/UM5qxc3bw4T9b+fzWbidtS6nqptoHeDYfTGHHoTR2HEo7o+g5wPp9SQB4ubvx3t9bSMrIObqi1SuXt8HdrXSrz5/bojYDW9QmJ8/Bea3CcRNhW1wqPRqG4Od17EcbFeLHrsMa4FFKKaWUUlVYbi7s3AkbN8KmTceeN22CxMTjj/XygqgoqFsXWreG2rUhLMw+ate2mTb+/uDvz9wDGTwzfSf412DUnX1oXe/ElW8BBMDh4N+1e3j+u5U40jO4o2sElzcOIDgrDY4c4dCeg/yzYDOxMfvpHWTo5JEO+/bBsmUQF3d8g+7uNsjTtCk0aWKf27SBdu0g9MTVpCKCfHn9ynbc3bcx78/Ywpg52/lq8S7u7d+EW3tH4+N5fI0fh8Mwcvpm/vfvdq7pEskzl7Qs9ruQu5vw8mVtaBLmz8jpWxg6euHRfc3C/fnkuk5c1KYObs7vPL5e7tw3oAlNavtzz6TljPh2FWNu6Hx0f1E+nrUNX093bu/T6IR9/t4e3NqrIe/N2ML2+FQah/kX25ZS1Y2U14JXXbp0McuWLSvz624+mHI0/dDXy51vl+7myR/WAjD//wZSL9j3tNseMXklS2OOcEm7CMbO2YGPpxsPDGxK/Zq+DGlX96S/zM6WF35ex9QV+1jz4vnltsShUkopVdpEZLkxpkt59+NUldcYSKkqJSMD1q6F5cthxQr7WLcOsrOPHVOnDrRsCc2bQ8OG0KDBsUd4uM3AKUZ6di4fzLBTn9rWC2LMjZ2pW8LvCrHJmTzz4zpmbIxFBBqE+OEwti6ml7sbT1zYnNv7NDx+bJ6dbTOKdu+GbdvsY+vWY88pKceOjYiwgZ78R6dO0KLFca9p88EU3v5rEzM2xhER5MM9/RtzcdsIQvy82HAgmbf/2szsLfEM6xbJq5e3PaXvKknpOSzccYjkjFyahvvTITK42O8Z4+ft5KXfNvD4Bc25b4DrLCGAHfGpDHp3Nnee04inLm7p8pj4lCx6vfEP13dvwIuXti5xn5WqSooaA1W7DJ6XflvP/G2HaRxWg2u6RrHxwLFflHsS0s8owLM1LpXGtf0ZMagpQb6enNM0lHb1XUf4y1JUrRqkZOWSmJ5z0hRNpZRSSimlKhRjYPt2mD8f5s2DxYthwwbIs8t4ExICnTvDQw9Bq1Y20NGiBQSf3jjcGMO0tQd4ddpGDiRlMqxbFC8MaXVCBkxxwgN9+PTmLmw6mMyf6w6yPT4NgGu7RfKfTvUJD3RRHyc/qygqCvr0OfE9iI21Qaw1a449PvjgWFArKAi6dYMePaB7d5p3786nN3dl0Y7DvPHHJp7/eT3P/7wedzchz2Hw83Ln5ctac0OPBqd8EzjIz5ML20SU+Phbe0ezYvcR3pm+ma7RIXRz1gst7JNZ2/HycDuhDlBBYQHeXNw2gh+W7+XxC5qfUm0fpaq6ave/YbNzytTiHQlc0zWKDfuTCfL1JCkjh9jkzNNu1+EwbI9PpUejWvh5eRQbmS5rBZdK1wCPUkoppZSq0BwOWLUK5syxAZ1582xwA+zUqR494LLLoFMnstt1YOohN9YdSKZRqD9XdalPoM/J69YUZU9COs/+tI7ZW+JpFRHIR8M60iXadTCiJFrUCaRFncDTPv8oEZuRVKcODBp0bHtODmzZAkuX2sDXokXw6qv2PQRo1oweAwbwY//+bOrdmfkp7iSkZRMV4sdFbSMI8j399+rUui+8fmVb1u9P5oFvVvD7g+dQy9/7uGNiDqXx06p93NwzmrAA7yJasm7qGc3Pq/bz48p93NDj9BeyUaqqqVYBnvTsXA6l2gj3mn1JGGPYeDCZAc1r88vq/cQlZ5122/sSM8jMcdCkdsWbB5of4NmVkE77yPLPKFJKKaWUUuo4e/bA9Onw998wY4ZdzQrs1Krzz7cZLb172ylXzmlISRk53Dx+Cav2JBLg40FKZi7j5+9kzI2daV036JS7sHjHYe76cjk5eQ5eGNKKm3pGl3oNzVLn6WlrCLVuDbfcYrelpdmpa4sWwdy58M03yJgxtARatmoFAwfaR4tzoYwCPAABPp58fF1HrvjfAh7+bjUTbul63LSwV6ZtxNvDjeH9is7eydcpKpg29QL5cuEuru8epWUolHIqfuJpFbM/0WboNKjlx474VLbFpZKSmUv3RiF4e7gRl3L6GTzb4lMBKmSAJzLETjvTpdKVUkoppVSFkJ1tAxsZglUAACAASURBVDkPPWSDNlFRcMcdNmtn8GCYNAn27oUdO+CLL+Cuu2wQwxncyc1zcPuEpazfn8Qn13VizQvn88M9PclzGK4bt5htcamn1J3lu45w0/gl1PL34o+HzuHW3g0rfnCnKDVqQN++8MQT8OuvNli2ZAm88QZERsL48XDllbZQ87nnwrvvwubNxa4gVlpa1w3ihSGtmLMlnlGztx/dPn39QWZsjOWBgU2p7Wr6WiEiwk09o9kcm8LCHYfPZpeVqlSqWYAnA4DzW4XjMDB15T4AWkYEEh7oQ2wJMng2H0xh4oIYcvMcx23fFusM8FTASu5+Xh6EBXizW1fSUkoppZRS5SU5Gb79Fq67zq5Udd55MG6czdJ5911bX2bfPpgwAa6/3i4ZXoRxc3eybNcR3r6qPZe0i0BE6NwghO/u7omnu3DbhKWkZOaUqFsHkjK4Y+JS6gT58N3dPWlQq0YpveAKwsMDunaFJ5+EP/+EI0dg9mx4+GE79e3RR23NoqZNbcDt33+P1Tc6C67rFsWl7evyzvTNvDt9M18t3sXD366idd1AbusTXeJ2Lm1fl5AaXnw+P+as9VWpyqZaTdHalx/gaV2HcXN3MnnJbtwEWtQJICzAm0OpxQd4HA7DTeMXE5ucha+nO1d3jTy6b9PBFGoHeFfYGjdRIX7s1gwepZRSSilVlhIS4Icf4PvvYdYsWzMmLAz+8x9bR2fQIPDzO6UmY5MzeW/GFi5qU4fLOtQ9bl9kiB+jb+jM1WMW8sLP63n3mg7FtpXnMDw0eRVZuQ4+v6Urof7F136pEry8bIZP377w5psQEwO//w7TpsHYsfDhhzYAd+WVcNVV0K+fDRKVEhHhjf+0BeDDmdsAaFc/iHE3dcHbo+SFrH083bmuWxSf/LuN3YfTiap1av+OlKqKqlUGT36NnQ6RwdT08+RIeg7NwgNshou/N/EpxQd4NhxIPprl88OKvRhj+HrxbpbGJLDpYDItIkqhgNpZogEepZRSSilVJlJT4euvYcgQWxT4rrvsVKsRI2zB5AMH4LPP4NJLTzm4AzBuzg7yHIanLmrpsvZKl+gQHhjYlKkr9/Hzqn3FtvXJrG0s2ZnAy5e1oVEFzMQvE9HRcO+9NsBz6BB8950N6nzxhQ3A1a0Ld99tA3QOx0mbKwk/Lw8+HNaROY8P4LcH+vDTvb1dryx2Ejf2bIC7CBMXxpRKv5Sq7KpVgCcpI4cAbw883d1oXicAgC7RNQG73F78STJ4Zm2KQwSu7x7F0pgEvli4i6d/XMvQ0QtZvz+ZDvVPvZhbWYkM8WN/UgbZuaXzS1kppZRSSqmjcnPht9/g2mtt9sf112NWrSLmhjsY+dpXXDHic+5sczVTvKPIk9P/CpKQls1Xi3dzafu6xWZsPDCwCZ2ignn2x3VF1qFcFpPA+zO2cFmHulzZqejpYNVKjRowdKgN8sTH28yrgQPhq6/sc8OG8MwztmZPKYiq5UebekHHFVs+FeGBPlzSLoLJS3ZzJC27VPqkVGVWrQI8iRnZBDorxV/ZqT7Bfp4M6xYF2ABPYnpOsQGQWZvjaFcviBt7NsBh4IVf1lM7wJs6zmjzRW0jzv6LOE2RNX0xxs4xVkoppZRS6nQkZeSQkJaNyS/Iu3kz/N//2eK9Q4bAzJmYW25h1Ve/MPiRSfSvfQlf54bh6+XB5oMpPP79Gq4cteCkmfNFGT9vJ5m5edzbv3Gxx3m4u/HBtR1B4P6vV5CVe3xNmaT0HB6avIrIED9eubyNrsLkip+fnUo3eTLExdmsrFatbLHmFi3scvX/+5+dhleO7u3fhPScPD6bt7Nc+6FURVCtavAkpecQ7GcDPFd3iWRo5/pHf5nnz7c9nJZFRJDvCeemZeWyZm8Sd/VtRPPwAFrUCWDTwRRGDm1Po7AaHE7NpmUFnqKV//oS0rKrXuE4pZRSSil1Vi3ZmcCr0zawem8SftkZXBOziBvWz6DxltUYd3fkkkvIufkW5jXtyqgFe1iyJoHIkDzev6YDg9tF4OHuhjGGn1ft56mpa7lq9AK+H96LsICS17xJyshh4oIYLmxdh6bhASc9PjLEj7evas/wScsZMXkVHw3riIe7G+nZudz5xTJikzP54Z5eBPiU3VLhlZafHwwbZh8HDthgz8SJcN998MgjNutn+HDo1QvKOFjWvE4AF7eN4PP5O7mpZ4MSrcKlVFVVvQI8GTkE+R77BV4wUp//4RKf4jrAs3J3IrkOQ/dGtRARvrmzB/sSM2hTz07Lql+zYhf1yi/+fCRdUxeVUkoppVTJfbdsD0/+sIZeOfH8vO0fWv79E17pqewKrc/r/W9hautzSa0ZSubSPMyS1YT6e/PfS1szrFsUXh7HJgyICJd3rEdkiB/Xf7qIO79YxuS7euDjWbLCul8ujCElK5f7BjQpcd8vbFOH5wa34uXfNnD1mIVc0LoOP67cx5bYFD64tiPtI4NP9e1QERF25a1HH4VVq2w9pS++sEvbt2lj6/XceCMElV35isfOb87f62N5/Y9NvHeSwtpKVWXVKsCTmJFDs3DXxdMKBnhcWbzzMG4CnRvYmj01a3hV2BWzXAnxs31NSCvZcpFKKaWUUkot3BLHP2+O45cNf9F2wxK7AtPVV8PddxPVqxdXxqVRe9sh9idmUMPbg/b1gzinadhxgZ3COjeoyfvXdGD4pBW8/ddmnhvc6qT9SM/O5bN5OxnQPOzoDdaSur1PQ2r6efLmn5t4/Y9NRIb48unNXRjYIvyU2lEudOgAH31kp21NngyjR8MDD9gl2YcNs8uut2171rvRMLQGd/VtxMeztjG4XQTnttSfraqeqleAJz2HIF/XQZmTBXhW7D5Cq7qB+HtXzresZg2buaTFx5RSSiml1EklJpIzajTRb7/PmCOxOOrWg1degTvugHD75Vmw02PyFy85FRe2ieCmng34bN5O+jULo2+zsGKP/3rxbo6k53D/wJJn7xR0Zaf6XN6hHimZuQT6emjNndJWowbcfrt9LFsGY8bYwsyffWZX4nr4YbjwQnA7eyVg7x/YhJmb4njku9X8dF9vGoZqWQpV/VSbIsvGGJILTdEqKNTfBn7iU7LYdTiN6esPHiseB2yJTaVFnYpbY+dk/L098HATEnSKllJKKaWUKsqePXbqTWQknk8/RUxAbTZ//Dluu2Ls6knhpZcZ8fTFLWla259Hp6wmoZibkBnZeYyds4OejWrRuUHIaV/PzU0I8vPU4M7Z1qULjBsHe/fC66/Dhg1wySXQurUN/KS7XtXsTPl4uvO/6zvh7iZcM2Yha/cmnZXrKFWRVZsAT0ZOHtl5jqNFlgvz9nCnTqAP6/YnMXT0Qu76cjnfLt0DQGJ6NvEpWUVO76oMRISaNbxI1ACPUkoppZQqbO1auOkmaNQIPviAnMFDuOruT/ji1c9pft8t4FH6Wew+nu58cG1HktJzeGzKahwO4/K4zxfsJC4li4fPa1bqfVBnUUiIXWFt505bn8fPzxZijoqC//73rKy+FR1ag8l39cBNhMv/N5+npq5lzd7E427cK1WVVZsAT2K6rT0TXEQGD0CruoH8tT6WOOc0re+W2QDP1rhUAJrWPvX004qkpp9nsXdHlFJKKaVUNTN3Llx0EbRrB1Onwv33w/btTLjnFZYFN2B4v+KXIz9TreoG8swlLZm5Kc7lMtdxyZmM+nc7g1rWplvD08/eUeXIywuuv95O3Zo926609eKL0KCBrdUTG1uql2sWHsBfI/pybddIpq7Yy6Ufz6fPm7N4+bcNLItJKDKQqFRVUG0CPEkZNsBT1BQtgI7OKvq9GtdixKCmrNyTSEJaNltiUwBoWokzeMC+9uSM3PLuhlJKKaWUKm+zZ8PAgdC3L6xYAa++aqdnvfce2fUi+WzeTno2qlUmq0zd1LMBF7auw5t/bmLmpmNf9h0Ow6NTVpOT5+Cpi1ue9X6os0zE/nv75RdYswYGD4aRIyE62hZm3r271C4V5OfJq1e0ZfHT5/LWVe1oXieALxfu4qrRC+n1xkz+XHew1K6lVEVSbQI8+Rk8QUVM0QK4tU9DnrqoBW8Pbc85TcMwBhZuP8zW2FRqeLlTL/jE5dMrkwAfT1KydBUtpZRSSqlq699/YcAA6N8fNm6E996zU2iefhpq2tVif1m9n4PJmdzdr1GZdElEeGtoO1pGBDL8yxV8sTCGbXGpPDplNXO3HuL5wa1pHFa5b7SqQtq2hW++gU2b4Lrr7OpbTZrAXXfZQGMpCfbz4uoukYy/pSvLnhvEB9d2IDTAi+GTlvPJrG2ldh2lKopqE+BJyrBTk4KLWEULbCHiu/s1pl6wL+3rB+Hv7cGC7YfYGpdCk/CASl+QLcDHg5RMzeBRSimllKpOktJzyJk5ywZ1BgyAzZvh/fdhxw4YMcLWRnFyOAxj52ynRZ0A+p1kZavSFOjjyZe3d6NLdE2e/3k9g96dzU+r9vHoec0Y1i2yzPqhyljTpnalre3bbXBn4kQb6BkxotSnbgX6eHJZh3pMvac3l3Woy9t/bWbSol2leg2lylvlXPP7NBydolVMBk9BHu5udGsYwoLth0nJzGVA87L7gDtbAnw8SM7QDB6llFJKqeogMyeP90dOoce4kfTfuZyM0Nr4fvihXerc13Vm+r9b4tgSm8p717Qv85ubwX5efHVHd5bGHCHmcBpdGtSkkWbuVA9RUfDxx/D44/Dyy/bP48bBgw/abSGlV3/Jy8ONd4a2Jzkjh5d+3UD7+sG0rR9Uau0rVZ6qTQZPSYosF9arcS12HkrjUGoWzcIrd4FlsFHrlMxcrSKvlFJKKVXV7djBpnMv5f+eHkb3+K18eeX9dLx5FNP6XVVkcAdg9Owd1Av2ZXC7umXY2WNEhG4NQ7i6S6QGd6qjBg3g00/t9MHLLoM334SGDeGVVyAtrdQu4+HuxrtXd6CWvxePTllFTp6j1NpWqjxVmwBPUkYOHm6Cn5d7ic/p1Tj06J/bVYGoboCPJ7kOQ2aO/gJTSimllKqSYmPhgQdwtGhB84X/MH/onfju2cXQye/TpnEdHvluFZsPprg8dcnOBJbsTOD2Pg3xdK82XxNURdS0KXz9NaxebYuBP/ccNGsGEyZAXl6pXKJmDS9euqwNW2JTXa7gplRlVG1+cydm5BDs53lKqaYt6gRQv6YvtWp40alBzbPYu7IR4GNn5CVn6jQtpZRSSqkqJTMT3njD1i8ZNYqZPS/hykcm0O6LTyA4GB9Pd0bd0JkAH08e+GYFGdknfkl+f8YWQv29GdYtqhxegFIutG0LP/4I8+ZBZCTceit07gwzZpRK8+e1CmdQy9p8PHMbR9KyS6VNpcpTtQnwJKXnFLtEuitubsJP9/XmzxF9q8RdjEDn60/RAI9SSimlVNVgDEydCq1awVNPwcCBxMxewh097+Cyi7sS4HNs/BsW4M27V7dnS2wqL/224bhm/tkYy4Lth7mnf2N8TyHjXaky0bs3LFwIkydDUhKcdx5cfDGsX3/GTT9xYQvSsnMZPWd7KXRUqfJV+aMWJZSUceoBHoBQf2/CArzPQo/K3rEMHl1JSymllFKq0lu1yk5f+c9/7EpYf/8NP//M+ENeeHm4cXWXE1ef6tssjOH9GvPNkt38sno/AAlp2fzf1LW0qBPADT00e0dVUCJwzTV2afW334YFC6BdO1uIOTHxtJttFh7AFR3qMXFBDLHJmaXYYaXKXpUO8BQslpWYkU2wX9FLpFcHgc4Ajy6VrpRSSpUeEblQRDaLyDYR+b/y7o+qBuLi7JLSnTrB2rXwySc22DNoEKlZuUxdsY/BbSMIqeF67Pvo+c3oFBXMI9+u4qmpa/jPqAUkZeQwcmh7vD00e0dVcN7e8Nhjdmn14cPtv/9mzWD8eHCcXq3REYOakZtnGPWvZvGoyq3KBni+WbKbTi/9zb7EDMCuonUqK2hVRfkpurpUulJKKVU6RMQd+AS4CGgFDBORVuXbK1Vl5eXBqFH2y+znn8NDD8HWrXDvveBhb+T9tHIfqVm53NCzQZHNeLq7MeG2bgxpX5cfV+7D01344rZutKlX+RcVUdVIrVo2uLN8uf0/cfvt0LMnLF16yk1F1fLjsg71+HbpHhK0Fo+qxKpkgCcjO4+npq4lJSuXWZviADtFK7CaB3gCffJr8GgGj1JKKVVKugHbjDE7jDHZwGTgsnLuk6qKVq6EXr1sMKdTJ1izBt57D2oeWwjEGMOkRbtoXTeQjpHBxTYX6OPJe9d0YNPLFzH94X70aFTrbL8Cpc6ODh1g7lz48kvYvRu6d4c774RDh06pmeH9GpGRk8fEBTFnp59KlYEqGeAZP//YMnfb4lLJzXOQkplLsF/1DvAEHJ2ipRk8SimlVCmpB+wp8Pe9zm3HEZG7RGSZiCyLj48vs86pKiA5GUaMgC5dICYGJk2Cf/6Bli1POHRpzBE2HUzhxh4NTmnlWKUqPRG44QbYvBkeecQup96ypf3/YkyJmmgaHsB5rcKZuDCG9Gy9Ia4qpyoZ4LmrbyMm3taNprX9OZCUcbSo8OkUWa5K/LzccXcTzeBRSimlSo+rb9EnfJswxow1xnQxxnQJCwsrg26pSs8YmDIFWrbEfPghv/QYwoXDxzKqXg8cRXxf/WzeDgJ9PLi0Q92y7atSFUVgIIwcaTPemjSBG2+ECy6AHTtKdPrwfo1JTM9h8pI9Jz9YqQqoSgZ4PN3d6NcsjIhgXw4kZZKYbudRVvcMHhHB39uDZM3gUUoppUrLXqDgUkX1gf3l1BdVVezdC4MHw9VXkxJciytuHMn/hj5CWFQd3vxzE49/v4bcvOOLyW6JTeGv9bHc0isaPy+Pcuq4UhVEmzYwbx58/DEsWmT//tZbkFP896DODWrSrWEIn87dQXbu6RVsVqo8nTTAIyLjRSRORNad5LiuIpInIleVXvfOTN0gH/YnZnLEGeCpWc1X0QII9PXQDB6llFKq9CwFmopIQxHxAq4FfinnPqnKyhgYNw5at4Z//yVn5DtceO1I0jt0Zuq9vfjitm48cl4zflixl6emrsVRIJXngxlb8fNy59beDcvxBShVgbi7w333wYYNNovnySeha9eTFmG+p19j9idl8stqjdWryqckGTwTgAuLO8C5gsSbwF+l0KdSEx7ow6HULOJTsgAN8IAtqKeraCmllFKlwxiTC9yPHQNtBL4zxqwv316pSmnnTjjvPLv8eefOsHYtX3a/gn1pOfz30jb4eXkgIjx4blMeOrcpU5bv5flf1pGT5+D75XuZtvYAd/dtTM0ilkZXqtqqXx9+/BGmToX4eOjRA554AjIzXR7ev3kYLeoEMHr29uOCqEpVBicN8Bhj5gAJJznsAeAHIK40OlVawgN9ANgamwpAiH7gEejjSZIGeJRSSqlSY4z53RjTzBjT2Bjzann3R1UyDgd89JGdQrJkCYwZA//8Q1ZUA0bN3k6PRiH0bHz8ClcjBjXl7r6NmLRoNx1f+pvHpqymZ6Na3NO/cTm9CKUqgSuusNk8t98Ob79tV6Nzkc0jItzTvzHb4lL5a/3BcuioUqfvjGvwiEg94Apg9Jl3p3TVDvAGYFNsCqA1eMAWmtYAj1JKKaVUBbB1K/TtCw8+CP36wfr1NoNHhL83xBKfksU9/ZuccJqI8NTFLfn8lq4MaR/BMxe3ZMJtXfHyqJLlNZUqPUFBMHYs/PmnXaGuZ0949lnIyjrusMHt6tIwtAYfzdyGKeEqXEpVBKXxKfA+8KQxJu9kB5b1EqH5GTybD6bg4WYLDFd3GuBRSimllDp7kjNzeP2PjQz5aB43fraYWZtdJLgbYzN1OnSwQZ2JE2HaNIg8Vq/726V7qBfsyzlNQou81oAWtXn9ynbc2bcR3h7uZ+PlKFU1XXABrFtnV9l69VVbm2flyqO73d2Ee/s3ZsOBZNf/h5WqoEojwNMFmCwiMcBVwP9E5HJXB5b1EqG1A20Gz7a4VGrW8ELE1Uqm1UuQnwZ4lFJKnTljDA9+s5K3/9pU3l1RqsI4lJrF5Z/MZ9ycHQT6ehBzOI1bP1/Ki7+sP5YFcPAgDBkCw4dD7972S+ZNN0GBceqehHTmbj3E0C71cXPT8atSZ0VwMHz+Ofz6q63N060b/Pe/kGsXpLm8Yz3qBfvy4T+axaMqjzNOaTHGHC3VLyITgN+MMT+dabuloVYNL0TsTZIQLbAM2AyerFwHmTl5+HjqnR6llFKnZ9WexKMrjNzep5HWuVPVXk6eg9smLGV/YgZf3dGDno1rkZWbxxt/bOLz+TF4ebjxdPZmuPNOSE2FDz+0K/y4nXi/dcryvYjA0C6RLq6klCpVgwfbTLoHHoAXX7TTt776Cs9Gjbinf2Oe/Wkd87cdpk/TorPplKooSrJM+jfAQqC5iOwVkdtFZLiIDD/73TszHu5uhPrbLJ66wT7l3JuKIdDX1iHSlbSUUkqdidV7El3+WanqatKiXazZm8TIoe2PFkX29nDn+cGtuL19KI3/7yFb5DUyEpYvt18mXQR38hyGKcv2cE7TMOoF+5b1y1CqegoJga++gsmTYeNGO31y0iSGdqlPeKA378/Yolk8qlIoySpaw4wxEcYYT2NMfWPMZ8aY0caYE4oqG2NuMcZ8f3a6enrCA/MDPPoBCTaDB9BpWkoppc7Iuv3JeLnbYcS2uNRy7o1S5etwahbv/r2Fc5qGcknbiOP2yZIlPPvsdVy17h/G9rmWfX/OglatimxrztZ4DiRlco1m7yhV9q65Blavhvbt4cYb8b75Jh7tHs6yXUf4e0NsefdOqZOq8qX26wbZwE50rRrl3JOKQQM8SimlCpswfyfDv1xORnYeh1Oz+N+/2zicmlXsOev3J9OjcS2CfD3ZlZBWRj1VqmIaOX0LGdl5vDCk1bGajw6HXYq5Tx/E4SD+t+l8MOBmHvtpIw5H0ZkAXy3aRai/F+e1Ci+j3iuljtOgAfz7L7z8Mnz7LUPvuJQhqTt4489N5OQ5yrt3ShWrygd4rukaSbCfJwNanP2izpWBBniUUkoVlJvn4MVfN/Dn+oP8vGofz/+ynrf+3MyLv24o8pys3Dy2xqbQum4gDWr5sTshowx7rFTFsm5fEpOX7ubmXtE0qR1gN8bHwyWXwBNPwOWXw8qV1Ln4XJ4f0oqFOw4zfv5Ol23tPZLOzE1xXNM1Upc8V6o8ubvb5dPnzUNE+HDUCIb8OI7vFsWUd8+UKlaV/+Q4t2U4K58779gHbjWXH+BJztQAj1JKKdh75FhwZtzcHfy17iAA09bsZ09CustzthxMJddhaF03kMgQP3YfPpbBk52rdzdV5eVwGLbFpRCbnFmi440xvPDLemrV8OKhQU3txlmz7PSOWbNg1Cj47ju7Wg9wdZdIBrUM562/NrP5YMoJ7X0+PwaAYd2iSuX1KKXOUI8esGoVXHcdD8//miY3XUXyzr3l3SulilTlAzyALo9ewNEMnnQN8CillIKdzuBMv2ZhbI9PI9dh+OqO7ogIExfEuDxn/f4kANrUDaJBiB97j2SQ5/xi3PbFvxg7Z3tZdV+pUrM1NoUL3p/DoHfn0P21f3jk21UcScsu9pyfV+1n+a4jPH5BcwI9BF54Ac49FwIDYfFiuxR6gXGoiPDGf9oS4O3BiG9XkZWbd3Tf/sQMvly0iys71ad+Tb+z9jqVUqcoMBD58kv2vvMx7Xevh04d7RQupSqgahHgUccE+ngAkJSRW849UUopVRHEHLIBnicvbEF0LT+u7lKf3k1CubhtBN8u3eMy43P9/mT8vT2ICvEjKsSPXIfhQFIG/26OJyvXwah/NcCjKpfY5ExuGr+EI+k5vH5lW+7u24hf1+znP6MXsD/R9RTEpIwcXvt9I+3qBzG0rgcMGgQvvQQ33QTLltksHhdC/b15/cq2bDyQzLvTtwA2E+iVaRvAwIj8TCClVIVS/5H7+OqDKcS7+WDOPRdee83W2lKqAvEo7w6osuXh7kYNL3etwaOUUgqAXYfT8ff2oGVEAP8+PuDo9rv7NuLX1fsZO3sHj13Q/Lhz1u9PolVEIG5uQlSIzTTYnZDOmr02s+dIeg6HU7Oo5e9ddi9EqdNkjOGxKatJyshhyvCetK4bBMDAFrW5Y+Iyrh27iG/u6nHCkuVv/LGRQ6lZfN08G7cunSE5GSZOtAGekzi/dR2GdYtkzJwdxKVkkZWbx+9rD/LEhc01e0epCuz6Oy/hygQPHpoykgueeQbmzoUvv4TQ0PLumlKAZvBUS0G+nhrgUUopBcDOQ2lEh/qdMJ25Tb0gzmsVzuSle8grsOJPnsOw8UAKreoGAhDpDPDsSUhn7b4kArztvaONB06sL6JURTRjYxxztx7isfObHw3uAHRvVIsv7+jOkfRsho1dxI741KP7vlmym28W72bsobk0ufZSCAiwU7JKENzJ9/Jlbbi7XyN+X3uAfzbG8ch5zbinX+NSfW1KqdLl4+nO27f15qEhjzF62OOYmTOhQwdYsOC444wxJKZna106VeY0g6caCvbz4kh68XPKlVJKVQ8xh9NoUy/I5b4h7evy94ZY1uxNpGNUTcAGhDJy8mjtDPBEBPng7ias25fMzkNp3N6nIZ/N28mGA0n0aap3NFXF5nAY3vpzE01q+3NjzwYn7O8QGcyXt3fnls+XMOSjedzSO5rkjFx+mrORb+eNpfvSGXDFFfD55xDk+v9RUTzc3XjqopY8el5z3MT+XSlV8bWuG8R713Tk/m9g40MteHvKK3j164fj/Q9YfMHV/LJmP3+tjyUhLRsfTzeu6lyfZy5uha+Xe3l3XVUD+klSDYUGeHMoNau8u6GUUqqc5eQ52Hskg4a1arjc36NRCADLYo4c3ZZfYDk/08HD3Y16wb78se4AYIs1RwT5sH5/8tnsulKlYuamOLbGpfLAwCZ4FhFg6RAZzO8PnkO3hiF8Mms7/c+B0QAAIABJREFUS/6Yz4wp/0e35TPhzTfhhx9OObhTkJeHmwZ3lKpkLmobwZgbOjPbvz5dLnudBY0743b/fey+8jr+WBbDOU1DeebillzeoR5fLd7NdZ8u0lWMVZnQDJ5qKNTfi22xmjqvlFLVXf7qV9GhrgM8tQN8iArxY/muI9zp3LZhfzJe7m40Dff/f/buO77K+vz/+OtzsnfIhrA3MhVQQVyodQ+cuLdSbf3VVhy1VWttq21R26+r7trWrbhFURAUFWWp7L0D2XvnfH5/3EkESYCQc859cvJ+Ph55GM59n/u+IiHJuXKN5vN6pcby+Zp8AEZ0T2JYdhI/NM7jEQlm/5q7juzkGE4Z3nWv53VLjuG5Kw+l5pVXibzmFkxMDMycCRMnBihSEQk2xx+UyazfHMOrC7bw0phHqHr7KS54/UnOjSoi7Ibp0L07AMcMyuAXLy7ille/41+XjtaGZ/Er/bqgE0qPjyK/vBZr7b5PFhGRkNW0QatPWutDXcf06sKCTUXN3zOWbS9lYFb8btUOI7snA9AjJYbk2EhGdk9ifX6F5r1JUFu4qYhvNxZxzZF9Wq3eaeb1wu9/T9TkCzBDh8KiRUruiAgpcZFMObof/3fJGI577V/w5puErVwJo0fD3LkAnDQsi9tPHszHy3fyv/mbXY5YQp0SPJ1QWnwUtQ1eSqu1Kl1EpDPb0Jjg6d1KixbA6N5dyC+vYUN+BV6v5YdtJQzrtns7yqkjupIQHc4V4/sAMKIx4fPdlmI/RS7Sfk9/vp6kmAjOH9Nj7yeWlcHZZ8N998FVV8GcOc2/mRcR2c2kSfDNN9ClCxx3HDzyCFjL1RP6ML5fKn+dsVKjMsSvlODphNISIgEo0BcXEZFObWNBBQnR4aTERbZ6zvh+zqDkeesKWJ9fTklVHYc0DlxuMqRrIot+fwJXT3ASPGN6dyEuMox/zV2nDSISlLYUVvLRsh1ceGhP4qL2MrFgwwYYPx7efRf+8Q94+mmIigpcoCLS8QwZ4mzVO+UU+OUv4eqrMXV13HvmMKrqGpj28Wq3I5QQpgRPJ5QW7/xgkl+uTVoiIp3ZhvwKeqfG7XUeQO/UWLKTY5i3Jr952PKY3l32OG/XFpfYyHB+f9pB9OgSS5hHswYk+Pz7y414jOHy8Xtuzmr22Wcwdixs3QozZsBNN4FmZ4jI/khKgunT4a67nC17xx9Pf081Fx/Wi1cXbGmuoBXxNSV4OqEfEzyq4BER6czW51XQN7319iwAYwxHDUxn7po83v8hh/SEKPq0MpR5V5MP7clfzh6uBI8EnfKael75dgunDO9K16SYlk96/HE44QRIT3faLU44IbBBikjH5/HAH/4AL73kfB057DBu6lpHVLiHaR+vcjs6CVFK8HRCSvCIiEhVbQPbiqvonx6/z3MvGNuDytoGPl+Tz8nDsvZ7A4g2hUgwem3BFspq6rmqsaVwN/X1cOONcMMN8LOfwddfw4ABgQ9SRELH5MnO7K6KClKOP5p7o7by3vc5LN2mbZPie0rwdEIpcZF4DOSXKcEjItJZrcsrB6Bfxr4TPKN6JHPF+N4M7ZbIlKP7+Ts0Eb+pqW/gqbnrGdOrC6N6JO9+sKwMzjgDHnsMbrkF3nnHabMQEWmvww5zqnj69OGcu65nyvcf8PePVrodlYSgvUyVk1AV5jGkxEWSpxk8IiKdVlOCp/9+JHgA7jljqD/DEQmIl+ZvZntJNX87b+TuB7ZuhVNPhWXL4F//guuucydAEQldPXvCF19gLrmE299+jP/mbOCbI57l0EFZbkcmIUQVPJ1UWnyUWrRERDqxdbnleAz0So11OxSRA1ZaXce0j1dxzb8XMO3jVeTtpTq5oLyGf85ay+F9UxjfL/XHA4sXO79d37AB3n9fyR0R8Z/4eHjzTepumcolSz4kfNKZeEtK3Y5KQogSPJ2UEjwiIp3burwKeqXGERUe5nYoIgeksKKWsx6dx6Oz17KpoIJHZ6/lqL/O5t9fbsTrtbuda63lrreXUVbtrCpung/13ntw5JEQFgbz5sGJJ7rwkYhIp+LxEPG3v7Lgd39jxMoFlB42HrZvdzsqCRFK8HRSKXGRFFaoRUtEpLNauaN0v9uzRILRve8uY2thFf+75nBm/vpoPvn10RzaJ4W731nGRU9/zZbCSgC8Xsuf3l/B+z/k8KvjBzIwM8G5wCOPwJlnwqBBzjDl4cNd/GhEpLM5+A+/4d5r7ydywzq848Y5LaIi7aQZPJ1USlwkhZrBIyLSKVXU1LM+v4IzR2W7HYrIAflyXT5vLdnOTccNYFxju1Xf9Hiev3Isry3Yyr3vLeeYv3/G2N5dyC+vZW1uOVeM780Nx/QDrxduvRWmTYPTT3dWGMfFufwRiUhnE+YxnHLbVZxXE8nL79xHwhFHwFtvwTHHuB2adGCq4Omk0uIjKaupp6a+we1QREQkwFbklGItDMtOdDsUkQPy2Ox1ZCVGOwmbXRhjOH9sDz6++SiuPbIvlbUNZCRE8fAFo7j79IMwdXVw2WVOcucXv4Dp05XcERHXHN43lVFnTuTkCx6gKj3TaRN9+WW3w5IOTBU8nVRKXBTg9K93TYpxORoREQmkJVuKARjWTSugpeNZm1vOF2vzmXriIKIjWp4h1S05httPHrz7g2VlcO658PHH8Oc/w+23Q9MsHhERl9xxyhA+W5XHuZf8jbc/+TvhF14ImzfD1Kn6GiVtpgqeTiolLhKAArVpiYh0OnNW59EvPY6MxGi3QxFpsxfnbyYyzMMFY3vs/5Nyc+HYY+HTT+HZZ+GOO/TCSUSCQnxUOP+88GDW1EZw9UX30XDe+XDbbfCb3zgtpSJtoARPJ5Ua7yR4NGhZRKTzKKqo5b73lvPF2nxOGpbldjgibWat5aNlOzhqYBpp8VH796T16+GII2D5cme+xZVX+jdIEZE2Gt2rC385ezhzNpVx5Qm/oubGX8JDD8EVV0BdndvhSQeiFq1OqqmCRwkeEZHO44/vL+fNRdsY3y+Va4/s63Y4Im22emc524qr+MXE/vv3hMWL4eSTnRdIn34K48b5N0ARkQN0zujuNHgtd0z/gRN7nsVzv4qnz8N/gcJCePVViI11O0TpAFTB00mlNrVoKcEjItIp1NZ7+WjpDiaP7cGL1x5Ocmyk2yF1GMaYvxljVhpjvjfGTDfGJDc+3tsYU2WMWdL49oTbsYa6T1bsBGDi4Ix9nzx7Nhx9NERGwhdfKLkjIkHv/LE9ePm6w/FiODbqCP7vvN9gP/iA2uNPgOJit8OTDkAJnk4qMTqCMI+hoLzG7VBERCQA1uWVU1HbwPj+aW6H0hHNBIZZa0cAq4E7djm2zlo7qvFtijvhdR6zVuYyPDuJzH3Nj3r/fadyp0cP+PJLGDIkMAGKiLTT2N4pzPz1Udx31jBmHnUWvzj9Vpj/DRuHjeXld76hpFItW9I6JXg6KY/HkBIXqRYtEZFOYvXOMgAGZSa4HEnHY6392Fpb3/jHr4HubsbTWRVW1LJoc9G+q3deeQXOOguGDYM5c6C7/rpEpGOJCg/jksN78c4vJnDzU7/jg788RWbeNsZdfiaTb/svT81dT4PXuh2mBCEleDqx1LhItWiJiHQSq3eWEe4x9EmLczuUju4q4MNd/tzHGLPYGDPHGHNka08yxlxnjFlgjFmQl5fn/yhD0OyVuVgLxw3ZS4LnmWfgwguddqxZsyBNFWsi0rH1z4jnrFuvIGbubLKp4aX/TOXVf8/g4qe/VjWP7EEJnk5MFTwiIp3HpoJKuneJITJc3/pbYoz5xBiztIW3M3c5506gHvhf40M5QE9r7cHAr4EXjTGJLV3fWvuktXaMtXZMenq6vz+ckDRrZS4ZCVEM65bU8gkPPwzXXAMnnggzZkBii38VIiId02GHET7vC5JiI3nvzd9TNX8hZz8+j23FVW5HJkFEP+V1YsmxEZRUKesrItIZ7CipJitpH3NLOjFr7fHW2mEtvL0NYIy5HDgNuNhaaxufU2OtLWh8fyGwDhjo1scQymrrvcxdncfEwRl4PGb3g9bCvffCzTfDOefA229r24yIhKaDDsLMnUtUYjxvvP47Mld8x6XPzKdIv7SXRkrwdGJJMZEUq6xPRKRT2FFaTda+BtNKi4wxJwG3AWdYayt3eTzdGBPW+H5fYACw3p0oQ9u3Gwspq6nfc/6OtTB1Ktx9N1xxBbz8srM1S0QkVPXvD3PnEp6Wyn9evpOs777h6n9/S3Vdg9uRSRBQgqcTcyp4amn8RaSIiIQor9eSW1pDVlKM26F0VI8ACcDMn6xDPwr43hjzHfA6MMVaW+hWkKHs0xW5RIZ7mDBgl5k6Xi/8/OcwbRr88pfO/J3wcPeCFBEJlF69YO5cwnr04D+v3U3M3M+4/8OVbkclQUDfBTuxpJgI6hoslbUNxEXpU0FEJFQVVtZS2+AlKzHK7VA6JGtt/1YefwN4I8DhdDrWWj5duZPx/VKJjWz8ecXrheuuc5I6t98Of/4zGLP3C4mIhJLsbJgzh7ATTuDfb97LdfW1fNzv5/xsaJbbkYmLVMHTiSXHRABQrDk8IiIhbUdJNYBm8EiHtC6vgk0FlRzX1J7V0ABXX+0kd+66S8kdEem8MjJg9mw8I0bw5PQ/MfPeR7VEp5PbZ4LHGPOsMSbXGLO0leNnGmO+byxZXmCMmeD7MMUfkmOdBI/W64mIhLadpU6CJ1MzeKQDmrVyJwATh2Q6yZ2rroLnn4d77oE//EHJHRHp3FJS8Hz6CbWjx3D/a3/mg98+6HZE4qL9qeB5HjhpL8c/BUZaa0cBVwFP+yAuCYCkGGcIYXGVsrwiIqFsR2OCp6tm8EgH9OmKXAZnJZCdEOkMUn7hBWdr1t13ux2aiEhwSEoidtYnbBs2mgv/705W/fMptyMSl+wzwWOtnQu0OjDQWltuf5zSGwdoYm8HoQoeEZHOYUdJNR4DafHaLiQdS0llHQs2FXH8wBS49FL473/hT3+C3//e7dBERIJLfDwZc2byQ6+h9L/553hffsXtiMQFPpnBY4yZZIxZCbyPU8UjHUCSZvCIiHQKO0qqSU+IIjxMo/ekY/lkxU6or+fqJ+6Cl16Cv/wFfvtbt8MSEQlK0V2S2PbiGyzsNgguuRhef93tkCTAfPKTnrV2urV2MHAW8MfWzjPGXNc4p2dBXl6eL24t7dBUwVOsCh4RkZC2o7SaLM3fkQ7o4yVbefLDaXR5dzr89a/OxiwREWnVyYf158H/9xA/dB+MnTwZ3tCyx87Ep7/Ka2zn6meMSWvl+JPW2jHW2jHp6em+vLUcgJiIMCLDPJrBIyIS4nJKqjV/RzqcsopqTn/wdo5bOhf+/neYOtXtkEREgp7HY/jV2aO5aNLd7Bg8EiZPhunT3Q5LAqTdCR5jTH9jnPUFxphDgEigoL3XFf8zxpAUG0GpWrREREKWtZac4iqtSJeOxeul4MLLOG35HLbcdjf85jduRyQi0mEc3jeVcaN6M+n0O6kfPQbOPx/eftvtsCQA9mdN+kvAV8AgY8xWY8zVxpgpxpgpjaecAyw1xiwBHgUu2GXosgS55JgItWiJiISwspp6Kmob6JasBI90ENbCjTfS+93XeO6EK+j+F23LEhFpq6knDmYnUfxj6j9hzBg47zx45x23wxI/C9/XCdbaC/dx/AHgAZ9FJAGVHKsEj4hIKMsp1op06UCshZtvhiee4LHDzyX8zjtpLBQXEZE2GJSVwFmjsnlycQ6XvvoWGeee4SR53n0XfvYzt8MTP9E6jU4uKSZCW7RERELY9pIqAFXwSPCz1tmQ9Y9/MOeUi3l44pWcO6an21GJiHRYNx8/kAav5R8LcmHGDDjoIDjrLPj8c7dDEz/ZZwWPhLakmEiWby91OwwREfGTHSVOBU+WKnjEJdZaZq3M5b3vc9hSWElsVDhjenXhvDHdd68s++Mf4f77Kbz0Kq7oNonrJvQhJS7SvcBFRDq4nqmxXHhoT176ZjPXHtmX3h99BEcfDaeeCrNmOa1bElJUwdPJJceqgkdEJJTlFFfhMZCZEOV2KNIJ5ZZVc9FT87n63wv4bFUukeEe8spqeOiT1Rz5wGx+O/0HckqqnBXod99N/WWXc8Xoy0mKjeSGo/u7Hb6ISIf3y4n9iQjz8ODM1ZCRATNnQmoqnHgiLF3qdnjiY6rg6eSSYyKorG2gtt5LZLjyfSIioWZ7STUZCdGEh+lrvATWlsJKJj/5NYUVtdx31jAmj+3R/Hm4pbCSJ+eu5+VvNxP9xOPc9fHjrDv+dG4+5AqW7ijjiUtGkxQb4fJHICLS8WUkRnPlEb157LN1TDm6Hwd17w6ffgpHHgnHH++0aw0Y4HaY4iP6aa+TS2784alEVTwiIiFpR0m1VqRLwJVU1nHFc99QXlPPq9eP45LDe+2WZOyREssfzxrG1z1yuOvjx/lk0DhOHHU1eZUNPHHJaH42NMvF6EVEQsv1R/UjMTqcB2asxFoLffvCJ59AQwMcdxxs2uR2iOIjSvB0cokxTQmeWpcjERERf9heUqUByxJQ1lp++9YPbCqo5MlLRzO8e1LLJ777Lqm/uB4mTuTYRZ/y5e9PZN5tE5XcERHxsaTYCG46bgBzVufx0bKdzoNDhsDHH0NpqVPJk5PjbpDiE0rwdHLJsc7wQq1KFxEJPdZacoqrtSJdAur9H3J4//scbj5hIIf1TW35pLlz4fzz4ZBD4K23CIuNISMxGo9HK9FFRPzhivG9GZyVwL3vLqOipt558OCD4cMPneTOCSdAYaG7QUq7KcHTySU3VvAowSMiEnpKq+qpqmugq1q0JEAqa+u5770VDMtO5Pqj+rZ80qJFcPrp0KcPfPABJCQENkgRkU4oPMzDnyYNY3tJNf/8dM2PB8aNg3fegbVr4bTToKLCvSCl3ZTg6eSaZvBok5aISOjZXlIFoAoeCZinP9/AjtJq7jptaMuDvVevhpNOguRkpzUgLS3wQYqIdFKje6UweWwPnv5iA99vLf7xwMSJ8OKLMH8+nHce1Om1YUelBE8nlxzT1KKlGTwiIqEmpynBoxk8EgDVdQ08N28Dxw/J4NA+KXuesGWL0wIAzpre7t0DG6CIiHDHyUPISIji5leWUF3X8OOBs8+Gxx93Wrauugq8XveClAOmBE8nlxAdjjFQqgoeEZGQk1NSDaAWLQmI6Yu3UVRZx9UTWmjNys+Hn/0Miovho49g4MDABygiIiTFRvD380ayLq+C+z9cufvB666DP/4R/vtfmDoVrHUnSDlg4W4HIO7yeAyJ0RFq0RIRCUE5xdWEeQwZCUrwiH9Za3n2iw0c1DWRw/v+pHqnvBxOPhk2bnSSOwcf7EqMIiLiOKJ/Glce0Zvn5m3k+CGZTBiwS7vsnXdCbi48+CBkZsKtt7oXqLSZKniE5NgIDVkWEQlBO0urSY+PIkybicTPPl+Tz5rccq6a0Adjdvl8q6tz5jksWgSvvgpHHeVekCIi0uy2kwbTPyOeW177jpJdXwsaAw8/DJMnw223wXPPuRektJkSPEJyTARFmsEjIhJy8strSEuIdDsM6QSenbeBtPgoTh/Z9ccHrXXK/WfMgCeecDZniYhIUIiOCOOh80eRX17D3e8s3f2gxwP//rfTWnvttc6WLekQlOAREmMiKK2udzsMERHxsYKKWlLjotwOQ0Lc2txyPluVx6WH9yIqPOzHA3fdBc8/D3ff7bxAEBGRoDK8exK/nDiAt5ZsZ8bSnN0PRkbCG2/AIYfABRfAF1+4E6S0iRI8QlJMhIYsi4iEoPyyGtLileAR/3pu3gYiwz1cfHjPHx984gm47z64+monwSMiIkHphmP7MTw7iTunLyW/vGb3g/Hx8MEH0KsXnHEGrFzZ8kUkaCjBIyTGRFCiBI+ISEix1pJfUUtavFq0xH+KK2t5Y9FWzhrV7cdk4ttvw403wimnOIkeoxlQIiLBKiLMw7TzR1JWXc/vpi/F/nRzVlqaszo9IsIZmL9zpzuByn5RgkeaK3j2+McsIiIdVllNPbX1XlXwiF+9+M1mquu8XDWhj/PAV1/BhRfC6NHOUOVwLWwVEQl2AzMT+M3PBjJj2Q7e+z5nzxP69IH333e2a512GlRUBD5I2S9K8AhJMRHUey2VtQ1uhyIiIj6SX+aUWWvIsvhLXYOXF77cxBH9UxmclQirVjmDlLOz4b33IC7O7RBFRGQ/XXNkX4ZnJ/HH95ZTVt1Cd8eYMfDKK85WxMmToV4zXIOREjxCYnQEgNq0RERCSEGFsx1RQ5bFXz74IYcdpdVcdUQf2LEDTjrJ2bwyYwZkZLgdnoiItEGYx/DHs4aRV17DQzPXtHzSaafBo486Sfxf/tLZlihBRQkeISnGSfCUtpSpFRGRDqm5gkctWuIH1lqe/WIDfdLiOLZHvDN8MzfXKeHv18/t8ERE5ACM6pHMRYf25PkvN7Bse0nLJ02ZArfd5sxY++tfAxug7JMSPNKc4CmpVIJHRCRU5DdW8GjIsvjDos1FfLe1hCvH9cRz+WWwYAG89BKMHet2aCIi0g63njiY5NhI7ntvResn/fnPTpvW7bfDiy8GLjjZJyV45McEj1q0RERCRn5ZDcZASpwSPO1ljLnHGLPNGLOk8e2UXY7dYYxZa4xZZYw50c04A+mJOetJjo1g8puPwZtvwoMPOlU8IiLSoSXFRvCLY/vz1foC5q3Nb/kkjweefx6OPhquvBLmzAlojNI6JXiExBhnw0VptQZliYiEivzyGrrERhIepm/1PvKQtXZU49sHAMaYg4DJwFDgJOAxY0yYm0EGwpqdZcxcvpO/F84n8sFpcMMN8P/+n9thiYiIj1x8eE+6JUXz149Wtb5pOSoKpk932nLPOgtWrgxskNIi/dQnquAREQlBBeW1pKp6x9/OBF621tZYazcAa4FDXY7J756Ys57jNi/huEf+ACefDP/4BxjjdlgiIuIjUeFh/Or4gXy3pZjZq3JbP7FLF/jgA4iIcAYwFxQELkhpkRI8QoK2aImIhJz88hoNWPatXxhjvjfGPGuM6dL4WDawZZdztjY+FrI2FVSwfOY8Hn37fszQoc7K3PBwt8MSEREfO/uQbLolRfPMFxv2fmLv3vDWW7B1K5x9NtTWBiQ+aZkSPEKYx5AQFU6pEjwiIiGjoKKWtAQlePaXMeYTY8zSFt7OBB4H+gGjgBxgWtPTWrhUi7XsxpjrjDELjDEL8vLy/PIxBMK/Xv2SZ179AxGJ8c6a3IQEt0MSERE/CA/zcNn43sxbW8CKnNK9nzx+PDz7LMyd62zZ0vp01yjBIwAkxkQowSMiEkLyy2rUotUG1trjrbXDWnh721q701rbYK31Ak/xYxvWVqDHLpfpDmxv5fpPWmvHWGvHpKen+/eD8ZOla3I4/483kl5TRth770GPHvt+koiIdFiTx/YgJiKM5+bto4oH4KKL4K674Lnn4G9/839w0iIleARw5vCoRUtEJDRU1zVQVlNPuip4fMIY03WXP04Clja+/w4w2RgTZYzpAwwAvgl0fAHh9VI5+WJG7FhL/X/+A6NHux2RiIj4WXJsJGcfks1bS7ZTUrkfrxXvuQcuuMBZnz59ut/jkz0pwSOAk+AprVaCR0QkFBRUOP3vquDxmb8aY34wxnwPHAvcDGCtXQa8CiwHZgA3Wmsb3AvTfzbddCuHLprNghvuIOa8c9wOR0REAmTy2J7U1nv5YGnOvk82xqngGTsWLrkEFi3yf4CyGyV4BHBWpauCR0QkNOSX1QBoyLKPWGsvtdYOt9aOsNaeYa3N2eXYn6y1/ay1g6y1H7oZp794X3mVXo9O4/3RJzLyoT+4HY6IiATQsOxE+qXHMX3xtv17QkwMvP02pKbC6afDtv18nviEEjwCqEVLRCSUFFQ0JnjUoiXttWgR3isuZ0H2EBoefYyoCG3MEhHpTIwxTDo4m282FLKlsHL/npSV5QziLy2FM86Aigr/BinNlOARoLFFq6re7TBERMQH8svUoiU+sGMH9swzKYhKZNqUv3Da2D5uRyQiIi44c1Q2AO981+IegZaNGAEvvQSLF8NVV2mzVoAowSMAJEZHUFXXQG291+1QRESknfLK1aIl7VRdDZMmUZ9fwJWTfseU88fj8bS0FV5EREJdj5RYxvTqwrttSfAAnHYa3H8/vPqq81/xOyV4BICk2AgADVoWEQkBBeW1xEWGERMZ5nYo0hFZC9dfD19/zW2n/4aUIw7lqAFpbkclIiIuOnFoFit3lO1/m1aTqVPhwgvhzjudti3xKyV4BHBatADN4RERCQH55TWavyMHbto0eOEFZl7wc97pP457zjgIY1S9IyLSmZ1wUCYAM5fvbNsTjYGnn4aDD4aLLoIVK/wQnTRRgkcASFSCR0QkZOSV1ZCu9iw5EO+/D7feSuEpZ3Jd71O4akIf+mckuB2ViIi4rHdaHAMy4tue4AGIjYW33nI2bJ15JhQX+z5AAfYjwWOMedYYk2uMWdrK8YuNMd83vn1pjBnp+zDF3xKjleAREQkVuWXVZCQqwSNttHIlXHgh9SNGcu5h19EjJY6bjhvgdlQiIhIkTjgok282FlJcWdv2J/foAW+8ARs3Oi1bDQ0+j0/2r4LneeCkvRzfABxtrR0B/BF40gdxSYA1tWiVVWuTlohIR/D2km1c9fy3LN1Wssex3LIaMhKiXYhKOqzSUjjrLLxR0Vx11p1sqYFHLjqY+CitRRcREccJB2XS4LXMXpV7YBeYMAEefRRmzIA77vBtcALsR4LHWjsXKNzL8S+ttUWNf/wa6O6j2CSAEqOdH+BKVcEjIhL0Kmrquf2NH5i1Mpcrnvt2t+rLqtoGyqrrSdcMHtkHay0zl+/k7unfs2TimTSsWctlJ93Ctw3xPHXZGEZ0T3Y7RBERCSIjuyeTFh/FpysOMMEDcO21cMMN8Le/wf+5Q1cIAAAgAElEQVT+57vgBPD9DJ6rgQ9bO2iMuc4Ys8AYsyAvL8/Ht5b2aJrBoy1aIiLBb+GmIqrqGrjtpMEUVtTw2Oy1zcdyy6oByFCCR/bC67VMff17rn1hAWn/nMaohZ/x3KQbGXD+qbx/0wSOGZThdogiIhJkPB7DsYPSmbs6j/oG74Ff6OGH4aij4JprYMEC3wUovkvwGGOOxUnw3NbaOdbaJ621Y6y1Y9LT0311a/GBqHAPkWEeSqvUoiUiEuwWby7GGLh0XC9OHdGNF+dvprzG+fqdW1YDQEaiWrSkdc99uZHXF27lwfht/GLOf+Dii7nmtYe5+/Sh9E2Pdzs8EREJUhMHZ1BaXc/CTUX7Prk1ERHw+uuQmQmTJoGKP3zGJwkeY8wI4GngTGttgS+uKYFljCExJlwVPCIiHcDmwkqyEqOJjwrnqiN6U1ZTz2sLtgCws1QVPLJ3hRW1PDRzNZO71DDp77diRo6EJ590VtmKiIjsxYQBaUSEGWatbEebFkB6Orz5JuTnw+TJUK9CA19od4LHGNMTeBO41Fq7uv0hiVsSoyM0g0dEpAPYWlRJdnIMAAf37MIhPZN5/suNeL2WTQWVAPRMiXUzRAliL87fhLesjD88/3tMWBhMn+6ssBUREdmHhOgIDu2T0v4ED8Ahh8Djj8OsWfC737X/erJfa9JfAr4CBhljthpjrjbGTDHGTGk85S4gFXjMGLPEGKMmug4qISaCUm3REulwGryWpz9fz5uLtrodigTItuIquneJaf7zVRP6sKmgklkrc9mQX0FGQhRx2n4kLfB6La9+u4Vn5j5B1OqV8PLL0Lu322GJiEgHcuygDNbklrOlsLL9F7viCpgyBR54wKnokXbZ509/1toL93H8GuAan0UkrkmMDlcFj0gH9Kf3V/DsvA0AxESEcfLwri5HJP5U3+Alp6Sa7l1+rLg4aWgW3ZKieeaLDVTXN9AnLc7FCCWYzd9QyEkz/su4hZ86P0yfcILbIYmISAczcXAG972/gtmrcrlsXO/2X/Dhh2HxYrj8cjjoIBg8uP3X7KR8vUVLOrDEmAjN4BHpQBq8lr986CR3LhvXi8FZCTwwY2X7thpI0CuqrKPBa8lI/HHGTniYhyuP6MNX6wtYvLmYg3t2cTFCCWYr//MGt835N/XnnAtTp7odjoiIdEB90+PpnRrbvnXpu4qKcoYux8Q4Q5fLynxz3U5ICR5p5szgUYuWSEdx/4cr+Nec9Vx0WE/uOX0ov/nZIDYWVPLmom1uhyZ+VFxZC0BybORuj186rhfdu8RgDJw0LMuN0CTYbdrE2X+byo5uvQl//jkNVRYRkQM2cXAmX60voLLWR68fu3d32oZXr4YrrwRrfXPdTkYJHmmmLVoiHUduWTXPfLGByWN78OdJw/F4DMcPyWBE9yQe/WwtVt8UQ1ZRpfN1OuUnCZ7oiDDeuvEI3rlxAqN6JLsRmgSzmhpqzzkXU1/Pl397CuK1Cl1ERA7cxMEZ1NZ7+XKtD5doT5wI998Pb7wB06b57rqdiBI80iwxOoLaei/VdQ1uhyIi+/DR0h14rTNct4kxhsvH9WZTQSWLNhe7GJ34U1FzBU/EHsfS4qMY3j0p0CFJR3DLLUQuXMDUU37F8GPHuB2NiIh0cIf2SSEuMoxZq3zUptXkllvgnHPgtttg9mzfXrsTUIJHmiXGOC8WyrRJSyTovfd9Dv0z4hmYmbDb48cPyQTgq3X5boQlAVBU4SR4usRF7uNMkUYvvwyPPMLsUy5h4ehjGPSTrxsiIiJtFRnuYcKANGavzPVt5bgx8NxzMHAgXHABbNniu2t3AkrwSLPEaGepmtq0RIJbblk132ws5NQWtmUlxUYwMDOeBZuKXIhMAqGpRatLCxU8IntYsQKuuQY7fjx3HHYx4/ulYTR7R0REfOC4wZnklFSzIsfHQ5ETEmD6dKiqgvPOg9pa314/hCnBI82aKni0Kl0kuM1YugNr4dQRLa9DH9I1kTU7ywMclQRKcWUtkeEeYiLC3A5Fgl1FBZx7LsTGsuHRZ9lR2cAR/VPdjkpERELEMYPTAZjt6zYtcFalP/sszJ8Pt9/u++uHKCV4pFlidGOCRy1aIkHtnSXbGZSZsEd7VpO+afFsK66iqlbztEJRUWUtXWIjVIUhe2ctXH+9U8Hz0kvMqXBa+sb3S3M5MBERCRUZCdEMz05i1ko/JHjAqd658UZ46CGnokf2SQkeadbcoqUKHpGgtbmgkgWbijhjVLdWz+mbHgfAxoKKQIUlAVRUWUeXWM3fkX148kn43//g3nvhuOOYt7aAXqmx9EiJdTsyEREJIccOzmDx5iIKK/zURjVtGowe7axOX7/eP/cIIUrwSLPmFi3N4BEJWk9/sZ6IMMPZh2S3ek6ftMYET74SPKGouLK2xQ1aIs0WLoSbboKTT4bf/pb6Bi/z1xeoekdERHzuuMEZeC3MWe2nKp6oKHjtNef988+Hmhr/3CdEKMEjzZpbtKrUoiUSjBZuKuJ/8zdz7ugedE2KafW8bsnOsZyS6kCFJgGkCh7Zq6IiZ+5OZib85z/g8fD9thLKauo1f0dERHxueHYS6QlRzFi6w3836dPH2ay1cKGzRl1apQSPNIuO8BARZlTBIxKEqmobuPmVJXRLjuaOUwbv9dwusRFEhnvYWaoETyhyKniU4JEWeL1w2WWwbZvz285UJ6Hz5dp8AMb1VYJHRER8y+MxnDaiK7NX5VHiz1EfkybBzTfDI4/Aq6/67z4dnBI80swYQ2J0hGbwiAShl7/dzObCSv56zsjmarvWGGPISoxWBU8IstZSXFmnFi1p2YYN8PXX8OCDcNhhzQ/PW1vAQV0TSY2PcjE4EREJVWeM7EZtvZePlvmxigfg/vud72/XXANr1vj3Xh2UEjyym8SYCG3REglCH/yQw5CuiYzrt3+/gc9KimaHKnhCTmVtA/VeS3KMEjzSgn79YPlyZ+NIo6raBhZuKlJ7loiI+M2oHsn0TInl3e+2+/dGkZFO9U5EhDOPp6rKv/frgJTgkd0kRoergkckyDS9QDtucMZ+P6drUjQ7VMETcoobvz4nKcEjrUlPB2Oa/7hgUyG1DV7G99eAZRER8Q9jDGeM7Ma8tfnklvn558+ePeGFF2DJEvjVr/x7rw5ICR7ZjVPBowSPSDBZtbMMr4Vh2Un7/ZysRKeCx1rrx8gk0Eoqna/PatGS/fXF2nwiwgyH9k5xOxQREQlhZ4zqhtfCB9/n+P9mp54Kt94KTz4JL77o//t1IErwyG40g0ck+KzIKQXgoK6J+/2crKRoauu9FFXq33MoKa6qBZxkvMj+mLMqjzG9UoiLCnc7FBERCWEDMxMYnJXA9CV+btNqct99cMQRcP31sHZtYO7ZASjBI7tJjAnXDB6RILMip5S4yDC6d2l9NfpPZSVGA6hNK8Q0JeCTY7RFS/ZtZ2k1K3eUcfSgdLdDERGRTuCcQ7rz3ZZi1uws8//NIiKc6p2ICLjwQqit9f89OwAleGQ3quARCT4rckoZ3DURj8fs++RGmUlOgker0kNLcWNFVpJatALKGPOKMWZJ49tGY8ySxsd7G2Oqdjn2hNux7mrO6jwAjh6oBI+IiPjfpEOyCfcYXvl2S2Bu2LMnPPMMLFgAd94ZmHsGOSV4ZDeJMRHU1HupqW9wOxQRwVmLvTKnjCFdE9r0vOYKHiV4QkpJcwWPEjyBZK29wFo7ylo7CngDeHOXw+uajllrp7gUYos+XbGTzMQoBme17euHiIjIgUiLj+L4IZm8uXgbtfXewNx00iT4+c/h73+HGTMCc88gpgSP7CYx2unRL1OblkhQ2FpURVlNPUPaMH8HID0hCmPUohVqiqvqCPcYYiPD3A6lUzLGGOB84CW3Y9mXkqo6Zq/M45ThXTFm/6v/RERE2uOCsT0orKjlkxU7A3fTadNg2DC4/HLYsSNw9w1CSvDIbpoGd6pNSyQ4LNteAsDQbvu/QQsgIsxDWnyUEjwhpqSqjuTYCL1gd8+RwE5r7ZpdHutjjFlsjJljjDmytScaY64zxiwwxizIy8vze6AzluZQ2+DlrFHZfr+XiIhIk6MGppOVGB24Ni2AmBh4+WUoK4PLLgNvgKqHgpASPLKbxOjGBI8qeESCwvLtpYR5zAG1WDStSpfQUVJZpw1afmKM+cQYs7SFtzN3Oe1Cdq/eyQF6WmsPBn4NvGiMabHczlr7pLV2jLV2THq6/2fivLFwG33S4hjRvW3JYRERkfYI8xjOG9OduWvy2F5cFbgbDx0KDz8MM2c67VqdlBI8spuExhYtVfCIBJ7Xa/d4bP6GQgZlJhAd0faWnMzEaA1ZDpA3Fm7l8me/YfaqXL/ep6SqTvN3/MRae7y1dlgLb28DGGPCgbOBV3Z5To21tqDx/YXAOmCgG/HvasHGQr7ZWMjFh/VUtZeIiATceaN7YC28vnBrYG987bVwzjnOwOX58wN77yChBI/sprlFq1oJHpFAenvJNobe/RE3vrioOdGztaiShZuKDnjFcVZSlCp4AmBLYSW3v/k9c1bnceVz3/Lo7LV+u1dRZS1JSvC45XhgpbW2+adVY0y6MSas8f2+wABgvUvxAVBWXcfv3lpKZmIUFx7a081QRESkk+qZGsv4fqm8umBLi7/A9Btj4KmnoFs3Z3V6SUng7h0klOCR3TS3aFWpRUskUPLKarhz+lLCPIb3v8/hP19vYt7afM58ZB5hHsPksT0O6Lpdk2Iorqyjuk5b8fzpw6U51DVYPv3N0Zwxsht/+2gV732/3S/32llaTVZStF+uLfs0mT2HKx8FfG+M+Q54HZhirS0MeGSNthRWcvyDc1iTW84D54wgLircrVBERKSTu2BsD7YWVTFvXX5gb9ylC7z0Emze7GzXsgFMMAUBJXhkN4kxjS1aquARCZjXFm6hvKaet24cz9ED07n7nWVc+sx8UuMjeecXE+iVGndA181sXJWuNi3/+mRFLoOzEuiXHs+D54/koK6JPPjxap//xqq6roH88lq6JcX49Lqyf6y1V1hrn/jJY29Ya4daa0daaw+x1r7rVnwA2ckxTBycwavXH84xgzLcDEVERDq5k4ZlkRoXyQtfbQr8zcePh3vucRI9zz8f+Pu7SAke2U1MRBjhHqMZPCIB9OaibRzaO4X+GQk8cM4IDu2TwknDsnjt+vEMOoDhyk2yGhM8Odqk5TfFlbUs3FTE8UMyAQgP83DNkX1Yn1/Bws1FPr1X099jt2QleKRlHo/hL2ePYHSvFLdDERGRTi4qPIwLxvbg0xU72RbIYctN7rgDjjkGbroJ1q0L/P1dogSP7MYYQ2JMBCVK8IgExM7SatbmlvOzoU6CICspmlevH8djF48mKbZ9s1aykqKa7yH+8dmqPBq8luOG/FgtcdyQTDwGvljj25Lkpk0UXZPVoiUiIiLB7+LDewHwv69dqOIJC4MXXnD+e8klUN85RpAowSN7SImLpLCi1u0wRDqF+RuccR2H9Un1+bWbKj22FFb6/Nri+Hj5DtITohjZPbn5saSYCIZnJ/HV+gKf3qspwZOtCh4RERHpALKTYzhuSCYvf7vFnZmQPXrAE0/A11/Dn/8c+Pu7QAke2UNafCT55TVuhyHSKSzbXkJkmIchXQ+8Fas1sZHhZCVGsyFfCR5fK6uuY/rirXy8bCenj+iGx7P7Kurh3ZNYkVOK9eFgv+3FTiWWhiyLiIhIR3HZuF4UVtTywQ857gQwebJTwXPvvU6iJ8QpwSN7SI2PIr9cFTwigbB2Zzl90+MID/PPl+M+aXFsyC/3y7U7q++2FHPE/bO4+ZXvyEiIYsrRffc4Z1BmAmXV9T5dU7+9uIr0hCiiwsN8dk0RERERfzqiXxp90+LcGbbc5JFHoHt3J9FTHto/FyvBI3tIj49SBY9IgKzJLadfRrzfrt8nPY4N+RV+u35n0+C13PzqEhKiI3j5usOZPfUYMhL3rKgZmOlUZK3cUeaze28vqdKAZREREelQPB7DpeN6sWRLMQs3FboTRFIS/Oc/sH493HyzOzEEiBI8soe0+EjKquvd6ZMU6USq6xrYUlTJAD8mePqmxVFUWUdxparyfGHO6lzW51VwxymDObxvaqvVNL3TnNX2W304/2hbcRXd1J4lIiIiHcwFY3vQJTaCR2e7uM3qyCPh9tvh6adh+nT34vAzJXhkD6nxzuadAg1aFvGrrUWVWOu0UflL07VVxeMbHy3dSUJ0OCcOzdrreenxUUSGedjqo7Wg1lpyiqtVwSMiIiIdTmxkOFcd0YdZK3NZtr3EvUDuuQdGj4Zrr4Ucl2YC+ZkSPLKHtKYEj9q0RPxqW+PQXH++aG9K8KzPU4Knvbxey6crd3L0wHQi9jEzyeMxdE2Obh6M3F7FlXVU1TUowSMiIiId0mXjehMfFc5jblbxREbCf/8LlZVw5ZXgw2UYwUIJHtlDWnwkgObwiPhZTmN1hz9ftPdIiSXMY9hYoARPey3ZWkx+eS0nHJS5X+d3S4phW5FvWrS2Na9IV4uWiIiIdDxJsRFcOq4XHyzNYV2ei4OOBw+GadPgo4+c4cshZp8JHmPMs8aYXGPM0laODzbGfGWMqTHG3OL7ECXQmip48svUoiXiT9uLq/AYyEyI8ts9IsI8dO8SoxYtH/h0xU7CPIZjBmbs1/nZXWKaEzPttT0AyUARERERf7p6Qh+iwj08Omutu4FMmQKnngpTp8KyZe7G4mP7U8HzPHDSXo4XAjcBf/dFQOK+pgRPnip4RPxqe0k1mYnRfluR3qR3apwqeHxg1so8RvfqQlJsxH6d3y05htyyGuobvO2+txI8IiIi0tGlxUdxyWG9eGvJNja6+ctHY+CZZ5ztWpdeCnV17sXiY/t8VWGtnYuTxGnteK619lsgdP6vdHIxkWHERYZRUB76FTyl1XUs317qdhjSSW0vrqJrALYi9UmLY2N+JTYE+4wDJaekihU5pUwcvH/VOwDpCVFYC4U+GFifU1JNZLiH1LjIdl9LRERExC3XHd2XiDAPj8x2uYonMxP+9S9YvBjuu8/dWHwooDN4jDHXGWMWGGMW5OXlBfLW0kap8VEhPYOnwWuprK3nvMe/4pR/fs6nK3a6HdJefbWugM9W5bodhvjY9uKqgFRk9E6NpbymnvxOkLT1l/e+czYtHD9k/+bvAKQ3zjPLLWv/19JtjclAY0y7ryUiIiLiloyEaC46rCfTF29jc4FvZhUesLPOgssugz/9Cb791t1YfCSgCR5r7ZPW2jHW2jHp6emBvLW0UVp8ZEgmeLxey82vLGHg7z7kyAdms2pnGQAvfbPZ5chat6Wwkguf+pornvuWJVuK3Q5HfMRay/aSwKy97q1V6QfEWssny3fy/vc5PDtvA6N7daF/Rvx+Pz+9cbaSL76W5pbWkJmoAcsiIiLS8U05uh9hHsOjblfxAPzjH9C1K1x+OVT5Znaim7RFS1qUGh8Vki1a7/2Qw/TF2zh2UAZ90+N46IKRXHRYT75eX+iTORn+8Mku1UUvzt/kYiTiS4UVtdTWewPWogVoDk8bPfPFBq55YQE3vriIHaXV/OaEgW16fvM8Mx9U8OSV15Dhx2HcIiIiIoGSmRjNhWN78MairWwpdLmKJzkZnn0WVqyA3/3O3Vh8QAkeaVFKbCRFlaGV4Kmt9/L3j1YxpGsiT146mtemjGfSwd0Z27sL5TX1QVvdMG9tPr1TYzljZDdmrczVHJUQ0dQulZHg/wRP16QYjPlxUK/sm9dreerz9RzaJ4XXpozjg5uOZHz/tDZdo3kjoQ+S5bml1c0VQSIiIiId3ZRj+uExhsfnrHM7FDjhBLjhBnjoIZg71+1o2mV/1qS/BHwFDDLGbDXGXG2MmWKMmdJ4PMsYsxX4NfC7xnMS/Ru2+FtyXATFlXUhlUx4cf4mNhdWcutJg/B4fpxjMSjT+XRdsaPMrdD26odtJYzulcKE/mnkl9eyJrfc7ZDEBwoa23ZS4/0/NDcy3EN6fJQSPG2wckcZO0trOH9MD8b2TmFI17Z/W4uLCic2MqzdFTwVNfVU1DYEJBkoIiIiEghdk2I4+5Bs3ly0lZLKINjX9MAD0LcvXHEFlAXn68L9sT9btC601na11kZYa7tba5+x1j5hrX2i8fiOxscTrbXJje9rLVEHlxIbSW2Dl4raBrdD8YkdJdVMm7ma8f1SOWbg7vOf+mXEEe4xrNoRfJ+2JVV17CytYWBmPOP7pwLOwGXp+PIbNyulBSDBA9A1OYackuqA3CsUfL7GWQQwoY1VOz+VntD+gfVNCSJV8IiIiEgouXRcL6rrvLy+aKvboUB8PDz/PGzcCFOnuh3NAVOLlrSoS6zzorPIB+t9g8F97y+nrsHLnycN32MLTVR4GH3T41iZE3yZ2rW5TkwDMuPp3iWW9IQovtuqQcuhoLmCJy4wL9qzk6PZpgqe/fbF2nwGZsaT1c4ZSWnxUe2u4GnawqUZPCIiIhJKhnZL4uCeyfzv603B0TkyYQLccouzPn3GDLejOSBK8EiLkmMjAEJiDs/Woko++CGHy8f3bt4m9FP9M+JZH4QzeNbsdNqxBmQkADCsWyLLtgVfpZG0XUF5LWEeQ1JMREDu1zUphu3FVcHxzTPIVdc1MH9DIRP6t3/boy82EqqCR0RERELVJYf1Yn1+BV8GS5fCvffC0KFw9dVQVOR2NG2mBI+0KCWusYInGPoh2+m/Xzsr0C8b17vVc/qmxbO5sJLa+uDapLWxoJKIMNO8Snt4dhJrcsuoCpHWuc4sv7yGlLjI3eZB+VO35Biq67wUh8C/aX/7dmMhtfVejhzYvvYscJIyee1M8OSWOa11quARERGRUHPqiK4kRofz+sIgaNMCiI6Gf/8bcnPhl790O5o2U4JHWpTc2KJV3IEreHLLqlmfV86L8zdx0rAsshuTJC3plxFHg9eyuTC4qni2F1fRNSmGsMYkwNDsJLwWVgbhvCBpm/zyWlLjAjN/B5wWLUBtWvvh8zX5RIZ5OKxPSruvlR4fTXFlXbuSx3llNYR7THPrrIiIiEioiI4I45ThXflo2Q4qa+vdDscxerSzMv1//4M33nA7mjZRgkda1KWxRauwg87gWb69lCMfmM3EaXMoq6nn+qP67fX8vmnxAKzLC64Ez7biqt0SU/0zgjNOabuCipqAttx0TXI+jzRoed8+X5PP6F5diI0Mb/e1mv6O29OmlVtWQ1p8VMCqvUREREQC6cxR2VTWNvDJily3Q/nRb38LhxwCP/855Oe7Hc1+U4JHWtQ0F6SkqmO2c/zfrDVEhnv49QkDefqyMYzskbzX8/umO7N51gdZ4mRbURXZXX5M8PRMiSXcY9iQr1XpHV1BgCt4mtr8tCp97/LKaliRU8qEAe1vz4If26raM2g5ryywyUARERGRQDqsTwpZidG8vXib26H8KCICnnsOiovh//0/t6PZb0rwSIvCwzzERoZRVh0kZXJtUFJVx6crcjl3dHduOm4Axw3J3OdzEqIjSE+IYl1e8CROauu97Cyrbn5hDhAR5qFnSmzQJaKk7QrKa0iND9yL9tS4SCLCDNtLlODZm283FgIwvl+qT67XlJjJVYJHREREpEUej+GMUd2YszovuLY4jxgBd94JL74I77zjdjT7RQkeaVV8VDjlHTDBM3P5TmobvJw5KrtNz+ubFsf6IErw7Cytxlro/pPZQX3T49gQhBu/ZP9V1TZQUdtAanzgKng8HkNGQjS5pe0b+BvqFm8uIjLcw9BuST65XkaiDyp4yms0YFlERERC2hkju1Hvtbz/Q47boezujjucRM+UKR1iq5YSPNKqhOhwymo6XovWnNV5pCdEMbJ7216g9QuyVelbi5xKi11btAD6pDkJHq9X6647qoIK58V+WlxgX7RnJUWzQzN49mrR5mKGZycRGe6bb4+pcU0VPAf2/73BaykoVwWPiIiIhLah3RLpnxHPO0u2ux3K7iIjnVat3Fy4+Wa3o9knJXikVQnRER2uRavBa/liTR5HDkjDmLYNJO2bFkdxZV3QDJZu2nbU7ScVPD1SYqmp95JfoUqMjqqg3PkcC2QFD0BWYjQ7S5XgaU19g5cftpUwah8zu9oiMtxDSlzkAVfwFFbU4rUowSMiIiIhzRjDGSO78c3GwuCbGXnIIXD77c769A8/dDuavVKCR1qVEB3e4RI8a3PLKaqs44h+bR+Q2i/d2VAVLG1a2xoreLomRe/2eNNWrabj0vE0VfAEcgYPQGZiNDtKq7FW1V8t2VxYSW29l8FZCT69bkZC1AHP4GlKDKUH+HNFREREJNDOGNkNgPe+D7IqHoDf/x6GDoVrr4WSErejaZUSPNIqJ8HTsVq0lm5z/rGNaGN7Fvy4SStYBi1vL64iLT6K6Iiw3R5vatnaFmyZbdlv+U0VPAHcogWQlRRFZW0DZTUdK3EbKGtznX/7/TPifXrd9ISoA67gyWtcr64KHhEREQl1vdPiGNE9iXe/C7I5PABRUU6rVk4O3HKL29G0SgkeaVVCVATlHeyF4LLtpURHeOib3vYXaN27xBIZ5gmaDVXbS6rITo7e43FV8HR8+Y0v2tNcqOAB2Kk5PC1a25jc7RdMCZ4yJXhERESk8zhjZDd+2FYSnEtlxo51kjtPPw0zZ7odTYuU4JFWdcQWreU5JQzOSiTM07b5OwBhHkPvtFjWBUmCZ2dpdfML8l0lREeQGB0e0AqeJ+eu44k56wJ2v1BXUF5LXGQYMZFh+z7Zh7IaP592aA5Pi9bmlpOZGEVidIRPr9uU4DmQ1rimBE+gk4EiIiIibjhtRDeMIfiGLTf5wx9g0CC45hooK3M7mj0owSOtio8Op7K2gfoGr9uh7LdNBZXNrVYHom9aPOvzg6NFa0dJywkecAYvB6qCZ+m2Ev78wUru/3Al328tDsg9Q11BeU3A59CJf/UAACAASURBVO+As0UL0CatVqzLLfd5exZARkI0tQ1eiivb3vKaV1ZDXGQYcVHhPo9LdmeMOc8Ys8wY4zXGjPnJsTuMMWuNMauMMSfu8vhoY8wPjcf+ado63V9ERER2k5UUzdjeKbzz3bbgnBsZHQ3PPgtbtsBtt7kdzR6U4JFWJTT+FruipsHlSPZPTX0DO0qr6dEl9oCv0Tc9js0FldS5nNSqqm2gtLq++QX5T3XvEhOwCp7P1+Q3v//SN5sDcs9QV1BRG/ANWrBLi1YQVPB4vcH3DXtjQSW9Uw88QdyaHo1zszYXVrb5ubll1WrPCpylwNnA3F0fNMYcBEwGhgInAY8ZY5rK7x4HrgMGNL6dFLBoRUREQtQZI7uxLq+CFTnBVyEDwPjx8KtfweOPw2efuR3NbpTgkVYlRDu/MS7tIIOWtxdXY62zRvxA9UuPp95rD+iFmC81vQBvrYInOzlwCZ7Fm4vokxbH2Qdn8953OVTXdYyEXzDLL68lNS7wL9qjI8JIjo1wvUXrpW82M+SuGTw6e62rceyqoqaekqq65iHmvtQ7zUkabSxoe/vn9uIquiX7PibZk7V2hbV2VQuHzgRettbWWGs3AGuBQ40xXYFEa+1X1vkV4wvAWQEMWUREJCSdMrwr4R7DO98FaZsWwH33Qb9+TqtWVfDMRlWCR1qV0NgS0FHm8GxpTMr0aMcLtKb2LrcHLTe9AM9qLcHTJYayaucFqb+tyytnYGY854zuTllNPR8v3+n3e4a6gvIa0lyo4AHnc2pHyYEN/G2Pkso6pn28ikufmc8db/5ATb2X/5u1hsra4Pj6klPifGPO9kMypWdj0nlTQdsTx1uLqvwSk7RJNrBllz9vbXwsu/H9nz7eImPMdcaYBcaYBXl5eX4JVEREJBSkxEUyYUAa7363PTjbtABiY+Gpp2DdOrjnHrejaaYEj7SqqUWro6xK31LUmOBpRwVP0/at9S6vSm+q4MlKarnKo3tjG9rWIv9WGtU1eNlUUEm/9P/P3n2Ht3ne5+K/H2wQiwPgAimKpEjtLcuWHXnEQ3bixCP7pHaapnWcxm1OR06S0+bqSNOcnjY5v5Okv6Ruk7ZpmuEmXolXHG/HQ9YWtUlK4ibBARIgif2cPwDQtMQBEO+LFyDvz3XxioX5kBAV4uZ32LGnqQLeUit++hbbtHKRSEiMatSiBSSrwoYC+a/geeDHh/DtF9rhC4Rx754G/OtvX4FQNIFXZ7UAaqnXn/yaqFEtYzHqUeOyZF3BE4rGMRQIz3y/U+6EEL8WQrTN8XHHQneb4zK5wOVzklI+KKXcJaXc5fF4sj06ERHRinLHtlr0+qex//yo1keZ3w03AJ/6FPD1rwOHDml9GgAMeGgB6RatYlmVPjQRhhBAZQ7zKlxWI9x2EzoKJOCpnKeCJ10R0K1yK1n36BRiCYlmjx06ncDHdtfjN+0jmn99itlEKIpYQmrSogUAVU5z3ocsnxkI4JVzw/jCrevw9H+/Fn99xyZcvaYCJr0OB7vG8nqW+fSlWh7VaodqdNvQPpTd901/6nVSo21spZJS3iSl3DTHx2ML3K0HQP2sP9cB6EtdXjfH5URERJSjfRur4TAb8NMD3YvfWEt///eAx5Ns1Ypp/76ZAQ/Ny15kAc9wMIyyEhMM+tz+Wjd57Nq3aI2HUWLSz7TJXSpdpaT2rKD016Ex1br24V3J9zhPtw2o+rzL2XAw2R6lVQVPtdOC4WA4r9vx3ugcAZAcmJdmNuixvtaJo92FsZmtzz8NnQCqVBpovLnOhVP9EwjHMp9hla7Qq2PAo7XHAXxUCGEWQjQiOUx5v5SyH0BACHFVanvWvQAWCoqIiIgoQyUmA96/rRZPHu/Py1iKJSsrA779beDwYeAb39D6NAx4aH7pCp5imcEzHAyjwpb7m+Zmjw3nh7UNeAYnQqh2WjDfxl2X1QiX1ah6wJMe5JzeTFbptGBtlWPmDTtlzxeIAAA8GqxJB4AqlwUJCfiC+ZvD09Y7jgqbCTWXbIXbVufC8Z5xxAtgo1avfxrVTkvOAfF8tteXIhqXWW2D6BlTby4QXU4IcZcQogfAHgBPCCGeAQAp5QkADwE4CeBpAJ+VUqaTus8A+BckBy93AHgq7wcnIiJapj56xSqEoonCHrYMAB/4AHDXXcBf/AXQru0SEQY8NC+HOT2DpzgCnpFgBG4F3jSvKrdhZDKiaeXSwERo3g1aaavKS9A1qu7E9r7xaZgMuncEZzsaSnG8d7xwB54VuHQFj1uj1dfpwd35bNNq65vAJq/rssByo9eFyUhc8611gPrbqrbVlwEADl7MvCXt/PAkTAYdt2jliZTyESllnZTSLKWsklLum3XdV6WUzVLKtVLKp2ZdfiDV4tUspXxA8h9GIiIixWzyOrGhxlkcM0C//W3AbAbuuw/Q8McBBjw0L4tRB4NOIBgu4JK4WYaDYUXeNKfn23QtYeONUgYnQqhyLvy51Jdb0aPyG+M+fwi1Lgt0urffmK+tcsA/FYUvkP9NTMvBTMCjVQVPKuAZzNOq9FA0jnODAWzyOi+7bm2VA0ByRo/W+vwhVYOUapcFTW4bftOe+VDp9qEgmtw26HVzV/IRERERLWdCCHx0dz3aeifQ1juu9XEWVlubnMfzwgvA97+v2TEY8NC8hBCwWwxFVcGjRItWQ0V6vo02bVpSSgxNhFHlWriCp768BD1j06q2t8xV1dBanXxTfroA3pQXo+FgGHqdQKnVqMnzV7vyW8FzZiCAWEJiU63rsutaqpJb684Navt3KZGQGBhXN+ABgGvWuPFG5wgisczmH50bCqC50q7qmYiIiIgK2R1bvTAbdPjpWwU+bBlIbtS67jrgT/4E6O/X5AgMeGhBDosBwSIIeELROALhGDwKVPDka4DxfEYnI4jEEzOtNPNpKLchEk+gf1y9Nq0+/zRqXO9807uuOlmJUQhVF8VoOJAMInUaVWWUl5hg1AsMTOSnAqutL/nblk3eywOeEpMBq8pLcEbjgGd4MoxIPAFv6cLfc7m6Zo0bU5E4jmQwWDoUjaNnbBotDHiIiIhoBXOVGPGezTV49EgvpiOZL6vQhE4HPPgg0NwMDGdeta3oETR5VioadrMRE0UQ8IxMJgfXKlHB47IaUVpixEWNWrQGU2+8Fwt4Gt3JzVZqbfyKxhMYnAhd9qa33GaC227GWY3flBer4WAYFRq1ZwGATifgsZtnWsXU1tY7DpfVOO8mqNYqh+Z/l/r8yWqmS8NMpe1proBOAK+e8y162w5fEFICaxjwEBER0Qr3kSvqEQjF8ORxbapistLaChw4AGzerMnTM+ChBTnMhqKYwTMcUHauSXKAsVYBT/LNZuUiAU9zZTLg6fAFVTtHQmLOtpXWKjvODanzvMvdcDAMt0Yr0tPKbCaMpUJRtbX1TmDzHAOW09ZW29Hpm8y4bUkNvaltVWq3aLmsRmypK8UrGczhaU99fzHgISIiopXuysZyrK4owc8P9Wh9lMzM83NvPjDgoQU5imQGT7oaoUKhN85aBjwDqYCnepEZPB67GQ6zQbUKnv7UjJa53vS2VNrRPhTkJq0lGA5GNFuRnlZuM81UvakpEkvgzEAAG+cYsJzWUulALCFxcUSbmVcA0D2W/F6vL1d/W9XeFjeOdvsxEVo4OD89EIBBJ2Yq9YiIiIhWKiEE7tzuxeudI6qOp1gOGPDQguwWg6brwjM1Eky+WVWygqd3bBqxeP6rCgbGQxACqFxknpAQAk0eGzqH1amk6fOnqxouD5paqhwIhmPoy+Oq7eVASgmfQtveclFuM2FsSv2Ap2t0EpF4AutSg7nnsio11Dwdsmihe3QKpSVGOCzqD77e2+JBQgIvnlm4TetE3wRaqhwwG/Sqn4mIiIio0N213QspgUcP92l9lILGgIcWVCwVPD6FV083VJQglpAzVSz5NBQIpwbhLv7t2eyxo2NIncqH9JalqjlaxVpT6621np1SbALhGCKxhPYtWiUmjOahgmemzcizQMCTHmqu0cwrAOgZm0Z9WUlenmtXQxlqXRY8erh33ttIKXGybxwba+evfCIiIiJaSRoqbNjZUIZHDvewi2ABDHhoQXazsSi2aI0EI7CZ9LCalPltt5abtHyBcMbbwJo8NgxMhDCpQpWVLxCG1aiH3Wy47Lr0Zh+t11sXm/48DfNdTIXNhEAopvrcm45U+2CTZ/42owqbCSUmPbpGtSu37R6bmncItNJ0umSJ8UtnffAF5h50PRQIYzgYYcBDRERENMtd2704OxjEib4JrY9SsBjw0IIcFgMi8QRC0cJeSTescNtLQ0XyDakmAU8wm4AnGbScH1a+iid9jrmG45bNbNLioOVs9PqTf5+8eQoT5lOW2jbnV7lNq30oiFqXBbY5QsI0IQTqy0o0a9FKJGSygqc8PxU8AHDndi/iCTnvJogTqdXyG2svXy1PREREtFLdvqUGJr0OjyxQCb3SMeChBTksyTdmhT6HZ2QyrMiK9LRqpwVGvdBkVfpwIIxKx8IDltOaUwGPGpu0Fqsk2uR14mi3X/Hn1YovEMad//gbfPA7r2EooE5rXm+qgser8ramxZSnvlfUHrTc4QuiOYMtUPXlJejWaKi5LxhGJJZAfR5Dt9YqB9ZVO/DYkbl/ODnc5YdeJ7CBFTxEREREM0pLTLh+rQe/ONqHRIJtWnNhwEMLSgc8hT6HZzgQUWz+DgDodcmqgnxv9pFSZtWi1VBRAiHeboVR0lAgvOC2pytWl+PcUDAvs1zy4fu/OY8j3X4c7vbjD398eEn/p3F2MIA//ukRvNk5Muf1ff5pGPWiILZoAVB1VbqUEh1DwZkQciGrUgGPFv3U6WCpLo8VPEDyN1CHuvwYnLg8THyjcwSbvK452yOJiIiIVrL3bqnBUCCMQ11jWh+lIDHgoQXZzcmtMoU+h0fpFi0AWO22qdL6tJDx6Sgi8UTGAY/FqEddmRWdKlXwVDrnP8fuxnIAwP7zo4o/d76FonH8ZH8X9m2swlfv3IQ3Okfx0IHurB5jfDqK3/7+fjx8uBd//NBRxOcIiLpGplBbaoVOd3nbWz6lA55RFVu0BiZCmIzEM6zgsWIyEtckLJxZkZ6nIctp+zZWAwCePTn4jssnwzEc6fbjqqbyvJ6HiIiIqBi8e10lTAYdnjw+oPVRChIDHlrQTAVPOKrxSeYXT0iMTkXgVrBFCwCa3DZcGJnMa/lfeuhqpgEPkGzT6lS4gicci2N8OrpgpcmWOhdKTHq8cm7hdc/F4JfH+jE2FcUn9qzGR66ox5WN5fjbJ09l1ar1zefOYWAihN++ejV6/dNo6x2/7Dan+icWXBmeLzMBj4qBytsbtBYPeOpS4UrPWP4HLXenhjvna8hy2ppKOxrdNvwqFfBIKdE/Po3HjvQhGpe4aX1VXs9DREREVAwcFiOubXHj6bZ+btOaw6IBjxDi+0KIISFE2zzXCyHEN4UQ7UKIY0KIHcofk7SSbhEo5Bat0ckIpITiFTyNHhtC0QT652ihUMtMwJNFC0+T247O4aCiQdRwMPnGf6GgyWzQ49oWD359arCoe2CllPj31y5gTaUde5orIITA1+7ejFAsgb994lRGj+GfiuCHb1zE3Tvq8MC71wAAXm0fnrn+7GAAF4YncX5kEutrtJ+rUmpNVuapGfB0pAKe5sr5N2il1ZcnwxUtBi13j06h0mGGxajMBr5MCSFwy4YqvN4xjKGJEO753n7s+drz+J+PHMfGWid2NZTl9TxERERExeK2TTXoGw/haM/lv1Bd6TKp4Pk3ALcucP1tAFpSH/cB+E7ux6JCMTNkuYADnpHJZChSYVM24GlyJysP1Gh/mo8vmPxcFmqNulRzpfJBVKaVRLdsrMLgRBjH5qhWKRaHusZwvHccn9jTMLMxrMljxyevWY3Hj/ZlNIfp16eGEI4lcM9VDXDbzWj22HDgQrJ17em2ftzyf17G9f