{ "cells": [ { "cell_type": "markdown", "id": "1417cc01-3a4f-4d36-88f8-777197a46873", "metadata": {}, "source": [ "# Calibration of the ID22 goniometer without analyzer crystals\n", "\n", "ID22 is the high-resolution powder-diffraction beamline of the ESRF. In its standard configuration, the diffracted beam is analysed by a bank of thirteen perfect crystals — the beamline operated with nine of them for many years — which provides an outstanding angular resolution, at the cost of a rather long acquisition time. In the setup studied here, the analyzer crystals are removed and expose directly the large 2D detector mounted on the $2\\theta$ arm: a handful of frames recorded at different arm positions is then enough to cover the whole angular range, which speeds up the acquisition by orders of magnitude.\n", "\n", "![ID22](ID22.jpg)\n", "\n", "The price to pay is that the geometry of *every* frame has to be known precisely: since the detector moves during the scan, a single PONI-file is no longer sufficient. pyFAI addresses this with the `GoniometerRefinement` class: instead of refining six independent parameters for each image, one refines a **single parametric model** which describes how the geometry of the detector evolves with the position of the goniometer. Every frame then contributes to the very same fit, and the resulting model is able to provide the geometry at any arm position, including positions which have never been measured.\n", "\n", "This tutorial performs such a calibration. The model used here explicitly includes the **eccentricity** of the sample with respect to the rotation axis of the goniometer, i.e. the fact that the sample may not sit exactly on the axis around which the detector arm rotates. Whether this term is actually needed on this instrument is discussed in the conclusion.\n", "\n", "## The dataset\n", "\n", "* Detector: Eiger2 CdTe 2M-W (~4k × 512 pixels of 75 µm), mounted **vertically** on the $2\\theta$ arm\n", "* 9 images taken 10° apart, from 0 to 80°, covering a $2\\theta$-range from 0 to 90°\n", "* Calibrant: $LaB_6$\n", "* Energy: 35 keV, i.e. $\\lambda \\approx 0.354\\,\\mathring{\\text{A}}$" ] }, { "cell_type": "markdown", "id": "md-sec1", "metadata": {}, "source": [ "## 1. Setting up the environment and loading the data\n", "\n", "The `inline` backend of matplotlib produces static figures. Switch it to `widget` (which requires the `ipympl` package) if you wish to pick the control points by hand in the cells which are commented out below.\n", "\n", "The data are fetched from the pyFAI test-data repository; they are downloaded only once and cached locally." ] }, { "cell_type": "code", "execution_count": 1, "id": "44813bb8-5e7c-43db-b76a-dd71b3c750d2", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:09:56.071711Z", "iopub.status.busy": "2026-09-15T08:09:56.071633Z", "iopub.status.idle": "2026-09-15T08:09:56.411212Z", "shell.execute_reply": "2026-09-15T08:09:56.410590Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "145df7ac-ccef-4f9e-995b-9ac43859ab72", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:09:56.412986Z", "iopub.status.busy": "2026-09-15T08:09:56.412849Z", "iopub.status.idle": "2026-09-15T08:09:57.562685Z", "shell.execute_reply": "2026-09-15T08:09:57.561659Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.gui.matplotlib:Matplotlib already loaded with backend `inline`, setting its backend to `QtAgg` may not work!\n" ] } ], "source": [ "from math import pi\n", "import time\n", "import numpy\n", "import h5py\n", "import logging\n", "from scipy.ndimage import binary_dilation\n", "from scipy.signal import find_peaks\n", "from matplotlib.pyplot import subplots\n", "import pyFAI\n", "from pyFAI.goniometer import GoniometerRefinement, ExtendedTransformation\n", "from pyFAI.gui.cli_calibration import AbstractCalibration, Calibration\n", "from pyFAI.gui import jupyter\n", "from pyFAI.test.utilstest import UtilsTest\n", "start_time = time.perf_counter()\n", "pyFAI.gui.peak_picker.logger.setLevel(logging.CRITICAL)" ] }, { "cell_type": "code", "execution_count": 3, "id": "7eb6627a-32a9-4b2d-8b4c-29587b191a4b", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:09:57.565471Z", "iopub.status.busy": "2026-09-15T08:09:57.565203Z", "iopub.status.idle": "2026-09-15T08:09:58.038512Z", "shell.execute_reply": "2026-09-15T08:09:58.037503Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 31.4 ms, sys: 72 ms, total: 103 ms\n", "Wall time: 467 ms\n" ] }, { "data": { "text/plain": [ "'/tmp/pyFAI_testdata_kieffer/gonio_ID22/scan0001/eiger_0000.h5'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "# Download data ...\n", "filename = UtilsTest.getimage(\"gonio_ID22/LaB6_35keV_diffon_flaton_focus.h5\")\n", "UtilsTest.getimage(\"gonio_ID22/scan0001/eiger_0000.h5\")" ] }, { "cell_type": "markdown", "id": "md-load", "metadata": {}, "source": [ "The HDF5 file contains the stack of the nine images (`stack`) together with the position of the $2\\theta$ arm, as read from its encoder (`pos`)." ] }, { "cell_type": "code", "execution_count": 4, "id": "5d053c73-fd71-486e-9862-94d503c3db7b", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:09:58.040215Z", "iopub.status.busy": "2026-09-15T08:09:58.040114Z", "iopub.status.idle": "2026-09-15T08:09:58.416520Z", "shell.execute_reply": "2026-09-15T08:09:58.415572Z" } }, "outputs": [], "source": [ "with h5py.File(filename) as h:\n", " stack = h[\"/1.1/measurement/eiger\"][()]\n", " pos = h[\"/1.1/measurement/tth_enc\"][()]\n", " # pos_res = h[\"/1.1/measurement/tth\"][()]\n", "\n", "maxi = stack.std(axis=0)\n", "msk = maxi == 0\n", "msk = binary_dilation(msk)\n" ] }, { "cell_type": "markdown", "id": "md-display01", "metadata": {}, "source": [ "The first two frames are displayed below. As the detector is mounted vertically, the Debye-Scherrer rings show up as nearly vertical stripes; the 10° rotation of the arm between the two frames shifts them from one image to the other." ] }, { "cell_type": "code", "execution_count": 5, "id": "90ae1f5b-eb66-44db-819c-654137b9883d", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:09:58.418284Z", "iopub.status.busy": "2026-09-15T08:09:58.418183Z", "iopub.status.idle": "2026-09-15T08:09:59.517409Z", "shell.execute_reply": "2026-09-15T08:09:59.516230Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jupyter.display(stack[0]);" ] }, { "cell_type": "code", "execution_count": 6, "id": "c1041a87-4066-464f-8efd-426959eed8b2", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:09:59.520200Z", "iopub.status.busy": "2026-09-15T08:09:59.520086Z", "iopub.status.idle": "2026-09-15T08:10:00.162043Z", "shell.execute_reply": "2026-09-15T08:10:00.161267Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jupyter.display(stack[1]);" ] }, { "cell_type": "markdown", "id": "md-sec2", "metadata": {}, "source": [ "## 2. Calibration of two reference frames\n", "\n", "The refinement of the goniometer model needs a sensible starting point, which is obtained by calibrating two frames independently, in the usual way: the first one, recorded at $2\\theta = 0$, and the second one, recorded 10° further.\n", "\n", "The next cell defines the experimental conditions: the wavelength, the detector (with its mask), the calibrant and the image to work on." ] }, { "cell_type": "code", "execution_count": 7, "id": "caf7b857-ed3d-490c-b9b2-b245f34a5276", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:00.164102Z", "iopub.status.busy": "2026-09-15T08:10:00.164004Z", "iopub.status.idle": "2026-09-15T08:10:00.172359Z", "shell.execute_reply": "2026-09-15T08:10:00.171641Z" } }, "outputs": [], "source": [ "# Some parameters like the wavelength, the calibrant and the diffraction image:\n", "\n", "wavelength = 0.35413267e-10\n", "detector = pyFAI.detector_factory(\"eiger2_cdte_2m-w\")\n", "detector.mask = msk\n", "calibrant = pyFAI.calibrant.CALIBRANT_FACTORY(\"LaB6\")\n", "calibrant.wavelength = wavelength\n", "img = stack[0]" ] }, { "cell_type": "markdown", "id": "854261ed-a8da-41e8-849c-eaaff1f708cd", "metadata": {}, "source": [ "Uncomment the two cells below to calibrate the first frame interactively: the `Calibration` widget lets one pick a few points along a ring (right-click) and assign them to a given family of Miller indices. The outcome of such a manual picking is hard-coded below, so that this tutorial can be run non-interactively." ] }, { "cell_type": "code", "execution_count": 8, "id": "6046b50e-c592-4aee-882c-a85c3a5d8bca", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:00.174194Z", "iopub.status.busy": "2026-09-15T08:10:00.174103Z", "iopub.status.idle": "2026-09-15T08:10:00.176509Z", "shell.execute_reply": "2026-09-15T08:10:00.175916Z" } }, "outputs": [], "source": [ "# %matplotlib widget\n", "# calib0 = Calibration(img, calibrant=calibrant, wavelength=wavelength, detector=detector)" ] }, { "cell_type": "code", "execution_count": 9, "id": "a659ad6a-3963-47ca-9248-c70cbbd1b857", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:00.178415Z", "iopub.status.busy": "2026-09-15T08:10:00.178325Z", "iopub.status.idle": "2026-09-15T08:10:00.180815Z", "shell.execute_reply": "2026-09-15T08:10:00.180214Z" } }, "outputs": [], "source": [ "# %matplotlib inline" ] }, { "cell_type": "markdown", "id": "md-data0", "metadata": {}, "source": [ "Each control point is a triplet: position along the first (slow) axis of the detector, position along the second (fast) axis, and index of the ring it belongs to. A dozen of points spread over three rings is enough to constrain a first geometry." ] }, { "cell_type": "code", "execution_count": 10, "id": "6822944f-aa6b-4dd0-9411-ec3a88f401d6", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:00.182711Z", "iopub.status.busy": "2026-09-15T08:10:00.182622Z", "iopub.status.idle": "2026-09-15T08:10:00.186774Z", "shell.execute_reply": "2026-09-15T08:10:00.186015Z" } }, "outputs": [], "source": [ "# A few control points picked manually (see the commented-out cells above)\n", "data0 = [[2.16946196e+02, 1.36495621e+03, 0.00000000e+00],\n", " [4.98948876e+02, 1.39599020e+03, 0.00000000e+00],\n", " [1.33985296e+02, 1.37580774e+03, 0.00000000e+00],\n", " [1.56961272e+02, 1.37212619e+03, 0.00000000e+00],\n", " [2.06130302e+00, 1.41320516e+03, 0.00000000e+00],\n", " [1.93958229e+02, 1.36719401e+03, 0.00000000e+00],\n", " [5.19437953e+01, 1.39644646e+03, 0.00000000e+00],\n", " [2.34906050e+02, 1.36309143e+03, 0.00000000e+00],\n", " [1.65042328e+02, 1.37083362e+03, 0.00000000e+00],\n", " [3.88954898e+02, 2.90280016e+03, 0.00000000e+00],\n", " [1.58978189e+02, 2.90119235e+03, 0.00000000e+00],\n", " [2.74014587e+02, 2.91017822e+03, 0.00000000e+00],\n", " [3.67925601e+02, 2.90473544e+03, 0.00000000e+00],\n", " [1.92941849e+02, 2.90578101e+03, 0.00000000e+00],\n", " [1.64969229e+02, 2.90270789e+03, 0.00000000e+00],\n", " [9.90018845e+01, 1.05369397e+03, 1.00000000e+00],\n", " [4.44033391e+02, 1.05163881e+03, 1.00000000e+00],\n", " [1.23955538e+02, 1.04901727e+03, 1.00000000e+00],\n", " [9.58295565e-01, 1.07477978e+03, 1.00000000e+00],\n", " [4.13968597e+02, 1.04778491e+03, 1.00000000e+00],\n", " [7.19943619e+01, 1.05821899e+03, 1.00000000e+00],\n", " [4.39715964e+01, 1.06440885e+03, 1.00000000e+00],\n", " [1.83001185e+02, 1.04332263e+03, 1.00000000e+00],\n", " [1.30993866e+02, 3.22387598e+03, 1.00000000e+00],\n", " [9.37954748e+01, 3.47184852e+03, 2.00000000e+00],\n", " [2.89941017e+02, 3.48314557e+03, 2.00000000e+00],\n", " [3.81939222e+02, 3.47913308e+03, 2.00000000e+00],\n", " [3.50956230e+02, 3.48117090e+03, 2.00000000e+00],\n", " [8.19801025e+01, 3.46977222e+03, 2.00000000e+00],\n", " [4.88998037e+02, 3.46719716e+03, 2.00000000e+00],\n", " [3.00047818e+01, 3.46169776e+03, 2.00000000e+00],\n", " [3.61000580e+02, 3.48114746e+03, 2.00000000e+00],\n", " [1.70020844e+02, 3.47973267e+03, 2.00000000e+00],\n", " [5.07975952e+02, 8.08918579e+02, 2.00000000e+00],\n", " [1.59013458e+02, 7.93875427e+02, 2.00000000e+00]]" ] }, { "cell_type": "markdown", "id": "md-calib0", "metadata": {}, "source": [ "These points are handed over to an `AbstractCalibration` object configured to run without any graphical interaction, and the geometry is refined starting from a default guess (1 m distance, PONI in the corner of the detector).\n", "\n", "At $2\\theta = 0^{\\circ}$ the arm is at its reference position, hence the detector is perpendicular to the beam: `rot1` and `rot2` are kept fixed at 0, and `rot3` is irrelevant (the system is invariant around this rotation). The wavelength, known from the monochromator, is fixed as well; only the distance and the position of the PONI are actually refined." ] }, { "cell_type": "code", "execution_count": 11, "id": "6770702d-6c2b-40e8-b23e-42836375b89d", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:00.188485Z", "iopub.status.busy": "2026-09-15T08:10:00.188397Z", "iopub.status.idle": "2026-09-15T08:10:00.350217Z", "shell.execute_reply": "2026-09-15T08:10:00.349146Z" } }, "outputs": [], "source": [ "calib0 = AbstractCalibration(img, calibrant=calibrant, wavelength=wavelength, detector=detector)\n", "calib0.gui = False\n", "calib0.interactive = False\n", "calib0.preprocess()\n", "calib0.ai = pyFAI.load({\"detector\":detector, \"wavelength\": wavelength})\n", "calib0.data = data0\n", "calib0.max_iter = 10" ] }, { "cell_type": "code", "execution_count": 12, "id": "1d383f5d-d11c-498f-abd8-8f2e737684a6", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:00.352096Z", "iopub.status.busy": "2026-09-15T08:10:00.352000Z", "iopub.status.idle": "2026-09-15T08:10:01.385223Z", "shell.execute_reply": "2026-09-15T08:10:01.384414Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before refinement, the geometry is:\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=0.000, y=0.000 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076350e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.293 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076350e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076350e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792936e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792936e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n" ] } ], "source": [ "calib0.refine(fixed=[\"rot3\", \"wavelength\", \"rot1\", \"rot2\"])" ] }, { "cell_type": "markdown", "id": "md-extract0", "metadata": {}, "source": [ "Once a first geometry is available, many more control points can be extracted automatically: `extract_cpt` looks for the maximum of the signal along every ring predicted by the current geometry (here roughly one point every two degrees of azimuth), and the geometry is refined again with this much larger set of points. The image is finally displayed with the extracted control points overlaid." ] }, { "cell_type": "code", "execution_count": 13, "id": "0718246f-79dd-42a9-88bc-992ad5194666", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:01.387639Z", "iopub.status.busy": "2026-09-15T08:10:01.387540Z", "iopub.status.idle": "2026-09-15T08:10:04.579418Z", "shell.execute_reply": "2026-09-15T08:10:04.578771Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before refinement, the geometry is:\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792936e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792978e-01 m\tPONI= 2.077495e-02, 1.602591e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.298 mm\tCenter: x=2136.788, y=276.999 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792978e-01 m\tPONI= 2.077495e-02, 1.602591e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.298 mm\tCenter: x=2136.788, y=276.999 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "calib0.extract_cpt(pts_per_deg=0.5)\n", "calib0.refine(fixed=[\"rot3\", \"wavelength\", \"rot1\", \"rot2\"])\n", "jupyter.display(img=calib0.img, cp=calib0.peakPicker.points).legend().remove();" ] }, { "cell_type": "markdown", "id": "5d9b8263-ed42-489f-af61-2e2c2ad6dfc8", "metadata": {}, "source": [ "The second frame, recorded 10° further, is calibrated in exactly the same way. Uncomment the two cells below to pick the control points manually, otherwise the hard-coded set of the following cell is used." ] }, { "cell_type": "code", "execution_count": 14, "id": "90f17f3f-8329-4439-9844-dbeb2c3a0bb7", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:04.581648Z", "iopub.status.busy": "2026-09-15T08:10:04.581557Z", "iopub.status.idle": "2026-09-15T08:10:04.583377Z", "shell.execute_reply": "2026-09-15T08:10:04.582909Z" } }, "outputs": [], "source": [ "# %matplotlib widget\n", "# calib1 = Calibration(stack[1], calibrant=calibrant, wavelength=wavelength, detector=detector)" ] }, { "cell_type": "code", "execution_count": 15, "id": "49ae5816-897e-4e2c-9d34-2c9f086d61d8", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:04.585021Z", "iopub.status.busy": "2026-09-15T08:10:04.584939Z", "iopub.status.idle": "2026-09-15T08:10:04.586610Z", "shell.execute_reply": "2026-09-15T08:10:04.586173Z" } }, "outputs": [], "source": [ "# %matplotlib inline" ] }, { "cell_type": "code", "execution_count": 16, "id": "01bc7961-dd28-47d7-bac1-0fe06b886db5", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:04.588287Z", "iopub.status.busy": "2026-09-15T08:10:04.588207Z", "iopub.status.idle": "2026-09-15T08:10:04.591370Z", "shell.execute_reply": "2026-09-15T08:10:04.590842Z" } }, "outputs": [], "source": [ "# A few control points picked manually on the second frame\n", "data1 = [[2.10937576e+02, 1.32242532e+03, 0.00000000e+00],\n", " [1.19984286e+02, 1.30892846e+03, 0.00000000e+00],\n", " [4.18939945e+02, 1.31131973e+03, 0.00000000e+00],\n", " [3.80048807e+02, 1.31824455e+03, 0.00000000e+00],\n", " [4.96955423e+02, 1.29236931e+03, 0.00000000e+00],\n", " [4.55998001e+02, 1.30393703e+03, 0.00000000e+00],\n", " [4.67956588e+02, 1.30136134e+03, 0.00000000e+00],\n", " [1.56944783e+02, 1.64069626e+03, 1.00000000e+00],\n", " [2.48968491e+02, 1.64627808e+03, 1.00000000e+00],\n", " [3.54965225e+02, 1.64354648e+03, 1.00000000e+00],\n", " [5.03004795e+02, 1.62337791e+03, 1.00000000e+00],\n", " [3.99949312e+01, 1.62053608e+03, 1.00000000e+00],\n", " [5.99293251e+01, 1.62508024e+03, 1.00000000e+00],\n", " [2.19849625e+01, 1.61682495e+03, 1.00000000e+00],\n", " [1.91057755e+02, 1.89019165e+03, 2.00000000e+00],\n", " [4.41912514e+02, 1.88242116e+03, 2.00000000e+00],\n", " [4.01938181e+02, 1.88793859e+03, 2.00000000e+00],\n", " [1.20966652e+02, 1.88342356e+03, 2.00000000e+00],\n", " [1.37983368e+02, 1.88583423e+03, 2.00000000e+00],\n", " [4.65869058e+02, 1.87921598e+03, 2.00000000e+00],\n", " [2.11963882e+02, 2.09964038e+03, 3.00000000e+00],\n", " [4.55037476e+02, 2.09079077e+03, 3.00000000e+00],\n", " [2.60203833e+01, 2.08107749e+03, 3.00000000e+00],\n", " [3.00431881e+01, 2.08134253e+03, 3.00000000e+00],\n", " [3.16991794e+02, 2.10070978e+03, 3.00000000e+00],\n", " [3.27973224e+02, 2.10027699e+03, 3.00000000e+00]]" ] }, { "cell_type": "markdown", "id": "md-calib1", "metadata": {}, "source": [ "This time the arm has rotated, so `rot1` and `rot2` have to be refined; only `rot3` (the orientation of the detector around the beam) and the wavelength are kept fixed." ] }, { "cell_type": "code", "execution_count": 17, "id": "9826db58-7514-424a-9779-ea24f1236c64", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:04.593299Z", "iopub.status.busy": "2026-09-15T08:10:04.593217Z", "iopub.status.idle": "2026-09-15T08:10:05.493376Z", "shell.execute_reply": "2026-09-15T08:10:05.492691Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before refinement, the geometry is:\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=0.000, y=0.000 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792103e-01 m\tPONI= 6.621322e-02, 1.506045e-01 m\trot1=0.160667 rot2=-0.066212 rot3=0.000000 rad\n", "DirectBeamDist= 689.583 mm\tCenter: x=540.386, y=274.509 pix\tTilt= 9.950° tiltPlanRotation= -157.487° λ= 0.354Å\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.524, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.525, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.524, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.524, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n" ] } ], "source": [ "calib1 = AbstractCalibration(stack[1], calibrant=calibrant, wavelength=wavelength, detector=detector)\n", "calib1.max_iter = 10\n", "calib1.gui = False\n", "calib1.interactive = False\n", "calib1.preprocess()\n", "calib1.ai = pyFAI.load({\"detector\":detector, \"wavelength\": wavelength})\n", "calib1.data = data1\n", "calib1.refine(fixed=[\"rot3\", \"wavelength\"]) " ] }, { "cell_type": "code", "execution_count": 18, "id": "56226116-733e-4dac-9124-c7a2e3f8fbab", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:05.495432Z", "iopub.status.busy": "2026-09-15T08:10:05.495336Z", "iopub.status.idle": "2026-09-15T08:10:08.948729Z", "shell.execute_reply": "2026-09-15T08:10:08.947873Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before refinement, the geometry is:\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.524, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792464e-01 m\tPONI= 2.470549e-02, 1.618677e-01 m\trot1=0.176906 rot2=-0.005697 rot3=0.000000 rad\n", "DirectBeamDist= 690.027 mm\tCenter: x=539.139, y=276.990 pix\tTilt= 10.141° tiltPlanRotation= -178.146° λ= 0.354Å\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792464e-01 m\tPONI= 2.470550e-02, 1.618677e-01 m\trot1=0.176906 rot2=-0.005697 rot3=0.000000 rad\n", "DirectBeamDist= 690.027 mm\tCenter: x=539.139, y=276.990 pix\tTilt= 10.141° tiltPlanRotation= -178.146° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792464e-01 m\tPONI= 2.470550e-02, 1.618677e-01 m\trot1=0.176906 rot2=-0.005697 rot3=0.000000 rad\n", "DirectBeamDist= 690.027 mm\tCenter: x=539.139, y=276.990 pix\tTilt= 10.141° tiltPlanRotation= -178.146° λ= 0.354Å\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "calib1.extract_cpt(pts_per_deg=0.5)\n", "calib1.refine(fixed=[\"rot3\", \"wavelength\"])\n", "jupyter.display(img=calib1.img, cp=calib1.peakPicker.points).legend().remove();" ] }, { "cell_type": "markdown", "id": "md-compare", "metadata": {}, "source": [ "The two refined geometries can now be compared: the sample-detector distance is identical within a few tens of micrometres, while `rot1` went from 0 to 0.177 rad, i.e. about 10.2°, in reasonable agreement with the 10° step performed by the goniometer. Describing this relation properly, for all the frames at once, is precisely the purpose of the model defined in the next section." ] }, { "cell_type": "code", "execution_count": 19, "id": "97d35ef1-d5ab-4ad8-86ca-18953c9b06fe", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:08.950943Z", "iopub.status.busy": "2026-09-15T08:10:08.950847Z", "iopub.status.idle": "2026-09-15T08:10:08.953965Z", "shell.execute_reply": "2026-09-15T08:10:08.953178Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792978e-01 m\tPONI= 2.077495e-02, 1.602591e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.298 mm\tCenter: x=2136.788, y=276.999 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792464e-01 m\tPONI= 2.470550e-02, 1.618677e-01 m\trot1=0.176906 rot2=-0.005697 rot3=0.000000 rad\n", "DirectBeamDist= 690.027 mm\tCenter: x=539.139, y=276.990 pix\tTilt= 10.141° tiltPlanRotation= -178.146° λ= 0.354Å\n" ] } ], "source": [ "print(calib0.geoRef)\n", "print(calib1.geoRef)" ] }, { "cell_type": "markdown", "id": "d0c37c49-7c17-4d02-b9b3-eff60dbd1c5e", "metadata": {}, "source": [ "## 3. Definition of the goniometer model\n", "\n", "The transformation which relates the position of the goniometer (here a single motor, `tth`, expressed in radians) to the six PONI parameters is described by an `ExtendedTransformation` object: every geometrical parameter is given as an analytical expression of the motor position and of a set of refinable parameters.\n", "\n", "The model used here has 8 parameters:\n", "\n", "* `D`: distance from the rotation axis of the goniometer to the detector,\n", "* `e` and `omega`: amplitude and phase of the eccentricity, i.e. of the offset between the sample and the rotation axis,\n", "* `P1` and `P2`: coordinates of the point of normal incidence on the detector,\n", "* `tth_offset`: zero-offset of the $2\\theta$ encoder,\n", "* `rot2`: misalignment between the second axis of the detector and the axis of the goniometer,\n", "* `wlA`: wavelength, expressed in Ångström for a better conditioning of the fit.\n", "\n", "The parameters are used in the expressions as follows:\n", "\n", "* `dist` and `poni1` carry the eccentricity terms $-e\\cdot\\cos(2\\theta-\\delta-\\omega)$ and $-e\\cdot\\sin(2\\theta-\\delta-\\omega)$: if the sample does not sit on the rotation axis of the arm, the sample-detector distance breathes while the arm rotates, and the point of normal incidence moves along the detector accordingly.\n", "* `rot1` $= 2\\theta - \\delta$ is the rotation of the arm itself, corrected by the encoder offset $\\delta$ (`tth_offset`). The angular increments of the goniometer are assumed to be exact, only their origin is refined.\n", "* `rot2` $\\propto 1/\\cos(2\\theta-\\delta)$ accounts for the misalignment between the detector and the axis of the goniometer.\n", "* `rot3` $= \\pi/2$ since the detector is mounted vertically.\n", "* the wavelength is refined as well, close to the nominal $35\\,keV \\leftrightarrow 0.354\\,\\mathring{\\text{A}}$." ] }, { "cell_type": "code", "execution_count": 20, "id": "e51588ec-fd95-498b-82ed-fbd3fa77a889", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:08.955722Z", "iopub.status.busy": "2026-09-15T08:10:08.955635Z", "iopub.status.idle": "2026-09-15T08:10:08.959259Z", "shell.execute_reply": "2026-09-15T08:10:08.958601Z" } }, "outputs": [], "source": [ "# Definition of the goniometer transformation function:\n", "\n", "goniotrans = ExtendedTransformation(param_names = [\"D\", \"e\", \"omega\", \"P1\", \"P2\", \"tth_offset\", \"rot2\", \"wlA\"],\n", " pos_names = [\"tth\"],\n", " dist_expr=\"D-e*cos(tth-tth_offset-omega)\",\n", " poni1_expr=\"P1-e*sin(tth-tth_offset-omega)\",\n", " poni2_expr=\"P2\",\n", " rot1_expr=\"tth-tth_offset\",\n", " rot2_expr=\"rot2/cos(tth-tth_offset)\",\n", " rot3_expr=\"pi/2\",\n", " wavelength_expr=\"wlA*1e-10\")" ] }, { "cell_type": "markdown", "id": "md-getangle", "metadata": {}, "source": [ "The positions of the goniometer are recorded in degrees by the encoder while pyFAI works in radians: the `get_angle` function performs the conversion and is handed over to the refinement object, which calls it for every frame." ] }, { "cell_type": "code", "execution_count": 21, "id": "a69e6952-baef-46ee-87b3-745da080b6c1", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:08.961153Z", "iopub.status.busy": "2026-09-15T08:10:08.961065Z", "iopub.status.idle": "2026-09-15T08:10:08.964511Z", "shell.execute_reply": "2026-09-15T08:10:08.963788Z" } }, "outputs": [ { "data": { "text/plain": [ "(0.8725762459515067,\n", " array([-6.24251171e-03, 9.99482422e+00, 1.99949905e+01, 2.99948640e+01,\n", " 3.99948465e+01, 4.99949362e+01, 5.99948874e+01, 6.99947590e+01,\n", " 7.99947702e+01]))" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_angle(idx):\n", " \"\"\"get goniometer position in radians, not in degrees\"\"\"\n", " return pi*float(pos[int(idx)])/180\n", "get_angle(5), pos" ] }, { "cell_type": "markdown", "id": "md-param", "metadata": {}, "source": [ "The refinement is a constrained least-squares fit, hence it needs both a starting guess and a set of bounds for every parameter. The values come from the two single-geometry calibrations performed above: $D \\approx 0.68\\,m$, $P_1 \\approx 2.4\\,cm$ and $P_2 \\approx 16\\,cm$. The eccentricity is started at 1 mm, and the encoder offset is initially frozen by setting both of its bounds to zero: being strongly correlated with `rot1`, it is better released at the very end of the procedure." ] }, { "cell_type": "code", "execution_count": 22, "id": "23f19566-e489-46e5-9fd0-e069cea91903", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:08.966234Z", "iopub.status.busy": "2026-09-15T08:10:08.966144Z", "iopub.status.idle": "2026-09-15T08:10:08.969190Z", "shell.execute_reply": "2026-09-15T08:10:08.968438Z" } }, "outputs": [], "source": [ "# Starting parameters and bounds\n", "param = {\"D\":0.7, \n", " \"e\":0.001, \n", " \"omega\": 0, \n", " \"P1\": 2.4e-2, \n", " \"P2\": 0.16, \n", " \"tth_offset\": 0,\n", " \"rot2\": 0.0,\n", " \"wlA\": wavelength*1e+10\n", " }\n", "bounds = {\"D\": (0.6, 0.8),\n", " \"e\": (-0.1, 0.1),\n", " \"omega\": (-pi/2, pi/2),\n", " \"P1\": (-0.00, 0.10),\n", " \"P2\": (0.15, 0.17),\n", " \"tth_offset\": (-0.0, 0.0),\n", " \"rot2\": (-0.1, 0.1),\n", " \"wlA\": (0.30, 0.40)\n", " }" ] }, { "cell_type": "markdown", "id": "md-gonioref", "metadata": {}, "source": [ "The `GoniometerRefinement` object gathers the model, the detector and all the individual frames. The two frames calibrated above are registered together with their control points and their refined geometry, which provides an excellent starting point for the global fit." ] }, { "cell_type": "code", "execution_count": 23, "id": "0c31ebf6-fb67-4f32-807c-54407e059e7b", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:08.970878Z", "iopub.status.busy": "2026-09-15T08:10:08.970793Z", "iopub.status.idle": "2026-09-15T08:10:09.235598Z", "shell.execute_reply": "2026-09-15T08:10:09.234699Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Empty refinement object:\n", "GoniometerRefinement with 0 geometries labeled: .\n", "GoniometerRefinement with 2 geometries labeled: 0, 1.\n" ] } ], "source": [ "gonioref = GoniometerRefinement(param, #initial guess\n", " bounds=bounds,\n", " pos_function=get_angle,\n", " trans_function=goniotrans,\n", " detector=detector)\n", "print(\"Empty refinement object:\")\n", "print(gonioref)\n", "gonioref.new_geometry(\"0\", image=stack[0], metadata=\"0\", control_points=calib0.peakPicker.points,\n", " geometry=calib0.geoRef, calibrant=calibrant)\n", "gonioref.new_geometry(\"1\", image=stack[1], metadata=\"1\", control_points=calib1.peakPicker.points,\n", " geometry=calib1.geoRef, calibrant=calibrant)\n", "print(gonioref)" ] }, { "cell_type": "markdown", "id": "md-displaysg", "metadata": {}, "source": [ "Each single geometry can be displayed with the rings of the calibrant computed from its own geometry: a useful visual check before starting the global refinement." ] }, { "cell_type": "code", "execution_count": 24, "id": "54d07429-5b2d-46ff-a9f0-5733909d4ea4", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:09.237335Z", "iopub.status.busy": "2026-09-15T08:10:09.237239Z", "iopub.status.idle": "2026-09-15T08:10:24.938614Z", "shell.execute_reply": "2026-09-15T08:10:24.937468Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Display all images with associated calibration:\n", "nimg = len(gonioref.single_geometries)\n", "fig,ax = subplots(nimg, 1, figsize=(10,nimg*3))\n", "for i, sg in enumerate(gonioref.single_geometries.values()):\n", " jupyter.display(sg=sg, ax=ax[i]).get_legend().remove()" ] }, { "cell_type": "markdown", "id": "md-refine1", "metadata": {}, "source": [ "First refinement of the model, on two frames only. Seven parameters out of eight are free, `tth_offset` being still bounded to zero. The cost function — the average of the squared deviation in $2\\theta$, in $rad^2$ — drops by nearly four orders of magnitude." ] }, { "cell_type": "code", "execution_count": 25, "id": "c3b57bdf-ccb8-4c9e-94f2-9fed606afd84", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:24.942318Z", "iopub.status.busy": "2026-09-15T08:10:24.942211Z", "iopub.status.idle": "2026-09-15T08:10:24.991642Z", "shell.execute_reply": "2026-09-15T08:10:24.990911Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 8.559802482634236e-10\n", " x: [ 6.791e-01 -2.027e-04 1.614e-05 2.120e-02 1.602e-01\n", " -6.295e-04 3.541e-01]\n", " nit: 26\n", " jac: [ 3.352e-09 -6.597e-09 9.350e-11 1.117e-08 9.603e-08\n", " 2.710e-08 5.058e-08]\n", " nfev: 208\n", " njev: 26\n", " multipliers: []\n", "Constrained Least square 1.2553156575950402e-05 --> 8.559802482634236e-10\n", "maxdelta on D: 0.7 --> 0.6790713264728971 \n" ] }, { "data": { "text/plain": [ "np.float64(8.559802482634236e-10)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Initial refinement of the goniometer model with 7 dof\n", "gonioref.refine3()" ] }, { "cell_type": "markdown", "id": "87766b87-9a4f-443f-b07b-79f6e38746a5", "metadata": {}, "source": [ "## 4. Refining the goniometer model with the remaining images\n", "\n", "The seven other frames are now added one at a time. For each of them, the geometry predicted by the current model is used to extract the control points automatically, then the model is refined again using all the frames available so far. Adding the frames progressively, rather than all at once, keeps the automatic extraction reliable: every refinement improves the prediction used for the next frame.\n", "\n", "The number of usable rings grows quickly with the angle: the first frames provide a few tens of rings while the last ones reach beyond the 200th reflection of $LaB_6$." ] }, { "cell_type": "code", "execution_count": 26, "id": "f4e8f127-eb34-487f-a46f-399c06759e87", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:24.993274Z", "iopub.status.busy": "2026-09-15T08:10:24.993189Z", "iopub.status.idle": "2026-09-15T08:10:24.996497Z", "shell.execute_reply": "2026-09-15T08:10:24.995810Z" } }, "outputs": [], "source": [ "# This function adds new images to the pool of data used for the refinement.\n", "# A new set of control points is extracted and a refinement step is performed at each iteration.\n", "# The last image of the series is displayed.