{ "cells": [ { "cell_type": "markdown", "id": "f11e2006", "metadata": {}, "source": [ "# Lesson 1: An Introduction to Psychophysical Modelling\n", "\n", "## What is psychophysics?\n", "\n", "**Psychophysics** studies the quantitative relationship between physical stimuli and the\n", "perceptions or decisions they produce. The key insight is that perception is not\n", "deterministic: the same physical stimulus does not always produce the same internal\n", "representation. Noise — arising from photoreceptor variability, neural transmission,\n", "working memory limitations, and random fluctuations throughout the sensory hierarchy —\n", "means that every measurement is uncertain.\n", "\n", "A **psychophysical model** formalises this noise to link three things:\n", "1. The **stimulus** (a physical quantity such as the number of dots on a screen).\n", "2. The **internal representation** (a noisy encoding of the stimulus).\n", "3. The **response** (a forced choice, a rating, a reaction time).\n", "\n", "By fitting such a model to behavioural data we can *infer* parameters that are not\n", "directly observable — things like how much noise the brain adds to a given stimulus, or\n", "what prior beliefs the observer brings into the experiment. This inference is what\n", "separates psychophysical modelling from simple curve-fitting: we get **posterior\n", "distributions** over interpretable parameters, with proper uncertainty quantification.\n", "\n", "## The bauer library\n", "\n", "**bauer** (*B*ayesian Estimation of Perceptu*a*l, N*u*merical and *R*isky Choic*e*)\n", "is a Python library that makes hierarchical Bayesian psychophysical modelling easy.\n", "It is built on [PyMC](https://www.pymc.io) and [ArviZ](https://python.arviz.org) and\n", "provides:\n", "\n", "- Ready-to-use model classes for **magnitude comparison**, **psychometric functions**,\n", " and **risky choice** — no need to hand-code PyMC models.\n", "- **Hierarchical fitting** by default: each participant gets their own parameters, but\n", " they are regularised by a shared group-level distribution.\n", "- **Regression support** via patsy formulas — e.g. `regressors={'nu': 'C(condition)'}` to\n", " estimate noise separately per condition.\n", "- **Posterior predictive checks** (PPC) with a single `model.ppc(data, idata)` call.\n", "- Full **ArviZ** integration for trace diagnostics, HDI plots, ELPD comparison, and more.\n", "\n", "In these tutorials we walk through the main model families, starting from first principles." ] }, { "cell_type": "markdown", "id": "877f57d2", "metadata": {}, "source": [ "## The Noisy Logarithmic Coding (NLC) model\n", "\n", "When we judge quantities — the number of coins in a pile, the size of a reward — our\n", "internal representations are noisy. The **NLC model** posits that the brain encodes\n", "numerical magnitude $n$ on a **logarithmic** scale, and that this log-representation is\n", "corrupted by Gaussian noise:\n", "\n", "$$r \\sim \\mathcal{N}(\\log n, \\; \\nu^2)$$\n", "\n", "The logarithmic encoding has two important consequences:\n", "\n", "1. **Weber's law** falls out automatically. Because the noise $\\nu$ is constant on a\n", " log scale, the *absolute* noise on the original scale grows in proportion to the\n", " magnitude: equal log-space noise means proportionally larger linear-space uncertainty\n", " for big numbers than for small ones.\n", "\n", "2. **Scale invariance**: when we plot the psychometric function against the log-ratio\n", " $\\log(n_2/n_1)$, all curves for different reference magnitudes $n_1$ collapse onto a\n", " single sigmoid. This is a direct and falsifiable prediction of the model.\n", "\n", "### The decision rule\n", "\n", "Given two stimuli $n_1$ and $n_2$ with independent log-space noise, the probability of\n", "choosing $n_2$ as the larger is\n", "\n", "$$P(\\text{chose}\\; n_2) = \\Phi\\!\\left(\\frac{\\log(n_2/n_1)}{\\sqrt{\\nu_1^2 + \\nu_2^2}}\\right)$$\n", "\n", "where $\\Phi$ is the standard normal CDF, $\\nu_1$ is the noise on $n_1$ (the first-presented\n", "option) and $\\nu_2$ is the noise on $n_2$ (the second-presented option).\n", "\n", "In tasks where stimuli are shown **sequentially** (the observer perceives $n_1$, holds it\n", "in working memory, then perceives $n_2$), memory retention may add noise. The model\n", "therefore allows $\\nu_1 \\neq \\nu_2$. In simultaneous-presentation tasks a single shared\n", "$\\nu$ is sufficient." ] }, { "cell_type": "code", "execution_count": 1, "id": "97bb43f8", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T06:58:50.799672Z", "iopub.status.busy": "2026-04-05T06:58:50.799488Z", "iopub.status.idle": "2026-04-05T06:58:53.687078Z", "shell.execute_reply": "2026-04-05T06:58:53.685756Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings; warnings.filterwarnings('ignore')\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from scipy.stats import norm as scipy_norm\n", "\n", "# ── Scale invariance demo ─────────────────────────────────────────────────────\n", "nu = 0.45 # equal noise for both options\n", "n1_vals = [5, 10, 20, 28]\n", "n2_linear = np.linspace(1, 60, 300)\n", "log_ratios = np.linspace(-1.8, 1.8, 300)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "pal = sns.color_palette('YlOrRd', len(n1_vals))\n", "\n", "for (n1, c) in zip(n1_vals, pal):\n", " p_lin = scipy_norm.cdf(np.log(n2_linear / n1) / (np.sqrt(2) * nu))\n", " p_log = scipy_norm.cdf(log_ratios / (np.sqrt(2) * nu))\n", " axes[0].plot(n2_linear, p_lin, color=c, lw=2, label=f'n1={n1}')\n", " axes[1].plot(log_ratios, p_log, color=c, lw=2, label=f'n1={n1}')\n", "\n", "for ax in axes:\n", " ax.axhline(0.5, ls='--', c='gray', lw=1)\n", " ax.set_ylim(-0.03, 1.03)\n", " ax.legend(title='n1', fontsize=8)\n", " sns.despine(ax=ax)\n", "\n", "axes[0].axvline(0, ls='--', c='gray', lw=1)\n", "axes[1].axvline(0, ls='--', c='gray', lw=1)\n", "axes[0].set_xlabel('n2 (linear)')\n", "axes[1].set_xlabel('log(n2 / n1)')\n", "axes[0].set_ylabel('P(chose n2)')\n", "axes[0].set_title('Linear scale — curves spread out')\n", "axes[1].set_title('Log-ratio scale — curves collapse')\n", "plt.suptitle('Scale invariance: log encoding makes all n₁ curves identical', y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "b7ea322a", "metadata": {}, "source": [ "## The psychometric function: noise, precision, and asymmetry\n", "\n", "### 1. Noise level controls the slope\n", "\n", "The slope of the psychometric function is entirely determined by the **combined noise**\n", "$\\sigma_\\text{total} = \\sqrt{\\nu_1^2 + \\nu_2^2}$. More noise → shallower curve →\n", "worse discrimination. The left panel below illustrates this for equal noise on both\n", "options ($\\nu_1 = \\nu_2 = \\nu$).\n", "\n", "### 2. Asymmetric noise flattens but does not shift the curve\n", "\n", "When one option is noisier than the other — for instance because $n_1$ was encoded a few\n", "seconds ago and is now degraded in working memory — the midpoint of the curve\n", "($P = 0.5$ at $\\log(n_2/n_1) = 0$) does not shift: **asymmetric noise alone does not\n", "produce a bias**, it just makes discrimination harder.\n", "\n", "The right panel illustrates a subtlety: even when the *total* noise budget $\\nu_1 + \\nu_2$\n", "is held constant, redistributing it unequally raises\n", "$\\sigma_\\text{total} = \\sqrt{\\nu_1^2 + \\nu_2^2}$ (by Cauchy-Schwarz, this is minimised\n", "when $\\nu_1 = \\nu_2$). So working-memory degradation does not just \"move\" noise from\n", "one option to the other — it genuinely costs precision." ] }, { "cell_type": "code", "execution_count": 2, "id": "8a930eea", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T06:58:53.706475Z", "iopub.status.busy": "2026-04-05T06:58:53.706122Z", "iopub.status.idle": "2026-04-05T06:58:53.934894Z", "shell.execute_reply": "2026-04-05T06:58:53.933981Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "log_r = np.linspace(-2, 2, 300)\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "\n", "# Left: noise level → precision (equal noise on both options)\n", "ax = axes[0]\n", "for nu_val, label, c in [(.2, 'ν = 0.20 (sharp)', '#08519c'),\n", " (.5, 'ν = 0.50', '#3182bd'),\n", " (1., 'ν = 1.00 (noisy)', '#bdd7e7')]:\n", " sigma = np.sqrt(2) * nu_val # nu1 = nu2 = nu_val\n", " ax.plot(log_r, scipy_norm.cdf(log_r / sigma), lw=2, color=c, label=label)\n", "ax.axhline(.5, ls='--', c='gray', lw=1); ax.axvline(0, ls='--', c='gray', lw=1)\n", "ax.set_xlabel('log(n2/n1)'); ax.set_ylabel('P(chose n2)')\n", "ax.set_title('Effect of noise level (ν₁ = ν₂ = ν)')\n", "ax.legend(); sns.despine(ax=ax)\n", "\n", "# Right: same total noise budget ν₁ + ν₂ = 0.80, but distributed differently\n", "# Key: σ_total = √(ν₁² + ν₂²) is MINIMISED when ν₁ = ν₂ (Cauchy-Schwarz).\n", "# So asymmetric noise → higher σ_total → flatter curve, even at equal total.\n", "ax = axes[1]\n", "cases = [\n", " (0.4, 0.4, 'Equal ν₁=ν₂=0.40 (sum=0.80)', '#1a9850'),\n", " (0.55, 0.25, 'Mild asymmetry ν₁=0.55, ν₂=0.25 (sum=0.80)', '#f46d43'),\n", " (0.7, 0.1, 'Strong asymmetry ν₁=0.70, ν₂=0.10 (sum=0.80)', '#a50026'),\n", "]\n", "for nu1, nu2, label, c in cases:\n", " sigma = np.sqrt(nu1**2 + nu2**2)\n", " ax.plot(log_r, scipy_norm.cdf(log_r / sigma), lw=2, color=c,\n", " label=f'{label} (σ={sigma:.2f})')\n", "ax.axhline(.5, ls='--', c='gray', lw=1); ax.axvline(0, ls='--', c='gray', lw=1)\n", "ax.set_xlabel('log(n2/n1)')\n", "ax.set_title('Same total noise (ν₁+ν₂=0.80), different split → flatter curve')\n", "ax.legend(fontsize=7.5); sns.despine(ax=ax)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "ce532d78", "metadata": {}, "source": [ "## Bayesian inference and the central tendency bias\n", "\n", "### The Bayesian observer\n", "\n", "The NLC observer does not simply report the noisy measurement $r = \\log n + \\epsilon$.