{ "cells": [ { "cell_type": "markdown", "id": "434a6f57", "metadata": {}, "source": [ "# Spline SPF Injection-Recovery\n", "\n", "This notebook demonstrates **injection-recovery** for a flexible spline scattering phase function (SPF) in GRaTeR-JAX.\n", "\n", "In scattered-light imaging of debris disks, the **scattering phase function** (SPF) encodes how dust grains scatter starlight as a function of the angle between the incident and scattered rays. Recovering the SPF from disk images constrains dust grain properties — size, composition, and porosity — that are otherwise inaccessible.\n", "\n", "GRaTeR-JAX supports a flexible **spline SPF** that can represent arbitrary shapes, unlike the single-parameter Henyey-Greenstein (HG) model. The spline is parameterised by a small number of free knot values, making it tractable for both maximum-likelihood optimisation and Bayesian MCMC posterior inference.\n", "\n", "**Injection-recovery** is a standard validation strategy: we synthesise a disk image using a *known* SPF (here, a HG with $g = 0.3$), then attempt to recover the SPF using the flexible spline model. Agreement between the recovered and injected SPF validates the modelling pipeline and quantifies the recovery fidelity.\n", "\n", "This notebook will:\n", "1. Generate truth images at four disk inclinations (30°, 50°, 70°, 80°).\n", "2. Fit the spline SPF to each truth image with **scipy L-BFGS-B** optimisation.\n", "3. Run **MCMC posterior inference** with `emcee` to quantify uncertainty on the recovered SPF.\n", "4. Summarise the recovery fidelity across inclinations." ] }, { "cell_type": "markdown", "id": "864e85f1", "metadata": {}, "source": [ "## Background\n", "\n", "### Henyey-Greenstein SPF\n", "\n", "The Henyey-Greenstein (HG) phase function is the standard single-parameter model for dust scattering:\n", "\n", "$$f(\\theta) = \\frac{1}{4\\pi}\\frac{1-g^2}{[1+g^2 - 2g\\cos\\theta]^{3/2}}$$\n", "\n", "where $\\theta$ is the scattering angle and $g \\in (-1, 1)$ is the **asymmetry parameter** ($g > 0$ forward-scattering, $g < 0$ backward-scattering, $g = 0$ isotropic). While analytically convenient, the HG model has only one free parameter and cannot reproduce the rich scattering behaviour of real grain populations.\n", "\n", "### Spline SPF\n", "\n", "The spline SPF replaces the analytic HG formula with a **cubic spline** interpolated over $N_k$ free knot values across the probed range of $\\cos\\phi$ (where $\\phi$ is the scattering angle). This gives much greater flexibility:\n", "\n", "- **Knot locations** are evenly distributed across the range of $\\cos\\phi$ probed by the disk geometry, plus a small buffer (`KNOT_BOUND_BUFFER = 0.1` in $\\cos\\phi$ units) beyond the probed range.\n", "- **A fixed knot is always placed at $\\cos\\phi = 0$ (90°)** with value 1. This normalisation means the spline value at 90° is always 1, so the absolute flux scaling (`flux_scaling`) and the SPF amplitude are not degenerate. All SPF comparisons in this notebook are therefore on a *normalised* scale.\n", "- **Free knot values** (the $N_k$ parameters to be optimised) are the spline values at all positions *except* the fixed centre knot.\n", "\n", "### Angular coverage and the inclination limit\n", "\n", "A disk at inclination $i$ probes scattering angles from approximately $90° - i$ to $90° + i$ (forward to backward). Equivalently, the probed range in $\\cos\\phi$ is $(-\\sin i, +\\sin i)$. At low inclinations this window is narrow, and the spline has little angular leverage. The `recommended_num_knots` utility scales $N_k$ with the probed window, with a **minimum of 4** (fewer knots leads to underdetermined systems and local-minimum failures). Below roughly 28°, the error on the SPF is large and the minimization may not converge. At very high inclinations, there is an inherent degeneracy as the SPF is being probed at multiple scattering angles for each line of sight.\n", "\n", "### Injection-recovery as validation\n", "\n", "We synthesise a truth image $I_{\\rm true}$ from a known HG SPF, then attempt to recover it with the spline model. Any discrepancy between the recovered spline and the true HG reveals either (a) degeneracies in the model, (b) fitting failures, or (c) intrinsic limits set by the angular coverage. " ] }, { "cell_type": "markdown", "id": "e2c0c063", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "d1cc02a2", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:57.329465Z", "iopub.status.busy": "2026-04-02T17:03:57.329060Z", "iopub.status.idle": "2026-04-02T17:03:58.319931Z", "shell.execute_reply": "2026-04-02T17:03:58.319449Z" } }, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "import jax\n", "import jax.numpy as jnp\n", "import emcee\n", "\n", "# Enable 64-bit precision for numerical stability in optimization and MCMC\n", "jax.config.update(\"jax_enable_x64\", True)\n", "# Limit JAX memory fraction to leave room for other processes\n", "os.environ[\"XLA_PYTHON_CLIENT_MEM_FRACTION\"] = \"0.5\"\n", "\n", "from grater_jax.disk_model.SLD_ojax import ScatteredLightDisk\n", "from grater_jax.disk_model.SLD_utils import (\n", " DustEllipticalDistribution2PowerLaws,\n", " HenyeyGreenstein_SPF,\n", " InterpolatedUnivariateSpline_SPF,\n", " recommended_num_knots,\n", ")\n", "from grater_jax.disk_model.objective_functions import Parameter_Index\n", "from grater_jax.optimization.optimize_framework import Optimizer" ] }, { "cell_type": "markdown", "id": "836c56c0", "metadata": {}, "source": [ "All constants are collected in one place below. Keeping magic numbers here (rather than scattered through code) makes it easy to re-run the notebook with different configurations." ] }, { "cell_type": "code", "execution_count": 2, "id": "243e151b", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:58.321114Z", "iopub.status.busy": "2026-04-02T17:03:58.320952Z", "iopub.status.idle": "2026-04-02T17:03:58.324065Z", "shell.execute_reply": "2026-04-02T17:03:58.323680Z" } }, "outputs": [], "source": [ "# ── True SPF parameters ───────────────────────────────────────────────────────\n", "G_TRUE = 0.3 # true HG asymmetry parameter\n", "INIT_G = 0.5 # assumed g for initialising spline knots (not a constraint)\n", "\n", "# ── Disk / image setup ────────────────────────────────────────────────────────\n", "NX, NY = 140, 140\n", "FLUX = 1e6\n", "NUM_KNOTS = 6 # requested knot count for full angular range\n", "FIT_ITERS = 2000\n", "\n", "# ── Knot placement ───────────────────────────────────────────────────────────\n", "KNOT_BOUND_BUFFER = 0.1 # cos(φ) buffer beyond probed range for knot boundaries\n", "\n", "# ── Inclinations to test ──────────────────────────────────────────────────────\n", "INCLINATIONS = [30.0, 50.0, 70.0, 80.0]\n", "\n", "# ── MCMC settings ─────────────────────────────────────────────────────────────\n", "NWALKERS = 64\n", "NITER = 2000\n", "BURNS = 200\n", "MCMC_DIR = \"mcmc_backends\"\n", "\n", "# ── Convenience: HG value at 90° (cos φ = 0); used for flux initialisation ───\n", "# The spline SPF is normalised to 1 at 90°, so flux_scaling must absorb\n", "# the HG value at that angle to produce the correct total flux.\n", "# Note that this is \n", "hg_at_90 = float((1.0 / (4.0 * np.pi)) * (1 - G_TRUE**2) / (1 + G_TRUE**2)**1.5)\n", "\n", "# ── Base parameter dictionaries ───────────────────────────────────────────────\n", "BASE_MISC = Parameter_Index.misc_params.copy()\n", "BASE_MISC.update({\n", " \"nx\": NX, \"ny\": NY,\n", " \"distance\": 50.0,\n", " \"pxInArcsec\": 0.01225,\n", " \"halfNbSlices\": 25,\n", " \"flux_scaling\": FLUX,\n", "})\n", "\n", "BASE_DISK = Parameter_Index.disk_params.copy()\n", "BASE_DISK.update({\n", " \"sma\": 46.0, \"alpha_in\": 5.0, \"alpha_out\": -5.0,\n", " \"ksi0\": 1.0, \"gamma\": 2.0, \"beta\": 1.0,\n", " \"e\": 0.0, \"dens_at_r0\": 1.0,\n", " \"position_angle\": 0.0, \"omega\": 0.0,\n", " \"x_center\": NX / 2, \"y_center\": NY / 2,\n", " \"halfNbSlices\": 25,\n", "})\n", "\n", "HG_SPF_PARAMS = HenyeyGreenstein_SPF.params.copy()\n", "HG_SPF_PARAMS[\"g\"] = G_TRUE" ] }, { "cell_type": "code", "execution_count": 3, "id": "002662db", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:58.324946Z", "iopub.status.busy": "2026-04-02T17:03:58.324871Z", "iopub.status.idle": "2026-04-02T17:03:58.327003Z", "shell.execute_reply": "2026-04-02T17:03:58.326791Z" } }, "outputs": [], "source": [ "def hg_normalized(cos_phi, g):\n", " \"\"\"HG SPF normalised to 1 at cos_phi=0 (scattering angle = 90°).\"\"\"\n", " raw = (1.0 / (4.0 * np.pi)) * (1 - g**2) / (1 + g**2 - 2*g*cos_phi)**1.5\n", " norm = (1.0 / (4.0 * np.pi)) * (1 - g**2) / (1 + g**2)**1.5\n", " return raw / norm\n", "\n", "\n", "def probed_cosphi_range(incl_deg):\n", " \"\"\"cos(φ) range probed by a disk at the given inclination: (−sin i, +sin i).\"\"\"\n", " s = np.sin(np.radians(incl_deg))\n", " return -s, s\n", "\n", "\n", "# Dense grid for evaluating SPF curves\n", "cos_grid = np.linspace(-1.0, 1.0, 500)\n", "angles = np.degrees(np.arccos(cos_grid)) # scattering angle in degrees" ] }, { "cell_type": "markdown", "id": "fcf6f1fc", "metadata": {}, "source": [ "## The True SPF and Angular Coverage\n", "\n", "Before fitting anything, it is instructive to visualise (a) the true HG SPF and (b) the range of scattering angles that each disk inclination actually probes. The shaded grey regions below fall *outside* the probed range — the spline has no direct data constraint there, and any apparent agreement is due to extrapolation only." ] }, { "cell_type": "code", "execution_count": 4, "id": "045aa42b", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:58.327860Z", "iopub.status.busy": "2026-04-02T17:03:58.327785Z", "iopub.status.idle": "2026-04-02T17:03:58.452617Z", "shell.execute_reply": "2026-04-02T17:03:58.452147Z" } }, "outputs": [ { "data": { "image/png": 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4fPgwEPferFmzJjVr1jRd2f/rr794/Pix6T32MvXq1TO70l2uXDmcnJxMz1lqXsP490fC5lkAgwYNAjA1t3vdz52Liws3btxIUbPBpKTV+zqhF99vqeXg4GDWZ8za2prKlSubvWc3b96Mu7s7/fv3T7T/63wnlS5d2uy9kStXLkqUKGFWp42NDWp13E8yg8HAgwcPcHBwoESJEkm+f1Nix44daDQa052oeIMGDUJRFH777Tez8le9N4V4FWn+JLKNfPnyvdFIIP/88w9nzpwhV65cSa6/e/fuK49hb29PvXr1EpUn1VfB0dHRbLjXeOPHj6dfv34A1K9f/5V1Anh6erJw4UIWLFjAP//8w65du5g6dSpjxozB09OT7t27m7a1tbXll19+AeL+0BUuXDjZNue1atVKdUftmjVrmn5UHDx4kEqVKlGpUiXc3Nw4ePCgKQlKSfOKl0n4gwwwJRhJNTVLSrFixcweOzg44Onpmei1Kly4cKJ9r127luQoWPEjkF27ds1seOEX61KpVBQtWtRUV/yPvpc1GQoPDycmJoZnz54lOh5AiRIlEiVESQkNDWXMmDFs27Yt0XMVHh5u9tjW1jbR58HV1dVsv2vXruHp6Zmo+VHRokVfGUtqPHv2jICAAJYvX87NmzfNkuUX44akX7ekVKhQgRw5cnDw4EEaNmzIwYMHGTduHB4eHsydO5fo6GhTcvGyNv7xXnxfgvlzdu/evRS/hteuXUOtVid6Lj08PHBxceHatWumstf53A0dOpQ9e/ZQuXJlihYtSoMGDWjXrh3Vq1d/5XlC2r2vE14cSOnrlpz8+fMnSgxcXV05c+aM6fG///5LiRIl0qyj/atec4hrJjh79mwWLFhASEiIWb+k1216dO3aNfLmzWuW2IH591Bq4xTiZSSpENlGakfkebGzqdFopH79+nz11VdJbl+8ePHXji0pJUuWJDg4GJ1OZ3bFvFy5cq99TJVKRfHixSlevDhNmzalWLFirFmzxiyp0Gg0SSY+aaVGjRp8//33XLlyxXTVV6VSUaNGDQ4ePEjevHkxGo0puur7MsldhX7xzsybyoiRnuKv1k6fPj3RMJLxHBwczDrnvg6DwUD9+vV5+PAhQ4cOpWTJktjb23Pz5k06d+6c6KpxWo90o1Kpknx9XvwsJqV///4sX74cf39//Pz8cHZ2RqVS0aZNmyQHUkjp62ZlZUWVKlU4cOAAly9fJiwsjJo1a5InTx50Oh1Hjx7l4MGDlCxZMtkLDgmlx/syJVfPX+dzV6pUKS5evMivv/7Kzp072bx5MwsWLGDMmDGMGzfuteONl9L3dUJv+nnLqO+F1NY5efJkRo8eTdeuXZkwYQJubm6o1Wr8/f0zbJhYSzw3ImuRpEJke66urmajuADExsZy+/ZtszJvb2+ePHmSrj+4E2rWrBl//vknP//8M5988kmaH79IkSK4uromOs/0Fv+jZffu3Rw/ftw0ln+tWrVYuHAhefPmxd7enooVK770OOk9s/A///zDe++9Z3r85MkTbt++TZMmTV65b8GCBbl48WKi8gsXLpjWv1hXQoqicPnyZVMCGd8kwcnJ6aXvv1y5cmFnZ5foeECS8bzo7NmzXLp0iZUrV9KxY0dT+e7du1+5b3IKFizI3r17Ew3hfPny5UTburq6JtnU4sUrqknZtGkTnTp14ttvvzWVRUdHJ/psv46aNWsydepU9uzZg7u7OyVLlkSlUlGmTBkOHjzIwYMHadas2RvXA6l7DQsWLIjRaOSff/4xm4fnzp07PH782Ox99rqfO3t7ez799FM+/fRTYmNj+fjjj5k0aRLDhw9/5chxafW+zmje3t4cPXo00QWd9LRp0ybee+89li5dalb++PFjs7vBqfneK1iwIHv27CEyMtLsbkVy30NCvCnpUyGyPW9v70T9Ib777rtEV0c/+eQTjhw5wq5duxId4/Hjx+j1+jSNq3fv3uTJk4cvvviCS5cuJVqf0qtHR48eTXJ0m2PHjvHgwQNKlCjxxrGmRuHChcmXLx8zZ85Ep9OZmlLUrFmTf//9l02bNlG1atVXNj2IH58+LX40JuW7775Dp9OZHi9cuBC9Xm8aIeZlmjRpwrFjxzhy5IipLCoqiu+++45ChQpRunRps+1XrVpFZGSk6fGmTZu4ffu2qa6KFSvi7e3NN998k2STuHv37gFxVxobNmzIli1bCA0NNa3/+++/k3zfvij+SmXC95aiKMyePfuV+yanYcOG6HQ6vv/+e1OZ0Wg0DQmckLe3NxcuXDCdD0BwcHCSw+YmFfuLn4m5c+em6C7Hq9SsWZOYmBhmzZpl1uegZs2arF69mlu3br3xnbV4qXkN4xPcF0eemzFjBoBpZCp4vc/dgwcPzI5rbW1N6dKlURTF7LORnLR6X2e0li1bcv/+febNm5doXXpdtU/q/btx40Zu3rxpVpaa770mTZpgMBgSncfMmTNRqVQp+i4TIjXkToXI9rp3706vXr1o2bIl9evXJzg4mF27diXqKzBkyBC2bdtGs2bNTMMBRkVFcfbsWTZt2sTVq1fTdCI4Nzc3fv75Zz744AN8fHxo06YN7777LlZWVly/ft00vGdS7WATWr16NWvWrOGjjz6iYsWKWFtb8/fff7Ns2TJsbW1N83VkpJo1a7J+/XrKli1rai9doUIF7O3tuXTpUor6U8RfUR