/wIqQE9ra4Vf18MmHQ6+CyGlWdwdPuC8JpMWQUVmpawTM2ldcNWrPdsrEK0bjEdX//Il7rGMZnb2jGF25dh+994oo5t9cREREREXDT+ioY9QJPzbORdCVbNOCRUr4MYKEhG3cA+IFMegNAqRCiRqkDkrYcluRv+gOhwm3RGg4k36S67Qq3aHmSlQf5nMMzNJF9i5YaQVSmAc+N66pgMerwk/1dij13Pkkp8X+ePYeyEiPu3lH3jus+dU0jDDodvvlcO7753Dn89K35P8dnTgygxmXBlrrkWutdDeU4eHEMiYTEd17qRKXDjPdursE9VzVgx6rCqMyosJlU3aLVMTSJ5kp7RkGF3WxAWYlRk01aPWPTeW/PStuxqgx3b/dCCOAfPrQVn9+3Dp+5vhnVrsy26BERERGtRK4SI65uduNJtmldRokVHV4As6eR9qQuuyxOE0Lch2SVD1atWqXAU5Pa0i1ahbwmPV3Bo3SLVqXDDJtJr/h8m4X4gmGYDTo4stie05wKojqGgtjb4lHmHBkGPK5UMPKzgz34o5tbUeUsrjem336+Ha+2D+Ov3r8Rtku+5pVOC+7e4cVP3nr7n7dKhwU3rKt8x+2mIjG8fNaHj15RPxNm7Fpdhp8e6MZzp4dwtNuPL922Dp++rln9TygLZTYTxlQcstzuC+L61sz/PtaVlaA7zxU8sXgC/eOhvA9YThNC4Bsf2YavS8mKHSIiIqIsvGdzNb7w8+M40TeBTV6X1scpGEoMWZ7rp9I5YzQp5YNSyl1Syl0ejzJvREldJoMOZoOuoGfwpMMIt8ItWkIINHns6MxjBU96RXo2b/Y8DjPsZoOilUbpr2kmbW+fvrYJkMD/fvqMYs+fD//0Uge+/uxZ3LGtFvfuaZjzNl+4dR3+8MYW/PBTV2JNpR1ffqwN05H4O27z8lkfwrHEzFYkANi1OrkB6S8eS44uu31rrUqfxdKV20wYCaoT8IxPR+ELhDPaoJVWX25FT55n8PSPhxBPyJkZQFphuENERESUnZs3VEOvE3iqjW1asykR8PQAqJ/15zoAfQo8LhWI0hKjqr/pz9XIZARGvYDTqkRB2js1um35ncGTCniyIYRInlPJgCcYQlmJESbD4v9ENFTY8DvvasTPD/XgcNeYYmdQ038d6MbXnjqN27fU4Osf2jrvG+wymwl/fHMr3tXixlfu2ISesWn8w6/eGWQ9eXwAZSXGmbXxALC6ogQVNhP6xkO4qqkc3lJtA4S5uO1mDKdmPimtw5f5Bq20urIS9IxN53Vgd7olTKsKHiIiIiJamnKbCVc1leOp4wNs05pFiYDncQD3prZpXQVgXErJGG0ZKbeZMTpZyDN4wqiwZVf1kqkmjw29/mmEovHFb6wAXyCMyiW0mjW6bYpW8AxNZBc0PfDuNah0mHH/Dw/id//9AJ5uG1DsLEqbjsTxN0+cwu7Gcvx/H9kGgz6zfwb3NFfg3j0N+N6r5/Ho4V4AwEQoimdPDuK2zTXveBwhBD58RT30OoFPX1tYrVlpHrsJo5MRxFUIVN7eoJVFBU+ZFZFYQrXQaS7prV1aDVkmIiIioqW7bVMNOocncXYwf7+QL3SZrEn/MYDXAawVQvQIIT4lhLhfCHF/6iZPAugE0A7gnwH8vmqnJU2U24wYnczfm65sDQfDcDuUHbCc1ui2QUrg4kh+WkeGAqGsK3iA5DmVDKJ8wewCHrvZgH+6ZydsZgPe6BzBH/30iKoruHPx7KlBjE9H8d9vask43En78u0bsHt1Of7skeO4ODKJrz15GtPROP7b7stniv2PfWtx8M9vumxmT6GosJuRkFClOq/dF4RJr0N9FsOL05u08rkqvXt0GnqdQA2HGhMREREVnX0bqyEE8CS3ac3IZIvWx6SUNVJKo5SyTkr5PSnld6WU301dL6WUn5VSNkspN0spD6h/bMqnZAVPYb5ZB5ItWu4MVjEvRbMnf6vSI7EExqai8Nizf7PZ5EkGUUptIfIFwhmtt55t+6oyPP8n1+Mn912F6Wgcz50aVOQsSnv0cC9qXBZc1ViR9X2Neh2+8ZFkS9d1f/8ifry/C/dd2zTnYDchBEpL1AkelZD+nlGjYqZjaBKr3SVZBWjpOTj5XJXeMzaFaqcl66CPiIiIiLTncZixe3U5A55Z+FMtLUrtdcq5SrdoqWG1O7mhKh+DltPbwJZawQMAHQps/JJSwhcILzk021jrhMdhxqvtwzmfRWkjwTBeOuvDHdu80OmW1tJXV1aCf753F+7e7sW3PrYdX7ptncKnzA+3PRk+DQeU/97u8AWxJov2LADwlqYqePK4Kr3Xr92KdCIiIiLK3e1banBuKIjTAxNaH6UgMOChRZXbTAiEYojEElof5TJSSgwHI0sKRTJhNxtQ5TQrOt9mPunNVUuZwdPssUMngJN94zmfIxCOIRxLoNK5tK+pEALb6kvR1pv7WZT26JE+xBMSd+/w5vQ4e5or8I2PbMP7ttYW7QYkt0OdCp5wLI6u0amZ6rdMWU16VDrMOD+cx4BnbLogB2ATERERUWZu21wDvU7gF0e55wlgwEMZKLclf9PvL8BNWhPTMUTiiZlqBDV4S63ozUPbSDrgWUpYZTMbsL7GiYMKbLF6O2ha+lySTbUudA5PYjIcy/k8SoknJH68vwtb61xorXJofRzNqdWidXFkCvGEzLqCBwDWVjtwZjA/v32JxRMYmAjBywoeIiIioqLltptxdXMFfnG0n9u0wICHMlCRCngKsU3LFwwBWFookqmaUiv6x9UPeIZyCHgAYGdDGY50+RGL51ZplUvQlLbJ64SUwKn+wimV/NnBbrQPBfG7e5u0PkpBcFoMMOl18Ckc8Mxs0MqyggcA1lY5cG4wqMpmr0sNTISQkGAFDxEREVGRe//WWnSNTuFoT+F1EOQbAx5aVLqCpxAHLftS80PUDHhqXRb0j4dUT4TTwUrFEquRrlnjxmQkjtc6RhQ5Ry5f03U1TgDAmcFATmdRylQkhq//6ix2rCrF7VtqtD5OQRBCoMJuUnwGT3sq4Gny2LK+79pqB8KxBC6MqN8Sma7KYwUPERERUXG7ZWM1THodHj/CNi0GPLSodOCgxradXKWrD7Ld+JSNGpcV4dSGKzX5AmGUlhhhNuiXdP/rWj1wmA14LMd/2GYCnhy+prUuC2wmPc4Nqr99LBOvnhvGUCCMP7q5tWhn5qih0mnB4ERI0cfs8AXhLbWixGTI+r7r08HggPrBYK8/GfDUsoKHiIiIqKi5rEZct9aDXx7ry0sleCFjwEOLSm+oGgkWXgXPsALVJoupLU3Oounzq9um5QuElzRgOc1i1GPfpmr86sQAQtH40s8RDMOoF3BZjUt+DCEE1lQ5Zqo5tLb//ChMBh2uWF2u9VEKSl2pdSboUEq7L4jmJczfAYA1lXYYdALH8zCgO/39zBYtIiIiouL3/q21GAqE8daFUa2PoikGPLQol9UIg07MrPEuJEqEEYupcSXfAPaPK1vpcClfMJxzUHX7lhoEwjG8fNa39HOkVqQvdY14WkulHeeGCqNF660Lo9hWVwqLcWnVUcuVtywZ8CQU+k2HlBIXhqfQ5M6+PQtIhpQba504dDH3YeGL6fVPw2038e8EERER0TJw4/pKWI16PL7Ct2kx4KFF6XQC5TZTQVbwpMMINdtualzJCp4BlQctDwVCObeaXbPGDbvZgJdyDHiUqIhqqbRjcCKM8Wl1W9sWEwzH0NY3gd2NrN65lLfUikgsgWGFwtvx6SiC4Rjqcphrs7OhHEd7/IjmOCx8MT1j02zPIiIiIlomSkwG3LyhCk8d71f958hCxoCHMuK2mwtyBs9wMDyz7lktbrsZRr1An4oVPFJKRYIVo16HHQ1lOZUmDgXCisw0aqlKtum0a1zFc+jiGOIJyYBnDun2pPTA4Vz1pB6nrqxkyY+xs6EMoWgCJ/vU3cDW559mexa9gxDiQ0KIE0KIhBBi16zLbxZCHBRCHE/977tnXfeiEOKMEOJI6qNSm9MTERHR+7bWYmwqilfbh7U+imYY8FBGKuwmDBdoBY+a83eAZAVTldOCfhVn8ATDMYSiCUU+lysaynB2MIhAaGmVM33+adSk5g7loqXSAQCaD1p+68Io9DqBHQ1lmp6jEKU3SCk1h6dnbAoAcqrg2bU6+Tqp2T8tpUQvAx66XBuAuwG8fMnlwwDeJ6XcDOATAP7jkus/LqXclvoYysM5iYiIaA7XtrrhtBjwixXcpsWAhzJSqBU8gxO5DSbOVK3LqmoFT3pzVaUj92BlQ21yE9HZJawoD4ZjGJ+Owlu69AqMNG+pFVajHmc1DnjePD+KjbVO2M3Zb3Va7tJBTPeoshU89TlU8FQ5LWjy2FT9zcvoZAShaIIr0ukdpJSnpJRn5rj8sJQy/ZPiCQAWIYT6/8dDREREWTEb9Lh1UzV+dWIwp6UzxYwBD2XEbS+8GTzhWBzDwfDMEGQ11ZRa0K/iDB6fgtvAWquSlTNnBrIPVtKtOkq88dXpBNZoPGg5HIvjSLcfu7k9a04OixFuuxmdPmVCuJ6xaTjMBjituYVp17Z48GbnKMIxdf6PmSvSKQcfAHBYSjn7Nx7/mmrP+rJQcyAcERERLep9W2sRDMfw4pmlzyQtZgx4KCMVdjOmo3FMhmNaH2XG4Hjy52sl2okWU+OyYmA8pNi2oUsNpQIeJeYJ1ZVZYTPpcWYg+xkmvf7cW2xma6m0a7oq/XCXH5FYgvN3FtDssaFzeFKRx+r1JwcX5/oed2+LG9PROA6qtE1rJshkwLPiCCF+LYRom+PjjgzuuxHA3wH49KyLP55q3dqb+rhngfvfJ4Q4IIQ44POtzB86iYiI1LanqQIVNhN+cWxltmkx4KGMpIOHQqriSVfUpLdcqam21IJoXCq2behSb7do5R7wCCHQWu3A6YHsK2cuDCcDnlxabGZrqXKgfzyEDQK1jAAAIABJREFUiSXOA8rVq+eGodcJXNVcocnzF4Mmj12xCp7hoDIzsa5sqoBBJ/DKOXXatNIVPEoFmVQ8pJQ3SSk3zfHx2EL3E0LUAXgEwL1Syo5Zj9eb+t8AgB8B2L3Acz8opdwlpdzl8XiU+YSIiIjoHQx6Hd6zuQbPnRosqOKEfGHAQxmpsJsAAL4CmsPTn5qJk48WrWpnMkTq96szh8cXDMOoF3BZjYo83rpqB84OBiBldhVHZwcDKLeZ4E693rlqqUxv0tKmiuelsz5sqy+F06LM13U5avbYMDYVxehk7uFtcqtd7n937GYDdjSU4ZVz6lQ59IxNw2bSK/b9RsubEKIUwBMAviSl/M2syw1CCHfqv40AbkdyUDMRERFp6P3bahGKJvDrU4NaHyXvGPBQRjwzFTyFE/D05bWCJxkiqTWHxxdIrnvX6ZQZ39Ba5cDYVDTrzWenBgJorbLn3GKTNrMqXYNBy+cGAzjeO45bN1bn/bmLSZPHBgCKVPGMBCOoUKDNEACubXGjrXdClX9zev3T8Jbl3kpGy4sQ4i4hRA+APQCeEEI8k7rqAQBrAHz5knXoZgDPCCGOATgCoBfAP2txdiIiInrbzlVlqHFZVuQ2LQY8lJF0BU8hrUofGA/BaTHAloftSOkQqV+lTVpKr3tfmxq0nM0mrYlQFG2949ip4DrxurISWIw6TQYtP3SgGwadwF07vHl/7mLS7EmGcJ2+3ObwTEVimIrEFZkjBQB7W5ItLGps0+od44p0upyU8hEpZZ2U0iylrJJS7ktd/jdSStusVejbpJRDUspJKeVOKeUWKeVGKeXnpJQrc2UHERFRAdHpBG7fUoOXzvowPqXNqAitMOChjJTbkgFPQVXw+EN524JTbjPBbNCpGvAoue69tToZ8GQ6hyeekPj331xAPCFxw9pKxc6h1wk0e+x5X5UeiSXw8KFe3Li+UrHAYbmqKyuBSa9Dx3Bur1F6PpdS7X2bvC6UlhhVmcOTruAhIiIiouXpfVtrEY1LPHNiQOuj5JX6pQ+0LJgNejgtBgwXUMDTPz6dl/YsIDm4uMZlQZ9fpRatYBhb612KPZ7bbkaFzYSz8wQ8iYTE4e4xTIbjONzlx0/f6kLfeAjXtnoUreABknN43rqgzjak+Tx/eggjkxF8dPeqvD5vMdLrBBrdNpzLMYRLz+dSKlDT6wSuWePGK+d8kFIq1k4VCEUxPh2Ft1SZQeJEREREVHg2e11YXVGCx4/24cNX1Gt9nLxhwEMZc9vNGFZgEKtSBsZD2FJXmrfnq3FZVangiSckRoLhmTlHSmmtcuDMPC1aX3z4GB460DPz570tbnz59g24aUOV4nNJGipseOxoH6LxBIz6/BQNvnR2CA6LAXvXuPPyfMVuXY0Db50fzekx3q7gUe7v8d41bjxxrB9nB4NYm6pKy1VHqhUtPXuIiIiIiJYfIQTeu6UG332pE6OTkZmOlOWOLVqUMbfdjOFAYVTwhKJxjExGUJunCh4gOYenX4UKnpHJMBISis7gAYC1qU1a8cQ7N2kd7xnHQwd6cO+eBvzs/j14/Uvvxn986krctrlGlQDGW2qFlMlALh+klHjl3DD2NFXAkKdAqditr3GibzwE/9TSA9x0dV+FQi1aAPCulmRA93qHcm1a6Y1ua1Ib3oiIiIhoeXrP5hrEEyurTYvvfihjrhIjxqcLY0hVz1gyaKkrz98cjZpSCwYD4csCk1z5UqGZ0gHP9lWlmIrEcaJv/B2Xf+/VTtjNBvzpvrXYtbpc9TXzNaXJEE6t9rZL9YxNo2dsGteweidj62ucAIBT/Usfhp0Of5UMeOrKSuAtteLNHKuLZmsfCsKoF2goZ4sWERER0XK2ocaJRrcNTxzr1/ooecOAhzLmtBgxUSABT/foFABgVR7fpNWWWhFPSAxOKFuJolbAkw44Zg+pHZ2M4MnjA/jADi+cFqOizzef9CDsPpVWzF/qaI8fALBjlbKzhJaz9TXJ9qeT/RNLfoyRyQgcFgPMBr1SxwIAXNlUjjfPj0LKpQerUkokUsHske4xrK12sLqLiIiIaJkTQuC9m2vwWsdwQS0LUhN/wqWMuaxGTIRiWh8DANA1E/Dkb45Geq1yr8KVKOmAR+ltT267GVvqXPjF0b6ZN8c/fasbkXgCH7syf8OHa1MVQn3+/LRotfVOwKgXaK1mC06mKh0WuO0mnMoh4BmdjKBChd7mKxvLMToZQYfv7SHQ2YQ90XgCv/Nvb2HDXzyNXx7rw5FuP65YXa74OYmIiIio8Lx3Sw0SEnh6hbRpMeChjDmtBgTDMcTiCa2Pgq7RKViNesVWMmeirixZLdQzNqXo46YHN1c5lZ8n9PErV+H0QABPtw3g7GAA33mxHXtb3FhX7VT8ueZjNelRbjPlrUWrrXccrVUOxStJlrv1Nc6cAx41htelt7odupiszDo/PImrvvYcvvjzYwve75VzPvzOv72Fe773Jl4444NRp8MDPzqMUDSBm9dXKX5OIiIiIio866odaHLb8OTxldGmxYCHMuayJlt6AgVQxXNxZAqryksU3/i0kJkKnjFlg4o+/zTcdjMsRuUDibu212FjrROf/dEh3PZ/X4HJoMNX7tik+PMsprZUvRXzs0kp0dY3js1e5VbOrxTra5w4NxhEdIkB7ohKAU+T2w6X1YhDXWMAgH/7zXkMToTxk7e6cXpg7kAqHIvjT//rKJ4/PYQ3OkfxuRtb8MLnr8cNaz345DWrsae5QvFzEhEREVHhSW/Ter1jZGYpyHLGNemUsfTMlvHpKMo0XjPXPTqF+jwPSbWakhVDPQoHPL3+aXhL1dkGZjLo8IPf2Y0HX+6EUa/DvXsaUKlCpdBialxWdI0oW/k0l56xafinotjEgCdrG2udiMQTODsYwMba7L9+Y5MRbPYqXxmm0wlsX1WKgxfHIKXEr08NYWdDGY50+/H4kT6su9UJKeU7wt5DF/0YnAjjn+7ZievXemaquf71k7sVPx8RERERFbb3bqnBt55vx9NtA/itqxq0Po6qWMFDGUtX8EyEtB20HE9IXBydRENF/rfgeEutis/g6fNPw1um3iarCrsZX3rPevzpvrWahDsAUOuy5GXIcnpjGAOe7KWHUh/q8md9XyllqkVL2TlSaTtXleHcUBBvdI6i1z+Nj+yqxzVr3HjsSB+6R6fwrr97Ab/1L2/OVB+93jEMnQD2NFewVY+IiIhohVtb5UCzZ2Vs02LAQxlzWt+u4NFS1+gUQtEE1lY58v7cdWUlilbwSCnR65+eGUS8XNWUWhEIxRAMq9ved7x3HHqdwLrq/P/dKHZ1ZVa47WYcTrVCZWMyEkcknkC5TZ3NbDtSc3j+7unTEAJ49/pKfPSKevT6p7H3f7+AXv80Xm0fxi+O9gEAXu8cwWavK2+b4oiIiIiocKW3ab15fmRmwc1yxYCHMjZTwTOt7Qye06lBsOtq8v8m3luWrOBJr1zO1dhUFKFoYmaV+HJV40pWDg2oXMVzqj+Alkq7KvOMljshkq1QR5ZQwTMajACAahU8W+tLoRPAkW4/rmwsh9tuxi0bqrCroQwOiwE/ue8qNHls+I83LmIqEsORbj+u4pwdIiIiIkp575baFbFNiwEPZcxVIBU8bX3j0AmgpVKLCh4rIrGEYgO6ulPr3tVs0SoENXlalX5hZBKNbpuqz7Gc7VhVhs7hSQxNZPc6jUwmvx/UquCxmw34yBWroBPAp69tBgAY9Do89Ok9OPDnN+Gqpgr8t92rcLjLj/98owvRuMQ1zW5VzkJERERExae1yo41lXY8caxP66OoigEPZcxpTc7k1noGzxudo9hSVwqrKf9VGnWpIKZHoTk854aCAICWSrsij1eo0hU8/SpW8MQTEj2j01ilwWym5eLG9ZUAkPUaybEpdSt4AOCrd27C0b+4BTesq5y5TKcTMzN27t5RB5Neh68+eQomvQ67VpepdhYiIiIiKi5CCLxncw3ePD+KoYC6v3TWEgMeypjVqIdRLzSt4OnzT+Nw1xiubfVo8vze0mR4oNQcnnNDAZj0OqzK80awfKtyWiCEuhU8AxMhROKJZf+1VFNrlQPrqh146EAPpMy8DXEk1aJVoeJ2PZ1OwLHATJ1ymwnv2VwNAHjP5mqUmLgkkoiIiIjedvuWGkgJPNO2fNu0GPBQxoQQcFqMmNAo4JFS4m+eOAm9TuBDO+s0OUO6lapXoYCnfTCIJo8NBv3y/lY0GXRw280YGFcv4EmvYW8oZ4tWLn7rqgac7J/AoSyGLY9OJgOeMhUDnkx85c5N+PqHtuKv79yk6TmIiIiIqPC0VjnQUmnHL5fxNq3l/a6SFOeyGjWr4Hn25CCePD6AP7q5FfUaVWnYzQaUlhjRMzalyOOdHQpgzTJvz0pTe1V61+gkAKCBLVo5uWu7Fw6zAT94/WLG9xmdjMBk0MGmQdvkbA6LER/YWcftWUREREQ0p/duqcH+C6NZz5wsFgx4KCsODQOef3nlPFZXlOD39jZp8vxp3tLkJq1cTUVi6BmbRqsG6961UOOyol/FCp6LI1Mw6MTMvB9aGpvZgLt2ePFU2wBC0XhG9xmcCKHKaYYQQuXTEREREREtXbpN6/Gjy3PYckYBjxDiViHEGSFEuxDii3NcXyaEeEQIcUwIsV8Iwfr4Zcpl1aZFq9c/jf0XRvGBHXUwatzOVOOyKNJq1OmbhJTLf8ByWrVCX7f5XBydgrfMuuzb3fJhb4sHkVgCx3rGM7r9wEQI1U4Ga0RERERU2NZUOrC1zoWfH+rV+iiqWPSdkBBCD+AfAdwGYAOAjwkhNlxys/8J4IiUcguAewH8X6UPSoVBqxatp1ODsN63tTbvz32pSqcFQ4Hc16SfGwoAAFqqVkbAU1tqQTAcU20LW/foFAcsK2RXQ3ID1VsXRjO6/cB4CNUuq5pHIiIiIiJSxAd31uFU/wTaejP7ZWYxyeRX3bsBtEspO6WUEQA/AXDHJbfZAOA5AJBSngawWghRpehJqSC4rAZNAp5nTgxgbZUDq93aD9CtclgwOhlBJJbI6XHODgZh0Ak0VGj/OeVDTSoA6Fdpk9bFkSnO31FImc2E1ip7RgGPlDJVwaPeinQiIiIiIqW8b2stTHodfnawR+ujKC6TgMcLoHvWn3tSl812FMDdACCE2A2gAcBla46EEPcJIQ4IIQ74fL6lnZg05bIaMRGKZbVCORePHenFh777GvafH8X7t2lfvQMAVak3sr5gblU85waDaHTbNG85y5f0bBw1Bi2PT0UxPh1lBY+CdjaU4+DFMSQSC3+v+6eiCEUTqGKLFhEREREVgdISE27eWIXHjvTm/Ev7QpPJO8u5pmZe+hP//wJQJoQ4AuAPABwGELvsTlI+KKXcJaXc5fF4sj4sac9lNSKekAiGL3t5FTc+FcUXfn4Mp/sDuHlDFT5x9WrVnzMT6TeygzlOXm8fCqyY9iwAqClNVvCoMYfnYmqD1iquSFfMFavLEAjFcDbVSjifzuEgAKCxAKrriIiIiIgy8cGddRibiuL504NaH0VRmQQ8PQDqZ/25DsA7Rk5LKSeklJ+UUm5DcgaPB8B5xU5JBcNlTa4fzkeb1kvnfAhFE/j3T+3GP9+7C3azQfXnzERlqoInl9V6oWgcXaNTaKlcGRu0AKDSYYZOAP0KbCC7VNdocm09W7SUs6uhHADw1oWxBW93ZiAZ8KyUbXBEREREVPz2rnGj0mFedm1amQQ8bwFoEUI0CiFMAD4K4PHZNxBClKauA4DfBfCylHJC2aNSIchnwPPyWR/KSozYWleq+nNl4+0KnqW3aHX6JpGQK2fAMgAY9Tp4HGb0qVHBM5IMeOrZoqWY+nIrPA4z3uwcAQDsPz+KJ471X1bGeqzHD4fZAG8phywTERERUXEw6HW4e0cdXjjjg0+BBTqFYtGAR0oZA/AAgGcAnALwkJTyhBDifiHE/ambrQdwQghxGsltW59T68CkLWceA54zAwFs8rqg183VJaid8hITDDqRU4vWzAatFVTBAwD1ZSUz1TZK6hqZgttuKpgqr+VACIGb1lfhmRMDuO8HB/Dhf3odn/3RIXzmhwdnZnCFonH8+tQQ3tXihq7Avk+JiIiIiBbywZ1exBMSjx5ePivTM5ruKqV8UkrZKqVsllJ+NXXZd6WU30399+tSyhYp5Top5d1SyoVr+qlopSt4JlQOeKSU6PQF0VSAcz10OoFKhzmnCp5zg0HodQKr3Sur4qTJY0Onb1Lxx704OskByyr4vb2NMBv0eP70EP7wxhb86S2teO70EH68vxuJhMQXfn4Mw8EwfrtA5mMREREREWVqTaUD2+pL8bODPXlbIqQ2/rqbspKvFq2hQBiTkTiaPIXZwlTptGAokFsFT0NFCcwGvYKnKnxNHjseOtCD8enozN8lJXSPTmN3Y7lij0dJTR47Xv4fNyAhJdx2M6SUeK1jBF/55Uk8e3IAL5zx4fP71uLKpgqtj0pERERElLUP7qzDnz/ahuO949hSYKNBlmJl7GcmxeQr4OnwJQe3NhdowFPlNOfUonV6IIDWFdaeBWCmIqsz9foqIRyLo298mvN3VFJuM8FtTw4WF0Lg7z6wBUIAL5zx4dPXNeH3r2/W+IREREREREvzvq21MOl1ePjQ8mjTYsBDWbGbDdCJfAQ8yTaeJk/htWgByUHLS23R8k9FcHFkCpvrXAqfqvA1VyYDOyXbtHrGpiEl0MCAJy/qy0vw+APX4Ee/dyW+eOs6CMHZO0RERERUnFxWI25cX4lfHO1DNJ5Y/A4FjgEPZUUIAafViInpmKrP0+kLwmrUozq1sarQVDktGJ+OIhSNZ33fYz3jAIBt9cVfApitVeUlMBt0ONWv3JK9rhGuSM+3NZUOXN3sZrhDREREREXvru1ejExG8Mo5n9ZHyRkDHsqay2pUvYKn0zeJJo+tYDfzVDqSLStDS6jiOdrtBwBs8q68Ch6jXoeNtU4cSX0NlJDeysUhy0RERERElK3r11airMS4LNq0GPBQ1vIS8AwHC3bAMpCs4AGAwSUMWj7aM44mj03RIcPFZFt9GY73jitWAnlxZApWox6eVOhGRLQUQogPCSFOCCESQohdsy5fLYSYFkIcSX18d9Z1O4UQx4UQ7UKIbwqWtRERERUdk0GH27fU4tmTgwiE1H2fqzYGPJS1CpsJI5NLXxG+mFA0jp6x6YJckZ42E/BkOWhZSomjPX5sWwYT2pdq1+oyhGMJxap4ulIr0vm+iohy1AbgbgAvz3Fdh5RyW+rj/lmXfwfAfQBaUh+3qn9MIiIiUtpdO7wIxxJ4qm1A66PkhAEPZa3SsfQBw5m4MDIJKQt3wDKQ3KIFIOuvw8BECL5AGFtW4IDltGvWuGHQCTx/ekiRx+scnkRjAYeBRFQcpJSnpJRnMr29EKIGgFNK+bqUUgL4AYA7VTsgERERqWZ7fSka3TY8UuRtWgx4KGuVTjNGgmHEVJoynt6wVKgr0oFkm5rJoMNQlhU8R7uTA5a3rsABy2kuqxG7VpfhBQUCnlg8ga6RKTQWcBhIRMtCoxDisBDiJSHE3tRlXgA9s27Tk7psTkKI+4QQB4QQB3y+4h/iSEREtJwIIXDnNi/eOD+CPv+01sdZMgY8lLVKpwUJCYxMRlR5/E5fEEBhV/AIIVDlNGfdonWsxw+DTmB9jVOlkxWHd6+rxOmBQM7/ePb6pxFLSFbwEFFGhBC/FkK0zfFxxwJ36wewSkq5HcAfA/iREMIJYK6+UDnfg0gpH5RS7pJS7vJ4PLl9IkRERKS4u7Z7ISXw6JHireJhwENZy2WDVCY6fJOocVlQYjKo8vhKqVpCq9rZwSCaPXZYjHqVTlUcrm1Nvrl5tX04p8fpHE5WexXyvCYiKhxSypuklJvm+HhsgfuEpZQjqf8+CKADQCuSFTt1s25aB6BPzfMTERGRelZVlGBnQxkeOdSLZPd18WHAQ1lb6oDhTHX6ggVdvZNW5bJk/TUols9NbWurHPA4zHj1XG4BT8dQstprNQMeIlKJEMIjhNCn/rsJyWHKnVLKfgABIcRVqe1Z9wKYNygiIiKiwnfXdi/ODQVxom9C66MsCQMeylp6wPCACgGPlBKdvsmCnr+TVuO0oG98OuN0NxJL4OLoVFF8bmoTQuBda9z4TfswEomlp+NHe8ZR47LAbeeKdCLKjRDiLiFED4A9AJ4QQjyTuupaAMeEEEcB/AzA/VLK0dR1nwHwLwDakazseSrPxyYiIiIF3b6lBka9wKOHi7NNiwEPZa3KYYHJoMPFkUnFH9sXDCMQjhVFy01NqRWhaAL+qWhGt+8anUQ8IdFcWfifWz5c3VyBkckIzg4FlvwYhy6OYceqMgVPRUQrlZTyESllnZTSLKWsklLuS13+cynlRinlVinlDinlL2bd50CqxatZSvmALNZ6biIiIgIAlJaYcMPaSjx2tE+1pUJqYsBDWdPpBBorbDg/rHzA0zGUmqlSBFUuta5kq1rfeGaDgtuHCn87WD7taa4AALzWPrKk+w9NhNDrn8b2VSt3IxkRERERESnr7h1e+AJhvNaxtPcpWmLAQ0vS6LbNDLhVUudwcqZKc2XhhyDVqYCn359Zq1rHzHawwv/c8qGurAQNFSVL/ofzUJcfALCdFTxERERERKSQG9ZVwmkx4JEibNNiwENL0uixoWtkSvGytU7fJCxGHWpSg5wLWW2pFQDQn+Esok7fJKqdFtjNhb0dLJ+ubq7Am50jS/p7dLh7DCa9Dpu8K3vlPBERERERKcds0OO9W2rxdNsAJsMxrY+TFQY8tCSNbhtiCYmesczakzLV6Qui0W2HTicUfVw1uO1mGHQC/f7MvgYd3KB1mT3NbgTCMRzvHc/6vocv+rGh1gmzYWWvnCciIiIiImXdtd2L6Wgcvzo5oPVRssKAh5ZkdUUyqLig8KDlDt9k0YQgep1AldOC/vHFK3iklOjwBTl/5xLXtrhhNerxv546jQdf7kDXyFRG94vGEzjW6+eAZSIiIiIiUtyuhjJ4S6145HCf1kfJCgMeWpLVFSUAgK7RzN6QZyIci6NnrLjWiNe4LOjLoILHFwwjEIqhuUjCq3wpLTHhT/etxf4Lo/jbJ0/j7u+8hrHJyKL3O90fQCiawI4GDlgmIiIiIiJl6XQCd2334tVzPgwFMhvJUQgY8NCSeBxmWI16XMyw4iITF0emkJAoqhCkptSaUQVPejtYMQyPzrdPvasRJ/5qHx7+/asxNhXB1546teh9DnWNAeCAZSIiIiIiUsed271ISODxI8VTxcOAh5ZECIFV5SW4qGCLVsdQasuUu3hCkIbyEvT6pxGOxRe8XXqDVjFVJ+VTicmAHavK8Kl3NeKhAz04eHF0wdsfvDiGKqd5ZlU9ERERERGRktZU2rGlzoVHjxTPNi0GPLRkDRUlilbwpNeuNxZRBc/aagfiCYn2VDg1nw5fECUmPaqLYDuYlj53YwuqnRb82SNt84ZmUkq80TmCKxsrIEThD+MmIiIiIqLidOc2L9p6J3BuMKD1UTLCgIeWrKGiBF2jU5BSKvJ4Hb5g0a0RX1ftAACcGVj4G77TN4lGt60otoNpyWY24Ct3bsLpgQC+/GgbEonL/251+CYxFAjj6uYKDU5IREREREQrxfu31UKvE3jkcHFU8TDgoSXzlloRjiUwksFQ3Ex0FtEGrbRGtw0OswH7zy/cUsQNWpm7eUMVHrhhDR460IM/+MlhhKLvrOR55kRyVeG7WtxaHI+IiIiIiFYIt92MvS1uPHakb85fPhcaBjy0ZLWlVgBA79jiW6QWk14jXmwBj0Gvw3VrPXj25OC8LUXTkTh6/dMMeLLwJ7e04ku3rcMTx/rxhZ8fm7k8FI3jx/u7sLuxHHVlJRqekIiIiIiIVoK7tnvR65/G/gsL/1K/EDDgoSXzliUDnkzWhC9mOBhBIBQrqgHLaR/cWYeRyQiebhuY8/rzw5OQEmiuLK7wSktCCHz6umb88c2teOxIH374xkX814Fu3PHt36BnbBp/8O41Wh+RiIiIiIhWgFs2VMNm0uPRImjTYsBDS+ZNV/AoEPB0prdMFeEa8WtbPGh02/Dvr12Y83pu0Fq637++GXuaKvDnj7bh8z87BiGAb31sO/a2eLQ+GhERERERrQBWkx77NlXjieP9l42PKDTFM82WCo7LaoTNpEePAi1a6Q1aTe7iq3LR6QTuuaoBf/3LkzgzEMDa1ODltPahIHQiOa+HsmPQ6/DgvTvx8KFeNHlseNcaNzdnERERERFRXt213YuHD/XihdNDuG1zjdbHmRcreGjJhBDwllkVadHqGArCbNDNVAUVm1s2VgEA9p8fuey6MwMBrK6wwWLU5/tYy4LDYsQnrl6NvS0ehjtERERERJR3Vze7Uekw4+ECb9NiwEM5qS21KtOiNVzca8S9pVa47WYc7vZfdt3ZwQBaqxxz3IuIiIiIiIgKnV4ncMe2Wrx4ZghjCm2RVgMDHsqJt1SZCp7OIl8jLoTAtvpSHL0k4AlF47gwMonWagY8RERERERExerO7V5E4xJPHO/X+ijzYsBDOfGWWTE2FcVUJLbkxwjH4ugemy66FemX2ux1oXN4EsHw21+Lc4NBJCSwjgEPERERERFR0dpQ40RrlR2PH+3T+ijzYsBDOZnZpJXDoOWukSnEE7LoA54tdS5ICZzoHZ+57MDFUQDAtvpSrY5FREREREREORJC4LZNNXjrwih8gbDWx5kTAx7KiRKr0tuHlsca8U1eFwDg+OyA58IYvKVW1Bbp8GgiIiIiIiJKunVTNaQEnj05qPVR5sSAh3JSq0DAc2YwACGAlsribmPyOMyodVlmAp54QuKNzhHsbizX+GRERERERESUq3XVDqyuKMHTJwa0PsqcGPBQTqqcFhh0IqdBy2cGAmgoL4HVVPxrxDd5XTgTUsvnAAANa0lEQVTekwx43rowipHJCG5aX6XxqYiIiIiIiChXQgjs21SN19qHMT4d1fo4l8ko4BFC3CqEOCOEaBdCfHGO611CiF8IIY4KIU4IIT6p/FGpEOl1AqsqSnBmILDkxzgzEMDaZTKEeEtdctDyRCiKJ4/3w2zQ4fq1Hq2PRURERERERAq4dWM1YgmJ504VXpvWogGPEEIP4B8B3AZgA4CPCSE2XHKzzwI4KaXcCuB6AF8XQpgUPisVqN2ry7H//Chi8UTW952OJNeIr61aHgHPtvoyAMBzpwbx8KFe3LqpGjazQeNTERERERERkRK21pWi2mnB022F16aVSQXPbgDtUspOKWUEwE8A3HHJbSQAhxBCALADGAWw9L3ZVFRuXF+FiVAMvz41lPV9T/ZPICGBjakBxcXuyqZyVNhM+KOfHkUwHMPvXNOo9ZGIiIiIiIhIITqdwK2bqvHSWR+mIoUVe2QS8HgBdM/6c0/qstm+DWA9gD4AxwF8Tkp5WTmHEOI+IcQBIcQBn8+3xCNToblhrQfeUiv+882LWd/3eI8fQLK1aTkw6nX4qzs2wmEx4DPXN2Mr16MTEREREREtK7dsrEI4lsBLZwor18gk4BFzXCYv+fM+AEcA1ALYBuDbQgjnZXeS8kEp5S4p5S6Ph3NJlguDXocP76rHK+eG0T06ldV9j/dOwG03o9ppUel0+Xf7lloc/8t9+MKt67Q+ChERERERESls9+pylJUY8UyBbdPKJODpAVA/6891SFbqzPZJAA/LpHYA5wHw3e0Kcuf2WgDA86eza9M63uvHljoXkt19RERERERERIXNoNfhxvVVeO70ECKx7GfRqiWTgOctAC1CiMbU4OSPAnj8ktt0AbgRAIQQVQDWAuhU8qBU2BoqbGioKMHLZzMvUZsMx9A+FMTmZTJ/h4iIiIiIiFaGfRurEQjF8EbniNZHmbFowCOljAF4AMAzAE4BeEhKeUIIcb8Q4v7Uzb4C4GohxHEAzwH4gpRyWK1DU2Ha2+LG650jCMfiGd0+PWCZAQ8REREREREVk70tbpSY9AXVppVJBQ+klE9KKVullM1Syq+mLvuulPK7qf/uk1LeIqXcLKXcJKX8oZqHpsJ0bYsHU5E4Dl30Z3T70wMBAMD62svGNREREREREREVLItRj+taPXj25CASiUvHFGsjo4CHKBN7mitg0Am8fM6H504N4h+eObPg2rgzAxNwWAyodS2fActERERERES0MuzbWI2hQBgHu8a0PgoAwKD1AWj5cFiM2NFQhu+82DFzWTAcw1++fyPCsTjGp6OodLwd5pwZCGBtlYMDlomISHNCiA8B+EsA6wHsllIeSF3+cQCfn3XTLQB2SCmPCCFeBFADYDp13S1Syuy2DRAREVHRumlDFSxGHR453IsrVpdrfRxW8JCyPnNdMwBgfY0T79tai/988yLaesfx/m/9Blf+7XP4+cEeAICUEqcHAlhb7dDyuERERGltAO4G8PLsC6WU/yml3Cal3AbgHgAXpJRHZt3k4+nrGe4QERGtLHazAbdurMYvj/YhFM1sFq2aGPCQom5YV4mXP38DHv7M1fiz96yHTgjc/q1X0TkcRLXTgq88cRJTkRgGJkIIhGJYx4CHiIgKgJTylJTyzCI3+xiAH+fjPERERFQc7t5Rh4lQDL86Oaj1URjwkPJWVZTAatKj2mXBX71/I9bXOPH/f3wnvvWx7fBPRfGzgz0zA5bXVnPAMhERFY2P4PKA51+FEEeEEF8WC/QcCyHuE0IcEEIc8Pl86p6SiIiI8uaaNW40uW34p5c6IKW2w5YZ8JCqPrp7FZ763F7cvKEKOxvKsKXOhR+8fhGHL45BJ4D1NazgISKi/BBC/FoI0TbHxx0Z3PdKAFNSyrZZF39cSrkZwN7Uxz3z3V9K+aCUcpeUcpfH48n5cyEiIqLCoNcJ3H9dM070TeDFs9r+EocBD+WNEAL3XNWA9qEgvvl8O9bXOOGwGLU+FhERrRBSypuklJvm+Hgsg7t/FJdU70gpe1P/GwDwIwC7lT81ERERFbo7t3uxqrwEf/n4CYxORjQ7BwMeyqv3ba1FaUky1Nm3sVrj0xARES1OCKED8CEAP5l1mUEI4U79txHA7UgOaiYiIqIVxmTQ4esf3or+8RBu/sZLOKTR2nQGPJRXFqMe3//tK/DADWvwqXc1an0cIiIiAIAQ4i4hRA+APQCeEEI8M+vqawH0SCk7Z11mBvCMEOIYgCMAegH8c94OTERERAXlitXl+Nn9e7BrdRlaKu2anEFoNQRo165d8sCBA5o8NxERERU/IcRBKeUurc+RLf4MRERERLmY72cgVvAQERERERERERU5BjxEREREREREREWOAQ8RERERERERUZFjwENEREREREREVOQY8BARERERERERFTkGPERERERERERERY4BDxERERERERFRkWPAQ0RERERERERU5BjwEBEREREREREVOQY8RERERERERERFjgEPEREREREREVGRY8BDRERERERERFTkGPAQERERERERERU5BjxEREREREREREWOAQ8RERERERERUZETUkptnlgIH4CLKj6FG8Cwio9P6uDrVrz42hUnvm7Fia9bUoOU0qP1IbLFn4EoA3wNlwe+jssDX8flYbm9jnP+DKRZwKM2IcQBKeUurc9B2eHrVrz42hUnvm7Fia8bLYR/P4ofX8Plga/j8sDXcXlYKa8jW7SIiIiIiIiIiIocAx4iIiIiIiIioiK3nAOeB7U+AC0JX7fixdeuOPF1K0583Wgh/PtR/PgaLg98HZcHvo7Lw4p4HZftDB4iIiIiIiIiopViOVfwEBERERERERGtCAx4iIiIiIiIiIiK3LIMeIQQtwohzggh2oUQX9T6PCudEOL7QoghIUTbrMvKhRDPCiHOpf63bNZ1X0q9dmeEEPtmXb5TCHE8dd03hRAi35/LSiKEqBdCvCCEOCWEOCGE+Fzqcr52BUwIYRFC7BdCHE29bn+VupyvWxEQQuiFEIeF+H/t3U+IVWUcxvHvk2PhH8RFf7CZQAOpTFAjxBIitIVRZJvAwJIIgrC/BFFt2raIqEUJoZWRKGJCIvQPI9qIRRaU6UI0dMpSiMpaaNrT4ryLyzgjFzoz5565zwcuc85v7hle5uG+78vLOe/V7nKe3KJrmf+0R51jbDSrjn47miVptqQdkg6Vz+QtybF9JD1d+tPvJW0tc+K+y3HSLfBImgK8DtwJLADul7Sg2Vb1vXeAVSNqzwF7bM8H9pRzSlZrgBvLNW+UTAE2AI8A88tr5N+Mep0DnrF9A7AMWF/ySXa97QywwvYiYDGwStIykltbPAkc7DhPbtGVzH9ap84xNppVR78dzXoN+Mj29cAiqjyTY4tIGgSeAG62vRCYQpVT3+U46RZ4gKXAYdtHbJ8FtgGrG25TX7P9BfDbiPJqYHM53gzc21HfZvuM7aPAYWCppDnALNt7Xe0M/m7HNTEObJ+wvb8cn6Ya7AZJdj3Nlb/K6dTyMsmt50kaAu4CNnaUk1t0K/OfFqlrjJ3YVsdIdfTbE9XWGJ2kWcBtwCYA22dt/05ybKMBYJqkAWA68DN9mONkXOAZBI53nA+XWvSWq2yfgGqSA1xZ6mPlN1iOR9ZjAkiaCywB9pHsel65Xfxb4CTwqe3k1g6vAs8C/3bUklt0K/OflvqfY2w0q45+O5p1LXAKeLs8ardR0gySY6vY/gl4GTgGnAD+sP0JfZjjZFzgGW2vgXwXfHuMlV9ybYikmcD7wFO2/7zYW0epJbsG2D5vezEwRHVXx8KLvD259QBJdwMnbX/d7SWj1JJbf0v2LVTDGBsNqbHfjmYNADcBG2wvAf6mPMYzhuTYg8reOquBecDVwAxJay92ySi1SZHjZFzgGQau6Tgforo9K3rLr+VRAsrPk6U+Vn7D5XhkPcaRpKlUE88ttneWcrJriXKL8edUzxYnt962HLhH0o9Uj9askPQeyS26l/lPy9Q0xkZz6uq3o1nDwHC52xlgB9WCT3JslzuAo7ZP2f4H2AncSh/mOBkXeL4C5kuaJ+lSqs2TdjXcprjQLmBdOV4HfNBRXyPpMknzqDYI/bLcUnda0jJJAh7suCbGQfk/bwIO2n6l41fJrodJukLS7HI8jWrAO0Ry62m2n7c9ZHsu1bj1me21JLfoXuY/LVLXGDtR7Y0L1dVvT3CzYwTbvwDHJV1XSiuBH0iObXMMWCZpeulfV1LtbdZ3OQ403YC62T4n6THgY6rds9+yfaDhZvU1SVuB24HLJQ0DLwIvAdslPUz1gbwPwPYBSdupOtZzwHrb58ufepTqG7mmAR+WV4yf5cADwHdlPxeAF0h2vW4OsLl8E8AlwHbbuyXtJbm1UT5v0ZXMf1qnzjE2eksybJ/HgS1lcfwI8BBlDpUc28H2Pkk7gP1UuXwDvAnMpM9yVPUlGxERERERERER0VaT8RGtiIiIiIiIiIi+kgWeiIiIiIiIiIiWywJPRERERERERETLZYEnIiIiIiIiIqLlssATEREREREREdFyWeCJiIiIiIiIiGi5LPBERERERERERLTcfwMMrG4sRD+lAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] @@ -2118,18 +2020,18 @@ "axes[1].plot(phr_res['pix'], ab_model(phr_res['pix'], phr_res['fit'].x), color='red')\n", "axes[1].set_title('Pixel map', fontsize=20)\n", "plt.tight_layout()\n", - "# plt.show()\n", - "plt.savefig('figures/st_results_robust_1896.pdf')" + "plt.show()\n", + "# plt.savefig('figures/st_results_robust_1896.pdf')" ] }, { "cell_type": "code", - "execution_count": 430, + "execution_count": 87, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] @@ -2155,351 +2057,8 @@ " ax.tick_params(axis='both', which='major', labelsize=12)\n", " ax.legend(fontsize=12)\n", "plt.tight_layout()\n", - "# plt.show()\n", - "plt.savefig('figures/st_fits_robust_1896.pdf')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_arr = np.linspace(1e-5, 2e-4, 20)\n", - "dI0_arr = []\n", - "for df in df_arr:\n", - " u, dij_pix, res = st.generate_pixel_map(W.shape, dij, basis, x_ps, y_ps, z, df, verbose=False)\n", - " di = np.ascontiguousarray(dij_pix[:, 0])\n", - " dj = np.ascontiguousarray(dij_pix[:, 1])\n", - " I0_gk, di, dj = make_reference(I_n.astype(np.float), W.astype(np.float), u, di, dj, 100)\n", - " dI0_arr.append(np.mean(np.gradient(I0_gk[0])**2))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_arr[np.argmax(dI0_arr)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "fig, ax = plt.subplots(figsize=(10, 6))\n", - "ax.plot(df_arr * 1e6, dI0_arr)\n", - "ax.set_ylabel(r'$E\\left[\\left(\\frac{\\partial I_0}{\\partial x}\\right)^2\\right]$', fontsize=20)\n", - "ax.set_xlabel(r'$z_1$, um', fontsize=20)\n", - "ax.tick_params(labelsize=10)\n", - "plt.tight_layout()\n", - "plt.show()\n", - "# plt.savefig('figures/defoc_scan_1723.pdf')" - ] - }, - { - "cell_type": "code", - "execution_count": 352, - "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'STData' object has no attribute 'st_process'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-352-dcc42e69dc1d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m defocus=1.6e-4, roi=roi_dict[scan_num])\n\u001b[1;32m 7\u001b[0m \u001b[0mst_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mst_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_whitefield\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mst_proc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mst_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mst_process\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mst_res\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mst_proc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miter_update\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m120\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ml_scale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2.5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mres_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mscan_num\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mst_res\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: 'STData' object has no attribute 'st_process'" - ] - } - ], - "source": [ - "loader = st_sim.loader()\n", - "res_dict = {}\n", - "ph_dict = {}\n", - "for scan_num in np.arange(1738, 1742):\n", - " st_data = loader.load(os.path.join('results/exp', filename.format(scan_num)),\n", - " defocus=1.6e-4, roi=roi_dict[scan_num])\n", - " st_data = st_data.make_whitefield()\n", - " st_proc = st_data.st_process()\n", - " st_res, errors = st_proc.iter_update(120, l_scale=2.5, verbose=False)\n", - " res_dict[scan_num] = st_res\n", - " ph_dict[scan_num] = phase_fit(st_res.pix_map, (0, st_res.data.shape[-1]), st_data.x_pixel_size,\n", - " st_data.distance, st_data.defocus, st_data.wavelength, u_var)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "fig, ax = plt.subplots(figsize=(10, 6))\n", - "for scan_num, st_res in res_dict.items():\n", - " ax.plot((st_res.pix_map - np.indices(st_res.whitefield.shape))[1, 0],\n", - " label='Scan {:d}, {:d} frames'.format(scan_num, st_res.data.shape[0]))\n", - "ax.legend(fontsize=12)\n", - "ax.set_title('Pixel map', fontsize=20)\n", - "plt.tight_layout()\n", - "# plt.show()\n", - "plt.savefig('figures/pix_map_1738_41.pdf')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", - "for color, scan_num in zip(mcolors.TABLEAU_COLORS, ph_dict):\n", - " ph_res = ph_dict[scan_num]; st_res = res_dict[scan_num]\n", - "\n", - " axes[0].plot(ph_res['theta'], ph_res['angles'], color=color, linestyle='dashed', alpha=0.7)\n", - " axes[0].plot(ph_res['theta'], ab_model(ph_res['theta'], ph_res['ang_fit']), color=color,\n", - " label='{:d} frames, c2 = {:.3f} rad/rad^2'.format(st_res.data.shape[0],\n", - " ph_res['ang_fit'][2]))\n", - " axes[0].set_title('Deflection angles', fontsize=20)\n", - " axes[1].plot(ph_res['theta'], ph_res['phase'], color=color, linestyle='dashed', alpha=0.7)\n", - " axes[1].plot(ph_res['theta'], ph_model(ph_res['theta'], ph_res['ph_fit']), color=color,\n", - " label='{:d} frames, c3 = {:.3f} rad/mrad^3'.format(st_res.data.shape[0],\n", - " ph_res['ph_fit'][3] * 1e-9))\n", - " axes[1].set_title('Phase', fontsize=20)\n", - "\n", - "for ax in axes:\n", - " ax.tick_params(axis='both', which='major', labelsize=12)\n", - " ax.legend(fontsize=12)\n", - "plt.tight_layout()\n", - "# plt.show()\n", - "plt.savefig('figures/st_fits_1738_41.pdf')" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "44\n" - ] - } - ], - "source": [ - "i = 0\n", - "sw = np.arange(-400, 400)\n", - "print(int(dj[0] - dj[1]))\n", - "mu = min(int(dj[0] - dj[1]), 40)\n", - "\n", - "fs = sw[:, None] + (u[1, 0, i] - dj)[None, :]\n", - "\n", - "mse = np.sum((I_n[:, 0, i] - I0[0, fs.astype(int)] * W[0, i])**2, axis=-1)\n", - "dmse = np.gradient(mse)" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, ax = plt.subplots(figsize=(10, 6))\n", - "ax.plot(I_n[:, 0, i])\n", - "ax.plot(I0[0, fs.astype(int)[0]] * W[0, i])\n", - "ax.plot(I0[0, fs.astype(int)[int(dj[0] - dj[1])]] * W[0, i])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1296x432 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, axes = plt.subplots(1, 2, figsize=(18, 6))\n", - "axes[0].plot(sw, mse)\n", - "axes[0].plot(sw[mu:-mu], mse_mu)\n", - "axes[0].set_title(r'$\\varepsilon(x_0, u)$', fontsize=24)\n", - "axes[1].plot(sw, np.gradient(mse))\n", - "axes[1].plot(sw[mu:-mu], (mse[2 * mu:] - mse[:-2 * mu]) / 2 / mu)\n", - "axes[1].set_title(r'$\\left.