{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Azimuthal averaging in log-scaled bins\n",
    "\n",
    "PyFAI has been optimized for histogramming data on uniform bins. \n",
    "Neverthless one can perform this histogramming in a different space. \n",
    "This cookbook explains how to choose the proper radial unit and subsequently\n",
    "define a new unit to perform this integration\n",
    "\n",
    "First of all we will generate an image with some realistic noise and integrate it. \n",
    "Then we will observe the effects of the output space and finally we will create our own output space.\n",
    "\n",
    "## Guinier-like scatterer image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "#use `widget` for better user interaction within the Jupyter-Lab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.pyplot import subplots\n",
    "import numpy\n",
    "import time\n",
    "import inspect\n",
    "start_time = time.perf_counter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jerome/.venv/py311/lib/python3.11/site-packages/pyopencl/cache.py:495: CompilerWarning: Non-empty compiler output encountered. Set the environment variable PYOPENCL_COMPILER_OUTPUT=1 to see more.\n",
      "  _create_built_program_from_source_cached(\n",
      "/home/jerome/.venv/py311/lib/python3.11/site-packages/pyopencl/cache.py:499: CompilerWarning: Non-empty compiler output encountered. Set the environment variable PYOPENCL_COMPILER_OUTPUT=1 to see more.\n",
      "  prg.build(options_bytes, devices)\n"
     ]
    }
   ],
   "source": [
    "import pyFAI, pyFAI.azimuthalIntegrator\n",
    "from pyFAI.gui import jupyter\n",
    "det = pyFAI.detector_factory(\"Pilatus100k\")\n",
    "ai = pyFAI.azimuthalIntegrator.AzimuthalIntegrator(dist=1, detector=det)\n",
    "ai.wavelength=1e-10\n",
    "q = ai.array_from_unit(unit=\"q_nm^-1\")\n",
    "method=(\"full\", \"histogram\", \"cython\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Guinier-like scatterer\n",
    "I = 1e6*numpy.exp(-q**2/2)\n",
    "#Add some noise to make it look real\n",
    "Y = numpy.random.poisson(I)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(2,1, figsize=(15,8))\n",
    "jupyter.display(I, ax=ax[0], label=\"Synthetic\")\n",
    "jupyter.display(Y, ax=ax[1], label=\"Poissonian \")\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(figsize=(10,8))\n",
    "jupyter.plot1d(ai.integrate1d(I, 500), ax=ax, label=\"Synthetic\")\n",
    "ax.plot(*ai.integrate1d(Y, 500), label=\"Poissonian\")\n",
    "ax.legend()\n",
    "ax.semilogy()\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Selection of the log-space rebinning\n",
    "\n",
    "In this section we see how to switch to log-scale at the integration level (and revert back to q_nm^-1 for plotting).\n",
    "\n",
    "PyFAI does not like negative radial units. Hence log(q) has to be prohibited. I would recommend the $arcsinh$ functions which is a well behaved function from R -> R with a slope at the origin of 1 and a log-scale behaviour."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_364034/1556268601.py:4: RuntimeWarning: invalid value encountered in log1p\n",
      "  ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = numpy.linspace(-10, 10, 1000)\n",
    "fig, ax = subplots(figsize=(10,8))\n",
    "ax.plot(x, numpy.arcsinh(x), label=\"arcsinh\")\n",
    "ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n",
    "ax.legend()\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.geometry.core:No fast path for space: log(1+q.nm)\n",
      "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.nm)\n",