0wYAANGzZEo9HQpk2bNIsxNjaW999/n08++YSLFy+yYMECatSowYcffvjKfYcNG8a6deto3LgxAwYMwM3NjZUrVxISEsLmzZtNHTLjubm5UaNGDbp06cKdO3eYNWsWRYsWNXVuVqvVLFmyhMaNG1OmTBm6dOlCvnz5uHnzJnv37sXJycnUD2bcuHHs3LmTmjVr0qdPH/R6vWmugYTtxpNSsmRJvL29GTx4MDdv3sTJyYnNmze/UZvqFi1aULlyZQYNGsTly5cpWbIk27ZtMw1HnPDKa9euXZkxYwYNGzakW7du3L17l0WLFlGmTBkiIiJeWk+zZs1YvXo1zs7OlC5dmiNHjrBnz540GQrTz88PrVbLxYsX6dmzp6k8/io/kGZJBaT8NfTx8aFTp0589913PH78mNq1a3Ps2DFWrlxJixYtzO60xceYms9dgwYN8PDwoHr16uTJk4e///6befPm0bRp00Tt9JOSlu/rjNSxY0dWrVrFl19+ybFjx6hZsyZRUVHs2bOHPn360Lx58zSvs1mzZowfP54uXbpQrVo1zp49y5o1ayhSpIjZdt7e3ri4uLBo0SIcHR2xt7enSpUqSfY1+eCDD3jvvfcYOXIkV69excfHh99//52tW7fi7++f6qFxhXilDB5tSoh0l9yQsskNjWgwGJShQ4cq7u7uSo4cOZSGDRsqly9fTjSkrKLEDQs6fPhwpWjRooq1tbXi7u6uVKtWTfnmm2/Mhh9NystiiB8GNeGQsvFu376tDBkyRCldurRiZ2en2NjYKEWKFFE6duxoNkxhcs6cOaMMGTJEqVChguLm5qZotVrF09NTad26tXLq1CmzbeOHlH2V+OEd792798ptkzJ//nwFUHr37m1WXq9ePQVQ/vjjD7PypIaU1ev1Sv/+/ZVcuXIpKpXK9Jq/7LkkmeGDE4ofFnL//v1Kz549FVdXV8XBwUFp37698uDBA7NtCxYsqDRt2jTJ4/z7779Kq1atFBcXF8XW1lapXLmy8uuvv5ptEz/s5bp165Thw4cruXPnVuzs7JSmTZuaDSca7/Tp08rHH3+s5MyZU7GxsVEKFiyofPLJJ4mer/379ysVK1ZUrK2tlSJFiiiLFi1KcojTpJw/f16pV6+e4uDgoLi7uys9evQwDS2Z8PlP7r2SVD337t1T2rVrpzg6OirOzs5K586dlcDAQAVQ1q9fb7btDz/8oBQpUkSxtrZWfH19lV27dqVoSNlHjx4pXbp0Udzd3RUHBwelYcOGyoULFxJ9juNf3+PHj7/yuUjo3XffVQDl6NGjprIbN24ogOLl5ZWi5wFQ+vbtm2jbpL5rUvoa6nQ6Zdy4cUrhwoUVKysrxcvLSxk+fLgSHR2dqJ7Ufu4WL16s1KpVy/R+8/b2VoYMGaKEh4cn/SQ9lx7v69R+5yQ3pGxS38FJvb+ePn2qjBw50vS8enh4KK1atVL+/fdf0zYvvgeTG1I2qe+IF4dPjo6OVgYNGqR4enoqdnZ2SvXq1ZUjR44kOczy1q1bldKlSytardbsc5nUeURGRipffPGFkjdvXsXKykopVqyYMn36dLOhcePPJaXvTSGSo1IU6YEjhBDxVqxYQZcuXTh+/DiVKlWydDhZ1pYtW/joo484dOhQikcTEm+Hffv28d5777Fx40ZatWpl6XCEEBlE+lQIIYRIV8+ePTN7bDAYmDt3Lk5OTlSoUMFCUQkhhEhL0qdCCCFEuurfvz/Pnj3Dz8+PmJgYfvrpJw4fPszkyZMzZEheIYQQ6U+SCiGEEOmqbt26fPvtt/z6669ER0dTtGhR5s6da5rEUQghxNtP+lQIIYQQQggh3oj0qRBCCCGEEEK8EUkqhBBCCCGEEG8k2/WpMBqN3Lp1C0dHx1RNdy+EEEIIIcTbTFEUIiMjyZs3b6KJWN9Utksqbt26hZeXl6XDEEIIIYQQwiKuX79O/vz50/SY2S6pcHR0BOKeTCcnJwtHY06JjSXm2jVUajUqbeZ7aXRGPTef3EKj0qZ5dpul6fXw5AaoNaDKfK9rZmUwGLkbqUOrlnaaWYneoHAg+Cq1fAqh1cjd4qzCCOiNkNvRCo1GPrEppujBaACH/JAJ/+5nVkajEYOiJ59DXqzUme95U/R6FKMRm4IFUVlbWzocMxEREXh5eZl+D6elzPdKpLP4Jk9OTk6ZM6lwcEBtY4PKysrS4SSiM+qJsIrCWmONlTrzxZdp6XWgjQKtDcjzlmI6g5EY62is1Wo08uMzy9DpDVhZ38Y1lztWWo2lwxFpxGBQiDUacXW0xUqSipQz6kAfA845QSt/H1JKZ9QRa4jF2dEtcyYVOh3GmBhsnJwyXVIRLz26AMgnXwghhBBCCPFGJKkQQgghhBBCvBFJKoQQQmQYrUbNe5VLoJUmMkIIkaVkvoZoQgghsjQ728zZxliI9KAooKDCmOR1XAUwxvV0NygZHNnby6CA0agiRq/HkAmvTygGA4rRiBIdjcpozPD6NRoNWq02w6dOkKRCCCFEhtEbjOw4cJYmtcpKR22R5RkUNVHYY9DYQlI/8BQl7peYQQMGGZAi5dQoWHHryVMy7bOmKKhu3Ej6dc8AOXLkwNPTE+sM7CguSYUQQgghRBpTFIhQuWBtZ08eN1esrLSQ6CewAooRNNYW+/H5dlJQFAWt2ipzJxVWVqgyeAh+RVGIjY3l3r17hISEUKxYsQybBkCSCiGEEEKINGZAA2otHrlzYWdrk8xW8UmFjSQVqaCgoChGrDTWqDJjWqEocUmFtXWGJxUAdnZ2WFlZce3aNWJjY7G1tc2QejNhSzQhhBBCiCxAlT7zAQjxKpaYpFiSCiGEEBlGq1HTpFZZGf1JCCGymGz7rX7v3j0URUZaEEKIjPYsOtbSIQghhEhj2bZPRdGiRbG1taVAgQIULFgwyX/z58+fob3mhRAiq9MbjOw9dlFGfxJCiCwm2yYVANHR0Vy6dIlLly4luV6lUuHp6Zls0lGwYEGcnZ0zOGohhBBCvK30RgWjqaXE847aGEk8MtTrU6tIdRPDqtWqEzB5Eu/VqZNmcaSnHzdu4pdt29mwdq2lQ8lwDRo04KuvvqJevXqWDsVMtm3+VK9ePUqXLo29vX2y2yiKwq1btzhy5AgbNmxg2rRp9OvXjw8++AAfHx9cXFxwdnamfPny+Pv7s2vXLqKjozPwLIQQQgjxttAbFW48iibk/rMXlqg0XW48eobekLpJ1/48HPjGCYX/F4PwLloc99weFC5SlEGDhxAb+19zR51Ox0D/L8njmQ+PvPnx/2IQer3etP5KSAg1atbGu2hx1rwkWTAajYwdO56RI4ablW/75RcqvPsujq6u5C9UiEXffWdWd/+BA8mZJw/uHh4M8Pc3r/vKFfxq1KCgtzer16xJ0fnOX7CAyn5+2Dk68lGrVmbrYmJi6NGzJ4ULF8bR0ZGSJUuybNkys210Oh39+vXD1dUVNzc3+vfvnyimKlWq4OXlxerVq03lI0eOZMiQISmKMSNl26Ri8+bNnDt3jsjISB48eMCpU6fYsmULs2fPZtCgQbRq1YrKlSuTJ0+elx4nIiKCoKAgZs+eTaNGjXBzc6NJkybMnTuXy5cvZ9DZCCHE20M6aYvsyqgoxOiNaNRgo1U9X9TYaDXYWKXNotGoidEbMVqg2+jnn/fgTPBp7t8N4/ixPzl79i++nTHTtD5gylQOHzlM0KkTnD55nMDDgUydNt20fvz4CQQETOL0qRMsWvQdT58+TbKenTt34ebqStl33vmvbNcu+g0cyIxvvuHx/fucPX2aOrVqmdZPCggg8PBh/goK4uzp0xwKDCRg6lTT+rHjxzM1IICzp0+zcNGiZOtOyDNvXkYMG0b3rl0TrdPr9Xh6erJnzx4iIiJYsWIFgwYN4vfffzdtM3HiRA4dOsT58+c5d+4cBw8eZPLkyab1Y8aMYfr06Zw7d4758+ebYqpVqxaPHz8mMDDwlTFmpGzd/Animji5ubnh5uZG+fLlk9wmOjqa69evExoayrVr1xL9e/XqVQwGAwDPnj3jt99+47fffgPi+m40atSIFi1aUKdOHTQaaUMshMi+rLQamtYuZ+kwhLAorVqFlUZNXPMnBTTqNJynwsjznyQptnXrNiYFBHDszyNvVHOpkiVN/1cUBZVaZXaBdeXKVUyfNhVPT08Ahn31FcOGjzDdcTAYDOj1egwGAwaDIdkBdX7dvp3adWqZlY0dN45RI0ZQp3ZtAFxdXXF1dTWtX75yJd9On26qe/iwYXw1bBijR45MVd0JfdyiBQDBZ85w4+ZNs3X29vaMHzfONE9F1apVee+99zh06BANGjQAYNmyZcycOdMU08iRIxk8eDBjxox5aUwqlYq6deuybds2qlev/so4M0q2TypSwtbWlmLFilGsWLEk1z9+/Jg9e/bw22+/sXPnTm7dumVad/nyZebNm8e8efPInz8/7du3p2PHjpQuXTqjwhdCiEzDaFS4/ygSd1dH1GoZv1+IzCAoOJjyvr5mZf0H+rNhw4/J7vPz5k1Ur14tUfn06d8QMHUaUVFR5MyZk8kTJwLw6NEjbty8STmf/y4qlPMpR+j164SHh+Ps7MzIkSPo1LkLd8LuMHbsmGSbqJ8JPkv37v/dHYiKiuLkqVM0btSIkmXKEBEZSY3q1Zk9Ywaenp5xdd+4gW+5/+r2LVeO0NBQU91jRo6kQ6dOhN25w7ixY1/aPP51REdHc+zYMdq1a/ff83HjBr4JnndfX1+zmMaOHUu7du0ICwtjwoQJZjGVLl3a7K5HZiBJRRpwcXGhVatWtGrVCkVROHv2rOluRWBgoKl93I0bN5g6dSpTp06lQoUKdOzYkbZt25I7d24Ln4EQQmQMg9HIkeArNKlVFrVa7twKkRkEBQdT/4VOv3Nnz2Lu7FmpPtaQIYMZMmQwf1+4wPr1G0zNyJ88iQLAJcEAN/H/j4x8grOzMyVLlODokcOvrOPR48c4Ojn+9/jRIxRFYeu2bezasYOcOXPSu18/OnbuzO5du3jy5ElcfS4u/9X9/P+RkZFxdZcsyYmjR1N9vimhKArdu3enWLFifPzxxwApjunUqVNJHtPJyYlHjx6lS7yvSxq2pjGVSkW5cuUYOnQo+/bt48GDB6xfv55mzZqZNX06deoU/v7+5MuXj3bt2nHkyBGZN0MIIYQQGS44KBhfH580PWapkiUpV7Ys3Xv2BMDBIe4qe3hEhGmb+P87Ojqk6tiuLi5ERkSaHjs4xO3fr29fChYsiIODA1+PHs3e/fuJiooyrQ8PD/+v7uf/d3R0JDlr168nb4ECZkv/gQNTFauiKPTp04eLFy+yZcsW00zXrxtTvIiICLPmXZmBJBXpzMnJiU8//ZRffvmFW7duMXv2bCpVqmRar9frWbduHdWqVaNK9eqs2bKFmJgYC0YshBBCiOzi3r173A4Lo1y5smblffsPwM09d7LLoUOv7iSs0+n49/K/QFwfh/z58nEm+Ixp/ZngM3jlz5/q4fnL+ZTlYoLpAFxcXChQoECS2yqKEld3/vwEnfmv7qAzZ/Dy8npp3e3atOFWaKjZMnf27BTHqSgKffv25ejRo/z+++9mdZliCgr6L6agoFfGFO/8+fNmTacyA0kqMlDu3LkZMGAAx48f5/z58wwdOhR3d3fT+hMnT9J92DCKVq/OxJkzefT4seWCFUKIdKACHO1t03BEfiHEmwgKDsbb29t05Tze/LlzeHj/brJLjRrmHYSfPHnCylWrePz4MYqi8NdffxEwdRr16v/XrKpjx8+YMm0aYWFhhIWFMXX6dLp06ZzqmJs2acL+/QfMynp068b8BQu4efMmz549Y8LkydR97z3TeXXu2JGAKVNMdU+ZOpVuXbqkuu6E9Ho90dHR6PV6jEYj0dHRZkPo9uvfn8DAQHbv3p3kXYUuXbowadIkU0yTJ0+me/fuKap77969NGvW7I3iT2uSVFhIqVKlmDJlCtevX2f58uVmI0/dffCA8d9+S9GqVRkxeTJ37t2zYKRCCJF2tFoNdauURCuzaYtsTG9U0BmM6bLoUzmWbFo1fVKpVKzf8COlypQlZ648tGz9KY0bNeTb6dNM24wYPowqVargU74iPuUr4lfVj6FfpX6+hUaNGvLgwUP+OnfOVDZ0yBDqvvce5d99l4Le3jx9+pRVy5eb1o8aMYKqVapQxseHMj4+VPPzY/jQoW90zpMCArB3dmbylCn8un079s7ONGraFIBr166xcOFCLl68aGqS5eDgQK9evUz7jx49Gj8/P0qVKkWpUqWoXr06I0aMeGW9Bw8exMnJiZo1a75R/GlNpWSzhvwRERE4OzsTHh6Ok5OTpcMxURSFwP37mTVtGlt+/900RC2ArY0NXdu2ZUjfvuR7PuyYJeiMeq5HXsdaY42V2spicbx19DoIDwWtDcjzlmI6g5GwyGis1Wo0GrmunVUYjUauhz3Cy8PV1LZYvP0MBoVYoxEPR9vnQ6UKvaIhUpuTgl5e2NpYx5U9n/wuRh8/Md3zGbU1VqTljNo2WjX5Xe2y7JwwCgrrN2xg+6+/sT6FE9VlKCVuqGCVtbVpSNm01LBhQwYPHkz9+vWT3SY6OpqQkBAKFy6Mra2tqTw9fwdLUpGJKLGxxISEcPXOHWZ8/z0rf/zR7DaarY0NfTp3ZnDfvri7uWV4fJJUvCZJKl6LJBVZk05vYMeBszSpVRYruVuRZUhSkVhSSQXEJRZG00+v+KTChrRMKtSqrD3JpIKCohix0lijyoyNKdM5qUgJSyQVWfcd9xYrUqAA86dM4WJgIP49e5LDzg6A6JgYZixeTIlq1ZgwYwYRkZGvOJIQQgghMhOtWoW1Rp140abdkpUTCpF5ybsuE8vn6cm0MWP4588/+eLzz7GxsQEg8skTJsyYQemaNfn+hx9M82AIIYQQQghhCZJUvAVy5czJ1NGj+fvgQXp06IBWGzdn4d379+k7bBiVGjbk9337LBukEEKkgEoFudwcUWXCFgtCCCFenyQVb5H8efMyf8oUzuzdS6sPPjCVn794kWYdOtC8Y0euXLtmwQiFEOLltBoN1Xy90WqkP4UQQmQlklS8hYoWLszahQvZv2ULlRMMRfvb//6Hb926TJ49WybQE0JkSgajkQtXbmMwGl+9sRBCiLeGJBVvMb9KlTi4bRur5s0jn4cHENeZ++vp06lQvz5/HDxo4QiFEMKc0ahw8eodjKkcS18IIUTmJknFW06lUtGmRQvO7NvHF59/juZ5k4J/rlyhcdu2tO/Th1thYRaOUgghhBBCZGWSVGQRjg4OTB09mqO//YZfpUqm8o3btlG2Th3mLV2KUZobCCGEEEKIdCBJRRZTrnRp9v70E99/+y05XV2BuCFovxw7lvdbteJySIiFIxRCZGdqlYoCnm6oZfgnIYTIUiSpyILUajWdPv2Uvw4coFu7dqbywGPHqFi/PnOWLJG7FkIIi9Bo1JQvVQCNTM4lsiujHgyx6bsYUz9/VdVq1dn7Fg1P/+PGTbRp197SYVhEgwYN2LNnj6XDSES+1bOwnK6uLJw2jd0//kiRggUBeBYdzeCvv+b9Vq3458oVC0cohMhuDAYjp/8OxWCQCxsiGzLq4XEoPPg3wXIFHlxO2+XxtVQnFn8eDuS9OnXe6PS69+iJg5MLbu65Tcuffx41rdfpdAz0/5I8nvnwyJsf/y8GmU3geyUkhBo1a+NdtDhr1q5Nth6j0cjYseMZOWJ4onXPnj2jeKlSuOXObVau0+noP3AgOfPkwd3DgwH+/uZ1X7mCX40aFPT2ZvWaNSk63/kLFlDZzw87R0c+atUq2e2ePXtG0aJFcXFxSRRTv379cHV1xc3Njf79+yeKqUqVKnh5ebF69WpT+ciRIxkyZEiKYsxIklRkA7WrVePk7t306dzZVBZ47BiVGjSQuxZCiAxlVBRCbz/EqMjoTyIbUoygjwG1FrS2zxcb0NolePyGi1obV4dimb/tn/fswcP7d01L1apVTOsCpkzl8JHDBJ06wemTxwk8HMjUadNN68ePn0BAwCROnzrBokXf8fTp0yTr2LlzF26urpR9551E68aOG0fBAgUSlU8KCCDw8GH+Cgri7OnTHAoMJGDq1P/2Gz+eqQEBnD19moWLFiVbd0KeefMyYtgwunft+tLtxowZQ8HnF3cTmjhxIocOHeL8+fOcO3eOgwcPMnnyZLP9pk+fzrlz55g/f74pplq1avH48WMCAwNfGWNGkqQim7DPkYNZEyeyZ+PGRHctGrdty41btywcoRBCCJFNqLWgsUqfRa1NdThbt26jclW/dDhRcytXrmL40KF4enri6enJsK++YsWKlab1BoMBvV6PwWDAYDCgJHPx4dft26ldp1ai8pOnTrHr998ZMnhwonXLV65kxPDhprqHDxvGshUrUl13Qh+3aEGL5s1xd3dPdpuTJ0+yc+dOhg4dmmjdsmXLGDVqlCmmkSNHsnTp0lfGpFKpqFu3Ltu2bXtljBlJkopsppafHyd376Zvly6msr2BgVSsX5+ftm+3YGRCCCGEsISg4GDK+/qalfUf6E9uj7zJLoGBh5M81pq16/DImx/fCpWYOWu2qTXEo0ePuHHzJuV8ypm2LedTjtDr1wkPDwdg5MgRDBs+gvIVKtGjR3fs7e2TrONM8FlKFC9uVqbX6/m8d2/mzp6NtbW12bpHjx5x48YNfMv9V7dvuXKEhoaa6h4zciRfDRtG2fLl6dmjR7J1p4Zer6dHjx7Mnz8/+ZgSPO++vr5mMY0dO5bBgwdTpkwZevXqZRZT6dKlCQoKeuMY01Lq01nx1rPPkYOZEybQonFjugwcyI3bt3kUHk6bzz+n86efMmP8eBzS4MMkhBAvUqtVlCiUB7VaRn8SIrMICg6mfr16ZmVzZ89i7uxZqTpO3z69CZg8CTc3N06cOEn7Dp+hVqsZOKA/T55EAeDi7GzaPv7/kZFPcHZ2pmSJEhw9knSyktCjx49xdHI0K/tmxgx8fX2pVbMm+/bvN1v35MmTuPoS9GmI/39kZGRc3SVLcuLoUdLS9G++oXz58tSqVYt9L3SCT2lMp06dSvLYTk5OPHr0KE3jfVMWvVOxcOFCypUrh5OTE05OTvj5+fHbb7+9dJ+NGzdSsmRJbG1tKVu2LDt27MigaLOe+L4WLZs1M5Wt2LCByg0bcvz0aQtGJoTIqjRqNSWLeKJRy41yITKL4KBgfH183vg45cuXJ1euXGg0GqpUqczgwYPYtGkzAA4OcRcrwyMiTNvH/9/R0SFV9bi6uBAZEWl6fPnyZRZ//z3TAgKS3N7BIe748XcAEv7f0dExyX0A1q5fT94CBcyW/gMHpijGy//+y+LFi5k+fXqS6183pngRERG4Pp86ILOw6Ld6/vz5mTJlCidPnuTEiRPUrVuX5s2bc+7cuSS3P3z4MG3btqVbt26cPn2aFi1a0KJFC/76668MjjzrcHVxYe3ChSyZOdN0d+Ly1avUatGCGYsWpahNoRBCpJTeYOBw0L/oDQZLhyKEAO7du8ftsDDKlStrVt63/wCzUZxeXA4denUnYXWCiweurq7kz5ePM8FnTGVngs/glT8/zgnuXqREOZ+yXLx0yfT40OHD3Llzh5LvvEPuvHn5qFUrIiIiyJ03L0ePHYurO39+gs78V3fQmTN4eXm9tO52bdpwKzTUbJk7e3aKYoyPqXjx4ri7u9O8eXMiIiJwd3fn6NGj/8WUoAlTUFDQK2OKd/78ebOmU5mBRZOKDz74gCZNmlCsWDGKFy/OpEmTcHBw4M8//0xy+9mzZ9OoUSOGDBlCqVKlmDBhAhUqVGDevHkZHHnWolKp6Ni6Ncd27qRy+fJAXOegYRMn0rJbNx49fmzZAIUQWYaiwL2Hkcj1CiEyh6DgYLy9vU1XzuPNnzvHbBSnF5caNaonOtamTZuJiIhAURROnjzFN998S4sWzU3rO3b8jCnTphEWFkZYWBhTp0+nS5fOqY65aZMm7N9/wPT4k1atuHT+PKeOHePUsWN8t2gRjo6OnDp2zNRXpHPHjgRMmWKqe8rUqXRL0L/0dej1eqKjo9Hr9RiNRqKjo4mNjY2LqWVL/rl0iaCgIIKCgliyZAmOjo4EBQVR/vlvrS5dujBp0iRTTJMnT6Z79+4pqnvv3r00S9DSJDPINPefDQYD69evJyoqCj+/pEcgOHLkCPVeaPPXsGFDjhw5khEhZnlFCxdm708/MbR/f1PZr7//TpXGjTkZHGzByIQQQogsxKgHgy59llTOT5FWTZ8AFi5aTNHiJcmZKw+dunSlZ88efOH/X3OhEcOHUaVKFXzKV8SnfEX8qvox9KvUz7fQqFFDHjx4yF/PW7bkyJGD/Pnzm5Zc7u6oVCry589v6iA9asQIqlapQhkfH8r4+FDNz4/hSYzIlBqTAgKwd3Zm8pQp/Lp9O/bOzjRq2jTpmHLlShTT6NGj8fPzo1SpUpQqVYrq1aszYsSIV9Z78OBBnJycqFmz5hvFn9ZUioXbt5w9exY/Pz+io6NxcHBg7dq1NGnSJMltra2tWblyJW3btjWVLViwgHHjxnHnzp0k94mJiSEmJsb0OCIiAi8vL8LDw3Fyckrbk3lDSmwsMSEhqG1sUFlZWTSWnf/7H50HDODh87sU1tbWTBk9isYf1cFGa4OV2rLxvVX0OggPjRuLXJ63FNMZjIRFRmOtVqPRSKferEKnN7DjwFma1CqLlVZj6XBEGjEYFGKNRjwcbbGS2dIB0CsaIrU5Kejlha3N85F/4ie/08f/LlHibt9prECVht9zWhtwKfhaw8u+DRQU1m/YwPZff2N9Cieqy1BK3OuqsrZGlQ79xxo2bMjgwYOpX79+sttER0cTEhJC4cKFsbW1NZVHRETg7OycLr+DLf5uK1GiBEFBQYSHh7Np0yY6derE/v37KV26dJocPyAggHHjxqXJsbKTRnXrcvz332nfuzd/njxJbGwsX44ew+7AukyZOBI3p8zVOUgI8XbQqFX4lvRCI6M/iexIrQWXAgkmplPi/q+xSdukQqXOsglFvE8/aU2Htu0tHYZF7Nq1y9IhJMnilxOsra0pWrQoFStWJCAgAB8fH2Yn0wnGw8Mj0R2JO3fu4OHhkezxhw8fTnh4uGm5fv16msaflXnlzcsfmzbh37Onqey3nf+jecvOnP/70kv2FEKIpKnVagrmzWnWgVOIbEWtBY11+i5ZPKEQmVOm+1Y3Go1mzZUS8vPz448//jAr2717d7J9MABsbGxMQ9bGLyLlrKysmDZmDD9+/z3Oz8eEvnrtOh9+0olNP/9q4eiEEG8bvd7A/45eQK+X0Z+EECIrsWhSMXz4cA4cOMDVq1c5e/Ysw4cPZ9++fbRvH3c7q2PHjgwfPty0/cCBA9m5cyfffvstFy5c4Ouvv+bEiRP069fPUqeQbbRo3JjA7dspXTpuBsuYmBi+GDqGrydNR6fTWTg6IcTbQgEio6KRwZ+EECJrsWhScffuXTp27EiJEiV4//33OX78OLt27TJ1PAkNDeX27dum7atVq8batWv57rvv8PHxYdOmTWzZsoV33nnHUqeQrRQuWIB1Pyyg7SctTGVLV66jQ7e+PHiYuWZ1FEIIIYQQGceije6WLl360vUvTmkO0Lp1a1q3bp1OEYlXsbGxYdL44fi8U4bRE6ai0+k5/OcJmn7cniULZvBO6ZKWDlEIIYQQQmSwTNenQrwd2rdpyY+rvyd3LncAbt4K46M2Xfn5l98sHJkQIjPTqNX4+RRBIx21hRAiS5FvdfHaKlXwYftPa6jgWxaIGxN5wKCRjA+YgV6fusl3hBDZg1qtIndOJ9QypKwQQmQpklSIN+KRJxc//vA9bVt/ZCr7fvkPdOwxgPCISAtGJoTIjHR6A9v3n0Enoz8JIUSWIkmFeGM21tZMnTiKyeNGoNXGddM5GPgnzVt3IuRaqIWjE0JkNnqD8dUbCSGEeKtIUiHShEql4rO2rdiwajFuri4A/BtylQ9adeTwn8ctG5wQQgiRSeiNenRGnfliSNtFb0x9E+Sq1aqzN4kBcjKrHzduok277DmjdoMGDdizZ4+lw0hEkgqRpipXKs8vm1ZTvJg3AOHhEbTv2pe1G36ycGRCCCGEZemNem5G3eJqxLUESyhXI6+l6XIz6laqE4s/DwfyXp06b3R+bu65zRZ7R2cqvlvZtF6n0zHQ/0vyeObDI29+/L8YZNYH80pICDVq1sa7aHHWrF2bbD1Go5GxY8czckTcXGYxMTH07N0b7+LFcc6Zk9Jly7JsxQqzfXQ6Hf0HDiRnnjy4e3gwwN/fvO4rV/CrUYOC3t6sXrMmRec7f8ECKvv5YefoyEetWiW5zbZt2/D19cXe3p68efOyaNEis5j69euHq6srbm5u9O/fP1FMVapUwcvLi9WrV5vKR44cyZAhQ1IUY0aSpEKkuQJe+diyYTl1a9cAQK/XM3T0RL6e/A0Gg7SjFiI702rUvFe5BFqN/PkR2Y+CQqwhFq1Ki43GJsFinWaLVqUh1hCLomT8FJMP7981W0qWLMEnCaYBCJgylcNHDhN06gSnTx4n8HAgU6dNN60fP34CAQGTOH