\\frac{\\partial \\varepsilon}{\\partial x}\\right|_{x_0}$', fontsize=24)\n", - "# axes[1].set_ylim(-20, 20)\n", - "for ax in axes:\n", - "# ax.set_xlim(-100, 100)\n", - " ax.set_xlabel(r'$u - u_0, [pix]$', fontsize=20)\n", - " ax.tick_params(labelsize=15)\n", - "plt.tight_layout()\n", - "plt.show()\n", - "# plt.savefig('figures/new_pm_update.pdf')" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "root_folder = 'results/n_frames_p3e+06'\n", - "roi = [0, 1, 612, 1387]\n", - "loader = st_sim.loader()\n", - "ab_fit = st_sim.AbberationsFit()\n", - "data_dict, fit_dict = {}, {}\n", - "for scan_folder in os.listdir(root_folder):\n", - " st_data = loader.load(os.path.join(root_folder, scan_folder, 'data.cxi'))\n", - " st_data = st_data.crop_data([0, 1, 615, 1370])\n", - " n_frames = st_data.get('data').shape[0]\n", - " st_obj = st_data.get_last_st()\n", - " st_res, errors = st_obj.iter_update(150, verbose=False)\n", - " st_res.update_data()\n", - " fit_res = ab_fit.fit(st_data)\n", - " data_dict[n_frames] = st_data\n", - " fit_dict[n_frames] = fit_res\n", - "data_dict = {n_frames: st_data for n_frames, st_data in sorted(data_dict.items())}\n", - "fit_dict = {n_frames: fit for n_frames, fit in sorted(fit_dict.items())}" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, ax = plt.subplots(figsize=(10, 5))\n", - "ax.imshow(data_dict[100].get('data')[:, 0])\n", - "ax.set_title('Ptychograph', fontsize=20)\n", - "ax.tick_params(axis='both', which='major', labelsize=15)\n", - "plt.tight_layout()\n", "plt.show()\n", - "# plt.savefig('figures/ptycho.pdf')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1152x432 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", - "for n_frames, st_data in list(data_dict.items())[1::3]:\n", - " axes[0].plot(st_data.get('reference_image')[0], label='{:d} frames'.format(n_frames))\n", - " axes[1].plot(st_data.get('deviation_angles')[1, 0], label='{:d} frames'.format(n_frames))\n", - "axes[0].set_title('Reference image', fontsize=20)\n", - "axes[1].set_title('Deviation angles', fontsize=20)\n", - "for ax in axes:\n", - " ax.legend(fontsize=12)\n", - " ax.tick_params(labelsize=15)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1152x432 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", - "for n_frames, color in list(zip(fit_dict, mcolors.TABLEAU_COLORS))[1::2]:\n", - " theta = fit_dict[n_frames]['pixels'] * st_data.x_pixel_size / st_data.distance\n", - " alpha = ab_fit.to_ph_fit(fit_dict[n_frames]['fit'].x,\n", - " fit_dict[n_frames]['pixels'],\n", - " data_dict[n_frames])[0] * 1e-9\n", - " axes[0].plot(theta, data_dict[n_frames].get('deviation_angles')[1, 0], color=color,\n", - " label='{:d} frames, c3 = {:.3f} rad/mrad^3'.format(n_frames, alpha))\n", - " axes[0].plot(theta, ab_fit.angles_model(fit_dict[n_frames]['fit'].x,\n", - " fit_dict[n_frames]['pixels'],\n", - " data_dict[n_frames]),\n", - " color=color, linestyle='dashed', alpha=0.7)\n", - " axes[1].plot(theta, data_dict[n_frames].get('phase')[0], color=color,\n", - " label='{:d} frames, c3 = {:.3f} rad/mrad^3'.format(n_frames, alpha))\n", - " axes[1].plot(theta, ab_fit.phase_model(fit_dict[n_frames]['fit'].x,\n", - " fit_dict[n_frames]['pixels'],\n", - " data_dict[n_frames]),\n", - " color=color, linestyle='dashed', alpha=0.7)\n", - "axes[0].set_title('Deviation angles', fontsize=20)\n", - "axes[1].set_title('Phase', fontsize=20)\n", - "for ax in axes:\n", - " ax.legend(fontsize=12)\n", - " ax.tick_params(labelsize=15)\n", - "plt.show()" + "# plt.savefig('figures/st_fits_robust_1896.pdf')" ] } ], diff --git a/dev.pyx b/dev.pyx index 4f9b036..227b330 100755 --- a/dev.pyx +++ b/dev.pyx @@ -500,4 +500,21 @@ def newton_1d(float_t[:, :, ::1] I_n, float_t[:, ::1] W, float_t[:, ::1] I0, if verbose: print('max iter achived') sptr[1] = fs - return np.asarray(sptr) \ No newline at end of file + return np.asarray(sptr) + +def total_mse(float_t[:, :, ::1] I_n, float_t[:, ::1] W, float_t[:, ::1] I0, + float_t[:, :, ::1] u, float_t[::1] di, float_t[::1] dj, float_t ls): + cdef: + int_t a = I_n.shape[0], b = I_n.shape[1], c = I_n.shape[2] + int_t aa = I0.shape[0], bb = I0.shape[1], j, k, t + int_t max_threads = openmp.omp_get_max_threads() + float_t err = 0 + float_t[:, ::1] mptr = NO_VAR * np.ones((max_threads, 2), dtype=np.float64) + float_t[:, ::1] I = np.empty((max_threads, a), dtype=np.float64) + for k in prange(c, schedule='static', nogil=True): + t = openmp.omp_get_thread_num() + for j in range(b): + krig_data_c(I[t], I_n, W, u, j, k, ls) + mse_bi(&mptr[t, 0], I[t], I0, di, dj, u[0, j, k], u[1, j, k]) + err += mptr[t, 0] + return err / b / c \ No newline at end of file diff --git a/dev.pyxbld b/dev.pyxbld old mode 100755 new mode 100644 diff --git a/docs/Makefile b/docs/Makefile new file mode 100755 index 0000000..d4bb2cb --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,20 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = . +BUILDDIR = _build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs/conf.py b/docs/conf.py new file mode 100755 index 0000000..4d15c82 --- /dev/null +++ b/docs/conf.py @@ -0,0 +1,55 @@ +# Configuration file for the Sphinx documentation builder. +# +# This file only contains a selection of the most common options. For a full +# list see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# -- Path setup -------------------------------------------------------------- + +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# +import os +import sys +sys.path.insert(0, os.path.abspath('../')) + + +# -- Project information ----------------------------------------------------- + +project = 'robust_speckle_tracking' +copyright = '2020, Nikolay Ivanov' +author = 'Nikolay Ivanov' + +# The full version, including alpha/beta/rc tags +release = '0.1.0' + + +# -- General configuration --------------------------------------------------- + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. +extensions = [ +] + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['_templates'] + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path. +exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store'] + + +# -- Options for HTML output ------------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = 'alabaster' + +# Add any paths that contain custom static files (such as style sheets) here, +# relative to this directory. They are copied after the builtin static files, +# so a file named "default.css" will overwrite the builtin "default.css". +html_static_path = ['_static'] \ No newline at end of file diff --git a/docs/index.rst b/docs/index.rst new file mode 100755 index 0000000..fb31665 --- /dev/null +++ b/docs/index.rst @@ -0,0 +1,20 @@ +.. robust_speckle_tracking documentation master file, created by + sphinx-quickstart on Fri Oct 30 16:00:08 2020. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Welcome to robust_speckle_tracking's documentation! +=================================================== + +.. toctree:: + :maxdepth: 2 + :caption: Contents: + + + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` diff --git a/docs/make.bat b/docs/make.bat new file mode 100755 index 0000000..2119f51 --- /dev/null +++ b/docs/make.bat @@ -0,0 +1,35 @@ +@ECHO OFF + +pushd %~dp0 + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set SOURCEDIR=. +set BUILDDIR=_build + +if "%1" == "" goto help + +%SPHINXBUILD% >NUL 2>NUL +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.http://sphinx-doc.org/ + exit /b 1 +) + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% + +:end +popd diff --git a/docs/rst_api_reference.rst b/docs/rst_api_reference.rst new file mode 100755 index 0000000..6d98dba --- /dev/null +++ b/docs/rst_api_reference.rst @@ -0,0 +1,34 @@ +Robust Speckle Tracking API reference +===================================== + +Core classes +^^^^^^^^^^^^ + +.. autoclass:: robust_speckle_tracking.INIParser + +.. autoclass:: robust_speckle_tracking.Protocol + +.. autoclass:: robust_speckle_tracking.STLoader + +.. autoclass:: robust_speckle_tracking.STData + +.. autoclass:: robust_speckle_tracking.SpekcleTracking1D + +.. autoclass:: robust_speckle_tracking.AbberationsFit + +Core functions +^^^^^^^^^^^^^^ + +.. autofunction:: robust_speckle_tracking.cxi_protocol + +.. autofunction:: robust_speckle_tracking.loader + +.. autofunction:: robust_speckle_tracking.bin.make_whitefield_st + +.. autofunction:: robust_speckle_tracking.bin.make_reference + +.. autofunction:: robust_speckle_tracking.bin.upm_search + +.. autofunction:: robust_speckle_tracking.bin.upm_newton_1d + +.. autofunction:: robust_speckle_tracking.bin.total_mse diff --git a/docs/st_sim_api_reference.rst b/docs/st_sim_api_reference.rst new file mode 100755 index 0000000..36613bc --- /dev/null +++ b/docs/st_sim_api_reference.rst @@ -0,0 +1,38 @@ +Speckle Tracking Simulation API reference +========================================= + +Core classes +^^^^^^^^^^^^ + +.. autoclass:: robust_speckle_tracking.simulation.STParams + +.. autoclass:: robust_speckle_tracking.simulation.STSim + +.. autoclass:: robust_speckle_tracking.simulation.STConverter + +Core functions +^^^^^^^^^^^^^^ + +.. autofunction:: robust_speckle_tracking.simulation.parameters + +.. autofunction:: robust_speckle_tracking.bin.lens + +.. autofunction:: robust_speckle_tracking.bin.aperture + +.. autofunction:: robust_speckle_tracking.bin.fraunhofer_1d + +.. autofunction:: robust_speckle_tracking.bin.fraunhofer_2d + +.. autofunction:: robust_speckle_tracking.bin.fresnel_1d + +.. autofunction:: robust_speckle_tracking.bin.fresnel_2d + +.. autofunction:: robust_speckle_tracking.bin.barcode_steps + +.. autofunction:: robust_speckle_tracking.bin.barcode_1d + +.. autofunction:: robust_speckle_tracking.bin.barcode_2d + +.. autofunction:: robust_speckle_tracking.bin.make_frames + +.. autofunction:: robust_speckle_tracking.bin.make_whitefield \ No newline at end of file diff --git a/environment.yml b/environment.yml old mode 100644 new mode 100755 diff --git a/pytest.ini b/pytest.ini old mode 100644 new mode 100755 diff --git a/requirements.txt b/requirements.txt old mode 100644 new mode 100755 diff --git a/robust_speckle_tracking/bin/beam_calc.c b/robust_speckle_tracking/bin/beam_calc.c old mode 100644 new mode 100755 diff --git a/robust_speckle_tracking/bin/beam_calc.pyx b/robust_speckle_tracking/bin/beam_calc.pyx index 1fca9a4..cb82ce8 100755 --- a/robust_speckle_tracking/bin/beam_calc.pyx +++ b/robust_speckle_tracking/bin/beam_calc.pyx @@ -62,8 +62,8 @@ cdef complex_t lens_wp(float_t x, float_t wl, float_t ap, float_t f, def lens(float_t[::1] x_arr, float_t wl, float_t ap, float_t focus, float_t defoc, float_t alpha, float_t x0): """ - Lens wavefront calculation by dint of Fresnel diffraction (without the coefficient) - with third order polinomial abberations + Lens wavefront calculation by dint of Fresnel diffraction (without the normalizing coefficient) + Lens abberations are modelled by the third order polynomial x_arr - coordinates at the plane downstream [um] wl - wavelength [um] @@ -105,7 +105,7 @@ cdef complex_t aperture_wp(float_t x, float_t z, float_t wl, float_t ap) nogil: def aperture(float_t[::1] x_arr, float_t z, float_t wl, float_t ap): """ - Aperture wavefront calculation by dint of Fresnel diffraction (without the coefficient) + Aperture wavefront calculation by dint of Fresnel diffraction x_arr - coordinates at the plane downstream [um] z - propagation distance [um] @@ -141,7 +141,7 @@ cdef void fhf_1d(complex_t[::1] wf1, complex_t[::1] wf0, float_t[::1] x_arr, flo def fraunhofer_1d(complex_t[::1] wf0, float_t[::1] x_arr, float_t[::1] xx_arr, float_t dist, float_t wl): """ - 1D Fraunhofer diffraction calculation (without the coefficient) + 1D Fraunhofer diffraction calculation wf0 - wavefront at the plane downstream x_arr - coordinates at the plane downstream [um] @@ -157,7 +157,7 @@ def fraunhofer_1d(complex_t[::1] wf0, float_t[::1] x_arr, float_t[::1] xx_arr, f def fraunhofer_2d(complex_t[:, ::1] wf0, float_t[::1] x_arr, float_t[::1] xx_arr, float_t dist, float_t wl): """ - 1D Fraunhofer diffraction calculation for an array of wavefronts (without the coefficient) + 1D Fraunhofer diffraction calculation for an array of wavefronts wf0 - an array of wavefronts at the plane downstream x_arr - coordinates at the plane downstream [um] @@ -194,7 +194,7 @@ cdef void fnl_1d(complex_t[::1] wf1, complex_t[::1] wf0, float_t[::1] x_arr, flo def fresnel_1d(complex_t[::1] wf0, float_t[::1] x_arr, float_t[::1] xx_arr, float_t dist, float_t wl): """ - 1D Fresnel diffraction calculation (without the coefficient) + 1D Fresnel diffraction calculation wf0 - wavefront at the plane downstream x_arr - coordinates at the plane downstream [um] @@ -210,7 +210,7 @@ def fresnel_1d(complex_t[::1] wf0, float_t[::1] x_arr, float_t[::1] xx_arr, floa def fresnel_2d(complex_t[:, ::1] wf0, float_t[::1] x_arr, float_t[::1] xx_arr, float_t dist, float_t wl): """ - 1D Fresnel diffraction calculation for an array of wavefronts (without the coefficient) + 1D Fresnel diffraction calculation for an array of wavefronts wf0 - an array of wavefronts at the plane downstream x_arr - coordinates at the plane downstream [um] @@ -227,7 +227,7 @@ def fresnel_2d(complex_t[:, ::1] wf0, float_t[::1] x_arr, float_t[::1] xx_arr, f def barcode_steps(float_t x0, float_t x1, float_t br_dx, float_t rd): """ - Barcode bars' coordinates generation with random deviation + Generate a random vector of barcode bars' coordinates x0, x1 - sample's bounds [um] br_dx - mean bar size [um] @@ -291,7 +291,7 @@ cdef void barcode_c(float_t[::1] br_tr, float_t[::1] x_arr, float_t[::1] bx_arr, def barcode_1d(float_t[::1] x_arr, float_t[::1] bx_arr, float_t sgm, float_t atn0, float_t atn): """ - Barcode transmission array for a scan + Generate a vector of barcode transmission coefficients x_arr - coordinates [um] bx_arr - bar coordinates array [um] @@ -309,7 +309,7 @@ def barcode_1d(float_t[::1] x_arr, float_t[::1] bx_arr, float_t sgm, float_t atn def barcode_2d(float_t[::1] x_arr, float_t[::1] bx_arr, float_t sgm, float_t atn0, float_t atn, float_t ss, int_t nf): """ - Barcode transmission array for a scan + Generate a vector of barcode transmission coefficients for an array of wavefronts x_arr - coordinates [um] bx_arr - bar coordinates array [um] @@ -349,7 +349,7 @@ cdef void make_frame_c(uint_t[:, ::1] frame, float_t[::1] i_x, float_t[::1] i_y, def make_frames(float_t[:, ::1] i_x, float_t[::1] i_y, float_t[::1] sc_x, float_t[::1] sc_y, float_t pix_size): """ - Generate intensity frames with Poisson noise from x and y coordinate wavefront profiles + Generate a 2d array of intensities with Poisson noise based on arrays of wavefront profiles along the x and y axes i_x, i_y - x and y coordinate intensity profiles sc_x, sc_y - source rocking curve along x- and y-axes @@ -392,9 +392,9 @@ cdef uint_t wirthselect_uint(uint_t[:] array, int k) nogil: def make_whitefield(uint_t[:, :, ::1] data, uint8_t[:, ::1] mask): """ - Return whitefield based on median filtering of the stack of frames + Generate a whitefield using the median filtering - data - stack of frames + data - an array of frames mask - bad pixel mask """ cdef: diff --git a/robust_speckle_tracking/bin/st_utils.c b/robust_speckle_tracking/bin/st_utils.c old mode 100755 new mode 100644 diff --git a/robust_speckle_tracking/bin/st_utils.pyx b/robust_speckle_tracking/bin/st_utils.pyx index a5b4ed9..8eca0bf 100755 --- a/robust_speckle_tracking/bin/st_utils.pyx +++ b/robust_speckle_tracking/bin/st_utils.pyx @@ -104,14 +104,15 @@ cdef void frame_reference(float_t[:, ::1] I0, float_t[:, ::1] w0, float_t[:, ::1 def make_reference(float_t[:, :, ::1] I_n, float_t[:, ::1] W, float_t[:, :, ::1] u, float_t[::1] di, float_t[::1] dj, float_t ls, int_t wfs=0, bool_t return_nm0=True): """ - Return a reference image + Generate a reference image based on the pixel mapping and the measured data using the simple kriging - I_n - measured data + I_n - measured frames W - whitefield - u - pixel map + u - pixel mapping between the data at the detector's plane + and the reference image at the reference plane di, dj - sample translations along slow and fast axis in pixels ls - length scale in pixels - return_nm0 - flag to return n0, m0 + return_nm0 - flag to return n0, m0, lower pixel bounds of the reference image at the reference plane sw_max - return extended reference image based on search window size """ cdef: @@ -250,14 +251,16 @@ def upm_search(float_t[:, :, ::1] I_n, float_t[:, ::1] W, float_t[:, ::1] I0, float_t[:, :, ::1] u0, float_t[::1] di, float_t[::1] dj, uint_t wss, uint_t wfs, float_t ls): """ - Update the pixel map + Update the pixel map using the brute-force search along the search window + The update procedure minimizes the mean-squared-error (MSE) between the measured frames and the reference image - I_n - measured data + I_n - measured frames W - whitefield I0 - reference image - u0 - pixel map - di, dj - sample translations along slow and fast axis in pixels - wss, wfs - search window size along slow and fast axis + u0 - pixel mapping between the data at the detector's plane + and the reference image at the reference plane + di, dj - the sample translations along the slow and fast axes in pixels + wss, wfs - search window size along slow and fast axis in pixels ls - length scale in pixels """ cdef: @@ -341,15 +344,17 @@ def upm_newton_1d(float_t[:, :, ::1] I_n, float_t[:, ::1] W, float_t[:, ::1] I0, int_t max_iter=500, float_t x_tol=1e-12): """ Update the pixel map based on the Newton's method + The update procedure minimizes the mean-squared-error (MSE) between the measured frames and the reference image - I_n - measured data + I_n - measured frames W - whitefield I0 - reference image - u0 - pixel map + u0 - pixel mapping between the data at the detector's plane + and the reference image at the reference plane di, dj - sample translations along slow and fast axis in pixels wss, wfs - search window size along slow and fast axis ls - length scale in pixels - x_tol - argument tolerance + x_tol - tolerance for termination by the change of the solution max_iter - maximum number of iterations """ cdef: @@ -374,12 +379,13 @@ def upm_newton_1d(float_t[:, :, ::1] I_n, float_t[:, ::1] W, float_t[:, ::1] I0, def total_mse(float_t[:, :, ::1] I_n, float_t[:, ::1] W, float_t[:, ::1] I0, float_t[:, :, ::1] u, float_t[::1] di, float_t[::1] dj, float_t ls): """ - Return total mean squared error + Return the total mean squared error - I_n - measured data + I_n - measured frames W - whitefield I0 - reference image - u - pixel map + u - pixel mapping between the data at the detector's plane + and the reference image at the reference plane di, dj - sample translations along slow and fast axis in pixels ls - length scale in pixels """ @@ -387,13 +393,13 @@ def total_mse(float_t[:, :, ::1] I_n, float_t[:, ::1] W, float_t[:, ::1] I0, int_t a = I_n.shape[0], b = I_n.shape[1], c = I_n.shape[2] int_t aa = I0.shape[0], bb = I0.shape[1], j, k, t int_t max_threads = openmp.omp_get_max_threads() - float_t err + float_t err = 0 float_t[:, ::1] mptr = NO_VAR * np.ones((max_threads, 2), dtype=np.float64) float_t[:, ::1] I = np.empty((max_threads, a), dtype=np.float64) - for k in prange(c, schedule='static', nogil=True): + for k in prange(c, schedule='guided', nogil=True): t = openmp.omp_get_thread_num() for j in range(b): krig_data_c(I[t], I_n, W, u, j, k, ls) mse_bi(&mptr[t, 0], I[t], I0, di, dj, u[0, j, k], u[1, j, k]) - err = err + mptr[t, 0] + err += mptr[t, 0] return err / b / c \ No newline at end of file diff --git a/robust_speckle_tracking/config/parameters.ini b/robust_speckle_tracking/config/parameters.ini index 5f9cda6..fc80c12 100755 --- a/robust_speckle_tracking/config/parameters.ini +++ b/robust_speckle_tracking/config/parameters.ini @@ -1,5 +1,5 @@ [exp_geom] -defoc = 4e2 +defocus = 4e2 det_dist = 2e6 step_size = 1e-1 n_frames = 300 diff --git a/robust_speckle_tracking/data_processing.py b/robust_speckle_tracking/data_processing.py index 473e5d7..ef820a3 100755 --- a/robust_speckle_tracking/data_processing.py +++ b/robust_speckle_tracking/data_processing.py @@ -6,7 +6,7 @@ from __future__ import division import numpy as np from scipy.ndimage import gaussian_filter from scipy.optimize import least_squares -from .bin import make_whitefield_st, make_reference, upm_search, total_mse +from .bin import make_whitefield_st, make_reference, upm_search, upm_newton_1d, total_mse class dict_to_object: def __init__(self, finstance): @@ -20,7 +20,12 @@ class return_obj_method: self.dict_func, self.cls, self.instance = dict_func, cls, instance def __call__(self, *args, **kwargs): - dct = self.instance.__dict__.copy() + dct = {} + for key, val in self.instance.__dict__.items(): + if isinstance(val, np.ndarray): + dct[key] = np.copy(val) + else: + dct[key] = val dct.update(self.dict_func(*args, **kwargs)) return self.cls(**dct) @@ -29,7 +34,9 @@ class return_obj_method: class STData: """ - Speckle Tracking scan data class + Speckle Tracking scan data container class + Contains all the necessary data for the Speckle Tracking algorithm + Contains the list of all the SpeckleTracking1D objects and the AbberationsFit object derived from it Necessary attributes: basis_vectors - detector basis vectors @@ -67,7 +74,7 @@ class STData: for attr in self.init_dict: self.__dict__[attr] = kwargs.get(attr) - # Set good frames array and mask + # Set a good frames array and mask if self.good_frames is None: self.good_frames = np.arange(self.data.shape[0]) if self.mask is None or self.whitefield is None: @@ -75,13 +82,13 @@ class STData: dtype=self.protocol.get_dtype('mask')) self.whitefield = make_whitefield_st(data=self.data[self.good_frames], mask=self.mask) - # Set pixel translations + # Set a pixel translations if self.pixel_translations is None: self.pixel_translations = (self.translations[:, None] * self.basis_vectors).sum(axis=-1) self.pixel_translations /= (self.basis_vectors**2).sum(axis=-1) * self.defocus / self.distance self.pixel_translations -= self.pixel_translations.mean(axis=0) - # Set pixel map, deviation angles, and phase + # Set a pixel map, deviation angles, and phase if self.pixel_map is None: self.pixel_map = np.indices(self.whitefield.shape, dtype=self.protocol.get_dtype('pixel_map')) @@ -89,10 +96,13 @@ class STData: dtype=self.protocol.get_dtype('deviation_angles')) self.phase = np.zeros(self.whitefield.shape, dtype=self.protocol.get_dtype('phase')) - # Init list of SpeckleTracking1D objects - self.st_objects = [] + # Initialize a list of SpeckleTracking1D objects + self._st_objects = [] SpeckleTracking1D.import_data(self) + # Initialize an AbberationsFit object + self._ab_fit = AbberationsFit.import_data(self) + def _update_pixel_map_1d(self, fs_map): fs_idx = np.indices(self.whitefield.shape, dtype=self.protocol.get_dtype('pixel_map')) fs_idx = fs_idx[1, self.roi[0]:self.roi[1], self.roi[2]:self.roi[3]] @@ -134,11 +144,13 @@ class STData: return {'pixel_map': None} @dict_to_object - def change_defocus(self, defocus): + def update_defocus(self, defocus=None): """ - Return a new object with the updated defocus distance + Return a new object with the updated defocus distance and sample's pixel translations """ - return {'defocus': defocus} + if defocus is None: + defocus = self.defocus + return {'defocus': defocus, 'pixel_translations': None} def get(self, attr, value=None): """ @@ -158,13 +170,19 @@ class STData: """ Return the list of bound SpeckleTracking1D objects """ - return self.st_objects + return self._st_objects def get_last_st(self): """ Return the last SpeckleTracking1D object """ - return self.st_objects[-1] + return self._st_objects[-1] + + def get_ab_fit(self): + """ + Return the AbberationsFit object + """ + return self._ab_fit def write_cxi(self, cxi_file): """ @@ -180,10 +198,12 @@ class SpeckleTracking1D: roi - Region Of Interest good_frames - array with good frames indexes data - measured frames - whitefield - whitefield - dss_pix, dfs_pix - sample translations along the slow adn fast axes in pixels - pixel_map - pixel map - reference_image - reference image + whitefield - the data whitefield + dss_pix, dfs_pix - the sample translations along the slow and fast axes in pixels + pixel_map - the pixel mapping between the data at the detector's plane + and the reference image at the reference plane + reference_image - the reference image + n0, m0 - the lower bounds of fast and slow axes of the reference image at the reference frame [pixels] """ attr_dict = {'data', 'dref', 'defocus', 'dfs_pix', 'dss_pix', 'pixel_map', 'whitefield'} init_dict = {'n0', 'm0', 'reference_image'} @@ -199,21 +219,14 @@ class SpeckleTracking1D: self.__dict__[attr] = kwargs.get(attr) if self.reference_image is None: - self.update_reference.inplace_update(update_dij=True) + self.update_reference.inplace_update() - self.dref.st_objects.append(self) + self.dref._st_objects.append(self) @classmethod def import_data(cls, st_data): """ - Return a new object from a data dictionary with the given items: - - roi - Region Of Interest - good_frames - array with good frames indexes - mask - bad pixels mask - data - measured frames - whitefield - whitefield - pixel_translations - sample translations in pixels + Return a new SpeckleTracking1D object from an STData object """ data = (st_data.get('mask') * st_data.get('data')).sum(axis=1)[:, None].astype(np.float64) whitefield = st_data.get('whitefield').astype(np.float64) @@ -228,24 +241,34 @@ class SpeckleTracking1D: Return new object with the updated reference image l_scale - length scale in pixels + sw_max - search window size in pixels """ I0, n0, m0 = make_reference(I_n=self.data, W=self.whitefield, u=self.pixel_map, di=self.dss_pix, - dj=self.dfs_pix, ls=l_scale, sw_max=sw_max) + dj=self.dfs_pix, ls=l_scale, wfs=sw_max) return {'reference_image': I0, 'n0': n0, 'm0': m0} @dict_to_object - def update_pixel_map(self, sw_max, l_scale=3.): + def update_pixel_map(self, sw_max, l_scale=3., method='newton'): """ Return new object with the updated pixel map + Available pixel map update methods are: + - 'newton' - iterative Newton's method based on finite difference gradient approximation + - 'search' - brute-force search along the search window sw_max - search window size in pixels l_scale - length scale in pixels - step_size - step size of iterative update """ - pixel_map = upm_search(I_n=self.data, W=self.whitefield, I0=self.reference_image, - u0=self.pixel_map, di=self.dss_pix - self.n0, dj=self.dfs_pix - self.m0, - wss=1, wfs=sw_max, ls=l_scale) + if method == 'search': + pixel_map = upm_search(I_n=self.data, W=self.whitefield, I0=self.reference_image, + u0=self.pixel_map, di=self.dss_pix - self.n0, dj=self.dfs_pix - self.m0, + wss=1, wfs=sw_max, ls=l_scale) + elif method == 'newton': + pixel_map = upm_newton_1d(I_n=self.data, W=self.whitefield, I0=self.reference_image, + u0=self.pixel_map, di=self.dss_pix - self.n0, dj=self.dfs_pix - self.m0, + wss=1, wfs=sw_max, ls=l_scale) + else: + raise ValueError('Wrong method argument: {:s}'.format(method)) return {'pixel_map': pixel_map} def update_data(self): @@ -257,7 +280,8 @@ class SpeckleTracking1D: def defocus_sweep(self, df_arr, l_scale=120): """ - Calculate reference images for an array of defocus distances df_arr + Calculate reference images for an array of defocus distances df_arr with the given length scale + The length scale should be large enough in order to supress high frequency noise Return a new object with optimal defocus distance and a defocus sweep scan """ sweep_scan = [] @@ -268,28 +292,36 @@ class SpeckleTracking1D: sweep_scan.append(np.mean(np.gradient(reference_image[0])**2)) return np.array(sweep_scan) - def iter_update(self, sw_max, ls_pm=3., ls_ri=10., n_iter=5, verbose=True): + def