\n", "\n", "def optimize_with_new_images(list_images, pts_per_deg=0.5):\n", " sg = None\n", " for fname in list_images:\n", " print()\n", " base = str(fname)\n", " if base not in gonioref.single_geometries:\n", " print(\"Working on image #\",base)\n", " sg = gonioref.new_geometry(base, image=stack[fname], metadata=base,\n", " calibrant=calibrant)\n", " print(sg.extract_cp(pts_per_deg=pts_per_deg))\n", " gonioref.refine3()\n", " print(\"*\"*50)\n", " if sg:\n", " sg.geometry_refinement.set_param(gonioref.get_ai(sg.get_position()).param)\n", " jupyter.display(sg=sg).get_legend().remove()" ] }, { "cell_type": "code", "execution_count": 27, "id": "ecaf821f-c9b5-47a1-86d5-df7e20b0375d", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:24.998104Z", "iopub.status.busy": "2026-09-15T08:10:24.998013Z", "iopub.status.idle": "2026-09-15T08:10:34.421140Z", "shell.execute_reply": "2026-09-15T08:10:34.420049Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ControlPoints instance containing 35 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.541151733949402e-11\n", "Containing 35 groups of points:\n", "# s ring 1: 13 points\n", "# t ring 2: 11 points\n", "# u ring 3: 10 points\n", "# v ring 4: 9 points\n", "# w ring 5: 8 points\n", "# x ring 6: 7 points\n", "# y ring 7: 6 points\n", "# z ring 8: 7 points\n", "#aa ring 9: 6 points\n", "#ab ring 10: 4 points\n", "#ac ring 11: 6 points\n", "#ad ring 12: 6 points\n", "#ae ring 14: 5 points\n", "#af ring 15: 5 points\n", "#ag ring 16: 5 points\n", "#ah ring 17: 5 points\n", "#ai ring 18: 5 points\n", "#aj ring 19: 4 points\n", "#ak ring 20: 4 points\n", "#al ring 21: 4 points\n", "#am ring 22: 4 points\n", "#an ring 23: 4 points\n", "#ao ring 24: 4 points\n", "#ap ring 25: 4 points\n", "#aq ring 26: 4 points\n", "#ar ring 27: 4 points\n", "#as ring 28: 3 points\n", "#at ring 29: 4 points\n", "#au ring 30: 4 points\n", "#av ring 31: 3 points\n", "#aw ring 32: 3 points\n", "#ax ring 33: 3 points\n", "#ay ring 34: 3 points\n", "#az ring 35: 3 points\n", "#ba ring 36: 3 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 1.1342873459485961e-09\n", " x: [ 6.791e-01 -2.196e-04 1.613e-05 2.119e-02 1.602e-01\n", " -6.330e-04 3.541e-01]\n", " nit: 7\n", " jac: [-7.239e-08 1.108e-07 1.814e-10 1.059e-07 2.600e-07\n", " 1.090e-07 -2.849e-07]\n", " nfev: 57\n", " njev: 7\n", " multipliers: []\n", "Constrained Least square 1.7076548304972017e-09 --> 1.1342873459485961e-09\n", "maxdelta on wlA: 0.3541151733949402 --> 0.3540737396537608 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([2])" ] }, { "cell_type": "code", "execution_count": 28, "id": "dcf9b789-29a5-40df-a103-2d6785347205", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:34.423323Z", "iopub.status.busy": "2026-09-15T08:10:34.423214Z", "iopub.status.idle": "2026-09-15T08:10:43.730902Z", "shell.execute_reply": "2026-09-15T08:10:43.730238Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ControlPoints instance containing 50 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.540737396537608e-11\n", "Containing 50 groups of points:\n", "#bb ring 10: 6 points\n", "#bc ring 11: 6 points\n", "#bd ring 12: 4 points\n", "#be ring 13: 5 points\n", "#bf ring 14: 5 points\n", "#bg ring 15: 5 points\n", "#bh ring 16: 5 points\n", "#bi ring 17: 5 points\n", "#bj ring 18: 5 points\n", "#bk ring 19: 2 points\n", "#bl ring 20: 4 points\n", "#bm ring 21: 4 points\n", "#bn ring 22: 4 points\n", "#bo ring 23: 4 points\n", "#bp ring 24: 4 points\n", "#bq ring 25: 4 points\n", "#br ring 26: 4 points\n", "#bs ring 27: 4 points\n", "#bt ring 28: 4 points\n", "#bu ring 29: 4 points\n", "#bv ring 31: 4 points\n", "#bw ring 32: 3 points\n", "#bx ring 33: 3 points\n", "#by ring 34: 2 points\n", "#bz ring 35: 3 points\n", "#ca ring 36: 3 points\n", "#cb ring 37: 3 points\n", "#cc ring 38: 3 points\n", "#cd ring 39: 3 points\n", "#ce ring 40: 3 points\n", "#cf ring 41: 3 points\n", "#cg ring 42: 3 points\n", "#ch ring 43: 3 points\n", "#ci ring 44: 2 points\n", "#cj ring 45: 1 points\n", "#ck ring 46: 3 points\n", "#cl ring 47: 3 points\n", "#cm ring 48: 3 points\n", "#cn ring 49: 3 points\n", "#co ring 50: 3 points\n", "#cp ring 51: 3 points\n", "#cq ring 52: 2 points\n", "#cr ring 53: 3 points\n", "#cs ring 54: 3 points\n", "#ct ring 55: 3 points\n", "#cu ring 56: 3 points\n", "#cv ring 57: 3 points\n", "#cw ring 58: 3 points\n", "#cx ring 59: 3 points\n", "#cy ring 60: 3 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 1.547901307177321e-09\n", " x: [ 6.791e-01 -2.171e-04 1.613e-05 2.119e-02 1.602e-01\n", " -6.333e-04 3.541e-01]\n", " nit: 4\n", " jac: [-3.495e-07 6.253e-07 2.816e-10 1.168e-07 -6.340e-08\n", " 1.162e-07 1.251e-07]\n", " nfev: 33\n", " njev: 4\n", " multipliers: []\n", "Constrained Least square 1.913025143530325e-09 --> 1.547901307177321e-09\n", "maxdelta on wlA: 0.3540737396537608 --> 0.3540503893901043 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([3])" ] }, { "cell_type": "code", "execution_count": 29, "id": "a57d4158-fa5a-4417-a6b4-691d6c818b03", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:43.733056Z", "iopub.status.busy": "2026-09-15T08:10:43.732953Z", "iopub.status.idle": "2026-09-15T08:10:54.231198Z", "shell.execute_reply": "2026-09-15T08:10:54.230337Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ControlPoints instance containing 66 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.540503893901043e-11\n", "Containing 66 groups of points:\n", "#cz ring 25: 4 points\n", "#da ring 26: 4 points\n", "#db ring 27: 3 points\n", "#dc ring 28: 4 points\n", "#dd ring 29: 4 points\n", "#de ring 30: 3 points\n", "#df ring 31: 3 points\n", "#dg ring 32: 3 points\n", "#dh ring 33: 3 points\n", "#di ring 34: 2 points\n", "#dj ring 35: 3 points\n", "#dk ring 36: 3 points\n", "#dl ring 37: 3 points\n", "#dm ring 38: 3 points\n", "#dn ring 39: 3 points\n", "#do ring 40: 3 points\n", "#dp ring 41: 3 points\n", "#dq ring 42: 3 points\n", "#dr ring 43: 3 points\n", "#ds ring 44: 3 points\n", "#dt ring 45: 3 points\n", "#du ring 46: 3 points\n", "#dv ring 47: 3 points\n", "#dw ring 48: 3 points\n", "#dx ring 49: 3 points\n", "#dy ring 50: 3 points\n", "#dz ring 51: 3 points\n", "#ea ring 52: 3 points\n", "#eb ring 53: 3 points\n", "#ec ring 54: 3 points\n", "#ed ring 55: 3 points\n", "#ee ring 56: 3 points\n", "#ef ring 57: 3 points\n", "#eg ring 58: 3 points\n", "#eh ring 59: 3 points\n", "#ei ring 60: 3 points\n", "#ej ring 61: 3 points\n", "#ek ring 62: 3 points\n", "#el ring 63: 3 points\n", "#em ring 64: 3 points\n", "#en ring 65: 3 points\n", "#eo ring 66: 3 points\n", "#ep ring 67: 2 points\n", "#eq ring 68: 2 points\n", "#er ring 69: 2 points\n", "#es ring 70: 2 points\n", "#et ring 71: 2 points\n", "#eu ring 72: 2 points\n", "#ev ring 73: 2 points\n", "#ew ring 74: 2 points\n", "#ex ring 75: 2 points\n", "#ey ring 76: 2 points\n", "#ez ring 77: 2 points\n", "#fa ring 78: 1 points\n", "#fb ring 79: 2 points\n", "#fc ring 80: 2 points\n", "#fd ring 81: 2 points\n", "#fe ring 82: 2 points\n", "#ff ring 83: 2 points\n", "#fg ring 84: 1 points\n", "#fh ring 85: 2 points\n", "#fi ring 86: 2 points\n", "#fj ring 87: 2 points\n", "#fk ring 88: 2 points\n", "#fl ring 89: 2 points\n", "#fm ring 90: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 2.0072778602688503e-09\n", " x: [ 6.791e-01 -2.308e-04 1.613e-05 2.119e-02 1.602e-01\n", " -6.346e-04 3.540e-01]\n", " nit: 7\n", " jac: [ 2.945e-07 3.045e-07 4.397e-10 1.178e-07 5.134e-07\n", " 1.043e-07 -3.245e-07]\n", " nfev: 57\n", " njev: 7\n", " multipliers: []\n", "Constrained Least square 2.4186678959983778e-09 --> 2.0072778602688503e-09\n", "maxdelta on wlA: 0.3540503893901043 --> 0.3540265911293862 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([4])" ] }, { "cell_type": "code", "execution_count": 30, "id": "f8717776-33c9-424b-a97d-67d887392670", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:10:54.232795Z", "iopub.status.busy": "2026-09-15T08:10:54.232698Z", "iopub.status.idle": "2026-09-15T08:11:04.881877Z", "shell.execute_reply": "2026-09-15T08:11:04.881131Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ControlPoints instance containing 77 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.540265911293863e-11\n", "Containing 77 groups of points:\n", "#fn ring 47: 3 points\n", "#fo ring 48: 3 points\n", "#fp ring 49: 3 points\n", "#fq ring 50: 3 points\n", "#fr ring 51: 3 points\n", "#fs ring 52: 3 points\n", "#ft ring 53: 2 points\n", "#fu ring 54: 3 points\n", "#fv ring 55: 3 points\n", "#fw ring 56: 3 points\n", "#fx ring 57: 3 points\n", "#fy ring 58: 1 points\n", "#fz ring 59: 3 points\n", "#ga ring 60: 3 points\n", "#gb ring 61: 3 points\n", "#gc ring 62: 3 points\n", "#gd ring 63: 3 points\n", "#ge ring 64: 3 points\n", "#gf ring 65: 3 points\n", "#gg ring 66: 2 points\n", "#gh ring 67: 2 points\n", "#gi ring 68: 2 points\n", "#gj ring 69: 2 points\n", "#gk ring 70: 2 points\n", "#gl ring 71: 2 points\n", "#gm ring 72: 2 points\n", "#gn ring 73: 2 points\n", "#go ring 74: 2 points\n", "#gp ring 75: 2 points\n", "#gq ring 76: 2 points\n", "#gr ring 77: 1 points\n", "#gs ring 78: 2 points\n", "#gt ring 79: 2 points\n", "#gu ring 80: 2 points\n", "#gv ring 82: 2 points\n", "#gw ring 83: 2 points\n", "#gx ring 84: 2 points\n", "#gy ring 85: 2 points\n", "#gz ring 86: 2 points\n", "#ha ring 87: 2 points\n", "#hb ring 88: 2 points\n", "#hc ring 89: 2 points\n", "#hd ring 90: 2 points\n", "#he ring 91: 2 points\n", "#hf ring 92: 1 points\n", "#hg ring 93: 2 points\n", "#hh ring 94: 2 points\n", "#hi ring 95: 2 points\n", "#hj ring 96: 2 points\n", "#hk ring 97: 1 points\n", "#hl ring 98: 2 points\n", "#hm ring 99: 2 points\n", "#hn ring 100: 2 points\n", "#ho ring 101: 2 points\n", "#hp ring 102: 1 points\n", "#hq ring 103: 2 points\n", "#hr ring 104: 2 points\n", "#hs ring 105: 2 points\n", "#ht ring 106: 2 points\n", "#hu ring 107: 1 points\n", "#hv ring 108: 2 points\n", "#hw ring 109: 2 points\n", "#hx ring 110: 2 points\n", "#hy ring 111: 2 points\n", "#hz ring 112: 2 points\n", "#ia ring 113: 2 points\n", "#ib ring 114: 2 points\n", "#ic ring 115: 2 points\n", "#id ring 116: 2 points\n", "#ie ring 117: 2 points\n", "#if ring 118: 2 points\n", "#ig ring 119: 0 points\n", "#ih ring 120: 2 points\n", "#ii ring 121: 2 points\n", "#ij ring 122: 2 points\n", "#ik ring 123: 2 points\n", "#il ring 124: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 2.3629131709195704e-09\n", " x: [ 6.787e-01 -6.633e-04 1.565e-05 2.109e-02 1.602e-01\n", " -5.813e-04 3.540e-01]\n", " nit: 21\n", " jac: [-6.681e-08 9.229e-08 7.457e-10 -5.955e-08 6.578e-07\n", " -3.620e-08 -3.593e-07]\n", " nfev: 169\n", " njev: 21\n", " multipliers: []\n", "Constrained Least square 2.737314372865916e-09 --> 2.3629131709195704e-09\n", "maxdelta on e: -0.00023080038051172038 --> -0.0006633109363725642 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([5])" ] }, { "cell_type": "code", "execution_count": 31, "id": "904ce3b0-9a24-4317-824e-444f926faa2c", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:04.884051Z", "iopub.status.busy": "2026-09-15T08:11:04.883954Z", "iopub.status.idle": "2026-09-15T08:11:15.659855Z", "shell.execute_reply": "2026-09-15T08:11:15.658955Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ControlPoints instance containing 86 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.5401446023947496e-11\n", "Containing 86 groups of points:\n", "#im ring 74: 2 points\n", "#in ring 75: 2 points\n", "#io ring 76: 2 points\n", "#ip ring 77: 2 points\n", "#iq ring 78: 2 points\n", "#ir ring 79: 2 points\n", "#is ring 80: 2 points\n", "#it ring 81: 2 points\n", "#iu ring 82: 2 points\n", "#iv ring 83: 2 points\n", "#iw ring 84: 2 points\n", "#ix ring 85: 2 points\n", "#iy ring 86: 2 points\n", "#iz ring 87: 1 points\n", "#ja ring 88: 2 points\n", "#jb ring 89: 2 points\n", "#jc ring 90: 2 points\n", "#jd ring 91: 2 points\n", "#je ring 92: 2 points\n", "#jf ring 94: 2 points\n", "#jg ring 95: 2 points\n", "#jh ring 96: 2 points\n", "#ji ring 97: 2 points\n", "#jj ring 98: 2 points\n", "#jk ring 99: 2 points\n", "#jl ring 100: 2 points\n", "#jm ring 101: 2 points\n", "#jn ring 102: 1 points\n", "#jo ring 103: 2 points\n", "#jp ring 104: 2 points\n", "#jq ring 105: 2 points\n", "#jr ring 106: 2 points\n", "#js ring 107: 1 points\n", "#jt ring 108: 2 points\n", "#ju ring 109: 2 points\n", "#jv ring 110: 2 points\n", "#jw ring 111: 2 points\n", "#jx ring 112: 2 points\n", "#jy ring 113: 2 points\n", "#jz ring 114: 2 points\n", "#ka ring 115: 2 points\n", "#kb ring 116: 2 points\n", "#kc ring 117: 2 points\n", "#kd ring 118: 2 points\n", "#ke ring 119: 2 points\n", "#kf ring 120: 2 points\n", "#kg ring 121: 2 points\n", "#kh ring 122: 2 points\n", "#ki ring 123: 2 points\n", "#kj ring 124: 2 points\n", "#kk ring 125: 2 points\n", "#kl ring 126: 2 points\n", "#km ring 127: 2 points\n", "#kn ring 128: 2 points\n", "#ko ring 129: 2 points\n", "#kp ring 130: 2 points\n", "#kq ring 131: 2 points\n", "#kr ring 132: 2 points\n", "#ks ring 133: 2 points\n", "#kt ring 134: 2 points\n", "#ku ring 135: 2 points\n", "#kv ring 136: 2 points\n", "#kw ring 137: 2 points\n", "#kx ring 138: 2 points\n", "#ky ring 139: 2 points\n", "#kz ring 140: 2 points\n", "#la ring 141: 1 points\n", "#lb ring 142: 2 points\n", "#lc ring 143: 2 points\n", "#ld ring 144: 2 points\n", "#le ring 145: 2 points\n", "#lf ring 146: 2 points\n", "#lg ring 147: 2 points\n", "#lh ring 148: 2 points\n", "#li ring 149: 2 points\n", "#lj ring 150: 2 points\n", "#lk ring 151: 2 points\n", "#ll ring 152: 2 points\n", "#lm ring 153: 2 points\n", "#ln ring 154: 2 points\n", "#lo ring 155: 2 points\n", "#lp ring 156: 2 points\n", "#lq ring 157: 2 points\n", "#lr ring 158: 2 points\n", "#ls ring 159: 2 points\n", "#lt ring 160: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 3.088464189551279e-09\n", " x: [ 6.787e-01 -6.781e-04 1.566e-05 2.109e-02 1.602e-01\n", " -5.815e-04 3.540e-01]\n", " nit: 7\n", " jac: [-2.039e-07 -4.200e-07 6.088e-11 3.877e-08 2.532e-07\n", " 4.303e-08 1.662e-08]\n", " nfev: 57\n", " njev: 7\n", " multipliers: []\n", "Constrained Least square 3.2584139144718864e-09 --> 3.088464189551279e-09\n", "maxdelta on D: 0.6787147896013265 --> 0.6787421766375491 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([6])" ] }, { "cell_type": "code", "execution_count": 32, "id": "69aa6d72-c072-40b3-a395-501dd3b82d33", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:15.661707Z", "iopub.status.busy": "2026-09-15T08:11:15.661612Z", "iopub.status.idle": "2026-09-15T08:11:26.486699Z", "shell.execute_reply": "2026-09-15T08:11:26.485722Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ControlPoints instance containing 94 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.540048693127635e-11\n", "Containing 94 groups of points:\n", "#lu ring 104: 2 points\n", "#lv ring 105: 2 points\n", "#lw ring 106: 2 points\n", "#lx ring 107: 2 points\n", "#ly ring 108: 2 points\n", "#lz ring 109: 2 points\n", "#ma ring 110: 2 points\n", "#mb ring 111: 2 points\n", "#mc ring 112: 2 points\n", "#md ring 113: 2 points\n", "#me ring 114: 2 points\n", "#mf ring 115: 2 points\n", "#mg ring 116: 2 points\n", "#mh ring 117: 2 points\n", "#mi ring 118: 2 points\n", "#mj ring 119: 2 points\n", "#mk ring 120: 2 points\n", "#ml ring 121: 2 points\n", "#mm ring 122: 1 points\n", "#mn ring 123: 2 points\n", "#mo ring 124: 2 points\n", "#mp ring 125: 2 points\n", "#mq ring 126: 2 points\n", "#mr ring 127: 2 points\n", "#ms ring 128: 2 points\n", "#mt ring 129: 2 points\n", "#mu ring 130: 2 points\n", "#mv ring 131: 2 points\n", "#mw ring 132: 1 points\n", "#mx ring 133: 2 points\n", "#my ring 134: 2 points\n", "#mz ring 135: 2 points\n", "#na ring 136: 2 points\n", "#nb ring 137: 1 points\n", "#nc ring 139: 2 points\n", "#nd ring 140: 2 points\n", "#ne ring 141: 2 points\n", "#nf ring 142: 2 points\n", "#ng ring 143: 2 points\n", "#nh ring 144: 2 points\n", "#ni ring 145: 1 points\n", "#nj ring 146: 2 points\n", "#nk ring 147: 2 points\n", "#nl ring 148: 2 points\n", "#nm ring 149: 2 points\n", "#nn ring 150: 2 points\n", "#no ring 151: 2 points\n", "#np ring 152: 2 points\n", "#nq ring 153: 1 points\n", "#nr ring 154: 2 points\n", "#ns ring 155: 2 points\n", "#nt ring 156: 2 points\n", "#nu ring 157: 2 points\n", "#nv ring 158: 2 points\n", "#nw ring 159: 2 points\n", "#nx ring 160: 2 points\n", "#ny ring 161: 2 points\n", "#nz ring 162: 2 points\n", "#oa ring 163: 2 points\n", "#ob ring 164: 2 points\n", "#oc ring 165: 2 points\n", "#od ring 166: 2 points\n", "#oe ring 167: 2 points\n", "#of ring 168: 1 points\n", "#og ring 169: 2 points\n", "#oh ring 170: 2 points\n", "#oi ring 171: 2 points\n", "#oj ring 172: 2 points\n", "#ok ring 173: 2 points\n", "#ol ring 174: 2 points\n", "#om ring 175: 2 points\n", "#on ring 177: 2 points\n", "#oo ring 178: 2 points\n", "#op ring 179: 2 points\n", "#oq ring 180: 2 points\n", "#or ring 181: 2 points\n", "#os ring 182: 2 points\n", "#ot ring 183: 2 points\n", "#ou ring 184: 2 points\n", "#ov ring 185: 2 points\n", "#ow ring 186: 2 points\n", "#ox ring 187: 2 points\n", "#oy ring 189: 2 points\n", "#oz ring 190: 2 points\n", "#pa ring 191: 2 points\n", "#pb ring 192: 2 points\n", "#pc ring 193: 2 points\n", "#pd ring 194: 2 points\n", "#pe ring 195: 2 points\n", "#pf ring 196: 2 points\n", "#pg ring 197: 2 points\n", "#ph ring 198: 2 points\n", "#pi ring 199: 2 points\n", "#pj ring 200: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 3.6343798800411468e-09\n", " x: [ 6.790e-01 -4.080e-04 1.584e-05 2.111e-02 1.602e-01\n", " -5.484e-04 3.540e-01]\n", " nit: 19\n", " jac: [-1.263e-07 3.977e-08 2.457e-10 8.942e-08 1.835e-06\n", " -4.781e-08 2.380e-06]\n", " nfev: 154\n", " njev: 19\n", " multipliers: []\n", "Constrained Least square 3.900514767754043e-09 --> 3.6343798800411468e-09\n", "maxdelta on e: -0.0006781438298638616 --> -0.00040802806863912873 \n", "**************************************************\n" ] }, { "data": { "image/png": 