      "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.A)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(figsize=(10,8))\n",
    "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n",
    "ax.semilogy()\n",
    "x,y = ai.integrate1d(Y, 500, unit=\"log(1+q.nm)_None\", method=method)\n",
    "ax.plot(numpy.exp(x)-1,y*2, label=\"log(1+q.nm)_None\")\n",
    "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n",
    "ax.plot(numpy.sinh(x), y*4, label=\"arcsinh(q.nm)_None\")\n",
    "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n",
    "ax.plot(numpy.sinh(x)*10, y*8, label=\"arcsinh(q.A)_None\")\n",
    "ax.legend()\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Going to log-scale helps to reduce the noise at high $q$ as on can see in the log(1+q.nm) or arcsinh(q.nm). \n",
    "The maximum value for $q$ is only 0.56${A}$, so after taking the log scale this remain in the linear part of the curve.\n",
    "On the opposite, one would like to histogram on bins with larger numerical values. This is what we will see now. \n",
    "\n",
    "## Creation of a new radial unit\n",
    "\n",
    "Let's create the $arcsinh(q.µm)$ unit. \n",
    "$q$ in inverse micrometer has numerical values 1000 times larger than in inverse nanometer, and should emphathize the curvature.\n",
    "\n",
    "There are two way to define a new unit:\n",
    "* with a python function implementing the formula, using numpy \n",
    "* with a mathematical formula as a string, using numexpr (which provides parallel execution for array initialization)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A function implementing the formula:\n",
      " def eq_q(x, y, z, wavelength):\n",
      "    \"\"\"Calculates the modulus of the scattering vector\n",
      "\n",
      "    :param x: horizontal position, towards the center of the ring, from sample position\n",
      "    :param y: vertical position, to the roof, from sample position\n",
      "    :param z: distance from sample along the beam\n",
      "    :param wavelength: in meter\n",
      "    \"\"\"\n",
      "    return 4.0e-9 * numpy.pi * numpy.sin(eq_2th(x, y, z) / 2.0) / wavelength\n",
      "\n",
      "Mathematical formula: 4.0e-9*π/λ*sin(arctan2(sqrt(x * x + y * y), z)/2.0)\n"
     ]
    }
   ],
   "source": [
    "from pyFAI.units import eq_q, formula_q, register_radial_unit\n",
    "\n",
    "register_radial_unit(\"arcsinh(q.µm)_Numpy\",\n",
    "                     scale=1.0,\n",
    "                     label=r\"arcsinh($q$.µm)\",\n",
    "                     equation=lambda x, y, z, wavelength: numpy.arcsinh(1000*eq_q(x, y, z, wavelength)))\n",
    "\n",
    "\n",
    "print(\"A function implementing the formula:\\n\",inspect.getsource(eq_q))\n",
    "      \n",
    "print(f\"Mathematical formula: {formula_q}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Litteral formula can also be provided:\n",
    "\n",
    "register_radial_unit(\"arcsinh(q.µm)_Numexpr\",\n",
    "                     scale=1.0,\n",
    "                     label=r\"arcsinh($q$.µm)\",\n",
    "                     formula=\"arcsinh(4.0e-6*π/λ*sin(arctan2(sqrt(x**2 + y**2), z)/2.0))\")\n",
    "\n",
    "# This uses numexpr which is multithreaded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.µm)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(figsize=(10,8))\n",
    "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n",
    "ax.semilogy()\n",
    "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n",
    "ax.plot(numpy.sinh(x), y, label=\"arcsinh(q.nm)_None\")\n",