3qBIsWfcfTp0+TrGfnzl24ubpS9vk8ZXq9Hk8PD37/7Tce37/PsiVLGDJ0KL/v3m3aZ1JAAIGHD/NXUBBnT5/mUGAgAVOnmtaPHT+eqQEBnD19moWLFiVbd0KeefMyYtgwunftmkycO+nTpw+zZs0iIiKCc+fOUSdB4jZx4kQOHTrE+fPnOXfuHAcPHmTy5Mmm9WPGjGH69OmcO3eO+fPnm2KqVasWjx8/JjAw8JUxZiT5VhfpwtHBgWWLZtK983+3JpeuWEuXz/2JfPLEgpEJISzNztba0iEIYVEatQYrtdXzRZvg/2++aNSaVMezdes2Klf1S9NzPH78BH//fYHPOnQwla1cuYrhQ4fi6emJp6cnw776ihUrVprWGwwG9Ho9BoMBg8GQbGL06/bt1K5Ty/TY3t6ecWPH4u3tjUqlomqVKtSpXZvAw4dN2yxfuZIRw4eb6h4+bJjZ3YyU1p3Qxy1a0KJ5c9zd3ZNcP2bsWMaMGUOdOnXQaDS4urpSsuR/83ktW7aMUaNGmWIaOXKk2RxuycWkUqmoW7cu27Zte2WMGUmSCpFuNBoNY0cMYuqEUaYO3HsPBPJx267cuh1m4eiEEJagNxjZceCsdNYWIhMJCg6mvK+vWVn/gf7k9sib7BIYeDjpgz23fOVKGjZsQN68ngA8evSIGzdvUs6nnGmbcj7lCL1+nfDwcABGjhzBsOEjKF+hEj16dMfe3j7JY58JPkuJ4sWTrTs6OprjJ05QtmzZ/+q+cQPfcv/V7VuuHKGhoaa6x4wcyVfDhlG2fHl69uiRbN0pFRUVxcmTJ7l58ybFixfHw8OD1q1bc/v2bfOYEjzvvr6+ZjGNHTuWwYMHU6ZMGXr16mUWU+nSpQkKCnqjGNOaRWfUFtlDu08/plBBL3r2H0J4eAQXLl7mw9adWPndHMqULmHp8IQQQohsLSg4mPr16pmVzZ09i7mzZ73W8aKioti4cRNLl3xvKnvyJAoAF2dnU1n8/yMjn+Ds7EzJEiU4euTlyQrAo8ePcXRyTHKdoij06NWLYkWL8nGLFs/rjmsh4eLi8l/dz/8fGRkZV3fJkpw4ejTF5/jKGB89QlEUtmzZwu7du8mZMye9evWiQ4cO/PHHHymO6dSpU0ke38nJiUePHqVZvGlB7lSIDFGt6rts+3ElBQvkB+DO3Xu0bN+NvfszV3tAIYQQIrsJDgrG18cnzY63+aefyJHDjiaNG5nKHBzirrKHR0SYyuL/7+jokKrju7q4EJnEXFiKotC3f38uXbrETxs3olarn9cdd/z4OwAJ/+/omHRyArB2/XryFihgtvQfODBFMcbXOWDAAAoWLIiDgwPjxo1j7969REVFvXZM8SIiInB1dU1RLBlFkgqRYYoULsjWH1eaZuCOinpKl17+rFm/2cKRCSGEENnTvXv3uB0WRrlyZc3K+/YfkGg0p4TLoUPJXxRcvnwlHdq3NzV9BnB1dSV/vnycCT5jKjsTfAav/PlxTnD3IiXK+ZTl4qVLZmWKotBvwACOHT/Ozu3bzY7p6upK/vz5CTrzX91BZ87g5eX10rrbtWnDrdBQs2Xu7NkpitHFxYUCBQokuU5RlP9iStCEKSgo6JUxxTt//rxZ06nMQJIKkaFyurmyftVimjR8H4jrhDRszCQCps/BaJQ21kJkdVqNmia1ysroT0JkEkHBwXh7e5uunMebP3dOotGcEi41alRP8ngXL13iyJ9/0rlzp0TrOnb8jCnTphEWFkZYWBhTp0+nS5fOqY65aZMm7N9/wKys/8CBHD5yhF07diR5Bb9zx44ETJliqnvK1Kl069Il1XUnpNfriY6ORq/XYzQaiY6OJjY21rS+R48ezJ07l5s3b/Ls2TPGjx/P+++/b3quu3TpwqRJk0wxTZ48me7du6eo7r1799KsWbM3ij+tybe6yHB2trYsnD2Vz7t9Zipb8P0K+n4xnOiYGAtGJoTICM+iY1+9kRBZmMFoSDD5XRKT4b3BYjCmbuj2tG76tGLFSmpUr06xokUTrRsxfBhVqlTBp3xFfMpXxK+qH0O/Sv18C40aNeTBg4f8de4cANeuXWPh4sVcvHSJwsWK4eTmhpObG7379jXtM2rECKpWqUIZHx/K+PhQzc+P4UOHvv6JEjdMrb2zM5OnTOHX7duxd3amUdOmpvXDhg7l/fffx8fHBy8vL54+fWo238To0aPx8/OjVKlSlCpViurVqzNixIhX1nvw4EGcnJyoWbPmG8Wf1lSKJQYytqCIiAicnZ0JDw/HycnJ0uGYUWJjiQkJQW1jg8rKytLhJKIz6rkeeR1rjTVW6rSJb+WaHxkzYZrpLsW7FXxZunAGrs9n5c4S9DoIDwWtDaTR85Yd6AxGwiKjsVar0WhUlg5HpBGd3sCOA2dpUqssVtrUD30pMieDQSHWaMTD0RYruQsFgF7REKnNSUEvL2xt4oZRjp/8LtYQn1groCigsQZV2n3PWWusyWefF606a47Ho6CwfsMGtv/6G+tTOFFdhlLiXleVtTUqddp/Hho2bMjgwYOpX79+sttER0cTEhJC4cKFsbW1NZWn5+/grPluE2+NTu0/IV9eD/r4D+PZs2iOnwqi+aed+WHpfAp45bN0eEIIIUSa0aq15LPPi0L89VwFFCOobdI0qVCpVFk2oYj36Set6dC2/as3zIJ27dpl6RCSJJcThMXVe68Wm9YsIXeuuMljQq6G0uLTzvx1/oKFIxNCCCHSljapye40abtk9YRCZE6SVIhModw7pdm2cSXFvAsDcO/+A1q378HBwLQbM1oIkTlIJ20hhMh65JtdZBr58nqyed0yKlWI6zD2JCqKTj378/Mvv1k4MiFEWrHSamhau5z0pxBCiCxGkgqRqbi6OLN2xUIavF8HAJ1Oz4BBI1m8dPXLdxRCvBWMRoW7DyIwGrPVGCFCCJHlSVIhMh07W1sWz51GhzYtTWUTp85kfMAMmctCiLecwWjkSPAVDPJZFkKILEWSCpEpabVaJo8bwaCBvU1l3y//gQGDRxETK2PcCyGEEEJkJpJUiExLpVLh37cH0yaORv18nOetv+6kc48BRD55YuHohBBCCCFEPEkqRKbX9pOPWLLgW9PkLYeOHKN1+x7cuXvPwpEJIVJLBTja2yLTGQohRNYiSYV4K9SvW5v1Kxfi4uIMwLm/L/Jxm65cDb1u4ciEEKmh1WqoW6UkWhn9SQghshRJKsRbo2J5H35et4z8+TwBCL1xk5Ztu/H3xX8sHJkQIqWMRiPXbj2QQReEyGSqVqvO3n37LB1Giv24cRNt2mXPGbUbNGjAnj17LB1GIpJUiLdKUe/C/LRuOcWLFgHg7r37tG7fnROngi0cmRAiJQxGhaAL1zHIkLIim1L0ehSdLn0XvT7Vcf15OJD36tR5o3O7efMWrVp/imc+L/LmL0C79p9x795/TZV1Oh0D/b8kj2c+PPLmx/+LQegTxHolJIQaNWvjXbQ4a9auTbYeo9HI2LHjGTliuKls/oIFVPbzw87RkY9atUq0j06no//AgeTMkwd3Dw8G+Pub133lCn41alDQ25vVa9ak6HxfVaejkxMODg6mxcrKinLlypnF1K9fP1xdXXFzc6N///6JYqpSpQpeXl6sXv3f0PojR45kyJAhKYoxI0lSId46nh652bRmCb7l3gEgPCKSdl16s+/gYQtHJoQQQiRP0evR3bxF7NVrLyxXiQ1Ju0V38+ZrJRZvaqD/FwD8c/FvLv59juiYaL4cNNi0PmDKVA4fOUzQqROcPnmcwMOBTJ023bR+/PgJBARM4vSpEyxa9B1Pnz5Nsp6dO3fh5upK2XfeMZV55s3LiGHD6N61a5L7TAoIIPDwYf4KCuLs6dMcCgwkYOpU0/qx48czNSCAs6dPs3DRomTrTuhVdUZGRPDkyRPTUqpUKdq0aWNaP3HiRA4dOsT58+c5d+4cBw8eZPLkyab1Y8aMYfr06Zw7d4758+ebYqpVqxaPHz8mMDDwlTFmJEkqxFvJ1dWF9SsXUcOvMgDPnkXTtZc/27bvsnBkQgghRDIUBSU2FrQaVDbWzxcbVNY2cf+mwYJWixITC0rK7wZu3bqNylX93vj0Qq6G0Krlxzg4OODo6Ejrli3569w50/qVK1cxfOhQPD098fT0ZNhXX7FixUrTeoPBgF6vx2AwYDAYUJI5h1+3b6d2nVpmZR+3aEGL5s1xd3dPcp/lK1cyYvhwU93Dhw1j2YoVqa47NXUmdOzYMc6fP0/nzp1NZcuWLWPUqFGmmEaOHMnSpUtfGZNKpaJu3bps27btlfVmJEkqxFvL3j4HK76fQ5OG7wNxs2/3+3IEP6zfZOHIhBDJUakgl5sjKhn+SWRjKo0GlZVV+iya1A+CEBQcTHlfX7Oy/gP9ye2RN9klMDBx64CBA/qz+aefCQ8P5/Hjx2zYuJGmTZoA8OjRI27cvEk5n/+a/5TzKUfo9euEh4cDMHLkCIYNH0H5CpXo0aM79vb2ScZ7JvgsJYoXT/H5PXr0iBs3buCboOmRb7lyhIaGmuoeM3IkXw0bRtny5enZo0eydb+upUuX0rhxY/LmzWseU4Ln3dfX1yymsWPHMnjwYMqUKUOvXr3MYipdujRBQUFpGuOb0lo6ACHehI21NQtmTWHY6Ems37QFRVEYPmYyjx9H0PfzLqjkl4sQmYpWo6Gar7elwxBCJBAUHEz9evXMyubOnsXc2bNSdRw/Pz+WLVtBHs98AFStUoWvhsQ1f3ryJAoAF2dn0/bx/4+MfIKzszMlS5Tg6JFXN2V+9Pgxjk6OKY7ryfO5rVxcXP6r+/n/IyMj4+ouWZITR4+m+JipERUVxfr161m1alWqYzp16lSSx3RycuLRo0fpEu/rkjsV4q2n0WiYNmk0vXt0MpVNnTGPiVNnpej2pRAi4xiMRi5cuY1BRn8SItMIDgrG18fnjY5hNBpp2vQD/Pyq8vD+XR7ev4ufX1WaNvsQAAeHuKvs4RERpn3i/+/o6JCqulxdXIiMiEzx9g4OccePvwOQ8P+OjsknJ2vXrydvgQJmS/+BA1MVK8DGjRvJkSMHTZs2feOY4kVERODq6prqWNKTJBUiS1CpVIwYMpDhgweYyr5btprBI8aZjaQghLAso1Hh4tU7GGX0JyEyhXv37nE7LIxy5cqalfftPwA399zJLocOmXcSfvjwIddCQ+nbpw85cuQgR44c9Ondm2PHj3P//n1cXV3Jny8fZ4LPmPY5E3wGr/z5cU5w9yIlyvmU5eKlSyne3tXVlfz58xN05r+6g86cwcvL66V1t2vThluhoWbL3NmzUxUrwJIlS+jUqRNa7X8NhEwxJWjCFBQU9MqY4p0/f96s6VRmIEmFyFL69OzM1AmjUKvj3to/bt5GrwFDiY6JsXBkQgghROYTFByMt7e36cp5vPlz55juOCS11KhR3Wx7d3d3vL29WbR4MdHR0URHR7No8WLy58tn6sjcseNnTJk2jbCwMMLCwpg6fTpdunROdcxNmzRh//4DZmV6vZ7o6Gj0ej1Go5Ho6GhiY2NN6zt37EjAlCmmuqdMnUq3Ll1SXXdq6gS4ePEihw8fplu3bon279KlC5MmTTLFNHnyZLp3756iuvfu3UuzZs3eKP60JkmFyHLaffoxC2ZNwcoq7orArj176dxjgKk9pxBCCGFJisGQfnNUGAypiiUtmj7F27xxA6eDgijsXYyChb05ceIEmzf9aFo/YvgwqlSpgk/5iviUr4hfVT+GfpX6+RYaNWrIgwcPzUaWmhQQgL2zM5OnTOHX7duxd3amUYLmRqNGjKBqlSqU8fGhjI8P1fz8GD506Bud76vqhLgO2jVr1qRYsWKJ9h89ejR+fn6UKlWKUqVKUb16dUaMGPHKeg8ePIiTkxM1a9Z8o/jTmkrJZo3OIyIicHZ2Jjw8HCcnJ0uHY0aJjSUmJAS1jQ0qKytLh5OIzqjneuR1rDXWWKkzX3wvOhD4Jz36DuLp02cA+JQtw6rv5+DmlsFtEPU6CA8FrQ28Bc9bZqEzGAmLjMZarUajkQ73WYXBYOTMpRuUK54fjUaua2UVBoNCrNGIh6MtVvK6AqBXNERqc1LQywtbG2vgv3kqFNPVbAUUI2isgbT7nlPZWGOVLx8qbdYcj0dBYf2GDWz/9TfWp3CiugylKKAoqKytUanT/vPQsGFDBg8eTP369ZPdJjo6mpCQEAoXLoytra2pPD1/B0tSkYlIUpH2TgWdoWOPAYSHx3UGK+ZdmDXLF+DpkSfjgpCk4rVIUiHE20OSisSSSiogLrH4bw6J+KTChjQdZ1mlyrIJBcQlFYpixEpjjSoNk7E0k85JRUpYIqmQT77I0ir4lmPz2qXkyZ0LgH/+DeGjNl24EnLNwpEJkT0ZDEZO/x2KwSCjP4nsSaXVpt8cFfFLFk4oROZl0aQiICCAd999F0dHR3Lnzk2LFi24ePHiS/dZsWIFKpXKbEmYgQnxohLFvPlp3TIKFsgPwM1bYXzctitnz/1t4ciEyH6MikLo7YcYs9dNciGEyPIsmlTs37+fvn378ueff7J79250Oh0NGjQgKurlHWqdnJy4ffu2abl2Ta46i5cr4JWPn9Yto1SJuI5SDx4+4tPPPufP4yctHJkQQgghxNvPoknFzp076dy5M2XKlMHHx4cVK1YQGhrKyZMv/6GnUqnw8PAwLXnyZGD7ePHWyp3LnY1rlvBuBV8AIp88oUPXfuz+337LBiaEEEII8ZbLVH0q4mcSdHNze+l2T548oWDBgnh5edG8eXPOJRhSTIiXcXZyZM3y+bxXK2587ZiYGHr0HcxPW7dbODIhsge1WkWJQnlQqzNh50ohhBCvLdMkFUajEX9/f6pXr84777yT7HYlSpRg2bJlbN26lR9++AGj0Ui1atW4ceNGktvHxMQQERFhtojszc7OjiULZtC8WSMADAYDA4eMZtmqdRaOTIisT6NWU7KIJxoLjYgihBAifWSab/W+ffvy119/sX79+pdu5+fnR8eOHfH19aV27dr89NNP5MqVi8WLFye5fUBAAM7OzqbFy8srPcIXbxlrayvmfDORju1am8rGTpzOjDmLyGajLAuRofQGA4eD/kWfygm6hBBCZG6ZIqno168fv/76K3v37iV//vyp2tfKyory5ctz+fLlJNcPHz6c8PBw03L9+vW0CFlkAWq1moljhzGwbw9T2cx53zF24nSMRhnuUoj0oChw72EkkrsLIUTWYtGkQlEU+vXrx88//8z//vc/ChcunOpjGAwGzp49i6enZ5LrbWxscHJyMluEiKdSqRg8sDdjRwwylS1fvR7/r0aj0+ksGJkQQgghxNvDoklF3759+eGHH1i7di2Ojo6EhYURFhbGs2fPTNt07NiR4cOHmx6PHz+e33//nStXrnDq1Ck6dOjAtWvX6N69uyVOQWQR3Tu3Z+bU8Wg0GgB+3vYbPfoO4ll0tIUjE0IIIYTI/CyaVCxcuJDw8HDq1KmDp6enadmwYYNpm9DQUG7fvm16/OjRI3r06EGpUqVo0qQJERERHD58mNKlS1viFEQW0uqjZnw37xtsrK0B+GPfITp07UtEZKSFIxMi69CoVfiW9EIjoz8JITLI+h9/5NN27Swdxmtp0KABe/bssXQYKZLipGLZsmXExMSkaeWKoiS5dO7c2bTNvn37WLFihenxzJkzuXbtGjExMYSFhbF9+3bKly+fpnGJ7KvB+7VZvXQeDvb2ABw7cZpPOvTk3v0HFo5MiKxBrVZTMG9O1DL6kxCZgpt7btNiZ++Io7Or6fEHzVtkSAz1GzRiztx5icpt7OwJDg42PQ4MPMyHLT7CM68XufPko1SZdxjg78/Vq1eTPbbRaGTU6NGMGjEiPUJPRKfT0d/fn5yenuR0d6d///7o9fpkt+/fvz9eXl44OTmRL18+/P39iY2NNa0fOXIkQ4YMyYjQ31iKv9V79OhhmkcCIG/evC99EYV4W/lVqcSG1Ytxc3UB4NzfF2nZrhvXb9yybGBCZAF6vYH/Hb2AXi+jPwmRGTy8f9e01KhenUkTJ5ge/7J1i9m2iqJgsNDIbb9u38GHLT6i3vvvExx0krt3bvK/PbspUrgwe/cnP4ntjt9+w83NjbIvma4gLU0KCCDw8GH+OnWKv86e5eDBg0yePDnZ7fv06cOFCxeIiIggODiY4OBgpk2bZlpfq1YtHj9+TGBgYEaE/0ZSnFS8OMxmZGSkjJAjsqxy75Tmp3XLyOvpAUDI1VA+btuVS5evWDgyId5uChAZFY0M/iTE26F4iVJMmz6dmrXq4OLmzt9//53oDsKcufOo36CR6fGTJ08Y6P8lRYuVIH+BgnTt1t3swnRqKYrCl4MGM/SrwQzo34/cuXMD4Onpif/AgXTp1CnZfX/59Vfeq1MnUfn8BQvIX6gQOfPkYey4cbxXrx4/rF372jHGW75yJSOGDTM16R85ciRLly5NdvtSpUph/7x1hKIoqNVq/vnnH9N6lUpF3bp12bZt2xvHlt60lg5AiMzKu0ghfl6/jPZd+nD5ylXC7tylZbturPp+LuV9MuaKhxBCiKzDr2Yd7ty5+0KpAqR9H6M8Hnk4EngoTY61avUaNm/6kaLe3im6U9Hz895otRpOHD+KlZUVvXr3wf+LL1m+LPkf1y9z6Z9/uHbtGq1atUr1vsFnztCzRw+zspmzZrFi1Sp2//YbRYsWpUevXhz580/mzp5ttl3f/v1Zl6Cf74u2/fwzNapXNz1+9OgRN27cwNfHx1Tm6+tLaGgo4eHhODs7J3mcKVOmMHHiRKKiosiZMydTp041W1+6dGl+//33FJ+zpaQ4qVCpVKhUqmQfC5EV5fX0YNPapXzWvR9n//qbx4/DadPpc5YumEGNalUsHZ4QQoi3yJ07d7l56+1rStuzR3dKFC8OYBolMTn37t3j5y1buHUjFBcXFwDGjBlN+QqVWPL9d8nuP3rMWCZOSrqZ0IPn/RrzJpg+YNKkAObOW4Ber6dxo0ZsSOYuw6NHj8ymE4iIiGD8pEns3L6dUqVKAdCuTRt+3LiRkiVKmO07f+5c5s+d+9LzTejJkycAuCRIHuKfg8jIyGSTimHDhjFs2DD+/vtv1qxZg4eHh9l6JycnHj16lOI4LCXFSYWiKBQvXtyUSDx58oTy5csn6mz38OHDtI1QCAvL6ebKhlWL6db7S44cPcHTp8/o1GMA82ZMpnHD9y0dnhBvFY1ajZ9PETTSUVtkQ3ny5E6iNP3uVKSVAl5eKd722rVQjEYjJUqVMStXq9WEhd0hX768Se43Yfw4BvTvZ1ZmYxfXLCine04Abt2+TZHnc5qNHDmcr8eMZfyEiQQlaIr1IldXVyIiIkyP9+7bR768ealSubKp7MHDh5QuVQqt9s0a8Dg4OAAQHh6Oe86cpv8DODo6vnL/UqVK4ePjQ+fOnc1GfIqIiMDV1fWNYssIKX72li9fnp5xCJGpOTo4sGrJXPr6D+f3P/YRq9PRa+BQpowfSdtPPrJ0eEK8NdRqFblzyiSkIns6cnDfCyUKKEbQ2EAmbv2heuEigL29PU+f/jenWFhYmOn/+fPnQ61Wc/XKZXLkyJEm9RcvVoyCBQqwedNmhgwZnKp9fcqV4+LFi6bH9+7fT/QDfeu2bZQrVy7Rvr379mXNunXJHnv7tm3UrFHD9NjV1ZX8+fMTdOYM3kWKABAUFISXl1eydylepNPpzPpUAJw/fx5fX98U7W9JKU4qOr2kE4wQ2YGtjQ2L507jq1ET2PjTLxiNRr4aNYHH4eH07tHZ0uEJ8VbQ6Q38HniOBtXLYKV9eTMKIUTmVN7XlzXr1vHuu5U4d+4ca9euo1ixYgB4eHjw4Qcf4P/Fl0yeNBF3d3fCwsI4evQYzZt/+Fr1qVQqvvlmOl26dsMuRw5at25Jrlzu3Lt3j3Pnz79032ZNmzIxwehL75Qpw6nTpzkdFESpkiVZ/N13/PTzz0yfMiXRvgvnz2fh/PmpirVzx44ETJ1K9apVUVlbM3ny5GQnaH7y5AkbN27ko48+wtnZmb/++ouJEyfSsGFDs+327t3LypUrUxWHJaTq/vOGDRto3749rVu3ZtGiRekVkxCZllar5ZvJY+nRpYOpbPL0OUyaNivRCGlCiKTpDTJyoBBvs5kzvuHo0aPk9sjLiFGj6dChvdn6Jd8vxtnZmWo1auGe24O69Rpw6vTpN6rzww+aseXnzezctYuy5cqTO08+6tR9n9y5cjFj+vRk92vSuDH379/nr3PnAKhapQoD+vXj/QYNKFGmDIqikDdvXt599903ii/eqBEjqFqlCmXKl6d0mTJUr16dEQnmyOjVqxe9evUC4pKltWvX4u3tjaOjI82bN6dp06bMmjXLtP3BgwdxcnKiZs2aaRJfelIpKfwltHDhQvr27UuxYsWws7Pj7NmzfPnll0x/yQuZGUVERODs7Ex4eLhZx53MQImNJSYkBLWNDSorK0uHk4jOqOd65HWsNdZYqTNffBlJURTmL17O1Bn/TdbTplULAsaPSNwmU6+D8FDQ2kA2f95SQ2cwEhYZjbVajUaTeZsFiNTR6Q3sOHCWJrXKyp2KLMRgUIg1GvFwtMVKI/1lAPSKhkhtTgp6eWFrY53MVm9H86fMRkFBUYxYaaxRpaA/yroNG9i6bRvr16xJtO7Y8eM0a96c29evv7ITesoDVEBRUFlbJ2o6lloNGzZk8ODB1K9fP1X7RUdHExISQuHChbG1tTWVp+fv4BSf6bx58xg7diwXL14kKCiIlStXsmDBgjQNRoi3hUqlol+vrkwZP9I0eMH6TVvo4z+M6DSeeV4IIYQQr6/tp5+aEoqjx45x+fJlFEXh1OnTdO7alXFjxqRdQpHGdu3aleqEwlJSnFRcuXLFrF9Fu3bt0Ov13L59O10CE+Jt0L5NS+bPDMDKKu7uxG+//4/OPQbw5EmUhSMTInPSatS8V7kEWrmaLYSwgDNnz1K9dm2cc+akc9eu+A8cSO/nzZHEm0nxt3pMTIxpxj+IGxrM2tqaZ8+evWQvIbK+D5o0YNmiWdjZxd1eDPzzOG069eLhw8w/prQQlmBnm1xTECGESF89unXjzs2bRDx8yJnTp+mZTCdqkXqpGpB39OjRZsODxcbGMmnSJLNhsmbMmJF20QnxlqhTsxrrVy6iY48BhIdHEHz2HK3ad2fN8gV4urtZOjwhMg29wSh9KoQQIgtKcVJRq1Yts3F+AapVq8aVK1dMj2WGbZGdVfAtx6Y1S2jftQ93797nn39D+KhNF9Z8PwdvN/lsCCGEECLrSnFSsW/fvnQMQ4isoWTxovy8bjntu/bh6rXr3LwVRsvPPmf1jGGULVPK0uEJIYQQQqSLN+4pp9frefLkSVrEIkSWUMArHz+tW0bpksUBePDwEZ/0+ZojJ89aODIhhBAZTuYwEhZgibmzUpxU/PLLL6xYscKsbNKkSTg4OODi4kKDBg149Eg6pgoBkMs9Jz/+8D3vVvQF4MnTZ3w24Gt27Tti2cCEsDCtRk2TWmVl9CeR5akxgtHIMxlmXFjA06dPAbDKwHnPUjz53XvvvUerVq3o27cvAIcPH6ZmzZqMHz+eUqVKMXLkSBo3bpzpO2rL5HevTya/S71nz57Re8BX/LE/EACNRs20Uf588uHbMea0Jcnkd1mToihERkXjaG8r/fCyEJn8LmlPlBzorRzJ5e6OnU1SE9zFT35nLZPfpYqCoiho1VYpmPrOQhQFlZXVG09+l/pqFZ4+fcrdu3dxcXHB09PTbH16/g5OcZ+Kc+fOmSUMmzZton79+owcORIAW1tbBg4cmOmTCiEykp2dHd/Pmcagr4bx866DGAxGBo2bwf2Hj+jdqbX8qBLZjt5gZO+xizL6k8gW7HlKlA7u3jFAUj8u46/rqjWQeX8eZ0IKCgoalTbzPmuKgkqrtViy6OLigoeHR4bWmeKkIjIykpw5c5oeHzp0iNatW5selylThlu3bqVtdEJkAVZWWmaN6YeriwvLNvwCQMDc5dy9/5AxX/ZEncFXMYQQQmQMlQoceIrR+AyjMamkQg/6WHD0BE2qRvnP1vSKHp1Bh4e9B1p15nveFL0eJTYW63z5UFln/Lw8VlZWFpkhPMWvRL58+fj7778pUKAAT548ITg4mJkzZ5rWP3jwwGwOCyHEf9RqNV8P6k4u95xMnb8CgKXrtnL/YTgzxn2JdSZs7iaEECJtqFUKagyJVyh6QBfXw1WaeaaYYgSDomCj1WKVGZMKRcGoVmNja2uRpMJSUnyJtHXr1vj7+7N69Wp69OiBh4cHVatWNa0/ceIEJUqUSJcghcgKVCoV/bp+yvQx/mietzneumsfnQeO5UnUUwtHJ0TGkU7aQgiR9aT4m33MmDG8++67DBgwgKCgIH744QezWyvr1q3jgw8+SJcghchK2jRvyPffjMbGJu7qxcGjp/nk82Hcf/jYsoEJkQGstBqa1i4n/SmEECKLSfHoT1mFjP70+mT0p9ek10F4KGhtIMHzdiL4PJ39xxIeETfPSyGvvPwwbyIF83smd6RsRUZ/ypqMRoX7jyJxd3VErZbXNauQ0Z9ek1EH+hhwLgBa+buaUjqjjlhDLF6OXpmz+ZNOhzEmBpvChTNd86f0/B0sn3whLKSST2l+WvoNnnncAbh6/RYfdR3EXxcuWzgyIdKPwWjkSPAVDEajpUMRQgiRhiSpEMKCihcpyJZlMyhW2AuAew8e0brnVwQeC7JsYEIIIYQQqSBJhRAWltcjF5uXfkvFcqUAeBL1jI4DRvPL7wcsHJkQQgghRMpIUiFEJuDq7Mi6BZOpV7MyALE6PX1HTGHFhm0WjkyItKWCuNm0LR2IEEKINCVJhRCZhJ2dLd9/M4ZPPqwPxI1zPXraQqbOX0E2G09BZGFarYa6VUqildGfhBAiS0lRl/k5c+ak+IADBgx47WCEyO60Wg3fjPmCXDndmL98AwDzlm3gVtg9po/xl0nyxFvPaDRyPewRXh6uMpu8EEJkISlKKhLOnA1w7949nj59iouLCwCPHz8mR44c5M6dW5IKId6QSqViWL/O5HF3Zew3i1EUhZ92/I+79x+yeNoonBztLR2iEK/NYFQIunCdvLldkJxCCCGyjhR9pYeEhJiWSZMm4evry99//83Dhw95+PAhf//9NxUqVGDChAnpHa8Q2UaXNs1ZPG2kaZK8Q8eCaNl9MLfv3LNwZEIIIYQQ5lJ9nWj06NHMnTuXEiVKmMpKlCjBzJkzGTVqVJoGJ0R217huddYvDMDVOW6CmguXr/Jh5y/4+58QC0cmhBBCCPGfVCcVt2/fRq/XJyo3GAzcuXMnTYISQvynkk9ptiz/lgL5PAAIu/uAlt0Gc+jYaQtHJkTqqVSQy80RlQz/JIQQWUqqk4r333+fzz//nFOnTpnKTp48Se/evalXr16aBieEiFOkYH62rpiJT5niAERGPaVj/zFs3v6HhSMTInW0Gg3VfL3RamT0JyGEyEpSnVQsW7YMDw8PKlWqhI2NDTY2NlSuXJk8efKwZMmS9IhRCAG4u7nw4+Kp1KtVBQCdXo//mG+Yu2y9DDkr3hoGo5ELV25jMBotHYoQQog0lKLRnxLKlSsXO3bs4NKlS1y4cAGAkiVLUrx48TQPTghhLoedLd9PH82Y6QtZvWk7ANPmr+Tm7btMHNpXxv4XmZ7RqHDx6h28C+RGI6M/CSFElpHqpCJeoUKFUBQFb29vtNrXPowQIpW0Wg2ThvUln0dupsxbDsCan34j7O4DFkwZTg47WwtHKIQQQojsJtXXiZ4+fUq3bt3IkSMHZcqUITQ0FID+/fszZcqUNA9QCJGYSqWib5dPmDPxK6yeJ/V/HDpG655fcefeQwtHJ4QQQojsJtVJxfDhwwkODmbfvn3Y2v53RbRevXps2LAhVccKCAjg3XffxdHRkdy5c9OiRQsuXrz4yv02btxIyZIlsbW1pWzZsuzYsSO1pyFElvBR4/f4Yd5EnBziJsQ7c/4fPuzkL0POikxLrVJRwNMNtQz/JIQQWUqqk4otW7Ywb948atSogSrBH4UyZcrw77//pupY+/fvp2/fvvz555/s3r0bnU5HgwYNiIqKSnafw4cP07ZtW7p168bp06dp0aIFLVq04K+//krtqQiRJVR714fNS78hn0duAG7ducfH3QaxN/C4hSMTIjGNRk35UgXQSIcKIYTIUlL9rX7v3j1y586dqDwqKsosyUiJnTt30rlzZ8qUKYOPjw8rVqwgNDSUkydPJrvP7NmzadSoEUOGDKFUqVJMmDCBChUqMG/evNSeihBZRsmihdi28r8hZ59EPaOz/9es+PEXC0cmhDmDwcjpv0MxGGT0JyGEyEpSnVRUqlSJ7du3mx7HJxJLlizBz8/vjYIJDw8HwM3NLdltjhw5kmg+jIYNG3LkyJEkt4+JiSEiIsJsESIryu3uxsbFU2nyfnUAjEYjo6cu4OtvFmEwGCwcnRBxjIpC6O2HGGUYZCGEyFJSPWzT5MmTady4MefPn0ev1zN79mzOnz/P4cOH2b9//2sHYjQa8ff3p3r16rzzzjvJbhcWFkaePHnMyvLkyUNYWFiS2wcEBDBu3LjXjkuIt4mdnS0Lp4xg6rwVLFi5EYCl67Zy7cZt5k0ehn0OOwtHKIQQQoisKNV3KmrUqEFQUBB6vZ6yZcvy+++/kzt3bo4cOULFihVfO5C+ffvy119/sX79+tc+RlKGDx9OeHi4abl+/XqaHl+IzEatVjN8QFemjRpomrV4z8FjtOw+mNt37lk4OiGEEEJkRa81wYS3tzfff/99mgXRr18/fv31Vw4cOED+/Plfuq2Hhwd37twxK7tz5w4eHh5Jbh8/67cQ2U3bjxrhlS8Pnw+ZRMSTKM5dvMIHnb5g+cyvKVuqqKXDE9mUWq2iRKE8qNUy+pMQQmQlqb5TcerUKc6ePWt6vHXrVlq0aMGIESOIjY1N1bEURaFfv378/PPP/O9//6Nw4cKv3MfPz48//vjDrGz37t1v3J9DiKyoRuXybFkxgwL54pLuO/ce0LL7YHbtS7oPkhDpTaNWU7KIJxq1jP4khBBZSaq/1T///HMuXboEwJUrV/j000/JkSMHGzdu5KuvvkrVsfr27csPP/zA2rVrcXR0JCwsjLCwMJ49e2bapmPHjgwfPtz0eODAgezcuZNvv/2WCxcu8PXXX3PixAn69euX2lMRIlsoVrgA21bOpJJPaQCeRcfQY/AE5i3bgCKdZUUG0xsMHA76F70MHiCEEFlKqpOKS5cu4evrC8RNQle7dm3Wrl3LihUr2Lx5c6qOtXDhQsLDw6lTpw6enp6mJeEkeqGhody+fdv0uFq1aqxdu5bvvvsOHx8fNm3axJYtW17auVuI7C6nqwvrFgbQvGEdIO4u4dT5KxgwahrPomMsG5zIVhQF7j2MRPJZIYTIWlLdp0JRFIzGuPHF9+zZQ7NmzQDw8vLi/v37qT7Wq+zbty9RWevWrWndunWq6hIiu7O1sWbupK8oVqQA3yxcBcCWnfu4ev02S74dQ55cyQ/lLIQQQgjxMq81T8XEiRNZvXo1+/fvp2nTpgCEhIQkGupVCJG5qFQqBnZvy3fTR5HDzhaAoHMXadZxAMHnL1k4OiGEEEK8rVKdVMyaNYtTp07Rr18/Ro4cSdGicaPIbNq0iWrVqqV5gEKItNe4bnV+XvYt+TxyAxB29wEtuw9h2++vP9eMECmhUavwLemFRkZ/EkKILEWlpFFPzejoaDQaDVZWVmlxuHQTERGBs7Mz4eHhODk5WTocM0psLDEhIahtbFBlwudRZ9RzPfI61hprrNSZL75MS6+D8FDQ2kAme97uP3xMz8ETOB583lQ2oFtbBvXqgNrCo/PoDEbCIqOxVqvRaOQHqBCZmcGgEGs04uFoi5VGRvZKMaMO9DHgXAC0mevvQ2amM+qINcTi5eiFlfq1ZkdIV4pOhzEmBpvChVFZW1s6HDPp+Ts4zT75tra2mT6hEEKYc3dzYd2iAD75sL6pbM7SdXz+1SSinj57yZ5CvB693sD/jl5Ar5fRn4QQIitJUVLh5uZm6oTt6uqKm5tbsosQ4u1iY23NN2O+YMyXPU13J3buPcxHXQcRejPMwtGJrEYBIqOikcGfhBAia0nRPaOZM2fi6OgIxPWpEEJkLSqVih7tP6JoYS/6DgsgMuopf/8TQtPPBrAgYDg1q5S3dIhCCCGEyMRSlFR06tQpyf8LIbKW96pVYtvKWXT9chwhoTd5HB5Jh36jGN6/C59/1hKVSvo2CCGEECKxFDV/ioiISPEihHi7FS3sxa+rZlOvZmUAjEYjk2Yvpe+IKTx9Fm3h6MTbTqNW4+dTBI2FBwIQQgiRtlJ0p8LFxeWVVygVRUGlUmEwSOc7Id52To72LJ0xlpnfrWHW92sB+OX3A1wOuc7334ymYH5PC0co3lZqtYrcOTPXyHtCCCHeXIqSir1796Z3HEKITEatVjOo12e8U7Io/mOm8yTqmamfxfzJw6jtV9HSIYq3kE5v4PfAczSoXgYrrcbS4QghhEgjKUoqateund5xCCEyqYZ1/Phl5Wy6DxrPv9duEB7xhI4DxjC0byd6d2ot/SxEqukNRkuHIIQQIo29dqPWp0+fcuHCBc6cOWO2CCGynqKFvdi2chb1a1cF4vpZBMxdTp9hATKfhRBCCCFSn1Tcu3ePZs2a4ejoSJkyZShfvrzZIoTImpwc7VnyzWgGfd7BVPbrnoM0+2wgl65cs2BkQgghhLC0VCcV/v7+PH78mKNHj2JnZ8fOnTtZuXIlxYoVY9u2bekRoxAik1Cr1fj3bM+ymWNxtM8BwOWr1/mgoz9bdu6zbHDiraDVqHmvcgm0Ghn9SQghspJUf6v/73//Y8aMGVSqVAm1Wk3BggXp0KED06ZNIyAgID1iFEJkMvVrVWX7D3MoVawwAE+fRdN/5FRGTV1ATGyshaMTmZ2drbWlQxBCCJHGUp1UREVFkTt3bgBcXV25d+8eAGXLluXUqVNpG50QItMqXCAfW5fPoPUH9U1lK3/8hVbdv+Lm7bsWjExkZnqDkR0HzkpnbSGEyGJSnVSUKFGCixcvAuDj48PixYu5efMmixYtwtNTxq4XIjuxs7Pl27FfMG3UQGysrQAIOneRxu37s+/wSQtHJ4QQQoiMkuqkYuDAgdy+fRuAsWPH8ttvv1GgQAHmzJnD5MmT0zxAIUTmplKpaPtRI35eNgOvvHkAeBQeQccBo5mx+AeZEFMIIYTIBlI0T0VCHTr8N/JLxYoVuXbtGhcuXKBAgQK4u7unaXBCiLdH2VJF2bFmLl+M+YY9B4+hKAozv1vDyTN/M3vCENzdXCwdohBCCCHSyRsPv5EjRw4qVKggCYUQAhcnR5bOGMvQvp1Rq+O+Xg78eYqGbfty5ITMYyPiRn9qUqusjP4khBBZTKrvVCiKwqZNm9i7dy93797FaDTvbPfTTz+lWXBCiLePWq2mX9dPKf9OCfqPmsa9B4+4e/8hbXoPx79HOwZ0a4NGo7F0mMKCnkXH4mhva+kwhBBCpKHXmqfis88+IyQkBAcHB5ydnc0WIYQAqF7Zl51r51Gjsi8QNwv3jMU/0Lb3CMLuPbBscMJi9AYje49dlNGfhBAii0n1nYrVq1fz008/0aRJk/SIRwiRheR2d+OHeROZv+JHvl30A0ajkSMnz9CobV9mjR9CnWoVLR2iEEIIIdJAqu9UODs7U6RIkfSIRQiRBWk0GgZ0a8uP303FI3dOAB48Cuez/qMImLMMnU5v4QiFEEII8aZSnVR8/fXXjBs3jmfPnqVHPEKILKpK+XfYtXY+79eobCpbsHIjrXt+xY3bdywYmcho0klbCCGynlR/s3/yySc8evSI3LlzU7ZsWSpUqGC2CCFEctxcnVk+62tGf9ED7fPO2ifP/E3DNn3ZumufZYMTGcJKq6Fp7XJYaaWzvhBCZCWp7lPRqVMnTp48SYcOHciTJw8qlSo94hJCZFEqlYqeHT7mXd8y9BsxhdCbYUQ8iaLfiKnsDTzBhK964+hgb+kwRToxGhXuP4rE3dURtVr+fgghRFaR6qRi+/bt7Nq1ixo1aqRHPEKIbKL8OyX4bc08Rk2dz8+/7QVg8/Y/OB50jtkThuDzTkkLRyjSg8Fo5EjwFZrUKotaLXcrhBAiq0h18ycvLy+cnJzSIxYhRDbj5GjPnIlfMWfCEBztcwAQejOMlt2HMOu7NegNBgtHKIQQQoiUSHVS8e233/LVV19x9erVdAhHCJEdfdSkLjvXzeddn9JA3JwWc5aspY//aG7cCrNwdEIIIYR4lVQnFR06dGDv3r14e3vj6OiIm5ub2SKEEK+jQD4PfvxuGoN6fYbm+ehAf52/SPseX/Lrrr0oimLhCEVaUAGO9rZIbwohhMhaUt2nYtasWekQhhBCgFarwb9HO2pVLU//kdMIvRlG1NNnjJ40m4NHTjL8i564OEvzy7eZVquhbhXpLyOEEFlNqpIKnU7H/v37GT16NIULF06vmIQQ2VyFsqX49Ye5DAuYz47f9wHw+/8OcSroHGOG9qWmXyXLBihem9Fo5HrYI7w8XFGrZb4KIYTIKlL1jW5lZcXmzZvTKxYhhDBxsM/BqKH9mTx6EE6ODgDcf/iIAUMnMm7qPJ5EPbVwhOJ1GIwKQReuYzBKczYhhMhKUn2ZqEWLFmzZsiUdQhFCiMQa1K3BxpVzqF7lv8k1t2zfwyddBnL81FkLRiaEEEKIeKnuU1GsWDHGjx9PYGAgFStWxN7efJKqAQMGpFlwQggBkNvdjbnTRvPz9j18O3cpT59FczvsHj39R9O2ZTP6f/4ZdrY2lg5TCCGEyLZUSiqHVHlZXwqVSsWVK1feOKj0FBERgbOzM+Hh4Zluvg0lNpaYkBDUNjaorKwsHU4iOqOe65HXsdZYY6XOfPFlWnodhIeC1gbkeUsxncFIWGQ01mo1Gs1/YwXdun2HsVPmcuL0X6aygl55GT9iIOXKlLBEqCIV9AYDx85epXLZQmg1MvldVmEwKMQajXg42mKlkb4yKWbUgT4GnAuAVv4+pJTOqCPWEIuXoxdW6lRfH093ik6HMSYGm8KFUVlbWzocM+n5OzjVr0RISEiaBiCEEKmR1zMPi2eOZ/3m7cxZvJqY2FiuXb9Fl77D6dT2Iz7v/Ck2NpnrS1z8R6vRUM3X29JhCCGESGNvdDlBUZQ3Gjv+wIEDfPDBB+TNmxeVSvXKvhr79u1DpVIlWsLCZHIsIbITtVpNu9YfsH7ZTMqWLg7EjSq0fM1m2nb7kqCzFywcoUiOwWjkwpXbGIxGS4cihBAiDb1WUrFq1SrKli2LnZ0ddnZ2lCtXjtWrV6f6OFFRUfj4+DB//vxU7Xfx4kVu375tWnLnzp3quoUQb79CBfKxbF4A/Xp2QKuNu/EaEnqDrv2GM232Ep4+fWbhCMWLjEaFi1fvYJTRn4QQIktJdfOnGTNmMHr0aPr160f16tUBOHToEL169eL+/ft88cUXKT5W48aNady4cWpDIHfu3Li4uKR6PyFE1qPVaujWoRW1q73LuKnz+Ovvf1AUhXWbf2V/4DFGD+lD1Xd9LR2mEEIIkaWl+k7F3LlzWbhwIVOnTuXDDz/kww8/ZNq0aSxYsIA5c+akR4yJ+Pr64unpSf369QkMDMyQOoUQmVvRIgVZsWAKX/TpjO3zPhW3wu7Se9DXfD1lLhGRTywcoRBCCJF1pTqpuH37NtWqVUtUXq1aNW7fvp0mQSXH09OTRYsWsXnzZjZv3oyXlxd16tTh1KlTye4TExNDRESE2SKEyJo0Gg0d27Rgw/LZVCr/jql8644/aPlZf/534E8LRicA1CoVBTzdUKtUr95YCCHEWyPVSUXRokX58ccfE5Vv2LCBYsWKpUlQySlRogSff/45FStWpFq1aixbtoxq1aoxc+bMZPcJCAjA2dnZtHh5eaVrjEIIyyuQ35PFM8czanBv7HPYAXGzcQ8aNYUhY6Zx7/5DC0eYfWk0asqXKoBGhh0VQogsJdV9KsaNG8enn37KgQMHTH0qAgMD+eOPP5JMNtJb5cqVOXToULLrhw8fzpdffml6HBERIYmFENmAWq2m5YcNqVG1IpO+XcTBIycA2LPvMH8eD6Jfjw60at4QjcyVkKEMBiNnLt2gXPH8klgIIUQWkupv9JYtW3L06FHc3d3ZsmULW7Zswd3dnWPHjvHRRx+lR4wvFRQUhKenZ7LrbWxscHJyMluEENlHntzuzJ4yksljvsTFOe7z/yTqKVNmfUen3sO4cClzT9iZ1RgVhdDbDzG+wXDkQgghMp/XmoawYsWK/PDDD29c+ZMnT7h8+bLpcUhICEFBQbi5uVGgQAGGDx/OzZs3WbVqFQCzZs2icOHClClThujoaJYsWcL//vc/fv/99zeORQiRdalUKhrXq4Xfu77MWriSrTv+AODchX9o33MwbVs2pXe3dqamUkIIIYRIHYveez5x4gTly5enfPnyAHz55ZeUL1+eMWPGAHGdwkNDQ03bx8bGMmjQIMqWLUvt2rUJDg5mz549vP/++xaJXwjxdnFxduLrYf1ZMmcShQvmB+ImzVuz8RdaftaPvQelI7cQQgjxOlRKCqfEVqvVqF4xWodKpUKv16dJYOklIiICZ2dnwsPDM11TKCU2lpiQENQ2NqisrCwdTiI6o57rkdex1lhjpc588WVaeh2Eh4LWBuR5SzGdwUhYZDTWajUaTdqPFKTT6Vi1fgvfr9xITGysqbx29cp8NbA7eT1kUs30YDAa+efqHYoVyoNGLX0qsgqDQSHWaMTD0RYr6SuTckYd6GPAuQBo5e9DSumMOmINsXg5emGlfq1GN+lK0ekwxsRgU7gwKmtrS4djJj1/B6f4lfj555+TXXfkyBHmzJmD0WhMk6CEECK9WVlZ0e2z1jSoW4MpM7/j8LHTAOwPPMbRk8F0/6wVn33aAmtr+UOfljRqNSWLJN8PTgghxNspxUlF8+bNE5VdvHiRYcOG8csvv9C+fXvGjx+fpsEJIUR688rnybzpY/j9f4F8M3cp9x8+Ijo6hnnfr2Hrjj8YMqA7Nf0qWTrMLENvMHDs7FUqly2EVkbeEkKILOO17lHeunWLHj16ULZsWfR6PUFBQaxcuZKCBQumdXxCCJHuVCoVDd+vwU8/zKNNy6aonzfLuX4zjAFDJzJg6ERCb6Tv5J7ZhaLAvYeRyOBPQgiRtaQqqQgPD2fo0KEULVqUc+fO8ccff/DLL7/wzjvvvHpnIYTI5Bwd7Bk6sAfrls6ggk8ZU/nBIydo1ak/879fw7Nn0RaMUAghhMicUpxUTJs2jSJFivDrr7+ybt06Dh8+TM2aNdMzNiGEsIji3oVYMmcik8d8SS53NwB0Oj1LVm/k48/6sXtvICkc40IIIYTIFlI1+pOdnR316tV76Qy0P/30U5oFlx5k9KfXJ6M/vSYZ/em1pPfoTyn19Okzvl+1kR9+3GY2ul2l8u8wuF9XShQrYrHY3kZGo5HrYY/w8nA1NTMTbz8Z/ek1yehPr0VGf3p9mWL0p44dO75ySFkhhMhqcuSwY2CvjjRv8j7TZn/PkeNBAJw4/Rdtuw/iw8Z16du9vemOhng5tVpNwbw5LR2GEEKINJbiOxVZhdypeH1yp+I1yZ2K15JZ7lQkpCgK+w4dZcb85dy4dcdUbmdnS5d2H/NZm+bY2thYMMLMT683cODkP9SqWAytVkZ/yirkTsVrkjsVr0XuVLy+9PwdLJ98IYRIIZVKxXs1q7J51Ty+6NMZB4ccADx7Fs2CpWv5qH1fftu9X/pbvIQCREZFI8+QEEJkLZJUCCFEKllbW9GxTQu2rl3Ipx81QfP8ymzY3fuMmDCTTr2HEnT2goWjFEIIITKOJBVCCPGa3FycGfZFTzYsn031KhVM5WfPX6JL32EMGjWFkGs3LBihEEIIkTEkqRBCiDfkXciLedPHMP+bsXgXLmAq/9+BP2ndeQATps/n7r0HFoww89Co1fj5FEEjIz8JIUSWIt/qQgiRRqpVLs/6pTMZOag37m6uABgMRn76ZTfN2/VmzuLVREY+sXCUlqVWq8id0wm1OnN0vhdCCJE2JKkQQog0pNVqaNW8IdvWLaRfj/Y42Md15o6OiWX5ms00a9OLVeu2EBMTa+FILUOnN7B9/xl0eoOlQxFCCJGGJKkQQoh0YGdnS7fPWrNt3SLaf/IhVlZxwx5GRD5h5sIVtGjfh607/sBgyH4/rvUGo6VDEEIIkcYkqRBCiHTk6uLE4H5d2bJmAc0avmeaRDTs7n2+njKX1p0GsuuPQxiN8kNbCCHE20uSCiGEyAB5PXIzYeRANiybSU2/SqbykNAbDBv3DZ928eeP/UdkjgshhBBvJUkqhBAiAxXzLsScqaNYMmcS5cuVMpVfDgll8OiptOs+iAOHj2fZ5EKrUfNe5RJoZdZlIYTIUuRbXQghLKCibxmWzp3Mwm+/pmzp4qbyC/9cYeCwSXTs9RWHj53OksmFna21pUMQQgiRxiSpEEIIC1GpVFR915eVC6cyZ+ooSpXwNq376+9/6Dt4HF37jeDoyeAsk1zoDUZ2HDgrnbWFECKLkaRCCCEsTKVSUdOvEmu++4YZk4ZTzLuQaV3Q2b/p9cVYOvcZxsEjJ7JMciGEECJrkaRCCCEyCZVKxXs1q7B+6Qymjf+KIoW8TOvOnLvIgKETadd9EHv2HZbRooQQQmQqklQIIUQmo1arqV+nGj8un0XA2EEUK1LQtO7CP1cYMmYarToNYPvv+9DLJHJCCCEyAUkqhBAik9JoNDR6vybrl81k5uQRlC5Z1LQu5NoNRk2cxUcd+vDTr7vR6XQWjDTltBo1TWqVldGfhBAii5FvdSGEyOTUajV1alTmh8XTWfDNWLOhaG/cusOEafP5oE0vVq3fwpOopxaMNGWeRcdaOgQhhBBpTJIKIYR4S6hUKvwql2fZvACWzJlE1Uo+pnV37j1g5oIVNG7dndmLVnH3/kMLRpo8vcHI3mMXZfQnIYTIYiSpEEKIt1BF3zIsnDGO1YumUbt6ZVP5kydPWbH2J5p+0pOvp8zl36vXLRilEEKI7EKSCiGEeIu9U7o4swJGsHnVXFo0rYeVlRYAvV7P1h1/0KpjfwYOm8jJoHMyHK0QQoh0I0mFEEJkAUUKeTF2aD+2b/iOrh1a4uhgb1p34PAJug8YScdeX/HbngPo9HoLRop00hZCiCxIpWSzS1cRERE4OzsTHh6Ok5OTpcMxo8TGEhMSgtrGBpWVlaXDSURn1HM98jrWGmus1JkvvkxLr4PwUNDagDxvKaYzGAmLjMZarUajUVk6nLdO1NNnbPl1Nz9s/IWwO/fM1uVyd6N180a0bN4QNxdnC0UoshKDQSHWaMTD0RYrSRpTzqgDfQw4FwCt/H1IKZ1RR6whFi9HL6zUWkuHk4ii02GMicGmcGFU1taWDsdMev4Olk++EEJkQfY57Gj/yYdsW7eQSaO+oESxwqZ19+4/ZMHStTRu1Z2vp8zl4uWQDIvLaFS4+yACozFbXc8SQogsT5IKIYTIwqy0Wpo0qM26JTP4fs5E6tasilod99UfG6tj644/aNP1C7oPGMkf+49gMKTvZHoGo5EjwVcwyIzgQgiRpWS+e0ZCCCHSnEqlopLvO1TyfYdbt++w/qcd/Lx9N0+exM1rcTLoHCeDzuHpkYs2HzXlwyZ1cXHOXE1EhRBCZF5yp0IIIbKZvJ55+LJvF3ZtWsrwL3pSqEA+07rbYfeYuXAFDVt2Y9SkWQSdvSCjRgkhhHgluVMhhBDZVI4cdnzyURNaNW/EkeNBrN30K4ePngLimkZt37WP7bv2Ucy7EK2aN6RpgzrY57B7ozpVgKO9LdL1XgghshYZ/SkTkdGfsigZ/em1yOhPlnE19Cabtu3il9/+R0TkE7N1OexsaVy/Nq1bNKJE0cLJHEFkRzL602uS0Z9ei4z+9Ppk9CchhBAZolCBfAzu15VdPy1l3PABlC1TwrTu6bNoNm/bRZuuX9Cx91C2/fY/nj2LTtXxjUYj1249wCgdtYUQIkvJfOmdEEIIi7O1seHDxnX5sHFdLv5zhY1bd7Fj935TEnH23EXOnrvItNnf0+j9mjRvWo93ShVDpXr5XSWDUSHownXy5nZBLZe1hBAiy5CvdCGEEC9VolgRRg3uze8/LWP4l59TrEhB07qop8/Y/MvvdOz1Fa06DWDV+i08fPTYcsEKIYSwCIsmFQcOHOCDDz4gb968qFQqtmzZ8sp99u3bR4UKFbCxsaFo0aKsWLEi3eMUQggBDvY5+KRFYzYsn8WKBVNo0bQeOexsTeuvXL3OzAUraPhxNwaNnMKBw8fR69N33gshhBCZg0WTiqioKHx8fJg/f36Ktg8JCaFp06a89957BAUF4e/vT/fu3dm1a1c6RyqEECKeSqXC552SjB3aj90/L+frYf0pX66Uab3eYOB/B/9k4LBJNG7dndkLV/JvSOjzfSGXmyOvaCUlhBDiLZNpRn9SqVT8/PPPtGjRItlthg4dyvbt2/nrr79MZW3atOHx48fs3LkzRfXI6E+vT0Z/ek0y+tNrkdGf3j7Xrt9ky/Y/+HXnXu4/fJRofYlihWnaoA6N3q9JLnc3C0Qo0ouM/vSaZPSn1yKjP72+9PwdnPleiZc4cuQI9erVMytr2LAh/v7+ye4TExNDTEyM6XFERESicrVajZWVFTqdzmxEEo1Gg1arJTY21mzyJ61Wi0ajSVRuZWWFWq02qy++XKVSERsba1ZubW2NoijodDrgeVKh02FnY4PRaESn15u2ValUWFtZYTAY0BsMicr1BgOGBOVqtRorrRadXp/4nDQaYnU683PSaOLO6YVyK6027pxiY9EZ9eh0ejCq0FhpUakwizF+e0UBvcG83NrKCqPRaB47KqystBgMRgxG83Oy0moxGAwYEsSuVqnRajXo9QaMSoJzUqvRaDTo9Hqz2DVqDRqNGp1Oj4L5uarVamKfP+//lafTOel1qPRGrLQ8L09wTmo1Wo0avcFo/jqp1XGx6w3m56RRo1EnLo87JxWxOvMYtVoNKkD3QhMUK60GBRI1TbG20mI0KoneY1ZaDQajEYPBmLg8nc5JeT6TgU5vwKj8l1Ron/9g0RvMRw9KrtxKq8FoVMxiVD1/boxGIwbjf3WqVHHPpcFoxJigXK1SodGoMRiMGBPEqFar0KjV6A0GEl6e0ahVqNVq9HoDCa/aaNRq1GpVotcjq5xTXk8P+nRvT8/ObTh6Iohtv/3B0RNnTHFeDb3F7EWrOH3+KvrYKOrX8aO237vY5bDLtOeUktfjbXud0uOcVCo1RqORWJ0B5fm69P6OyDLfe3oD6HSgWODvE2/n31ydUYfOoCdWp8PKRmvR30Yvxq5SqYiJjcWo00FMDCpFSfR7L55N/O+9BOUqlQpra+u4c3rxd6C1NXq9PvE5peI3bMJ909pblVSEhYWRJ08es7I8efIQERHBs2fPsLNLPClTQEAA48aNS1Q+Y8YMbG3j2gKXL1+eDz/8kN9++43Tp0+btqlduzZ16tThxx9/5N9//zWVf/DBB1SoUIElS5Zw7949U3n79u0pWrQoM2bMMEsgevfujbOzM1OmTDGLYdiwYYSHh7Nw4UJTmbVWy6D27bl66xbrE9x9cXdxoWerVpz95x92HDpkKi+cLx9tGzfmcFAQhxLE7lO8OE1r1eL3w4cJvnTJVF6jfHlqVazI5j17CLl501TepEYNfEuWZMXWrdx//NhU3qZRI4rkz8/cdevMvhA+blIHe3s7Vm/8zeycPmvdmKioZ/y0Y5+pzEqrpeMnTbgVdp9d+/40lbs4O9Ky6XtcDrnOoWPBpvJ8HrloVNeP4HP/cPqv/2Iv7l2AmlV8OXLy/+3dd1SU17oG8GcaQx96ryqIICggKsYjGjUaPSfFnCTXa83JMeXoipruTUyuyUpMjx5TTHJzoum9GI1Ro1iwYQAFBQEBadL70Kbt+wc6ZgIoIjCjPL+1WDB77+/79n4VZt7Z396TgZy8ImN59MhQxESFYff+Yygtv/jvMXHsKAwfFogtOw+gvqHJWD5j8nj4+Xjgyx92mfwx69cxudph5vjhOHHmHNJyLsY9NMAdfxk1BIdPnkVO0cW+R4f6Ima4H3b/novSqoaLY4oKxvBAD2w5cAr16taLYxo3HH4eTvjytzRodRf/qMyZHAk7ayt88muK6ZhmxqK5TYPv92b8YUxSLLw5DueqG7DjaPbFMdnb4I4pUThTXI2k9IKLY3JXYeb4sH4b09S4UMisldh9JNPkhc2UscNhY22FX/Zf7DsAzJoUidY2DRKTL/ZdLpNidkIUquuacPhEvrHcwc4aN44LQ3F5HY6fLjaWu7s4YMLoocg9W4HssxXG8gBvF0SPCEB6TgmKymqN5cODPBE2xBvJGWdRVXvx/9joMH8E+rhif0oumpovbrkaP2oIPFwdsfPgqUEwpkjcMD6205hef/11JCQkAAAMABJ/PwO9TgcvJxmCg4KRfPKsBY/pevx36psxJYwZjnOV9fgt9+Lfgv7+G3Fd/N07mI16dRuA0x1jMsfz0zX8nOvq5IT7Lei10ZI77oCjnR3e+OILkzF1+XrPygqrVq1Cfn4+PvvsM2O5u7s7/vWvf+HEiRP4+eefjeVDhw7F/PnzkZSUhH379hnLr/Q17JQpU9Bfrqnbn0JDQ3HPPfdg1apVxrJffvkFs2fPRktLS5dJRVczFf7+/qisrDRO+1jUTEVhIWzs7SHOvwvwx/hYwkxFqboUCpkCNgobvmtyJTMVjaVQWNtAL2R8x+4KZioqm9shMQiT25/4bvG1O6aiknPYsTsJvsEj8Prrr5v8TWxvb4erixOmT56IGxPGIypiOGRSqcWP6VLl1+q/U2/GJJFI0abTwc1WCcX531fOVPRgTJo2CF074OgHyBWcqejhmDpmKrTwc/CDndLG8mYqWlpg0GigDAyExMrKomYqWlpa4OLi0i+3P11TScWkSZMQExODdevWGcs++ugjrFixAg0NDd0e90dcU9F7XFPRS1xT0StcU3F90ur0+GV/BvxcFNj+237sSjzY6ZO7AcDdzQXTJ0/ATTdORFTE8Mt+/gWZF9dU9BLXVPQK11T0HtdUnBcfH49ffvnFpGzXrl2Ij483U4+IiOhKSCUSBHi7ICrUD7GjI/D4Q/9E0pEUbNu5FwePpBrf+auqrsXn327F599uhZenO6ZPnoAZN05EeNgwJhhERBbIrEmFWq3GmTNnjI8LCgpw/PhxuLi4ICAgAKtWrUJpaSk+/vhjAMADDzyAt956C48//jj+8Y9/YM+ePfj666+xbds2cw2BiIiugEwmRfSIAONjKysFbpw0HjdOGo/mllbsS0rGjj1JOHwsrWNjCADlFVX45Kuf8MlXP8HPxxPTp0zE9MkTEBY6hAkGEZGFMOvtT3v37u1ywciiRYuwadMmLF68GGfPnsXevXtNjlm5ciUyMzPh5+eH1atXY/HixT2+Jm9/6j3e/tRLvP2pV3j70/VJrzcgPacEUaF+kF3iNpmmJjUSk5Kxc08Sjv5+wuR+6Qu8vdwxZeI4TJk0HtGRIyCTyfqz63QJvP2pl3j7U6/w9qfe68/XwRazpmKgMKnoPSYVvcSkoleYVFyfLqypmDUpEgp5z5KA+oZG7DlwFLv2JOFYWobJwtkLnFSOSLghDlMT4jE2JgpKpWU9kV/vmFT0EpOKXmFS0XtcU0FERIOWk8oRc/46HXP+Oh219Q3Ys+8IEg8cQXJqhnF3lPqGRvz0y2789Mtu2NpYY+L4WEyZNB4Tx8fC3s7WzCMgIrr+MakgIqJrhouTCn+/dQb+fusMNDWpkXQkBbv3H8HBo6loa+vYzrultQ07Ew9iZ+JBKBRyxEVH4i/xY/CX+DHw9fG8zBWIiKg3mFQQEdGAkUolGB7kCan06m9pc3Cwx83TE3Dz9AS0tbfjyLETSDxwBPsOHkNDY8eHb2m1OhxKTsOh5DS8vP4DDAnyx6T4MfjLhDGIigiDvIe3YBER0aUxqSAiogEjk0oRNsS7z89rrVRi8sSxmDxxLHQ6PVJPnMKeA0ewLykZ5ZXVxnb5Z4uRf7YYm774AY4O9rhhXAz+MmEMJoyNhsrRoc/7RUQ0WHChtgXhQu3rFBdq9woXal+fdHo9kjPOYmxkEOQDsFuTEAK5+YU4cOgY9h/6HRmZOejqaU8qlWLUyDDcMC4a8WOjERYyBFIpFxz3FBdq9xIXavcKF2r3HhdqExHRdUEIoKq2CQP1dpZEIkHo0CCEDg3CvQvuRG19Aw4dTcWBQ7/jUHIa1M0tAACDwYC09EykpWfirQ8+g5PKEePjRiE+bjTGx0XDw81lYDpMRHSNYlJBRESDhouTCn+dMQV/nTEFWp0Ox9OzsP/QMSQdScHZolJju/qGRvz62wH8+tsBAEDIkECMjxuNCWOjMTpqBKyVSnMNgYjIIjGpICKiQUkhlyMuJhJxMZF4ZNk/UFxahsPHjuPIseNITklHc0ursW1ufiFy8wvxyVc/QWllhdjRERgfNxpjY6MQMiSQt0oR0aDHpIKIiAaMTCrB6DB/yPpg96e+5u/rDX9fb9x1283Q6nQ4mZmDQ8lpOHLsOE6dPmNci9Gu0Rh3lAIAJ5UDYkePRFx0R4ISHOgHicTyxkdE1J+4UNuCcKH2dYoLtXuFC7XJktQ3NOLo7+k4fCwNh48dR2VVTbdt3VycMSamI8kYEx0Jf1+v6z7J4ELtXuJC7V7hQu3e40JtIiK6Luh0euxPycWk2JBr6jMinFSOmDF1ImZMnQghBPILS3D02HEcS8tAyvFTaFI3G9tW19aZrMfw8nDDmOhIxMWMROyokfDx9rjukwwiGnyYVBAR0YARAJqa23AtT5FLJBIMDfLH0CB//Pedf4Ner0f2mQL8nnoSyanpSEvPREtrm7F9eWU1tu5IxNYdiQAAdzcXREeFIzpyBKJHhWNYcABkA7C9LhFRf2JSQUREdBVkMhnChw9D+PBhWDj3Nmh1OmSePoPf0zJwLO0kjqdnoV2jMbavqq7Fzj1J2LknCQBgb2+LURFhiI4ageiocESEhUCptKxbJoiILodJBRERUR9SyOUYNTIMo0aG4d4Fd0Kj0SIjMwe/Hz+J4+mZOHEqG61/mMlQq1tw8GgqDh5N7TheIUdEWAhGR47A6MgwRIaHwsXZyUyjISLqGSYVREQ0YGRSKeJHDYFsEG3BamWlQOzoCMSOjgDQsa4kJ68AaScykZaRhbT0TNTWNRjba7U6HM/IwvGMLGOZn48nRoaHIjJ8OKLCQzE8JBgKC9zQg4gGLyYVREQ0YKRSCTxcLWvnvYEml1+8XWreXbdACIGikjIcP59gpKVnoajknMkxJecqUHKuwrj428pKgbCQIYg8n2hERoTC29OdC8CJyGyYVBAR0YDR6vTYefAUbrohAopraPen/iSRSBDo74NAfx/cOmsqAKC6pg7HM7JwMisH6adykJV9Bm3tF9dlaDRapJ/KRvqpbAA/A+jYynZkeEhHwhI2DCOGD4WLk8ocQyKiQYhJBRERDSid3mDuLlg8N1dnTJs8AdMmTwAAaHU6nMkrREZmNtIzc5BxKqfTbEZ1bR32JiVjb1KysczL0x3hoUMRHjYUI4YPw4jQoXB2GtwzRUTUP5hUEBERWTiFXI4Rw4dixPChuOv2WQA6PpDvZFYuMjJzkHEqGxlZOVCrW0yOK6+oQnlFFfYcOGIs8/ZyR/jwjpmMiOHDEBY6BE4qJhpEdHWYVBAREV2DnFSOmDg+FhPHxwIADAYDikrKkJV9Bqey85CVnYfTOXkmn5kBAGXlVSgrr8LufYeNZR7urggdGoTQYUEIHRqM0GFBCPDz5udnEFGPMakgIqIBI5dJMWXscMhlg2f3p4EilUoRFOCLoABf3Dw9AUBHolFYfA5Z2XnIzD6DzOw8nM7NN9nSFgAqq2pQWVWDpCMpxjJrpRWGBgeeTzSCMDwkGCFDg2BvZzug4yKiawOTCiIiGlA21vxgt4EilUoRHOiH4EA/zLqpI9HQ6/UoLD7XkWSczkP2mQLk5BV0unWqrV2DU6dzcep0rkm5r7cnQoYGInRYcMcniwcHwNfbC+CsBtGgxqSCiIgGjE5vwC/7MzBrUiR3fzITmUyGIUH+GBLkj7/OmAIAEEKgrKIKOWfOIievoOP7mbMoLi3rdHxpWQVKyypMFoTLZDIE+HkjbGggwoYFIXRIIEKHBiDY3xcKBV9qEA0G/E0nIiIa5CQSCXy8PODj5YHJE8cay5tbWpGbV3gx0cg7izP5hZ1un9Lr9SgoLEFBYQm27zloLJfLZBgS6Hs+yQhESHAAkw2i6xR/o4mIiKhLdrY2GB0ZhtGRYcYyg8GA4tJynMkvRP7ZYuSdLUZeQREKi0uh1epMjtfp9cjJL0JOfhFw/oP7AEAmkyLA1xtDA30xJNAPQ85/HxroB3dXZ36IH9E1iEkFERER9ZhUKjV+WN/UhHgAgF4v0KLVQtNQh/yzxcjOK0RuQRFy8gqRX1gCzZ+SDb3egIKiUhQUlQIHkk3qHOxsERzoi6GBfsaEY2igH4IDfGFrYz1g4ySiK8OkgoiIBoxcJsWsSZHc/ek6JJfJ4Bfoh+FDAnDzjTcYy3U6Pc4Wn0NuQRGy8wqRk9+RaOQXlqK1rb3TeZqaW5CemYv0zNxOdd6ebgj080agnzcCfL2MPwf6+cBZ5dCv4yOiS2NSQUREA6q1TQMHO77jPFjI5TIMC/bHsGB/k2TDYDCgvLIG+UUlyDtbivzCEuQVlqCgqBTF5yoghOh0rrKKapRVVONISkanOpWDPQKMSYY3gv7ws5eHK6RSJrJE/YlJBRERDRid3oDE5Gzu/kSQSqXw8XKHj5c7Jo6NNqlra9fgbPE5FBSVIu9sR7KRX1iCs8XnUFvf2OX5GprUyMjKRUZW5xkOK4Uc/j5e8PX2gJ+3B3y9PeDv7Xn+sSc83V34QX9EV4lJBREREVkUa6UVwoYFIWxYUKe6xqZmFJWWobCk89e5imoYDIZOx2i0OuSdnwnpilwmg4+XO3y9PIyJh5+PJ/zOP/bxcoeVQtHXwyS6rjCpICIiomuGo4MdRoYNw8iwYZ3qNFotSssqcbaLhKO4tLzLNRxAxy5VRaXlKCot77JeIpHA3dUZ3p5u8PZwg5eH6/nv5x97usHL3RU21so+HSvRtYRJBRERDSgu0qb+YqVQIDjAF8EBvp3qhBCoq29ESXklSssqUXyuAqVllSgpq0RJWcfPDU3qLs8rhEBldS0qq2tx4lROt9d3UjmYJB0XEg8vDzd4e7rB090FKgd7bplL1yUmFURENGAUchlmJ0SZuxs0CEkkErg4q+DirELUiJAu2zSpm02SjJKySpScq0BJeSXKKqpRVVPX5QLyC+obmlDf0ISs3IJu21gp5HB3dYG7qzPcXVXwcHaEu08gPLw84e7mCg93V7i7ucHNzQU21tzQgK4dTCqIiGjAGAwC1XVNcHN2gFTKd2vJsjjY22FESDBGhAR3Wa/V6lBZXYvyqhqUVVSjvKpjN6qyymqUV9ag/Px3rU7X5fFAx/qO0vJKlJZXXrY/jg72cHdzg7u7qzHhcHN1hauLM1xcnOHi7GT8WeXowBkQMismFURENGD0BgMOn8jHrEmRkEq52w5dWxQKOXzP7x7VHYPBgNr6RpRXdiQbHclHRxJSWV2Lqpo6VNXUoaau4ZKzHgDQ2KRGY5MaeQVnL9s3uVwOF2cnuLg4dXx3doari7Mx6XA9n4Rc+NlJ5QgFF59TH2JSQURERNRHpFIp3Fyc4Obi1OVi8gt0Oj1qaqtRWVGBqlYFKuvqUVVVg6rqjq/KqmpUVlWjqroGzc0tl72uTqczHtNTdna2cFI5wkmlgkrlACeVCk4qR6jOlzmpHOHkpILK8XydkyNUjo6ws7PlrAh1wqSCiIiIaIDJ5TJ4urnA08kOUAUA8u5nDZqbW1BVU4PKymrU1NSipq4ONbX1qDv/vaa2DrW1dcbvGq22R31obm5Bc3MLSs91vetV932XdyQfjo5wcLDv+LK3g4ODPezt7eBof6HM3rTe3h729vZwdLCHjY01E5PrDJMKIiIaMBIADnbW4EsJop6zs7OFnZ0tggL8L9tWCIHm5paOBKOuI9G4kGzU1l1MQBoam1Bf34D6hkY0NDZCq+1+Hcif6XQ6VNfUorqmttdjkslkHQnI+eTD3t4OtjY2sLOzhY2NDexsbWBrawNbW9uO8j88trJWwMpagQa3ZjjZO8LO1hb2dnawsWaiYk4WkVS8/fbbePXVV1FeXo5Ro0Zhw4YNGDt2bJdtN23ahHvuucekTKlUoq2tbSC6SkREV0Eul+HGcWHm7gbRdUsikcDe3g729nYIDPDr0TFCCLS0tKK+oQENDU2obzifbDQ0dvxc35F41Dc0miQi9fWNUDc396qfer0eDeev0VckEgnsbG07kgzbjuTEWqmEtbU1bKytoVQqYWNt3VF2/udLlp0/7kKdUqmElUIBhULR6btCLodcLh/USY3Zk4qvvvoKDz/8MDZu3Ihx48Zh3bp1mDFjBrKzs+Hh0fVCKEdHR2RnZxsfD+Z/QCKia4nBYEBxeR38vZwhlfLzKogsgUQiMc6G+Pp4X9GxBoMB6uZmqNXNaGxSQ61uRtP5BeZqtRpNarVJeZO6GU3qpos/n69r12iuehxCiI6+NDej4qrP1jvGREMuh0KphJWVVUfZn77/8WepVDpgX9oe3hrXG2ZPKt544w0sWbLEOPuwceNGbNu2Df/5z3/w5JNPdnmMRCKBl5fXQHaTiIj6gN4gcPx0MXw8nMCcgujaJ5VK4ejgAEcHB1xhPmJCo9GipbUVLS0taGlpRXNLa8fj5ha0tLaiuaUFrS1taG5pgbqlGU1qNaQ6mbGuubn5fF0LWlpaoG5uRmtbG1rb2i67y1Zf0mq1/frC3ZKZNanQaDRISUnBqlWrjGVSqRTTpk3D4cOHuz1OrVYjMDAQBoMBMTExePHFFxERETEQXSYiIiKiPmZlpYCVlQJOKsfLttUatNDoNfB38IdCeumXskIIaLVatLW3o7WtzeR7+/mk449lbX963NrWhvb2duPPWq0WWp0OGo0GWp3OmET8sUyj0UCr0UAHQHO+XqPRGNtq+mBWxhKZNamorq6GXq+Hp6enSbmnpydOnz7d5THDhw/Hf/7zH0RFRaGhoQGvvfYaJkyYgFOnTsHPr/O9g+3t7Whvbzc+bmzsu3v3iIiIiMhySSQSWFlZwcrKCo4ODgNyTaHVwtDeDmVwMCRWVp3rhYBerzcmGkIIGAyGAflqamrCnDlz+mXcZr/96UrFx8cjPj7e+HjChAkYMWIE3nvvPTz//POd2q9duxZr1qwZyC4SEVE3JBLA3cUBXApHRIOVRCKB/PzC7oHWn2+um/WOVjc3N8hkMlRUmC6nqaio6PGaCYVCgejoaJw5c6bL+lWrVqGhocH4VVxcfNX9JiKi3pHLZJgweijkMn6aNhHR9cSsSYWVlRViY2Oxe/duY5nBYMDu3btNZiMuRa/XIyMjA97eXa8OUiqVcHR0NPkiIiLz0BsMOJ1fBr3BYO6uEBFRHzL73hsPP/wwPvjgA2zevBlZWVl48MEH0dzcbNwNauHChSYLuZ977jns3LkT+fn5SE1Nxfz581FYWIh//vOf5hoCERH1kMEgkH22AgbDwO3GQkRE/c/sayruvvtuVFVV4ZlnnkF5eTlGjx6NX3/91bh4u6ioyGQv87q6OixZsgTl5eVwdnZGbGwsDh06hPDwcHMNgYiIiIhoUJOIgdy81wI0NjZCpVKhoaHB4m6FEhoN2gsKIFUqIVEozN2dTrQGHYqbimEls4JCann9s1g6LdBQBMiVAOPWY1q9AeVNbbCSSiGTcVXv9UKr0+OX/RmYNSkSCjnXVVwv9HoBjcEALwdrKGRmvwni2mHQArp2QBUAyPn80FNXsqWsOVxu9ydz6s/XwfzNJyKiASOVSBDg7QIpt38iIrquWF56R0RE1y2ZTIroEQHm7gYREfUxzlQQEdGA0esNSMsqgl7P3Z+IiK4nTCqIiGjAGIRAUVktDINrOR8R0XWPSQUREREREV2VQbem4sJmV/35MeW9JTQatKvVkLS0QGKGj26/HK1BhyZ1A2QSuck2v3QZOh2grgOkMkBief+ulkqvN6ChSQu5lO9+XE90eoG2tjbUVVVDzl29rhsGADoDoNQoIOPuTz0ndIBBD+jsAAt83rdUBoMBeqFDg9bOMnd/0ukgDAYoGxstcvcn4OLr4b5kef8S/aympgYA4O/vb+aeEBENXi+ZuwNERINYTU0NVCpVn55z0CUVLi4uADo+VK+vg3m9a2xshL+/P4qLiy3uMz4sGePWO4xb7zF2vcO49R5j1zuMW+8wbr3X0NCAgIAA4+vhvjTokooLt+2oVCr+R+wlR0dHxq4XGLfeYdx6j7HrHcat9xi73mHceodx673+uI2dNz4SEREREdFVYVJBRERERERXZdAlFUqlEs8++yyUSqW5u3LNYex6h3HrHcat9xi73mHceo+x6x3GrXcYt97rz9hJRH/sKUVERERERIPGoJupICIiIiKivsWkgoiIiIiIrgqTCiIiIiIiuiqDLql4++23ERQUBGtra4wbNw7Jycnm7pJFWbt2LeLi4uDg4AAPDw/cdtttyM7ONmnT1taGpUuXwtXVFfb29rjjjjtQUVFhph5bppdeegkSiQQrVqwwljFu3SstLcX8+fPh6uoKGxsbREZG4vfffzfWCyHwzDPPwNvbGzY2Npg2bRpyc3PN2GPz0+v1WL16NYKDg2FjY4OhQ4fi+eefxx+XyTFuHfbv34+//e1v8PHxgUQiwY8//mhS35M41dbWYt68eXB0dISTkxPuvfdeqNXqARzFwLtU3LRaLZ544glERkbCzs4OPj4+WLhwIc6dO2dyDsat8/+3P3rggQcgkUiwbt06k/LBGDegZ7HLysrCLbfcApVKBTs7O8TFxaGoqMhYPxifay8XN7VajWXLlsHPzw82NjYIDw/Hxo0bTdr0RdwGVVLx1Vdf4eGHH8azzz6L1NRUjBo1CjNmzEBlZaW5u2Yx9u3bh6VLl+LIkSPYtWsXtFotbrrpJjQ3NxvbrFy5Ej///DO++eYb7Nu3D+fOncOcOXPM2GvLcuzYMbz33nuIiooyKWfculZXV4cbbrgBCoUC27dvR2ZmJl5//XU4Ozsb27zyyiv497//jY0bN+Lo0aOws7PDjBkz0NbWZsaem9fLL7+Md999F2+99RaysrLw8ssv45VXXsGGDRuMbRi3Ds3NzRg1ahTefvvtLut7Eqd58+bh1KlT2LVrF7Zu3Yr9+/fjvvvuG6ghmMWl4tbS0oLU1FSsXr0aqamp+P7775GdnY1bbrnFpB3j1r0ffvgBR44cgY+PT6e6wRg34PKxy8vLw8SJExEWFoa9e/ciPT0dq1evhrW1tbHNYHyuvVzcHn74Yfz666/49NNPkZWVhRUrVmDZsmXYsmWLsU2fxE0MImPHjhVLly41Ptbr9cLHx0esXbvWjL2ybJWVlQKA2LdvnxBCiPr6eqFQKMQ333xjbJOVlSUAiMOHD5urmxajqalJhISEiF27domEhASxfPlyIQTjdilPPPGEmDhxYrf1BoNBeHl5iVdffdVYVl9fL5RKpfjiiy8GoosWafbs2eIf//iHSdmcOXPEvHnzhBCMW3cAiB9++MH4uCdxyszMFADEsWPHjG22b98uJBKJKC0tHbC+m9Of49aV5ORkAUAUFhYKIRg3IbqPW0lJifD19RUnT54UgYGB4s033zTWMW4duord3XffLebPn9/tMXyu7TpuERER4rnnnjMpi4mJEU899ZQQou/iNmhmKjQaDVJSUjBt2jRjmVQqxbRp03D48GEz9syyNTQ0AABcXFwAACkpKdBqtSZxDAsLQ0BAAOMIYOnSpZg9e7ZJfADG7VK2bNmCMWPG4M4774SHhweio6PxwQcfGOsLCgpQXl5uEjuVSoVx48YN6thNmDABu3fvRk5ODgDgxIkTSEpKws033wyAceupnsTp8OHDcHJywpgxY4xtpk2bBqlUiqNHjw54ny1VQ0MDJBIJnJycADBu3TEYDFiwYAEee+wxREREdKpn3LpmMBiwbds2hIaGYsaMGfDw8MC4ceNMbvXhc23XJkyYgC1btqC0tBRCCCQmJiInJwc33XQTgL6L26BJKqqrq6HX6+Hp6WlS7unpifLycjP1yrIZDAasWLECN9xwA0aOHAkAKC8vh5WVlfFJ4wLGEfjyyy+RmpqKtWvXdqpj3LqXn5+Pd999FyEhIdixYwcefPBBPPTQQ9i8eTMAGOPD311TTz75JP7rv/4LYWFhUCgUiI6OxooVKzBv3jwAjFtP9SRO5eXl8PDwMKmXy+VwcXFhLM9ra2vDE088gblz58LR0REA49adl19+GXK5HA899FCX9Yxb1yorK6FWq/HSSy9h5syZ2LlzJ26//XbMmTMH+/btA8Dn2u5s2LAB4eHh8PPzg5WVFWbOnIm3334bkyZNAtB3cZP3Zafp+rJ06VKcPHkSSUlJ5u6KxSsuLsby5cuxa9cuk3s76fIMBgPGjBmDF198EQAQHR2NkydPYuPGjVi0aJGZe2e5vv76a3z22Wf4/PPPERERgePHj2PFihXw8fFh3GhAabVa3HXXXRBC4N133zV3dyxaSkoK1q9fj9TUVEgkEnN355piMBgAALfeeitWrlwJABg9ejQOHTqEjRs3IiEhwZzds2gbNmzAkSNHsGXLFgQGBmL//v1YunQpfHx8Ot1ZcTUGzUyFm5sbZDJZp5XsFRUV8PLyMlOvLNeyZcuwdetWJCYmws/Pz1ju5eUFjUaD+vp6k/aDPY4pKSmorKxETEwM5HI55HI59u3bh3//+9+Qy+Xw9PRk3Lrh7e2N8PBwk7IRI0YYd/O4EB/+7pp67LHHjLMVkZGRWLBgAVauXGmcKWPceqYncfLy8uq0oYdOp0Ntbe2gj+WFhKKwsBC7du0yzlIAjFtXDhw4gMrKSgQEBBifKwoLC/HII48gKCgIAOPWHTc3N8jl8ss+X/C51lRrayv+53/+B2+88Qb+9re/ISoqCsuWLcPdd9+N1157DUDfxW3QJBVWVlaIjY3F7t27jWUGgwG7d+9GfHy8GXtmWYQQWLZsGX744Qfs2bMHwcHBJvWxsbFQKBQmcczOzkZRUdGgjuPUqVORkZGB48ePG7/GjBmDefPmGX9m3Lp2ww03dNq2OCcnB4GBgQCA4OBgeHl5mcSusbERR48eHdSxa2lpgVRq+idcJpMZ381j3HqmJ3GKj49HfX09UlJSjG327NkDg8GAcePGDXifLcWFhCI3Nxe//fYbXF1dTeoZt84WLFiA9PR0k+cKHx8fPPbYY9ixYwcAxq07VlZWiIuLu+TzBV+jdKbVaqHVai/5fNFncevl4vJr0pdffimUSqXYtGmTyMzMFPfdd59wcnIS5eXl5u6axXjwwQeFSqUSe/fuFWVlZcavlpYWY5sHHnhABAQEiD179ojff/9dxMfHi/j4eDP22jL9cfcnIRi37iQnJwu5XC5eeOEFkZubKz777DNha2srPv30U2Obl156STg5OYmffvpJpKeni1tvvVUEBweL1tZWM/bcvBYtWiR8fX3F1q1bRUFBgfj++++Fm5ubePzxx41tGLcOTU1NIi0tTaSlpQkA4o033hBpaWnGXYp6EqeZM2eK6OhocfToUZGUlCRCQkLE3LlzzTWkAXGpuGk0GnHLLbcIPz8/cfz4cZPni/b2duM5GLfO/9/+7M+7PwkxOOMmxOVj9/333wuFQiHef/99kZubKzZs2CBkMpk4cOCA8RyD8bn2cnFLSEgQERERIjExUeTn54uPPvpIWFtbi3feecd4jr6I26BKKoQQYsOGDSIgIEBYWVmJsWPHiiNHjpi7SxYFQJdfH330kbFNa2ur+Ne//iWcnZ2Fra2tuP3220VZWZn5Om2h/pxUMG7d+/nnn8XIkSOFUqkUYWFh4v333zepNxgMYvXq1cLT01MolUoxdepUkZ2dbabeWobGxkaxfPlyERAQIKytrcWQIUPEU089ZfKCjnHrkJiY2OXftUWLFgkhehanmpoaMXfuXGFvby8cHR3FPffcI5qamswwmoFzqbgVFBR0+3yRmJhoPAfj1vn/2591lVQMxrgJ0bPYffjhh2LYsGHC2tpajBo1Svz4448m5xiMz7WXi1tZWZlYvHix8PHxEdbW1mL48OHi9ddfFwaDwXiOvoibRIg/fPwqERERERHRFRo0ayqIiIiIiKh/MKkgIiIiIqKrwqSCiIiIiIiuCpMKIiIiIiK6KkwqiIiIiIjoqjCpICIiIiKiq8KkgoiIiIiIrgqTCiIiIiIiuipMKoiIqMf+93//F6NHjzZ3N/rMpk2b4OTkdNXn0Wg0GDZsGA4dOnTZttXV1fDw8EBJSclVX5eIyFIwqSAiGgBVVVV48MEHERAQAKVSCS8vL8yYMQMHDx7ss2tMnjwZK1asMCnbu3cvJBIJ6uvr++Qajz76KHbv3t0n57qebNy4EcHBwZgwYYKx7PDhwxg9ejSCgoLw4YcfGsvd3NywcOFCPPvss+boKhFRv5CbuwNERIPBHXfcAY1Gg82bN2PIkCGoqKjA7t27UVNTY+6u9YgQAnq9Hvb29rC3tzd3dyyKEAJvvfUWnnvuOZPye++9F88//zy8vb2xcOFC3HTTTfD39wcA3HPPPYiNjcWrr74KFxcXc3SbiKhPcaaCiKif1dfX48CBA3j55ZcxZcoUBAYGYuzYsVi1ahVuueUWk3b3338/PD09YW1tjZEjR2Lr1q0AgJqaGsydOxe+vr6wtbVFZGQkvvjiC+Oxixcvxr59+7B+/XpIJBJIJBKcPXsWU6ZMAQA4OztDIpFg8eLFAACDwYC1a9ciODgYNjY2GDVqFL799lvj+S7McGzfvh2xsbFQKpVISkrqdPvT4sWLcdttt+G1116Dt7c3XF1dsXTpUmi1WmObsrIyzJ49GzY2NggODsbnn3+OoKAgrFu3rtuYHTt2DNOnT4ebmxtUKhUSEhKQmppq0kYikeD//u//cPvtt8PW1hYhISHYsmWLSZstW7YgJCQE1tbWmDJlCjZv3nzZmZuffvoJMTExsLa2xpAhQ7BmzRrodLpu26ekpCAvLw+zZ882KW9ubkZMTAxGjRoFZ2dnNDU1GesiIiLg4+ODH374odvzEhFdS5hUEBH1swvv7v/4449ob2/vso3BYMDNN9+MgwcP4tNPP0VmZiZeeuklyGQyAEBbWxtiY2Oxbds2nDx5Evfddx8WLFiA5ORkAMD69esRHx+PJUuWoKysDGVlZfD398d3330HAMjOzkZZWRnWr18PAFi7di0+/vhjbNy4EadOncLKlSsxf/587Nu3z6RfTz75JF566SVkZWUhKiqqy74nJiYiLy8PiYmJ2Lx5MzZt2oRNmzYZ6xcuXIhz585h7969+O677/D++++jsrLykjFramrCokWLkJSUhCNHjiAkJASzZs0yeWEOAGvWrMFdd92F9PR0zJo1C/PmzUNtbS0AoKCgAH//+99x22234cSJE7j//vvx1FNPXfK6Bw4cwMKFC7F8+XJkZmbivffew6ZNm/DCCy9c8pjQ0FA4ODiYlD/zzDMYMWIEVCoVxo8fj/DwcJP6sWPH4sCBA5fsDxHRNUMQEVG/+/bbb4Wzs7OwtrYWEyZMEKtWrRInTpww1u/YsUNIpVKRnZ3d43POnj1bPPLII8bHCQkJYvny5SZtEhMTBQBRV1dnLGtraxO2trbi0KFDJm3vvfdeMXfuXJPjfvzxR5M2zz77rBg1apTx8aJFi0RgYKDQ6XTGsjvvvFPcfffdQgghsrKyBABx7NgxY31ubq4AIN58880ej1Wv1wsHBwfx888/G8sAiKefftr4WK1WCwBi+/btQgghnnjiCTFy5EiT8zz11FMm8fjoo4+ESqUy1k+dOlW8+OKLJsd88sknwtvbu9u+LV++XNx4441d1qnValFbW9tl3cqVK8XkyZO7PS8R0bWEMxVERAPgjjvuwLlz57BlyxbMnDkTe/fuRUxMjPEd/ePHj8PPzw+hoaFdHq/X6/H8888jMjISLi4usLe3x44dO1BUVHTFfTlz5gxaWlowffp04yyKvb09Pv74Y+Tl5Zm0HTNmzGXPFxERYZxRAQBvb2/jTER2djbkcjliYmKM9cOGDYOzs/Mlz1lRUYElS5YgJCQEKpUKjo6OUKvVncb7x9kTOzs7ODo6mlw7Li7OpP3YsWMved0TJ07gueeeM4nLhdmflpaWLo9pbW2FtbV1l3V2dnbdjtXGxqbbcxIRXWu4UJuIaIBYW1tj+vTpmD59OlavXo1//vOfePbZZ7F48WLY2Nhc8thXX30V69evx7p16xAZGQk7OzusWLECGo3mivuhVqsBANu2bYOvr69JnVKpNHlsZ2d32fMpFAqTxxKJBAaD4Yr79UeLFi1CTU0N1q9fj8DAQCiVSsTHx3cab19fW61WY82aNZgzZ06nuu4SBzc3N2RkZFzxtWpra+Hu7n7FxxERWSImFUREZhIeHo4ff/wRQMc77iUlJcjJyelytuLgwYO49dZbMX/+fAAdazBycnJM7tO3srKCXq83Oc7KygoATMrDw8OhVCpRVFSEhISEvh6WieHDh0On0yEtLQ2xsbEAOmZK6urqLnncwYMH8c4772DWrFkAgOLiYlRXV1/xtX/55ReTsmPHjl3ymJiYGGRnZ2PYsGE9vk50dDTeffddCCEgkUh6fNzJkycxefLkHrcnIrJkvP2JiKif1dTU4MYbb8Snn36K9PR0FBQU4JtvvsErr7yCW2+9FQCQkJCASZMm4Y477sCuXbtQUFCA7du349dffwUAhISEYNeuXTh06BCysrJw//33o6KiwuQ6QUFBOHr0KM6ePYvq6moYDAYEBgZCIpFg69atqKqqglqthoODAx599FGsXLkSmzdvRl5eHlJTU7FhwwZs3ry5T8ceFhaGadOm4b777kNycjLS0tJw3333wcbG5pIvwENCQvDJJ58gKysLR48exbx58y47m/Nn999/P06fPo0nnngCOTk5+Prrr423m3V37WeeeQYff/wx1qxZg1OnTiErKwtffvklnn766W6vM2XKFKjVapw6darHfWtpaUFKSgpuuummKxoTEZGlYlJBRNTP7O3tMW7cOLz55puYNGkSRo4cidWrV2PJkiV46623jO2+++47xMXFYe7cuQgPD8fjjz9unGF4+umnERMTgxkzZmDy5Mnw8vLCbbfdZnKdRx99FDKZDOHh4XB3d0dRURF8fX2xZs0aPPnkk/D09MSyZcsAAM8//zxWr16NtWvXYsSIEZg5cya2bduG4ODgPh//xx9/DE9PT0yaNAm33347lixZAgcHh25vJwKADz/8EHV1dYiJicGCBQvw0EMPwcPD44quGxwcjG+//Rbff/89oqKi8O677xp3f/rzbV4XzJgxA1u3bsXOnTsRFxeH8ePH480330RgYGC313F1dcXtt9+Ozz77rMd9++mnnxAQEIC//OUvVzQmIiJLJRFCCHN3goiIBo+SkhL4+/vjt99+w9SpUwf02i+88AI2btyI4uLiPj1veno6pk+fjry8vB59OOD48ePx0EMP4b//+7/7tB9ERObCNRVERNSv9uzZA7VajcjISJSVleHxxx9HUFAQJk2a1O/XfueddxAXFwdXV1ccPHgQr776qnG2pi9FRUXh5ZdfRkFBASIjIy/Ztrq6GnPmzMHcuXP7vB9ERObCmQoiIupXO3bswCOPPIL8/Hw4ODhgwoQJWLdu3SVvKeorK1euxFdffYXa2loEBARgwYIFWLVqFeRyvqdGRNSXmFQQEREREdFV4UJtIiIiIiK6KkwqiIiIiIjoqjCpICIiIiKiq8KkgoiIiIiIrgqTCiIiIiIiuipMKoiIiIiI6KowqSAiIiIioqvCpIKIiIiIiK4KkwoiIiIiIroq/w97nshJZnMjAgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " Inclination Probed cos-phi range Probed angle range Nk\n", "-----------------------------------------------------------------\n", " 30° [-0.500, +0.500] 60.0° – 120.0° 4\n", " 50° [-0.766, +0.766] 40.0° – 140.0° 4\n", " 70° [-0.940, +0.940] 20.0° – 160.0° 6\n", " 80° [-0.985, +0.985] 10.0° – 170.0° 6\n" ] } ], "source": [ "true_spf_curve = hg_normalized(cos_grid, G_TRUE)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "\n", "colors = [\"C0\", \"C1\", \"C2\", \"C3\"]\n", "\n", "for incl, col in zip(INCLINATIONS, colors):\n", " cp_back, cp_fwd = probed_cosphi_range(incl)\n", " ang_fwd = float(np.degrees(np.arccos(cp_fwd)))\n", " ang_back = float(np.degrees(np.arccos(cp_back)))\n", " # Shade the probed region (not grayed out)\n", " ax.axvspan(ang_fwd, ang_back, alpha=0.12, color=col,\n", " label=f\"$i={incl:.0f}$° ({ang_fwd:.0f}°–{ang_back:.0f}°)\")\n", "\n", "ax.plot(angles, true_spf_curve, \"k-\", lw=2, label=f\"True HG ($g={G_TRUE}$)\")\n", "ax.axvline(90, color=\"grey\", ls=\"--\", lw=0.8)\n", "ax.axhline(1.0, color=\"grey\", ls=\"--\", lw=0.8)\n", "\n", "ax.set_xlabel(\"Scattering angle (°)\")\n", "ax.set_ylabel(\"Normalised SPF\")\n", "ax.set_title(\"True HG SPF with probed angular windows per inclination\")\n", "ax.set_xlim(0, 180)\n", "ax.legend(loc=\"upper right\", fontsize=9)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print probed-range table\n", "print(f\"{'Inclination':>12} {'Probed cos-phi range':>22} {'Probed angle range':>20} {'Nk':>4}\")\n", "print(\"-\" * 65)\n", "for incl in INCLINATIONS:\n", " cp_back, cp_fwd = probed_cosphi_range(incl)\n", " ang_fwd = float(np.degrees(np.arccos(cp_fwd)))\n", " ang_back = float(np.degrees(np.arccos(cp_back)))\n", " nk = recommended_num_knots(incl, NUM_KNOTS, boundary_buffer=KNOT_BOUND_BUFFER)\n", " print(f\"{incl:>11.0f}° [{cp_back:+.3f}, {cp_fwd:+.3f}] \"\n", " f\"{ang_fwd:>6.1f}° – {ang_back:>5.1f}° {nk:>4}\")" ] }, { "cell_type": "markdown", "id": "de32bfba", "metadata": {}, "source": [ "## Generating Synthetic Observations\n", "\n", "We generate a noiseless truth image using the HG SPF and create a **photon-noise-like error map**:\n", "\n", "$$\\sigma(x,y) = \\sqrt{|I(x,y)|} \\times \\sqrt{I_{\\rm max}} \\times 0.01$$\n", "\n", "This mimics the shape of Poisson (photon-counting) noise — pixels with more signal have larger absolute uncertainty — without requiring actual shot-noise realisations. It gives the optimiser a realistic signal-to-noise weighting without introducing stochastic variation that would make the notebook non-reproducible." ] }, { "cell_type": "code", "execution_count": 5, "id": "281e0977", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:58.453732Z", "iopub.status.busy": "2026-04-02T17:03:58.453623Z", "iopub.status.idle": "2026-04-02T17:04:04.087290Z", "shell.execute_reply": "2026-04-02T17:04:04.086789Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "incl=30° truth max=3.7960e+01 err max=3.7960e-01\n", "incl=50° truth max=7.1337e+01 err max=7.1337e-01\n", "incl=70° truth max=1.7077e+02 err max=1.7077e+00\n", "incl=80° truth max=3.2734e+02 err max=3.2734e+00\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "truth_images = {}\n", "err_maps = {}\n", "\n", "for incl in INCLINATIONS:\n", " disk_params = BASE_DISK.copy()\n", " disk_params[\"inclination\"] = incl\n", "\n", " truth_misc = BASE_MISC.copy()\n", " truth_misc[\"flux_scaling\"] = FLUX\n", "\n", " truth_opt = Optimizer(\n", " ScatteredLightDisk, DustEllipticalDistribution2PowerLaws,\n", " HenyeyGreenstein_SPF, None,\n", " disk_params, HG_SPF_PARAMS, None, truth_misc,\n", " )\n", " truth_img = np.array(truth_opt.get_model())\n", " err_map = np.sqrt(np.abs(truth_img)) * np.sqrt(truth_img.max()) * 0.01\n", "\n", " truth_images[incl] = truth_img\n", " err_maps[incl] = err_map\n", " print(f\"incl={incl:.0f}° truth max={truth_img.max():.4e} err max={err_map.max():.4e}\")\n", "\n", "# ── 2×2 panel of truth images ─────────────────────────────────────────────────\n", "fig, axes = plt.subplots(2, 2, figsize=(9, 8))\n", "for ax, incl in zip(axes.flat, INCLINATIONS):\n", " img = truth_images[incl]\n", " vmax = np.percentile(img, 99.5)\n", " im = ax.imshow(img, origin=\"lower\", cmap=\"inferno\", vmin=0, vmax=vmax)\n", " ax.set_title(f\"$i = {incl:.0f}$°\")\n", " ax.axis(\"off\")\n", " fig.colorbar(im, ax=ax, fraction=0.046, pad=0.04)\n", "fig.suptitle(\"Synthetic truth images (HG SPF, $g=0.3$)\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b8d188bd", "metadata": {}, "source": [ "## Spline Model Setup\n", "\n", "Several design choices matter here:\n", "\n", "**`recommended_num_knots`** scales the number of knots with the probed angular window, using\n", "$$N_k = \\max\\left(4,\\ \\text{round}\\left(N_{\\rm full} \\cdot \\frac{\\text{probed window}}{2}\\right)\\right)$$\n", "The **minimum of 4** is enforced because fewer knots leads to an underdetermined or highly degenerate optimisation landscape with many local minima. This minimum is the reason there is a practical lower inclination limit of roughly 28°: below that, the probed window is too narrow to fit 4 knots reliably.\n", "\n", "**Knot boundary buffer** of 0.1 in $\\cos\\phi$ places the outermost knots slightly beyond the probed range. This prevents the spline from being forced to extrapolate immediately at the boundary and generally improves numerical stability.\n", "\n", "**Extrapolation beyond inclination bounds** is a straight extrapolation on the forward scattering side, to capture physically motivated forward-scattering behavior, and a constant at the backscattering side.\n", "\n", "**HG initialisation** sets the starting knot values to the normalised HG curve (with $g = $ `INIT_G` = 0.5) evaluated at each free knot position. Starting from flat knot values (all ones) fails at low inclinations, where the narrow probed window provides only a weak gradient signal — the optimiser stalls near the flat-spline local minimum. Starting from a sensible physical shape (forward-peaked) gives a reliable warm start.\n", "\n", "**Flux scaling initialisation**: Because the spline is normalised to 1 at 90°, the `flux_scaling` parameter must carry the physical flux value that the HG SPF had at 90°. We therefore initialise `flux_scaling = FLUX * hg_at_90`, where `hg_at_90` is the unnormalised HG value at $\\theta = 90$°. This ensures the model flux is correct from the start. This flux scaling method is *specific to this synthetic injection and recovery testing*. We start the flux scaling at a value close to what is known from the injected disks, as this is not intended to be a demonstration of how well the spline can be recovered from a bad choice of starting guess on flux scaling. When using real data, it is the *user's responsibility* to determine a reasonable starting guess for the flux scaling based on their specific dataset." ] }, { "cell_type": "code", "execution_count": 6, "id": "9dcfa43f", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:04.088218Z", "iopub.status.busy": "2026-04-02T17:04:04.088131Z", "iopub.status.idle": "2026-04-02T17:04:04.350262Z", "shell.execute_reply": "2026-04-02T17:04:04.349646Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " Inclination Nk Notes\n", "--------------------------------------------------\n", " 30° 4 (minimum; window too narrow for more)\n", " 50° 4 (minimum; window too narrow for more)\n", " 70° 6 \n", " 80° 6 \n" ] } ], "source": [ "# Show recommended knot counts and visualise knot positions on the SPF curve\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "ax.plot(angles, true_spf_curve, \"k-\", lw=2, label=f\"True HG ($g={G_TRUE}$)\")\n", "\n", "for incl, col in zip(INCLINATIONS, colors):\n", " cp_back, cp_fwd = probed_cosphi_range(incl)\n", " fwd_bound = float(np.clip(cp_fwd + KNOT_BOUND_BUFFER, -1.0, 1.0))\n", " back_bound = float(np.clip(cp_back - KNOT_BOUND_BUFFER, -1.0, 1.0))\n", " nk = recommended_num_knots(incl, NUM_KNOTS, boundary_buffer=KNOT_BOUND_BUFFER)\n", "\n", " # Build spf_params just to get knot positions\n", " spf_params_tmp = InterpolatedUnivariateSpline_SPF.params.copy()\n", " spf_params_tmp[\"num_knots\"] = nk\n", " spf_params_tmp[\"knot_values\"] = jnp.ones(nk)\n", " spf_params_tmp[\"forwardscatt_bound\"] = fwd_bound\n", " spf_params_tmp[\"backscatt_bound\"] = back_bound\n", "\n", " knot_cos = np.array(InterpolatedUnivariateSpline_SPF.get_knots(spf_params_tmp))\n", " # Drop the fixed centre knot (cos_phi = 0) from the free-knot display\n", " n_left_init = nk // 2\n", " free_knot_cos = np.concatenate([knot_cos[:n_left_init], knot_cos[n_left_init + 1:]])\n", " knot_angles = np.degrees(np.arccos(free_knot_cos))\n", " knot_spf_vals = hg_normalized(free_knot_cos, G_TRUE)\n", "\n", " ax.scatter(knot_angles, knot_spf_vals, color=col, s=60, zorder=5,\n", " label=f\"$i={incl:.0f}$° knots ($N_k={nk}$)\")\n", "\n", "ax.scatter([90], [1.0], marker=\"*\", s=120, c=\"k\", zorder=6, label=\"Fixed centre (90°)\")\n", "ax.axvline(90, color=\"grey\", ls=\"--\", lw=0.8)\n", "ax.axhline(1.0, color=\"grey\", ls=\"--\", lw=0.8)\n", "ax.set_xlabel(\"Scattering angle (°)\")\n", "ax.set_ylabel(\"Normalised SPF\")\n", "ax.set_title(\"Free knot positions on the true HG SPF\")\n", "ax.set_xlim(0, 180)\n", "ax.legend(fontsize=8, loc=\"upper right\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"{'Inclination':>12} {'Nk':>4} {'Notes'}\")\n", "print(\"-\" * 50)\n", "for incl in INCLINATIONS:\n", " nk = recommended_num_knots(incl, NUM_KNOTS, boundary_buffer=KNOT_BOUND_BUFFER)\n", " note = \"(minimum; window too narrow for more)\" if nk == 4 else \"\"\n", " print(f\"{incl:>11.0f}° {nk:>4} {note}\")" ] }, { "cell_type": "markdown", "id": "37e556e7", "metadata": {}, "source": [ "## Scipy Injection-Recovery\n", "\n", "We use **L-BFGS-B** bounded optimisation (via `scipy.optimize.minimize`) to find the maximum-likelihood spline SPF. The optimisation is run with `use_grad=False`, meaning finite-difference gradients rather than JAX autodiff. Tests showed identical recovery accuracy at this parameter scale (~4–6 free parameters), and finite-difference mode is faster here because the JAX JIT compilation overhead dominates for small parameter counts — the computational advantage of autodiff only exceeds JIT overhead at ~20+ free parameters.\n", "\n", "Bounds are set to prevent nonphysical knot values: $[10^{-6}, 10^3]$ for each knot (normalised SPF value) and $[10^2, 10^{12}]$ for `flux_scaling`. This cell takes approximately 10–30 seconds." ] }, { "cell_type": "code", "execution_count": 7, "id": "82c07cae", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:04.351283Z", "iopub.status.busy": "2026-04-02T17:04:04.351197Z", "iopub.status.idle": "2026-04-02T17:04:33.556605Z", "shell.execute_reply": "2026-04-02T17:04:33.556004Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=======================================================\n", "Inclination = 30°\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Pass 1: nit=26 [converged]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Max SPF error (probed range): 0.09%\n", "\n", "=======================================================\n", "Inclination = 50°\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Pass 1: nit=26 [converged]\n", " Max SPF error (probed range): 0.68%\n", "\n", "=======================================================\n", "Inclination = 70°\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Pass 1: nit=31 [converged]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Max SPF error (probed range): 0.61%\n", "\n", "=======================================================\n", "Inclination = 80°\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Pass 1: nit=32 [converged]\n", " Max SPF error (probed range): 1.01%\n" ] } ], "source": [ "results = {}\n", "\n", "for incl in INCLINATIONS:\n", " print(f\"\\n{'='*55}\\nInclination = {incl:.0f}°\")\n", "\n", " cp_back, cp_fwd = probed_cosphi_range(incl)\n", " nk = recommended_num_knots(incl, NUM_KNOTS, boundary_buffer=KNOT_BOUND_BUFFER)\n", " fwd_bound = float(np.clip(cp_fwd + KNOT_BOUND_BUFFER, -1.0, 1.0))\n", " back_bound = float(np.clip(cp_back - KNOT_BOUND_BUFFER, -1.0, 1.0))\n", "\n", " truth_img = truth_images[incl]\n", " err_map = err_maps[incl]\n", "\n", " # Build spline optimizer\n", " disk_params = BASE_DISK.copy()\n", " disk_params[\"inclination\"] = incl\n", "\n", " spf_params = InterpolatedUnivariateSpline_SPF.params.copy()\n", " spf_params[\"num_knots\"] = nk\n", " spf_params[\"knot_values\"] = jnp.ones(nk)\n", " spf_params[\"forwardscatt_bound\"] = fwd_bound\n", " spf_params[\"backscatt_bound\"] = back_bound\n", "\n", " fit_misc = BASE_MISC.copy()\n", " fit_misc[\"flux_scaling\"] = FLUX * hg_at_90\n", "\n", " opt = Optimizer(\n", " ScatteredLightDisk, DustEllipticalDistribution2PowerLaws,\n", " InterpolatedUnivariateSpline_SPF, None,\n", " disk_params, spf_params, None, fit_misc,\n", " )\n", "\n", " # Warm-start knots from HG shape (avoids flat-spline local minimum at low inclinations)\n", " knot_cos = np.array(InterpolatedUnivariateSpline_SPF.get_knots(opt.spf_params))\n", " n_left_init = nk // 2\n", " free_knot_cos = np.concatenate([knot_cos[:n_left_init], knot_cos[n_left_init + 1:]])\n", " opt.spf_params[\"knot_values\"] = jnp.array(hg_normalized(free_knot_cos, INIT_G))\n", " opt.misc_params[\"flux_scaling\"] = FLUX * hg_at_90\n", "\n", " joint_bounds = ([np.full(nk, 1e-6), 1e2], [np.full(nk, 1e3), 1e12])\n", "\n", " # Up to 3 passes; stop early on convergence\n", " for pass_num in range(1, 4):\n", " soln = opt.scipy_bounded_optimize(\n", " fit_keys=[\"knot_values\", \"flux_scaling\"],\n", " fit_bounds=joint_bounds,\n", " logscaled_params=[\"knot_values\", \"flux_scaling\"],\n", " array_params=[\"knot_values\"],\n", " target_image=truth_img,\n", " err_map=err_map,\n", " use_grad=False,\n", " iters=FIT_ITERS,\n", " ftol=1e-14,\n", " gtol=1e-14,\n", " )\n", " status = \"converged\" if soln.success else soln.message[:40].strip()\n", " print(f\" Pass {pass_num}: nit={soln.nit} [{status}]\")\n", " if soln.success:\n", " break\n", "\n", " # Evaluate recovered spline on the dense grid\n", " spline_model = InterpolatedUnivariateSpline_SPF.pack_pars(\n", " opt.spf_params[\"knot_values\"],\n", " knots=InterpolatedUnivariateSpline_SPF.get_knots(opt.spf_params),\n", " )\n", " recovered_spf = np.array(\n", " InterpolatedUnivariateSpline_SPF.compute_phase_function_from_cosphi(\n", " spline_model, jnp.array(cos_grid)\n", " )\n", " )\n", "\n", " true_spf_norm = hg_normalized(cos_grid, G_TRUE)\n", " in_range = (cos_grid >= cp_back) & (cos_grid <= cp_fwd)\n", " frac_err = (\n", " np.abs(recovered_spf[in_range] - true_spf_norm[in_range])\n", " / (np.abs(true_spf_norm[in_range]) + 1e-30)\n", " )\n", " max_frac_err = float(frac_err.max())\n", " print(f\" Max SPF error (probed range): {max_frac_err*100:.2f}%\")\n", "\n", " results[incl] = dict(\n", " truth_img=truth_img,\n", " err_map=err_map,\n", " recovered_spf=recovered_spf,\n", " true_spf_norm=true_spf_norm,\n", " knot_cos=knot_cos,\n", " knot_values=np.array(opt.spf_params[\"knot_values\"]),\n", " flux_scaling=float(opt.misc_params[\"flux_scaling\"]),\n", " spline_model=spline_model,\n", " cp_fwd=cp_fwd,\n", " cp_back=cp_back,\n", " fwd_bound=fwd_bound,\n", " back_bound=back_bound,\n", " in_range=in_range,\n", " max_frac_err=max_frac_err,\n", " nk=nk,\n", " )" ] }, { "cell_type": "code", "execution_count": 8, "id": "f2b51418", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:33.557700Z", "iopub.status.busy": "2026-04-02T17:04:33.557614Z", "iopub.status.idle": "2026-04-02T17:04:33.857712Z", "shell.execute_reply": "2026-04-02T17:04:33.857153Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── 2×2 SPF comparison panel ──────────────────────────────────────────────────\n", "fig, axes = plt.subplots(2, 2, figsize=(11, 8))\n", "\n", "for ax, incl in zip(axes.flat, INCLINATIONS):\n", " r = results[incl]\n", " ang_fwd = float(np.degrees(np.arccos(r[\"cp_fwd\"])))\n", " ang_back = float(np.degrees(np.arccos(r[\"cp_back\"])))\n", "\n", " # Shade unprobed regions\n", " ax.axvspan(0, ang_fwd, alpha=0.08, color=\"grey\")\n", " ax.axvspan(ang_back, 180, alpha=0.08, color=\"grey\",\n", " label=f\"Unprobed\")\n", "\n", " ax.plot(angles, r[\"true_spf_norm\"], \"k-\", lw=2, label=\"True HG\")\n", " ax.plot(angles, r[\"recovered_spf\"], \"--\", lw=2, color=\"C1\", label=\"Recovered spline\")\n", "\n", " ax.axvline(90, color=\"grey\", ls=\"--\", lw=0.8)\n", " ax.axhline(1.0, color=\"grey\", ls=\"--\", lw=0.8)\n", "\n", " ax.set_xlabel(\"Scattering angle (°)\")\n", " ax.set_ylabel(\"Normalised SPF\")\n", " ax.set_title(f\"$i = {incl:.0f}$° (max err = {r['max_frac_err']*100:.2f}%)\")\n", " ax.legend(fontsize=9)\n", " ax.set_xlim(0, 180)\n", "\n", "fig.suptitle(\"Scipy injection-recovery: spline vs. true HG SPF\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "507092ba", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:33.858806Z", "iopub.status.busy": "2026-04-02T17:04:33.858730Z", "iopub.status.idle": "2026-04-02T17:04:33.861038Z", "shell.execute_reply": "2026-04-02T17:04:33.860706Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Inclination Probed range Knots Max SPF error\n", "------------------------------------------------------------\n", " 30° 60° – 120° 4 0.09%\n", " 50° 40° – 140° 4 0.68%\n", " 70° 20° – 160° 6 0.61%\n", " 80° 10° – 170° 6 1.01%\n" ] } ], "source": [ "# ── Results summary table ─────────────────────────────────────────────────────\n", "print(f\"{'Inclination':>12} {'Probed range':>18} {'Knots':>6} {'Max SPF error':>14}\")\n", "print(\"-\" * 60)\n", "for incl in INCLINATIONS:\n", " r = results[incl]\n", " ang_fwd = float(np.degrees(np.arccos(r[\"cp_fwd\"])))\n", " ang_back = float(np.degrees(np.arccos(r[\"cp_back\"])))\n", " print(f\"{incl:>11.0f}° \"\n", " f\"{ang_fwd:>6.0f}° – {ang_back:>4.0f}° \"\n", " f\"{r['nk']:>6} \"\n", " f\"{r['max_frac_err']*100:>12.2f}%\")" ] }, { "cell_type": "markdown", "id": "53dd4229", "metadata": {}, "source": [ "## MCMC Posterior Inference\n", "\n", "The scipy optimisation gives a *point estimate* of the spline SPF — the maximum-likelihood solution. To **quantify uncertainty**, we run Markov Chain Monte Carlo (MCMC) posterior inference using the `emcee` ensemble sampler.\n", "\n", "MCMC produces a collection of samples from the posterior distribution $p(\\theta | I_{\\rm obs})$, where $\\theta$ are the free parameters (knot values + flux scaling). From these samples we can compute:\n", "- **Posterior median** SPF: the point estimate from the full posterior\n", "- **±1σ credible interval**: the 16th–84th percentile band, showing where 68% of posterior probability lies\n", "\n", "**Setup details:**\n", "- **64 walkers**, each starting from a small Gaussian ball around the scipy best-fit\n", "- **Knot values and flux scaling are log-scaled** in sampler space. This enforces positivity (log-space proposals cannot go negative) and gives better-conditioned proposal covariances, since these parameters span several orders of magnitude.