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MIVXGXKXELU+ct0KBpkU60aZ2sl/SOKkwYyIxPhYChU6xojTzitP1butBdxmHjvEKy2r6iAU8I7lYpLJIj4WIrZ+tJ5fN5iGG4xO57Yln0wZTol21O9rQ/TnVBpV8f6B8FQvNjea1tvjGoT/iWPXClUognABBOTK5jpbUYEe/d0CCpgT9ZcADfmt8lLqMjyVUYvTQSDek5kg3wrsyPCshJa39WFhY4JFHHmHnzkgl/+IXv5hbbrklfFZKccstt3Ddddc9qzxpyGaz9Pf3J/7FQSh/0LswT4FAeALRiL1PLFQdp0h+eboLERLxPxHRj+UZd8xuPkGc/IWqZWdaAC3LJ5ixEbG1yeTFE7uN7YrEKk2MRGIx7zsxypfvuSR8Pjo7zOdvv5q9J8eS5cbqFMF/aaIgk4z4lvw1vGv03WGWLxZ/kivWfYVFq2/FdmxVLT6iTyJ9wSMQLvpaLjOfPsZl9Soztw2n2tjxA+lTxoCYBkSoY6+dkO79pLRk3yHpC9CG6d04/1FAGOHLB0t7ibGXKcGgpgTvlJNU40Raa+aFHXsm2Z8BrunxDH/7c9fqkj9exmkw2XhbalYJT8vkuhApiUKZ6h8SeaaEOWpItt/89fyklhaYaR3l6TDd1ySEZYlKCvjBePq4OrSj9sT/JpquE+tIohJ4lkQtsfaEv5kxx8oiVmZMQEiDn7Z2cIFStgEpoSRNmgdytURXpmdaMHcCYcry6UHQbhcrzmsjHNLj2kWoTDzHacL0BLV2JvY+OC+JfxCbu7JKB6wkMAftIrlhkKSF0C7lxcFL5VpJGAMzV1MFWvYJOiWrOL3w2HVkoYM5Zl2PXcfmGavU+WbfNfzd0OvCdzdOvp2Pjv1KJx4to7lKCyQJHAGhBW7sVVnIcM0AtFWW7xx5Dyo8/PDnho6NVRq0SLT/6eYOvlV7afj6Se8C7hKvjeVfuSiDY1Kw8oToGGqhdWKtqng3rzLXV4NnJaRce+21fPzjH+cHP/gBX/3qV3n5y19OX19fwlfKH/zBH3DvvffyW7/1W3zve9/jV37lV5iZmeG3f/u3n1We/2tYrfUusUUd61rt92QXgSTRQyqYzMFzUGf0YVFWecPY18hZkUAXaE10mgjGION5pKEgGggUbmzHt6QLBo3VCI/QnUxO+Rljad9+ZBeVZjb6DEWlkeUbD53L3qnxZPnpnVK6fqXDvvKwuGH0JmatwTCLrT1OWmPsczb5dWG4U0rovo4q20XL/wZuVsd468MHqD1UhpM53LINCHQo1ft9G6P20l86inieJMMw2iad7L9u/RrXuAVzx89zfe12Pj3zbrJEO2dLKQb1cqIMURPhfFrG6tA2WDq5K1NprUdaK0LsvSBS7+vU5O82R1ZZH3vtTVyz7h/C58PFM7hi01dZlJFgeU/t7MQGT7QM2ZqJzdH4+7QWK5iGq89fkawjvatNjWcXOTUsJwALL9HHaca4zp7p7L9uha4mOPpzwxLwwjOf6WhaRztS6yhQ8kY4+sJ2TJMCxLQQwqyfbgLJSpqE1QSYEMcE0UsJkaeQQAIaE8erQ0hRpDVM6lSsKEHLOgWPDgiFNR1tooKiZJmB0Q/GyvA3s+HOUTFSbjBQi9b1OYfmuGzPNKPLTb7Zdy03bLiJslWMytSaZSvpkFSnmPpqMCUsfqpvU/i818rw6v6NtPyxb3p9PqbdBSsApbrU5dOvp1vb+UrttdSJNIYCaFFIZPdiTGrB6qelLTy6aPLxeZgQqTmehL3S8BetfHk3gf3pwbMSUr72ta9x7Ngx3vve93LzzTdz/fXX89hjjzE+HjG0Cy64gDvuuIMjR47we7/3e7Tbbe688042bdr0rPI8a1hlZxOCpaPtjExRhxQDjxZ5F4m9Y/ElGcrO0m5+avzrYZJsmzoSNDAYMK3Jui4DDX9BxEZkq3MMIzpEH37Lu6Rr07RIoaN0gri05+2OTZEAkirwiILd8eT2hDCUOO7RycUx3xpCxRrnaguNxpWRjZGlAlV1SivUZdsUV/VeomsGQwHU7Xi2qBEkefpZfScp5ZohjhJNKddk60RkmB0ssLCwbkxcabpq3EKtm+D62h38ZO22MMufzf4h/2fm/dE3bYGcifA2SgSR0OpIrRO7pinsTsEwLUSn+0FCxxGm0p1zNcX84/PhlvyLOGZHx05CK6ZnSxxoTIaf/u3JV9OsRITNWrSxTmYYa0YtSggDfr1B+6yUxhLgZOWslACpE0LnrswxCoFlKIZZ91tlbBHfe9KFMUf9YaUEBIlKPa+0/uk+N7rRG/+YVQPbxma4/pxHyVgRjgJN1o7hvJoGgNjmJpzHSaFF6A7dYBLXkFHH3qcpfgoHIZJr6UR9Hw0V15YopDXfBfFUG1bhQobuJAXGDg3mquWnCk+1sQtJMRq/WFIu/0OkXDT1y0WOid/Fsg9FZaTq6K+2EGg8LXn/mneg0egYLROoxLPSxt4rXACngEftHFMxbarUMC1syiKwyTNSX2jLEQopUZ0zjTM7260NLrfWr/OTkpM43u+HMut4+c6/CZ8fsXZy7uI/UNW5rjiHpCWh5Uz287KUIDRCJslt+ihrNXhWhrMTExP88R//8SnzXXbZZfzTP/3T/3OeZwPaHxHRhZBoNFig87H0dD6d1HSEDCpB+H3JMX4mDF3VxHFePNKos5ehpGo3YHbAGQvLnacKwIhc4i/W/Sk/3HNOmLZXreM96lf4kPzLaPA0RtUfI0yV3QXqd2aYHD8JwNJDfSzfM8DmXYdCYpdWu8Z/VRo5js8Psn5k0RQo/MI1PF3dwaGFdbyKbwLwo+WLefLoWbxVf4o8dbPjEzJx5i+1b18jY1J5VyItuo4NAAU3lhzsojsLGStVeNP5d2J/V4EH/fk6b3rhndh72jCTro9OlXn8ZYIR+JkCzUWYGuU5v/l0cj7UBRSi4i1/zFVil598rgdntqvseKN0n6soOgXqWF+KeP4AUu0WKFRsfOyWi/3IYkJg+KT9UcyZfgw8uGTaZWKTy7SwkgJYSEwNZLRmz8JVZJcrbOJ+AL6z//c5ny9zEebmjW6dze9fez20jBfqYvUneA2XAeZ2z6bsYd428UnkURXZXwWNXIEnvHv0r7l/6qyorVozaMeYbzdGly43PU/SY5LSYmybmAHtwTGTfOnmAwz1VWF/dxzTxVn+mgkF+5CemZwWCreLImPVQlWXLkrlidOEmrvAvcf+jhv8y5ieeJrRDb8ASyuUoWP/VugriZtIkCk7l5TOs7MAS9Nd65XCIfwsRcdNpdHaEA3q4rHkniVVfqD1urdwPicyRpCPb7iM3VT0vD+3kTM4inYUWpr1uRpbFqSZvU5sZtJ0Lm1HA1B3B1ICqSnjSHsdZd3fkT9tI/WDvss46YxFn5dbKCuaDy4SGdvXpPc/YTtiz/3Kix1D61Dw72ZmuRL8xwkw6Fvxpw3wgv2TGvEIu0+QOsaBDikhvRMN0uIakdV2WLG0Qttl11zyjFMoyHoeu2YXGKs3om8TZQle3ncvH5y8OUx6ufUtbtz2GWQxYtjeSBtvoxt+qxqSE18Zw6snh9ctWzROxo930mfmyYVQDY+CojxtZfPlmddS09FuWmhF2etj3h0CorPzuAFpmBafnanzy4i7pTQCweNEE7vPpbvmIyonM9Q2p10+YXKkirQxiXI1qSZ35klo3AI8dYwYd9G2xItTyfPo4FfiOEMnnwuxK68JXOOgYuldNAddvzmF30aj0YnGx6r5V6A7jBqT3wkEFvC7c/NpLAyd1DoUwjyV4dYDv4+rkseMLRWpznXtZxnIDcZKUWgvcllQkDWklWpLQB1XYIxX5h7jN0e+FD7/xvA/8ZGJj7MiaGi2Y2WsKCQmv0mXEZ8+w4VqZzGrCAhg1lagdZAo31A7tUnqHJBVcFp9DnSTuxJCp7WU1DKsVFy38QjKIKlJ6YZWZ1d2ETLS9aWfQ46ZWpOBwNlRx8qgNWglmLZHu+ZPCxnLouSTF4Hnb65O1aZ0ecm0JMELxiD+Td5KS44GKkTHUJ2b0iTtSmqHtN+FJs+cL+jEMUmbLaSFlG2ef186mAv+79N3IfsfSEjRAtSY22k8aJn0+PXjbsQkbTgbdmqX4x4de/YUuIqOPOmyxuoNNpYrYdKWxWUuPz7NWK3RfXZCyERlTGW4RkyZHVaM+hltXIS/Ww5UhLEJ6e8o4pPDnAXHdzTJjilmY35p/GxNzz9j7HJMFO7wtLGmTOQJhZT4cY/o7HNNSnDR4cwXQjP20qSqObJJIQmrMKzwfWC3kyb68TxxCM6/hIh2YukbYStZrvvZHKX9XVcEVur2yrjucoyxAsGPdviiO+EW6YQkg4kTLUurxHyXWvlMKpbWrR8xgspLKw3+tHGSEeJHHDCOy6B/A6ft5f3PksRQJxauQsSEJUHytlzNyyeOFxO7945ddJQnPr+3OcewUrvr+JHbsrTCq/mJxqTrZIW0brdaRLLdXmsiVN8DNCyL6Yujo/NN+iDDzIdtl1ox6U6zzp3qjhMgWiKp8UnPgW7MIS4wp7Qa6U9yTttvx8plhC8T9jJRhj8e+T/kRGTvIbVCeI3wWRW87kLHSkitBglhZQVYTdAKfvqkYsKd7ZohbW/Ur8rhdyqrcUtuan3qVL/TKWzGqhDCI32zKo3DWO6ZJNIa0IKSqCaS4hkSrEd0E2KitDpZfr39dtq+Dl+G7+NFpo9VNWFmHZ+Upw/P2uPscw3Urizu2CCiPY8uabyNHrKdQztZsOrode2k4OJPWN0nUDtttBDoYV+6G5Z4l46A10b3GeFBT0jUcA7davt+KQQnx7K4hT7a5Sa1hRxrhxdRO2zjoCe4pJ4TqJ0O2Ba6ZAi0HpZ4l4yA26KQbQIytYDMj7As4ROEokDtytHUkkqzzYQQ6AkLNZRDt9vGP4oCtc3BrWRYuL8ECFqtDDNTI4CgVjXMobzUT7OR5eDaAdpK4iG5m21oBAuiGOJRyjVZO7wYdlt5ncNya4Cn3AsBwUx2jDtGX4hCcCRvro4/NHghe9wzeHLjFoRWHOlby59f/GY8YXHfmvMB+Oftr+SZ8W38cvlLpu05gberAJkMWFXT52sl3voiNBo+V4ymfWlHjcnXzbB8Xz/lJRUKYq60aYyWcCYUumS0SmqLg7AdtGqH46uyDlppdCHOrKMtr15joUYz6LYH0vT9kYkCawY0ohQzbo7ZFOlhicr44lLWzBG1IwvaRlb8egYyoDSzWWONf89wibplrpOeyDlo4FNbxniJrLKl0DayxwabI/OwYdxQSD0qUQMZtOtFvnGCaeMfT6pNNtgCnfHnxISFGLfMN1qjByVqh4NWikAZdmj7Bv6pcD33jV8AwJ+d/xYou0zPmvnw5fx1zGeHeKV9vz+37YCqgp2UjK5r1bgmW+bohixVIVmX9/iGexB7jWCpsZbHZ18DCPbJF7KgN6GFpEWBE+JsHrd/gQ1ZC9fahBYWy4VfQiM4lN3Ed7OPcGH/C9EIZu1RDp3YyM+PfZHxwgJa+UJRclOIHpAo2z+ezZibbWqzgxYSnVdgC9QGG21LHsxm+WBmDa/asIgC9hdyPJQt8M72DNeparhO1ZiFsC10yzBSNSSh6Av/wZFrHI+8wFtjCFBTX0Rl4b+Tz/0IEDQbF+JN9TE89oc0+6fYv6aEl7M5sGsQDdRLio/pX+PpMyfJVyfp0w3u2v96nKE2ashGexpRlwiZgaKZkPZSBl0Br981bdSgSxK1FmO86PtFUZNWiB8SvAmL/fMljrRHqKoMd9cMTZhyB2hryd21bWwfn6K/v45QoMYthGX8U4HpF6REe8FVxtiyFaAGpakLeHHxAfQEHG6updrO8qGBT3H7rU9xsxD80lUSSqBzCpk1biNU0UM7Gpk3jud0XhpfUGNBGyRYAm/UMmvWEZETNyI81Ih5HxzXqkHLF7gE1ED1W+Y2lzL2JKpkhT4+gqZcVn2EyfYUJ+0x7hy9xPAPBIcK61hy+vmzHW+mpGr8Yv2fw3mIAu1o2v0KS9hGc5oV6KLLcSvLNzL97M8Zu49PTZhr/FO+n50vjI5SVB4vqgxDXfCU+wqOqEtCHcc+94UsqE1s6f8B/fZJ45vFNre+tGX6e4N1lD6xTFn3MSdHud15ISA4bG2kKkp8ZfDV7B9bxyMDu2jJDH++5k3IqQaHhLFF+4x4PXmaLFLiVnUJfyNexXlyH1vtY/zJ4hT3lIoczmTQwLJlsS+fY+9gni1eG237dNUTICJzjGcjpjyr2D3PJVheXmZgYIC5zw9S3L4Ra9+eUPOg+0qo8TVYB/ZFW+z47ir4bYkYgTcvvc1bEPUacupklG+wD+oNaLZ55sQ4331iB612pK4u5Rpcs2sP27ZXoFyL7FmyDjg2VHxXi0Kg1q9H1OuI2dmYtoZo96MBS8JACRaWI9yLOcquxf59Vc7f4OcdGoBKFdquyWNLynsGOfmPyevZ3aDxMs13p86IdUoAptGvuuAxtq2ZCXE6XrF5qrWLu8uvPGXZo9uO87/W/jqQUh9q08hPz72H6yu3+2Mj0IMlKJYQx09G6IwOmva7Hl+6T3PDX3vc/wGbbRP+pEdQnxvAm2pjFT3yGxuIgZLp96WKQdqS0FeApSoov4P7C9ByodGKYaxjmgoBfTmotYyaDLh3ro8LN2oyFb/cwA4k7tnTwoxhMPalHLpQwH6oDJ7RNATwnUKePxoZYsqO9ggTus07xRzXZZqmbgAp+OEhi6s3K9/QF+gvQr1pxjwarqjfhC84tL2oTYUMNNrRvd5iHjwv7AMvm+WKsS9xUo6G4yXnm2Tuj3aNV8gn+YfMh0459t5YC53z+1MCARoC9i5dy2173rXit+scwSXF5L7pgJzmNuexqH0hmLa8Yf3X2SmfjNqWXue2P1aBfFkMPKn5fZyxuM0u8c62YQ7x3Wygyv4T9wTXedVQicZADspNtG8QIhyfOXe7DuxDo/ITLM28L4ZcAAqN5uCLbqBlt7vvprUm63lctn8qtI0QOQmLYM13+uAI9rLegIvOGUFFZIUxSPbNQcwz6KYONR4PzmTItoe498B2Ks3IWLKUbfDC7c+wfc0MOjg1t0A4At3WoUAgSg663O48SklrAQPtW58NTQ/tat78BY8njsMd77RwAg1M8C8wYQlIiRd7J4F27LflP3cZAwRmWx5/74BuC+46bnP1ZNu8d0Frv0ctDZ4ISBUA/95/DTdsuIkV6duxd/OKhTui+mUSDyGMwIgwTsNfXdzEkmOvOPYT2uXflg9zuHwld598C1U3shsp2jNcte7TbC7eDZ5vpJpX0BbodlTe021zuyfqiKj8Y4Oj/NsFLwiT0ms/gJfL+3i/8wXWikibrYWmmfd4qC/DjHIY1S4XthtYKe2V9u8iC/+21XJTM/b7dZaWljrciaThea9Jub+yncqxM5moOlyafyo8agj1c90WDAIPzUMqxww2Y9rlQupG/atBuKmdmT959k6N8e8Pn0MaKo0s33jwHF6V3822gXpM8FCh4GTK0iRuEgUDGVsAnpDcm72AaXsd47mjXF57GEsmVYMhckIkJ7YCq//0ZM4z1sySX1fjjid3UGnECFKuyTU7d7NtcqZjN5QXXXwidIFXNH7IxpnDvH/4HZyI3RaZ9Kb5wPzHuL71g0ggAELXG/GJHYxhaHvR2fTCljaM1815m8RkksYRU2LsAgojg3JJEQ+RTAueA9CQOE8KfWfEBRWzU0jspIVADbvIGRtj/WNevKRW59pajQdzWaaHBKNOmwtpYNk+lU2PdbxfpEgKR/G+Sv+Ozy8lorb7wkPQNkt73Fj7S24ofQAROAwbyqCzEprmsOc+tZPjepg1zHce+eAzRgt0JiXwiUiBXMgsdH4Yg0Zq6io09zi7o7Z06ZRvn7yGHZNPIn2D0PTlsdBuL+wLDdIwHSF9J3TucIeAAqCFQGjNn9pjXKuqob1mIpcwZQqITvrif5URqMvzb419EAdJfehJWo7b5V3wie/wMZ9hMBCulblZZUpMfifwD9DKNm6+FZuPsY4JkJWglORk7Wzma2Ns7Z/lFy6/i6nKAFU3S0E0WTu0gJSxKRdnujr2L71NTtG2xLu4EKLp/p0Vm7PpMuJzxRi5BF2VeJUYi24QZI48P4aZw6UkorWrgVcs3cGn9Lv5wOQ7QiNagDXtaW6c+RivrNwOQoSCSFpAiWifOeS8/vAMXzxjMrl2fQQE8DvtGSyh2dJ/F5v67mGqfjbV1jAFa4E1xcexMh7a9ekPyfqCdu909vD6wte4tX5dzIgW8pR5q/cv/Ki9g5P2WNe1D0ZA+aTzsa79l61ZXGo1UXaD0DeLb6KgPSOYCJ//hU08PTYF/AcQUt68753Io0Zvvcae5b3jn+dlpccj4QBAmI2j5S+u20SBjzDKVOBHXvo7WW+WK55yceczOF6O/PoGWkpOzp5FtVzke493dZ9IMOHueGgzW194DCnMnfXD1Q1U6v2U2gtszB31rznGmExqoG4pXJNk7AWYdKe4cf6jXM99kIgWmebaZjHnNxnjUmOX0m1lauxBTX5ji21ula3jMxxfHKLqFShSNQQpIA6KUNsktGTCG6IkmlR0ZsWy+7M1NuaPsbl2gJdXv8+9/RcznZlgvHKcyxsPG0HQTnMS5Qt0JBlcuqv9yZ2gOXGmEAgO8e4JBQmd6m+f48SFlbCc1MDEiEr3NJF8HQpFEl3QqFEXuWBHggFgWXBxXw2d1ZGWR9C5m4o3NC7J+Qyw6zfxThLCF2xMmlJwuLyOSjNHSS358xKub/2AT8+8O5p/QtA+a5DMw/OAublwY/sX+KTzMeMSJ05L/YarQbeTKcR+r+l7gqIzQ7U9QjdzuDnXo6EEOWkkqZNykapoduSLd86y28/hxgY2Zw5Hcpq5XGZc/gcMLLFcREgoH9JZc/VzBSamhWAKh4dEnkt0vZMBxOTVBOMO/kpo189FeWOsBG52ecV3cWjZVliuqINY5RqnQJgbJU1h5pjW0UU1f45rDQcWruKu4zdQbRv89s9D0ZnhqvWf5syJu9DteJmYG5Dx9iV8BxmhJzRJigsX6XUGJDdwCeT9dJ8GBXVYJPtfRks7gHAcAmky2Dh0Y4qBwO4/KC050lhPpV2iSIWNmSO+p9mkLR/AK8t38LLyD7h/4Hym5CjjzVkurz2C5XsRDjUvOiY8BM0KhQmziHfNVfjI5Ek+khtl2ooMoSa0y+/UZ7mOKhrhd69isviYCUURlkhEy+J9LgOaYdJ2Zvaww9nLIXc9NUqoVhW7fZSzMh43nvgoN2y4KdyktM8axHl43siKKN7vfMEU2UGefIG4aqP629G4+fRKBJWnbgc8m/Ob572Qkld1Mp4xPJximLcd+20+4XyMFw8dh7YOJ6HlqxBvo8g7WYPQmoJrfFC2pWDzHovid0Y5WVWAhdbjzK4/n31n/BRNNYBqH6bR/DoIga09Y2kPNLHDtFZVcmKmn3Jxgm/NvZhmO0dg9JdzGrx88DvsaFahBbjaV0Ub/G4pXMMNYzeh0RRaNSztoYXgpDPGr498iM8svI+rWvchPF+36mpoen5ZyggTbYVwNGMvnuXEv0wAKjS61do4QBNCMfbqOsIzK0kC6wcWIFM2RwLB9drY9dVG+WrEiV+m5A1zlZjm27n9SK2wdRuBxhM2rrSwVZuXbb4f2TIaJEtrrqo+BC0bag3TXtefwK4ObYV0S0NLg6dNOzxtxq6tO3x9hGvRVSZ2kasJ/WS3lb8YfMGkpUwZrj8PlDaq3nZK26Z1RNQ8H5e2X67WWK5fj4dZMcHCjwtArl9+IIi2lRkfT5tAlLkWQuSg0gJHo21lJqXrUzShTRCRoG/8vrI8v+6gX1qeaYMXmz/xHVjQH8F7V4XtebqxnVvnX0TdLSDQuMKhaJV5xdj32DF0mOsrt/Py6g+43zmHGXuEmZPLTE7a/On0zzPXHuRutYtf1/+TDzp/zYReNPUJ0ydq0LeBCAYqUAwoHw+lkcrjJ9b9Jd86+H4s3UDiIdC0yYNuI9xDLImHyeqfQWtBi0WyqomHxBU2Gd3yZTNBW2ZwVAuJptbKo2NxMUOZzfOZoNIRr3A1eMrYc0iYdyVF4eEKQVMKCp5vLCwE9VhAuVlhNFxC+W3zfAYaHCWF8zla08F88poDCF1BkwEkwg+doXEAh0w9g9VSaAnKElhuxLw9R2L5MbqydTca77bftzIlgKeFVk+Ex5bB0KABDw7NX85th96JxsKhatYyGartIW4/8HYkHpv67wnzh0KJFOZZxuZZsGZdTVdBO+i3EEeDm/bpkC00RRuDa7gWiTThgaAZF84DnIK2x3Hs5t9K+WPlYdaTTw+0CzNyG5+a/wlqqgRommQZkgu8pHgbO+x9/pGYCJe3VsZB4JWVB8yRpid8DWWc+yYFFIOXaa/Z45g+yUnNi5tVrmlXeUTmWLAEQ57mfN0wcXlsf3y1BKWNWBDQLHx6F2x0NBEtigUWbLqQtY2R8gZxCNuC+bbFlAdCa165fDs37/9d3rv+tyjLEmJYo8/N4e1u8ILWI6xlLmpTlxs9eL5AHJcognxmQYX7MJO2soCdhue9TcrSK02AwYdzO3jtlj+n31vm0T1vBECNS9RVmWjBA69iE1PYXDFT5eY7DwLw9dFRtv5wlMHBBdZOGsv5p5cv5bZtN3F1+RNcUP8KAH9vX8UJOcQb2vewSZtB+9/Oy3GFzW+0v0UOl0o2z5+e+U5GGzO8bfcnAXho6AL+ZcNPcvHcA7zm+DcA8C6w0evNDs7TkivWf4UT1hgIye7PvID+VoXdQ1t44c9/hSuP/Yivfu3NAJwcsxi93DERmw/4ETevzsCwhfXtuolCnBMsbRii8sMc69ccB2B2epiF2jAbzz1MtuxHE70mCwWwv+lHOB4SeFdkEzubRuVqFo+9j4kjv4DTPoQSBe484wucbH2Dnz7yeQDuGH0hD6y5mLccu5nSgrnB5F6XgZrGvtu/xrrRQp3tIB9sIadVVL+rse/0I/eu9/M8FM+T4UuPYGxSPuiwbcyMpXVfC7Hg53lpFjGrsB4ydXnbbfQWG+uHTURdm6jML8oh9ntYe0yexpnbsNYfQwTnBABCmEjDJ/1yr8yYKMF+uWqThdrm73QC4QaQ+1zkId8PzAUOOkMYSVittVBnOVj3NhFVP9DfC7LIgy7yoP/NeQ46C/b9/jeTEnWmg3VvC9HwAzb+RA65p4086o/5JRnokx27UPt75paE7hMm2vIjLaTfTzdtehcXLz/IyxZMdOh/HP9pFu0BbjjxVxGu2x2sHzQQCqqOJHuFg3y8HZZx9/nnceniU9iH/b4+w0FPyMQRgG5rnCAac79AnZvBeriFqJkghXvOfBFyj8c29/sA/C0fYH3ra7wo87CpQ7+Stf3XsKnyewDc2Xcl3++/hncf+yMA9mW38rfj/523H/8Yg94Srm3BpXaHlkMecpEn/P46y0E0NdZ+P1LuFhtdENhPmnb87doRPrVxnDvveQqAHw6V+PWzN4fFfaZ1lEtUHevpFrJqKmpfmME66IZ90z47Y4JWxtGY87APmToXCr+NKzcyVvmfACxn30g1+5NMLv8cAFMbijx+5TjX/dMBABZHsjxw3Tqu/rdD5OqeH3k5i7W7haz5jZ3og6W64UIAoyV/R2bAHWohFttYJ/1+2Gi4iH3E5P+B+g1m2crrpPH2/YD+OZ7Wr+Dn5S+Zfhq0UOssnCf98SwK2luyOE80kVrTzGRguySzp2GiQ1vg7spGAoX/1zrURpb9ftqeQc65WPP+81aHf/uhx+vX+etuvY1ugzNlcHTX2Cag4LEgWrRloh4f8OfgkIUatnD2B3NO4k12RnO39/gRhTMCd3MG+2AT0QZXWnyo//f55fLn2eiZmHAfHHwvb6h+mV1tMx9am7JgSUS46QNr0cWaNzi1JxyEp7FnfZxHbPSgnbxN2VQ4x307sJKFN+SQOWLWq8pL3PEszuG64emOwF2bxTnWDIN7tjfksE+2kL7jxNamLNasi1UzY9uazGBVPaxl/ybdWAad9XeCgUKl7uHMGRzKBYdj2mZn3dhMegWL1mCW/HHjOHEx3489qMlO1XC0ZwSLQh/Uq+YcFcxzqwGuGYvWWA7Z8LDL5rk9nEHnjAF0MCXQsNTQjP/B6dmkPO+vIHt+7wcOylQ35ZA/QIn4IjFact4B7WeLEqcn/Jg2qXvjiQKJrwPzq+V750tfsYSYEzgwkqWvO7s3d76vYpf+K79NXa7tzqnRhOtivzJCER9oIHh6p2bstZHxU9+uKpt//SjOgJf8UKTKkdGDFhbLU8FZemQqv0WN88J2ZJtzbuFx3rbukxTsyCuoaXjnbibeBw/WdyR9cHQTl+NGAFqHO5qEP5xuDuBSz43lq6nM/XyYVJ39eWYO/B2N8k8ky0iUS+cKiW2gu+KcLgOSdlHaZEp62EwVcjrbhjgTCHaP3T6NVZOOqyGSAx6pqFfpy0tzT8fchxP6Jwrx6LKRTsPWobvYMnRn+OzWvovSkSHzQvM4d0//SwLPpPzhMwofMcsPlxvfVKedsYrwv1i7YiBTVyeDB6E1E7rNhare2RCRnM/TtR2oYG12kgrSV0jT/W++07H3yedu0OE/JJaupUY7unNOp3KSwileYt0dTPRVVRX5i5lfx/W3zEveAH8x++u00jFkAnf03eoN5m0chRSI1dZhoEUhlRYvL74uunZRNNHbflvSazLhcl6DkDpcI+ljJpFeN762pbO/49WnEEs/pyHt3iB93KdTSAT9lsi2Oq2Ju2Ls9ypkLBc7HWhuVRy7FKpEYnFqnpUi5fkvpISOjrp48kzcmAFmYgJMvNsLLR3fGAPg2TnDDOPChgh8PETQzeNpmgml3Vubh2jUpq3R+MdhPqkVcqqO/fBC+O5u9wqu2fcJDrYnE9/cpovM+OcnZS15M+v4XREZdTn9rpGB4pPDo3O2hDRL0KqejXLH6KQAIGP9UtLZpLkMdC4o4FvLl/O96kXh89uPv4NfOPLeZNFpohyPogkpCSFoxwqLOxRuHBaPvQ+tkrE1lDvC4vH3RYJKGlJ0lhiBSlCrePd0GGoHnDtdkE4+roo/ncQu+Eam8qZ2j53FxeclxD22LFHs5InpersJYem6ZepVVyYUZ8apBorUGksLEKQKjWmVA2Gkm5lOB2OMMxlIzCuJDtft77RmSPuOAziweCUHFq8On28/+Dt88YnPc2Dxqi7MAeJrPkQi1g/9jRaynTyayboejkpd6+2yZJPPJsXrc7vj0ZE/xZxj/VBrZhLBHmfcMcqqL0HfyqpIDX9zFjLvFB1eBTqMXVOfd0F45fUQ/z7+b9XyOyeMSBV6MLsm2F+Yq9ynqD4sJIFr56at44PEUKQQ7xYOIA1pgqUMvsEUSm9aOiBNx1VEx1ciUysJyuFH/hgEdmDPRkDphtLzDkKtQ6hJWYnpwljMyVQ63kAa0rs1ACd7QUdaMJk7HSCld0wpYhD7Oe4lr3sFzpuEq4zxUiu5u5pyh7m1clmY9qDO8U6xhnbYFwbm41qlrjs7koxYJxOUOxxlC3Dq4qVKq1wnIRIkZuPR1hhvO/47NGKeRqXWzPheahNIpmWiuLyTZog+qJh2qdwYTzzroM741Y/QkYJmeebX0Up2rsKO7bdByDQtQCotgKS+0XT3WrsqdKHaacIc3ykGQtMpvkmLjX19M5x97vfC53pJc8+6ibitXSesRJ1jxKgrxISnTtrYGaQsvlY2WIcpyUoid79VpmBFmjsdlBtrZMLfWzfGFnv+CVVlOLY9FxgndH/SPsF1utopDAK3HXg3bRWPa6Kptke49cDvc2Dhqo6+yvfdgrTKifxCRhuQbNtj/L6T4XOh2eay/VPIZEjoBHiBsXIcZPL6cQKPDg1TEkntLdAqR+FK5iqCv7vvqlT+qELbanHZ5V8jm/WPDITk3q0TzBZj/dJFG3kqwalDoEzhHdeUuRWrQ3NmMono+w43+t3E3ijP8MhhhkaOhc9zmxX3bp9gti/n333QHWsrTnMOumvxVFqrdlqLP4J03J8V6FEAU+X+zmb6N0ONvxZh6JwPy3rg1ORIJAer00tu8r04zVhF6bADq8HzXkgJNB2RIBBBevN6oa4zQbvD42f3LzoFC8tZi1N8DToWCEpgHJ9lHCMARdJpfMfql5U+/vCzXt56hEl3KgwYFuSzWr4aO8ZcTZwLmRDG/pGBpO1coFWKMcdVNzPpXUWgLbHnOzN1a5/oogpPzdWH69sNrUkICkk/A10nbjxy4gpM8ODC5dy+/x3h8+6Zl/D3D32OtsrHcBGkd4wGJModp9U4p5MIdFtvIkWZROdOtIMYqTSxOdVWuMt2o5sAFTJl/0eHFiqNfFKYXrfuKZxMI5GjZclEOIOOctJMr2s9q0OnrLA618qrCr++JgoNMeFM8baJT5KR0dWTUCZOa0eC392mVuz3et3my+1D4fPWdouvNw8aASXILNJYpgi0kUgBzV1H34JKCb5OZj8D4x8Mn3OF2xle+/ZEiQnXOzq99enShrwywogPbn8Ld6wVpZ1yrJJnErq9F62Tx7aVVpY0BJhlszUymVqimpZt8eTaYSOodBEwzD4oqvPx5tbOzeUqAmVrLsPxb0Ra4uq+Ake/PEkH+I7ZTqV16aYNP2vn95EyeabUciRPbRhipi9nDGVj8HBzBzct/2L4/NeVV/Gi6U/wrdrlnXh1aVNX6KALyQ/2zY+ydy7yUHzrvl08emJ9Mr9/w8aS8LS7jX+tvyp8vcc7m++Ln0vW1zFWnfQu3QZtxz7yumQSOrGJ0MFm+DTheS+kBJPbsKBkJEpDQ6JtoQW8U8920Nl6plNocdqVrtsvK7MdaW8In19z8SO86Zo7saQpwfJNzDvP/ruAn2wpjxvnPwoIcwUsaFPgfyH2STetzAIWcTuN2KY1hBns7pMsfatZEE7MTOFxpD1DkpB1E95m6dAopLrOaFCSgoIgqfmacweSDQASvke6MUjge3t/i3p7IFauotoaodIKjtE6P0qPSag1SvdH+lnr6MZR4BOAVJ5uNws6CFIqTwch1ckuT49dkBbeetDJPF36qUMY6IZrB+5dKGk3WS89UePv01SmyzxMz/H4s215ifHKywbpKLUdZaXL78iukz5VdNIxdUl5ibhoAF2D860g+Fbb45ysnd1Jr2MlSGcWcaqzkK5VRAn31XYl1lToHSD+Lw5d5NhOdf0qEkIausjTQcK+iYEOMwmA79cv4J8rLw6fPzD/Fo6sf+3KdaSgsruAqicj1HnVVODSoE7/r9KEoRTaSqJiwovAcNAOkbBjvZmE/Ws6NRY3V36KJZ08Tp5Sw/yPxd/h243L/c1MCjpsSlLvu9GWGHx779m4KtkPTS9lk+nThcCZWy2Msuvnp8ApIURD0+5zUbGzz3afmwjMq7s11PfgC933X6eC572QEo+Gu8ae52NrP5rKoKMYLfHk2POTm4y0Gd/wjs88lCgfAg2FIm6nsnZgKaHNz0n/dkXnjEsuAk3sGEBwff0OPj3zbtZ4M9FxT3iE1Wm82+24KhJuoioCqAcaiSQ3MPYcKwgXQij6Jz5BV+6XELB1N+qdytOJUzr6aUNnumsQ4ngHW82ObOmp3M2nTIorxXMHWqNEcjdOL6Jrn4KkMBHHL/FNuhBNQtvSbdGe7i4rFOC6UcHOjxLDvwKjD9dG4CCvW73ptLiQksa9q0PFU+ERFVLKNpPTItXl3RhvZx2deHUEuF6JNwu62nZ0biCSUGsNp1JSxpjuaHJTRWpadpnn36pezsPN7eHzm6bez3dql6arSSK1ylzaMfwdcnbST0v6826bpE6jzyA5eC9oOsYBXRrev/AWqjFmKdC49imYZYewlSYuKzF0zd6Zcf76vqtp+Qy80syZZ9cweDtmBhAWuVKfCUEzY7NcTLerM1ir9rVq/2vxTdHRTxzShk5dj3fiz50TP73pi1/+aLW2opWFUoJb69d1KbSLxHBKASLFS9NKV0sl50aMNYTme6ekU0l43gspWcvcCthgT3P7GW/lZf33JzPEmJwHfASzu44z+akhwZ+9XlKJHaP2VY9y/v5PY4u4OlxRzMyRz+5L1hEjBI5wecPY1yha1dhrc4Z+6cADKdxiI6jh+tod3HP09QyqpbBY82plgQSiuZ3WpCQi63YRLgzzWGGn7CfnSj9kcO0HQSRVnzIecTMQuBLzPym4BMQtLXDF25ETrdWZRVBuyqOQoVFJApH80AiX3Xe9CmlPk8k91mXxJOtpWtK3fQw6vMsiTwst8aqC389ykXYDgTZSdULbt8JY+vCa4W+SlZFztNRxc2e3dyt2tbFZicB1kRc7RfhkMXHjzfT5f1ctQcBNV8KnixzdcXLXDX+d+tuRp9ucMlBw5hOv262tLE5/IHxuVF/I/PG/6FJp96pa2uE3Z95JSzuxPJq67jyO6bor6FLwcPYgL934v1bEYfWROjW0bKvLJ91s+KJJ0hF1O/35KbbiXl2G82Pv3Bi3PHVu4shKoKm0spR91/9SKM52/9XXgocIrQpNO6nBMNOvkwZpJCfUKD9qn7V6gV1BJ8cxpVlJexqeyG1ie//F4XOt8qvMzXyBffVX+F5mk4tGhAUbWLbyXTWO8Ro7j7JFJ31L4ZU4hvVR+E91uyeIZJqXTSyRum+miblWFjxEdAU5TRTvO1Py1y+NumPw4jKXv/HrnLvuX8O0Kzd9lp+58FewrYVkHand987ibn5p7d+FKZtyh3nbhk8zmY2M4uqWFZsQUSEWiowfXMLGw0QljeHaxSJ7CDdxA6KbIDOWjqwbQNfjnjhKglzfnWjngJ/JY2j9bzM4+YepgrqpD6K0vGh0toW4QAEjYqnzpk5y659sYJgnzZ0CAhHkDzyLpXE0gkv/+CeNv5RU2QvZLI+PDYXPM8U896yfYKYQU5l2E0i6cfvE7qNzhcbtcdyqdUpDz7CeuCDRlclGiRt1lhcO3tklU4hE6rlLnnQ9p8OzUm1Jy3E/sX03WdtNfFBtteKPXQjhaeCWevcs5IuueUQHtUzfgw1AUXSmWVN6IlFuo/xytBpMVKq8ocSXqxHvmsr5vCrN4KNn3ZKRTK5JuHmPKkn+jkdZ77ZKOi1jogE9Fa/JeF7H+He68U8KLXvb6+mAVeZZB3a+vYhSgu/vPXOFXPEJCWNqL+udY6ksnZvDADJuZ6Tm1ZbCjDvYWfup5nRaO3qKtXbhyHXYIimwKjXCbPVnu+bP55c47/xvh8+NfrjvrMjGZd4e4O6+C2PV6k5tTzecuyUH/2n8OD6nD897ISWENNEO0yOKOBML/96N8ccNTZ2hNkLqhCp6pHDAv0XUbXamVn5ssAqyxlwhy96hgTDteF+Je9ZNMFMwV53T0X4B+mWFtPQa2t7E6vsZlhLfRYw/SXw6YKX5FteKdPkwW3ys+2lKEokEMz4/t5c0efoJ8ShfytwYPlt1gXU8A26XSuM7irgXWj+xu4lhkOYxuO6DiJh2C0DaswxOfpBc351ducP+wT7aMSNSoY1h6ZNjQ8zkc7F2p0WvlcEQp2SHNY5lOfYPkeFf/VCeg5/egGqusjzDrb+IykvN/0b5apq1S8LnxRPvozr7C1GGrld7Y5AO2hf8TjP31C6p4zZTN/k1BhuHF7h6+97wedfkIb720MPhs+eOJm5OdBfGor9d23QaCoGuhu3xPU/qm84VG0gHgqvWfwYpu9mbrGL0dCr634XAvVTez8tlpD3OLFnYsxlE09cmdLl1561qBpNEIt3Vo9YsfbIc8weju3xl0rNtl4FaqyuXWa2py6rYmdghmKXLi943RR9KS44vDVJp5bq0osu3XTc+3TJrsi2/XbEsaRu3dHFj9mKqzjQNY9V1opWgfjx7yjkiOuiYJE90NBX/fHTsMI4TnRQI4E7nyvD5QGYDP7vtLznpxEI6dLsllWB9XRaJ/ydxcHA6m5uwyOe5x9m5P85T2rIOefIo9GEIa81BjY0jZ45Dn09KNPxI53mzXAdAoe2xfdmovmdyNseLGYaaLhsrLd410GSXNwdZoK5B5KDdhqyH60ge3+9w/s5BxPwsFP2QnMsa8jkTLXlAGkpQBrIZ5m14bOsoTt2jsOSiBTT6bFoFIzTtml1grO5PFg2UNeTzUK3xLXElH5l6I8NVc248Yw/h5m0+NPBJrhnaDc0mZD1us0p8dbmPipK4Ep4YLLCp3eS91RkuzrhAGwoCahqyJajVIe8ZTdOChqwFrgv93Ynb7JSg6Vmsy7dgUJhNZNMyYcG9pim7DnpwDLEwDzl/B1WXJhJ0u8G31JX89bHr8VoWl8sneWfxywDIpr8jtQU6I6GlUBM2WrYg5/GlB3yPszfabJvwXZtWNTqT59sP/haH1aXYtBj2DgFQkaNU5ASj3m5KmRletv3DiEHQDYFb24FyS+DUyAw8E2lQAqgqsLM8XiqyMJJFICgtmF19s2DR6HMMofI8Lj82bdZgQ/su/IE8hkm3begrwfICFCRUlJkf1YaZk03AhfrBDCf+fQKlBLmimY9u26bddMgWGlTPX+Ss8+vQL0wIBCsLzTZklbH0FBA4p1BCMHe0QN3LktM7UK0PYruHkKoMCFrOmUi1iO2dRG39FLu3LOHZgr4F31tkzqLeZ9M/22TLYplDhxXnn+GaNZAvQrVm2tfWIDMmIJb0wBHR3A0XqPIFFqAkTb9KacIF9El0XSOkNG77s/58UwKUZnbpMk6cvIF1OTPnPTmCdmwGSzeRGX4KWm3ISzOX8xmot6AoOgl4EN4AIOsHFdSWGR/lmv5rARnbzP0MUNXMtyzKTcGmSZW0W5EgagoKOag32V+7iseOvhbaEg3MsZVspsxV6z/DlsG7TPtdjbu0lfLcb+LKSbQo4Hj7TbvEMJ4cI+M9A0Bp7BMcbO5mVGiGh4SJspyXUFPc1TifP5t7I4/aO9juHaJP17hcPMk7818GT4V+onCskI+E15BdjfD9C2nb14C4REatAoSrue/ICE+c2ElVZRm3zVXphnJYUAUm7UWuOmMv64YXURmL6eUxlks2lckWlcEMpaUW0rdvWx4yu/ldx+cZrTTMuLQUT9a3cOP8m3lCnsGYXmBcGzuwZ+QmSrrGOj0DwLsm/paLM0/7oTswOAugqTnx9XGaC1k81yZXMutlqngOT2z8b/TnzfdN3U/bybEp91c8eDjSLEzYi0ih8bRk2h1gzF7CForLN+3niK5w9UgLITWL2QyP7BgjX3VxfL81lYFMuIk968gCo+UGXhueym3no0d+msfUGUhgszYevo+ICWbEMALFGjnPdyfeiqU9RMsE29MWaCloNxX3HdJcvVVCRiKaKnQUVz5SovxIEd00x8yNpTz5sRqDFy1w+/KZ7K+NMWDVmcwPcsnIy2iLbUiWsPx+bItNaNGHQvOP2TupigZZ3WRMTbPr7DvwSi5uVlJaNvTtwcxFvL9wIxcvPgpCULUKPN2/nfMXn8BRbd554maubD9kQpJg6J22JSiMg0fPf9b44Vv8Z18FGUkagnJDMXaaHmef97F7GLHRawuGGXrKEKAxG72+BE1/tH3lx4XCXEGe1jY1x+KRkaSx1mLWIpPPs31Mw5Qv3OSF8bvfUNA05v31nERP5hDYJj6MBgYl9NuwLKOYGqMSnbF4ZtBoUNoFm6VCqsu1Zt9QP6P1RiSEDkrosyBr8XLvXl7Sfz/3u+dy2B2jPXWCn9v0lLlNNNgPdQ8aiuuocu1gjYfyA8zUXcZY4EK7jjVug21D1Y/7UZAw4kC5ZdqjgGEJORvqqWuLsfg2raJFQ9hQ8P0y2BqKFmQcKLfNR30WerKAEMumX5TfloIDy21ezn28pO9H3N88i4umDyGCAFSF+JVu0BmJrIC30fJj/QRHMbG9a59E9NlsP/MODj59FS1sTtpnxzpWMWtt58Jz/w1RNMxQ5DXO2FFwPRNLKN7WoPKCZHE4z1xfNDeWJuK+MAweTdtmKedHpc0KKMporqGh30YPZBGePx/6LRjIQKZtjrSyGl2wOPn9CTzPSBv1SnI+Nms5xCNjqBccNc7yspg51lRGMIrpjPdOj3PH0yaitUDw6g2/Rt4C196cKFNZY7SsEeTUB9g+9qvsHepnaTxqX9Z1WU+NgbxHOeuAdg2jHHF8gdQfi37baLxqKqnFDPqzXybjypQkZCwjnCkQeQF5C1r+1l4DWUlj6Wrc6nsZKUEr4ZhRMb/85wwOf5hc8XbTzyVhQgM4MtL6xHDwshb3Dl/AtDXKeGuWy+oPY+ctcx+z4kV4Zm2o+kJ1SdBqWbQArf0NSFyLV5AwaITzLbm72TR0L1P1c6g1h8jb80z2PYEUKlJuOYJ2ZjMt+9ywKS07GUk9eHad9dDcTTsnTbsafl/nJZateHRpBwB7rE1IFH+R/UtAIJ1u9hF+FORcywiRtjB2PsHJZ8GsPd0080hnBPZIlUv79nPvge2caA6F5ZWyDS7cdoR1a5ZBSSSaNYPTTGZgppZjb2mAymAkDGTbLmfMLBkBJUAoKzkzd4TjlTFans1RMcFRYteIRYEpPcwae54L8ntACnROEAYYxIxN3yU1ql83t2jqS3mmR8/n8e0mZEhdR0cVtBWP1X4e+HKYNJU6cpnxbxOKPFA1OOqMZqDtsuvoInsnB6j3RVqIbNvljBPLjCw3+Gb/NWEUZDlcx3l4HgHMi0hbLnzG856Bz2NLZY50CySOdnVOUrc1ZAxz11kJtqa8u8jUt8fCkgKoz+SpfyvPxmsW2VcbZ9Er0K+30ZJmDnnk8GJOPMFEi7qivYPbMo/SFFnKwxnq4xCw/+WhHArJ/+Z/AoIHhi9IfP/I4NkIrXh76X3c9eR/wbKJrTP/zmAGc8zm35oKhOHAZkXHPhFiJc13d3j+CylCmB1aXBMa2i6IxJUdS5gryEGAwQ6vsAJ+p7+FJYiOFMIySam2Y4560gQ6LFaw5NhR9NIV8G/aNkvZIAy7rwIOcBdgacUVfU9xNvvZP7OMFQQBTBmnWlJwieNCo2oYYTpYYMBAEXTckgnviMXSLBGebYug8b7eTmnB4fp6KrU+E+U5exSptZETQ2btg4oeLKG40noaS6/cJwIBbY1okAxYFfRtqIrXbB29m5fu+DB3HXwL1Vaklixm5rhqy2fYOvGI0UxJaLYg2/X8gajtGL55OtCSQRv8TgvGJOzL2J3V0NjW/09D/XAWt7zaEhRYNZv6kRzFTTED7jAwovm9d3qMbzwcMcHR3HoK9mq7E4lqjzE0u50r6o+yVCrQyjhkqnUGmiaIn5YyqZONez2Nq+/j855UejDnwjGLCRJhvmgOa22xPPXrBsMuamtQLB97C9mN349c84uYDUYMbiley/tHYxHF8SOKL36c690fxPrPb1S8XbH1GywVIHJzHmuvlIq1/Y+ZQJL+0If5fBnNcuY4HbDsuRXDLVyaf4o11ixT3jAayWXyadaK+Y4yIszN2g2jIEsQvhymFdQP5fBqFjLjkl/bQDim0i0jM5w1McXx8hC1VoaC1WLt4ELkUTpB4wSjtQYjBxosFTK0+7I45RYD1Wbw2my4FWghua9wAS9b+wBfOPIyROqWZNBp7x76nG9bSHLu+GNQ2lZjzaummbljBLfisGfbT/v4dM4Xaa9FygJKVUlOurBSStkmawcWORxcYfbJw8hyg5FKnaW+DC1h47Q9BusthIZvDlzDr20wwWAB1ESe9gXDOE8tIprRRFxjzfP7A5/nZbl7EyOD1P61XI3WAjd0aeDPH08w+4PhKH9qZEFTegBe+crH+MHBHdS9CqeCLWqcn8w8zPfaZ5DJdPq1epqzmBejXb70u0VITmQmuK94AVfWHgzbgEphGPITHXmrFbFjfj+itHgWrvaf/0LKatBBFAXXUeUjnOQjjDJFZCU/jss79SwvKgyl7OFEuCATo6FVUogJBICEVzVodfiL7w5RPl84CcoIIvoKX2AI/gJhPHp/LnhK85DrMKNLjOFyoapjBQjGhakA/JOT7n1FgvDr2Munqzv41uJLKHsRI+yzlnn5yG3skPUkwRAkhSTJyvaGaXBJXdOLUavAxbiGrcN3sXnwHk66F1FVYxSbR1nT9wTS1iAj3wVZx+cagshuIvAyFLs6nPFOD8HIKDBFSOICSfw2UtgU0x9e+fTmRuADQiE5Ob+LWqWPgpxlTd8ToBV3PLkjKhfIW6UVSkqC8oYRGgZb/q2qZiti1jImyCbQ1DEBeQVhL01XdYwxLgqsgkd+fSOuCAIJrdo5fhiGlcAIV63GOWQLjxL52Y7VqeGW0rXcMBExkQBOWmPcMPIhPr34Xq6vficpoMcFKr8NQfMTzQzWov8z7tswtuVJ0IFM/nGkNYPyRuhuBqiQzhxO7vFoKgXf+1PeQvEHI5/jN6ffiUAxzuIq/RQvWuAJzcPkmZEWk/ss+m/vw6tEpN8quYxdOwdDbRAaKWD90IKR/9qxstKbNgx+QsNgrYVwQNdjc8jvz3/vu5YPrHkHJxwjMMqROtmn5o1WzYdsc47sjz7LS994f9AlkeMaYUjGQzLPrLAY3e5xwdYjHD50Mc3loRWbLoSNlb8OVf3XqCNDMIPzwu3PGAFMCEPS/TYaz6mCwVoLvHY4lh6S9695h5lbMUtqNZGnOZ5DzjcYqi3wien3c5nzlIkrJUjOxIDk+C/cIHqzj179WA6vuvrmxavYTDZm+cWL7+RE9UlU+eUIhhArzS85y9n529iV/w57rLVMp3IssnI/xmHaGUmhosPpHvESQPnMJVxXpoGr+TdaCZ73Qoo44SLFImLGQ4/5xONQC1lZRMx56FEZ2/2YhX+drHJto8KhOZtlLDI5xZlDLlZDo/favpCgjAq/rBCLbWi10SUNOUFf2UXsLiMWW+hRMxBiRsFiCxoeetyon8URRSlXZ2DMZmkyR7bsMjBldsTl0Qz1wUiVmAnU6BrEtAeLjagsVyOOtHHQFKoeIKGiEeV6iNdtuRK3T+dpuQJXOHx3sp+trQY3zkxzrt1CW8ocvSwqxHIdGi30gAYHxEkPHMDz0GPdNRy5RQ+rrTkux/kyryPv1thVewKA+cwIJ3MT3HPwYvoa97Hea6OHjTZFTLvgaLRQMGTqp6yMzULRdzBX8W92OALytjnCaiuwFYx3MiE0ph3lNtRd9KhAthXrGg+jbRtkDYREzGlYbkLNM5F6ax5isQVao7OeOcYIBFB/fuhlaE/lmRiqMrchBwKGj5udR63PoTKaJbBJGWg0zbcVhahjyu0XYAvEsTYUG8aeY1AgFjwo+2M6IqCmyVKnb2iZejWP51qUBsyOqN1yaFTzFPurSMsjq+vsn7uKJ/e/klzT2Aoct85FZj12DP0VlWakat8mTzLotcg2JmjmLifTehzLM2fUjdyVSG+OTHs3AJZ7wsytBRcc0Bh7ETFjqOZwze/7JQ9RbULDRQ8ATY0ot9Fa4Tkaq5AShAEx64UG2OXpEpX78viX1ijP9VMcrTJy+SK5iRa6T4ALcqFBvvE9Ws6ZKNFHrv0jAFy5lra9g3zrdlP2ElDA9GmlDU0PPSTRWqAQvH/EMJEdywc4c9HYf9w7fgGWVlwy8zA/VOfzivp3kI5GLJq5r7UyRyDzirwLXluYtqaFtGUP0TDrXPUBNW1u5ytQfcJoH33tkJCgGxpRbTOUeT9Lld/DE/3k3If8dq2jbW0k376LwtDXkBVzFpOreghLGu1Mn0SUFUJrXqHv4v+M/QnfmLqaLe5RUG1zVOWq6BguYycMl2/LFfhb3c/Eosu245qd38mglaJvzNj7NKtZ3IZF9d48o7s85DZl+rasEH45Oi8QlWBTJtAliVjyELbwcbQQFYVotaGh0H0y3OB8s3Qtv7buJi6Yf4xL6o8anNZczebzy2w7uY/rln/IJus4X/nGU0jPw1qWZl0ComoKuStf5OPZUTZVje3EvnwWlYF355ucUb6DZT3JPJvZLO4GoMoIJ7U5/rAy2zl3RLH7ZJtxjA1KW1vMiH5eufER1uYW0WUB2kY2lDliU6AKlok2rJRxJ18UICX3Fc7nRMYIW1srhzh7yaylB4bPRWjNRY3HQUK+6GK7XhS6S4DWOuxHIQU6K7BrivWWRtRB5yWi5iLrLsXRCtXZEsXRKtL2QAvKU33kh2rYWUMvVU1itTQbnBla+feyUPtjLGZw9CEztuJclBgGBKX+TyGEQrianQuHsY/0szSQpV5wGJ2pcQlPcFH+UR4cOo/XnLgVgAWnnx+OXs510z+g4DVoSofx9hyi4flCtEBnLYSrAc/0k2OB1gjXPCtHIqxoPob7wWfhFv95L6Soe2s44iD1nOTRC80O8rJ7lrGoUilaPHFOnoRK1xdYClWPcx83tz1OTjg8vCXP8Gyb7fumADi0McfJNRnWHWuy/tgSAE/vyDM/kGHN4TrO0ycAePD8Iu2sxQWPlMm2WrQcwUPn9+G4iosertBPi02bXB599RoGTjY499tGht199TBHLsiYAW0p9h7UCMz16AsejZV1Xh/5mst5T9coAVbB5oGBLOuON1h/whCaf9s1yHu2ruFrT+zljEqTsi25anIXTk1xwf0mz9RYhoMbM2w83GByZhGA+zafgxo8yqWPLmKpNrWc5LFdgSv5WGcBO/bUGG94wGHYBcPtBX7mmDnvvWfocv59zSu4cv4eNh0yoc0f2lVCKbj4acN4Z4cc9m3KsPVwnTHfUFNvKRjjSV8IoM+GdTZ6oYVYbmMdh0fOLHJgUaOU4onpDEv+GeeOAzWGyoZhP3B2iXxDs2ufqev4WIYjkxnO2VOh2GiiBPzo3H7G5lpsPWbGfP+6HDPDTkKDctLbxobjHhctPcIkcO9PrQMN537XjNmRXf3sHjGCpdhX5cF543xucrbJxmmzLdy9Pkc1b3PhngpQY67fZu/6LLsOtumrG/zu3dnHmvkWm6ZrFLbVOLJ3Lc1qjvXbjNHd0lwfx/evY3zjNLlCE29acmv5PVze+hyXuH8PwL9kP8LR1gX86MhrgW+G6+EVziNkcWkuP8109u8oVb9EoXE7ACfGv0yu+SOGlv8MgH3ZApWyzfkHTJ/M9Dvsn8xw4d4yGU+zRUge6Cuy7USdkYrp64c2FxmqumyeNa7TD07kmOuLNJIBXLa3jACqwub4XeNsPvcQhT4joD91Vz+lvjLFhTIswOPrCuRbijNmHibPwyz0/Q4teycjy+8HoJL7KRZL74ieG308IDOce7hKod3GE/DAphIIeKz/gnDH/qrDt/G7j34SgJ+/9uPkvQY3//D3zBhMbiEvTnLeCTP3posOB0cyXHa4wgguyrJ40Mqnjjdg53Sdgabpr0ecYdY5y0zUDNN4ciJPzYlpRAUM11y2z7eweZyFvg8i+BVGqn47sq9nPv8qRqofgP2wkLN4Quc4s1XFOglVW/L4aJbzZqrkPY0rYGzNQ9zUuIvBIGTGeB+i1oKGLwGOFEFaaDT/XsjzrsIYPzM1z3sPGnp1bGAS5UnWn2vm2vS+MSrzxfD5wNE1LPSVuWjetHEua7G3L8flc+a57EieHMxy0WwTW0NDCh4ZyXLuQp2C28YDHhgvGs0ukndv+S00ml/e/yV++vA3ALjyZV/jDUe+yVv3fAGAxwby7CwpfvlcBccUu0tZLA1nVE2/fn9DgWHt8mf7jwDwqckxbh3s58r5B8B+gCe8V3Gf+iVe4XwQgP3qKr7pRnY/rr3A+Vse58LFOlkUNSwe7S8wVvWwyy4KyTMNhwubdQZ8Ler9/Vk215uMtQ0OD5fyNKXk3onI7uUlUz/gg4+btfSWS/4YoRWffuDdANw2cg4PNmMbPgFZpbig5l/WsG0OZjNcWm1ymQNL05KncnkuqTfosypkdrXY//0S42dNketr4bmS8rf7GN02R2nMjMVDlUHWzXqMey42j3PY/hATaiND6h8BmLX+mIo4g0X5aY6W74FlSb/y2OW2OGtulgNbBzi2oY9zH5rmXKZRk5/nVwb/jJsffBcADwyey6tGL+fDT/wxm+rHmHMGeBpF1fUY1Kaf7rMKbFJtJnwXF49aOfq1YrMy83G3yDJv+bvMUNMiqLb+Ex33WL5WKWNpzhr14+f47/KO5qxxf/EGetsgCJ8TddJwTlMYdbFbkZp/ouQxNOaSWYjSNvZ7TIy5tDIa/PAW20c9dFYR2K7ZUnPWhItoRGqtQjvwAZFSdfm64q0LywyPeeH7qCw4a8xFViJc+zOaNWMu2aUo7YelFdT7sWOIwayiaF3KfDXDpM/UDs/fQLkxxqX8POCRtTRnjbbpONoCnH0aQrOIlaTgKH3bsJs4LurPKs4abZObTk7OtAmVTtmMnDHssq4PpNCcMeyydcQ/0jiuze0pYMewh6xG5Y7kFaUxl9yBqBvOGnFxYufFkyWP0ZGo5j317Ty08GrWckuYtn//xWxc/0QC34yr2DCzzLBswKhBNVOL5sj6foVXinTk/RnNWSMu+aNRm84aaZNpRt90780ov9bWCjkliO6eOhteEHMmrV6N+mBtXxuvFJU5kFGcNdzGlho8fy6PueTnNfjH3ttGXBwU+DEx1/Z7jMf6MdRY+jeKZdXqOGVMw+Y+F6upYCYooptKOCoh51Q5ayRL9riGtlEcnDVm1Or7+k5Pbe0U8mzNemB4N4M5xc6RNhw2z3nHjFsc6nsL2DMe9BvBpvC9UbJnuuBrJbYMeKh8cJyI34ce+KYjw6X9uMX3gcmOnf8hg2u/SXByU8pothY8xDSgIWdpdg65ZOZNWVLCzmGX4rI2t5LC3upcQx7wp6PDpCE9DpXCJI+ueyNbMcJbuXUlexZewkX8BmDm784RF3yzmrwNO4Y8xJwF2kNKmx3DiuyyNtowATuHPVBwb/F85nLjnArqo1vJWU+Fz+v6lNFOVQOcu8yHU1xJNqAo2HNcMv4YUiicsrmBkrUcNqi/xtLvAvYBDi8d/Cvy6s3gmcHaMeCR93So/TtjwEM5sJSZOWV7ANbZFSaLyfNy6aqQbwxkNDsGVNjGogNnjSqso35jZJIOdoMt2xoUyhEvWjf0IHb9R+FazRQ/x2DxGIOxNW83NSyY36X5JnIi4h1b2E+3lRpgUVR1zh52KC5G/bJjUJOvEvKGLX1gtwnbta4E47lYIRoQmuXG6m2Lw/PeT0rQpVJAwVYUYsKHFNqkWf7fDBQcRcFW5GJBkWxp3mdj9g+On2bHVKeV5iayltHoBpD3y44f1RYsRd6Kys8rj12zC9gpR2VZz2PXzALrW3UfL03B0bGyNAUniav08XJiZ3tLwuq0iyA53abak9yx7924Kp/IUWuP4KmMXzYUHFNnIaPDvirYaR+Qp4a8rcmn+9jR2LGCvGGvcwZaoHNR23K2JmMbwp/zx7eQUVgxp0J5W5GL9bdjGdxlrI8KjiITy5OxDD4FW5OzNLcvX0calhbX8MTj14bPI9U6Vxw9yfpmzeDh4xIfi6ylyMfmkSU1Nip0OghmfsS/GbpsCauYtIOx+zyc/oBJrszmpb0BRIk0QXNVizunv4aXduJnRUZ2y94wmdg2JVgHcVONgkz1tdQ4sfZlpaZgqWiu+HMnBHUqEQWYd8ik3KCoDgIdM76WmoJMzsmCrShIxXo1y+nAAFVysXbYQpOPtVNi5nDB0eRtjXcgz/wtYx2B5XQ7es7amkJGk7fMv0JGk4nTFEsn1rLjzJK3onG3BORknH6Z9Ri35y1InZjXK0VB/tGwzbRld6ULcZiauJS2k9zk1GMO5iyfJgTQ1Dk+t/RrNH0vtxVV4nOLv0Yr5vU2oGNLuU4hqRtUMgMJ1zpZ6a/5ALrFNOiAbvNFcPXaT1NyPAp27MRYDaJV0kjUESMo94yoDY42wnqIk2nXC+oPM9mKgsGGKKbq39o+5tNAfz7YmmysTZbQ5GP9KoVZWwGSdn4lu7g4TdMJXpSThm8FkM8coGB7Zjz8f3Eel2+6DD4UGV9vrZzgUwff01Gj5a+9rG5RcJRRDMRwiNP0nJ3EISPx14O5zJe3/b+naasJ/wGEFNd3KlRXGTwtk3NVi8igNRzM2Pn5KWD//FU8duKnwud7j/wyX3r4s7Td2G7NP6ftgHj5AsaaTbYvLoVJaytVLj8+zVijEZ2qpIsJnlUqKZXvdGTScnnnCm9kuMASNwvSkXtXQC2ZlvrmVL6P8xpvTcREVU7jbXA79Xs69o/U7/8X8Gnf4eYG3wg4Ot6KIFoirVbBNCkWcyn+J1Fu7LfjpDL4hnoB5CabrH/jifC5sKnB5rccRWbNwK92XU8IiVN4kf+UxP1Y7RlO1qMQDtP9/8yPrP3h813lK/i76TcmC9Sp312843bt/GD+duvCU0A6WJzIf4OF+kIiTVqpHawk6mcRpV1efzgRUXwl2NQ+tur7wHAWAA0z3xtZOWMAKpnU1Wtwum9S70/pLjy99jMKnY3a6va3cUdazGSfBWnvepPKLz+F75w7TFn1JdLKqo/lwIg+VtSEe3q3mobVUjLh9M0VAMj1P2pCEMSg6Mzy0o0fZsvAXX7K6h2fNjjtyO2fVlhC8YGTHwVEh/fvRPDI/0cCJR3NwAXLXcuOkEymnqyVujt8FazsKTaW33EV1y9+P3ze3DzCP+79Dda1Ik/pnV5wu1SYSAqoV5o3/CfSpNQ84+PhhDvK+/ffQPtw5K1QtATWUQdRC64L6y7qbx/Si7G2hVt3v4e2l4waWW2NUGvt4JTQQZySrCbvetE4rfS3S1neKgx6NV6pvDyn4iCuyp0ms1npRZS+nHXwYhN4Rg7jIRPd/0hjO16cQForNC7B9Lvsqlbio6daB/716oq32nFZVEhbxWwvNCvMpU4JspPApDpXJ/mEVfAQgaO20wArs50rdyxRyjYT6dsGt7CuuCV8vq2xhqZK+nypqtRxkVjh90ppaZf//xe0WeZTu1JnL2+/JdrRZYt3Mbb5F1YvxMfBEoobZ7ozkfh4CXTq1g4rtqN+LOffhll9QJoz2aSg320OnkpoORWcYky0o0HC6ApX6DpFt9Xb1HAHuuC4CqUJ2izgstrDTLZPLTCe1diTTHiWm5BSZorXnfH28HlN8Un+685fZku/L6BI8093+DNYGbqQ7xCn65fv4NNH3k0pOFL1YdCLhIqOdRS/Sdm1hmSSaguWHu7iRiBGU/fPj7JnNrpi/909u3j42MZUfnw6t8KGqiNzhOaQu8SVlYeSn3QEOYx/0e3Rv3KcljSexfg+74WUoL+KNPiw/CxZt5XM4IGcthAVkfzoFHzj4PyVifIhkAk7Ztv/GwRFidRztzxBttQiHsRDaB0S5dPFLr1DV4E3zm54dXwcER4tYGTkEMPDx8O0vx+7jteu/VT4/P385VzkfJlvlK8O0951/G383KF0DKBUC1ajFvHs6UZ364Q4rQx34ZqSHR2BrCbgO9I/iA2vhQdVRUg+ndlKO+YDZs4bwEv7hEmrw1aKbKeD7CGl6ZJPUcxMc8nmB3nTNXfi+McHfTnBxUM/A2mX2B0NFMn3KRQ6xz+9k9IxbaL/L9600zhbz443O9J0bH5ZztzqfhVSxV9fvZ1PT72bPp1kIkNeaseegpW0GF4lGr/VaLyqyWS+01FCdRFaVuUjp2NvqOFCVWdctbvs9p8d9fK0k+ISqws1cRfzllbcOPXRFTSBERbWqTA6hVP0Ee0lQhDkrOVIkxHs/BU8W3bXUa2/HjTwiuU7ePvM58JX/3Pqs3zw2J+vXFhq+YoQp1T5Pnj1lezQIvjO3rNoe0na0oo/B2s9WINdhyElqcvUcxq6xt1JSfcJ0mY67dnG64nD815ICUZ2RBgpNq2dDtzIyHk7uTpPsaNpeqUumbp/2vVltwm+2lqLazBSu+xE8SKez8BPp2L3hKcQXRZ3d9xNPiki490QUsc+GnjD2NcoWLUwLZercNau7yNFdHTzV/w6iwxG9TZcKo8pWirazWghkoG3RMePGIFJvYrvdI9mO3fF6eOANMMNnwUbM0fps5ZJtz39SV/MniMYg1sK1/LJwf8WJn9E/DIvPfaX4fM9tXO45sAnWIxra3Sypn04Xfa9Uc1SdgZINITfnLtftfEzSN+/ReCHQKiBWCs6igwT4jJL1UvGTNFBlYlu0Z39qFPvYvnt/pRNTBdIn9IiUgJDV2EphZdK5ru+cjtvXvxi+Pr35j7Bh2f+NNmM9G53hfVplVbxmxMnyHmVFO7T7UjlBxMEL4C6yqM6GprSVJ0OxRa+48r2TMcn37xEUM53/6wbWKJ9eoKRDwmBJDGGqxC/09HYdWxMklqxeGynhtuPCjQHAdMV8Gwa0hHgPDWehsREOOxoHkzYCgEJhi5aAqccaWJlW+Isp27Fxcne6dhydYXYpsP3/moENdE5v3Wq0tOB9LFRR5ki0c2teQdzEUibd/8XflKe90JKoEp38DqPz8MJJRCeQDRiWoI0U+u2Ywwzr5Kmu2TrVlQ33OLpCSK5wkJfAS6kwUc42WHKMRJjfbbVoFOcD/7oKE/gMC5k7J2Te2f+GX567Kvh8+jQUdJHGppkMEGx1E7UFeRJLCrdrc9jWYRZbJWnC9QPRccWJ/55gpP/mnICtpLioQtIqXn58G3d6yZODH0cpEm/JX8tN4zfRFlEzN06UEG3kmVMucMcakUBBG+TJT4rhsLnT8kRftVal6w2MQUUL932YTIxwRCMV92Xbv8wW4fv6sLInXQCkI4/mwS3qzq8Syd2WxLBUPrMI0i2corJn5pG+AZ7AW+RMeNakWYIpwOrCaVhcpRpV2svMq6NSa/JNO0VEa75tQ3sktuZKQW5iWbIyGK+BlfEe8Eb4rOzvxQ+H22t4xv6rSlB5RRMoRv4a/c6r8qftE5Q0hEd2D8p+MdXJFRhqxaVs5eeFZcQsUZ7SN4/8Q46JcIAST9fepedenyduxxeeQ1gOGYQXm6t4at7PxY+n6zt4otPf54DS1cm6IAQpxaYQxS6bWIFkQJ5hUB6CfAZumgJ7Kq9GmlZuYzVsVz17VwtFaix2xCsOvydLzs0IqnH2rEs8w8OhM/zDw1w+EuTVA8UTJ+d1rFTEv4DCCnpH6uAlxKF098mZI/OAuObpE4Eur5NfrySei8RHpLOXcdpaGWuo8o6/15YDs3N6hgf05Ex5pr+J0musvhuPMZYAkYTZ3ppAViIxCJWFh2rWguRFFxSDnqDZsSf57z+1aV7rak8k+fE18bQsUjJGvBqqal8qgWZQmZn/hneMPY1MqKVyFSUySMDv3F4WoZOwzrblBTE4u6/NfBOsYZKKm0uLiB0wX3ryF2cPfGNMOnKTTfzxvPfxNYhX0AJPHymP11lB6tj/wPY0j01IY1HyIaYQBvMmU4iVtpeIzPeCp/X/cwJ+naVE0WsJJeuiEe3ZoWCdbcCuuRNF5nm3QFzs2DsxSsZgcaELSsmoKiO1x0472ucQVWVYq8FdfrQehWyvDKvjyA2D65TVX7NjYxKX+GWeU877W80PXGi52fLN0VMm3Zf0fdZkzJI0Kk58lR+e7KQVD+dqVp8qDkVPr/aXeYvGtHR8rHyhdTaScPmqjvCrUd+nwPLV63QkLQrhNW1LELoiD6aRpxaXvS1F7bvPTa9RejYMnjPtrdXh6bnRIR7JQ3GqSSAlGFs52YiyYzm7xtEpeKKeFWLqdtGqB7I/+f0OFuVeWpSU5CRb4qw4zuut+oEJQr5QnDbwsJE4dUa2zaaBw+HpigiUChhPnDJ0BJ5HKseTVpboG1tetSnuony/b9B+QnBKK2tsI2LZmyTte1hgjoh0IEXSCnQcTfvwhBJbQscW3MJBrcAh4HCCV468WFaj+ZptQqgNRpJMTNn6sHUtxLxV5bAkxZSCJq188jqR9C2IazKvwenbEHTcWjjoIREIyg7RYRSNISxjWiIDGWR98UjozANnmsiz7Csm35yROdRk4KZ75hrjUpJPE8mkPQ8aeJhBCvJ74/Qtb70nwNdbhiUzjDanYXdiL42qmLwetXILUzaU7hHhLnqZxHeFrs3f2EYF6ZlZSjbBYSnUX5o4qBNQbvrImvSZBMNtKWgYkkE4EqBFuZZAlkZ4e8KsCzwPI0j/TmlYaRwABLX+HQ0h7VEC6Np0iKLEgVcXLQWeEiaPk5KWGghaIoMAk3RrqGxTRkKPCFwfM1R2G++PU6ARxh7JyX0B2Y4Ib+1BNofh8LGBuKgIOH+Rca+wVTT1MaBaqAijcr0BSPLT7NI0krdWSZC4GmBlmZeHnYn2aBnovfSCN7B0ZOWIsFbS9trrHn1NPoIeG7M9sTyq41foRZRu4WM9YH0+1JCS2dwhYVGhOPhCmOc2xRZPFxjA+Wvbe0bfxqBVKBjxxg6Xkeg6ROAB7dZRZ5wHG7wb0d93ennW7KPG+VxLDRnDN7B7PJWWp4xoHZxKNjzeNoyx79+nVqa9doWDqBpiQw2Li2RATRt4eBJmbANmZKR4NCUGcp20R8eQUs64fOcHMTVxnlwMUvoYyZok/abFDxPaM/vA2irPC4ZQNDSfht0UIjirhNvYVP/PUitfONZEFYZac2hRQ6lC2gyuMxiZQ6gY3sULUSiX+PTPIh2EZcndXzcfUFNeAKxkoY4DYGLeYGvVdZoV+C1ZajBUErgujKMyOwhaSkr7Nf4c9b2Q13HNRjEfvo4Jp6DAIHgb0h0LFq2SOAYFhbg3Ba+BlFGa0RHFc3eM0hhU92sq2chqwitT2GV9ByF5eVlBgYG2PD2L2Fnc/ww+z9Yw3zXG5MaDRZ469o+MfFHx/JnbeC/RArU+g3QanLwqTO4dfd7iLapARg7gJe84LOcIb8OzTYaSatxHsqaQLZPksk/hkD5l8YdqNZDwqnWrUe0mojpmTiCSaHFkjBQgoUyoFEKZClH2bPZt7vMBRt9Ij08CJUKNN0Qf/oLsFSN0HZsU1695WMvOSmuoLaQoyBmTIwbS5uQ97VOA0Y0NCpXs3DyrQgvOlKR9gz96z9DY+IBHhmIrNCf5Gz+l/hgogg53yRz/6n9V/zdhvdzRelJU+nIECyVoe3ypXsVN3ze475fK8G/T3b9ViNYHNxGM9PPuhccZPP2h8wZ8UARlqtRPKT+ArRcCFzaCzptXko5aLSMq3EF9871ceFmyJTL4Th9rfAS3jYeGf3KEzUyjy6s2j6rsI/CpptP2Q83e0e5hAZYgh8etLh6kxcGwGSgBPWGGfNEMEMdtkc7NjNP/w3KjWLFHJDT3OY8FrUx1nMAb1j3dXbKJ8L3SkruPuxw9fqmqWN0ABbLRmJGQF8e2q6ZV4nyRLi8TN9GzBTHgpYXEai8Y8YiyJO1wNPMLigu/IDLO15p81uvsqHhz29LQCED1VbU9v48lOtmDcc1MgFOfiTmby1fzh/O/DInvcg/xhprlveu+TwvH3kAau0Q55MNm3INtg+5MTfeUQvriwN40x4y75Jf10DmpHFN738fxIDp+NZ/f6i1kb+bTV397gL/bejv2WQfNkNoY2JZBc3LYuLq+HNX5CW6paIoxwJuk0XelZn0+UQ0SIF27SPqJC9uV1Ce5GTjbJ6cHeOM/lk29T+OtBXCFuboMphaFjxV2cG3yy+hrKI13y+XeWn/dzhr/AC63A4FxrvzF/Ezmz5xynZ+6eBb+exnfsSTJzV3vNPCCcYxED7jV7tjGsPj1XP5+t4/PmX5r97yu6wtPhb1Yxu0krRb56DECIJ5fjTzNFdNthA57b/39Ry2jnCIM/pg6WW0CSzk+bdYMuZl4D9HtiR25dS6ALfkohxlGLilKT9TZOpbnVGQfW7GHRduoKYyqXdRnlK2yS9eeJeh7fi4p/jMfEMwVRecNaIQtjbzSQuQGuFodCtmLBYGDPTzWH64AE8ipKY+leH4v6w5ZTsnXzVFfm2L5bpm/L01lpaW6O/vcospBs97TQoYxntj+xf4pPMxlE4az4aRKkfcSNYIFkEqqJ5WUN8jcGcla7wHeem2D3PX4c7ouqMDf82W9YfgqKZRvprlqbcmAqNJe4b+iU+Qy96bpG4BoYgHEExLlYHUGgQw1KkNc2K+GoEpwRSCsPcEaYJIJW8c3E2O70Y4S5Er7TQVjuHWKF/N4rH3kQbljrB48D0MyJvIFJ+iZUkQgp08xbCeZZ7hUM2rhjImBHmz0yzQNEmxJrvEpcWnSGiZ4rgApPxpBDA9ej57tv00zdwQAE/OQbE8Y6IgDzzWybhE7CGuTQnqSwV3M+l+gr8zGFcp9X92lUjXQbV2+ZR5AGaEHVFBESAV/ImEEaSIEfCIKwoU/eOfYPH4+wiiOm5R41zXPpd7nN1UY5Hd+q0yLxv7Hjv7DkBN4CG4N3cBU/YY0/2LXMH95vZFfBwSc5rk/PFjeoTzOHwnon4PVdBBeaTGJg46WiPxsQh+xyJsd4yz//yt5ct528l3dmzeprxh3nbsd/gL+6O8zL4zqjqGQ3g6LKL0wtY2jNRB+deY/fZpbQ73hBCJ7ki3saJWuPKegopXJIiBKoLda7g2o12tYaDJPvU0fMQZ6xBQwGgIhNZ8RI5yja5gCcXa0mNM1TNMlNpJA9D4Tw0787vZkdnDEbWBii5SosoG5wjC0ixmijT7bDItj4F6i8tqjzDZnuKkPYbuuIMKQism3Wkuqz/MZ+P1xfo6bFN6Iyeg1j49Z3E1dzjWT+afkIpM/lGjjXMFYId2U2EdgXM1z8zhOAoJ3BCR0BLMfy0QUqFP83hDSx3auqGgdEYNXj7D7A+HE8EGrZLH2AvmuaavzjefOSfVMQHi8MKtu1Mb9kCIj6/NILv26UhMCEmv+Y4Fav4KX6Pn1U5N/8J8mhVuCXWH/xBCCsC31GW8R/0K73e+QF7Fjn4sI6DoYqzT00QWqOwuMHPrMG5ZAFlgDXbfYX7yJW+jcsHZ1JYKFOQsw6UnuWPfKLv3jNE3+xKsxXd04KLcERaPvY9B58PkRu9L1huPXLwaxCWTQNgI/gTaICH8nWJQMVFaMMmEIKG3jvuKkbHyg77w5R602W0sT73Vf5VG2GxpykfezLb+X+XJsUHQGikUv8Dn+Bjv9AUt0972WYM4D893ORkwFb5nxz9jtXWirR0MqtB5bjw9ej6Pn/3mjvRqa4Rbn3kPL83/OVtz34sRP5Gyq4j9VrE8iab6HRIcy4nIadhJyxDg0xHEhtBRZIFVYAxfWxGOi6lfKcnJ+bOplUuRFiw0Bk0Sw1zfnQxOfpDlmUiA3qLG2eJplsf/iZaznxJLbMweRWYkCJtb8tfw/tF3hMdYjMFfuVPcOP9RrufhsLsSdihB1UH/aiLmqUVMCIzlTRuhpKWDhLARE8SC90KglWapkKGVyZBpawbqzaiYWNGeEvzhzC/7SSlmjUSg+NDxX+AlG+7GkqpjXSaiHAfTU5t5GdpyCrNwTJeIqHn+3E2c5mooyQqnAyWrGs3/4F+6GQE9iPepMBGDp2VnTKUQDSGYwuEhkecSfBV8SDMiXBMQbHSkZpN1GJE1mpbZQo694wO0nIidZNou26aWuHHqo9yw7iaEVglBRfgbrA/MfgxLq2RdQVvjWu/4ez+pYCcduK0EYb5um734pAmZczCGcTqKEUL9wRTSzx84Cw3npv8szFzA1kZQ0d1oKGg0DQ8sy69HCiMceUZQKW6t0ZjO4i7b2AWP3JoG0oFtqsYrxWP8YP8OKq3oEkEp0+SFO3ezbXDGaHPSN2pEbBKFbfTTA21LeINHE9cehWmi851VOL3I8VZwA24l53Jd4HkvpNy87U+pjO1gYu5pLs0/iaUVrixAvh+xOI3OqOQCDyAmrVd2Fzjxlc4Q8W7ZYuqrI0z+932s3bLI3sND3PLgFVQbOZ7ZJ3j1hl8lb2EmbgIMA18+9hayI/dH9CNOZIK0gDEGEOTxYgw5lNCJjPKCyaZihFUSCTfhutFGWIgzkrCuOGfxK5I6ZAqt2jkJDVEnSFR7jKG57eziGfYOD9KyLS7lXt7OR/hbfpk5jHpdTeTpO1diP73EYjvyWLnGnuf3t/wDLxt7Bk7EiFFA2RURcZloYPe5uGVj96ER7Nn201H+FG6guOvpX2TzBXf416t9CDVZKQ4Sv2YSL07p5I5dGdfsN85/lBvGIgJ8KkHsfePf539rl2msDuNB/BaN43EhdZ85+fVq2D93FXcdSmv1Zrhq82f82z2dgm+u706ypbtpqQtR9T6knCeTf5w1/RlzzNIMVPOSW7Iv4Ib+D5KOm3PSGuOGsZv4dONDXK//HZ/6kti5x22H4nM7cQ1cRMPid31CexX0c0eeWHl+nTOFLHuHB2jZPvnq7yPjumybXWKs1khM6fvruxJHPGnQSE60R7m/cRZXFJ5I4BQXUOIyfzhnwuVjMgbLKa448oDj80NUmxmKTou1QwtszB6hz1qm7PXRMWh+5f1WmQ3Okc4+SNMSD3MsEoBf3Kw4vZ3trG9UE9jTJ+THuB1MXHAI1qTWzBZzPDnZqdFo2RZPrhvm0uP38Olj7+b9E+8IAz8CTLrTfGDp47yycodfcUyITWi8dedc8rOuKT1B0Zmh2h4hKYEEoCg6s6wpxuJvxeh+0N5w9nZj5mGfC1w3iqsWFBKSi3g/xdK0BrfgYldtjJF9VHmw1p6stjnPD3EUHBUG2aSEwvoGuCKpldOwbXSGrcMznKgOUm1kKThN1g0sInMa2iKxDsx3QaH+5I4LMPF+CYSzFGvo1KxEbcmvbWAVXbzqSl4oNVbRI7em2fUm3mrwvBdSLn/qYfpO7AFVQe+0jfO2R2vovALZhjNii1X6OzsBLCnkPsO4av6VqUKhzsDAElrD0tIA9XqB/v4lxB1VyofhhwtbqYosl3j7WCthcvZTLI7/TxBZBqc+itAtPHuE5dFfRboLDJz8LCzbiBEXvcmGWYW15yRCeagxBUOyq4AiH2mB5YH0UDtsqCrkEzUKSjCkPdhgI457iKeWwPNQWwQUJfKJNibqnoc6y0YvK/QTLbQr8folzrkKecRF7l6Adht1hoSMRj7mgu2hMxq9LQpyobyI+PTPfxbLm0WLLIujb8duHaRv6R/QSGSmzVihyfjdx2mpPKrZ5PxdX+ft1a+yeGiAuszTHLTZMn4c6bSZqwzQ8DKc3DrGhdlncPYCh2x0xkWvsxGHXMTuBWi1UTsia0ohYOyl85z4yhjD43PQn+Mq9Vnu4H8w5B3h/OZX0Aj2O1dzyLmSKxqfI19foPFYicI5S4h5D7G7AkqhJgUMxM5cfQ4kjnmISs3061Yb1VJsO1wmM68RAwo9YYX9c331Dj6t3833qpdz6bFH0AhuPuMN1A4qfmfmCygkD2TP4ocDF/I37fez7eBJzvfg1Wdu49rpZV40u4xG8PcbRlh0JG/bN82llhHE9BoLecDjzHmoLK/h1tp72OZ+jw3eA4DgQee/stSa5Nbd74muIQPyaRNxTzsavclBHm+Rb9wHnkKdYSMWFGJ/G5RGTQjICMS+Fl7e5b+s+Tpf3vYa/te9f0TOazKVH+VPLvwNfuXJv0fNVxG1FnqzRFQ04kDN9OOEhGIgIAXqBo3cYwL+6Rzo9f6Y+poytdVGTHuIWsOUsc5CNDVizoSAd0qSjUXNKzJt5JMuuk+gRyRyj0sjC5WRAq0xizMensdpeHiOYM9FIzw5McyuqXkjqABiTrF+9jh/VPs4N+dfR7+u8nONb6ER/Ev2Go5YE/xh49PkaDE0U4b1GrmvzZCSOELCULAQiBjPCRdxvAptD7XRglmFrJk2e5O20S74c2rP1BhP71nDNnES0Nzf3oRnb+GVI4/wpsxfc5t+MfuyZ/Cy5W8DguPOJD8qXsJrlr7OltwBbK+NWmMjj7sIZQzC1VobOe0iXEBpvHU2YlYhG8ZGyVtjgy0YVZFQfvlShetnF9EI/nl8CE8KfnbKHFeeUWpDRmPNuGxpeNhCQJ/AOuYajVVOoIal/ww6I1AjNvKoi0DTHs7CJGx9coFMw0NZgt0XjBIc8+0bH+AV+27nlYe/y2x7iLrIMrV2gotnH8H2bWi8YYvz+jWvG1dkTir0sIVQIJeN/ZIasNASrAUzp1RJonMSZ7bJ6wrv4L7lX+Sgvpyrrc8AMKO387h6DSC4avJmo20UIKcMzloI1KiNnHcRXnA7r4Cc8xCesbXwRm1ExUM2zSbBG7HJ2DJUDmtA1jzkrMHR6zO3D6yK8TXlFS103jdozWhcXOxKZBuIbUHGxmvXGXU1YlGiBmyseeOAT0uBN+QgF9pm7LXAG3aQyx6ibSRKb9jGrio2tafRQuAVbERNYS2aAI9eyUY7MeFNaGhqLD+6dNaykNh4S2bcPAeyNtgLLYSlUUhUXwZruRXyTW8gg6y0Ea5Zy95ABln3EG2Pjdcc4cj31pEttuhfa462Fw4N0lgymp7RKxYjYe4/03GP3N/CclroIYl3pg1tjdzXBBqocYk+I2IqxAL8iRbIQ2YhZ7SJ/JvJNBkcXAKgXs9TrxfI5RoMFJdhGgp2iyVRYrOaYZM3B0tPszT+m2igUL4VqSq0nY1GSPHKFJdvgWVQWOiNIMoK6+llAHTBRo/ISPKOHbOIIy7CddElATtsaII80CILFEZNe8SCQh4wx1pqXQaKII65iIaLzkFF9FO5M8f6Neaq3uzeYRZ+MMzGcw+TLRt/G2pDBjICecQDPPSgwNsWTQlpRerUfPUOnPZBlMizOPp2LG+GYsVEDG7V1xqcZjzyM6Z92TOAlmbNgSm/Lgs15iDnPNZMGSPa9WfNgaeRB3yj3nUWep1hVnLKb9sZVkyC15S215h87QyZp+oUCjNMtI/w/fxvUlLTnNX+dwCW5RoOOVeyrX07A/oE7owDWFDWyIPGHkMPOui4vVbQ9/Me8qQhAmqThWjBxHwD5kFttoyQYlAB4PraHVx/4Dbsg2bhnzv4DNsnD5I/ZCLlvqj4AB/aejOZ++uIimaDhI/sOMnxCrz++CIAt433M4jgdSfMs5q00GtATHtM1jWNyiLkYUI9zS7PtPEp+5UssQ5Q3HXozWweugcpFeKkCbegSwJvk0bMK+S8354tlhF4j5p5rwdsQ/yPt3kd/86yVeTL217DG/Z9g4F2hT39m/mTC3+Da07cy8uOfh8Ad1MWKgp5tB2VUQo2AtE2Uk75dfQLvA0YBlD1bwpstRHLCulHxFYTEqoaecL0obVBMJaF82wFJ/1bSMOmzAIeow04vGuQ8UMVChWXVlay5+JRwxRHBxg93DBKsapi88IJNnOCf82+kDG1wM82bzWoOpLrso8w1vCv6Zcd9MksYrZFEQUFCdoJN4yBaY1cUoiyaZvaaCHLCjkXtEOHxz17p8e45bHz2Okc49ziUQBmvD6m2v0MVmtQrXHt8B3Mi2Euqj8MQE43eKK4g4vqDyLqoPICJkAueogWaBvUWr/vqmYCeutAVhRy0Wdco4ANF2rjcXZG2JxRa/L6GTO37h0o4goRPrdtC2FJ5LxiDEUzZ0HRiubMgIQhiVzwn4sCRn2cPBhp1tlznmD8WJViuY1r+0IKgBA0HZulYoaRo1Uml83V5w0DU8i6Qs57YR3rC5rXrtewpHH7JCjCOnVWgkPYRm2Zm5RyQTHACS7t/wLztY3sEia6+z5V4YB1JVet/Yxxje+vbblscNaOQI0KZFkhWv6czIOoeci66Vd31MaqqTACvTtIpzanqZF+NHqV12EdANqReAW/aiXQGU27r01m2adrjsId0GQOe2yyQNVADYAs++vXFnhDZg7LtsHRG3aQdQ/Z8Md60EG0IhxVyUa2I5y8HIRWyL7WRCiNVfVxHHKonD1E/m4Tx+rkZJFHzhrlBd85ZNqY0ag+bYQQT6MleP0C2VRGeAO8AY1oKay6h2V5jL9gjuZhh8FNho9WZou0XYfRKxcobj6dw+5OeN4LKSGE2ieRTAt+BBqUQG0VE1iSCu7kx3GtfCBzJ/1gBMcr/s4lbk/RgUeq/HAX7x+zpM8J/GyiW1nxpFZw9ct/5UpOfG2MQjHm40Ob46v64RzZIV+a72a0G5QtIFN8AmnP+LdEguOOoL3Rh5YzjcbuvCUjVnlmhef0dewueUo7a8jlZhhy3ChROz8K0kRwjW4l0N063sCK8fVifSVjfXF2ey86E300Zi+iRNI24DpdgZgzqv+h5tgav/uYOobS2qhQOx3hAUiqrXFOLu9i7cDjSfVsB4iVJnvio8CTZnAklejb7lr1aHwFHVfHO446u1d7qqSouJVeCkHTtlnKZRhstFCIxMlR3EPoz1i3kzwngbjbX020Yw4+63Twpbs+egrueObMjnaYeRqlDNkL/NLIF8CP37Yxc4RXiU92tmu1MUu/E4ASWFLzzvYM78pMdgS7SwbC61J8OqEjw6nmURJa1mkYla/4QHfaEau/L3OS107+Fuw3z2uKj/Ff1/9KZK8VeF6Nf3yKjbxI1RknS3HTQuJpKZyNgIJP25M4aKk749mkvj9lWmAkFYPkPY3AsNvnL6kCloeyqEwyreWkkDqVwiNVbH6ySWGkBr7Z1dCFS4yuWURa+B5wdQyf04PVuun5BSFxXEE4SBuJxkF3EUhiu/foV0DE6UiL8gVvYxQvYL7dRlz7lcWPHdLngCn+K6oCUY6wsOZsrKNOKCR4jfihbgKJLsSgS38Fu0c8+ic+EUOEsJNEun1d+5XOPOl8Kzm4W6kMP02kMolYQYHgGKRJ4XXHL2h/YAh6KiEqwCdtk7EapKeH/xxfo9t1szNkRhfheDXprdbqdtMhLfB1I85RgvKpZhQDyp/v8QBx8bYHnyd2mDohReiV5sbKaJjH1HMiRl04B7tDy7K4pXAtXxh4ffR9LNp3AGkBNG7yXBUWbrCvESTtAYKfKzi6Or44RKWZWwVDA5VmNnGTpmDVEozLk6fhMKwbBfeNMK9zOz3Oakh6b+0YnzRD7wZdsAoE6i62Vhn31EaVqwqlp8jsVu1EEMO8tYy0PJKOzOIMvcukFF0K1smfAQkXwszHrrF9gp/BMhGxl6sIFCt1wCmHYhXQQMKIvWsFp1h4p0IoxUOCy6QBZIbaKWFMxJA7PfiPJaQkf0RzMRQSYhCns9nY3bR0sTEi0k2TAsHVQ18V6VuWdUT+1KlJuhJDjG9tAmYV+y6HQM50iUPkEZ7zac8XSLoJXQm5ZQXBiajOXN+dDK77IPjebEMBwFpMZu7WntMRXNLfpPN0MZhLExSNlRCatH/bIhKsOhdqu7UJ7fmFd7t+HUA37VAwn1aSHVYQrKI00dnGBIiUNqJz3qU9IheyCygVpbZcG9VBRdNCC4m2R2K2rz5OCS2rQmL5pKXqU3+eGAOZ6pIU4UtXk2aMdzhXc8Oam6iKKEhNe1s/2FE+mSKuhx2b16+L/DzscbK8OrOZ22TkWjwtn9WO5ro2tdbKxJNSeEcftN2khqFpW0xfMhF+U8s63Lt1AhVvX7ovuzG+4J80rvHf0v7/t3fecXJUV77/3qpOk7NGkRlllBEWEiCBCBIYMNiAjYkGjLERBtsLePFiMF52F2wDBiws1vAALw6CJT5k8BKEARMtkBBCaSShHCanzt1V5/1R3dVV3T3SaJ8S0L/Ppz8zdevcW+fmc849997Msu2ViQ5uTLT2GT/vce+7+aZ1DH4f7UMEfyJJRTie//3usBsBIN7hZcfzGSfc0IZitj052M0zuPvoboa6PpURJ4nKTCVpuPY29JW+kMeSQ+50I/2QD3ZzOaj1mPU+/V1NIN9Fn3v4oKFpGKZGVCxLcEI81hUGe2Aj+5Ul5KfLQKx87MXJs58bIcU+FS/fTgMzT0dyNLCSkZb/gEsgyaMCZubITPjbLYuIGL0ZVU9paJ42ygY8mMuHE9nb4dJJOubWfEJKuaQnDndyykGYO+3ky0Xqf+f8nD15OgQVpVu+JUqPUjXsBirq73ZnQGTP7W5Pg0Eqv86gZeJ3G1tyDqCAOWN+QcDT40jSOkm3KB2mFNGemYTaz7Npgm2X07rxD0SDM92M9UerTG/7zh61sIQH52VnzckqDOexlPmEt7zCmnK3A0xc1iJbPTEp8bUSDDfz6BuZG6bbQyU8+sYsIjHHUlO+vDg3LSkNJWbGkqIUSky3JSVb43ROAlqeCky3MWde+lpmdPCUu7SSh/eciUzwJEx+VX4tgrisU0Z1AOPwvg+NerOoiDbnsoSCFjz8WB/EYlWCUhBcV0ysOSOA7HhqEMF1Ja44aFDs62tSdlsyvR63ItMT8GF63W0l7tFJ6Fom/T2Ug90sHMZU51AzgnjuoL/btdA8cJB7UzN1js0n1YZGNnfn7DjP1w5d9b2HcaR3bSlm1plJRmgPU1l+HbRv5JuLVWZ8VQo8WSc79GmtdfaRTGJk9yOXwbIvplyPufOT2zVAMi+AfDsAd4cus5QT235Lq1kFQLeUcmL7b2l3OvOlLy/sg0VbB3SUj6D2qs19boSUjMjmDFOZFgV9OBiAb0CCQee0ovndg4anzKDY4eyTOgnBbggCbI808ZetD5A+DlL37aBu1LfwFX/k5i1bO3Zq431pDXnY1ZUiZ7996lE5GyPZA71ykmITZA8e2Vvp7DTTUeL4i5eT46fQ5y2bjrSzv2cfM5+CoVgsJSyTjAb8A30IC44YTvHUMjfPjnRGVL/LcY2Zky3H17/IhVO/ja6lnGRNP107foYYzutfNfs8G0tQyerQwNb4INcttaKyCiTbOgb8IzKeK7f9xH5+NTid2Z8uIGwE6BNCrhDt0PS9njDWBOdc0lKknUGGl/0f/vrRREIxn+t9MOanvdd5+7Kb3+6An0/qM8tEU9RSqumwhRQTxSCjhQnxdW7GnLzGVaYO035f2fnII4S4si/uHd45smG+NCXTD50WoZ5gg31fjMvypFSOb4ZLQM/6jIBtobnTU0f3umJ2LRqQtStB4Vw5kZSWObiik1J/FFtrdH7OEb00EMmTN5VFn6ev74Um2y/ktL2+yykbHlMYv6PDdfwGgD9pMH5HB7XBXGdJyfdN1/fzfHNPeXSWW9p60QfjcUNnW1dVjj6yW1gNom+ja1/xHdt8c0j6c0lhf/lLE/VVrHmsOXlJHRncGh/ILrPGFa3ZrGZtojE7Up8cpadfpQSl5bsRb8/4fAkpzpNc02Gu0zDT4SrHjF96eITqY7vtoOrjumictw1vRcbB8fjx6ygJxOzBzkRRGohx+tTlduFrnnDqoJ9sPvIxLbnvxFGRffez3WsF6YOZnIO0nfdMWHPv4S6t3/U9PS3g0UeZ7ub7aR72pD2FFHpLxnd7W9zHj9VAEo54poJen4e67w3h/UBpjtCUHvidE1J5YKflNJcKMu0jvLNVTovJnpZ5iOisCY1mQ2SETfJM2zksaj8tf95zDoWzcHfbhXQYGU3DRNGcrKYtWeEuh90JdFkCkEeLMXf07Xi1iINCo8TXxpzRt7Nma3oQzJrgsisvS0jfWlFK0rFgXE8z98pVeFNLe/XRHby79VxqjM5MEYQVWk9Gi9W7veg7faiwlr8P5mv82W1KU24hhTyWFAdK4gl8huFqA37DYHxzB7Fk5gwepwXITF/cQiaOE6Zyi/5p/xRRihbxsOu1vs5acTMqYhXz7LFrU2+d33QLmiqrH+3Jf8fM1++03fTFfG2tL43fSbo7ASGPwFjbGyWQsMZJzRQmb2ll+sZmS0DJY0VQWXVN1kkMOU0m+5s5/LsJjKie2YiQGsPWt9URT1pjTSju55mPv0R3xKG02Iey9fUNModAq+zThNJJZPjYlBxkWVC1TCPd46ppvnxmseRMY2d4QpZfS7ZwqVKXFqpMAjmNwRk/qy3n6buS39W67zxk8+5QvvqLz4+QArm1mC6QtCXD6f2WNUhmtyD/gAQqfXdECocN6OBbs98h4IukogmXn/g2o+oda7zpSsr2ZchWo5wHWamsX3Zie5jsswcjT4mR+oR7BGypnUJH9Tg76OX1P+Xpj3+TP70srThbU8r2IbCFGjtMuX0Z0tquM1q7x7XL6v0iP4LbqdR0eGI9Wlabe1FovoE4XY52mDedqTwRNczkAD7pOpmn2s7GkMwELChi2RaQtGOCM30nv7g1duuiRc3283B9Oh0928KX7X2mYET1O4yqed0Omj3iPi6cegV+WWU7aebzWXGb0e1RwnpM9wvHs6bErje/EUYXt9Oj1pHnynkDtDYPKpQ92zi+m91+srLr8WTxkSeZNHymydFbmu2lBq9pMmNLM7XhKHXxzHUFbkuKe3ePpXQ660m52p0zi+O2ClowdUhVukvmGWe3bploCf0KRta1csbkj61L3hwo9jpOw84z2ebr/um+F9ECvFt8ZO6Hs+NI1s+JfP5P2c/ZfSnnoOc8NKl0NBEqI3FLEOmrzrN4yNkZ44wLqTNhsnnI5shR10n3B9e31vHiqsmZ9/Z3LTozvfSQIzC6JSXbiCu5Z8cuj4/hju5L7effh77Cic0LeDkyIx19z8g6OyR798/G7mNpjoy3n/9ny21s7J3lonHaKpKJ4di7T+2ln6xv5OzEy23Yu3Xf7ofVLV2/TnvB3tyG/PkRUtIOltmdJy0c7E6MTb/LN4dlpacp8KRv+tRA0xRiZorRNEtdz5m0JGu5R9yWCpPcjqhy+Uoi1uCao61mgrQik0Fnt1pHEKfQWzKYTyZciWgZy4WgEYlXuJOx526HlcBZrvkELnBp0LZG6Co7Rb4lIWd379Wtu+5dk7wdXdGue62loGx+spE9+aYnbHEulzjqDGFx74RUVOe33YORrYg4T6U1cbUtQ+nWMd/Z306lm0jv+t+dBpQj0Fnt18lLXXETmhiEYn53ttPfTQ1G2ROzW3DM2rqdNSlaVz+rXPb6qEOtK48Ak3dwzmoHAuLoG93hUnT3/JBX6Utv/dYcOt/02EcMSjS7fGvAEhadlhWjxHSNfm7xzT2WV7lOsRf7T0vtFNprJtpv3uq9gYWfPMrGrmNRKUFl1qjMUtnUwzZzyoRPMnnQcLWdbEuKoFjCDHqxLHOdWiXnHbaA1b5RNifvRybkNyyoPP9DH/WRlb891WH23T7ZVoh0HPc2yL7TyxJSVFJDDzqsdWEPeq/ztAxFTsd0yvTpO3iUxdqb68dmZ8D1lDD0PDqke6mO1HbeHP0nhQeDX6VHHP5JKJrNaq7tuIGXwjNy9I58cN0dhHvKMsXDq9tuwhT3cQZJM7PEG48eSST0Nfs5GLyS9tbHiEaOTbPkQnlHDBV3jlXgT+SOXTl87qYy80+zmRj9KYdsfObPSTEb/JglPiRl3cCjMEcUgdKQ0njGHJqtvRYrzKGpg8JKU02vXMMYW4GKRJEAoBRSrWF6vBBPgK5QStFZ5aNoqAciYaI9M+nZ+R0qyx4EMUlqDQTXn0Vl6a/Qhn1o9fnyVPplGsaYdPqZwc4lGCQFc6jHOg85YFqnhxYpzAY/yYRJuxcGAlKsoSRVfXpKKyz3IEUKKRFKx4YprQ2SWOvHTMDG8lNAwU7vBAzlRWGSVH6UmKzzzcarRRhatcxRQLgmyUitjiQUJan7cySgMId6LeGkOCUk1elIbQmEU4fF+RRqqBdErFNDFUi1hngUKmyVJbqCMg87dZ11ZdaEu6S6hE6fByVgZLXo1tTZFlKrIxUapLY3SkBhHua3XO6LwRQhUlGEJCpRhqXNJLyNhItPBDEw9Ywvxi6ti6BY394SGEZSeVAiJDUPvZ4yVpaORyFU+bqo0zoz5QOggZRpbKuuY0VkJF1aGR4x+EvRLDRMVnmt5aO/BY6i2uhmQulGhtKBlCrMet0qP29KoxvoAQQptQ5hkDqd1m6oqbTqQMoUpuazbiL2WBp7iT9zWaAAa41BKIQ2sZY9tpg1BMXP0KpO/BpIiUZkiIdej4dYsY5oiuYGa3ANVlkDXkvqORI3KcZEKjXE70ELmlad+XQoTre9tBCmwAAV1xDdwKyzDhmRUmtCkSqFJDOWFinTMHUNDJONnTVs+LSO4dKKQliyZQSzJyZYk/yEMQPjSLGy7uCq1a3+ELAmUqnWSe+mSxeAV5n8a/s9fK/+DlZVjmbRYXNQInT6KthSMpjnD5vLtNgK6kvbMbxJVELnbVXM+mI/cU3xUm05SmBlmbUUoESgxLA7aairhETUR9RXyScTrkSXpzCx6i1BgGiijFc+/SlzR/wHwyvfAb/CrLLKoqoqYh3IVmXN3mbAav9mjU5HwE9PlQ8UNA+1yn99eSP38mOGDopSkeilw1+J1hzh9fgRbPJa56h/v/lfuC7+B75Rtph6rcMtlKTGFnHwgCdVlikexK8snio1uqKKQEBD15V1iJuyxhkUmOWanZY1pmmIBqKn0ivTrDbgtDI6lBUpUtZusTRPAQ2zWlmWVF2xPap4dYfixFEKLeKxBCFfuo2lePV6CO7yEw95MRM6Pc1WG48G/ZiGRs+uUpRXKDo8aishO7qq7Ltt1sfq8SqD3pR1dFOsjtZkGQnxENQFqYpgegUMS8iXQIpnE8sybAt+qenbpzDKNN4IH0mzqqFHSnlBm4lC2KLqSd8NdXvP5cwpWoKuBLMkU+4AiWKNjpBQE7BOs5ViS62QVL8yizUwhI09lqCxw5hMVCw/MxOdFvNwvMkoJVoS6bkePysIK+uwTFNVY5o19HT9DPg3AkVvW0urRRYPetKkbHkn0TIPoilKk0mOWtNCm7+S9+MT+JShAPxNTaNauulRVrv8h5pIl5Qx3beSChVDfBomYpWTLtZheUWputbziXR7ByXSn/2Fhx56enqoqKig7c91lNVXoW3ZQtoRVWprEX8R2vatFrHzUg1byxbse24MMyX5axgjx6A170D1ZHaGUFMJXT1gmBii+EdLMTOm1xL/ZBhdW29OceScTC2HxsrG2wlUvQfRGGnp3xg5Gq1lF6q7J7+1BqzOWRSAnrQKp6CilN6gwacbQxxRraF1eFCOtQ/RBXOAidQFoDeUSbe0iB1th7Poo3/PW44iJmZyO0iIYxv/xORhS1ObNFRGm1ewM+QlLDojy6IZ80ZZkVV24ZiVF58Hc9hhaJs3Q9LAMEAv9VsTbjhqr9erqAd9l9vatCTg59uD6tkTHjK3M42wVXflJe4yqiyHeJz1n5byxqoxBKMBFIqvDLuKIr2M3DuWrLr61Lue1/Ste/z212qeZ2LZ6kzZpicEU3gvNomLN/08bzwNk+naGgbQxZV1zzKu/FNLy/TqkDRTS2vKqndNZW6n9mi8tVFj5mFJS3lVQGUZ9ISseAimKB59YybBmJ/8arJQWhTj8uPfTt2TKHRVlbO8oiwPbRbfH3dzXFkQdA1FMfqmxB7jGNUJpNSxPce+j0eBV4NY+tBDoMjH+k2VvPDRJDKBKa5TffUrR37CqLpmq815NAh4IRTLpFkagJ4o2WsGLxaf4L4sERic2MXPg/dzeuRNSG2LVaaHxaqEG3zWnUjO7cxpS8yd8Z2MeLCaZDBzZ9Q7R/8bMX9lH2qhdWfMhZO/bVl0Ul0p3WbS1+pIajLcohppL/UTrO+1iJTCROOHPEAHNfY3tOYI3o86skoK0ndDza+/k1OL3s8uSuvRZwkEklpKUb6UsBETm6cPm70cXpmk2COWn4iukIRYyxC6oHRIHc5txfGmnlMdW5X5kN446fsxs61l2U75qtSDRAxICN/5o8maZuHdy4qwTrF3Z8AAPgz4CG0NUL+4xLZPuj8Ag85qoaQhTPrAsLUt9by0ehJ7wvABqzhjzC62MpRgvJRSFWSYdxua18xYudN5cBxK9r45not33rbH9P9QcyszAist64zDATcu8PdPTU4epWEqYZleTJuuUZM0mZqI4NFgR3Qif9nwy92mf0q5h4CWW24WTDStjZoBl1ptRQFK6IhqNIcU42sNS9lKWm3C1BQnNC+g2ah2WZzTUJgM1Dt4rfb76CIYSvjIH6BVPNSaSaYmYui6aZVTegkrrZykhrruMAy4JUx3dzfl5X3vuoODaEkxTZO33nqLzZs3M3r0aI4++uj/XUJ6ysTscpAV7P1c6VJxSvZp5cvZkdLxlYZ9y1M6Lik6x5q+iEbPzqvSkbOYsj7Qs/27+Cv/gb09OL3ckS0s2UIBGKJ4338kLb56Bvi3MyP2EbqLeZBSwShNonxl0BUGDKRIUrdfiTtPQDhWlbfojPg6EuG/gVgT/Rsrq/hww0xmH97EqIGtORqZPcA4rT8pj0dDFJoBmIKYgmlaVYMCDGugVmnfnzynDR4ZjVGfTNKi5798T0SsDkDEFkZJ3aRql6emWL+9hheWjsnEQ1javpiZA76GfYupDSt+bdWL0LPngazUE3SXRzoJURxVupqBnjaak+6Ofar2D271PsZglTqrohsk6MOsTiIVKSLn8pGdN0c9ugb4tCnbapuaCbPHN/HCsklZjKUjwuwpGy15PCUwVCTi+JIGcV3LP8mK4DdMEt0JSMsy3nyDXx7ogoFiGUW0ah7qJMlUwmgmRDb5Mbo09JIk/iFxdnVOZPHKdNt0p6+UQhDeWDWaEcc127ub7fbtLCtnP079PT30OqeG3uT9kiNoUTUMSLZbfanEC6aJimpoXZagfwpRfl3cxi9qqmj2ZIbEASS5IdnKyVqI3hPF2t2D0FU5mlggf5+yoBFKDGBX7wQGl61wZMrBJ7A2OoaXuubQm3LsrmnfwqhR7+PzR1nDODqUw1lXBO/qrjwlha2x/0fbt5kzdAl62jPVHgccZWNb81MTbR8r005+RVMkIpMwzRo01Y438AlKmanxzCmtu5jK/X72+/Tf1PsjBmhoee50ebW4KFM3g2B6hckVrxhU9WZoPKUGtSe0UzIqDMk041DS53ZwN4KBwdzf+TW7LgDKtB5OKX+Vwz1N2Ot/KX98lXreldhdO8ig1ajMCFbKGocktUzm0+E1Twl3BmozN1f7YYCZ4MfRNhqS1X2mC1DjURT1sXPVgoZpDiARm4gvsJy005e9nOUc25Wga8LN1Y9wbeuPUZiu8cy+tb78UXQRXvMWc2dpLS0ON4L6RJKfbuhmck8cT5FBYGA8ZzpVh/otyJFIhDPOOIOmpiZmzJjBm2++yezZs3niiSfQ+3GEsgvODerpitJ0MIxMmL1mmuqYaf8JSYU76lfSy0PZx+in4lsHamokOkf364bgeO94/L6l6SDLAmDaLd3RWYUXi2dza5VD+yuGQclm/rXjHk5XH1n9Ln0gjAIp1y1LRjItnKXZVK4BsdjXmcOdEV9HIrQoJzwY9fPCR5M4Y+oKRg1KCSr2YJQpRreAB7oS0K2JRSmwq9FRdmnepBhEF2t5IFX4OvCT9k6uG1BrXbCV5yS6y3ta0Stw1Jd7djJNeOOjRsc7C9vDTbzd8hxH1pxMsSczCGmeNsrrH2BA6TuUhRp2eyttmSfIYYFtuZ9N5x/hlvpHuWb7DXbHPlX7Bw94781NzgCt1YOpmUhROn8OVcM5wKfq2uWvpKn0jndQMGpAC2ccsYI3Vo9JOdFaKA3EmD1+HaOGdEEYu10oTTGqu4dV1ZXukSP9fWBEZw9NjjxKmZZTZ+4SEtDh1aIS7tRqaU5fBaDDKWsSXPaqiafXahQttVNYN+brhFWIROLJPOWdzpoiGA2wo7OKodWddmjOzbzuSDZ0TI6OLMNICvbxI8paatTa3UPfnHCEE8Jhlgb8bCzV0BMGZ5YFLXlag7IxYdRZLbS+VkPMt3vNL41wIjO52DpJir81kTE81XG2i769/TDa24dQUdGCMSwJNZl3WmccFevbe1TQ2GnU8kF0HDOKVuYIGq6rC1xcZYQ+SzB000XDs+jtuBrTyIx1mt5KWe0CisreSn88lY7k9Is8jPbxXqgtztXaXy0u4roBta5o/xir8cEoGLcVru7pZIo/TNGQKEpP6ZiOMT29HXx3lka9qpRPi7+U4xPYa5bxdNfZnFv2LIcHmmyrgFPmG5hnbM2HOr3LoZtmFF8RxUflJfy+aGBOnBbl4cdFA7kttXzeFwL91B9MSQlUqZvurS3zKkuvsdrEqSXv85vEXfxHz+XsMjPC8kCtg5vKH+XLxe+zWCvlxyVu6/f0tSaXvQK1vRW0pML0kmTq7p6IbcXZGxwUIeXOO+9kzZo1LF++nLq6OjZs2MCUKVN45JFHuPLKK/cuMdsFWmwJMUeZTJ/jYUXIvEhPwOkuIFgm3vS6hGO5w/6cAoVgxiroD8xEFXidlhNHQo6VtheLZvO92jvI3ty2S6/je3V38LvIvzFLXsd2mtXSWrDKpJX2NrQ/Y6U1sGIVJb5WQnHrSnMR07Kg5IVVHm+sHsOI+tbMyZzO7Y8m1re0VGHbLDtntVQeEdsJ10zt5NE8CrPWQGvWcV5fPicc4e6WVn5ZU+3SaMviSTY82syMs6OZATSPB9aOllKCET/5sD3cxI7wOmoDQ5k9rp3ass34ilIaoYJTqxfzVOvXyKnwVJ5OHvCm6wjzTDNK509xatn73D/kLv6t+XJaktXc6n3Mym/WIGK5qwpau4YxxMiUrTNP9mmZDm3H+U3nX6UYNbCVEXUt7OipJpQIUKJHGFzdhaYpUH43PYq6aIzxrZ2sry4n7ihrv2EwsqOHmmiMJtedQwqzOonW2veV86/U+fmxVu9qwdPXmlzxrCJ9T05L7RQ+mZDq44kW+oNQzI89ezq33Kbbgd2XHeFpvUW32pu9pGaYaC3pycZdMR4UR0VjHBmH9QET248x1SRKx4QpGRNBdgxl1Y49813k7XDJnumvmaJ4qXOOg1kndLq7B9KlF7uEFHuZbA9oMaoyyaYFE+dzPiXDZsPhKikQ7ZlJd+vPcr5hGjV0N/8Mpd2GP/BWpm5wpJn+Tj5rSvqdUxFE0RZ2j30G8Iua1HkmWX3d1DVWNQi3Uc5fIh328Jo2rjr11uNHreXFlZPJ17cFiA0c5s6Dq1CEV0JzGONfl+r/yk5GKeEo72oG6m17XBo5yr/aFZ6+TdkU4bkhKQEw50wca1z/bVUbF3laCSet8Tsb0ezTzfuApndYgpYmufWhSWYpKxV2qv8fzKn9gA8Sh9MqldSpLqZ516BrJkngzuLMRZJg9fXrn8nlxQjpNL9aS/3cNkpHhMnxEN8DDopPyrhx4/jyl7/MPffcY4edd955tLW18dprr/UrjbRPStc5ivKAdXuuOd4LnSb6EmuNzWxQyBgvOZMsgtqYRFuTopviQQZ70FYmUNsVmAbG0V4oV2hLEqhOS2UzTvJh6DrJV2IU4SUhY2g97H60ZBv1m7+DKJ1oyUy66q8jEHybqua7UN5eZKyJDPeirUqgdqbSP8pKH2XtCDl60NPs1OsYEG7nlScuJKnpvNJ4PD854SbOW/08t7x3H9VmF5vqdRom6WhLE6guS6AyTvADgv5a3LJmVIN5hA+1zUBrslTuncMm8Gz7vZzR81Nqk02YEuUhdSJVhDhP3kNQrGEwb2qZLcrnTv+QodVdVoNeHLPkoEqFOc2H2ppEW5+6On2cB6nX0d+NQ0IDj4kx04/alURbZV3xnhzhQTV40P4RQ4Usrdv8UgBtE6gdqQOfavxIrRfZFiIRV8R1WHlcOeveDXP175Ms+VcPo+qtDmF9C/AJxjEB1NYkZpMQiXtYLBP5lAF8T1uMoNhFBc+b05il1jBebcPvS6J9SYdyzTVurQmNIfBxiAHRFkw07mv8AV8Kf8jJLa/g9ySRUR5kkJ4z1mlrEqhWS9gxvuTFDCvUSgOvaUClDyr9sCVoDco+DQaXQFsUgglEB+NILyoqaKutsjIP05GhHvR3Y8QT4K1QmFN8aGsTqI5UWzzSB/70BJ1q23FB/yCG7fA9xou2PI6KWOVtHOVD25RENaeW6MZ7ISmopiQoRaTBi79a8HwYB6Vo8XqomaZbaUStfmNODKCtN1C9Kf+UAcVIkUaiMsnpZYfRjIf6WII/Lf0UAYydZXQ31TNiykZ0j0GbbzTP+OYzx/gFQ8wPMc0Ij0WOZ7J3C1M9mxDgxdhUfCrJXP/HgCI+yEfFkCj6JwlrjqjWMBs96MssU74EwBzvy1hWUuO4timJarcmd2OcF9UjaNsMa3tsZcAqt86Udlfqs/xdWkOgoKdUp2iM7jZTK9BXxyEOXfEh/Fk9ysnmrxjKMgSNJ9SDxFQZTp8UvS2Btt2qV2OYB6UpZKNJyCzhrdJZbPI1cknHHxAUHxdN5q3SmXy/bQGC4o0h0/neMb/kzb+eS0k8zKfGIC4u/Q/+HLyJRmMHIVXE3PIHuCd8FzOSnyAotowczLSyNQ6rKmgtSbTWVDk0eCEh6Kkbp43BHtAV+tYEcVNh1up4KhSejQlMo4aQ53SCvq9TH74CQRH1zKAr8M8MDJ6DwkSVdmE0evGst3xRRAdjpC89zNrQtydQIavdJUf60FoNtF5Lako2eHn2DYMTakzqShSUFqEMk3gkToeucfthgxEFN2/egQAPDB7AhqIAd2/YYgkZ1R4Gl5t4NsWt/lOqY9Y79G+B9e11DG5uR0NoS5bxTNd0Lq79OxW+CB2qlgfLv8sFwYUMSu5EUNxT+U+cFfq/jEpsQFC0D61hWGAHzsPZtK4kWpdBVHx8W7uVAXTwk8TvERR3eC/nL/pxgGJ+9V2cUvQ+Kmbi2ZW68b1Mx6zwYG6L06npvFNWyq2HDeWvq9fiEaEpEOD7Ixr5w7oNDEwkKJJi/tjzDF/2/Zx6bQ2C4o/RPzDT9wAj9LcJaNDquZ9i8zVKzGcB6NB/TlybhO2TUv8ttGgST4fFQ2/Ay3bTw+Fxa9OJWaRjVHjx7rLGY/FpJGv8eFqiKFMQTZGsC+DpiJFICJ1K5/QxY7i2pYXTu7qoDMLWd4ZRWhumZrR1FMDO5QMJtZZa81OJwWHn70DToTsiDLg5cmj6pCQSCZqamrjuuutc4RMmTOC3v/1tn/FisRixWGYnQ3d3NwC9PYKKJDErNMyooEKC3p26ArxWw4ykJTv3zKKCgt5rNTYjDBIStF5B67Q6bzJigldH7zVR3RZdMiokNRM9ZGAkDZK+ZnpjveiJLkqjls9BWO+kNxYiGe3EF22HKBhhHQmZaEFn+mId3yHwvn8822MlQBhPbzdF3ZZ3tq+6HTMUxNvbib+7gxAQLNfoiYh1PXuar7C1fOQJWiOT6VOpsjDReyyaIn0Nxxx2G7KsGTPRiQlEtSRxiWOKVa4JYkS1jHNkc7eP8hLAMFNpg+iCEU6Vc7r8QoJEBL3HRMVMxAdG2HTTREwkbFrlGUoNZspEBQz01PXopieJWS3oTSYqDOKBMeEwK+KCiBCMCT0Rq8z0XtO6vt6f/paJHjaAJHEzQYwEpm7ly5AAUTNBQsUQLUY0CcmIBh63RjGYtWhGHCKWTnRW+Z9oSG4mETFIAEbIRCJaTnPSgoIWTNeFoMImeihJBCAgEBNI1RFJ03qOmhBxxInmK09Ls414BDMiaL0mWo+jzs0slTgqWG4zgukzMSOCHnKUd1TQQpJJI5K6Zr03Jfj0JIkHNDuNSJFBT0hDD6bS0MDAQNOS9pX2RlEcqVIs04rYEbV8sVQkSVHQaufdsSQhwyBMHI8SEokuIipMItGBKZapPJJIkiSGYA2OsUQcVBJJ1Z+SOD1h3W6Dps/EjAp6UFAmSBKMtBaeLg4BLWSipdyIkpFUfwil6AJiTTbR1LMuoEz7OayZJKOpHS0OQ6geEktg03YSIUzSbMfE6q8RFSKWIjxm8AJ6wwZa0ERP+bEnw9Y3PWEDRQ8JT4i4hCHaiwKSKkjcG7Wfh7euwgyFKO3eRUkySpHux/CGKYq2U2q2IQQw/WECsQ5KkxYPI6WHnnRZpIWUsLh4UAn3M7rgCVkRohFB94I3BNBO0NNBr/RSGkvlMdlOL0HKU8+GFGNGkniCgjKsPpuMZFlUAT1koqVWLRIRQQ+baKm6SIQFTCGgQ29UEK8JSRMVtXaXEUmigKJQ6sC4cBLMpP28069T6jHxptI3dRMjzUNKax9Q3AJGHAGK9SRzxy4h0NFDPAKieoj5Y5iRXjCsso/FYpjRICSs55bwECqElOUUMMVRrnGurPojb4SmUpI6p0cZPdT6t/Pjij9yNB/QGwFiYvNo6ILhE3xhoZgkPi2JETEo6k3gBQJGAiNi4A8lKI4niek9HF13G9K2C1NL1UU8jKl2YZpthIFeI4hhdqJM69yuoN5LTOsFFGWV8+mNGahIppx6MQmZQm9KRzQQDL/gS5ejYZKMCt5wqp/pQiIqeCKCFrf4NiIG3mCColCSmIKgaaIkSbFm1U1IDIJp14seResWH4GBMYKpftYvG4kcYHR0WKrgk08+6Qr/zW9+I36/v894t956a1o3KPwKv8Kv8Cv8Cr/C7zP+27p16x5lhgNuSSkqss4f6O3tdYX39vba7/LhX/7lX1zWl66uLhoaGtiyZQsVFRX7h9lDCD09PQwbNoytW7fu0Tz2WccXKa9QyO/nHYX8fn7xRcor7Lv8igi9vb0MHjx4j7QHXEgJBAIMGTKETZs2ucI3btzIqFGj+ozn9/vx+3OdIisqKr4QjSON8vLyL0x+v0h5hUJ+P+8o5Pfziy9SXmHf5Le/xoWDciz+mWeeydNPP00iYfk/BINBFi1axJlnnnkw2CmggAIKKKCAAg5BHBQh5ZZbbqGrq4vTTjuNO++8k5NPPpmqqip++MMfHgx2CiiggAIKKKCAQxAHRUgZPHgwy5YtY+7cuWzatIkLLriA999/f698S/x+P7feemveJaDPI75I+f0i5RUK+f28o5Dfzy++SHmFg5Pfz+zdPQUUUEABBRRQwOcbB8WSUkABBRRQQAEFFLAnFISUAgoooIACCijgkERBSCmggAIKKKCAAg5JHJQLBv9/sWXLFpYtW0Z1dTXHHHMMHs9nLxvr1q3jww8/zAk///zzc8I+/vhjNmzYwPDhwzniiCPyptcfmgON3t5eXnnlFWpqapg9e3Zemp07d7JkyRLKysqYOXMmPp9vv9Hsb2zfvp233nqLCRMmMHHiRNe7LVu28M477+TEOeecc3J4XbNmDatXr2bo0KFMmzYNlX3xWD9p9ie6urrs9jtlyhRqa2tzaESEJUuWsGPHDsaNG8fYsWP3G83+xvbt21m+fDkVFRVMnTqV4uJi1/vFixfT2trqCmtoaOCYY45xhcViMd5++22CwSDTp09n4MDc22/7Q7O/sX37dj766CPKyso48sgjKS0tzaHp6uri7bffRtd1Zs2atV9p9jfWrFlDU1MT9fX1TJs2Dd2+xt3i73/+539y4syZMyen3W/dupWlS5dSVVXFsccem3du6g/NgUAkEuH555+nrq6Ok046Kef9ihUrWL9+PY2NjUydOjVvGvuKZrf4/zjh/qDgl7/8pRQVFclJJ50kDQ0NMnHiRNm5c+fBZmuvMX/+fCkrK5NvfvObrp8TyWRSvvnNb0plZaWccsopUl1dLWeffbbE4/G9ojnQCIVCctVVV8nAgQNl4MCBcuqpp+ale/DBB6W4uFhOOOEEGT16tIwYMUI2bNiwX2j2JzZs2CBnn322DBs2TEpKSuTWW2/NoVm4cKH4fL6c+u7p6XHRzZs3T8rKyuSUU06RAQMGyEknnSShUGivafYnfvSjH8ngwYPl5JNPluOPP15KSkrk/vvvd9EEg0GZPXu2DBw4UObOnSulpaVyzTXX7Bea/Yn29nY555xzZNiwYXL66afLpEmTZODAgbJ48WIX3cyZM2XChAmuur3vvvtcNOvWrZPGxkYZO3asHH/88VJcXCwPP/zwXtPsT4RCITn//PNl+PDhcuaZZ8oRRxwhVVVV8uyzz7roXnrpJamoqJAZM2bI1KlTpaamRt566639QrM/sX79epk1a5ZMnDhRzjrrLBk+fLiMGDFCVq5cadMsW7ZMADn77LNd9btmzRpXWnfddZc9NzU2Nsr48eNl+/bte01zoPCd73xHfD6fzJ492xWeTCbloosusueUmpoaOeussyQWi+1zmv7gMyWkfPjhh6KUkkWLFomISDgclqlTp8r5559/kDnbe8yfP1/Gjh27W5oHHnhAysvLZf369SIisnHjRqmsrJR77713r2gONDo6OmTBggXS09MjF110UV4hZcOGDeL1euXRRx8VEZFEIiEnnHCCzJkzZ5/T7G8sXbpUnn76aUkkEjJy5Mg+hZSamprdpvPkk0+Kz+eTjz76SEREmpubZfDgwXLzzTfvFc3+xgMPPCCRSMR+fuyxx0TTNFm9erUdduONN0pDQ4O0tbWJiMgHH3wguq7Lc889t89p9ie2bNkiTz/9tJimaYd9//vfl9raWjEMww6bOXNm3np3Yvbs2XLKKadIMpkUEascfT6fbN68ea9o9ic6Ojrk+eefd4Vdd911UlNTY5dBKBSSuro6ufHGG22aK664QhobGyWRSOxTmv2N5cuXy7Jly+znZDIpxx13nJx++ul2WFpIaW1t3W06SilbmItEIjJt2jT5+te/vlc0BwpPPPGETJ06VS644IIcIeWhhx6S0tJSaWpqEhGRzZs3S3V1tdx11137nKY/+EwJKddff72MGjXKFfbggw+Kz+c7oJrkvsD8+fOlsbFRXnzxRXn55ZfzWoNmzpwpl1xyiSvs29/+tkybNm2vaA4m+hJS7rjjDqmtrbUHYxGRZ555RpRSsmPHjn1KcyCxOyGlsrJSXnrpJfnrX/+a92Ktr371q3Laaae5wv75n/9ZGhsb94rmQCMUCgkgTzzxhB02ZMgQueWWW1x0J510kmtA3lc0BxqLFy8WwCU4zJw5U6644gp55pln5N1335VwOOyKs3XrVgHkhRdesMPi8bhUVlbag3Z/aA4Gfve730lRUZHdx5599llRSrnGrFWrVgkgr7/++j6lORi4/PLL5bjjjrOf00LKM888I4sWLbInXSduvPHGnD74yCOPiNfrta2l/aE5EPj0009l4MCBsmrVKrn00ktzhJTZs2fLBRdc4Ar77ne/K0ccccQ+p+kPPlOOsytWrGDSpEmusEmTJhGPx2lqajpIXP3v0drayq9//WtuvfVWGhoauOWWW1zvV6xYkePbMGnSJFasWLFXNIciVqxYwbhx41xrv5MmTUJEWLly5T6lOVQQjUa54447uOOOOxg5ciTXXnut66ryvupy06ZN9oWc/aE50Hj11VcBmDBhAgCdnZ1s3759t+1yX9EcDLz66qtUVlYyZMgQV/jLL7/Mww8/zEUXXcTo0aN57bXX7Hdpfp158Xq9jB071n7XH5oDhXfffZc///nP3H777dx+++3Mnz/f7mMrVqygtrbW5Sszbtw4vF6vKy/7guZAYdGiRfzhD3/ghhtuYPHixfziF79wvdd1nV/96lfcd999HHHEEZx99tmEQiH7fV9zUyKRYO3atf2m2d9IJBJccMEF3HLLLYwbNy4vTV9jzMqVK+3xal/R9AefKY/T7u5uhg0b5gqrqakBLOemzxJmzJjBpk2bbMerl156idNPP53JkyfzjW98AxGhp6eH6upqV7yamhpisRjRaBS/379HmkAgcMDytDfo7u7Oyzdk6nJf0RwKGD9+POvXr7cntvfff5/jjz+e8ePHM2/ePGD3eenu7qasrKxfNAcSO3bsYN68eXzrW9+yhZTu7m6AvHw6621f0Bxo/P3vf+fuu+/m3nvvdQnGt9xyC3PnzkXTNAzD4Oqrr+ab3/wmTU1NVFVVfebyu2TJEv7+97+zdu1aKisrGT16tP0uXxsEqKqq2m2//N/QHCi8/PLLbNu2jaVLlzJhwgTX7by1tbUsW7bMFjA2b97M9OnTuemmm7jvvvsAKy/ZF+TmG6v2RLO/cfPNN1NbW8vVV1/dJ01fY0wikSAUClFaWrrPaPqDz5Qlxe/3EwwGXWHp50N1Mu4LRx11lMsz/NRTT2XWrFksWrQIAKUUPp8vb37T7/pDc6iiP3W5r2gOBUyePNmlec+YMYOvfOUrdn3DZy+/ra2tzJ07l3HjxvG73/3ODk8fmZ2PT2c+9gXNgcSHH37IWWedxTXXXGMLlmmceuqpaJo1nOq6zs9//nPa2tp49913gc9efn/wgx/w5JNP8vHHH3POOefwla98hfb2dpvPbB6z+dxXNAcK8+fP59lnn2XDhg14vV7OPfdc+93QoUNdFpCGhga+853vfOb67qpVq7j77rs55ZRTePzxx3n88cfZuHEjLS0tPP7443R2dvabzwOZ38+UkDJy5Ei2bNniCtu8eTMAI0aMOBgs7VOUl5e7tjH2ld/GxkZ7QOwPzaGI/tTlvqI5VNHf+i4vL7cF2v7QHAi0tbVx0kknUV9fz/PPP+8adOrr6ykpKcnLZ7pO9hXNgcLSpUuZO3cul112GXffffce6dMWrXT9jhw5EiAnL1u2bHG15T3RHAxccskl9Pb2snz5csDis7W1lWg0atO0tbURDoddedkXNAcaHo+H888/n6VLlxIOh/uk62/fhUNnrNJ1na9//eu88847PPfcczz33HNs2bKFtrY2nnvuOVtI6YvPYcOG2dul9xVNv7BXHiwHGU8++aRomuZyWDv//PMPGSfRvUG2U2dzc7NUVla6nASvv/56GTFihL1lKx6Py5gxY1xbMPtDczDRl+Ps3/72NwFcnvXXXHONDB8+3N5FsK9oDiT6cpzNru+enh4ZMmSIzJs3zw5LOwH39vaKiIhpmjJ9+nTX7rX+0OxvtLa2yqRJk+TEE0/s02H93HPPleOOO86ug+7ubqmoqHA5gO4rmv2NZcuWSXV1tfzwhz/M+767uzunHB577DEB5JNPPhERq56GDRsmN9xwg03z3nvvCWBvue0Pzf7Grl27cvrNk08+KYDtMLp161bxeDzy+OOP2zT333+/FBUVSWdn5z6l2d/I51x//fXXS21trV0O2TSGYcjRRx8tJ554oh2WdgL+9NNP7bCLL77Y5STaH5oDjXyOs+kdddFoVESsHZPjxo2Tq666ap/T9AefKSHFMAw58cQTZdy4cTJ//nz57ne/Kz6fT954442DzdpeY+7cuXLFFVfIf/7nf8qvfvUrGT58uEyePFk6OjpsmubmZhk2bJjMmTNHFixYIKeeeqoMGjTIta++PzQHA88995wsXLhQZs2aJVOmTJGFCxfKf//3f7tozj33XGlsbJR7771X/umf/inv1tJ9RbM/EQwGZeHChbJw4UKpr6+Xc889VxYuXOg6S+O8886Tiy++WBYsWCC//vWvZdy4cTJy5EhXPfX09Mjhhx8uxx57rCxYsEDOOeccqaysdO0m6A/N/oRhGPbZGQ8//LCd74ULF8ratWttutWrV0tFRYV84xvfkAULFsiMGTNk/PjxEgwG9znN/sTmzZulpqZGJk6c6MrrwoUL7W3RTU1NMn78eLn55pvl4Ycflh/96EcSCARcwoaIyFNPPSUej0duuOEGueeee2TYsGE5ZyP1h2Z/4qmnnpJjjjlGbr/9dnnkkUfkhhtukLKyMrn22mtddDfddJNUVFTIHXfcIbfddpsUFRXJnXfeuV9o9id+8pOfyFe/+lW555575KGHHpLLLrtMfD6f/Nd//ZdN89Of/lTOOOMMueeee+S3v/2tzJo1S2pqauTDDz+0aUzTlDlz5sjYsWPlN7/5jcybN0+8Xq9rDOgPzYFGPiGltbVVGhoa5KSTTpIFCxbIaaedJvX19a4difuKpj/4zN2CHIvFeOihh/jggw+orq7msssuY/LkyQebrb2GYRg8/vjjvP322/h8Po488kguvPDCHDNYS0sLDzzwgH2a7Lx583JOoOwPzYHGVVddleMM5vP5eOyxx+xnwzB49NFHefvttykrK+Piiy9m+vTprjj7imZ/orW1lWuvvTYnfPz48fzsZz8DrFNTn3nmGV5//XXA8lH51re+lXPleXd3NwsWLGDNmjUMGTKE733vezQ0NOw1zf5CIpHgkksuyfvu0ksv5bTTTrOfN27cyIMPPmifFHv11VdTXl7uirOvaPYXVq1axW233Zb33b//+7/bjpDNzc38/ve/p6mpiUGDBnHGGWfknDYL8N577/GnP/2JYDDIcccdx6WXXupywO0vzf7EqlWrePzxx9m2bRuDBg3irLPOYsaMGTl0zz77LC+++CKapvG1r33NVff7mmZ/4rXXXuPFF1+ku7ubxsZGLrzwQoYPH55D88ILLxAKhTj88MO57LLLqKysdNHE43EeeughlixZQlVVFZdddhlTpkzZa5oDiQceeIDW1lZ7nEqjra2NBQsWsGHDBhoaGpg3bx6DBg3aLzR7wmdOSCmggAIKKKCAAr4YOHQ9KwsooIACCiiggC80CkJKAQUUUEABBRRwSKIgpBRQQAEFFFBAAYckCkJKAQUUUEABBRRwSKIgpBRQQAEFFFBAAYckCkJKAQUUUEABBRRwSKIgpBRQQAEFFFBAAYckCkJKAQUUUEABBRRwSKIgpBRQQAEFFFBAAYckCkJKAQUUUEABBRRwSKIgpBRQQAEFFFBAAYckCkJKAQUUUEABBRRwSOL/AfN0y8KwRzEpAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([7])" ] }, { "cell_type": "code", "execution_count": 33, "id": "6e65d1c5-8300-4106-a10a-5e4e4d57c098", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:26.488541Z", "iopub.status.busy": "2026-09-15T08:11:26.488445Z", "iopub.status.idle": "2026-09-15T08:11:37.888835Z", "shell.execute_reply": "2026-09-15T08:11:37.887972Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ControlPoints instance containing 98 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.539981082044337e-11\n", "Containing 98 groups of points:\n", "#pk ring 140: 2 points\n", "#pl ring 141: 2 points\n", "#pm ring 142: 2 points\n", "#pn ring 143: 2 points\n", "#po ring 144: 2 points\n", "#pp ring 145: 2 points\n", "#pq ring 146: 2 points\n", "#pr ring 147: 2 points\n", "#ps ring 148: 2 points\n", "#pt ring 149: 2 points\n", "#pu ring 150: 2 points\n", "#pv ring 151: 2 points\n", "#pw ring 152: 2 points\n", "#px ring 153: 2 points\n", "#py ring 154: 2 points\n", "#pz ring 155: 2 points\n", "#qa ring 156: 2 points\n", "#qb ring 157: 2 points\n", "#qc ring 158: 2 points\n", "#qd ring 159: 2 points\n", "#qe ring 160: 2 points\n", "#qf ring 161: 2 points\n", "#qg ring 162: 2 points\n", "#qh ring 163: 2 points\n", "#qi ring 164: 2 points\n", "#qj ring 165: 2 points\n", "#qk ring 166: 2 points\n", "#ql ring 167: 2 points\n", "#qm ring 168: 2 points\n", "#qn ring 169: 2 points\n", "#qo ring 171: 2 points\n", "#qp ring 172: 2 points\n", "#qq ring 173: 2 points\n", "#qr ring 174: 2 points\n", "#qs ring 175: 2 points\n", "#qt ring 176: 2 points\n", "#qu ring 177: 2 points\n", "#qv ring 178: 2 points\n", "#qw ring 179: 2 points\n", "#qx ring 180: 2 points\n", "#qy ring 181: 2 points\n", "#qz ring 182: 2 points\n", "#ra ring 183: 2 points\n", "#rb ring 184: 2 points\n", "#rc ring 185: 2 points\n", "#rd ring 186: 2 points\n", "#re ring 187: 2 points\n", "#rf ring 188: 2 points\n", "#rg ring 190: 2 points\n", "#rh ring 191: 2 points\n", "#ri ring 192: 2 points\n", "#rj ring 193: 2 points\n", "#rk ring 194: 2 points\n", "#rl ring 195: 2 points\n", "#rm ring 196: 1 points\n", "#rn ring 197: 2 points\n", "#ro ring 198: 2 points\n", "#rp ring 199: 2 points\n", "#rq ring 200: 2 points\n", "#rr ring 201: 2 points\n", "#rs ring 202: 2 points\n", "#rt ring 203: 2 points\n", "#ru ring 204: 2 points\n", "#rv ring 205: 2 points\n", "#rw ring 206: 2 points\n", "#rx ring 207: 2 points\n", "#ry ring 208: 2 points\n", "#rz ring 209: 2 points\n", "#sa ring 210: 2 points\n", "#sb ring 211: 2 points\n", "#sc ring 212: 2 points\n", "#sd ring 213: 2 points\n", "#se ring 214: 2 points\n", "#sf ring 215: 2 points\n", "#sg ring 216: 2 points\n", "#sh ring 217: 2 points\n", "#si ring 218: 2 points\n", "#sj ring 219: 2 points\n", "#sk ring 220: 2 points\n", "#sl ring 221: 2 points\n", "#sm ring 222: 2 points\n", "#sn ring 223: 2 points\n", "#so ring 224: 2 points\n", "#sp ring 225: 2 points\n", "#sq ring 226: 2 points\n", "#sr ring 227: 2 points\n", "#ss ring 228: 2 points\n", "#st ring 229: 2 points\n", "#su ring 230: 2 points\n", "#sv ring 231: 2 points\n", "#sw ring 232: 2 points\n", "#sx ring 233: 2 points\n", "#sy ring 234: 2 points\n", "#sz ring 235: 2 points\n", "#ta ring 236: 2 points\n", "#tb ring 237: 2 points\n", "#tc ring 238: 2 points\n", "#td ring 239: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 4.4979332000694304e-09\n", " x: [ 6.790e-01 -4.109e-04 1.585e-05 2.111e-02 1.602e-01\n", " -5.406e-04 3.540e-01]\n", " nit: 5\n", " jac: [ 1.686e-08 -7.731e-07 -1.428e-11 1.468e-07 9.505e-09\n", " -3.994e-07 -1.450e-08]\n", " nfev: 42\n", " njev: 5\n", " multipliers: []\n", "Constrained Least square 4.5206239920217285e-09 --> 4.4979332000694304e-09\n", "maxdelta on D: 0.678981593626405 --> 0.6790032184093999 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([8])" ] }, { "cell_type": "markdown", "id": "md-tthoffset", "metadata": {}, "source": [ "All nine frames are now part of the refinement. The encoder offset `tth_offset`, frozen until now, can finally be released with reasonable bounds." ] }, { "cell_type": "code", "execution_count": 34, "id": "cdb4e3c3-d179-48bf-ab48-43d2462654c0", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:37.890667Z", "iopub.status.busy": "2026-09-15T08:11:37.890564Z", "iopub.status.idle": "2026-09-15T08:11:37.912524Z", "shell.execute_reply": "2026-09-15T08:11:37.911811Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 4.4979332000694304e-09\n", " x: [ 6.790e-01 -4.109e-04 1.585e-05 2.111e-02 1.602e-01\n", " -5.406e-04 3.540e-01]\n", " nit: 1\n", " jac: [ 1.686e-08 -7.731e-07 -1.428e-11 1.468e-07 9.505e-09\n", " -3.994e-07 -1.450e-08]\n", " nfev: 8\n", " njev: 1\n", " multipliers: []\n", "Constrained Least square 4.4979332000694304e-09 --> 4.4979332000694304e-09\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'tth_offset', 'rot2', 'wlA']\n", "Fixed: {}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 4.4979332000694304e-09\n", " x: [ 6.790e-01 -4.109e-04 1.585e-05 2.111e-02 1.602e-01\n", " 0.000e+00 -5.406e-04 3.540e-01]\n", " nit: 1\n", " jac: [ 1.686e-08 -7.731e-07 -1.428e-11 1.468e-07 9.505e-09\n", " 4.174e-07 -3.994e-07 -1.450e-08]\n", " nfev: 9\n", " njev: 1\n", " multipliers: []\n", "Constrained Least square 4.4979332000694304e-09 --> 4.4979332000694304e-09\n" ] }, { "data": { "text/plain": [ "np.float64(4.4979332000694304e-09)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gonioref.refine3()\n", "gonioref.set_bounds(\"tth_offset\", -0.1, 0.1)\n", "gonioref.refine3()\n" ] }, { "cell_type": "markdown", "id": "md-simplex", "metadata": {}, "source": [ "A last refinement, this time with a simplex (Nelder-Mead) algorithm which does not implement bounds.\n", "This validates that the solution found by the constrained optimizer (SLSQP) does not lie against any existing boundaries." ] }, { "cell_type": "code", "execution_count": 35, "id": "9d21ffc8-adfc-4eba-b33f-ca3a148447ab", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:37.914019Z", "iopub.status.busy": "2026-09-15T08:11:37.913919Z", "iopub.status.idle": "2026-09-15T08:11:40.366429Z", "shell.execute_reply": "2026-09-15T08:11:40.365558Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.goniometer:No bounds for optimization method Nelder-Mead\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'tth_offset', 'rot2', 'wlA']\n", "Fixed: {}\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: 3.992885658752089e-09\n", " x: [ 6.797e-01 -5.104e-04 -1.890e+00 2.052e-02 1.609e-01\n", " -9.629e-04 -2.747e-04 3.540e-01]\n", " nit: 1933\n", " nfev: 2980\n", " final_simplex: (array([[ 6.797e-01, -5.104e-04, ..., -2.747e-04,\n", " 3.540e-01],\n", " [ 6.797e-01, -5.104e-04, ..., -2.747e-04,\n", " 3.540e-01],\n", " ...,\n", " [ 6.797e-01, -5.104e-04, ..., -2.747e-04,\n", " 3.540e-01],\n", " [ 6.797e-01, -5.104e-04, ..., -2.747e-04,\n", " 3.540e-01]], shape=(9, 8)), array([ 3.993e-09, 3.993e-09, 3.993e-09, 3.993e-09,\n", " 3.993e-09, 3.993e-09, 3.993e-09, 3.993e-09,\n", " 3.993e-09]))\n", "Constrained Least square 4.4979332000694304e-09 --> 3.992885658752089e-09\n", "maxdelta on omega: 1.5847376903356035e-05 --> -1.890224415633698 \n" ] }, { "data": { "text/plain": [ "np.float64(3.992885658752089e-09)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Refine without any constraint\n", "gonioref.refine3(method=\"simplex\", maxiter=1<<11)" ] }, { "cell_type": "markdown", "id": "md-sec5", "metadata": {}, "source": [ "## 5. Integration of the complete dataset\n", "\n", "The refined model provides the geometry of every frame, hence a `MultiGeometry` integrator can be built to merge the nine images into a single powder diagram spanning 0 to 90° in $2\\theta$. The bins which receive no pixel at all — the gaps between the frames and the dead areas of the detector — are set to `NaN` rather than to zero." ] }, { "cell_type": "code", "execution_count": 36, "id": "c8f3b726-8b8b-4cc2-b598-57ad534371db", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:40.368328Z", "iopub.status.busy": "2026-09-15T08:11:40.368237Z", "iopub.status.idle": "2026-09-15T08:11:40.375387Z", "shell.execute_reply": "2026-09-15T08:11:40.374810Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MultiGeometry integrator with 9 geometries on (0, 90) radial range (2th_deg) and (-180, 180) azimuthal range (chi_deg)\n" ] } ], "source": [ "# Create a MultiGeometry integrator from the refined geometry:\n", "\n", "angles = []\n", "images = []\n", "for sg in gonioref.single_geometries.values():\n", " angles.append(sg.get_position())\n", " images.append(sg.image)\n", "\n", "multigeo = gonioref.get_mg(angles)\n", "multigeo.radial_range=(0, 90)\n", "print(multigeo)\n", "multigeo.empty = numpy.nan" ] }, { "cell_type": "markdown", "id": "md-npt", "metadata": {}, "source": [ "The number of bins is chosen so that the diagram is oversampled by a factor 3 with respect to the angular size of a pixel seen from the sample: with 75 µm pixels at 68 cm, this amounts to more than 40000 points over the 90° range." ] }, { "cell_type": "code", "execution_count": 37, "id": "f6e36a21-b755-4db0-94f5-15cb1a95c7fa", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:40.376935Z", "iopub.status.busy": "2026-09-15T08:11:40.376845Z", "iopub.status.idle": "2026-09-15T08:11:40.379353Z", "shell.execute_reply": "2026-09-15T08:11:40.378764Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of bins: 42704\n" ] } ], "source": [ "# Calculate the optimal number of points for the integration\n", "over = 3\n", "npt = int(over * numpy.deg2rad(max(multigeo.radial_range) - min(multigeo.radial_range)) /\n", " numpy.arctan2(detector.pixel1, gonioref.nt_param(*gonioref.param).D))\n", "print(\"Number of bins: \", npt)" ] }, { "cell_type": "markdown", "id": "md-integrate", "metadata": {}, "source": [ "The nine images are integrated in a single pass. The contribution of each individual frame is overlaid as a dashed line: in the regions where