\n", "Instead, they act as an **ideal Bayesian observer**: they combine the noisy evidence with\n", "a **prior** belief about what magnitudes are likely to appear in the experiment. If the\n", "prior is $\\mathcal{N}(\\mu_0, \\sigma_0^2)$ and the likelihood is\n", "$\\mathcal{N}(\\log n, \\nu^2)$, Bayes' rule gives a Gaussian posterior:\n", "\n", "$$\\hat\\mu = \\underbrace{\\frac{\\sigma_0^2}{\\sigma_0^2 + \\nu^2}}_{\\gamma}\\, r\n", " + (1-\\gamma)\\,\\mu_0, \\qquad\n", "\\hat\\sigma^2 = \\frac{\\sigma_0^2\\,\\nu^2}{\\sigma_0^2 + \\nu^2}$$\n", "\n", "The posterior mean $\\hat\\mu$ is a **weighted average** of the raw evidence $r$ and the\n", "prior mean $\\mu_0$. The weight given to the prior, $1 - \\gamma$, is larger when the\n", "noise $\\nu$ is large (the evidence is unreliable) or the prior is narrow (the observer is\n", "confident about the range of stimuli).\n", "\n", "### Central tendency bias\n", "\n", "Because the prior pulls representations toward $\\mu_0$, stimuli larger than $\\mu_0$ are\n", "**underestimated** and stimuli smaller than $\\mu_0$ are **overestimated**. This\n", "systematic compression toward the prior mean is the **central tendency effect** — a\n", "well-documented perceptual bias." ] }, { "cell_type": "code", "execution_count": 3, "id": "d7da0f11", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T06:58:53.938323Z", "iopub.status.busy": "2026-04-05T06:58:53.937847Z", "iopub.status.idle": "2026-04-05T06:58:54.100407Z", "shell.execute_reply": "2026-04-05T06:58:54.100112Z" } }, "outputs": [ { "data": { "image/png": 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I+OCDD9CkSRMolUrI5XIolUrcuHHD6efh4b8Tb567lSvXPHev4c7kdQ7OPl+l4XpBCCElhSpBCCGlWuXKlaHVanHnzh2XyicmJgLI7V+uUCjsftavX4+UlBS78lqtFmq12m6ZSqWC0Wh0K85q1ao5LBsxYgS++uorPPfcc9i9ezdOnTqF06dPIyQkBAaDwa3958d6zkOHDnU450WLFoEx5jCFcHBwsN3v1rFWrHGlpqZCLpc7lKtatard76mpqRAEAV9++aXDsfv37w8ADu95Qce2jpFQo0aNfM87NDQUTz/9NJYvXw5RFPH333/jjz/+wNSpU/PdLj8Pn9+Dy1JTU23/Ovv/tn7Jt5abNWsWPv74Y5w4cQL9+vVDcHAwoqKicObMmQLjKMzn2N/fv8D9Wv9frePcWHEch6pVq9pit3J2nvkJCgpyWKZUKh2WK5VKALD9nbnzOdq8eTOGDx+OsLAwrFmzBsePH8fp06cxYcIEp3+3D3/egNzPXGH+BtevX4+xY8fiu+++Q8eOHREUFIQxY8YgISHBpe0f/nxZ/8Yeft89xdXPkfX4+X3+C8vVvxe1Wm03vsr+/fvRq1cvdO/eHaIo4o8//sDevXsBwK4SZPr06Zg9ezaeeOIJbNu2DSdPnsTp06fRsmVLp//HD8fizXO3KuiaV5hruDN5ncPDn6/Scr0ghJCSUrGHwyaElHoymQxRUVH4/fffERMTU+AX48qVKwMANm3ahPDw8OIIEQAcWixkZmZi+/btmDt3LmbOnGlbbjKZXEpm3WE95y+//DLP2SwebN3giuDgYAiCgNTUVLsE/uEve5UqVYJMJsPo0aMxZcoUp/uqXbu2W8e2JtzWlhf5eeWVV7B69Wr8+uuv2LVrFwIDAx2etrvD2ZdZ6zLr+xAcHIz4+HiHctaBWK3/H3K5HNOnT8f06dORkZGBffv24f/+7//Qp08f3L9/P98ZhNz9HOfXYuZB1v/X5ORkuy82jDEkJCTgkUceKdR+i8qdz9GaNWtQu3ZtrF+/3i4+62DG3lS5cmUsWbIES5YsQXR0NH777TfMnDkTSUlJLs1QlZCQgLCwMNvvzv7GVCqV03MpTEWJq58j6/Hz+/wXlqt/L0BuS6w5c+bg1KlTiImJQa9eveDn54dHHnkEe/fuRVxcHBo0aGDXCmvNmjUYM2YMPvjgA7v9p6SkIDAw0OG4D3+mvXnurvLUNTyvc3i4EqasXy8IIaSoqCUIIaTUmzVrFhhjeP7552E2mx3WWywWbNu2DQDQp08fyOVy3Lp1C+3atXP6466Hn9q5guM4MMYcZrP57rvvIIqi2zHkF0fnzp0RGBiIK1eu5HnO1ifvrurRowcAYO3atXbLf/rpJ7vftVotevTogXPnzqFFixZOj+3sSXx+OnXqhICAACxbtgyMsXzLtm3bFp06dcKiRYuwdu1ajBs3Dj4+Pm4d70H79++3PZUFAFEUsX79etStW9dWARcVFYUDBw44zD6zatUqaLVap19iAgMDMXToUEyZMgVpaWm4e/cugLz/T73xObbGDuR+cXzQL7/8Ap1OZ1tf3Nz5HHEcB6VSafeFKyEhwensMN5Uq1YtTJ06Fb169cLZs2dd2ubhv6cNGzZAEAR0797dtiwiIgJ///23XbkDBw4gJyfH7Rhd/Rw1bNgQ1apVw88//2z3N3fv3j0cO3bMpWPl1bomKioKV65ccXiPVq1aBY7jbNcaILeFhyAImD17NmrUqIFGjRrZlu/btw8HDhywawUC5H4eHr7O7tixA7GxsS7F7c1zd5WnruF5ncODny93lNbrBSGEFBW1BCGElHodO3bEN998g8mTJ6Nt27Z46aWX0LRpU1gsFpw7dw7ffvstmjVrhkGDBiEiIgLvvvsu3n77bdy+fRt9+/ZFpUqVkJiYiFOnTsHHx8ftafv8/PwQHh6OX3/9FVFRUQgKCkLlypUdphJ8kL+/P7p164aPPvrIVvbw4cP4/vvvnT6ddEWzZs0AAN9++y38/PygVqtRu3ZtBAcH48svv8TYsWORlpaGoUOHokqVKkhOTsaFCxeQnJyMb775xq1j9e7dG926dcObb74JnU6Hdu3a4c8//8Tq1asdyn7++efo0qULunbtipdeegkRERHIzs7GzZs3sW3bNlu/clf5+vrik08+wXPPPYeePXvi+eefR2hoKG7evIkLFy7gq6++siv/yiuv4OmnnwbHcZg8ebLdunfffRfvvvsu9u/f79K4IJUrV8Zjjz2G2bNnw8fHB0uXLsW1a9fspsmdO3cutm/fjh49emDOnDkICgrC2rVrsWPHDixevBgBAQEAgEGDBqFZs2Zo164dQkJCcO/ePSxZsgTh4eGoX78+gNwpQK3v4dixY6FQKNCwYUOvfI4BoFevXujTpw/eeustZGVloXPnzvj7778xd+5ctG7dGqNHj3Z7n57i6ufIOg3n5MmTMXToUNy/fx/vvfceqlWrhhs3bngtvszMTPTo0QMjRoxAo0aN4Ofnh9OnT2PXrl148sknXdrH5s2bIZfL0atXL1y+fBmzZ89Gy5YtMXz4cFuZ0aNHY/bs2ZgzZw4iIyNx5coVfPXVV7bPlTtc/RzxPI/33nsPzz33HIYMGYLnn38eGRkZmDdvnstdQpo3b45169Zh/fr1qFOnDtRqNZo3b47XXnsNq1atwoABA/Duu+8iPDwcO3bswNKlS/HSSy/ZjSHRtm1bVKpUCXv27MH48eNty3v27In33nvP9vpBAwcOxMqVK9GoUSO0aNECf/31Fz766KMCWw1aefPcXeXr6+uRa3hSUpLtHDIzMzF37lyo1WrMmjXL5VgeVJqvF4QQUiQlNCArIYS47fz582zs2LGsVq1aTKlU2qbpmzNnjm2qWKutW7eyHj16MH9/f6ZSqVh4eDgbOnSo3VSDY8eOZT4+Pg7HcTbN5L59+1jr1q2ZSqViAGyzNFjLPjjlrVVMTAx76qmnWKVKlZifnx/r27cvu3TpkkuzPORlyZIlrHbt2kwmkznMXHH48GE2YMAAFhQUxBQKBQsLC2MDBgywm941r3itU0Q+OEtJRkYGmzBhAgsMDGRarZb16tWLXbt2zensFXfu3GETJkxgYWFhTKFQsJCQENapUye2YMECh/N8MB7rtg+fC2OM7dy5k0VGRjIfHx+m1WpZkyZN7KagtTKZTEylUrG+ffs6rHN3itwpU6awpUuXsrp16zKFQsEaNWrE1q5d61D24sWLbNCgQSwgIIAplUrWsmVLh/g/+eQT1qlTJ1a5cmWmVCpZrVq12MSJE9ndu3ftys2aNYtVr16d8TzvEGtRPsfWdQ/PbmEwGNhbb73FwsPDmUKhYNWqVWMvvfQSS09PtysXHh7OBgwYUOD7ZhUZGcmaNm3qsDyv/Vjf7we58jlijLEPP/yQRUREMJVKxRo3bsz+97//Of27dXYMa0wP/g068/Dn0mg0skmTJrEWLVowf39/ptFoWMOGDdncuXOZTqfLd1/W2P766y82aNAg5uvry/z8/Nizzz5rN7sRY7mf5zfffJPVrFmTaTQaFhkZyc6fP1/oKXIZc+1zxFju1NT169dnSqWSNWjQgK1YscLpZ8iZu3fvst69ezM/Pz/bdMBW9+7dYyNGjGDBwcFMoVCwhg0bso8++oiJouiwnyFDhjAAdn93ZrOZ+fj4MJ7nHT6n6enpbOLEiaxKlSpMq9WyLl26sD/++INFRkbazdiS1/XHm+fu7jXPlWu4M9bjrF69mk2bNo2FhIQwlUrFunbtajdbE2Ol53pBCCEliWOsgLbGhBBCSCm2bds2DB48GDt27LANolkYHMdhypQpDi1NCCmqefPmYf78+UhOTrYbA4MQTzh06BB69OiBjRs3YujQoSUdDiGElHrUHYYQQkiZdOXKFdy7dw+vv/46WrVqhX79+pV0SIQQQgghpJSjgVEJIYSUSZMnT8bgwYNRqVIl/PzzzzQzASGEEEIIKRB1hyGEEEIIIYQQQkiFQC1BCCGEEEIIIYQQUiFQJQghhBBCCCGEEEIqBKoEIYQQQgghhBBCSIVAlSCEEEIIIYQQQgipEKgShBBCCCGEEEIIIRUCVYIQQgghhBBCCCGkQqBKEEIIIYQQQgghhFQIVAlCCCGEEEIIIYSQCoEqQQghhBBCCCGEEFIhUCUIIYQQQgghhBBCKgSqBCGEEEIIIYQQQkiFQJUghBBCCCGEEEIIqRCoEoQQQgghhBBCCCEVAlWCEEIIIYQQQgghpEKgShBCCCGEEEIIIYRUCFQJQgghhBBCCCGEkAqBKkEIIYQQQgghhBBSIVAlCCGEEEIIIYQQQioEqgQhhBBCCCGEEEJIhUCVIIQQQgghhBBCCKkQqBKEEEIIIYQQQgghFQJVghBCCCGEEEIIIaRCoEoQQgghhBBCCCGEVAhUCUIIIYQQQgghhJAKgSpBCCGEEEIIIYQQUiFQJQghhBBCCCGEEEIqBKoEIYQQQgghhBBCSIVAlSCEEEIIIYQQQgipEKgShBBCCCGEEEIIIRUCVYIQQgghhBBCCCGkQqBKEEIIIYQQQgghhFQIVAlCCCGEEEIIIYSQCoEqQQghhBBCCCGEEFIhUCUIIYQQQgghhBBCKgSqBCGEEEIIIYQQQkiFQJUghBBCCCGEEEIIqRCoEoQQQgghhBBCCCEVAlWCEFJEmzZtAsdxWL9+vcO6li1bguM47N6922Fd3bp10aZNG6/ENG/ePHAch5SUFK/s3xUREREYN25ciR3fKioqCpMmTSrpMNx2+fJlTJ48GR07doSPjw84jsOhQ4fc2sfZs2fRs2dP+Pr6IjAwEE8++SRu375tV+b69etQKpU4e/asB6MnhBBSWCdPnsSQIUNQq1YtqFQqhIaGomPHjnj99dftyi1duhQrV64smSBLme7du6N79+4lHQYmTJiAvn37lnQYhZKUlIRx48ahcuXK0Gq16NixI/bv3+/Stt999x2eeOIJREREQKPRoF69enjppZcQHx/vUDYiIgIcxzn8PJyrff/99wgLC4NOp/PI+RHyIKoEIaSIunfvDo7jcPDgQbvlaWlpuHjxInx8fBzWxcTE4Pbt2+jRo0dxhlqstmzZgtmzZ5doDL/++iv+/PPPEo+jMM6cOYOtW7ciKCgIUVFRbm9/7do1dO/eHWazGRs2bMCKFStw/fp1dO3aFcnJybZyDRo0wMiRI/Haa695MnxCCCGFsGPHDnTq1AlZWVlYvHgx9uzZg88//xydO3d2eNhClSD/Wbp0KZYuXVqiMZw7dw4//vgjFixYUKJxFIbJZEJUVBT279+Pzz//HL/++itCQ0PRt29fHD58uMDt586dC19fX3zwwQfYtWsX3nzzTWzfvh1t27ZFYmKiQ/nOnTvj+PHjdj9vvfWWXZmxY8fCx8cHixcv9th5EmLDCCFF1rx5c9awYUO7ZZs3b2YKhYJNmzaNtW/f3m7dqlWrGAC2bds2r8Qzd+5cBoAlJyd7Zf/50ev1Ht+nIAjMaDS6vV379u3ZM8884/F4ioMoirbXGzduZADYwYMHXd5+2LBhrHLlyiwzM9O27O7du0yhULA333zTruyZM2cYAPbnn38WOW5CCCGF161bN1a3bl1msVgc1j14X2CMsaZNm7LIyEiX9ms2m53us6zT6XQe36ckSYXKZYYPH84effRRj8dTHL7++msGgB07dsy2zGKxsCZNmjjksM4kJiY6LDt9+jQDwN577z275eHh4WzAgAEuxfXxxx+zgIAAr/w/k4qNWoIQ4gE9evTAP//8Y9fs79ChQ3jkkUfQv39//PXXX8jOzrZbJ5PJ0LVrVwAAYwxLly5Fq1atoNFoUKlSJQwdOtSh68LevXvx+OOPo0aNGlCr1ahXrx5efPFFl7q9XLt2DXXq1EGHDh2QlJSUZzlrV5pz587hySefhL+/PwICAjBq1Ci7FgRAbpPGgQMHYvPmzWjdujXUajXmz59vW/dwd5jo6GiMGjUKVapUgUqlQuPGjfHJJ59AkiRbmbt374LjOCxevBgLFixA7dq1oVKpHFrTFOTcuXM4deoURo8e7bBu586d6NKlC/z8/Jw2ybx7965bx/IGni/85VkQBGzfvh1PPfUU/P39bcvDw8PRo0cPbNmyxa5827Zt0bhxYyxbtqzQxySEEFJ0qampqFy5MuRyucO6B+8LERERuHz5Mg4fPmy7d0VERADIzTE4jsPq1avx+uuvIywsDCqVCjdv3gQArFixAi1btoRarUZQUBCGDBmCq1ev2h1r3Lhx8PX1xc2bN9G/f3/4+vqiZs2aeP3112EymezKxsTEYOjQofDz80NgYCBGjhyJ06dPg+O4AluqrFy5EhzHYe/evRg/fjyCgoLg4+ODQYMGOeRA3bt3R7NmzXDkyBF06tQJWq0WEyZMsK17uDtMWloaJk+ejLCwMCiVStSpUwdvv/22Q/wcx2Hq1KlYtmwZGjduDJVKhR9//DHfuB+WmJiILVu2OM05Tpw4gd69eyMwMNBpzuFuV1dv2LJlCxo2bIiOHTvalsnlcowaNQqnTp1CbGxsvttXqVLFYVnbtm0hk8lw//79Qsc1cuRIZGVlYd26dYXeByHOUCUIIR5g7dby4I3s4MGDiIyMROfOncFxHP744w+7dW3atEFAQAAA4MUXX8Srr76Knj17YuvWrVi6dCkuX76MTp062TUjvHXrFjp27IhvvvkGe/bswZw5c3Dy5El06dIFFoslz/gOHz6MTp06oUWLFjh48KDTm9XDhgwZgnr16mHTpk2YN28etm7dij59+jgc5+zZs5gxYwamTZuGXbt24amnnnK6v+TkZHTq1Al79uzBe++9h99++w09e/bEG2+8galTpzqU/+KLL3DgwAF8/PHH+P3339GoUaMCY37Q9u3bIZPJ0K1bN7vlf/zxBwYNGoTU1FQsX74cO3fuxPjx4wHkjuHy9ttvIzAw0K1jWUmSBEEQCvwRRbFQ+3fVrVu3YDAY0KJFC4d1LVq0wM2bN2E0Gu2Wd+/eHb///jsYY16NjRBCSN46duyIkydPYtq0aTh58mSe9/YtW7agTp06aN26ta07wcMV3LNmzUJ0dDSWLVuGbdu2oUqVKli4cCEmTpyIpk2bYvPmzfj888/x999/o2PHjrhx44bd9haLBYMHD0ZUVBR+/fVXTJgwAZ999hkWLVpkK6PT6dCjRw8cPHgQixYtwoYNGxAaGoqnn37arfOeOHEieJ7HTz/9hCVLluDUqVPo3r07MjIy7MrFx8dj1KhRGDFiBHbu3InJkyc73Z/RaESPHj2watUqTJ8+HTt27MCoUaOwePFiPPnkkw7lt27dim+++QZz5szB7t27bQ+pXLVnzx5YLBaHbs43btxAVFQULl++jE8++QS7d+/GG2+8AY7jEB4ejrfffhvh4eFuHcvKkznHpUuX8swZgNxxytx1+PBhiKKIpk2bOqw7cuQI/Pz8oFAo0KRJE3zyySdO46xatSoaNWqEHTt2uH18QvJV0k1RCCkP0tLSGM/z7IUXXmCMMZaSksI4jmO7du1ijOV2y3jjjTcYY4xFR0czALYuCcePH2cA2CeffGK3z/v37zONRuPQdcFKkiRmsVjYvXv3GAD266+/2tY92B1m9erVTKlUsmnTpjk0pXXGuu1rr71mt3zt2rUMAFuzZo1tWXh4OJPJZOyff/5x2E94eDgbO3as7feZM2cyAOzkyZN25V566SXGcZxtH3fu3GEAWN26dZnZbC4w3rz069ePNWrUyOlyjUbD4uLi7JYPHjyYBQUFsezsbNuyzz77jD366KOsU6dObObMmQW+f2PHjmUACvxxtfmylbvdYf78808GgP38888O6z744AMGwOH8//e//zEA7OrVq27FRgghxHNSUlJYly5dbPcLhULBOnXqxBYuXGh3f2Is7+