    "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n",
    "ax.plot(numpy.sinh(x)*10, y, label=\"arcsinh(q.A)_Numpy\")\n",
    "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numpy\", method=method)\n",
    "ax.plot(numpy.sinh(x)/1000, y, \".\", label=\"arcsinh(q.µm)_None1\")\n",
    "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numexpr\", method=method)\n",
    "ax.plot(numpy.sinh(x)/1000, y, \".\", label=\"arcsinh(q.µm)_Numexpr\")\n",
    "\n",
    "ax.legend()\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi8AAAGiCAYAAAAvEibfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA6sElEQVR4nO3de3hU5b33/88kIRNOSQwxCYGEcAwikNRAxoitIiMxWqyi3W5rbQot1hqVGrSF7qdafs/uQ1sUIzIVd7uRnqXagm3xEAwnQQ4SDQqYQCBAOCQQkIQEmCQz6/dHZDQGhIHJrJnJ+3Vdc13OmjWzvrNA5+Na931/LYZhGAIAAAgSYWYXAAAA4A3CCwAACCqEFwAAEFQILwAAIKgQXgAAQFAhvAAAgKBCeAEAAEGF8AIAAIIK4QUAAAQVwgsAAAgqhBcAABBUAjK83Hnnnbriiit09913m10KAAAIMAEZXqZPn64//OEPZpcBAAACUITZBZzLjTfeqNWrV1/Se91utw4dOqTevXvLYrH4tjAAANApDMPQyZMnlZycrLCwC1xbMXxszZo1xte//nWjb9++hiRj6dKlHfZZsGCBMWDAAMNqtRrZ2dnGpk2bOuyzatUq46677vL6+NXV1YYkHjx48ODBg0cQPqqrqy/4W+/zKy9NTU3KyMjQ1KlTNXny5A6vL1myRIWFhVq4cKFsNpuKioqUm5uriooKJSQkeH08p9Mpp9PpeW4YhiSpurpa0dHRl/5FAACA3zQ0NCglJUW9e/e+4L4+Dy95eXnKy8s77+vz5s3TtGnTNGXKFEnSwoULtXz5ci1atEgzZ870+nhz5szR7NmzO2yPjo4mvAAAEGQuZsiHXwfsNjc3q7S0VHa7/bMCwsJkt9u1YcOGS/rMWbNmqb6+3vOorq72VbkAACAA+XXAbl1dnVwulxITE9ttT0xMVHl5uee53W7X1q1b1dTUpP79++uVV15RTk7OOT/TarXKarXK4XDI4XDI5XJ16ncAAADmCsjZRm+//bbX7ykoKFBBQYEaGhoUExPTCVUBAIBA4NfbRvHx8QoPD1dtbW277bW1tUpKSvJnKQAAIEj5NbxERkYqKytLJSUlnm1ut1slJSXnvS10sRwOh0aMGKGxY8debpkAACCA+fy2UWNjoyorKz3Pq6qqVFZWpri4OKWmpqqwsFD5+fkaM2aMsrOzVVRUpKamJs/so0vFbSMAALoGn4eXLVu2aPz48Z7nhYWFkqT8/HwtXrxY99xzj44ePaonn3xSNTU1yszM1JtvvtlhEC8AAMC5WIyzq7qFiLNXXurr61nnBQCAIOHN73dANma8FIx5AQCga+DKCwAAMF2XvPICAAC6BsILAAAIKiETXhjzAgBA5zp44rR+8uqHev2jw6bWwZgXAADwpY6edMqxqlJ/2bRfzS63BsX31NuFNygs7MIdoC+WN7/fAdnbCAAAmK/+VIteXLtbL63fq9MtbY2Pcwb10RO3pPs0uHiL8AIAANppcrbqpfVVenHtHp080ypJykyJ1RO56Ro3JN7k6kIovDgcDjkcDrlcLrNLAQAgKJ1pcenPm/brN6sqdaypWZI0PKm3ZkxMl/2qBFks5l1t+TzGvAAA0MW1uNx6tfSA5pfs0uH6M5KktD499NjNwzRpdLJfbhEx5gUAAFyQ223oXx8e0rMrdmrvsVOSpL4xUZo+YajuyuqvbuGBOSmZ8AIAQBdjGIbe/viInimuUHnNSUlSn56RKhg/RN+ypSqqW7jJFX45wgsAAF3I+so6/fqtCm2tPiFJ6h0VoQdvGKzvXpemntbgiAXBUSUAALgspfs+0dNvVWjDnmOSpO7dwjX1+jQ98NXBiunRzeTqvBMy4YXZRgAAdLTjUIOeKa5QSfkRSVJkeJi+ZUtVwfghurK31eTqLg2zjQAACEF7jjZq3oqd+veHbUv5h4dZdPc1/fWofaj6xXY3ubqOmG0EAEAXdeCTU5pfskt/f/+gXO626xOTMpL1mH2oBl3Zy+TqfIPwAgBACPhi/yFJsl+VoMKb0zUiObTuRBBeAAAIYufqP3Td4D56PDdd16ReYXJ1nYPwAgBAEAr0/kOdifACAEAQOV//occnpmtCAPUf6kwhE16YKg0ACGWB0H8oUDBVGgCAAHau/kPJMVF6NMD7D3mLqdIAAAQ5wzC0Yket5q3Y6ek/FN8rUg/dGBz9hzoT4QUAgABiGIbWVx7T3OLg7j/UmTgDAAAEiFDqP9SZCC8AAJjsXP2H7rs2VQ/dGLz9hzoT4QUAAJPsPtqoZ7/Qf+ibWf31yITA7D8UKAgvAAD42dn+Q6+WHtCn7YdCrv9QZyK8AADgJ0dOntFvVu3uEv2HOhPhBQCATnbiVLNeXLtHi7tQ/6HOFDLhhRV2AQCBptHZqpfWVel/3ul6/Yc6EyvsAgDgY2daXPrTxn16YfXuLtt/yFussAsAgAnO1X9oYHxPPXbzMH19VN8u1X+oMxFeAAC4TGf7D81bsVP7Ptd/aLp9qO66pr8iQqT/UKAgvAAAcInO9h96pninKmrpP+QvhBcAALxkGIbWVdbp6eKdnv5D0VER+gH9h/yCswsAgBdK9x3X3LcqtHHPcUn0HzID4QUAgIuw/VC9nineqZX0HzId4QUAgC+x+2ij5q3YqeX0HwoYhBcAAM7hXP2Hbs9I1mM3D9PA+J7mFtfFEV4AAPicc/cfStSMicN0VV8WPw0EhBcAAET/oWBCeAEAdGme/kNr9+iks63/0FdSY/XExHRdR/+hgBSQ4eXf//63ZsyYIbfbrZ/85Cf6/ve/b3ZJAIAQc7b/0G9W79Zx+g8FlYALL62trSosLNSqVasUExOjrKws3XnnnerTp4/ZpQEAQkCLy61XthzQ8yvpPxSsAi68bN68WVdffbX69esnScrLy1NxcbHuvfdekysDAAQzl9vQv7Ye0rNv038o2Pn8T2rt2rWaNGmSkpOTZbFYtGzZsg77OBwOpaWlKSoqSjabTZs3b/a8dujQIU9wkaR+/frp4MGDvi4TANBFGIaht7bX6Nbn3tGPlpRp37FTiu8VqacmjdDKx2/UPWNTCS5BxudXXpqampSRkaGpU6dq8uTJHV5fsmSJCgsLtXDhQtlsNhUVFSk3N1cVFRVKSEjw+nhOp1NOp9PzvKGh4bLqBwCEBk//obcqtPVAvST6D4UKn//J5eXlKS8v77yvz5s3T9OmTdOUKVMkSQsXLtTy5cu1aNEizZw5U8nJye2utBw8eFDZ2dnn/bw5c+Zo9uzZvvsCAICg98X+Qz0iwzVlHP2HQoVfr5M1NzertLRUdrv9swLCwmS327VhwwZJUnZ2trZt26aDBw+qsbFRb7zxhnJzc8/7mbNmzVJ9fb3nUV1d3enfAwAQmLYfqtfUxe/prhc2aOOe44oMD9OUcWla88R4PZE7nOASIvx6zayurk4ul0uJiYntticmJqq8vLytoIgIPfPMMxo/frzcbrd+/OMff+lMI6vVKquVhlgA0JXRf6hrCcgbfrfffrtuv/12r97jcDjkcDjkcrk6qSoAQKA58MkpPff2Lv39ffoPdSV+DS/x8fEKDw9XbW1tu+21tbVKSkq6rM8uKChQQUGBGhoaFBMTc1mfBQAIbEdOnpFjZaX+snm/WlxtqYX+Q12HX8NLZGSksrKyVFJSojvuuEOS5Ha7VVJSoocfftifpQAAgtCJU81auGaPFr9bpTMtbU0Txw3poxkT6T/Ulfg8vDQ2NqqystLzvKqqSmVlZYqLi1NqaqoKCwuVn5+vMWPGKDs7W0VFRWpqavLMPrpU3DYCgNDV6GzVonVV+i39hyDJYhiG4csPXL16tcaPH99he35+vhYvXixJWrBggebOnauamhplZmZq/vz5stlsPjn+2dtG9fX1io7m0iEABDP6D3Ud3vx++zy8mI3wAgDB72z/ofklu1TTQP+hrsCb3++AnG10KbhtBADBj/5DuBhceQEAmK6t/1Ct5q2o0M7aRklSfK9IFYwfonuzUxXVLdzkCtHZuuSVFwBA8KH/EC4FfysAAKbYsret/9Cmqs/6D00dN1DTvjZIMd1Zxh/nFzLhhTEvABActh2s1zPFFVpVcVSSFBkepm9fO0APjR+s+F60e8GFMeYFAOAXlUca9eyKnVr+Ef2H0BFjXgAAAeOL/YcsFmnSaPoP4dIRXgAAnYL+Q+gsIRNeGPMCAIGB/kPobIx5AQD4BP2HcDkY8wIA8Jvz9R96IjddNw2n/xB8j/ACALgkLS63/ralWs+XVNJ/CH5FeAEAeIX+QzAb4QUAcFG+rP/Qt2ypskbQfwj+ETLhhdlGANA56D+EQMNsIwDAedF/CP7CbCMAwGXZfqhezxTv1MryI5La+g/dd22qHrpxiK7sTf8hmIvwAgDw2H20UfNW7NTyD+k/hMBFeAEAdOg/JEm3Z9B/CIGJ8AIAXRj9hxCMCC8A0AXRfwjBLGTCC1OlAeDCGp2temldlf6H/kMIYkyVBoAu4Hz9hx6fmK4JV9F/COZjqjQAQFJb/6FXthzQ/JJd9B9CyCC8AEAIov8QQhnhBQBCiGEYKt5Rq3nFO1VRe1LSZ/2H7s1OVVQ3+g8h+BFeACAE0H8IXQl/mwEgyJXua+s/tHHPZ/2HpoxL0wNfHayYHvQfQughvABAkKL/ELoqwgsABBn6D6GrI7wAQJCg/xDQhvACAAHuyMkz+s2q3frzpn2f6z+UoMKb0zUimcU40fWETHihPQCAUHPiVLNeXLtHi9fv1emWtv+2XTe4jx7Ppf8QujbaAwBAgDlX/6HMlFg9kZuucfQfQoiiPQAABCH6DwEXh/ACACY723/o+ZW7dLi+rf9QWp8eKpyYTv8h4BwILwBgkvP1H3p0wlDdldVf3eg/BJwT4QUA/Ox8/YceunGIvmWj/xBwIYQXAPATT/+h4p3aWn1CktQ7KkIP0n8I8Ar/pgCAH3yx/1D3buGaej39h4BLQXgBgE5E/yHA9wgvANAJztV/6O5r+utRO/2HgMtFeAEAHzrwySnNL9mlV0s/6z80KSNZj9mHatCVvcwtDggRhBcA8IGz/Yf+smm/ml1uSfQfAjpLQIaXO++8U6tXr9aECRP06quvml0OAJwX/YcA/wvI8DJ9+nRNnTpVv//9780uBQDOydN/6J09OnmG/kOAPwVkeLnxxhu1evVqs8sAgA7O9h96YfVuHftc/6EZE9Nlp/8Q4Bderz29du1aTZo0ScnJybJYLFq2bFmHfRwOh9LS0hQVFSWbzabNmzf7olYAME2Ly62/bt6v8U+v1n8v/1jHmpqV1qeHnvvPTL3+6Fd184hEggvgJ15feWlqalJGRoamTp2qyZMnd3h9yZIlKiws1MKFC2Wz2VRUVKTc3FxVVFQoISFBkpSZmanW1tYO7y0uLlZycrJX9TidTjmdTs/zhoYGL78RAJyf223oXx8e0rwVn/Uf6hsTpen0HwJM43V4ycvLU15e3nlfnzdvnqZNm6YpU6ZIkhYuXKjly5dr0aJFmjlzpiSprKzs0qo9hzlz5mj27Nk++zwAkNqW8l+xo1bPfK7/UJ+ekSoYT/8hwGw+HfPS3Nys0tJSzZo1y7MtLCxMdrtdGzZs8OWhPGbNmqXCwkLP84aGBqWkpHTKsQCEPsMwtL7ymOYWV9B/CAhQPv23sK6uTi6XS4mJie22JyYmqry8/KI/x263a+vWrWpqalL//v31yiuvKCcn55z7Wq1WWa0ssQ3g8tF/CAgOAfm/EG+//bbX73E4HHI4HHK5XJ1QEYBQtuNQg54prlDJ5/oPfcuWqoLx9B8CApFPw0t8fLzCw8NVW1vbbnttba2SkpJ8eagOCgoKVFBQoIaGBsXExHTqsQCEht1HG/Xsip36N/2HgKDi0/ASGRmprKwslZSU6I477pAkud1ulZSU6OGHH/bloQDgktF/CAhuXoeXxsZGVVZWep5XVVWprKxMcXFxSk1NVWFhofLz8zVmzBhlZ2erqKhITU1NntlHnYXbRgAuhP5DQGiwGIZhePOG1atXa/z48R225+fna/HixZKkBQsWaO7cuaqpqVFmZqbmz58vm83mk4Iv5Oxto/r6ekVH8x8jAOfuP5QzqI+euIX+Q0Cg8Ob32+vwEugILwDOanK26qX1VXpxLf2HgEDnze93QM42uhTcNgJw1pkWl/68ab9+s6rS038oPbG3Hs+l/xAQCrjyAiBktLjcerX0gOaX7NLh+jOSpLQ+PfTYzcM0aXSywsIILUCg6pJXXgB0XWf7Dz27Yqf20n8ICHmEFwBB62z/oXkrdqq8hv5DQFcRMuGFMS9A17K+sk6/fqt9/6EffG2QpowbSP8hIMQx5gVAUCnd94mefqtCG/Yck9TWf2jKuDT94Gv0HwKCGWNeAISc8/Ufemj8YCX0jjK5OgD+RHgBEND2HG3UPPoPAfgcwguAgHS2/9Df3z8o16cNiOg/BEAKofDCgF0gNBw96ZRjVWW7/kMThieocOIwXZ1Mx3gADNgFECDqT7XoxbW79dLn+g9dOyhOT+QOV9YA+g8BoY4BuwCCxrn6D2WkxOqJiekaN6QPS/kD6IDwAsAU9B8CcKkILwD8iv5DAC5XyIQXBuwCge18/YcenTBUd9N/CIAXGLALoFMZhqG3Pz6iZ4or2vUfemj8EN1H/yEAn2LALoCAQP8hAJ2B/3oA8Lnz9R964GuDFNsj0uTqAAQ7wgsAn6H/EAB/ILwAuGx7jjbq2bd36V9bD0mSwizS3Vn99eiEoep/RQ+TqwMQaggvAC7ZwROnNf/tXXr1/QOe/kNfH91Xj908TIPpPwSgkxBeAHiN/kMAzBQy4YV1XoDOR/8hAIGAdV4AXBD9hwB0NtZ5AeATZ1pc+sum/XJ8of/QjInDdPOIREILAFMQXgB00OJy6++lB/Tc5/oPDejTQ4U3D9PXRycrnP5DAExEeAHgca7+Q0nRUZpup/8QgMBBeAFA/yEAQYXwAnRx6yvrNPetCpXRfwhAkOC/TEAX9f7+tv5D7+7+rP/Qd8el6Qf0HwIQ4AgvQBfz8eG2/kNvf9zWf6hbuEX32QbQfwhA0CC8AF0E/YcAhIqQCS+ssAucG/2HAIQaVtgFQhT9hwAEE1bYBbqw+lMt+p93dmvRui/2H0pX1oA4k6sDgMtHeAFCxKnmVr20fq9eXLNbDWf7D/WP0RO5w+k/BCCkEF6AIOdsdemvm/ZrwapK1TV+1n+ocOIwTaT/EIAQRHgBglSry61/fHBQz729SwdPnJYkpca19R+alEH/IQChi/ACBBm329Ab22r0zIoK7TnaJElKjLbq0QlD9R9jUug/BCDkEV6AIGEYhtbsPKqniyu07WCDJCm2Rzc9dONgfScnjf5DALoMwgsQBN7be1xz36zQ5r3HJUk9I8P1/a8O0ve/OlC9o7qZXB0A+BfhBQhg2w7W6+niCq2uOCpJiowIU37OAP3wxiGK60n/IQBdE+EFCEC7jzZq3oqdWv7hYUlSeJhF/zEmRY9OGKK+Md1Nrg4AzEV4AQLIF5fyt1ik2zOS9Zh9mNLie5pdHgAEhIALL9XV1br//vt15MgRRURE6Gc/+5m++c1vml0W0KnqGtuW8v/zxs+W8rdflagZE4fpqr60uQCAzwu48BIREaGioiJlZmaqpqZGWVlZuvXWW9WzJ//XidBTf7pFv127R4vWV+lU8+eX8h+urAFXmFwdAASmgAsvffv2Vd++fSVJSUlJio+P1/HjxwkvCCmnm11a/O5eLVyzW/WnWySxlD8AXCyvV7Nau3atJk2apOTkZFksFi1btqzDPg6HQ2lpaYqKipLNZtPmzZsvqbjS0lK5XC6lpKRc0vuBQNPc6tYfNuzV1+au0q/eLFf96RYNTeilF+/P0rKCcbp+aDzBBQAuwOsrL01NTcrIyNDUqVM1efLkDq8vWbJEhYWFWrhwoWw2m4qKipSbm6uKigolJCRIkjIzM9Xa2trhvcXFxUpOTpYkHT9+XN/5znf029/+9kvrcTqdcjqdnucNDQ3efiWg07nchpZ+cFBFb+/UgU/alvJPieuux+zD9I3MfizlDwBesBiGYVzymy0WLV26VHfccYdnm81m09ixY7VgwQJJktvtVkpKih555BHNnDnzoj7X6XTq5ptv1rRp03T//fd/6b4///nPNXv27A7b6+vrFR3NQEeYyzAMvbW9Rk8X71TlkUZJUkJvqx6ZMFT3jElRZARL+QOA1HbxISYm5qJ+v3065qW5uVmlpaWaNWuWZ1tYWJjsdrs2bNhwUZ9hGIa++93v6qabbrpgcJGkWbNmqbCw0PO8oaGB20wwnWEYemdXnZ4urtCHB+olSTHdu+mHNw5Wfk6aukeylD8AXCqfhpe6ujq5XC4lJia2256YmKjy8vKL+oz169dryZIlGj16tGc8zR//+EeNGjXqnPtbrVZZrdbLqhvwpdJ9x/XrNyu0qaptKf8ekeH6/vUD9f2vDVI0S/kDwGULuNlG119/vdxut9fvczgccjgccrlcnVAVcGE7DjXomeIKlZQfkdS2lP/91w7QD28crPheBGwA8BWfhpf4+HiFh4ertra23fba2lolJSX58lAdFBQUqKCgwHPPDPCXqromPbtip/659ZCks0v599cjNw1VcixL+QOAr/k0vERGRiorK0slJSWeQbxut1slJSV6+OGHfXkowHSHTpzW8yt36W9b2pbyl6RJGcl6zD5Ug67sZXJ1ABC6vA4vjY2Nqqys9DyvqqpSWVmZ4uLilJqaqsLCQuXn52vMmDHKzs5WUVGRmpqaNGXKFJ8W/kXcNoK/HGt06jerd+uPG/epubXtFudNwxM0Y+IwXZ3MVT8A6GxeT5VevXq1xo8f32F7fn6+Fi9eLElasGCB5s6dq5qaGmVmZmr+/Pmy2Ww+KfhCvJlqBXij4UyLfvdOlf73nT1q+nQp/+yBcfpxbrrGpMWZXB0ABDdvfr8va52XQER4ga+daXHp9+/u1QtrduvEqbal/Ef1i9ETuen6KiviAoBPmLbOi5m4bQRfa3G59cqWA3quZKdqG9pWcR58ZU89PjFdt4xMIrQAgEm48gJ8gdtt6PVth/VM8U5V1TVJkvrFdtdjNw/TnV9hKX8A6Axd8soLcLnOror767fKte1gW4+sPj0j9chNQ3SvLVXWCFbFBYBAQHgBJH2w/xP9+s0KbdhzTJLUyxqhB742SFOvH6heVv41AYBAEjL/VWbMCy7FrtqTerq4Qm9tb1tYMTIiTN+5doAeGj9EcT0jTa4OAHAujHlBl3TwxGkVrdipv79/QG5DCrNId2f113T7MPVjVVwA8DvGvADn4VlgbsM+NbvaFpi75eokPZ47TEMSeptcHQDgYhBe0CU0Olv1v+9U6bfv7FGjs1WSlDOoj36SN1yZKbHmFgcA8ArhBSHN2erSXzbt14KVlTrW1CypbYG5H9+SruuHsMAcAASjkAkvDNjF57nchpZ+cFDPrtipgydOS5IGxffU47npymOBOQAIagzYRUgxDEMrdtTq6eIK7axtlCQlRUfpR/ahujurvyLCw0yuEABwLgzYRZe0cc8x/erNcn2w/4QkKaZ7NxWMH6zv5KQpqhsLzAFAqCC8IOjtONSgX71ZrjU7j0qSuncL1/euH6hpXxukmO7dTK4OAOBrhBcErQOfnNK84p1aWnZQhiFFhFn0LVuqHr5piBJ6R5ldHgCgk4RMeGHAbtdx4lSzHKsq9ft3P1ur5faMZM2YOEwD+vQ0uToAQGdjwC6CxpkWl15av1e/WV2pk2fa1mq5bnAfzcq7SqP6x5hcHQDgcjBgFyHF5Tb09/cP6NkVO3W4/owkaXhSb83MG64bhl3JtGcA6GIILwhYhmFoVcUR/eqNClXUnpQk9YvtrhkTh+mOzH4KCyO0AEBXRHhBQCqrPqE5r3+sTVXHJbVNe354/BDdnzOAac8A0MURXhBQ9tY1ae5bFVr+0WFJUmREmKaMS9NDNwxRTA+mPQMACC8IEEdPOvX8yl36y6b9anUbsliku67pr8duHqZ+sd3NLg8AEEAILzDV6WaXfvfOHi1cs1tNzW3T3MenX6mf5A3X8CRmiwEAOgqZ8MI6L8HF/WnjxLlvVaimoW0GUUb/GP0kb7iuGxxvcnUAgEDGOi/wu417jum/l+/QtoMNktpmEP34lnRNGp3MDCIA6KJY5wUBac/RRs15o1wrdtRKknpbI/TQ+CGaMo7GiQCAi0d4Qaf7pKlZz5Xs0p827lOr21B4mEXfyk7Vj+xD1aeX1ezyAABBhvCCTuNsdekP7+7T8yt3qeHT5fxvGp6gn946XEMSeptcHQAgWBFe4HOGYejNbTWa80a59h8/JUm6qm+0/s9tV2ncEAbjAgAuD+EFPvXx4Qb9/J/bPSvjJvS26vGJ6borq7/CGYwLAPABwgt84nhTs+atqNBfNu2X25CsEWH6wQ2D9YOvDVJPK3/NAAC+w68KLkury60/bdynZ9/epfrTLZKk20b31U9vvYqVcQEAnYLwgku2vrJOs/+1XTtrGyW1jWt5atIIXTuoj8mVAQBCWciEF1bY9Z/q46f038t36K3tbeu1xPbopscnpuve7FTGtQAAOh0r7OKinW526TerK/Xi2j1qbnUrPMyib9tS9djNwxTbI9Ls8gAAQYwVduFzJR/X6ql/bteBT05Lkq4b3EdPTbpa6Ums1wIA8C/CC77UwROnNfuf21X86ZL+yTFR+tnXR+iWkUmyWLhFBADwP8ILzqnF5db/rqvSc2/v0ukWlyLCLPre9QP16IShTH0GAJiKXyF0sGnPMf3stW2eWUTZaXH6v3eM5BYRACAgEF7gcbypWb9Y/rH+/v4BSVJcz0j99NardNc1/bhFBAAIGIQXyDAM/XPrIf1//9qhY03Nslike7NT9ePcdGYRAQACDuGliztcf1r/Z+k2lZQfkSSlJ/bWnLtG6ZrUK0yuDACAcyO8dFFut6G/bN6vX75RrkZnq7qFW/TITUP14A2DFRkRZnZ5AACcF+GlC6qqa9JP/v6hNn/a+fkrqbH61V2jNSyRAbkAgMBHeOlCDMPQnzbu0/97vVynW1zq3i1cP74lXd/JSWNZfwBA0Ai48HLixAnZ7Xa1traqtbVV06dP17Rp08wuK+gdrj+tH7/6od7ZVSepbYXcX901WilxPUyuDAAA7wRceOndu7fWrl2rHj16qKmpSSNHjtTkyZPVpw+dii+FYRhaVnZQT762XSfPtMoaEaZZecP1nZw0hXG1BQAQhAIuvISHh6tHj7arAU6nU4ZhKMR6R/pN/akWzVr6oV7/qEaSlJESq3n/kaHBV/YyuTIAAC6d19NK1q5dq0mTJik5OVkWi0XLli3rsI/D4VBaWpqioqJks9m0efNmr45x4sQJZWRkqH///nriiScUHx/vbZldXum+47p1/jt6/aMaRYRZNOPmYfr7gzkEFwBA0PP6yktTU5MyMjI0depUTZ48ucPrS5YsUWFhoRYuXCibzaaioiLl5uaqoqJCCQkJkqTMzEy1trZ2eG9xcbGSk5MVGxurrVu3qra2VpMnT9bdd9+txMTEc9bjdDrldDo9zxsaGrz9SiHF7Tb0wprdmrdip1xuQwP69NDz935Fo/vHml0aAAA+YTEu456MxWLR0qVLdccdd3i22Ww2jR07VgsWLJAkud1upaSk6JFHHtHMmTO9PsZDDz2km266SXffffc5X//5z3+u2bNnd9heX1+v6Ohor48XzI6cPKPCJVu1rrJtUO7tGcn6xZ0j1Tuqm8mVAQDw5RoaGhQTE3NRv98+XY2sublZpaWlstvtnx0gLEx2u10bNmy4qM+ora3VyZMnJbUFkLVr1yo9Pf28+8+aNUv19fWeR3V19eV9iSD17u463frcO1pXWaeobmH69V2j9dx/ZhJcAAAhx6cDduvq6uRyuTrc4klMTFR5eflFfca+ffv0wAMPeAbqPvLIIxo1atR597darbJarZdVdzAzDEP/u65Kc94ol8ttKD2xtxz3fUVDElhwDgAQmgJutlF2drbKysq8fp/D4ZDD4ZDL5fJ9UQHqdLNLM//xoV4rOyRJmnxNP/2/O0cpqlu4yZUBANB5fBpe4uPjFR4ertra2nbba2trlZSU5MtDdVBQUKCCggLPPbNQV338lH7wx1LtONyg8DCLfnbbVcq/Lk0WC2u3AABCm0/HvERGRiorK0slJSWebW63WyUlJcrJyfHlobq0LXuP6/YF67TjcIP69IzUn79v03fHDSS4AAC6BK+vvDQ2NqqystLzvKqqSmVlZYqLi1NqaqoKCwuVn5+vMWPGKDs7W0VFRWpqatKUKVN8WvgXdZXbRv/aekgzXtmq5la3RvWL0Yv3Zyk5trvZZQEA4DdeT5VevXq1xo8f32F7fn6+Fi9eLElasGCB5s6dq5qaGmVmZmr+/Pmy2Ww+KfhCvJlqFUwMw9BvVu/W3LcqJEk3j0jUc/+ZqR6RATdsCQAAr3nz+31Z67wEolAML263oSf/uU1/2rhfkjR13ED9121X0QkaABAyvPn9Dpn/bQ/V20YtLrcef2WrXis7JItFeurrI/TdcQPNLgsAANNw5SWAnWlx6eG/fKC3P65VRJhF8+7J1O0ZyWaXBQCAz3XJKy+h5lRzq6b9YYvWVx6TNSJML3z7Gt00/Nz9nQAA6EoILwHoTItLD/yhVOsrj6lnZLh+lz9WOYP7mF0WAAABwafrvJjJ4XBoxIgRGjt2rNmlXJbmVrcK/vy+1lXWqUdkuP7wPRvBBQCAz2HMSwBpdbk1/eUyLf/osKwRYVo8JZvgAgDoEkzrKo1LZxiGZv7jIy3/6LC6hVv04v1ZBBcAAM6B8BIgnivZpVdLDyg8zKLn771GN6YnmF0SAAABifASAP7x/gEVvb1LkvR/vzFSt4zs3CaWAAAEs5AJL8E6YHfTnmP6yd8/lCQ9eMNgfcuWanJFAAAENgbsmqi24Yxum/+O6hqbdduovnr+3q8ojCX/AQBdEAN2g0CLq21KdF1js4Yn9dbT38wguAAAcBEILyaZ83q5tuz7RL2jIrTw21nqHhludkkAAAQFwosJirfXaNH6KknSM9/MUFp8T5MrAgAgeBBe/OxYo1M/XfqRJOmBrw3SxKuZWQQAgDdCJrwEw2wjwzD0X0u3qa6xWemJvTVj4jCzSwIAIOgw28iPln5wQI8t2aqIMIuWFYzTyH4xZpcEAEBAYLZRAKprdOqp17ZLkh6dMJTgAgDAJSK8+Mkv3yhXw5lWjegbrYduHGx2OQAABC3Cix9s2Xtcr5YekCT9950jFRHOaQcA4FLxK9rJ3G5DT/2z7XbRf45N0TWpV5hcEQAAwY3w0sn+9eEhbT/UoN7WCP34luFmlwMAQNALmfASiFOlna0uzX2rQpL04I2DFdcz0uSKAAAIfiETXgoKCrRjxw699957Zpfi8ZdN+3Xgk9NK6G3V1HEDzS4HAICQEDLhJdA4W11auGa3JGm6fSi9iwAA8BHCSydZ9sFB1TY4lRht1d1Z/c0uBwCAkEF46QQut6GFa/ZIkr5//SBZI7jqAgCArxBeOkHx9hpV1TUppns33WtLNbscAABCCuGlE/xx4z5J0revTVUva4TJ1QAAEFoILz6252ij3t19TGEW6Vu2AWaXAwBAyCG8+NhfN++XJN2YnqB+sd1NrgYAgNBDePGhMy0uvfJpD6P7GOsCAECnCJnwEggr7K4sP6ITp1rUNyZKN6YnmFYHAAChLGTCSyCssLv8o8OSpNszkhUeZjGtDgAAQlnIhBeznWpu1cqPj0iSbhvd1+RqAAAIXYQXH1lVflSnW1xKieuuUf1izC4HAICQRXjxkdc/vWV066i+sli4ZQQAQGchvPjAmRaXSsprJUlfH5VscjUAAIQ2wosPbNn7ic60uJUUHaWR/aLNLgcAgJBGePGBdZV1kqRxQ+K5ZQQAQCcjvPjA+k/Dy/VD+5hcCQAAoY/wcpk+aWrWtkP1kqRxg+NNrgYAgNBHeLlMG/Yck2FIwxJ7KSE6yuxyAAAIeYSXy/T58S4AAKDzBWx4OXXqlAYMGKDHH3/c7FK+1MbdxyRxywgAAH8J2PDyi1/8Qtdee63ZZXypE6eataeuSZI0Ju0Kk6sBAKBrCMjwsmvXLpWXlysvL8/sUr5UWfUJSVJanx6K7RFpbjEAAHQRXoeXtWvXatKkSUpOTpbFYtGyZcs67ONwOJSWlqaoqCjZbDZt3rzZq2M8/vjjmjNnjrel+d3Z8JKZEmtqHQAAdCVeh5empiZlZGTI4XCc8/UlS5aosLBQTz31lN5//31lZGQoNzdXR44c8eyTmZmpkSNHdngcOnRIr732moYNG6Zhw4Zd+rfyk62EFwAA/C7C2zfk5eV96e2cefPmadq0aZoyZYokaeHChVq+fLkWLVqkmTNnSpLKysrO+/6NGzfq5Zdf1iuvvKLGxka1tLQoOjpaTz755Dn3dzqdcjqdnucNDQ3efqVL9vHhk5KkkXSRBgDAb3w65qW5uVmlpaWy2+2fHSAsTHa7XRs2bLioz5gzZ46qq6u1d+9ePf3005o2bdp5g8vZ/WNiYjyPlJSUy/4eF+PEqWbVNJyRJKUn9fbLMQEAgI/DS11dnVwulxITE9ttT0xMVE1NjS8P5TFr1izV19d7HtXV1Z1ynC8qr2m76tL/iu7qHdXNL8cEAACXcNvIn7773e9ecB+r1Sqr1SqHwyGHwyGXy9X5hUkqP9x2e2o4V10AAPArn155iY+PV3h4uGpra9ttr62tVVJSki8P1UFBQYF27Nih9957r1OPc1ZFbduVl+FJ0X45HgAAaOPT8BIZGamsrCyVlJR4trndbpWUlCgnJ8eXhzLd7qNti9MNSehlciUAAHQtXt82amxsVGVlped5VVWVysrKFBcXp9TUVBUWFio/P19jxoxRdna2ioqK1NTU5Jl91Fn8fdto76cr66bF9/TL8QAAQBuLYRiGN29YvXq1xo8f32F7fn6+Fi9eLElasGCB5s6dq5qaGmVmZmr+/Pmy2Ww+KfhCGhoaFBMTo/r6ekVHd84tnVPNrRrx5FuSpK1PTlRMDwbsAgBwObz5/fY6vAQ6f4SXjw83KO+5dxTbo5vKnpzYKccAAKAr8eb3OyB7GwW6fcc+vWXUh1tGAAD4W8iEF4fDoREjRmjs2LGdfqyqulOS2hoyAgAA/wqZ8OLPqdLVn7SFl9Q4wgsAAP4WMuHFn2rq29oC9I3tbnIlAAB0PSETXvx52+hseEmKjur0YwEAgPZCJrz487ZR7acNGRMJLwAA+F3IhBd/cba6dKypWZKUFEN4AQDA3wgvXjrS4JQkRUaE6QoWpwMAwO8IL16qafhsvIvFYjG5GgAAup6QCS/+GrDLYF0AAMwVMuHFXwN2PYN1Ge8CAIApQia8+MvxTwfr9ukZaXIlAAB0TYQXL5043SJJimWwLgAApiC8eKn+1KfhpTvhBQAAMxBevHTidNtto9ge3DYCAMAMIRNe/DXb6MSnV15iuG0EAIApQia8+Gu20QluGwEAYKqQCS/+Uu8ZsMttIwAAzEB48UKLy61GZ6skrrwAAGAWwosXzl51kaRowgsAAKYgvHjh7HiX6KgIhYfR1wgAADMQXrxQ/+k0aWYaAQBgnpAJL/6YKu0ZrNudwboAAJglZMKLP6ZKe9Z4YbwLAACmCZnw4g+nml2SpB6R4SZXAgBA10V48YKz1S1JiupGeAEAwCyEFy84W9uuvFgjOG0AAJiFX2EvnGlpu/Ji7cZpAwDALPwKe+HslZeoCG4bAQBgFsKLF5xceQEAwHT8CnvhszEvXHkBAMAshBcvnL3yEsWVFwAATBMyv8L+WGH37FRprrwAAGCekAkv/lhh90wLU6UBADAbv8JeYJE6AADMR3jxAovUAQBgPn6FvcAidQAAmI9fYS+wSB0AAOYjvHjBM9uIKy8AAJiGX2EveFbY5coLAACmIbx44czZ20ZceQEAwDT8CnuBKy8AAJiP8HKRDMNgqjQAAAGAX+GL1OIy5Dba/tnKInUAAJiG8HKRzl51kbjyAgCAmSLMLuBc0tLSFB0drbCwMF1xxRVatWqV2SV5pklLhBcAAMwUkOFFkt5991316tXL7DI8Pt+U0WKxmFwNAABdF5cQLpJngTquugAAYCqvf4nXrl2rSZMmKTk5WRaLRcuWLeuwj8PhUFpamqKiomSz2bR582avjmGxWHTDDTdo7Nix+vOf/+xtiZ3i7DRpOkoDAGAur28bNTU1KSMjQ1OnTtXkyZM7vL5kyRIVFhZq4cKFstlsKioqUm5urioqKpSQkCBJyszMVGtra4f3FhcXKzk5WevWrVO/fv10+PBh2e12jRo1SqNHjz5nPU6nU06n0/O8oaHB2690Uc4uUEdrAAAAzOV1eMnLy1NeXt55X583b56mTZumKVOmSJIWLlyo5cuXa9GiRZo5c6Ykqays7EuP0a9fP0lS3759deutt+r9998/b3iZM2eOZs+e7e3X8BoL1AEAEBh8ehmhublZpaWlstvtnx0gLEx2u10bNmy4qM9oamrSyZMnJUmNjY1auXKlrr766vPuP2vWLNXX13se1dXVl/clzsNJawAAAAKCT2cb1dXVyeVyKTExsd32xMRElZeXX9Rn1NbW6s4775QkuVwuTZs2TWPHjj3v/larVVarVQ6HQw6HQy6X67z7Xo6UuB565KYhiu9l7ZTPBwAAFyfgpkoPGjRIW7du9fp9BQUFKigoUENDg2JiYnxe1+Are2nGxHSffy4AAPCOT++BxMfHKzw8XLW1te2219bWKikpyZeHAgAAXZRPw0tkZKSysrJUUlLi2eZ2u1VSUqKcnBxfHqoDh8OhESNGfOktJgAAEPy8vm3U2NioyspKz/OqqiqVlZUpLi5OqampKiwsVH5+vsaMGaPs7GwVFRWpqanJM/uos3T2bSMAABAYvA4vW7Zs0fjx4z3PCwsLJUn5+flavHix7rnnHh09elRPPvmkampqlJmZqTfffLPDIF4AAIBLYTEMwzC7CF86e+Wlvr5e0dHRZpcDAAAugje/3yGzaAljXgAA6Bq48gIAAEzXJa+8AACAroHwAgAAgkrIhBfGvAAA0DUw5gUAAJiOMS8AACBkEV4AAEBQCbiu0pfK4XDI4XCotbVVUtvlJwAAEBzO/m5fzGiWkBvzcuDAAaWkpJhdBgAAuATV1dXq37//l+4TcuHF7Xbr0KFD6t27tywWi08/u6GhQSkpKaqurmYwcCfiPPsH59l/ONf+wXn2n84414Zh6OTJk0pOTlZY2JePagmZ20ZnhYWFXTCxXa7o6Gj+xfADzrN/cJ79h3PtH5xn//H1uY6Jibmo/RiwCwAAggrhBQAABBXCixesVqueeuopWa1Ws0sJaZxn/+A8+w/n2j84z/5j9rkOuQG7AAAgtHHlBQAABBXCCwAACCqEFwAAEFQILwAAIKgQXgAAQFAhvFwkh8OhtLQ0RUVFyWazafPmzWaXFHTWrl2rSZMmKTk5WRaLRcuWLWv3umEYevLJJ9W3b191795ddrtdu3btarfP8ePHdd999yk6OlqxsbH63ve+p8bGRj9+i8A2Z84cjR07Vr1791ZCQoLuuOMOVVRUtNvnzJkzKigoUJ8+fdSrVy/dddddqq2tbbfP/v37ddttt6lHjx5KSEjQE0884Wl6ijYvvPCCRo8e7VlhNCcnR2+88Ybndc5z5/jlL38pi8WiH/3oR55tnGvf+PnPfy6LxdLuMXz4cM/rAXWeDVzQyy+/bERGRhqLFi0ytm/fbkybNs2IjY01amtrzS4tqLz++uvGf/3Xfxn/+Mc/DEnG0qVL273+y1/+0oiJiTGWLVtmbN261bj99tuNgQMHGqdPn/bsc8sttxgZGRnGxo0bjXfeeccYMmSIce+99/r5mwSu3Nxc46WXXjK2bdtmlJWVGbfeequRmppqNDY2evZ58MEHjZSUFKOkpMTYsmWLce211xrXXXed5/XW1lZj5MiRht1uNz744APj9ddfN+Lj441Zs2aZ8ZUC1j//+U9j+fLlxs6dO42Kigrjpz/9qdGtWzdj27ZthmFwnjvD5s2bjbS0NGP06NHG9OnTPds5177x1FNPGVdffbVx+PBhz+Po0aOe1wPpPBNeLkJ2drZRUFDgee5yuYzk5GRjzpw5JlYV3L4YXtxut5GUlGTMnTvXs+3EiROG1Wo1/vrXvxqGYRg7duwwJBnvvfeeZ5833njDsFgsxsGDB/1WezA5cuSIIclYs2aNYRht57Rbt27GK6+84tnn448/NiQZGzZsMAyjLWSGhYUZNTU1nn1eeOEFIzo62nA6nf79AkHmiiuuMH73u99xnjvByZMnjaFDhxorVqwwbrjhBk944Vz7zlNPPWVkZGSc87VAO8/cNrqA5uZmlZaWym63e7aFhYXJbrdrw4YNJlYWWqqqqlRTU9PuPMfExMhms3nO84YNGxQbG6sxY8Z49rHb7QoLC9OmTZv8XnMwqK+vlyTFxcVJkkpLS9XS0tLuPA8fPlypqantzvOoUaOUmJjo2Sc3N1cNDQ3avn27H6sPHi6XSy+//LKampqUk5PDee4EBQUFuu2229qdU4m/0762a9cuJScna9CgQbrvvvu0f/9+SYF3nkOuq7Sv1dXVyeVytfvDkKTExESVl5ebVFXoqampkaRznuezr9XU1CghIaHd6xEREYqLi/Psg8+43W796Ec/0rhx4zRy5EhJbecwMjJSsbGx7fb94nk+15/D2dfwmY8++kg5OTk6c+aMevXqpaVLl2rEiBEqKyvjPPvQyy+/rPfff1/vvfdeh9f4O+07NptNixcvVnp6ug4fPqzZs2frq1/9qrZt2xZw55nwAoSogoICbdu2TevWrTO7lJCVnp6usrIy1dfX69VXX1V+fr7WrFljdlkhpbq6WtOnT9eKFSsUFRVldjkhLS8vz/PPo0ePls1m04ABA/S3v/1N3bt3N7GyjrhtdAHx8fEKDw/vMKK6trZWSUlJJlUVes6eyy87z0lJSTpy5Ei711tbW3X8+HH+LL7g4Ycf1r///W+tWrVK/fv392xPSkpSc3OzTpw40W7/L57nc/05nH0Nn4mMjNSQIUOUlZWlOXPmKCMjQ8899xzn2YdKS0t15MgRXXPNNYqIiFBERITWrFmj+fPnKyIiQomJiZzrThIbG6thw4apsrIy4P5OE14uIDIyUllZWSopKfFsc7vdKikpUU5OjomVhZaBAwcqKSmp3XluaGjQpk2bPOc5JydHJ06cUGlpqWeflStXyu12y2az+b3mQGQYhh5++GEtXbpUK1eu1MCBA9u9npWVpW7durU7zxUVFdq/f3+78/zRRx+1C4orVqxQdHS0RowY4Z8vEqTcbrecTifn2YcmTJigjz76SGVlZZ7HmDFjdN9993n+mXPdORobG7V792717ds38P5O+3T4b4h6+eWXDavVaixevNjYsWOH8cADDxixsbHtRlTjwk6ePGl88MEHxgcffGBIMubNm2d88MEHxr59+wzDaJsqHRsba7z22mvGhx9+aHzjG98451Tpr3zlK8amTZuMdevWGUOHDmWq9Of88Ic/NGJiYozVq1e3m+546tQpzz4PPvigkZqaaqxcudLYsmWLkZOTY+Tk5HhePzvdceLEiUZZWZnx5ptvGldeeSXTSr9g5syZxpo1a4yqqirjww8/NGbOnGlYLBajuLjYMAzOc2f6/Gwjw+Bc+8qMGTOM1atXG1VVVcb69esNu91uxMfHG0eOHDEMI7DOM+HlIj3//PNGamqqERkZaWRnZxsbN240u6Sgs2rVKkNSh0d+fr5hGG3TpX/2s58ZiYmJhtVqNSZMmGBUVFS0+4xjx44Z9957r9GrVy8jOjramDJlinHy5EkTvk1gOtf5lWS89NJLnn1Onz5tPPTQQ8YVV1xh9OjRw7jzzjuNw4cPt/ucvXv3Gnl5eUb37t2N+Ph4Y8aMGUZLS4ufv01gmzp1qjFgwAAjMjLSuPLKK40JEyZ4gothcJ470xfDC+faN+655x6jb9++RmRkpNGvXz/jnnvuMSorKz2vB9J5thiGYfj2Wg4AAEDnYcwLAAAIKoQXAAAQVAgvAAAgqBBeAABAUCG8AACAoEJ4AQAAQYXwAgAAggrhBQAABBXCCwAACCqEFwAAEFQILwAAIKj8/26jCoXaRz+XAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots()\n",
    "ax.plot(numpy.sinh(x)/1000)\n",
    "ax.semilogy()\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Nota:* Expressing q in $µm^{-1}$ heavily distorts the curve in the low $q$ region, causing an oversampling near $q=0$. A factor 10 to 100 would have been better than the 1000 used in this example.\n",
    "\n",
    "## Conclusion\n",
    "\n",
    "We have seen how to perform azimuthal integration with variable bin-size in pyFAI, especially in the context of SAXS where it is desirable to have larger bins at large $q$ values to reduce the noise in this region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total execution time: 4.718 s\n"
     ]
    }
   ],
   "source": [
    "print(f\"Total 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": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