iter_update(self, sw_max, ls_pm=3., ls_ri=10., n_iter=5, verbose=True, method='newton'): """ Update the reference image and the pixel map iteratively + Available pixel map update methods are: + - 'newton' - iterative Newton's method based on finite difference gradient approximation + - 'search' - brute-force search along the search window sw_max - search window size in pixels - l_scale - length scale in pixels + ls_pm, ls_ri - length scale in pixels for the pixel map and the reference image accordingly n_iter - number of iteration - verbose - verbosity + verbose - turn on verbosity """ obj = self.update_reference(l_scale=ls_ri, sw_max=sw_max) - errors = [] + errors = [obj.total_mse()] + if verbose: + print('Iteration No. 0: Total MSE = {:.3f}'.format(errors[0])) for it in range(1, n_iter + 1): - errors.append(obj.total_mse()) - if verbose: - print('Iteration No. {:d}: Total MSE = {:.5e}'.format(it, errors[-1])) - pm = obj.update_pixel_map.dict_func(sw_max=sw_max, l_scale=ls_pm) - ri = obj.make_reference.dict_func(l_scale=ls_ri) + pm = obj.update_pixel_map.dict_func(sw_max=sw_max, l_scale=ls_pm, method=method) + ri = obj.update_reference.dict_func(l_scale=ls_ri) roi = slice(obj.m0 - ri['m0'], ri['reference_image'].shape[1] + obj.m0 - ri['m0']) obj.reference_image[:, roi] += gaussian_filter(ri['reference_image'] - obj.reference_image[:, roi], (0, ls_ri)) obj.pixel_map += gaussian_filter(pm['pixel_map'] - obj.pixel_map, (0, 0, ls_pm)) + + errors.append(obj.total_mse()) + if verbose: + print('Iteration No. {:d}: Total MSE = {:.3f}'.format(it, errors[-1])) + if abs(errors[-1] - errors[-2]) <= 1e-3: + break return obj, errors def total_mse(self, l_scale=3.): @@ -298,12 +330,14 @@ class SpeckleTracking1D: l_scale - length scale in pixels """ - return total_mse(I_n=self.data, W=self.whitefield, I0=self.reference_image, - u=self.pixel_map, di=self.dss_pix, dj=self.dfs_pix, ls=l_scale) + return total_mse(I_n=self.data, W=self.whitefield, I0=self.reference_image, u=self.pixel_map, + di=self.dss_pix - self.n0, dj=self.dfs_pix - self.m0, ls=l_scale) def var_pixel_map(self, l_scale=20): """ Return the pixel map variance + + l_scale - length scale in pixels """ var_psn = np.mean(self.data) reference_image = make_reference(I_n=self.data, W=self.whitefield, u=self.pixel_map, @@ -320,6 +354,8 @@ class LeastSquares: def bounds(x, max_order=2): """ Return the bounds of the regression problem + + max_order - maximum order of the polynomial fit """ lb = -np.inf * np.ones(max_order + 2) ub = np.inf * np.ones(max_order + 2) @@ -337,6 +373,8 @@ class LeastSquares: def init_x(x, y, max_order=2): """ Return initial fit coefficients + + max_order - maximum order of the polynomial fit """ x0 = np.zeros(max_order + 2) u0 = gaussian_filter(y, y.shape[0] // 10) @@ -350,19 +388,31 @@ class LeastSquares: @classmethod def errors(cls, fit, x, y): """ - Return the model errors + Return the model errors of the fit """ return cls.model(fit, x) - y @classmethod def weighted_errors(cls, fit, x, y, w): """ - Return the weighted model errors + Return the weighted model errors of the given fit and weights array """ return w * cls.errors(fit, x, y) @classmethod def fit(cls, x, y, max_order=2, xtol=1e-14, ftol=1e-14, loss='cauchy'): + """ + Fit the data comprised of points x, y along the x and y axes based on nonlinear least-squares algorithm + using the polynomial model function + Use scipy.optimise.least_squares function + + max_order - maximum order of the polynomial fit + xtol - tolerance for termination by the change of the independent variables + ftol - tolerance for termination by the change of the cost function + loss - determines the loss function, ('linear', 'soft_l1', 'huber', 'cauchy', 'arctan' are allowed) + + Return the attained solution and the vector of residuals + """ fit = least_squares(cls.errors, cls.init_x(x, y, max_order), bounds=cls.bounds(x, max_order), loss=loss, args=(x, y), xtol=xtol, ftol=ftol) @@ -389,9 +439,17 @@ class AbberationsFit(LeastSquares): if kwargs.get(attr) is None: raise ValueError('Attribute {:s} has not been provided'.format(attr)) else: - self.__dict__[attr] = kwargs.get(attr) + self.__dict__[attr] = float(kwargs.get(attr)) - self.pix_ap = kwargs['distance'] / kwargs['x_pixel_size'] + self.pix_ap = self.x_pixel_size / self.distance + + @classmethod + def import_data(cls, st_data): + """ + Return a new AbberationsFit object from an STData object + """ + data_dict = {attr: st_data.get(attr) for attr in cls.attr_dict} + return cls(**data_dict) def angles_model(self, fit, pixels): """ @@ -399,11 +457,11 @@ class AbberationsFit(LeastSquares): """ return self.model(self.to_ang_fit(fit), pixels * self.pix_ap) - def phase_model(self, fit, pixels, st_data): + def phase_model(self, fit, pixels, phase): """ Return the model values of lens' phase """ - return self.model(self.to_ph_fit(fit, pixels, st_data), pixels * self.pix_ap) + return self.model(self.to_ph_fit(fit, pixels, phase), pixels * self.pix_ap) def to_ang_fit(self, fit): """ @@ -427,10 +485,18 @@ class AbberationsFit(LeastSquares): def fit_pixel_ab(self, pixels, pixel_ab, max_order=2, xtol=1e-14, ftol=1e-14, loss='cauchy'): """ - Return pixel abberations fit for the STData object + Fit the lens' pixel abberations profile based on nonlinear least-squares algorithm + using the polynomial model function + Use scipy.optimise.least_squares function + + pixels, pixel_ab - lens' pixel abberations profile in pixels + max_order - maximum order of the polynomial fit + xtol - tolerance for termination by the change of the independent variables + ftol - tolerance for termination by the change of the cost function + loss - determines the loss function, ('linear', 'soft_l1', 'huber', 'cauchy', 'arctan' are allowed) - pixels - pixels array - pixel_ab - pixel abberations along the detector's fast axis + Return a dictionary of the pixel abberations fit ('fit'), the vector of residuals ('error'), + $R^2$ goodness of fit value ('r_sq'), and the fitting data ('pixels', 'pixels_ab') """ fit, err = self.fit(pixels, pixel_ab, max_order=max_order, xtol=xtol, ftol=ftol, loss=loss) r_sq = 1 - np.sum(self.errors(fit, pixels, pixel_ab)**2) / np.sum((pixel_ab.mean() - pixel_ab)**2) diff --git a/robust_speckle_tracking/protocol.py b/robust_speckle_tracking/protocol.py index a15a118..47aeaaa 100755 --- a/robust_speckle_tracking/protocol.py +++ b/robust_speckle_tracking/protocol.py @@ -176,7 +176,7 @@ class Protocol(INIParser): """ Return parser object using an ini file template - template - path to the template file + path - path to the template file """ ini_template = configparser.ConfigParser() ini_template.read(path) @@ -195,6 +195,8 @@ class Protocol(INIParser): def log(self, logger): """ Log the protocol + + logger - a logger object """ for attr in self.default_paths: logger.info(self.log_txt.format(attr=attr, fmt=self.dtypes[attr], @@ -202,19 +204,20 @@ class Protocol(INIParser): def get_path(self, attr, value=None): """ - Return the atrribute's path + Return the atrribute's path in the cxi file, return value if not found """ return self.default_paths.get(attr, value) def get_dtype(self, attr, value=None): """ - Return the attribute's data-type + Return the attribute's data-type, return value if not found """ return self.dtypes.get(attr, value) def read_cxi(self, attr, cxi_file, cxi_path=None, dtype=None): """ - Read the attribute from the cxi file + Read the attribute from the cxi file at the path defined by the protocol + If cxi_path argument is provided, it will override the protocol attr - the attribute to read cxi_file - an h5py File object @@ -229,9 +232,10 @@ class Protocol(INIParser): def write_cxi(self, attr, data, cxi_file, overwrite=True, cxi_path=None, dtype=None): """ Write data to the cxi file as specified by the protocol + If cxi_path or dtype argument are provided, it will override the protocol - attribute - the attribute to be written - data - attribute's data + attr - the attribute to be written + data - the attribute's data cxi_file - an h5py File object overwrite - overwrite the cxi file """ @@ -262,7 +266,7 @@ class STLoader(INIParser): Search data in the paths provided by the protocol and the paths parsed to the constructor. protocol - Protocol object - paths - dictionary of attributes' paths, where the loader looks for data + paths - dictionary of attributes' paths, where the loader looks for the data """ attr_dict = {'paths': ('ALL',)} fmt_dict = {'paths': 'str'} @@ -298,7 +302,7 @@ class STLoader(INIParser): def load(self, path, **kwargs): """ - Load a cxi file and return a object + Load a cxi file and return an STData class object path - path to the cxi file kwargs - a dictionary of attributes to override diff --git a/robust_speckle_tracking/simulation/parameters.py b/robust_speckle_tracking/simulation/parameters.py index 5985669..d5e7d73 100644 --- a/robust_speckle_tracking/simulation/parameters.py +++ b/robust_speckle_tracking/simulation/parameters.py @@ -10,7 +10,7 @@ class STParams(INIParser): Speckle Tracking parameters class (STParams) [exp_geom - experimental geometry parameters] - defoc - lens defocus distance [um] + defocus - lens defocus distance [um] det_dist - distance between the barcode and the detector [um] step_size - scan step size [um] n_frames - number of frames @@ -142,7 +142,7 @@ def parameters(**kwargs): Return default parameters, if not superseded by parameters parsed in argument [exp_geom - experimental geometry parameters] - defoc - lens defocus distance [um] + defocus - lens defocus distance [um] det_dist - distance between the barcode and the detector [um] step_size - scan step size [um] n_frames - number of frames diff --git a/robust_speckle_tracking/simulation/st_sim.py b/robust_speckle_tracking/simulation/st_sim.py index 9879dcb..225b7fb 100755 --- a/robust_speckle_tracking/simulation/st_sim.py +++ b/robust_speckle_tracking/simulation/st_sim.py @@ -52,7 +52,7 @@ class STSim(): xx_span = self.fs_size * self.pix_size yy_span = self.ss_size * self.pix_size - x_span = 1.6 * self.ap_x / self.focus * self.defoc + x_span = 1.6 * self.ap_x / self.focus * self.defocus y_span = 1.2 * self.ap_y n_x = int(x_span * xx_span / self.wl / self.det_dist) n_y = int(y_span * yy_span / self.wl / self.det_dist) @@ -71,12 +71,12 @@ class STSim(): #Initializing wavefields at the sample's plane self.logger.info("Generating wavefields at the sample's plane") self.wf0_x = lens(x_arr=self.x_arr, wl=self.wl, ap=self.ap_x, - focus=self.focus, defoc=self.defoc, alpha=self.alpha, + focus=self.focus, defoc=self.defocus, alpha=self.alpha, x0=(self.x0 - 0.5) * self.ap_x) - self.wf0_y = aperture(x_arr=self.y_arr, z=self.focus + self.defoc, + self.wf0_y = aperture(x_arr=self.y_arr, z=self.focus + self.defocus, wl=self.wl, ap=self.ap_y) self.i0 = self.p0 / self.ap_x / self.ap_y - self.smp_c = 1 / self.wl / (self.focus + self.defoc) + self.smp_c = 1 / self.wl / (self.focus + self.defocus) self.logger.info("The wavefields have been generated") def _init_barcode(self, bsteps): @@ -206,7 +206,7 @@ class STConverter(): return np.stack((_vec_ss, _vec_fs), axis=1) def _defocus(self, st_params): - return self.crd_rat * st_params.defoc + return self.crd_rat * st_params.defocus def _distance(self, st_params): return self.crd_rat * st_params.det_dist @@ -283,7 +283,7 @@ def main(): parser.add_argument('out_path', type=str, help="Output folder path") parser.add_argument('-f', '--ini_file', type=str, help="Path to an INI file to fetch all of the simulation parameters") - parser.add_argument('--defoc', type=float, help="Lens defocus distance, [um]") + parser.add_argument('--defocus', type=float, help="Lens defocus distance, [um]") parser.add_argument('--det_dist', type=float, help="Distance between the barcode and the detector [um]") parser.add_argument('--step_size', type=float, help="Scan step size [um]") parser.add_argument('--n_frames', type=int, help="Number of frames") diff --git a/setup.cfg b/setup.cfg old mode 100644 new mode 100755 diff --git a/setup.py b/setup.py old mode 100644 new mode 100755 diff --git a/test_rst.py b/test_rst.py old mode 100644 new mode 100755 index dd86ec4..bdcb3b0 --- a/test_rst.py +++ b/test_rst.py @@ -30,24 +30,23 @@ def exp_data(request): params['roi'] = request.param['roi'] return params -@pytest.fixture +@pytest.fixture(scope='function') def ini_path(): """ Return a path to the experimental speckle tracking data """ path = 'test.ini' - return path + yield path + os.remove(path) @pytest.mark.st_sim def test_st_params(st_params, ini_path): - assert not os.path.isdir(ini_path) + assert not os.path.isfile(ini_path) ini_parser = st_params.export_ini() with open(ini_path, 'w') as ini_file: ini_parser.write(ini_file) - assert os.path.isfile(ini_path) new_params = st_sim.STParams.import_ini(ini_path) assert new_params.export_dict() == st_params.export_dict() - os.remove(ini_path) @pytest.mark.st_sim def test_st_sim(st_params): @@ -75,3 +74,18 @@ def test_loader_sim(sim_data): data_dict = loader._load(data_path) for attr in rst.STData.attr_dict: assert not data_dict[attr] is None + +@pytest.mark.rst +def test_iter_update(sim_data): + assert os.path.isdir(sim_data) + protocol_path = os.path.join(sim_data, 'protocol.ini') + assert os.path.isfile(protocol_path) + data_path = os.path.join(sim_data, 'data.cxi') + assert os.path.isfile(data_path) + protocol = rst.Protocol.import_ini(protocol_path) + loader = rst.STLoader(protocol=protocol) + st_data = loader.load(data_path) + st_obj = st_data.get_last_st() + pixel_map0 = st_obj.pixel_map.copy() + st_obj.iter_update(150, ls_pm=2.5, ls_ri=15, verbose=True, n_iter=5) + assert (st_obj.pixel_map == pixel_map0).all() -- GitLab