4wBw8eZABYt27d7Janp6czjUbD+vfvb7c8OjqaqVQqNmLECNsy6/1sw4YNdmX79+9v1/3X2o3i999/tyv34osvMgDshx9+yPd8f/jhBwaADRkyxG659T62YMEC27LIyEgGgO3fv99hP5GRkXbvxbJly5zGv2jRIgaA7dmzx7YMAAsICGBpaWn5xpqfl156iWk0GiZJksNyjuPY2bNn7ZZPmzaNKRQKdvfuXduydevWsQ4dOrAuXbqwiRMnMoPBkO8xrflaQT/h4eEFxq9QKNiLL77osPzYsWMMAPvpp58K3MeDsrKyWOPGjVnNmjUdPreTJ09mK1asYIcPH2Zbt25lI0eOZADYqFGjnO5r5MiRLDQ01K3jE1IQaglCiAdUqlQJLVu2tLUEOXz4MGQyGTp37gwAiIyMtHXnsP5rfVqwfft2cByHUaNG2dXcV61a1W6fQO7I3ZMmTULNmjUhl8uhUChsTxAebsoKAO+//z7GjRuHDz/8EJ9//rlbXSxGjhxp9/vw4cMhl8sduqW0aNECDRo0KHB/Bw4cQJMmTdC+fXu75ePGjQNjDAcOHLBbPnjwYCgUCpfjfVhcXJzTFi8nTpxAVFQUqlWrZrd81KhRSEtLs82ScvLkSaxatQqHDh3C0aNHcfHiRWzcuDHfY86bNw+nT58u8Gf58uWFPi93cBzn8jrre1VQk1dCCCHeExwcjD/++AOnT5/Ghx9+iMcffxzXr1/HrFmz0Lx5c7dmfXu4Zebx48dhMBgcuqrWrFkTjz32mMNMIBzHYdCgQXbLWrRogXv37tl+P3z4MPz8/BxmRHn22WddjhNwzDk6deqE8PBwh5yjUqVKeOyxxwrc34EDB+Dj44OhQ4faLbee+8Pn+thjj6FSpUpuxfyguLg4hISEONxbT5w4gaZNm6J169Z2y0eNGgWLxWIbdPT+/fuYOXMmfv/9d/zxxx9QKpX4/PPP8z3mCy+84FLOsW3bNpfOwZ2cIT9GoxFPPvkk7t27h40bN8LX19du/ddff43x48ejW7duePzxx7FmzRpMnToVa9aswblz5xz2V6VKFSQlJUEQBJdjIKQgjh0OCSGF0qNHD3z66aeIi4vDwYMH0bZtW9uFPzIyEp988gkyMzNx8OBByOVydOnSBUBuP1LGGEJDQ53ut06dOgBymz327t0bcXFxmD17Npo3bw4fHx9IkoRHH30UBoPBYds1a9YgLCwMzzzzjNvnU7VqVbvf5XI5goODkZqaarf84cqEvKSmptr6Kz+oevXqtvWF2W9eDAaD0/c0Ozvb4dwePJ61EmD79u0YNmwYVCoVgNwEbceOHfk28a1VqxZq1KhRYGzuJBOFERwcDMDxPQVy+0hzHOfQ5UetVgOA088RIYSQ4tWuXTu0a9cOQG63lLfeegufffYZFi9e7PJsGQ/fR633BGf31+rVq2Pv3r12y7Rare3eYKVSqey6U6ampjq91+aV0+TF2X25atWqRco5qlat6rTCXy6XeyXnePi9AnJzDme5z8M5x549e9C7d29bRczo0aPx1ltvOcyY8qCqVau61L3ZlZzDWX4H5OYMABAUFFTgPoDcWWaGDBmCo0ePYvv27ejQoYNL240aNQpfffUVTpw44VBhpFarwRiD0Wh0qFAhpLCoJQghHvLguCCHDh1CZGSkbZ21wuPIkSO2AVOtF/LKlSuD4zgcPXrUaQ3+1q1bAeT217xw4QI++ugjvPzyy+jevTseeeQR2xdeZ3bt2gWFQoGuXbvaPblxRUJCgt3vgiAgNTXV4XiufqEPDg52Ol98XFwcgNz3oTD7zUvlypVtN+8HValSxWlrh5iYGFucQG6rmwdjCg4OzndAWQCYMGECFApFgT+FmfLWHXXr1oVGo8HFixcd1l28eBH16tVzSNas79XD/w+EEEJKlkKhwNy5cwHk5gKuevg+ar2/5XUvLsz1Pzg42OkUqA/nEAVxVj4hIaFIOYf1IdODrC0KykPO8e6777qUc9StW7fA+Js3b55nzgAAzZo1K3AfJpMJTzzxBA4ePIitW7e6letY/5+ctVhOS0uDSqWiChDiUVQJQoiHdOvWDTKZDJs2bcLly5ftRikPCAhAq1at8OOPP+Lu3bt2A2cNHDgQjDHExsbanvw8+NO8eXMA/92grS0TrPLrWhEeHo4//vgDKpUKXbt2dRj0LD9r1661+33Dhg0QBMFh9HVXRUVF4cqVK7buJlarVq0Cx3EOg4kVVaNGjRxGlgeA3r1748CBAw5JyY8//ggfHx88+uijAHITlwebHaemphb4xKW0dIeRy+UYNGgQNm/ebDcrUXR0NA4ePOh0ULjbt2+D53k0bNjQq7ERQgjJm7MKCuC/Lq/W1pNAbj7gTuu9jh07QqPRYM2aNXbLY2JicODAgUJV0EdGRiI7Oxu///673XJ3Z/N4OOc4duwY7t27V6ScIycnx/YgyWrVqlW29Z7UqFEjpKamIjMz02557969cfXqVZw+fdpuuXVWHGvXnsLkHJ7sDjNkyBBcu3YNJ0+etC0TBAFr1qxBhw4d7D53zlhbgBw4cAC//PIL+vTpU+AxH2T9f7HmYA+6ffs2mjRp4tb+CCkIdYchxEP8/f3Rpk0bbN26FTzP28YDsYqMjMSSJUsAwO4Lf+fOnfHCCy9g/PjxOHPmDLp16wYfHx/Ex8fj6NGjaN68OV566SU0atQIdevWxcyZM8EYQ1BQELZt2+bQfPVh1apVw+HDh9GnTx9069YNe/fudalGf/PmzZDL5ejVqxcuX76M2bNno2XLlhg+fLj7bw6A1157DatWrcKAAQPw7rvvIjw8HDt27MDSpUvx0ksvuTSuiDu6d++OFStW4Pr163b7njNnDn799Vd0794dc+fORXBwMFavXo1du3Zh8eLFtill+/fvjylTpmD69OlQKpVYu3atQ5/lh0VERDht9loYer0eO3fuBJDbpxjI7XudkpICHx8f9OvXz1a2Xr16AGCb/hAA5s+fj0ceeQQDBw7EzJkzYTQaMWfOHFSuXBmvv/66w/FOnDiBVq1aFalPNCGEkKLp06cPatSogUGDBqFRo0aQJAnnz5/HJ598Al9fX7zyyiu2ss2bN8e6deuwfv161KlTB2q12vbgxJnAwEDMnj0b//d//4cxY8bg2WefRWpqKubPnw+1Wm1rbeKOsWPH4rPPPsOoUaOwYMEC1KtXD7///jt2794NwPXp3s+cOYPnnnsOw4YNw/379/H2228jLCwsz9lfCjJmzBh8/fXXGDt2LO7evYvmzZvj6NGj+OCDD9C/f3/07NmzUPvNS/fu3cEYw8mTJ9G7d2/b8ldeeQU//vgjBg0ahHfffRcRERHYvn07li9fjsmTJ9vu37169cKCBQuQkZGBwMBArF692u4+70z16tULrJxw1YQJE/D1119j2LBh+PDDD1GlShUsXboU//zzD/bt22dXNioqCocPH7Ybo2Po0KH4/fff8fbbbyM4ONiWtwC5+bG1EuOnn37C5s2bMWDAAISHhyMjIwMbN27EunXrMG7cOLRs2dLuWJIk4dSpU5g4caJHzpMQm5Ibk5WQ8ufNN99kAFi7du0c1m3dupUBYEqlkul0Oof1K1asYB06dGA+Pj5Mo9GwunXrsjFjxrAzZ87Yyly5coX16tWL+fn5sUqVKrFhw4bZZpuZO3eurdyDs8NYZWRksM6dO7OgoCB2+vTpPM/Buu1ff/3FBg0axHx9fZmfnx979tlnWWJiol3Z8PBwNmDAAKf7eXh2GMYYu3fvHhsxYgQLDg5mCoWCNWzYkH300Ud2s65YZ4f56KOP8ozRFZmZmczX15ctXrzYYd3Vq1fZE088wQICAphSqWQtW7ZkK1eudCj38ccfsw4dOrCOHTuyGTNmuDS7jqdY3wdnPw+P9B4eHu509PczZ86wqKgoptVqmb+/P3viiSfYzZs3HcplZ2czrVbrMEMRIYSQ4rV+/Xo2YsQIVr9+febr68sUCgWrVasWGz16NLty5Ypd2bt377LevXszPz8/u3uDdXaYjRs3Oj3Gd999x1q0aMGUSiULCAhgjz/+OLt8+bJdmbFjxzIfHx+Hba05woOio6PZk08+acsXnnrqKbZz506Hmeucsc4Os2fPHjZ69GgWGBhom8Hmxo0bdmUjIyNZ06ZNne7n4dlhGGMsNTWVTZo0iVWrVo3J5XIWHh7OZs2axYxGo105AGzKlCn5xlkQURRZREQEmzx5ssO62NhYNnr0aFa5cmVb7vPxxx875BRr165l7du3Z507d2bjx49ner2+SDG5KyEhgY0ZM4YFBQUxtVrNHn30UbZ3716HctZZeh6UV76Ch2bEO378OIuKimJVq1ZlCoWCabVa9sgjj7ClS5c6zbH2799vy0kJ8SSOsYc6yxFCKrR58+Zh/vz5SE5OLvPjQ7z88svYv38/Ll++7PXBSMuy77//Hq+88gru379PLUEIIYQU2QcffIB33nkH0dHR+Q4YvnLlSowfPx6nT5+2DQRbVn3yySd4//33ERsbC41GU9LhlAujR4/G7du38eeff5Z0KKScoTFBCCHl1jvvvIPY2Fj88ssvJR1KqSUIAhYtWoRZs2ZRBQghhBC3ffXVV/jqq6+wb98+/P7775gxYwbmz5+PUaNGuTRjWnkxZcoUBAQE4Ouvvy7pUMqFW7duYf369Vi0aFFJh0LKIRoThBBSboWGhmLt2rVIT08v6VBKrfv372PUqFFOxwkhhBBCCqLVavHZZ5/h7t27MJlMqFWrFt566y288847JR1asVKr1Vi9ejXOnTtX0qGUC9HR0fjqq69sMywS4knUHYYQQgghhBBCCCEVAnWHIYQQQgghhBBCSIVAlSCEEEIIIYQQQgipEKgShBBCCCGEEEIIIRVChasEYYwhKysLNBQKIYQQQooD5R6EEEJI6VHhKkGys7MREBCA7Ozskg6FkEIxWEQMXHYMA5cdg8EilnQ4RXYl5QwG/9LQ9nMl5YzdeslkxLUXh+Hai8MgmYwlFCUhhBQe5R6krCtq7lHQvb60odyDkPKNpsglpIzRKGTYPqlTSYdRbHiVGo2WbyzpMAghhJAKi3IPQkh5UuFaghBCCCGEEEIIIaRiokoQQgghhBBCCCGEVAjUHYaQMsYsSJj3+1UAwLx+jaGUl++6TMliRsxXHwIAakydCV6hLOGICCGEkIqFcg/KPQgpT6gShJAyRmQMp+6l216Xe5IE3d9nbK/JfxhjEAQBolj2B8glZZtCoYBMJivpMAghXkK5B7ESRREWi6WkwyAVXFHzDqoEIYSQMshsNiM+Ph56vb6kQyEEHMehRo0a8PX1LelQCCGEeElOTg5iYmJoum9S4oqad1AlCCGElDGSJOHOnTuQyWSoXr06lEolOI4r6bBIBcUYQ3JyMmJiYlC/fn1qEUIIIeWQKIqIiYmBVqtFSEgI5R2kxHgi7yjRSpAjR47go48+wl9//YX4+Hhs2bIFTzzxRL7bHD58GNOnT8fly5dRvXp1vPnmm5g0aVLxBEwIIaWA2WyGJEmoWbMmtFptSYdDCEJCQnD37l1YLJZSXwlCuQchhLjPYrGAMYaQkBBoNJqSDodUcEXNO0p0VCOdToeWLVviq6++cqn8nTt30L9/f3Tt2hXnzp3D//3f/2HatGn45ZdfvBwpIYSUPjxfvgemI2VHWXoiSLkHIYQUXlm63pPyq6ifwxJtCdKvXz/069fP5fLLli1DrVq1sGTJEgBA48aNcebMGXz88cd46qmnvBQlIYSUDSZBhEX0fD9dhYyDSl5wLXtERATUajXUajXMZjOmTJmCKVOmOC3bv39/fPnll6hbt66nw/WoL774At9++y14ngfP85g1axaefvppp2V79+6NhIQE8DwPPz8/fPnll2jVqhUAICkpCWPGjMGtW7egUqmwbNkydOnSpRjPhFhR7kEIIZ5BeYfnUd5RPMrUmCDHjx9H79697Zb16dMH33//PSwWCxQKRQlFRgghJcskiPjzdhp0Js+P2O6jUqBznSCXEpJNmzahWbNmuH//Ppo3b46uXbuiRYsWtvXSv6Ps79y50+04BEGAXF68t62mTZvizz//REBAAO7fv482bdrg0UcfRXh4uEPZDRs2IDAwEACwdetWTJgwAWfPngUAzJw5E48++ih27dqF06dPY+jQobh161axnw9xH+UehBDiiPIO76C8o3iUqbbUCQkJCA0NtVsWGhoKQRCQkpLidBuTyYSsrCy7H0LKMo1Chn1Tu2Df1C7QKEp333tXiJL99K4PDzjOq9Ro/MNvaPzDb+BV6mKMrGyxiAw6kwVKOQ9fldxjP0o5D53J4vaTnpo1a6JBgwa4fv065s2bh9GjR+PJJ59Eq1atEB8fj4iICFy6dAkAcPPmTfTs2RMtWrRAq1atsHXrVtt+OI7DJ598gu7du2PWrFn5HnPlypUYOnSo7fft27eje/fubsX9sKioKAQEBNjOKTQ0FPfv33da1pqIAEBmZqZdd6UNGzbYnk498sgjCA0NxdGjR4sUGykelHsQ4vnco7RPLkK5R8Eo76C8oywrc1VBD/f/sU7RlFe/oIULF2L+/Plej4sQ4h6RibiWeg57726yW348djdCtNVQxSeshCIr25QyHmoPV46ZBcntbS5evIhr166hZcuWuHTpEg4ePIizZ8+iSpUqDmVHjhyJiRMn4oUXXsCNGzfw6KOPom3btqhZsyaA3C+Uhw4dKtI5XLp0CQsXLgTHcXj99dfRunVrTJs2DUeOHHFafvny5ejQoYPdsn379iE9PR1t27bN8zhjxozBwYMHAQC7du0CAKSmpkKSJISEhNjKRUREIDo6ukjnRIoP5R6EFI1Fsm8tcCnlFBpVbg0ZV/Yf5lR0lHc4R3lH6VamKkGqVq2KhIQEu2VJSUmQy+UIDg52us2sWbMwffp02+9ZWVm2DzghpGSYRCMO3fsNF5KOIduSabfuZsYVbPrnf3gs/Ak0Cm5VMgGSQhs6dCjUajW0Wi1WrFiB+vXrAwAGDhzoNBHJzs7G+fPnMXHiRABA/fr10aVLFxw9ehTPPvssAGDChAlFjuvLL7/E0qVLIZfLMW3aNHz//ff44osvXN7+4sWLGD9+PNavX5/vqPirVq0CAPz444+YMWOGrfltXl+iSelHuQchRfdP6gW73/9OPoHGwW3QosqjJRQRKS8o76C8ozDKVCVIx44dsW3bNrtle/bsQbt27fLsk6tSqaBSqYojPEKKhVmQ8OHefwAAM3s1hFJepnq1wSKZsf/uZpxP+hMh2upQye0v7FV9asIo6LD7znoAQAP/Joj79lMAQPUXpoNXKIs9ZuI6a9/ch/n6+jotn9cT9Qd/z2vb/PYH5E7nZ5WdnW1rXmowGADA5ScyV65cwcCBA7FixQqXBxUbO3YsJk2ahNTUVNsX5eTkZNtTmXv37qFWrVounxcpOZR7EFK03CNRF4NrqWftlsk4BU7FH0CdwMbwVQZ4NFZPkCxmyj3KCMo7clHe4Z4S/faUk5OD8+fP4/z58wByp6E7f/68ranOrFmzMGbMGFv5SZMm4d69e5g+fTquXr2KFStW4Pvvv8cbb7xREuETUiJExnDkViqO3EqFWMZqdRljOBG3DxeSjiNUWwM+Cn+HMhzHIdSnJkRJwP57W5CQdQ/ZZ44h+8wxQHK/eSQp3fz9/dGqVSv8+OOPAIBbt27hzz//ROfOnQu1vwsXLtiSjV27dkEQBAC5CU1mZib0ej3U6tz+3V988YXtHvTwjzURuXr1Kvr3749vv/0WvXr1yvO4WVlZiIuLs/2+ZcsWBAcHIygoCAAwbNgwfP311wCA06dPIyEhgUZpLyGUexDivqLkHpdSTkMv6OyWVVJXRpI+FldS/vJkmJ4jSZR7lFOUdxCghFuCnDlzBj169LD9bm06OnbsWKxcuRLx8fF2fZdq166NnTt34rXXXsPXX3+N6tWr44svvqAp6ggpI25nXMHpuIMIVAdDo8i7lt1aEXI/6yYOR29Dq+ILscwzi55N1jy9P2fWrl2LF198EUuWLAHHcfjuu+8K3XWgUqVK6NevH7KystC/f3/cunULK1aswNSpUzFlyhRwHIfXXnvN5f1NmzYNmZmZeOutt/DWW28BABYtWoQ+ffrgt99+w2+//YbvvvsOmZmZeOqpp2AwGMDzPEJCQrB9+3bbk6VFixZh9OjRqF+/PpRKJVavXk0jtJcQyj0IKT5ZpjRcSzkLX6X9Qw+e46GR++JSymm0Du0ChYxaWpRVlHdQ3lEWcayCdRDKyspCQEAAMjMz4e/v+BSakNLOYBExaPlxAMC2FzuWmRli9JYcbLy2HEn6GIT51bEtT9bHYf+9zbbfo8KfRIi2OoDcrjMJaTcx+IdYAEDDZRtolHYARqMRd+7cQe3atW1PF0rLVHUlaeXKldi+fTs2bdpUcGHiUc4+k+Q/lHuQsq6wucf5xGP4/fZPUMt9cTB6i215VPiTCFAFI1F3H081fB71Kjl2ZyhJksmIfyYNB0C5h9XD13nKOyjvKElFzTuoOogQUizOJR5FbM5t1PCr5/I2Cl4Jf1UQgFjvBVZOqOQydK4T5PaUcq5QyLhSn4gQQggpXRhjuJl+CXJeCd7JTEpKmQoSk3An81qpqwQhBaO8g5RlVAlCCPG6NEMSziX+CX9lEOS8e5edQGVl2+sK1nDNbSq5DKoKfFUfN24cxo0bV9JhEEIIAZBhSkFczl34qyrBKOidlvFVBuB2+lWYahqhklFri7KG8g7KO8qqsjWtBCGkTDqXeBRZ5jRUUocUXPghD47WHZt9x5NhEUIIIcRL7mfdgs6S5XQQdCt/ZSVkmlIRl3O3+AIjhFR4VAlCCPGqVEMirqT+hUBViMN0ZO66kHScWoMQQgghZUBM9m3wnAw8l/fXDYVMCZEJ9JCDEFKsKnADJkLKJrWcx7YXO9pel3aXUk4j25SB8ICGhdpeUvC48MpjyLFkIVt3DfE591DdL8KzQRJCCCEkT+7mHhbRjPtZt+Cj8CuwrEquxb3M6+gc1rfID0s8hVOq0HDZBttrQkj5Uvq/QRFC7HAcB41CBo1CVmqShbzkmDNxOfkM/FVBhY+V4yApZdBoA2EUDbicesazQRJCCCEkX+7mHkn6WGSbM+CjDCiwrI/CD6mGRGSZ0z0RqkdwHAdepQavUpf6XIsQ4j5qCUII8Zp/Ui8g05SCmv6uzwiTF47jEKAKxj+p59GuandUUlcueKMKRjKbwATB4/vl5HLw9CSMEEKIixJ092GWTFDyBd87tAo/pBuTkaSLQYAqqBiiI55CeQcpq6gShJAyxixKWHLwJgDg1R71oJSVzgZdgmTBpZRTUMm14LnCT3PGCRJq7rkCAGC9GuGe/iZupl3EI9V7eCrUckEym5B97iREXY7H9y3z8YVf6w4FJiQRERFQq9V287X/9NNPaNKkSZ7b/Pbbb/jjjz/w0UcfOaw7dOgQ3njjDZw5U3pa/3gqpri4ODzxxBM4ceIEeD7/v+GhQ4di+vTp6NSpk8v7v3PnDoYOHQpRFCGKIho1aoRvv/0WlSpVcigrSRJeeeUV7Ny5ExzHYfr06Zg8ebJt/YIFC/DDDz8AAEaMGIH33nvP5TgIIeWDu7lHfE40ZJzcpVYUMk4GxhgSdDGoH9TCI/EWlWSxIOHHrwEAVcdOAa9QlHBEpQ/lHcWD8g7v5B1UCUJIGSNKDHuuJQEAXo6sC5TSadSjs24iUReLKj7Vi7QfTmIIvhwPAIjp2RhquQ8up55Bq6qdoeCVngi1XGCCAFGXA16pBKfw3PvCLGaIupzcJz0uPJXZtGkTmjVr5vL+Bw8ejMGDBxclxDJpwYIFmDp1aoGJCAD83//9H6ZPn45Dhw65vP/q1avj6NGj0Gg0AIBXX30V7733Hj799FOHsmvWrMGVK1dw/fp1ZGZmok2bNnjsscfQqFEjHDlyBD///DP+/vtvyOVydO7cGV26dEGfPn1cjoUQUva5k3sIkgVxOXegVfi6vH+VTI2Y7NtFDdNzJBGZfx4AAFQdPQkAVYI8jPKOsoXyDnul8xEyIaTM+yf1PEQmQClTF1zYDUHqKkjSxyE666ZH91tecAqlrR+zJ348kdgsWLAAL7/8su33nJwcBAUFISUlBStXrsTQoUNt69555x3Uq1cPkZGR2L59u91+Vq9ejQ4dOqBNmzaIjIzEpUuXAAArV65Enz598Oyzz6J58+Zo164dbt/+L5n+4Ycf0KpVK7Rs2RLt2rXD3bt3AQC7d+9Gly5d0LZtW3To0AFHjhxx+9xWr16N5s2bo0WLFhgwYABiY2MBAGazGS+88AIaNGiAzp07Y/LkybbzNBqNWL9+vd15cxyHRYsWoUOHDqhdu7btCQgAtGnTBgkJCbhx44bLcalUKlsiIooicnJy8kx81q9fj0mTJkEmkyEoKAjDhw/HunXrbOvGjRsHHx8fqFQqTJgwAT///LN7bxIhpEJJNyZDZ8mGVu56JYhG4Ys0QyL0Fs+3KiDeRXkH5R1A2cs73G4JYjKZcOrUKdy9exd6vR4hISFo3bo1ateu7fHgCCFlU5YpHbcyLiNAFezxfStlKkhMwM20S6gbmHdzR1Iyhg4datcs9dSpUxg3bhzatGmDTz75BEqlEhs3bkSPHj1QubL9uC7btm3Db7/9hvPnz0Oj0WDIkCG2dX/++SfWrVuHI0eOQKVS4Y8//sDIkSNx4cIFAMDJkydx4cIFhIeHY+bMmVi0aBGWL1+OQ4cO4f3338cff/yBatWqQa/XAwBu376N+fPnY9euXfD398fNmzcRGRmJu3fvQuFis+dLly5hxowZ+OuvvxAWFob3338fL7zwAnbs2IHly5cjOjoaV65cgSAI6N69O2rUqAEAOH36NOrVqwetVmu3P7VajZMnT+Lq1ato3749Ro8eDbk89zbdqVMn7N+/H/Xr18e+ffvwxhtvOI1pwIABeP/99wHkJkTt27fHvXv30LJlS/z2229Ot4mOjkZ4eLjt94iICFuz2+joaERGRtqt27Rpk0vvj6dQ3kFI2ZKsj4dRMKDKQ9e4/GjlvkjSxyDVkOhWCxJCKO+gvKMwXK4EOXbsGL788kts3boVZrMZgYGB0Gg0SEtLg8lkQp06dfDCCy9g0qRJ8PMreDosQkj5dTfzH2SZM1DLAwOigjHbS8lsAuRq+CmDcDPjEjqb+8DXhZHnSfFx1iy1Ro0aaN26NX777TcMHToUP/zwA958802HbQ8ePIinn34avr65CfCECROwYMECAMCvv/6KCxcuoEOHDrbyycnJMJvNAIAuXbrYbqgdO3bEl19+CQDYsWMHxowZg2rVqgGALQHYtWsXbt68iW7dutnFcP/+fdSpU8elcz148CAGDhyIsLAwAMDkyZOxYMECMMZw8OBBWzIhl8vx7LPP4o8//gAAxMTEoGrVqg77GzlyJACgcePGkMvlSEhIsCUwVatWRUxMDACgZ8+eOH/+fIHxKZVKnD9/HmazGS+//DKWLVvm9H0HYNdvnz3wN1fQOm+ivIOQsinFkNuF1Z1ZVRQyJQTJghRDAmr61/VWaKQcoryD8o7CcKk7zOOPP46hQ4ciLCwMu3fvRnZ2NlJTUxETEwO9Xo8bN27gnXfewf79+9GgQQPs3bvXK8ESQko/xhiupZ2DglcWaUBUSBLE7CyYEmJsi0xx0TDFRsPHCGQaU3E387oHIibFYfz48Vi5ciVu3ryJmzdvol+/fg5l8rvRMcYwYcIEnD9/3vYTFxcHpTK32eyDT4FkMhmEAkarZ4yhb9++dvuLjY11ORGx7uPBG/XDN+28vgBotVoYDAaH5fmdg9FotDUz3bdvH1q1auX05+2333bYr1KpxPjx47F69Wqn8dSqVcvWVBcA7t27h1q1ahW4zpso7yCk7IrPiS5UV1iO45Gki/VCRKQiorzjP5R3OHKpEqR37964e/cuPv74Y3Tr1s2hKU2dOnUwduxY7Nq1C/v27fN4kISQsiPVkIi47HtF6grDLBaYkxNgToyDZDLalvMqNSRBgJicDJaZiesJpWf0bpK/IUOG4NSpU/jwww8xevRoyGSOFWRRUVHYsGEDdDodRFHEypUrbesGDRqEVatW4f79+wByRxZ3ZaR063YJCQkAAL1eD71ej969e2PXrl22/r1AbhNad0RFRWHnzp22fS9btgxRUVHgOA49evTAmjVrIAiCrS+uVcuWLXHt2jW3jnX16lW0bNkSwH9PZJz9WJukRkdHQ6fTAch9rzZs2IAWLZzPujBs2DAsX74coigiLS0N69evx9NPP21b9+OPP0Kn08FkMmHFihV45pln3Iq9MCjvIKRsMolGpBoSoZG73hXGSi33QXzOvWJtcUbKL8o7KO/Ij0vdYaZMmeLyDps2bYqmTZsWOiBCSNl2L+s69EI2QrSFmxWGCQLM6fEQ9TrItD6QSQ/UePMyyFQKMEkFH50Od+6fQkrV3qgcQk1nrZjFDMnD+3PHw31zv/zyS3Tt2hUqlQrDhg3D0qVLcfXqVafbDhw4EMePH0fLli0RFhaGyMhIW1PMbt264YMPPsDjjz8OURRhsVgwYMAAtGvXLt94unXrhnfeeQe9e/cGx3FQKpXYtGkT6tevjzVr1uC5556DwWCA2WxGmzZtsHbtWpfPtWnTpli4cCF69+4NAKhZsya+/fZbAMCkSZNw4cIFNG3aFDVq1ECbNm1sT2EiIiIQEhKCy5cvu3S/1Ol0uHz5Mh577DGXY7t06RJmzpwJIDcZadOmDb744gvb+latWmHnzp2oXr06Ro8ejdOnT6NBgwYAgBkzZqBx48YAgO7du2P48OFo3rw5AOCZZ55B3759XY6jsCjvIKRsSjckwyDoEKSu4va2GrkW2ZYM6CxZ1NW1DKG8wx7lHWUj7+BYBatuzcrKQkBAADIzM+Hv71/S4RDiNsYYMo25zdUC1HK3+tx6G2MM665+hdice6juG17wBgCS9XHYf2+z7feuPl0QZFaB1/qC43mAMchNIgBAUMmAf89XlETcz7mN3gE90f6RkZD7Vpy/Z6PRiDt37qB27dq2G79kNiH73EmIOs+PrC/z8YVf6w7gXZiqjvwnOzsbfn5+MJlMGDx4MIYNG4bnnnsOALBhwwYcPnwYX3/9dYH7WbZsGWJjY/Hee+95O+RCc/aZJP+h3IOUda7mHldS/sKvN1ailn99uzIP3+ujwp90eFhikcxI1MXgmcZTPDOmWBEwxiBmZwEAZH7+pSrXKikPX+cp7yh9KO9wnUstQSpVquTyH39aWprbQRBCXMdxHAI1pXO++hRDAhJ1MQhQVSr0PiSjHrxvcG4FCABwHAS146VKxsugUGlxJ/s6mv1zGb4t2oL34Dz1ZQ2vVMGvdQewAvqkFgYnl1MiUgg9e/aEyWSC0WhEz549MW7cONu64cOHIzExEZIk5TmFnBXP87anKxUF5R2ElC6u5h5pxiRbeXcpeCVESUC6MbnEK0E4joPcn1qj5IfyjtKH8g7XuVQJsmTJEtvr1NRULFiwAH369EHHjh0BAMePH8fu3bsxe/ZsrwRJCCkbYrJvQS/oEKINK/Q+eJX6vwqQAvjL/ZHAZSMl4Trkfv7Q1G9SoZ/W8EoVQElDqXHy5Ml817/88ssu7eeFF17wRDhlCuUdhJRNiboYKGRFeyBhrUghpR/lHaUL5R2uc6kSZOzYsbbXTz31FN59911MnTrVtmzatGn46quvsG/fPrz22muej5IQYmMWJSw7egcAMKlLbShlrlUYeBtjDDfTL0HBK4tUEcE9NHAVJ0oIP5MIALjXLhTsgfP14X2QIWQgSWtCYPQdyIMqQ1k5tNDHJoSUDpR3EFK6uJJ7iJKAVH0C1DL3B0W1Usk1SMiJLvT2niJZLEha9z0AoMozE8ErSmcLXEJI4bj97Wn37t1OByfp06cPjdBOSDEQJYbfLsbjt4vxEKXSM6RPhikV8TnR8He3K0wBwxJxEhB6PR2h19PBPTTyFs/x4DgOsVwyGGMw3r4ByWJxM3JCSGlGeQchJc+V3CPTlAa9oINKrin0cdQyDdKNKTCLpkLvwyMkEekHdiL9wE5AEks2FkKIx7ldCRIcHIwtW7Y4LN+6dSuCgws/JSYhpGyLzb4DnSUbPgr3Bv2TjMaCC+XDl/fDffN9CIE+sKQmwRR3v0j7I4SULpR3EFI2ZJrSYBT1RWoJopZrYRQMyDSlejAyQgix51J3mAfNnz8fEydOxKFDh2x9c0+cOIFdu3bhu+++83iAhJCy4V7mP+A5HjznRt2qJEHIySrScX1lPkiwJCJRSkZNn0ow3bsFZZWqkGkKn4QRQkoPyjsIKRsyTKlgjEHGywounAelTA2zaECGKdVh9hhCCPEUt1uCjBs3DseOHUNgYCA2b96MX375BQEBAfjzzz/tRqAlhFQcBkGHe1k34KsMdGs7UZcDZipaSxA5JweDhFhzHGR+ARBzsqg1CPGqy5cvo2rVqti0aVNJh1IhUN5BSNmQZkhCUccmtz5IyTTSrE+EWFHe4XmFGlGxQ4cOWLt2Lc6ePYtz585h7dq16NChg6djI4SUEfE50cg2Z8BP6cZ0cpIIITMdkBX+iZGVhtfgnukeJEjg/QJgir0HUa8r8n7LGp0lG2mGJI//6CzZLh0/IiICjRo1QqtWrdCkSROX5qJ3JiMjA4sXLy7UtgBw5swZjBw5stDb50cURcycOROnT5/G6tWrkZKS4vK2Bw4cQIcOHdCkSRM0a9YMb7/9NlgeY+LcuHEDvXr1QsuWLdG0aVOsX7/etk6SJLz88suoW7cu6tWrh6VLlxb5vEo7yjsIKf2S9DFQygo/HogNxyPVmFj0/RCvo7wjV3nIO8aNG4caNWqgVatWaNWqFWbMmGFbVx7zDre7wwDArVu38MMPP+D27dtYsmQJqlSpgl27dqFmzZpo2rSpp2MkhJRysdl3IDERct710dNFnQ6SUQ9OqQTMRTu+L++LTDETKUIKqvhWgSU+BqaEWGjrNCjajssQnSUb668uRZbJ80/P/FVBeLrxZPgo/Aosu2nTJjRr1gz3799H8+bN0bVrV7Ro0cKt41mTkTfffNPtWAVBQLt27bB27Vq3txVFEbICKuVkMhm2bdsGAPj111/d2n+lSpXw888/o06dOjAajejZsyd+/vlnjBgxwqHsuHHj8Pzzz2PcuHFITEzEI488gi5duiAsLAxr1qzBlStXcP36dWRmZqJNmzZ47LHH0KhRI7fiKUso7yCkdLOIZmQYU6HyQCWIWqZBki7GA1ERb6K8I1d5yTsAYObMmXYzsVmVx7zD7ZYghw8fRvPmzXHy5En88ssvyMnJAQD8/fffmDt3rscDJISUbhKTcDvjCtRyHzc2kiBkZQC8DBxfxLazAFScCiZmRqIlERzHgff1hznmHqQidrUpS0yCAVmmNChlavgpK3nsRylTI8uUBpNgcCuemjVrokGDBrh+/ToSExMxZMgQNG/eHM2aNcO3334LIPfJwtSpU9GoUSO0bNkSbdu2hdFoxKRJk5CRkYFWrVqhXbt2AICEhAQMHz4c7du3R4sWLTBnzhzbsSIiIvD++++jR48eGDt2LA4dOmTbDgBWr16N5s2bo0WLFhgwYABiY2MBACtXrkTfvn0xZswYtGvXDqdOncr3nLp3747t27fbfh86dChWrlzp8nvSunVr1KlTBwCgVqvRqlUr3L5922nZCxcuoH///gCA0NBQtGzZ0tYaZP369Zg0aRJkMhmCgoIwfPhwrFu3zuU4yhrKOwgp/bLM6TCKBqhk6iLvSyXXIMuc4fZ9hxQvyjvKV96Rn/KYd7jdEmTmzJlYsGABpk+fDj+//2rnevTogc8//9yjwRFCHKnkPNaMaWd7XdJSDQlIMybBT+n61LiiQQ/JoAev1QJS/jc5Sc7h3JB6ttfOcBwHBeS4Z4pGC20LyPz8YU6IgzkpAeqaES7HVR6oZBpoFG5USLnALLpfmXTx4kVcu3YNLVu2xLRp09CoUSNs2bIFSUlJaNu2LVq1agWFQoH9+/fjypUr4HkemZmZUCqVWLZsGdq1a4fz58/b9jd27Fi8/fbb6NatGwRBwMCBA7FlyxYMGTIEABAdHY0DBw6A4zgcOnTItt2lS5cwY8YM/PXXXwgLC8P777+PF154ATt27AAAHD16FOfOnUP9+vWL9B6tWrUKn376qdN1zz//PKZMmWK3LCEhAZs2bcLOnTudbvPII49gzZo1mD59Om7duoVjx46hdu3atnMNDw+3lY2IiMCZM2eKFH9pRnkHISWvoNwjy5QOk2hAZVm1oh9LpkaGMRVZ5nSEFGG63aLgFErU/eh/ttckb5R3lI+8AwA+/fRTfPvtt6hVqxYWLFiAVq1a2c61vOUdbleCXLx4ET/99JPD8pCQEKSm0nRWhHgbz3Go6l/0Jy2eEp8TDaOgRxVtDdc2YAxiThYADhwvA6QCynMczL4FJyA+Mh8kWhKhF/XQyrTg1WqYYu5BVa0GOHmhev6RQhg6dCjUajW0Wi1WrFiB+vXrY9++fbhw4QIAoEqVKnjyySexf/9+TJ48GRaLBRMmTECPHj0wYMAA8Lxjcq3T6XDgwAEkJv7XRzwnJwfXrl2z/T5+/HhwTkbkO3jwIAYOHIiwsDAAwOTJk7FgwQJbn9guXboUOREBgDFjxmDMmDEulc3KysKgQYPw5ptvok2bNk7LrFy5Em+88QZatWqFOnXqoGfPnlAo/utu9uC55tW/t7ygvIOQkldQ7pFlTi/yzDBWSpkaZsmILFN6ic0Qw/E8lJVDS+TYxD2UdxTMlbzj/fffR7Vq1cDzPLZs2YJ+/frhxo0b8PX1BVD+8g63vxkEBgYiPj7e9kTK6ty5c7b/bEJIxRGTfQs8J3N6I3BGMhkh6nLAq1UejcOH90G8JQGJQhJqyyIg9wuAJTUZlrQUKKtU9eixSN6sfXMf9vDng+M4BAQE4PLlyzh8+DAOHjyIWbNm4ciRI5A/VGklSRI4jsPp06ftKgIeZL1JP4wxZnfsh+PIa7u8PHjjt1gstteuPpHJzs5G3759MXjwYEyfPj3P44SHh2Pjxo223/v27YvevXsDAGrVqoW7d+/ikUceAQDcu3cPtWrVcus8yhLKOwgp/TKMrg/WWBCe4wGWW7FCSEEo73BUmLzjwfvpkCFDMHPmTPzzzz9o27Ztucw73G5LP2LECLz11ltISEgAx3GQJAl//vkn3njjDZdrowghhWcRJSz/8w6W/3kHFrGgZhTeZRKNiM66CR+Fv8vbiHodmCiCk7s2iConMtT8KxE1/0oEJ+Zd8yzjZJCYhARzfO52cjnAcTAlxJSLGuuyrGfPnrb+uMnJydiyZQsee+wxJCcnQ6fToXfv3vjggw8QERGBK1euwN/fH3q9HoIgAAD8/PzQtWtXfPjhh7Z9xsXFISam4IHzoqKisHPnTiQkJAAAli1bhqioKJcr7R524sQJAEBaWhpOnTpli3HMmDE4f/680x9rIpKTk4O+ffuiT58+mD17dr7HSUxMtH1ud+/ejStXrtgGMhs2bBiWL18OURSRlpaG9evX4+mnny7U+ZQFlHcQUvIKyj1SDAlQyDz4cINjSPdgxYq7mGBB4vofkLj+BzDBUvAGpFShvMP9vOPBcztx4gRSU1NRr15ud/TymHe43RLk/fffx7hx4xAWFgbGGJo0aQJRFDFixAi888473oiREPIAQWLYeC53gKUx7WtBUfSWp4WWqItBtjkDIVrXnsYyUYCYkwVe6Xr/Wk5iqH4lt8l7bIsQMFneNxENr8Y98310YB3Aczzk/gGwpCRBzM6C3N+N6XvLMJPo2YHkPLG/L774ApMmTUKLFi0gSRLefvtttG/fHmfPnsXzzz8Pi8UCSZLQqVMn9OvXDwqFAiNHjkTz5s3h4+ODM2fOYO3atZg+fTqaN28OIPdJyrJly1CjRv7dsJo2bYqFCxfaWlHUrFnTlhgVxtWrV9G+fXsolUoMHz4cH3zwAfr374/q1Qtusv3555/j1KlT0Ol02LJlC4DcxOLtt99GXFwc+vfvb+uPvG3bNnz44YeQy+WoVq0adu7cCY0mt2/86NGjcfr0aTRokDv70YwZM9C4ceNCn1NpR3kHISUvv9xDZCJSDYkeGRTVSsGrkaKP99j+3MVEEWm7cq/TIU886/KDm4qI8g57ZTXvsM5GJ5PJoNFosHHjRgQE5ObO5THv4FghH5Hevn0bZ8+ehSRJaN26tUf6NhWHrKwsBAQEIDMzE/7+rj+9JqS0MFhEDFp+HACw7cWO0JRgLcipuAPYd28zIgIaulRezMmCOSEWvI+frUY8RUjBkew/bGW6+XVFZXll2++8RcIj63L7YJ5+phEkRd4N2PSiHjpJj6eDh6GSPHegVlN8DHwat4Amop7b51daGY1G3LlzB7Vr14ZanZt0lpap6sqz7t2744033sDAgQNLOpRSx9ln0tPKat4BUO5Byr78co8sUzpWXvwIarkPfJXOP9/J+jjsv7fZ9ntU+JP5jveRZkiCnFfg+Zb/Bxlf/ON6SSYj/pk0HADQcNkG8KrSMxZbSXn4Ok95h/dR3pG3ouYdhb6q1KlTB3Xq1IEoirh48SLS09NRqZLrs0MQQsq+e1k3oORdbP7KGMScbIDjC90ksCAaXoMUIRVJliRbJYhMo4U57j7UNcLL9ZMcH4Ufnm482StTCqrkmgqfiJCSR3kHISXDIkq4npRt+/1ibCZahAVA/W9FSLY5A2bRiABVsMeOqZKrobfkINuciUC15/ZLPIfyDlKWuV0J8uqrr6J58+aYOHEiRFFEZGQkjh07Bq1Wi+3bt6N79+5eCJMQUtrkmLOQqIuBTx5PfR4mmc0QDXrwKs8OiPogjuPAg0OCJRENNbmtU2S+/rkDpKanQhlSvgdI9VH4UdLgRQ9OgUeKD+UdhJQcQZRwISYT1x6oBLmelA2TKKFdrUrQKGTINmfAIlkg5z33oEEpUyPdmIIccwZVgpRilHd4F+Ud3uP2wKibNm1Cy5YtAeT2Wb59+zauXbuGV199FW+//bbHAySElE6J+hjoLFkuD4oqGXSAIHi9NYZGpsF9832ITATw7wCpYLAkJ3n1uIQQ76C8g5CS809SDm6l6lDF978HGNUDNIjLMOBKQhZEiSHbnAEOnEdbeco5BURJQJY5w2P7JIQQK7crQVJSUlC1au7T1J07d2L48OFo0KABJk6ciIsXL3o8QEJI6ZSYEwOJiZC70leXSbldYeTe79er5X2QLWYjTfhvaj2Zjx8sKQmQjJ5vskkI8S7KOwgpGak6M26n5KCSRgGV/L+vDDKeQxU/Fe6k6hGfZcydxcXD3VytFSrZVAlCCPECtytBQkNDceXKFYiiiF27dqFnz54AAL1eD5msBKepIIQUG8YY7mVdh1Kmcam8ZDRCMhnBK73XFcZKzalgYiYkC8m2ZbyPL0S9Dpb0VK8fvzhJUslOkUyIlTenoaa8g5DixxjDjaQcmAQGP7XjAwy1QgY5z+FGUg4SdfFQenJ63H/xHI+MEpwmlzjnzes9Ia4q6ufQ7cey48ePx/Dhw1GtWjVwHIdevXoBAE6ePIlGjRoVKRhCSMFUch7fPdva9rok5FgykWJIcLkfqGjQA0wCV4gvLJKcw9+D6theF4TjOHDgkGBJQBNNY9syyGQwJydAVS3/qc3KAqVSCZ7nERcXh5CQECiVSq8NNktIQRhjSE5OBsdxUCg8392N8g5Cil+Kzoz4LCOCfXL/puUyDlO71bG9BoDKPkrEZOYgwZQErRdmT1HK1EgxJHp8v67gFErUWfCV7TUBFAoFOI5DcnIyQkJCKO8gJcYTeYfblSDz5s1Ds2bNcP/+fQwbNgyqfwc5lMlkmDlzZqGCIIS4juc4RAT7lGgMSbpY6CxZCPOtXXBhSYKkyy78WCAcB0Oge8mVltci1hQDgQmQc7mXOZmPH4TUFIh6HWTakn3/iornedSuXRvx8fGIi4sr6XAIAcdxqFGjhldaZlDeQUjxu5eqhygx2wwwPMch1M++tYeM58CQgzSDDgGays52UyRKmRpZpjRYJDMUfPFWRHA8D1VYrWI9Zmknk8lQo0YNxMTE4O7duyUdDqngipp3FKqD/tChQx2WjR07tlABEELKnkRdDBiTIHNhPBDJaIBkMoEvxooHLa9FlpiFdCEdIYoQAACv0cKckQ4hPbXMV4IAua1BatWqBUEQIIpiSYdDKjiFQuHVrimUdxBSfLKMFsRnGxGoKfger1YaoTMbIIqebwWmkqmRY85EjjkTldQhHt8/cZ+vry/q168Pi8VS0qGQCq6oeYdLlSBffPEFXnjhBajVanzxxRf5lp02bZpbASxduhQfffQR4uPj0bRpUyxZsgRdu3bNs/zatWuxePFi3LhxAwEBAejbty8+/vhjBAfT9FmkYrCIEn46cx8AMKJdTShkxdslJnc8kBsujwci/jsYKccXLk5OZKh+KXd8j7hmIWCygptfqv4dFyRFSLFVgnAcB06hgDklsdw83bE2A/RGFwRCSpI38w6Acg9C8pOYZYTeLCJY+9+9RZAYjtzMHZ+jW73KkPO592KB5UBkAvRmIMC1tMBlSpkKZtGE7BKoBGGCBSnbNwIAKg8c5vWZ7coSmUxG4zGRMs+lSpDPPvsMI0eOhFqtxmeffZZnOY7j3EpG1q9fj1dffRVLly5F586dsXz5cvTr1w9XrlxBrVqOX1KOHj2KMWPG4LPPPsOgQYMQGxuLSZMm4bnnnsOWLVtcPi4hZZkgMaw+nVsJMrxNDSiK+T6ks2Qh1dXxQGxdYQo/KwwnMdT4Ozfxim9S2aVKEOu4IImWRDT+d1wQAJD5+EJISy0XXWIIKc+8lXcAlHsQkh9RYrifYYSPUmY35oMkMRy8kXsv7lInGPi3EsQgZkEh46AziRBECXIPPpiRcXKITEBOCcwQw0QRKb+uAwAE93uSKkEIKWdc+mZy584dp6+L6tNPP8XEiRPx3HPPAQCWLFmC3bt345tvvsHChQsdyp84cQIRERG2hKd27dp48cUXsXjxYo/FRAjJX5I+DjpLNqr5RhRYVjIZIZlN4DXFX+Gg4TWIMcdCYhJ4Ljcp4zVaWDLTIWSkUSUIIaWYt/IOgHIPQvKTrjcjw2BGsI9rY3DoLelQ8DxMogS9WYS/xnOVILmVMBxyzFke2ychhACFmCLXU8xmM/766y/07t3bbnnv3r1x7Ngxp9t06tQJMTEx2LlzJxhjSExMxKZNmzBgwIA8j2MymZCVlWX3QwgpvCRdLCQmQu7CeCC5s8KwQneFKQotr0W2mI10Md22jOM4QC6HOaVkRpsnhJQsyj0IyV+KzgRBZFC62KIj25IMBa8CzwE5JsHj8XAckGEqX9PbE0JKnkstQaZPn+7yDj/99FOXyqWkpEAURYSGhtotDw0NRUJCgtNtOnXqhLVr1+Lpp5+G0WiEIAgYPHgwvvzyyzyPs3DhQsyfP9/l+Akh+buffQsKmarggkyCpMspsSakak6NFCkFKZYUBMv/67cv0/7bJcagh0yjLZHYCCH580beAVDuQUh+RIkhNsMIrdK1frYSE6AX0iDnVVBwPHRmz3eJUcrUSDMmeWx/hBACuFgJcu7cOZd2Vpj5oh/ehjGW536uXLmCadOmYc6cOejTpw/i4+MxY8YMTJo0Cd9//73TbWbNmmWXTGVlZaFmzZpux0kIAQyCDkn6WJfGA5FMptyuMGoPj5TmIo7jAA5IEpLREA1ty3mtDywJcRAzM6gShJBSypt5h7PtKPcgJHdWmGyTgEoa1x5eGEUdLKIJSl4DpZxHtlGAwSLCz5OVILwKmcZUiJLg0ox0hBDiCpeuJgcPHvT4gStXrgyZTObw5CUpKcnhCY3VwoUL0blzZ8yYMQMA0KJFC/j4+KBr165YsGABqlWr5rCNSqWCSuXCU2tCSIGS/x0PJFRbo8CyktEAJkngSnAEcTWnQaw51u4LDsdxAM/DkpYMZdXqJRYbISRv3sg7AMo9CMlPut4CsyBBKXetEsMoZENgJmj5QFirEPVmEX5qz7UAVcrUMAo66CxZ8FcFeWy/hJCKrcTGBFEqlWjbti327t1rt3zv3r3o1KmT0230ej34h8YWsE7RxBjzTqCEEJtkfRxESYBCVsCAaYxB1OUUaVYYT9DyGmQKmcgS7fvj81ofWFKTIVnMJRQZIaQkUO5BSN7iswwuV4AAgFHMgihZIONyKz2UMh45ZgGS5Lm/C+s0uTQ4KiHEkwr1DeX06dPYuHEjoqOjYTbbf4nYvHmzy/uZPn06Ro8ejXbt2qFjx4749ttvER0djUmTJgHIbU4aGxuLVatWAQAGDRqE559/Ht98842tSeqrr76K9u3bo3p1eqJLKgaljMdXw1raXhen2Jy7LjVHZRZzblcYRdGfBkkyDpf61ba9doeG1yBNTEeKkIoAeYBtuUzrA0tKEsSsTPDBIUWOkRDiXZ7KOwDKPQhxRmcWkKG3wDeP8UDkMg4vdo6wvQZyK0HA/de9TCHnoDeLMAoitErPPARR8EpYmBk5luKtBOEUCkTM/sT2mhBSvrh9hVq3bh3GjBmD3r17Y+/evejduzdu3LiBhIQEDBkyxK19Pf3000hNTcW7776L+Ph4NGvWDDt37kR4eDgAID4+HtHR0bby48aNQ3Z2Nr766iu8/vrrCAwMxGOPPYZFixa5exqElFkynkOj0ILH5PA0i2hGXPY9aOW+BZaVjEYwQQA8MR4Iz0FXuXD74TkeYAwplhTUVdexLedkMkCSYElPhYIqQQgp1TyZdwCUexDiTKZBgN4iIlDr/As/z3GoEWh/LzYIWcADjT5kHAeJASZBgta1GXYLxHEcOMZBV9yVILwMmjr1i/WYhJDiwzE323K2aNECL774IqZMmQI/Pz9cuHABtWvXxosvvohq1aqV+tHQs7KyEBAQgMzMTPj7+5d0OISUGQk597H2yueopK4CtTz/SglzYhzEnGzIfAquMEkRUnAk+w/b7938uqKyvHKR47VKtCSimqIahgQ9YbdcyEgDr9LAv0MXcHzJjVtCCMlfWc87AMo9SOl3OT4LVxKyHCo68nMy8Wck6K4hSP3foL85ZgG+SgVqVLLfT7I+Dvvv/ddqKyr8SYRoXWtJdS/zOjrX6INuNQe6HBshhOTH7bb0t27dwoABAwDkDvyl0+nAcRxee+01fPvttx4PkBBizyJKWH82BuvPxsAiSsV23GRDHMyiESqZOt9yTBAgGQ3gFJ55DMSJDNUup6Da5RRwovv9jDW8BqlCKvSSwW45r/WFqMuGmJPtkTgJId5BeQch3iUxhsRsEzSKvB8ICBLD0VupOHorFYLEwBhDjiUVct7+Xq/geRgsuVPleoqcVyDNmOyx/bmCCRak/r4Zqb9vBhMsxXpsQoj3uV0JEhQUhOzs3C8NYWFhuHTpEgAgIyMDer3es9ERQhwIEsP/jt3F/47dheDBwccKkqC7n9sstYApKSWTEcxi8VgfWk5iqHU2CbXOJoErxPlqeS0MkgGplhS75bxSCWYxQ8jM8EichBDvoLyDEO/KMQnIMVngk8d4IAAgSQy7ryVh97UkSBKDRTLCLOog5+1nQVLIeFhECSbBc5UgSpka6YbkYh2ImIkikjasRNKGlWCiWGzHJYQUD7crQbp27WobVX348OF45ZVX8Pzzz+PZZ59FVFSUxwMkhJQ8iUmIyboNjSvjgZgMwANT0pY0OSeHCBGpQprDOk6hhCUlsQSiIoS4ivIOQrwryyjAKEhQuTUzTO70uHLOviUIz+UOE2IUPFdxoJSpoBdyYBaNHtsnIaRic3tg1K+++gpGY+5FaNasWVAoFDh69CiefPJJzJ492+MBEkJKXqYpFVnmdGgVBVSCMAmSTlfqRlLnIUOixbGyg9f6QMjMgGQ0gPfEIK6EEI+jvIMQ78rQW8ABbj28MInZECQz5E66vsr53Flign08E5+SVyHLnI4cSxZUBYxJRgghrnC7EiQoKMj2mud5vPnmm3jzzTc9GhQhpHRJ0cfDYMlBsCY033KS2QzJYgavyn/ckOKm5TVIsCRAYALk3H+XPV6tgSUrA0JWJpRUCUJIqUR5ByHewxhDck7+44E4YxSzwZgEnnP8KiHnOZgsEkRJgox3u9G5A6VMBbNoQo45s8A8hBBCXFHoSbyTkpKQlJQESbLv89eiRYsiB0UIKV2S9fFgYOC5/JMkyWQERDF3CtpSRMNrkClmIl1IR4jivylxOZ4HAwchMw3KKlVLMEJCSEEo7yDE83RmETkmAdp8xgNxxijkAHk0HFHIeOjMwr9T5Ra9EkTGyyExodinySWElF9uV4L89ddfGDt2LK5eveowQBHHcRBp8CBCyp2Y7NtQFjArDABIej3ggac+nqbiVDAzM1KFNLtKEACQaTSwJCeC1W1IU+USUgpR3kGI9+SOByIiyMe9bqx6ISN38A8neA6QGP6tBCl6jLk46Cw0mxshxDPcrgQZP348GjRogO+//x6hoaGlZvBDQoh3GAQdkg3xBQ6KygQBkslzU+N6kvU6lSqkAGhot47X+EDMyoCYkw25f2DxB0cIyRflHYR4T7bRAoAD7+bflU5IdZgZ5kE8BxjMIippixjgvziOQ5Yp3TM7I4RUeG5Xgty5cwebN29GvXr1vBEPIaQAShmPj59oZnvtban6BOgtOQjRVs+3HDObwCwW8D4FzyDjDknG4UqvcNvrwlJzasSa48AemrmGVyohmM0QsjKpEoSQUojyDkK8J1VnhtKFe6tcxmHCo7UAADKeQWdJd5gZ5kEKGQ+DRXS45xaWglci3Zhc5P24ilMoUOut922vCSHli9vfoKKionDhwgVvxEIIcYGM59CqRiBa1QiEjPf+E9EUQyIEyQwFn38LD9HopalxeQ7ZVX2QXdUn99FSIVnHBdFJOseVCgWEtJQiBEkI8RbKOwjxDrMgIdNogUZR8NcBnuNQO9gHtYN9YGEGWCQD5PnkBXKegyAxmAUpzzLuUMpUSDelOHSJ8xaOl8GnUXP4NGpOXWUJKYfcbgny3XffYezYsbh06RKaNWsGxUO1o4MHD/ZYcISQkpeouw+ek+VfucEYJL0OkJfepyUaXoMMSyZShVT4yuxbq8i0WggZqZDMJvDKvJv3EkKKH+UdhHhHtkmAwSyisq973VhNQu70uGpF3i0/Zf9WgphECSo3Z55xRsGrYBIMMAg6aPM5LiGEuMLtSpBjx47h6NGj+P333x3W0QBlhHifIErYcTkBADCgaVXIvdglRmISYrLvQCP3ybccs/w7Na4XxgPhJIYqN3L7ASfVrwRWyNYgMk4GxiSkCekIV4XbrePVWlhSkiBmZ4EPDsljD4SQkkB5ByHekWMSIEgMChfyCFFiOBOdey+uWTkbAjNDxuX90ID798fkwZYgeksOdJasYqkEYYKA9MO7AQCVIvuAkxd6Qk1CSCnk9renadOmYfTo0YiPj4ckSXY/lIgQ4n0WieHLI7fx5ZHbsEjebRaaYUxBtjkDmgISDslkAgQB8MLUuJzIEHEqARGnEsCJRTtfGSdDoiXR8RgyGcAkCFkZRdo/IcTzKO8gxDsyDRaXe5mKEsP2y4nYfjkRBkEHgIHn8v8aIeM5GMye+RtVyFQwS0bkFNM0uUwUkLhmORLXLAcThWI5JiGk+LhdCZKamorXXnsNoaGh3oiHEFKKpBoSYBT10MjzH95dMhkAjiv1szZoeA0SLYkQmGNCwylVsKQmFVt/Y0KIayjvIMTzGGNI0ZmhKURXFaPo2lS1ChkHkyBBlIreGiS3NSeDzkzT5BJCis7tSpAnn3wSBw8e9EYshJBSJlmfAMYYeC6fJEmSIOr1ZWL0dA2vgV7SI13IcFjHa7QQs7MhGfTFHxghJE+UdxDieQaLCL1ZgNqFQVEfZhSywMGFGWV4DoIkwSx45uECxwG6YmoJQggp39zu4NagQQPMmjULR48eRfPmzR0GKJs2bZrHgiOElKy4nDtQyPIfKFQym8AsZvBqTTFFVXgqTgWTZEKakIYQRWW7dbxaA0tGOsTsTMi0+Y+BQggpPpR3EOJ5OSYRRouIQI37DzByLGmQ5TM9rhXPcZAYYBY9My4IwCHLnO6hfRFCKrJCzQ7j6+uLw4cP4/Dhw3brOI6jZISQcsIkGJCkj4O2gEFRJbMJkKTccTVKOY7jAA5IFVKdrmMcByErA8rQ6iUQHSHEGco7CPG8HJMAieWO2+Eug5iR7/S4D8odHFVEfg1KXaXgVcgw0nT2hJCic6sShDGGgwcPokqVKtBq8x8jgBBStqUaEqG35CBYWzXfcpLBAPDem6HG01ScCnGWOKfrZBoNLCnJYHUlcGXonAgpryjvIMQ7Mo2WQlWAAIBFMkIlc60SRC7joDeL8FEXvUuMUqZChikVjLFSPwYZIaR0cyvLZ4yhQYMGiI2N9VY8hJBSIsWQAItkgpLPuzsME0VIxrIxHoiVhtcgQ8iAXjI4rOPVWoj6HIi6nBKIjBDyMMo7CPE8xhjSdOZCjQcCAIJkdrkliJznYBEZiji5GwBAwSthEgz/zk5DCCGF51ZLEJ7nUb9+faSmpqJ+/freiokQkg+ljMeCgU1sr70lWR8HroAZX5jZBGaxgPfiGBqSjMM/PWraXheVmlcj2ZKMNCENWmWY3TpOqQQzmyDmZEHu51/kYxFCiobyDkI8T28RobeI0LoxM4yM5zCqXQ1kmOIRYzFCxoW4tJ2c52ESBFg8MC6IUqaC3pIDnSUbWoVvkfeXH06uQI1XZ9teE0LKF7e/QS1evBgzZszApUuXvBEPIaQAMp7DoxFBeDQiqNBNWQvCGENM9m2oZQWPB8LAvNt1hOeQUcMPGTX8AA+cr4JTQICINCHNYR3HcQAvg5BBA68RUlpQ3kGIZ+lMIkwWESq56/duGc+hYagfqlXSgeOk/GeNewDPARIDBKnoTUEUvAoWyVQsM8RwMhn8Wj4Cv5aPlIkxzwgh7nF7YNRRo0ZBr9ejZcuWUCqV0GjsZ4RIS3P8YkEIKVuyzenINKVBU8CTFkmvA8eXveSAB48kS5LzdRoNLGnJYKJIiQ8hpQDlHYR4ls5c+EFRTaL73UU5ABYP9IeR8TJITILOkl3kfRFCKja3K0GWLFnihTAIIa4SRAn7rycDAKIahEDuhS4xqYYkGAQdKqnzbu7KBAGS2eT1ZqKcxBB8JzM3rtoBYB5oDaLh1Ui0JEJiEnjO/v3jNVqIGem5XWICKhX5WISQoqG8gxDPyjJY4G7qIEoMF2IzEZMjgSncuw/LeQ4mi+jeAfPEQWf2fksQJgjIPJE7G1XAo5Hg5G5/ZSKElGJu/0WPHTvWG3EQQlxkkRg+2n8DANCtXmXIvdBYIcWQAImJkPF5XyKKYzwQAOBEhrrHcmdzSavl76FKEA2yxRxkilmoJA+0W8crlBAEC8ScbKoEIaQUoLyDEM9hjCFNb4HKzeRBlBi2/B0PoAraNFK7ta1cxkEneGBkVAAAQ7Y500P7yucoooD47z8HAPg/0pkqQQgpZwr1Fy2KIrZu3YqrV6+C4zg0adIEgwcPhoyajhNSLiTq7kPG5X95kMwmgHl5PBAvUXNqpLE0pAtpDpUgAAC5HJb0NKjCahV7bIQQR5R3EOIZRkGC3ixC7cZ4IA+Tc67NDGMl4zmIzDOVILnT5KZ4ZF+EkIrL7UqQmzdvon///oiNjUXDhg3BGMP169dRs2ZN7NixA3Xr1vVGnISQYiJIFsTl3C1wPBBRrwPK6JMRnuPBwJAqpKEO6jiuV2shZKSCCRYaFZ6QEkZ5ByGeozMJMAoi/DWqQu9D5uL0uLbyHAfmoUoQhUyFDGMqGGP5zl5HCCH5cbsaeNq0aahbty7u37+Ps2fP4ty5c4iOjkbt2rUxbdo0b8RICClG6caU3Onn5Hl3c2GCBcxsKtPNQ+WQI9GS6HSdTKOBZNBDyKHB1wgpaZR3EOI5eosIkTHIi9C1VM6V3MMBBa+EUdTDJBpKLAZCSNnn9jeYw4cP48SJEwgKCrItCw4OxocffojOnTt7NDhCSPFLNSTCJBig0oblWUYym8AEAbzKvX7BpYmG1yBZSIaFWaB4KKHj5AowQYCYkw1FYFAeeyCEFAfKOwjxnGyjAB5Fa0HhbncYAOA91GpDyauQZU6HzpINtVzrkX0SQioet1uCqFQqZGc7Ph3NycmBUun+RZEQUrqkGhLAAIdZUx4kmf4dD6QMN0XV8BoYJAPShXTnBeRyCOmpxRsUIcQB5R2EeE6GwQylvGj3bq6AMcOc4T0wqDkAKGRKWEQTTZNLCCkStytBBg4ciBdeeAEnT54EYwyMMZw4cQKTJk3C4MGDvREjIaQYxWbfgVKWf19hyVB2xwOxUnJKmJk5z0oQmUYDISMNTLAUc2SEkAdR3kGIZ1hECVlGEaoiDIpaWDIPPTSRcXKITITO4v1pcgkh5Zfb32K++OILjB07Fh07doRCkduEXBAEDB48GJ9//rnHAySE2FPKeMzu28j22pNMggEphgRo8hsPxGIBM5uLbcBQScbhRrcatteeYm3FkiKkoqGT9bxaCyE9BUJ2FhSVgj12XEKIeyjvIMQz9GYRJkFEoMb9+7eM59CpfjLi9FfA8+4/BPFUumK9d+u93BKEkysQNvlN22tCSPni9lUsMDAQv/76K27cuIFr166BMYYmTZqgXr163oiPEPIQGc8hsl5lr+w71ZAIvSUHwdqqeZYp9vFAeA5p4f5e2bWKUyHeEu90HSeXgwli7rggVAlCSImhvIMQz9CZRVgECcpCPFCQ8RyC/GNgVsSD52p6ITo3cEC22bstQTiZDP6PdPHqMQghJafQ7dnr16+P+vXrezIWQkgJSzUmwiKZoeTz7g4jmcv+eCBWal6NDCEDeskALa9xLCCXQ8hIA2pGFHtshBB7lHcQUjR6swAGFOr+zRiDTkgv1KConqbglMgwpZR0GISQMsztShBRFLFy5Urs378fSUlJkCTJbv2BAwc8FhwhxJEoMRy9nTtgZ5c6wZB5aLAxAEjWxwNcPgkSY8U/HojEEHQ/t9lrWk0/wIPnq+E1SLakIF1Ig1bpOBuOdVwQyWIBr6DmsISUBMo7CPGMTIMF8kJ2KzWLJsSm+YNDAHyDjZ68FbtNIVMi0+jdgcuZKCL77HEAgF+bjuBkMq8ejxBSvNz+JvPKK69g5cqVGDBgAJo1a1YungYTUpaYRQnv7boGANj2YkdoeM/cmBljiM2+A7Us7ynnmCAU63ggAMCLDPWPxAAATj/TCJIHMy8Fp4AIAelCOsKcVIJYxwURc7LAU5cYQkoE5R2EFB1jDBkGC9SFHBRVZ8nB9fvtAABhlY6Dl0kFbOE9Cl4JnSUbFtEMhcw7LVOYYEHs0sUAgIbLNlAlCCHljNuVIOvWrcOGDRvQv39/b8RDCCkhOksWMkyp0Cp88ywjWYp5PJBiwIFDiuC8WS2NC0JIyaO8g5CiM1okGC0i1IrCVYKYpdIzJa1CpoLeko0cSxYqybwzRhohpHxz+0qoVCppMDJCyqFUQyIMlpx8Z4aRTOVnPBArNa9GnDkBjDHnBazjghBCSgTlHYQUnc4swChIUMoL16LBKOo9HFHhKXkVzKLJ6zPEEELKL7crQV5//XV8/vnneX9hIISUSamGRIhMhJzPu6tLsY8HUgw0nAY5Ujay83jKZR0XhAmWYo6MEAJQ3kGIJ+gtIkTGIC9kl1KTWHoqHOS8AgKzUCUIIaTQ3P42c/ToURw8eBC///47mjZtCsVDgwVu3rzZY8ERQopPoj4WPJd3vSizWP4dD6R8VYKoeTUyLBlIE9LhL3Ocijd3XJBUCDnZUAQGlUCEhFRslHcQUnQ5JgFFacNpEnQAAjwVTpFwHAcwIIcqQQghheR2S5DAwEAMGTIEkZGRqFy5MgICAux+3LV06VLUrl0barUabdu2xR9//JFveZPJhLfffhvh4eFQqVSoW7cuVqxY4fZxCSH/EZmIuOy7+XeF+Xc8kOIcFLU4yDgZJEhIF9Kdrs8dF8QCMYeSLUJKgqfzDoByD1LxZBosUMoKNx4IAOgFz3YLLXrLLgadJcsjsRBCKh63H+n+8MMPHjv4+vXr8eqrr2Lp0qXo3Lkzli9fjn79+uHKlSuoVauW022GDx+OxMREfP/996hXrx6SkpIgCILHYiKkIsoypSHHkgmtwi/PMsxkAlC+xgOxkkGGJEtS3gXkitxxQWqEF19QhBAAns07AMo9SMUjSgxZRgGqQs4MAwB6S4bnAgIgFHFyGRmvQJaJxusihBROibZr//TTTzFx4kQ899xzAIAlS5Zg9+7d+Oabb7Bw4UKH8rt27cLhw4dx+/ZtBAXlNkuPiIgozpAJKXEKnsOMqPq2156QakiEQdAhSBOaZxnRoAdkxX/JYDIOtzpVt732BjWvQYIlASITIeMcB43j1f+NC1LeWsIQUtFQ7kEqGr1ZhEkQ4acq3D1cZAKMLBP1ws5BJfMFzxd9fB5BKlotiIJXIt3ofGY3T+BkclSb+IrtNSGkfHGpSrhv3744duxYgeWys7OxaNEifP311wWWNZvN+Ouvv9C7d2+75b17987zWL/99hvatWuHxYsXIywsDA0aNMAbb7wBg8GQ53FMJhOysrLsfggpy+QyHn0ah6JP41DIi9C09UEp+kQwJjmtAAAAJljAzKYSGQ+E8RxS6gYipW4gmIcqfR6m4dXQSwZkiJlO18s0GkgGPURdjleOTwix5428A6Dcg1RMeosAk8CgLGRLEJOYA8bMqB6UiLDgJPBc0StBRKlo+1DKVMg2Z0CUvNMii5PLEdglCoFdosrdWGiEEBdbggwbNgzDhw+Hn58fBg8ejHbt2qF69epQq9VIT0/HlStXcPToUezcuRMDBw7ERx99VOA+U1JSIIoiQkPtnzyHhoYiISHB6Ta3b9/G0aNHoVarsWXLFqSkpGDy5MlIS0vLs2/uwoULMX/+fFdOk5AKK0EXDTmvzHM9M5vBBAG8Sl2MURUfNadGCktFupCGYLnj4KecXGEbF0QeUKkEIiSkYvFG3gFQ7kEqJoNZBMDAF7I7q0nMgcBM0PKeGxhVEItWCaLglTAKeuiFHPgpAz0TFCGkwnCpEmTixIkYPXo0Nm3ahPXr1+N///sfMjIyAOSO0NykSRP06dMHf/31Fxo2bOhWAA+PL8BY3mMOSJIEjuOwdu1a22Bon376KYYOHYqvv/4aGo3GYZtZs2Zh+vTptt+zsrJQs2ZNt2IkpDQRJYbT0bmDeD5SqxJkRWwdYZHMSNDdz39QVLMJyOdv06skhsC43BYYGdV9AS+0BskdaZ4hLb+B32RyWDLSoApzPmYAIcRzvJl3WPfxIMo9SHmWXdSZYUQdBElAWlYVcByPYP/0It+KzaJYpO0V/7YE0ZmzvVIJwkQROZfOAgB8m7UBJ3PeUpYQUja53L5LqVRixIgRGDFiBAAgMzMTBoMBwcHBDtPVuaJy5cqQyWQOT16SkpIcntBYVatWDWFhYXajwTdu3BiMMcTExKB+/foO26hUKqhUKrfjI6S0MosS3tl+BQCw7cWO0PBFuzGnG5Kht2QjUF05zzK544GUTALAiwwND94HAJx+phEkL3WJUfAKJFgS845DrYGQnvrvDDnUNJYQb/N03gFQ7kEqpgyDpdBdYQDAKGZDYjL8facZAOCxFsfBy4o2podZZJAkBr6Q93QFr4RFNEMneGfmNiZYELPkPQBAw2UbqBKEkHKm0FfEgIAAVK1atdCJiFKpRNu2bbF371675Xv37kWnTp2cbtO5c2fExcUhJ+e/fvnXr18Hz/OoUaNGoeIgpKJLNSbCJBqhkjk+zQQAJgj/jgdSvgcE1XAapFhSYJbMTtfztnFBaKpcQkpCUfMOgHIPUvFYRAk5JrFIM8OYRB1Q5Clt7UkSg6UIg6PyHA8GBr2F7smEEPd5ZlTFQpo+fTq+++47rFixAlevXsVrr72G6OhoTJo0CUBuc9IxY8bYyo8YMQLBwcEYP348rly5giNHjmDGjBmYMGGC0+aohJCCpehzn4jm1RScmU1gFku5b/2g5tUwMCPSxXSn63mFEpIgQMyhhIuQsoxyD1KR6M0izIIIlbzwLRn0lgxwnGe/MkiMwVLEcUEAQGemezIhxH0l+q3m6aefRmpqKt59913Ex8ejWbNm2LlzJ8LDwwEA8fHxiI6OtpX39fXF3r178fLLL6Ndu3YIDg7G8OHDsWDBgpI6BULKvNicu1DK8h7wVLKYc/vL8yVaZ+p1Sk4JCzMjTUhHqMJ5s3hOxkPITKdxQQgpwyj3IBWJ3iLCLDIoijDFvE5Ig5zzbGtQhtxWKkXBcTyyzM4fXBBCSH5K/NHu5MmTMXnyZKfrVq5c6bCsUaNGDs1YCSGFYxB0SDUkQKvIZ1BUg75C9IW1toRJE1LzLMOrNbBkpIGJYoV4Twgpryj3IBWFwSwCrPAzwzAmQS9kQMZ7dowbjgPMQtEqQZS8EhnGFA9FRAipSMr3o11CSL7SDEkwWHTQyH2drmeiAMlkLPddYaxUnBpx5gSwPPo+82rtv+OC5DhdTwghhJQm2UYLitKQ0yTpIUhGj7cEkYGDsYiVIAqZCpmmtDzv2YQQkhe3L4vjxo3DkSNHvBELIaSYpRoSYZHMUPBKp+uZ2fzveCDle1BUKw2vRoaYAb2kd7qeVyrBLGYaHJWQYkR5ByGFl26wFGk8EJOQDUEye7wShOc5WEQJolT4CgwFr4RJNMAg6DwYGSGkInD78W52djZ69+6NmjVrYvz48Rg7dizCwsK8ERshxAkFz+HlbnVsr4siSR8Ljst7UFTJbCrx8UCYjMPd9lVtr71Jw2uQbUlCupgBH1keXYQ4LndckGo0KwQhxYHyDkIKxyxIMJhFKGVFmxlGYGbIZQo0qnELAMDzRW95wXMcBIlBECXI+MJV0ihlKugtOdBZsqFVOG/RWlicTI7QUS/aXhNCyhe3r4q//PILYmNjMXXqVGzcuBERERHo168fNm3aBIvF4o0YCSEPkMt4PN6iOh5vUR3yIiQ2jDHEZt+BWp7feCCGEh/7gvEcEhsGIbFhEFgRK30KIufkECAiTUjLswyv1kBISwGTRK/GQgjJRXkHIYWjt4gwiVKRpsc1itkAGOQ8j1ohCagVkgCeK3oliIy3TpNblJYgKlgkE3SWrCLH8zBOLkdQ1AAERQ2oMF2CCalICnVVDA4OxiuvvIJz587h1KlTqFevHkaPHo3q1avjtddew40bNzwdJyHEw7LNGcg0peczHogIyWSocDd/HhxShOS816u1EA16iDpqfktIcaG8gxD36c0iLIJUpJlhTKJ373VFmSFGxssgMRF6C3VRJYS4p0ht3OPj47Fnzx7s2bMHMpkM/fv3x+XLl9GkSRN89tlnnoqREPIAUWI4H5OB8zEZRepLm2pMhEHIgSaPliDMbAIThJIfD0Ri8EvQwS9BBxThfF2l4TWINydAYs4TM06pBDObaFwQQkoA5R2EuM5gEcDy6fLq0j7ETIABjAFp2f5Iy/aHp8Yh9cQMMRx46LxQCcIkEbprF6G7dpFafhJSDrldCWKxWPDLL79g4MCBCA8Px8aNG/Haa68hPj4eP/74I/bs2YPVq1fj3Xff9Ua8hFR45v9n787jIzurA+//nufeW5vWlnp3rxgw3m0MMbZxbFbHYYyZMAkQFpstcXAg4CQsmUnMFpiQZCAZMIMTsEMgwIRtWBzAvME2i40XvGG3e+9Wt/a19rrr8/5RkrplSa0qqUollc7382m7VLpVdVTdqjp17vOcE0b82bd/zZ99+9d4SziDMlYcJDIRtp57pUfkeRBFDe0HAqBDw1l3HuWsO4+iw2UogqgkuTBHJpx7ea1SCpRFmJmoeyxCCMk7hFisTCnAWkIBBCDvj2HrGGGkefDAuTx44FzCqDZ5gaUVRX9pBQYDZL10TeKZcb++T8/f/Hd6/ua/Y2TbnRBNp+p17lu2bCGKIl73utdx//33c8EFF8w65qqrrqKzs7MG4Qkh6mUgdwyt5u/3EZWKLGmu3iqV0AnGwjHGw3E67c45j9HJBP7oCGYFFImEaHaSdwixOBMFf0n9QIwx5INxLDX3BLmlspQiCA1hZLAW2fPLsWJMlEZqHJkQotlVXQT55Cc/ye/+7u+SSCTmPWbdunUcPnx4SYEJIeonjAL6ckdJOfM0RY2m+oGsjdG4J9NKYzCM+mPsju+e+5hEkjCfIyrksVrbljlCIdYWyTuEqJ4bhBT9cElFED8q4YdFbF2fIoitFcUgwl/KhBgdY8IdLU+yW+KqFyHE2lH1K+NPfvKTObux5/N53vKWt9QkKCFEfY2XRsj5mXmbokaeh/F9lLO2mqJOsbEZCobm/b6Kxct9QXLSF0SIepO8Q4jqFbwQN4iILaEI4oY5AuNi12kliNaqPCFmCVtdHStOMcjjhaUaRiaEaHZVvzL+y7/8C8Vicdb1xWKRL37xizUJSghRX6OlQUphgYSdmvP7kedO9gNp7HjcRknoJIP+EIEJ5vy+UgqDIshOLG9gQqxBkncIUb2iH+KHEc4SRsuXwixB5GPVaSWIotzTI4gW398spmP4oUuuxmNyI987cdlzMbXqBiuEWBEqPs2byWQwxmCMIZvNzliWGoYhd9xxBxs3bqxLkEKI2hotDIAxaDV3HXSt9gOZktQJ0mGa8WCcDc6GOY+xEpN9QU6XviBC1IPkHUIsXsErNxxdyhYRN8xjCNBY1Gs+ilbgLmFCjGPF8UKPgp+jO7lpSbFEpSLeyBDe8ADB2Oj09en7f4bT0YmzYTOx9ZuwWuZeRSuEWD0qLoJ0dnailEIpxbOf/exZ31dK8aEPfaimwQkh6qM3dxjHmmd/fRQRlYooe21uhQGIqzhe5DEWjM1bBNGJJGEhR1QsSEIkRB1I3iHE4mVLwaKbjU4phVlA1bXXhqUVpSVMiLGUTWgC8ktYCWICn1JvD+7RQwT5HNpx4KQcSNkOQSaNPzxIKZkivm0nie270fH5+xQJIVa2ij/l/OQnP8EYw4tf/GK+8Y1v0NXVNf29WCzGzp072bp1a12CFEKcYGvF2y/dNX25Wm5QZLjQT8qeuylq5LkY30cnkksJs2aMVvQ8d+P05eVQHoMLo8HY/MfEE5jxMcJcRoogQtSB5B1CLN5EcWmTYQBKwYnCglaGZ209Mn25VpY6IUYphYJFF0GCTJrC/ifxh/rRLa3ENm8tb3kNQzpe+BIA7NY2lGVhjCHK5yjuexJ/eIjUs8/C6Z77RIkQYmWruAhyxRVXAHD48GF27NghHZiFaBDH0rzmudsWffvR4mB52Whq85zfN55XHv1qrYx+IMZS9J+9ftkfN67i9Pl9835fKYVREGQzxDbJBzEhak3yDiEWpxaTYYDyeFzKU+K0Nuze1FuL8GaoxYQYgyHnVV8E8YYGKDz1OEEhT2zD5hkrYJVl0XbRJTOOV0phtbahUy34o8NkH32A5LPOJLFtl7w+CbHKVFQEeeyxxzjnnHPQWpNOp3n88cfnPfa8886rWXBCiNobLQ3iRy4xHZ/z+5FbRC3TiouVLKmTTAQTFKIiKT33qhgdTxKMDmNOP0MSICFqSPIOIRZvajJMS3zxY+6NMeT9sbqNx51y8oSYxCLDtSfH5FbD7T9Ofs9jAMQ2banqPVxpTWzDpvIqkj2PQxCQ2Hm69AcTYhWpqAhywQUXMDAwwMaNG7ngggvKZ0Dn6JKslCIM69U6SQgBEEaG/cM5AJ61obXq5aND+T5Q8+zxjSLCYhFlLz5xqrnI0DJWHn2X70qUu6gtg4ROMOwPMxaMkYqdNucxVjJJWMiX+4Kk5t5eJISonuQdQixeLSbDBMbDDfNYk+NxjYFMobz1sz2Vo1Z1/5pMiLHiTJRGKj7eHegl/+RjKEtjd3bNeYyJIvyhAQCcjZvnLHDY7R2ElkVh35OgVLkQIidEhFgVKiqCHD58mA0bNkxfFkI0jhdG/PG/PwrAd//wEpJVLB81xnA8e4ikNU8/EN/DBP6KavalQ8M5/1F+3Xngtc8hWqYiiKMcAkLGgzG2zVMEUfEE0cRkXxApgghRM5J3CLF4tZkMkyU0HgmrDYAw0vxy3/kAvPi8e7GtxRctnm7JE2J0nLyfxQtdYtbcq1yn+KPD5dUbev4CCIAJA4a+9gUAtr7jvah5VsRYLa1gDMX9T6KdGPHTdiz65xBCLJ+KiiA7d+6c87IQYnXJehOk3VGSztyNPI3nYsJwxfQDaTSNZsgfnvf7Sikw5cZqsY1bljEyIZqb5B1CLF6mFCyqcfrJSkGOIHKx7e4aRTW/pU6IiVlxcl6avJ89ZREkyGXIP/U4UeAT27C0cbons1rbMGFAYd+T6ERSmqUKsQpUvXntX/7lX/j+978//fV73/teOjs7ufTSSzl69GhNgxNC1NZocZBikJ9/MkypJP1ATpLUCQb8ASIz/xkqlUgQjI3MuVRfCLF0kncIUTljTE0mw7hRjpAQrSqeobBotlb4oSFc5JYYx4rhR+4pJ8REvkdh7xOEmTTO+o2LDXVedsc6osCnsPfXhIVcze9fCFFbVb9CfuxjHyOZLDcJvPfee/n0pz/NJz7xCdavX8973vOemgcohKidkWL5A72l50hqooiwVFhZ/UAaLKmTZMMc6XD+xEonkoT5HFGxsIyRCbF2SN4hROXcIKLkh8SWPB43h2JpW2oqZWlFONkcdTFs5RBEAXk/O+f3jTEUD+3HG+zD2bCpbj+Ts34jQXqcwv6nMNKrSIgVrery7rFjx3jmM58JwLe//W3+23/7b/zBH/wBl112GVdeeWWt4xNC1FB//ujcBRAm+4H4K6sfSKMlVIJRM8ZYMMY6u3POY3QiiZ8eJ8xlpS+IEHUgeYcQlSv65ckwrUuYDANQOkXxv9a0UoTG4IcRCaf67bhTRY38PGNy/cF+3J6D2Ou6Z4zBrTWlFPb6TXh9xyh1rCO56/S6PZYQYmmqLhO3trYyOloeQ/WjH/2Il770pQAkEgmKxWJtoxNC1IwfeQxke+bdCiP9QGbTSmOMYTSYf/TedF+QbHoZIxNi7ZC8Q4jKFbyQIIpwrKWtBMn7Y1jVnytdlKl1GYtdCVJmyM2xHSYsFigcfAosGyuZWsL9V0Y7Drq1jdLh/fgTY3V/PCHE4lT96vayl72Mt73tbVx44YXs27ePV7ziFQA88cQT7Nq1q9bxCSFqZLw4TM7P0pmYu8mZ9AOZW0w7DPgDpzxmui/IM54t4/GEqDHJO4SoXMEPqUWLqrw/ijXPRJR60Aq8JUyIsXVs1phcE0WUDu8jyEwQ2zz3lLd6sNva8Qb7KR7ci33+8+u6+kQIsThVl4k/85nPcMkllzA8PMw3vvENurvLH6geeughXve619U8QCHETLZWvPH523nj87dX1f19pDiAGxaJW8nZ31zB/UCMVhw/bz3Hz1uPaUCRJqmTjPgjuJE77zE6kSTMZYlKclZaiFqTvEOIymVKPra1tPfKIHIphXlsdWLSilaGZ2zu4Rmbe9Cq9o3Aba0oBYvvo+FYccZLM6e5+SODuMd7cLrWV32CQmmLtosvp+3iy1G6+hWyTvcG/KF+Sr3SvFmIlajq0mRnZyef/vSnZ13/oQ99qCYBCSFOzbE0111c/cjIkWI/qLmbnK3kfiDGUvSeX/tO7pVKqiRj4RjjwTibY5vnPGa6L0g2syzLbYVYSyTvEKIyxhjSxWDJk2FKYY7QeCSstunrtDY8c8uxpYY4L+ukCTGWrj7+mI6R97N4oUvMihN5LsWD+8CyFpXbKMui4wVXVH276dvbNrqlldKRA8S6N2K1ti18IyHEslnU+qyJiQnuv/9+hoaGiE4aZ6WU4o1vfGPNghNC1IYxhmOZg3OvAkH6gZyKoxx84zMajM5bBDm5L0hs49zHCCEWT/IOIRbmBhFFPyS+xH4gpSBLELnY9tzbZ+vB0goviPBDw2LCj1kJcl6avJ8hZm2gdPwo/sQosU1bax9shay2DvyBPopHDtBy9gWyXVaIFaTqIsh3v/tdXv/615PP52lra5vxCy3JiBD1FxlDz1h5HOuOrhS6gjfVvJ9lvDRMym6d+z5Xcj8QY0imy1tRih1xWOYkQimFUorhYOTUx0lfECHqQvIOISpT9EO8IKJtyZNhsoQEaHXiY4IxkC+VT6S0JIo1fyu2ljghxrFi+JFL3svQ5sdxew5ht7WjFrGqBMonj4Kx8vu+vYjtNDA5LaarG6//GLFNW4htkJMkQqwUVb8y/Omf/ilvectbyGazTExMMD4+Pv1nbEy6IAtRb24Q8bavPMzbvvIwboVNxEaK/eT9HClnjiLICu4HAqADw3nfPcR53z2EDmq/D7kSCZ2gz+sjMvM/39N9QYqFZYxMiOYneYcQlSl4IX4NJsO4YQ5QMz74h5HmF089l1889VzCaGn3fyqLnRBjK4cgCsj5GUpHDxIVi1it7YuOwwQ+g1/6HINf+hwm8Bd9PzqewKAoHTmICYJF348QoraqfhXr7e3lXe96F6mU7HsXYrUYLQ4QmgBbzy50TPUDWalFkJUgqZJkwyzZMDvvMTqRJHKLhLn5jxFCVE/yDiEqU/BCFEtfolEKMjW4l+ppBe4im6MqVf7J06PH8PqPY3ct31aehTjruvFHh/AG+xodihBiUtVFkKuuuooHH3ywHrEIIeqkP9eDrebe/WZc6QeykKROUjIlRoPReY+Z7guSmVi+wIRYAyTvEKIymZK/qH4aT5fzR7HU8p8YKU+IiVjsjF+DYaz/AMaYFdXoXdk2Kp4sr1Bx5580J4RYPlX3BHnFK17Bn//5n/Pkk09y7rnn4jgzXyRf+cpX1iw4IcTSBZFPX/bI3FthgMgtrtx+ICuEVprIGEaCUZ7BM+Y9TiWSBKPDmNPPkL4gQtSI5B1CLMwYw0TRX/JkGGMMuWAUW8VqFFnlLK0IQkMQmUWN+bW8iLHMcezNF9chuqWxOzrxBvtw+4+T3HV6o8MRYs2rugjy9re/HYAPf/jDs76nlCIMFz/jWwhRe6PFQXJ+ho7EHEtDo4iwuHL7gawkMe0w4A+c8hgrmSQo5IiKeazU3EUnIUR1JO8QYmGlIKLkR8SdpRVB/KiEFxawdWOKIG4Q4ocGu9rFqVGELrhkCFH2ooZf1pXSGqulFbfnELFNW7CSsr1PiEaq+pUyiqJ5/0giIsTKM1IcwA1LJKzZb7iR50o/kAoldYphf5hSVJr3GBVPYEolwmxmGSMTorlJ3iHEwgpeiBssfTyuG+YIjIut4jWKrHKWUkQG/Kiypu8nC/NZLNfHjYFnvDpEt3RWWwdhLoPbd6zRoQix5i3plbJUmv/DgBBiZRgq9ALMuT3DeB5EkfQDqUBKJylGRcaC+adRKKUwSklfECHqRPIOIeZW9MLJbSRLK4KUwgxB5DVkJQiAAoIqJ8SYMCRITxCzk3gEFKKVOaVNKYVu68A9foSwkGt0OEKsaVW/UoZhyEc+8hFOO+00WltbOXToEAB/+Zd/yec///maByiEmMnWit+98DR+98LTsBfo5WGM4Vj6IAl77mWXYakAun6j7mrBaEXfWd30ndWNaWDvEhubgOCUzVEBrEQCf3QEs4gzWUKI2STvEGJhea8241dLYRZDhH5aM3WtDDs39rJzYy9a1W9cvVZQ8qtb4RXlc0SlAvF4K77xyEf5JcehtEXrc19A63NfgNK1O1FktbYRFvK4fcdrdp9CiOpV/ennr//6r7n99tv5xCc+QSx2okp87rnn8s///M81DU4IMZtjaf7wst384WW7cRY445P1xplwR0g5bbO/GYVEpeKK3wpjLMWxizZx7KJNmEU0SquV8vg9zaA/dMrjdDJFWMgRFZaehAkhJO8QohLpko9Tg/fIUjD3CgWtDWecdoQzTjuC1vUrgliTE2JMhRNiyqtAxsGysS2HiIh8WIMiiGXReflL6bz8pTVdLauUwm5rx+09KqtBhGigqosgX/ziF7n11lt5/etfj3XSi8J5553HU089VdPghBBLM1zopxjkSNmzm3RG7mQ/EGdlF0FWkpRO0u8PEJr5z1KpWBzjugQ56QsiRC1I3iHEqUXGkCn6JKruJjpbIZiA+tU4FmRrRRhFBFFlQUSFHJFbPGkkrqrJSpB60i2Tq0H6exsdihBrVtVFkN7eXp75zGfOuj6KInzfr0lQQoj5RcYwkCkxkCkRLXCmZLjQT2QirDmWckaeW+4HssK3w2AMsZxHLOdBhWeG6iWpk+TCLBPhxLzHKKVAaYL0/McIISoneYcQp1b0Q4pBRGyJ43EBcv4Itp7dFNUYKLpxim68rm/FltYEkcEPK9hSGkXl91rLns5lFJAJs0uOwxhDkJkgyExUvCqlUkoprNZ2vN6jhMWV2b9EiGZX9avl2WefzU9/+tNZ1//7v/87F154YdUB3HLLLezevZtEIsFFF100533P5ec//zm2bXPBBRdU/ZhCrGZuEPGGLz7IG774IG5w6iShN3cIZ45kBiAqFmEVNETVgeHCbx3gwm8dQAeNLYIkVAI3chnxT90XRCcTBKNDmEgmVwixVLXOO0ByD9Fcil6IF0TEl1gEMSYiH4zP2RQ1jDQ/ffJ5/PTJ5xFG9Tt5olW54FJJc9RwshfIiVUg4KjYKU9UVMoEPgO3fZqB2z6NCWpfbLVa2wjzObx+6Q0iRCNUPUj75ptv5o1vfCO9vb1EUcQ3v/lN9u7dyxe/+EW+973vVXVfX/va13j3u9/NLbfcwmWXXcbnPvc5rr76ap588kl27Ngx7+3S6TRvetObeMlLXsLg4GC1P4IQa0IpKDCY7yXlzN4KY8KAyC2i7KpfAta08ioPGAlGOINnz3ucTqYIsxnCXA67vWMZIxSi+dQy7wDJPUTzKfghoTFYS2weXgpz+FEJpwHjcZ/OW2glSBSVJ7Fpa8aK1phySAdpIhOh1cpd6aqUQre04vb2ED9tx4xCjhCi/qp+dbjmmmv42te+xh133IFSir/6q79iz549fPe73+VlL3tZVff1v/7X/+Ktb30rb3vb2zjzzDP51Kc+xfbt2/nsZz97ytv94R/+Ib//+7/PJZdcUm34QqwZI4V+8n52zqaoZqofyApviroSJVSCXq/3lMtjdSxO5HmE2fQyRiZEc6pl3gGSe4jmk3MDatE2vBRmCSJ3zu0wy0lPNkc9lbBYICoW0ImZxQNHOXjGoxgV6xliTVhtHQS5DO5AX6NDEWLNWVSJ9KqrruLuu+8ml8tRKBT42c9+xstf/vKq7sPzPB566KFZt3v5y1/OL37xi3lvd9ttt3Hw4EFuvvnmxYQuxJoxXOwniHxi1uxkJvJcjDErvx/ICpTUSSbCCXLRqbu6K8vCnxhbpqiEaG61yDtAcg/RnCYKPrEFpsVVohRmCY2HrRp7gsTWCtcP5z/ZYAxhZgKUmjW+NqZieMZf8c1RYbI3SDKF13uUyPcaHY4Qa0rD1sKPjIwQhiGbNm2acf2mTZsYGBiY8zb79+/n/e9/Pz/96U+xK1zG77ourutOf53JyMQGsTb0547OuxQ0LORlK8wiJXWSCX+CkWCUNmuO0cOTdDJJMD6KCWTFjRArheQeotmEkSHrBkvuBwJQCsoNRVWDt5FYWuEHEX5oiNmz17hExQJhIT9rFQiUV4L4q6QIAuXVIP7wAP7wIPGt2xsdjhBrRkXv5uvWrSvvha/A2Fh1Zz6ffr/GmDkfKwxDfv/3f58PfehDPPvZ8+/Ff7qPf/zjfOhDH6oqJiFWOz/yOJ49NPdWGN/HeK4UQRbJUhbGGIb9YXbHd81/XLKFYHyUIJvBWde9fAEK0QTqmXeA5B6ieRS8EDcIaYsv/T29FGQaPYQNKK8EKU5OiJlr4k2Qy4AxKGv2z1z+PTbkwlOv1lwplGWhnBjusSPENm1FrYKG9UI0g4peMT/1qU9NXx4dHeWjH/0oV1111fS+2HvvvZcf/vCH/OVf/mXFD7x+/Xosy5p15mVoaGjWGRqAbDbLgw8+yMMPP8wf//EfA+XxeMYYbNvmRz/6ES9+8Ytn3e4DH/gAN9100/TXmUyG7dul0iqa22hxkJyXoTOxftb3Is/FBL404VoCRzv0+afew6tsGxP4hFIEEaJq9cg7QHIP0XwKXoAbGLpbajAeNxjBUo0/QTJVjpxrTG7klgjzOdQCOUwuXB0rQQDsjnX4I8P4o8PENm5udDhCrAkVvdJdd91105df/epX8+EPf3g6GQB417vexac//Wl+/OMf8573vKeiB47FYlx00UXceeed/Nf/+l+nr7/zzju59tprZx3f3t7O448/PuO6W265hf/8z//k61//Ort3757zceLxOPF447tcC1Erlla88twt05fnMlzoww2LxK3krO9FbgnM7DOhK5XRMPjsddOXV4KUTjHij1KIiqT07Od4inJi+OMjJHbM/fokhJhbPfIOkNxDNJ/CZO8MXYP39Jw/Oud4XACtDNvX909fXg5zTYgJcxkIAnQyNe/tbOwlj8lVStNy3kXTl+tJ2TZohdvXg7N+o/RrE2IZVF3u/eEPf8jf/M3fzLr+qquu4v3vf39V93XTTTfxxje+kec973lccskl3HrrrfT09HDDDTcA5TMpvb29fPGLX0RrzTnnnDPj9hs3biSRSMy6XohmFrM077ri9FMeM5A/hlJ6dqHDGKJCHuWsnh4VxtIcuXhLo8OYIaVTDPpDjPojpOLzn93VyRRBepzILcnKGyEWqZZ5B0juIZpLthRQi8/MfuRSCrLY84zH1dpw5vZDS3+gCllaUfJnFkGMX15dqRYoMDraYTyYmHebWyWUbbPuRVcv6raLYXeswx8eJEiPy+pRIZZB1S+b3d3dfOtb35p1/be//W26u6v7pX3Na17Dpz71KT784Q9zwQUXcM8993DHHXewc+dOAPr7++np6ak2RCHWtNCE9KQPkLJbZ30v8j0iz5NGnUtkK5vIhIwEo6c8TidTRIUiYVaaIgqxWLXMO0ByD9FcxgoeCXvpfSRKQYbAeA0fjzvF1govjAijE6tOwnwW4/soZ+7VKlNiKkYxKuCZ1TNxRcfjmDDE6z/W6FCEWBOUmXf+1Nxuv/123vrWt/Jbv/Vb03tz77vvPn7wgx/wz//8z1x//fX1iLNmMpkMHR0dpNNp2tvbGx2OEFUzxpAuBQB0JOxZZzlGCgN86YlP0hrrJOXMLISE2QzeQC+6tW3FbIcZCUa4J/vT6a9/s+1y1tsn9TIxBtsNAQjiFqyQuPu8fp6ReAav6Dz1mSKvv5fkGWeTekblTRWFECes9rwDJPcQ9eEGIf+5dxjbUrQusTHqUPEgP++/ja74NvQcfUGMAT8oX+/YQdVvxWlvgMfH7pj++tyu36YjNn//izAyFIOIXV0pEo5VLhD09WDCEJ2YfxsqQDEqkQ0z/F7379Ftd1UX6CRjDFGxAJRPaCxHzhQW8hjXpf35l2G1zj99TgixdFW/Yl5//fWceeaZ/OM//iPf/OY3McZw1lln8fOf/5yLL764HjEKsWYFYYQfGcKT/hS8gOu//CsAbnv9c0k6FloptFZYSnEsc4yCX2B9auus+4tKBdBqxRRAKqEDw0X/vg+AB177HCJnZcSe0ikGvQHcyCV+ijNnKpEgGBnC7H7WqnrehVgpJO8QYm4FL6QURHTHl766sxRkMERzFkAAwkhz16/Lv28vPu9ebGt2v45a0loRTk6ISTgWUSFf3lqamr3K9eliysEzPvkwv/giSODT/0+fBGDrO9674OqTWtDJFF56HHewj1TrGXV/PCHWskWVjS+++GK+/OUv1zoWIdYcYwylIKLohRT9kFIQUvBC8m5I3gvKBZDQEJmI0EBkDF5wIvH42aFRYpZGUW50amk4mHmCoXyJKCjiWIqYpXEsjY2BbA6tbfQS9smKspROMhqMMhqMsjU2u+A0xUqmCHIZokIeq2Xh5E0IMZvkHULMlvdC/CjCsZbeFKQYZmAFjMedcmJCjAETEWQmQFsVNQ21lIUhIhetjjG5U5RSWC2teH3HSGzbhZbmykLUTePnYAmxhhT9kJwbkC0FpEs+4wWfohfihiHlJugGpcDRGttS2FoRdxSWstFaoZlMCCZtbovjWBpDuUAShiGZ4CgxnSKMIvwQciYgMmB5JeKZPMSTWL47WRxR5QKJVlirbIVIo8V0jICA4WDklEUQFU9gxscIMhNSBBFCCFEzRS+kVu/aeX+07lNQqqVVectPVPSJioVTToSZSy7M1imy+rFa2/EH+/BHBomftqPR4QjRtKQIIkQdlfyQdNFnougzlHPJlAKKfkgUGSytSDiauKNpS8QqPpMTmRMrQbRSJ43JVWTDUbxogtZYOwlrZqM0FYQorQgsi8gY8l4wfdLHUgrbUiRsa7o4YtfgzFKzs7Do9/o4P3XevMcopUBrgolx4lu2LWN0Qgghmtl4wcPWtSmDZL1hnBXSFHWKrRVFP8IvlZuLK6vyBrAai3SYrldodaO0RsUTuMePEtt8WlU/sxCiclIEEaKGImPIlgLGCx6DWZfRvEfeCzHGkHA0SceiIxE/qXBRW2lvAC8s0O5snPU9VSqgLGsyYVIw+b5qKDcgC0JDOvABsJXCsTVJRxOzLBxLVonMJaVT9PsDeJFHTM+/X1gnU/hjw5ggQNnysiuEEGJpwsiQLvkknKV/SA4ij2KYmXc8bqPYWhO4JfxSBrvKMfMxFWMsmKhPYHVmt3fijw7jjw0T2zB/81ghxOJJNi7EEkXGkC76jOY9eidKTBQ93CDCsRQtMZst7fUrejzdhNuLgdlLWsMA5bsYa/avvKJ8tmXqbNJUUcT1Iwp+iEWAYymSjkXc1sRsLQWRSSmdYjQYZSQYZWtsy7zHWakUwfgYQTaNs676kZ5CCCHEyYp+SMmPaInXYDxumCGIXBLWyppIYmlFUMgRhgGxKreTxnSMfJhb8CTFSqRsG5TC7T+Os36T5FxC1EHV691vv/12CoVCPWIRYlXJlgIOjeT5+cFR7j4wwkPHJkiXPNoSNtvXJdncnqAtYS9bAcSYiKHSQeLW7D2zynMhDMFauIP8VFEk4WhaHAvHVgSRYaJU3tIzlHXJlny8IKLKCdtN50RfkOFTHqdshyjwCbOZZYpMiOYheYcQs+W9gFIQEbdr0BQ1yOBHLvYK2w6joxCrmCOsIHd5uvKEGI98lK9DZPVnt3fgDw8SZiYaHYoQTanqV84PfOADbN68mbe+9a384he/qEdMQqxYXhjRly7ywNFx7jowzIM944wVPDoSNjvWJdnQGidZg6Wpp6IVXLitgwu3dXByfSXnj1Lwx4lbc5wt8UqAYTEd1CyliNua1ORKkCAyjBd9hqa3+wSEUf2KIUbD8DM6GH5GB2YFtimxsOjz+hY8TsfieCODyxCREM1F8g4hZitMbrXVNVglUAzSGEKsecbjAmhl2No1yNauQbRanhMgqpRHBx7BooogMTzjkQ0XNyFGKU3qzPNInXleQxrG6kQS47l4Q/3L/thCrAVVb4c5fvw43//+97n99tt50YtexO7du3nzm9/Mddddx+bNsm9NNKd00WcgU+LYeJHxoo+loD1h051yln2Zom1pfuf82dNI0t4AbjRHPxBjUKUCZhFJxNNppYjb5Z83jAwlP6Tgh9i6XCRJxWrfP8RYmkOXnVaz+6u1avqChJkJwmIBq8oO90KsZZJ3CDFbthRQwbTYihTDzIIrO7U2nLPzQG0esBLGoPJZlG3PmIpXKUtZRBjyixyTq2ybrpe/clG3rRWrrR2v/zjxbbskbxCixqp++bQsi1e+8pV885vf5NixY/zBH/wBX/7yl9mxYwevfOUr+X//7/8RRdHCdyTEChcZw2C2xEPHxrnnwAiPHJ/ADUM2t8fZ0pGgJW6vqH2a4+4xlJmjH4jvoQIf7KUXQU5Wnm5jkXQsFIa0e2J1SNErT8BZC1qsFgphfsEtMTqZIioWZWmrEFWSvEOImYwxjBU8EnZtVp7m/VG0WllTSJRbRPkliCXwo2iROYUhuwrH5E7RLW0E+Ry+rCIVouaWVEPeuHEjl112GZdccglaax5//HGuv/56Tj/9dO66664ahSjE8vLDiOPjRX5+aJSfHRzl8EiBpKPZ0ZWiKxWr2Ti6xTLG4AXRjJ4ckQkZKh4iNlc/EN8FE1GzU0ZPv3/AsSb7h1iKoh8ynHcZzrnk3BpslTEG7UdoP4IV2IPEUQ6+CRj2F+gLohQohT8xvkyRCdF8JO8QAtwgIu+FNekHApDxhnD0qaevGANBqAlCvSxvxapQLl5YliaKIFhELmFhMb7ICTHGGCLfI/K9hvU/U0qhE0nc3mOYIGhIDEI0q0W9eg4ODvJ3f/d3nH322Vx55ZVkMhm+973vcfjwYfr6+vid3/kdrrvuulrHKkRduUHI4dE8Pz04yr1HRhnJuaxviXFaZ3nVx0rhh4aP/HAvH/nh3uklojl/hEIwNmdnd1UqgF6eMzyWLk+RSU72DhkteNONVINwcWdqdWB4/lef4vlffQodrLwiCICjbI57vQsep1Mp/JFBSWaEqJLkHUKckPdCXD8kUYMiiB+5FIOFx+OGkeY/H7uE/3zsEsKozj0yfLe8jdeOo5UiwiyqCBLTMcaCsUUVMUzg03fLJ+i75ROYwK/69rVit3UQpMfxx0YaFoMQzajqT3bXXHMNP/zhD3n2s5/N29/+dt70pjfR1dU1/f1kMsmf/umf8slPfrKmgQpRLyU/5PhEkUOjecYLPklHs7k90fAVH9WYcPvwwxIdztPGtIYByivNORq3ntRk75AY5ZU1YwUfxwpojdmkYha2tQI7nC5Bymph0B+kGBVJ6uS8x1mpFhmVK0SVJO8QYqaphuS1eC8tBRkCUyJldS49sBpRxTxEIcRPvJ+WT6RUd0InpmIUogKucUmoU690WalmjMvdIONyhaiVqj8Zbdy4kbvvvptLLrlk3mO2bNnC4cOHlxSYEPVW8kOOjRc4NFpgoujRGrM5rSOxbCNta2ms1ANqdkPS8mjcAJzGvPkrIGZpHKucwIwXfXJeQEvMpqWJiiEtOsWgP8iwP8yO+I55j5salRukJ6QIIkSFJO8QYqacGyxq2ttcCsFEeTyus0LG44YBqpDF2CcajWsU3iJWk8ZUnEyUJhfmSCyw3Wclszs68UfK43LtjnWNDkeIplD1J5ArrriC5z73ubOu9zyPL37xi0D5LPDOnTuXHp0QdeAFEQeHc9xzcIRfHZ8giCK2dSbpaomtygJIGPkMlw6R0HOMxnWL5f83+Mea7hsSs1DARNFnKOeSKfqEi+j6vtLYyiYiYtAfWvBYHU+Ut8SswP4mQqxEkncIMdN4watZP5BimAbMimmMqkoFlO/BSUUQS5e3AlfbHDWmHDzjkVvkhJiVQscTGN/DG5RxuULUStWvoG9+85tJp9Ozrs9ms7z5zW+uSVBC1IMfRhwdK3DPwREePDaBH0wWP1Ix9CpeXpj2BigEaRL20/qBmAjlFjA1ngqzVCcXQ8ZLPuPFxu21raWYinHM61mwuGGlWgiyaaJCfpkiE2J1k7xDiBO8MCJTCmrSDwSg4E+snKbjk2NxjWXPOHmjtSKMTNWN1rXSmFU+IWaK1dqGN3CcsFhodChCNIWqX0GNMXPuRzt+/DgdHR01CUqIWgojQ+9EkV8cGuOXR8coeAGndSToalndxY8pE14vgXFnNzXzJkfjWiurCDLFsTQpZ/aZJ7NKJ1226BZGglGy0amTLRVPYNwSgYzKFaIikncIcULeDSj5EfE53j8XI+sNYanYwgcug+mxuE/bmmMtoTkqRpEJMzWKsHF0SxtBLivjcoWokYp7glx44YWoyZ4DL3nJS7DtEzcNw5DDhw/zW7/1W3UJUojFMMYwkvc4MJyjd6KEbcGWtnjT9KGYMlI8goU9Rz+QUvnsTp1G49aCAhytIDxx3UTJp5WQhKNXVQOwlE4x4U8w6A/RbrXPe5xSCrSFPzpMfMu2ZYxQiNVF8g4hZst7IX4YEatBLmNMRNYfxtErox/I1Fjc+fKWIKq+OaqjHUaD0SVG1nhKKXQyhXu8h/iW7eWGqUKIRav4N+hVr3oVAI888ghXXXUVra0n+g/EYjF27drFq1/96poHKMRiZEo+B4fzHB0vEIaGDa0xYjVaOtpoSsHZm8tbX/yowGjpKIlZH7oNqpRf9qkwtRCEESN5l6Rj0ZZwSGgY3VH+ec0K/issL7uFAX+AZyWeecpjrVQLwdgIkeui4ysj+RRipZG8Q4jZciWfWp0fKIU53KiAU0HTUKUMmzpHpi/X3NRY3HkatGrKPd2qFVcxxoMJIhOhVeVJhFKa5DPPnL68EthtHfijQ/hjw8Q2bln4BkKIeVX8Cenmm28GYNeuXbzmNa8hkVi9XZZF