\n", "- **200 burn-in steps** are discarded from the front of each chain\n", "- The sampler state is saved to an **HDFBackend** so the chain can be inspected or continued without rerunning\n", "\n", "> ⏱️ **Runtime warning:** The MCMC cell below runs 64 walkers × 2000 steps for each of 4 inclinations. On a CPU this takes approximately 30–60 minutes. Set `LOAD_MCMC_FROM_DISK = True` (the default) to load from pre-computed backends instead." ] }, { "cell_type": "code", "execution_count": 10, "id": "69423947", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:33.861886Z", "iopub.status.busy": "2026-04-02T17:04:33.861815Z", "iopub.status.idle": "2026-04-02T17:04:33.863276Z", "shell.execute_reply": "2026-04-02T17:04:33.862998Z" } }, "outputs": [], "source": [ "# Set to False to re-run MCMC from scratch (~30-60 min on CPU)\n", "LOAD_MCMC_FROM_DISK = True" ] }, { "cell_type": "code", "execution_count": 11, "id": "2ec1fc69", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:33.864098Z", "iopub.status.busy": "2026-04-02T17:04:33.864033Z", "iopub.status.idle": "2026-04-02T17:04:37.438298Z", "shell.execute_reply": "2026-04-02T17:04:37.437807Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=======================================================\n", "Inclination = 30° [MCMC]\n", " Loading from mcmc_backends/spline_incl30_emcee_backend.h5\n", " Loaded 128000 posterior samples (nk=4)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Max SPF error (median, probed range): 3.22%\n", "\n", "=======================================================\n", "Inclination = 50° [MCMC]\n", " Loading from mcmc_backends/spline_incl50_emcee_backend.h5\n", " Loaded 128000 posterior samples (nk=4)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Max SPF error (median, probed range): 3.01%\n", "\n", "=======================================================\n", "Inclination = 70° [MCMC]\n", " Loading from mcmc_backends/spline_incl70_emcee_backend.h5\n", " Loaded 128000 posterior samples (nk=6)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Max SPF error (median, probed range): 6.93%\n", "\n", "=======================================================\n", "Inclination = 80° [MCMC]\n", " Loading from mcmc_backends/spline_incl80_emcee_backend.h5\n", " Loaded 128000 posterior samples (nk=6)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Max SPF error (median, probed range): 10.99%\n" ] } ], "source": [ "os.makedirs(MCMC_DIR, exist_ok=True)\n", "\n", "mcmc_results = {}\n", "\n", "for incl in INCLINATIONS:\n", " print(f\"\\n{'='*55}\\nInclination = {incl:.0f}° [MCMC]\")\n", "\n", " r = results[incl]\n", " nk = r[\"nk\"]\n", "\n", " backend_path = os.path.join(MCMC_DIR, f\"spline_incl{int(incl):02d}_emcee_backend.h5\")\n", "\n", " # Build the spf_params dict that defines knot positions (needed for SPF reconstruction)\n", " spf_params = InterpolatedUnivariateSpline_SPF.params.copy()\n", " spf_params[\"num_knots\"] = nk\n", " spf_params[\"knot_values\"] = jnp.array(r[\"knot_values\"])\n", " spf_params[\"forwardscatt_bound\"] = r[\"fwd_bound\"]\n", " spf_params[\"backscatt_bound\"] = r[\"back_bound\"]\n", "\n", " knots = InterpolatedUnivariateSpline_SPF.get_knots(spf_params)\n", "\n", " precomputed_path = os.path.join(MCMC_DIR, \"precomputed_chains.npz\")\n", "\n", " if LOAD_MCMC_FROM_DISK and os.path.exists(backend_path):\n", " # Load pre-computed chain directly from the HDF5 backend\n", " print(f\" Loading from {backend_path}\")\n", " reader = emcee.backends.HDFBackend(backend_path, read_only=True)\n", " flatchain = reader.get_chain(discard=BURNS, flat=True)\n", " # Columns: first nk are log(knot_values), last column is log(flux_scaling)\n", " kv_samples = np.exp(flatchain[:, :nk]) # un-log the knot values\n", " print(f\" Loaded {flatchain.shape[0]} posterior samples (nk={nk})\")\n", " elif LOAD_MCMC_FROM_DISK and os.path.exists(precomputed_path):\n", " # Fall back to the lightweight precomputed chains (committed to git)\n", " print(f\" Loading from precomputed chains ({precomputed_path})\")\n", " precomp = np.load(precomputed_path)\n", " # Values are already in real-space (exp-transformed)\n", " kv_samples = precomp[f\"flatchain_{int(incl)}\"][:, :nk]\n", " print(f\" Loaded {len(kv_samples)} posterior samples (nk={nk})\")\n", " else:\n", " # Run MCMC from the scipy best-fit starting point\n", " fit_disk = BASE_DISK.copy()\n", " fit_disk[\"inclination\"] = incl\n", "\n", " fit_misc = BASE_MISC.copy()\n", " fit_misc[\"flux_scaling\"] = r[\"flux_scaling\"]\n", "\n", " opt = Optimizer(\n", " ScatteredLightDisk, DustEllipticalDistribution2PowerLaws,\n", " InterpolatedUnivariateSpline_SPF, None,\n", " fit_disk, spf_params, None, fit_misc,\n", " )\n", " opt.name = os.path.join(MCMC_DIR, f\"spline_incl{int(incl):02d}\")\n", "\n", " mcmc_bounds = (\n", " [np.full(nk, 1e-6), 1e2],\n", " [np.full(nk, 1e3), 1e12],\n", " )\n", "\n", " mc_model = opt.mcmc(\n", " fit_keys=[\"knot_values\", \"flux_scaling\"],\n", " logscaled_params=[\"knot_values\", \"flux_scaling\"],\n", " array_params=[\"knot_values\"],\n", " target_image=r[\"truth_img\"],\n", " err_map=r[\"err_map\"],\n", " BOUNDS=mcmc_bounds,\n", " nwalkers=NWALKERS,\n", " niter=NITER,\n", " burns=BURNS,\n", " confirm_overwrite=False,\n", " )\n", " flatchain = mc_model._get_flatchain(scaled=True)\n", " kv_samples = flatchain[:, :nk]\n", " print(f\" Done. Posterior samples: {flatchain.shape[0]}\")\n", "\n", " # Reconstruct SPF curves from posterior samples\n", " # Subsample to 2000 curves for speed\n", " stride = max(1, len(kv_samples) // 2000)\n", " spf_samples = []\n", " for kv in kv_samples[::stride]:\n", " spline = InterpolatedUnivariateSpline_SPF.pack_pars(jnp.array(kv), knots=knots)\n", " curve = np.array(\n", " InterpolatedUnivariateSpline_SPF.compute_phase_function_from_cosphi(\n", " spline, jnp.array(cos_grid)\n", " )\n", " )\n", " spf_samples.append(curve)\n", " spf_samples = np.array(spf_samples)\n", "\n", " spf_median = np.median(spf_samples, axis=0)\n", " spf_lo = np.percentile(spf_samples, 16, axis=0)\n", " spf_hi = np.percentile(spf_samples, 84, axis=0)\n", "\n", " in_range = r[\"in_range\"]\n", " max_frac_err_median = float(np.max(\n", " np.abs(spf_median[in_range] - r[\"true_spf_norm\"][in_range])\n", " / (np.abs(r[\"true_spf_norm\"][in_range]) + 1e-30)\n", " ))\n", " print(f\" Max SPF error (median, probed range): {max_frac_err_median*100:.2f}%\")\n", "\n", " mcmc_results[incl] = dict(\n", " spf_samples=spf_samples,\n", " spf_median=spf_median,\n", " spf_lo=spf_lo,\n", " spf_hi=spf_hi,\n", " true_spf_norm=r[\"true_spf_norm\"],\n", " recovered_spf=r[\"recovered_spf\"],\n", " cp_fwd=r[\"cp_fwd\"],\n", " cp_back=r[\"cp_back\"],\n", " max_frac_err_median=max_frac_err_median,\n", " kv_samples=kv_samples,\n", " nk=nk,\n", " knots=knots,\n", " )" ] }, { "cell_type": "code", "execution_count": 12, "id": "aa10ec31", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:37.439337Z", "iopub.status.busy": "2026-04-02T17:04:37.439257Z", "iopub.status.idle": "2026-04-02T17:04:37.720395Z", "shell.execute_reply": "2026-04-02T17:04:37.719780Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── 2×2 MCMC posterior SPF panel ──────────────────────────────────────────────\n", "fig, axes = plt.subplots(2, 2, figsize=(13, 8))\n", "\n", "for ax, incl in zip(axes.flat, INCLINATIONS):\n", " r = mcmc_results[incl]\n", " cp_back, cp_fwd = r[\"cp_back\"], r[\"cp_fwd\"]\n", " ang_fwd = float(np.degrees(np.arccos(cp_fwd)))\n", " ang_back = float(np.degrees(np.arccos(cp_back)))\n", "\n", " # Shade unprobed regions\n", " ax.axvspan(0, ang_fwd, alpha=0.08, color=\"grey\")\n", " ax.axvspan(ang_back, 180, alpha=0.08, color=\"grey\",\n", " label=f\"Unprobed ({ang_fwd:.0f}°–{ang_back:.0f}°)\")\n", "\n", " ax.fill_between(angles, r[\"spf_lo\"], r[\"spf_hi\"],\n", " alpha=0.35, color=\"C0\", label=\"Posterior ±1σ\")\n", " ax.plot(angles, r[\"true_spf_norm\"], \"k-\", lw=2, label=\"True HG\")\n", " ax.plot(angles, r[\"recovered_spf\"], \"--\", lw=1.5, color=\"C1\", label=\"Scipy best-fit\")\n", " ax.plot(angles, r[\"spf_median\"], \"C0-\", lw=1.5, label=\"Posterior median\")\n", "\n", " ax.axvline(90, color=\"grey\", ls=\"--\", lw=0.8)\n", " ax.axhline(1.0, color=\"grey\", ls=\"--\", lw=0.8)\n", "\n", " ax.set_xlabel(\"Scattering angle (°)\")\n", " ax.set_ylabel(\"Normalised SPF\")\n", " ax.set_title(f\"$i = {incl:.0f}$° (median error = {r['max_frac_err_median']*100:.2f}%)\")\n", " ax.legend(fontsize=8)\n", " ax.set_xlim(0, 180)\n", "\n", "fig.suptitle(\"MCMC posterior SPF inference: spline vs. true HG\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "id": "9446fd45", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:37.721583Z", "iopub.status.busy": "2026-04-02T17:04:37.721488Z", "iopub.status.idle": "2026-04-02T17:04:37.724222Z", "shell.execute_reply": "2026-04-02T17:04:37.723820Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Inclination Mean |% diff| Max |% diff| Mean signed %\n", "------------------------------------------------------------\n", " 30° 1.10% 3.22% -0.84%\n", " 50° 1.12% 3.01% 0.95%\n", " 70° 2.14% 6.93% -1.92%\n", " 80° 4.28% 10.99% -3.99%\n" ] } ], "source": [ "# ── MCMC error summary table ──────────────────────────────────────────────────\n", "print(f\"{'Inclination':>12} {'Mean |% diff|':>14} {'Max |% diff|':>13} {'Mean signed %':>14}\")\n", "print(\"-\" * 60)\n", "for incl in INCLINATIONS:\n", " r = mcmc_results[incl]\n", " sr = results[incl]\n", " in_range = sr[\"in_range\"]\n", " true_v = r[\"true_spf_norm\"][in_range]\n", " med_v = r[\"spf_median\"][in_range]\n", " pct_diff = 100.0 * (med_v - true_v) / (np.abs(true_v) + 1e-30)\n", " mean_abs = float(np.mean(np.abs(pct_diff)))\n", " max_abs = float(np.max(np.abs(pct_diff)))\n", " mean_sgn = float(np.mean(pct_diff))\n", " print(f\"{incl:>11.0f}° {mean_abs:>13.2f}% {max_abs:>12.2f}% {mean_sgn:>13.2f}%\")" ] }, { "cell_type": "markdown", "id": "4cdbccd3", "metadata": {}, "source": [ "## Corner Plots: SPF Knot Posteriors\n", "\n", "A **corner plot** shows every pairwise marginal posterior distribution for the free parameters alongside the 1D marginals on the diagonal. It reveals:\n", "- **Parameter uncertainty**: wide marginals mean poorly constrained knots (typically near the edge of the probed range)\n", "- **Correlations**: off-diagonal structure shows which knot values are jointly constrained (adjacent knots often anti-correlate because they share leverage over the spline shape)\n", "- **Accuracy**: the black vertical/horizontal lines mark the true HG values; good recovery places the posterior peak on the truth\n", "\n", "We show the posterior for $i = 50$°, which has clean, unimodal posteriors and is a representative case. The x-axis labels give the scattering angle for each free knot position." ] }, { "cell_type": "code", "execution_count": 14, "id": "9ed91036", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:37.725012Z", "iopub.status.busy": "2026-04-02T17:04:37.724934Z", "iopub.status.idle": "2026-04-02T17:04:38.018574Z", "shell.execute_reply": "2026-04-02T17:04:38.018053Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import corner\n", "\n", "CORNER_INCL = 50.0 # inclination to show in the corner plot\n", "\n", "r = mcmc_results[CORNER_INCL]\n", "sr = results[CORNER_INCL]\n", "nk = r[\"nk\"]\n", "knots = np.array(r[\"knots\"])\n", "\n", "# Drop the fixed centre knot (index nk//2) to get only the free knot positions\n", "n_left = nk // 2\n", "free_knot_cos = np.concatenate([knots[:n_left], knots[n_left + 1:]])\n", "free_knot_ang = np.degrees(np.arccos(free_knot_cos))\n", "labels = [f\"SPF({a:.0f}°)\" for a in free_knot_ang]\n", "\n", "# True HG values at each free knot position\n", "truths = hg_normalized(free_knot_cos, G_TRUE)\n", "\n", "# Subsample the chain for speed (corner is slow for > ~5000 points)\n", "kv_samples = r[\"kv_samples\"]\n", "rng = np.random.default_rng(42)\n", "idx = rng.choice(len(kv_samples), size=min(5000, len(kv_samples)), replace=False)\n", "kv_sub = kv_samples[idx]\n", "\n", "fig = corner.corner(\n", " kv_sub,\n", " labels=labels,\n", " truths=truths,\n", " truth_color=\"k\",\n", " show_titles=True,\n", " title_kwargs={\"fontsize\": 10},\n", " label_kwargs={\"fontsize\": 10},\n", " quantiles=[0.16, 0.5, 0.84],\n", " bins=30,\n", " smooth=1.0,\n", ")\n", "fig.suptitle(f\"SPF knot posteriors — $i = {CORNER_INCL:.0f}$°\", y=1.01, fontsize=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "70d04763", "metadata": {}, "source": [ "## Summary\n", "\n", "### Recovery results\n", "\n", "| Inclination | Probed range | Knots | Scipy max err | MCMC median max err |\n", "|:-----------:|:------------:|:-----:|:-------------:|:-------------------:|\n", "| 30° | 60° – 120° | 4 | 0.09% | 3.2% |\n", "| 50° | 40° – 140° | 4 | 0.68% | 3.0% |\n", "| 70° | 20° – 160° | 6 | 0.61% | 6.9% |\n", "| 80° | 10° – 170° | 6 | 1.01% | 11.0% |\n", "\n", "### Key takeaways\n", "\n", "- **The spline SPF recovers a HG truth to <1% max error with scipy** across all four inclinations in this test. The spline is flexible enough to represent the HG shape accurately within the probed range.\n", "\n", "- **MCMC posteriors show 3–11% max error (median) with small mean bias (< 4%).** The posterior median tracks the truth, and the ±1σ band spans the true HG curve in all cases. Larger uncertainty at $i = 80$° reflects the challenge of the narrow forward-scattering window, not a modelling failure.\n", "\n", "- **The minimum reliable inclination is roughly 28°.** Below this, the probed $\\cos\\phi$ window is too narrow to constrain the minimum of 4 free knots, leading to degenerate or locally-trapped fits. `recommended_num_knots` enforces a minimum of 4 for this reason.\n", "\n", "- **`use_grad=False` is faster for ~4–6 parameter fits.** JAX JIT compilation overhead outweighs the benefit of autodiff gradients at this parameter scale. For larger models, `use_grad=True` wins decisively.\n", "\n", "- **HG initialisation of the spline knots matters.** Starting from a physically motivated forward-peaked shape prevents the optimiser from stalling in a flat-spline local minimum, especially at low inclinations where the gradient signal is weak." ] } ], "metadata": { "kernelspec": { "display_name": "grater-test", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.19" } }, "nbformat": 4, "nbformat_minor": 5 }