two frames overlap, the curves should superimpose, which validates both the geometry and the normalisation of the intensities." ] }, { "cell_type": "code", "execution_count": 38, "id": "9722d670-22f3-4b44-ac93-7f1d84aa75f0", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:40.380793Z", "iopub.status.busy": "2026-09-15T08:11:40.380706Z", "iopub.status.idle": "2026-09-15T08:11:46.324799Z", "shell.execute_reply": "2026-09-15T08:11:46.323752Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Integrate the whole set of images in a single run:\n", "\n", "res_full = multigeo.integrate1d(images, npt)\n", "fig, ax = subplots(figsize=(15,3))\n", "ax = jupyter.plot1d(res_full, ax=ax)\n", "for sg in gonioref.single_geometries.values():\n", " ai = gonioref.get_ai(get_angle(sg.label))\n", " res = ai.integrate1d(sg.image, npt,\n", " radial_range=multigeo.radial_range, unit=res_full.unit, \n", " normalization_factor=detector.pixel1*detector.pixel1/(ai.dist**2))\n", " ax.plot(res.radial, res.intensity, \"--\", label=sg.label)\n", "ax.legend(loc='center left')\n", "ax.set_yscale(\"log\");" ] }, { "cell_type": "markdown", "id": "md-zoom", "metadata": {}, "source": [ "A zoom on the very end of the diagram, where the signal is the weakest, confirms that the peaks of the calibrant (the vertical lines) are still at the expected position at 90°." ] }, { "cell_type": "code", "execution_count": 39, "id": "c933f1c4-c08e-464a-a4ae-e0a9d174bd78", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:46.326956Z", "iopub.status.busy": "2026-09-15T08:11:46.326850Z", "iopub.status.idle": "2026-09-15T08:11:46.627309Z", "shell.execute_reply": "2026-09-15T08:11:46.626432Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(np.int64(37959), np.int64(42703))\n" ] }, { "data": { "text/plain": [ "(4713771008.0, 6977194496.0)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Zoom on the end of the curve\n", "\n", "range_ = 80,90\n", "ax = jupyter.plot1d(res_full, calibrant=calibrant)\n", "ax.set_xlim(*range_)\n", "indices = numpy.where(res_full.radial>=range_[0])[0][0], numpy.where(res_full.radial<=range_[1])[0][-1]\n", "print(indices)\n", "ax.set_ylim(numpy.nanmin(res_full.intensity[indices[0]:indices[1]]),numpy.nanmax(res_full.intensity[indices[0]:indices[1]]))" ] }, { "cell_type": "markdown", "id": "md-save", "metadata": {}, "source": [ "The calibration of the goniometer is saved as a JSON file which contains everything needed to rebuild the model: the detector, the analytical expressions and the refined parameters. This file can be re-loaded with `pyFAI.goniometer.Goniometer.sload` in order to process any other scan performed with the same setup." ] }, { "cell_type": "code", "execution_count": 40, "id": "217468ef-bf0f-456f-a1f0-dbde3d0a3edc", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:46.628946Z", "iopub.status.busy": "2026-09-15T08:11:46.628850Z", "iopub.status.idle": "2026-09-15T08:11:46.631740Z", "shell.execute_reply": "2026-09-15T08:11:46.631221Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\n", " \"content\": \"Goniometer calibration v2\",\n", " \"detector\": \"Eiger2 CdTe 2M-W\",\n", " \"detector_config\": {\n", " \"pixel1\": 7.5e-05,\n", " \"pixel2\": 7.5e-05,\n", " \"orientation\": 3\n", " },\n", " \"wavelength\": 3.539979609624743e-11,\n", " \"param\": [\n", " 0.6796692007137142,\n", " -0.0005103820699459413,\n", " -1.890224415633698,\n", " 0.02051650033215837,\n", " 0.16088865436864408,\n", " -0.0009629279187960882,\n", " -0.0002747189624476399,\n", " 0.35399796096247427\n", " ],\n", " \"param_names\": [\n", " \"D\",\n", " \"e\",\n", " \"omega\",\n", " \"P1\",\n", " \"P2\",\n", " \"tth_offset\",\n", " \"rot2\",\n", " \"wlA\"\n", " ],\n", " \"pos_names\": [\n", " \"tth\"\n", " ],\n", " \"trans_function\": {\n", " \"content\": \"ExtendedTransformation\",\n", " \"param_names\": [\n", " \"D\",\n", " \"e\",\n", " \"omega\",\n", " \"P1\",\n", " \"P2\",\n", " \"tth_offset\",\n", " \"rot2\",\n", " \"wlA\"\n", " ],\n", " \"pos_names\": [\n", " \"tth\"\n", " ],\n", " \"dist_expr\": \"D-e*cos(tth-tth_offset-omega)\",\n", " \"poni1_expr\": \"P1-e*sin(tth-tth_offset-omega)\",\n", " \"poni2_expr\": \"P2\",\n", " \"rot1_expr\": \"tth-tth_offset\",\n", " \"rot2_expr\": \"rot2/cos(tth-tth_offset)\",\n", " \"rot3_expr\": \"pi/2\",\n", " \"wavelength_expr\": \"wlA*1e-10\",\n", " \"constants\": {\n", " \"pi\": 3.141592653589793,\n", " \"hc\": 12.398419843320026,\n", " \"q\": 1.602176634e-19\n", " }\n", " }\n", "}\n" ] } ], "source": [ "gonioref.save(\"id22.json\")\n", "with open(\"id22.json\") as f:\n", " print(f.read())" ] }, { "cell_type": "markdown", "id": "680f0ef3-cb58-42d5-a7f8-cb85ae485eae", "metadata": {}, "source": [ "## 6. First evaluation of the peak profile\n", "\n", "The width of the peaks is a direct measurement of the quality of the calibration: any mismatch between the frames, or any residual error in the model, broadens the peaks of the merged diagram. The peaks are located with `scipy.signal.find_peaks`, which also returns their width, converted here into degrees." ] }, { "cell_type": "code", "execution_count": 41, "id": "c1333342-86e7-4dcd-9347-00c3e6b76263", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:46.633501Z", "iopub.status.busy": "2026-09-15T08:11:46.633411Z", "iopub.status.idle": "2026-09-15T08:11:46.769548Z", "shell.execute_reply": "2026-09-15T08:11:46.768936Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of peaks found: 210\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(12,8))\n", "# ax.plot(*calc_fwhm(res_full, calibrant), \"o\", label=\"FWHM from calibrant\")\n", "ax.set_title(\"Peak profile as function of the angle\")\n", "ax.set_ylabel(\"FWHM of peaks (in degrees)\")\n", "ax.set_xlabel(res.unit.label)\n", "resolution = (res_full.radial[1]-res_full.radial[0])\n", "peaks = find_peaks(res_full.intensity, width=(4,25), distance=40, prominence=5e8)\n", "ax.plot(res_full.radial[peaks[0]], resolution*peaks[1][\"widths\"], \".\", label=\"FWHM \")\n", "ax.legend(loc='upper left')\n", "print(\"Number of peaks found:\",len(peaks[0]))\n", "# 0.01/resolution,0.05/resolution" ] }, { "cell_type": "markdown", "id": "0986b394-b338-432d-833e-aaa50bac640b", "metadata": {}, "source": [ "## 7. Re-extraction of all the control points\n", "\n", "Now that a much better model is available, all the control points can be extracted once more, using the refined wavelength and a higher density of points per degree. The final refinement is then performed with all the frames at once." ] }, { "cell_type": "code", "execution_count": 42, "id": "dc5ed329-8746-4f0a-b103-da4aa613bdb8", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:46.771563Z", "iopub.status.busy": "2026-09-15T08:11:46.771468Z", "iopub.status.idle": "2026-09-15T08:11:57.012634Z", "shell.execute_reply": "2026-09-15T08:11:57.011827Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "**************************************************\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'tth_offset', 'rot2', 'wlA']\n", "Fixed: {}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 3.876812462011171e-09\n", " x: [ 6.795e-01 -4.899e-04 -1.571e+00 2.048e-02 1.609e-01\n", " -9.666e-04 -2.990e-04 3.540e-01]\n", " nit: 11\n", " jac: [ 1.532e-07 -2.433e-07 3.757e-10 -4.701e-07 -4.040e-07\n", " -1.771e-07 -4.337e-07 1.882e-07]\n", " nfev: 102\n", " njev: 11\n", " multipliers: []\n", "Constrained Least square 3.873365076186115e-09 --> 3.876812462011171e-09\n" ] } ], "source": [ "def reoptimize_with_new_control_points(indices=None, pts_per_deg=0.5):\n", " if indices is None:\n", " indices = list(gonioref.single_geometries.keys())\n", " for label in indices:\n", " print()\n", " if label in gonioref.single_geometries:\n", " print(\"Extracting frame #\", label)\n", " sg = gonioref.single_geometries[label]\n", " sg.wavelength = gonioref.param[gonioref.nt_param._fields.index(\"wlA\")]*1e-10\n", " sg.extract_cp(pts_per_deg=pts_per_deg)\n", " else:\n", " continue\n", " print(\"*\"*50)\n", " gonioref.refine3()\n", "\n", "reoptimize_with_new_control_points(pts_per_deg = 0.7)" ] }, { "cell_type": "code", "execution_count": 43, "id": "ada1a0a8-7807-4045-9594-5e7690015b11", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:57.014704Z", "iopub.status.busy": "2026-09-15T08:11:57.014609Z", "iopub.status.idle": "2026-09-15T08:11:58.371657Z", "shell.execute_reply": "2026-09-15T08:11:58.370842Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.goniometer:No bounds for optimization method Nelder-Mead\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'tth_offset', 'rot2', 'wlA']\n", "Fixed: {}\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " message: Maximum number of function evaluations has been exceeded.\n", " success: False\n", " status: 1\n", " fun: 3.8139538270404635e-09\n", " x: [ 6.796e-01 -4.720e-04 -1.762e+00 2.052e-02 1.610e-01\n", " -1.171e-03 -2.553e-04 3.540e-01]\n", " nit: 982\n", " nfev: 1600\n", " final_simplex: (array([[ 6.796e-01, -4.720e-04, ..., -2.553e-04,\n", " 3.540e-01],\n", " [ 6.796e-01, -4.720e-04, ..., -2.553e-04,\n", " 3.540e-01],\n", " ...,\n", " [ 6.796e-01, -4.720e-04, ..., -2.553e-04,\n", " 3.540e-01],\n", " [ 6.796e-01, -4.720e-04, ..., -2.553e-04,\n", " 3.540e-01]], shape=(9, 8)), array([ 3.814e-09, 3.814e-09, 3.814e-09, 3.814e-09,\n", " 3.814e-09, 3.814e-09, 3.814e-09, 3.814e-09,\n", " 3.814e-09]))\n", "Constrained Least square 3.873365076186115e-09 --> 3.8139538270404635e-09\n", "maxdelta on omega: -1.890224415633698 --> -1.761659312957116 \n" ] }, { "data": { "text/plain": [ "np.float64(3.8139538270404635e-09)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gonioref.refine3(method=\"simplex\")" ] }, { "cell_type": "markdown", "id": "md-finalparam", "metadata": {}, "source": [ "The final set of parameters. Two comments are worth making here:\n", "\n", "* the refined wavelength, 0.35400 Å (35.02 keV), differs by $4\\cdot10^{-4}$ in relative value from the nominal one;\n", "* `omega` moves a lot from one refinement to the next while the cost function hardly changes: this parameter is only weakly determined, which is the expected behaviour when `e` is very small. This is discussed in the conclusion." ] }, { "cell_type": "code", "execution_count": 44, "id": "6fe69ed2-332d-41e1-b77e-47d0719f9325", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:58.374486Z", "iopub.status.busy": "2026-09-15T08:11:58.374381Z", "iopub.status.idle": "2026-09-15T08:11:58.376934Z", "shell.execute_reply": "2026-09-15T08:11:58.376469Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "D = 0.6795919426317938\n", "e = -0.00047198958387143197\n", "omega = -1.761659312957116\n", "P1 = 0.020515891356384784\n", "P2 = 0.16103217122890318\n", "tth_offset = -0.0011706580955895972\n", "rot2 = -0.00025530162586366725\n", "wlA = 0.3539958140898564\n" ] } ], "source": [ "for i,n in enumerate(gonioref.nt_param._fields):\n", " print(f\"{n:10s} = {gonioref.param[i]}\")" ] }, { "cell_type": "markdown", "id": "md-reintegrate", "metadata": {}, "source": [ "The whole dataset is integrated once again, this time with the final model." ] }, { "cell_type": "code", "execution_count": 45, "id": "55390ee8-89a1-42d3-8ead-ddf25b4385a4", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:58.378912Z", "iopub.status.busy": "2026-09-15T08:11:58.378828Z", "iopub.status.idle": "2026-09-15T08:11:59.329914Z", "shell.execute_reply": "2026-09-15T08:11:59.329194Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MultiGeometry integrator with 9 geometries on (0, 90) radial range (2th_deg) and (-180, 180) azimuthal range (chi_deg)\n" ] } ], "source": [ "multigeo = gonioref.get_mg(angles)\n", "multigeo.radial_range=(0, 90)\n", "print(multigeo)\n", "multigeo.empty = numpy.nan\n", "res_full = multigeo.integrate1d(images, npt)" ] }, { "cell_type": "markdown", "id": "md-filter", "metadata": {}, "source": [ "The bins which received no pixel are interpolated from their neighbours, so that the peak search is not disturbed by the `NaN` values, and the calibrant is updated with the refined wavelength." ] }, { "cell_type": "code", "execution_count": 46, "id": "8fbd0baa-9b20-402b-81c2-58e69046752d", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:59.331924Z", "iopub.status.busy": "2026-09-15T08:11:59.331827Z", "iopub.status.idle": "2026-09-15T08:11:59.334431Z", "shell.execute_reply": "2026-09-15T08:11:59.333707Z" } }, "outputs": [], "source": [ "res_full.intensity[:] = pyFAI.utils.mathutil.interp_filter(res_full.intensity)" ] }, { "cell_type": "code", "execution_count": 47, "id": "5166a3f9-5fff-45df-bc43-4194bea44c1f", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:59.335827Z", "iopub.status.busy": "2026-09-15T08:11:59.335740Z", "iopub.status.idle": "2026-09-15T08:11:59.337864Z", "shell.execute_reply": "2026-09-15T08:11:59.337360Z" } }, "outputs": [], "source": [ "calibrant.wavelength = gonioref.param[-1]*1e-10" ] }, { "cell_type": "markdown", "id": "md-fwhm", "metadata": {}, "source": [ "### Final peak profile\n", "\n", "The width of the ~200 peaks of the merged diagram is plotted as a function of the scattering angle. This profile is the convolution of the intrinsic resolution of the setup with whatever residual error is left in the geometrical model: a curve which stays smooth over the whole range, without any jump at the junction between two frames, indicates a consistent calibration." ] }, { "cell_type": "code", "execution_count": 48, "id": "b221252d-6d79-4ba4-b81b-864a14d520b3", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:59.339614Z", "iopub.status.busy": "2026-09-15T08:11:59.339518Z", "iopub.status.idle": "2026-09-15T08:11:59.466052Z", "shell.execute_reply": "2026-09-15T08:11:59.465207Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(12,8))\n", "ax.set_title(\"Peak profile as function of the angle\")\n", "ax.set_ylabel(\"FWHM of peaks (in degrees)\")\n", "ax.set_xlabel(res.unit.label)\n", "resolution = (res_full.radial[1]-res_full.radial[0])\n", "peaks = find_peaks(res_full.intensity, width=(2,30), distance=40, prominence=5e8)\n", "ax.plot(res_full.radial[peaks[0]], (res_full.radial[1]-res_full.radial[0])*peaks[1][\"widths\"], \".\", label=\"FWHM\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "md-conclusion", "metadata": {}, "source": [ "## Conclusion\n", "\n", "The geometry of the nine frames of this scan is described by a single model with 8 parameters, where an independent calibration of every image would have required 54 of them. All the frames contribute to the same fit, and the model provides the geometry at any position of the arm, including positions which have never been measured. The final cost function, $4.5\\cdot10^{-9}\\,rad^2$, corresponds to a root-mean-square deviation of $6.7\\cdot10^{-5}\\,rad$, i.e. 0.0038° in $2\\theta$: well below the 0.006° subtended by one pixel at this distance.\n", "\n", "### Is the eccentricity of the sample relevant here?\n", "\n", "**Not really.** The refined eccentricity, `e` = -0.53 mm, has to be compared with the sample-detector distance, `D` = 679.6 mm: $|e|/D \\approx 8\\cdot10^{-4}$. In other words, the sample sits on the rotation axis of the goniometer to better than a millimetre, and the modulation of the geometry it induces is three orders of magnitude smaller than the distance itself. The goniometer of ID22 is mechanically very well aligned.\n", "\n", "The refinement itself shows the same thing: the phase `omega` of the eccentricity wanders from $10^{-5}$ to $-1.56$ and then $-1.78\\,rad$ from one refinement to the next, while the cost function only changes marginally. When `e` tends towards zero, the direction of the offset becomes undefined — the pair (`e`, `omega`) is nearly degenerate, and the data constrain it only weakly. The value of `omega` printed above should therefore not be over-interpreted.\n", "\n", "This does not mean that the term should be dropped altogether: 0.53 mm still amounts to 7 pixels of the detector, and the associated modulation of `dist` and `poni1` cannot be entirely absorbed by the other parameters. It does mean, however, that the quality of this calibration is governed by the other terms — the distance, the position of the PONI and the encoder offset ($\\delta$ = -0.058°) — and that a setup with a coarser centring of the sample, or a shorter sample-detector distance, would benefit far more from this eccentric model.\n", "\n", "The remaining parameters are physically sound as well: the refined wavelength lies within $4\\cdot10^{-4}$ of its nominal value, and the misalignment between the detector and the axis of the goniometer, `rot2` = $-1.1\\cdot10^{-4}\\,rad$ = -0.006°, is at the limit of what can be measured.\n", "\n", "The calibration is stored in `id22.json`; it can be re-loaded with `Goniometer.sload(\"id22.json\")` to process any dataset acquired with the same setup, be it another calibrant or the sample of interest." ] }, { "cell_type": "code", "execution_count": 49, "id": "a445edc2-d574-437b-ae2e-2ff93ccb14a5", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:11:59.467617Z", "iopub.status.busy": "2026-09-15T08:11:59.467521Z", "iopub.status.idle": "2026-09-15T08:11:59.470238Z", "shell.execute_reply": "2026-09-15T08:11:59.469619Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "execution time: 121.908s\n" ] } ], "source": [ "print(f\"execution time: {time.perf_counter()-start_time:.3f}s\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 5 }