83KDkMOjBQ4O58l5AetbYqRiK6PZV604lua1F5VXEAwW9lEKs6yLP21Fge+hfG9Gd/XVImZpYkpT8ENKfkRr3OKpF562KlbwpHSSHreHsDXEOkWTOZ1qwR8eIMiME9uweRkjFGL1kLxDiNnGCn5NVoEAFIM0QVQi5Sy8rczShvN3763J485FFSbH4lpzj5nXWuGFZt7tcfOJqRglUyIf5Wmz2ha+wVQ8tk33K1ZWkbU8LldPjsvdvKpWywqx0lT9KnrddddJIiJWnDAyHBsv8NODozzWm8bSsL0z0XQFkKcbc49jTIilZtYzledCFIC1On9+SylSjoVtKdJuwHDOI1fyq+4Mv9xadAvpML3g0lulNcYYgvHVv0RXiHqTvEOIMj+MSJcCEk6NmqIGEwTGx1IN7h0WBqhi9pQnbixVbo5abV+QuI7jRl5TNEeFqXG5Q4TSV0yIJaloJUhXVxf79u1j/fr1rFu37pSVx7GxsZoFJ0QlxvIee4ey9KZLOFqxtSOxKkfdVssYw1BhP46efdZElQqwQsbdLYWtFZa28MOIsaJPwY9oS9gk7JXZLySu4riRy5A/xEZn4ymPtVIteMODJJ9xhuztFeJpJO8QYracG+AGIeuStSlaFIMJFDT8/VSVCqjAxyRa5z1Ga0UURgShoZqesBYWIQGZMMvWGsTaaDqeIBgbxRvsw+5Y1+hwhFi1Ksq8P/nJT9LW1jZ9udEvlkIAFP2Qg8N5Do/mKAURG1vjTdP341S8IOIjPywvSX3emWOknKf1Awl8lFdalVth5mIHEf/lu4cB+NZv7WAkCGmJ2bQlbJwVtkVGKYWlbHq8Y5yTOueUx1qpVoKxYYJsGmdd9zJFKMTqIHmHELPlvRAviGqW62T9YVSFi8KDUPOfj10CwIvPuxfbqtEoNxOh8hmMnjkW9+mmvlVtc1SlFBiqnhAT+R59t3wCgK3veC/aWTk5ldXWjtt/nPj23VjJVKPDEWJVqqgIct11101fvv766+sVixAVCSNDX7rI3qEco3mPdUmH9a1rs7mkFxZZF18/4zrluRAG4DTf8vGkY+FpRdYLKAUhbXGblpiNXkErf1qtVvq9fopRkeQcq3SmKNvGhCH++KgUQYR4Gsk7hJitlk1RjTGkvYGKmqLWkyoVUZ6Lic//fjlFA24QUXlnjzJLWYwH44uKbyXSLa14/cfxhgZI7nxGo8MRYlWqqAiSyVRePW1vn380pBBLNV7w2DeU49hEkZil2NaZQK/lM4Rq9jJW5RbKI2Sa9GmxtKJFW3hhxHjRpzS1Raaa9bF11KJTDPqDDPqD7IrvOuWxOpnCH+zH7DodpVdG/EKsBJJ3CDHbaMGrWVNUPypSCrKNL4IUsuV8ZZ6xuCeztMIPDVFkqjr5EddxRoKRqpuqrlRKqfKW2r4eEqdtR9kN7ukixCpUURGks7NzwReNqReWMAxrEpgQJ/OCiEOjeQ4M5yj64ZrZ+rKQ5NNH44YByi1irJWzbLNeYpbG0YZSEOLmylNkWuN2w6fI2MomIqLf61+4CJJqJUyPE2YzsrdXiJNI3iHETF4QkSkFJGvYFNWPirQ66xc+uF68EsotYCpcuaq1wg8MYbVFEBWnEBUoRAVarJbFRruiWG0d+CMD+CPDxDY3Q7cTIZZXRUWQn/zkJ/WOQ4g5GWMYzLo8NZhlMFuiM+nQ3bLwksm1IqlnLgpVXgkCHxLN8Sa/EKUUScciiAzpUkApKK8KSTlWQ8/2JFWSw+4RLm69GK3mT1h1LIYf+PjjY1IEEeIkkncIMVPODSj6IetbanOSoxBMEEQetmrcdmJVyEEUVTzJzlIKlwg/MlSz9iGu42T9HJkw0zRFEGVZoG1KfT04GzejKlhJI4Q4oaIiyBVXXFHvOISYpeAF7BvKcXi0gMFwWkdyTUx9qYbWDnBSc7JScXIrzNp6nmytsGIWXhAxmvcoxSza4w5Og1YLtVitTIQTjAQjC06J0Ykk/lA/iR27JYkRYpLkHULMlHUDgsjUrCF4YbJHRsNOGIQhulTC2NUXYYKwuuaoNjaB8cmEWbawperHW6nsjnUEo8MEE2M4XQ1c0SPEKlRREeSxxx7jnHPOQWvNY489dspjzzvvvJoEJtauyBiOTxR5ajDLeMFnfUuMVEz6JUwxZp6O7FFYXlZqrc29oQqI25rQGPJeiDvZK6QRjVMTKs5w5DLgD1QwKreVIJsmzGWw2zuXJ0AhVjjJO4SYKVPy0TVs9pX1hlCnWKlYb8otgm8gWV1PEo3CDaubTDNV6Kl2QsxKp2Mx/DDEGzguRRAhqlRREeSCCy5gYGCAjRs3csEFF6CUwhgz6zjZmyuWKl302TuUo2e8II1P55H1h+ho7cdSNkqd+D1UbgkVBJhEc41LMwqGNqWmLy/EUoqUM7NxanvCJr6MjVOVUjjK4Yh7lHOT557yTJuOx/HHSvjjo1IEEWKS5B1CnGCMYTTvkahRPxBjDBNef1VNUZUyrG8fm768VKpUwNgdVTdxLzdHjQgjU9XqYEtZjAajlcenNIldz5y+vFLZ7R24g/3EdzwDu1WaRAtRqYqKIIcPH2bDhg3Tl4WotSCMODpWYO9QjrwXsKE1Tlwan84pE/Swe9udbEg8Y+aHa7dQTiaarGgUWZoHLq1++WrM0tiTjVO9fERr3KYtvnyrQlqtVgb8QbJRlvanN7B9Gh1P4g8NkNguW2KEAMk7hDhZ0Q/Ju0HNiiBeVKAYZHBOMcb96SxteO7pe2ry+AAq8CFRfX8TS4MbGIIqiyBTE2IiE52yV9d0fLbN+mtfW3V8y81KtRCkx/EG+rCfKUUQISpVURFk586dc14WohbG8h5PDWY5ni7SGrM4rSPRFCPM6sEYw0BhH5ZyZj5HYVg+q7JGt8LMR082TvVDQ7rkUwpC2hMOCVvX/d9Yi25hwu+j3xugPXnqxMRqbSPITBBm09IgVQgk7xDiZFk3oOBHdCRr8x6f98fxoyJJp23hg+vEaL2okzZaKQzlk2fVnCxLqASFqEA+ytNmNe7nrgertQ2v7xiJbTvRCRkeIEQlKiqCPN3evXv53//7f7Nnzx6UUjznOc/hne98J2eccUat4xNNzAsjDo3k2T+cw/UjNrfFa9bwq1kVgwnG3eOk7I4Z1yuviAp8zBqZClMtx1LY2qIUhIzmPFrjFm0Jp66NdrUq794+5h3jjOSzT31sLI7vuTIlRoh5SN4h1rKcG2BMdSsfTqUQjBMaH0vVZtLMothLe2wvjKgm44nrOGk/TTrMNGERpB1voBdvuLyiVAixsKo/cX7961/nnHPO4aGHHuL888/nvPPO41e/+hXnnHMO//7v/16PGEUTGs653Hd4jEd708QsxWmdCSmAVGDUPUrBL/HzJ67ix4++gCCcfM5KhaadCmMFEVd95xBXfecQVlBdM7STKQVJx8K2FGk3YDjnUvDCOfsM1EqrbqXH66EUlRY8VieSeIN9mEj6GwhxMsk7xFo3mvdwrNq9v+f8UYwxVa2IDELNjx99wczcYymWkK/YWuEGUVXv37ayCQkrbo4a+R69n/kbej/zN0S+t9hQl4VSCp1I4R4/SuT7jQ5HiFWh6pUg733ve/nABz7Ahz/84RnX33zzzbzvfe/jd3/3d2sWnGg+bhByYDjPgeEcYWTY2pHAlrG3FRssHAAgik5q8hkGaLeAsRp4RqfO7LB2hQpbKyxt4foRo3mXlphNe8LGrkMRbqovSL/fz+74qc/OWK1thBPjBJk0TmdXzWMRYrWSvEOsZUEYMV7wSdawuXfGG8BS1W+tmZF7NJClFEFkJkcGV5dDTgQTFR9rgtVTULDbO/CHB/BHBolv2dbocIRY8arO+gcGBnjTm9406/o3vOENDAwM1CQo0XyMMQxmStx7eIxf92dIxSy2SAGkKqUwx3DxICnraVth3BIEAdjSD6RSCkg4mpilyXoBw3mPghfUfFWIrWwMET3usQWP1U6MKPDxR4drGoMQq53kHWIty7oBRT+sWREkMiFpr59YFU1RVxqtFaExBFWeIImpGMNBc77HKstC2Q7u8aOyolSIClRdBLnyyiv56U9/Ouv6n/3sZ1x++eU1CUo0l6If8nhfhnuPjDFW8DitI0FrfFHtaNa00dJRimGG5NP2sqpiHpSuesycKI/aSzkWUWQYyXuMF3z8cPFbbubSols44h7BixZeTmulWvAH+zBBUNMYhFjNJO8Qa1nWDfCDiFiNJuYVgzRumMexlrkIUsP3tal0p9r367hKMOqP4pvVs8KjGlbHOvzxETmZIkQFKvok+p3vfGf68itf+Ure97738dBDD/GCF7wAgPvuu49///d/50Mf+lB9ohSrkjGG/ozLU4NZhnMu3SmHFil+LNpQYT8ASp30HAYeyitglthgbC1TQNzWhJEh6wW4QUR7wiYVs2oyQabNamPIH6Lf72dn/NRTLqyWNvyxYYL0OE73hiU/thCrleQdQpRNFHx0Dft95fxR/KhIm7O87zGqVKzp/Vmq3BekGgkdJxNmSAdp1jvraxrPSqAdB1C4vT043RtRWnrtCTGfij6RvupVr5p13S233MItt9wy47obb7yRG264oSaBidWt4AXsG8pxaDSPVnBaR6KukzianRvmGSzuJ2nNHLWq3BKEATird1nrSmFpRYu2cIOI0YJHKbBojzs4Szz75iiHiIhj3vEFiyDKtjFRhDc8IEUQsaZJ3iEERKa8SjERq92H2XwwhjEGrZaxv0fgo718Te/S0go/igijyqfmxFUcz3ikw+YsggDYHevwhwcJJsZwuprzZxSiFip6VY2iqKI/YVj9HrRbbrmF3bt3k0gkuOiii+Zc8jrlm9/8Ji972cvYsGED7e3tXHLJJfzwhz+s+jFF/UTGcHyiyC8OjbFvKEdHwmFTmxRAlmq0dJRiMEHy6aNxizmMtmUrTA3FbU3C1uS9kOG8S871l9wrpEW3cKh0qKItMXZrG/7QAJG78EQZIZpVPfMOkNxDrA55NyTv1rYpatYbWvZJcqqYg6C2fSqmmqNWsyVGKYXBMBGmaxrLSqLjcaIwxO07Vtfpd0Ksdg1dJ/W1r32Nd7/73fz3//7fefjhh7n88su5+uqr6enpmfP4e+65h5e97GXccccdPPTQQ7zoRS/immuu4eGHH17myMVccm7Aw8cnuP/IGHkv4LTOBKnYyugkvtoNFvZiAEvZKAXrWtOsS42jfReceKPDqyujYHR9gtH1Ccwy5W1alXuFAIwVfEbzHt4SxvO2WW1MhGn6/f6FHzvVSljI4Y+NLPrxhBDzk9xDrBaZkk/Rj4jXqB+IMYYx99iimqJO5x6t6epqKGGAymcwdm23Q0/FUG1fEAuLEX/h91elFLHTdhA7bUdNtsYuJ6dzHd5gH2FmotGhCLFiKbOIMmE+n+fuu++mp6cHz5t5ZvNd73pXxfdz8cUX89znPpfPfvaz09edeeaZvOpVr+LjH/94Rfdx9tln85rXvIa/+qu/quj4TCZDR0cH6XSa9vb2hW8gFjS1+mPPQJaJgs/GthiJGp61WOvcMM9/Hv8MYGh1uqevV+kxdHYMk2xtXHA1kI7GeDS8b/rr860X0KFXzojYyBhKQYStFG0Jm5aYjV7EyqYe7xjPSz2Xy9sXbuToDQ8S27CJ1vOfv+qSLyHqoVZ5B0juIVaPJ/ozPDmQYVtnbba8FoMMP+n9DLaKzVpZWi8ql0aPDzOR8Gr+Xl/yQxKOxfrWyk8GjQVjJFSc169/PVo1b88Mr7+XxM7TaTnrvEaHIsSKVHVZ9uGHH+a3f/u3KRQK5PN5urq6GBkZIZVKsXHjxoqTEc/zeOihh3j/+98/4/qXv/zl/OIXv6joPqIoIpvN0tW1cj4wrTWZks/ewRxHxwskbM22dYmaNvASMFw8RDGcoDu+48SVUVjeCiNjcetualWIH0aMF31KQUR7wqn6zFyrbuGge4jfiH6DuD51wma3teOPjRDmstht8oFJrG21yjtAcg+xehhjGM65Nd0Kk/dH8cICqVhnze7zlKIQlU9P5ioLbwetlqUVXlhdX5CETpAP86TDDOvszprHtFJYHZ24g73Et+3Ebl+egpcQq0nVJdD3vOc9XHPNNYyNjZFMJrnvvvs4evQoF110EX/3d39X8f2MjIwQhiGbNm2acf2mTZsYGBio6D7+/u//nnw+z+/93u/Ne4zrumQymRl/xNKFkeHQSI6fHxzl8Gie9S0O3S0xKYDUQX9hDwqFPmkqjHKLqMADmQqzbByr3Cuk6IeM5FwyRZ8oqnwhXbvVTibM0Ov1LnisTiSJ3BL+6NBSQhaiKdQq7wDJPcTqkfdCsm5Q0yJIzh8lIsTSy3MCRRVyKM8Fpz65iq3Lk92q2RKTUAlc4zIRjtclppXCSrVgSkXcvmONDkWIFanqIsgjjzzCn/7pn2JZFpZl4bou27dv5xOf+AR/8Rd/UXUAT1/qbYypaPn3V77yFT74wQ/yta99jY0bN8573Mc//nE6Ojqm/2zfvr3qGMVM4wWP+4+O8WDPBBGGbZ0J4rZsf6mHQjDBcPEgqZPOVgSh5j/3XcmPR15DYJp/5LAVRLz0+4d56fcPYy2hL0ctTK0K0QrGSz4jeY+SX1mzN1vZRBgOuYcrOt5KpvD6jmECfykhC7Hq1TrvAMk9xMqXKfmUvJCEU7stGxl/kMV2Ug9CzU8e/w1+8vhvEIQVxBSFk71AnLo1YlUKDBBElecGWmkMhvHg1EWQyPfou/V/0Xfr/yLya7+KZTlY7Z14/ccJclKEFeLpqn5ldRxnOlHYtGnTdCOxjo6OeZuKzWX9+vVYljXrzMvQ0NCsMzRP97WvfY23vvWt/N//+3956UtfespjP/CBD5BOp6f/HDsmFdHF8sOIfUNZfn5olOMTRTa1x+lKxaRnQR0NFQ9QCrIkrZOWMgYufhTHN4nGBbbM4l5E3GtsAeRkjqVJ2RZuEDKS85goeIQVrApp120cdY+SDxceFWi1dRBk0/hjo7UIWYhVq1Z5B0juIVaP8YIPipqtsDXGMFo6uqimqFP8wMEPKltFoop5lFeqe/N2DZT86pujDvnDCx4XFQtExcIiI2s8q6WVsFTA7ZXXHyGeruoiyIUXXsiDDz4IwIte9CL+6q/+ii9/+cu8+93v5txzz634fmKxGBdddBF33nnnjOvvvPNOLr300nlv95WvfIXrr7+ef/u3f+MVr3jFgo8Tj8dpb2+f8UdUbzjnct/hMR4+nsbWim2dSWJW8zaUWgmMMRzP/RqtbNRJzbtUqdjAqMQUpSDpWNiWIu0GDOdcCl54ypF0bVYb2TBLj7fwBzdlWYDGG+yrYdRCrD61yjtAcg+xOkTGMJitbT+QYpihEEwQ06ma3ee8ohCVS9d1FcgUS+vpviCVSugkg/4ggQnqGNnKYLd34vUdI8jKahAhTlb1p9iPfexjbNmyBYCPfOQjdHd380d/9EcMDQ1x6623VnVfN910E//8z//MF77wBfbs2cN73vMeenp6uOGGG4DymZQ3velN08d/5Stf4U1vehN///d/zwte8AIGBgYYGBggnW7eed+NVvRDft2X4ReHRhnOuWxtj9ORlGacyyHt9TPuHqPFOan5XhShCtnGBSVmsXV5i0wQGkbzLuMFn2Ce/claaSxlsb904JTFkilWezve8IAkL2JNq2XeAZJ7iJUv5wbkXJ9UrIb9QLxhvLBAzKp/EaTcC6T+q0Cg/B4cVNkXJKkTFKIC6bD5f4dPrAY52uhQhFhRqm4o8LznPW/68oYNG7jjjjsW/eCvec1rGB0d5cMf/jD9/f2cc8453HHHHezcuROA/v7+GUtdP/e5zxEEATfeeCM33njj9PXXXXcdt99++6LjELNFxtCfLrF3KMdw1qWrxaE13vz9J1aSwcJ+vLBAh7N5+jpVKqCkR8SKo4CEU27QlvUC3CCaHKdrzdou1mF10Of1MRKMssFZf8r7tZIpgokxvOEBmRIj1qxa5h0guYdY+TLFgJIfsb6lditus/4wERGWqnMuF540EWYZtktPPYQXRCQqXDmTUAlGzChjwRjddncdo1sZ7I51uP3HiW/dIZNihJi06FfCoaEh9u7di1KKM844gw0bNizqft7xjnfwjne8Y87vPT25uOuuuxb1GKI62VLAvuEsR0cLWFrJ2NsGCCKPY/lHiVstJ32INuVVIE081361s7SiRVt4QcRYwaPkW7QnHGInjdNN6RSjwShH3CMLFkGg3OHd6ztGYvsudJ067AuxGtQq7wDJPcTKNpJ3sZSqac+1Ca8XXf0C8KqpQhbleZhkS90fa4qlFG4QVdzgWCmFwTDmj8EaaK9mpVoI0xO4x49in3Veo8MRYkWo+tUwk8nwxje+kdNOO40rrriC3/zN32Tr1q284Q1vkKWhq1wQRhwayfGzQyMcGM6zLuWwsS0uBZAGGC4dIusN0WKftBXGdVFuESNjcVe8mF0ep1vwQ4Ynx+lO7VdWSpHSKfaV9uGbhVf1WG0dhLkM/oiMyxVrk+QdYi0JwoihnEsqXrutMKEJGCsdI67rXJgIg/IqEGd5VoFMsbSqui9IXMXo8/vrGNXKYnWWV4P4E2ONDkWIFaHqIsjb3vY2fvnLX/K9732PiYkJ0uk03/ve93jwwQd5+9vfXo8YxTIYybn88ugYDx6bwBjD9s5ExcsKRe315n4NGGx9ouChilkwEcrStMfGaI+Noaj8DX+1MgomOuNMdMYxq6ged/I43YmSz0jOpTjZOLXD7mA0GOWYu3DHdqU1yonh9vZgosrG8QrRTCTvEGtJuhSQcwNaatwPpBhkiVuLL4IoBe2pLO2p7Lz1DVXIlrfs2vXvBXIySytCY/DCynOipE4yGoxRiOZuNq+Uwtm4BWfjlqaYgmglU0S+i3vsSEU9yYRodlVvh/n+97/PD3/4Q174whdOX3fVVVfxT//0T/zWb/1WTYMT9Vf0Qg6M5Dg0kicIDZvb4jgy9aWhst4wg4V9pE5eBRJ46GIe48SxdMSlm3/SuACXWWRpfv6ibY0OY9EcS2NryuN08y4tMZu2hI0B9pX2sTu+e8EEy2rvIBgbJhgfw+le/BYAIVYjyTvEWjJR9AhCU9NcLOMPEZgijt6y6PuwdMQLznhs/gMCD51Pl1erLnPNQE3+cYOw4mayKZ1iyB9iLBglFZudYyjbYdPr3lrbQBvMWdeNN9BLfOt2ySXEmlf1K2x3dzcdHbOb6nR0dLBu3bqaBCXqL4wMPeMFfn5olCcHsqRiFls7E1IAWQH6C3sohVmS1olGmKqYh8AHSybzrEZKQcKxiFmarFcep2sHKY6UehgLxxe8vXZimAjcvmNyBkesOZJ3iLVkIFOa0UeqFtLuABjquqJB5TIQBNCgLbuWVpSCiKjCLTG2sglMyIg/WufIVg4dT2CMoXjkACaUlaVibav6VfZ//I//wU033UR//4l9dAMDA/z5n/85f/mXf1nT4ER9jOU97j86xi+PjFPwA7Z1JmTyywrhRy49uUeIW6kTyUoYoPIZjLP8Z1dEbVla0TK5zcx1YwwW0zyafqqiwobd2Yk31E+YmahzlEKsLJJ3iLUi5waMF3xaa9gPxBjDSOkwjq7jaFyvhC5kMU6iYXmKrRVBGFU1KtdSFgP+QB2jWnnsdd34w4N4Q2unH4oQc6nok++FF144o3q8f/9+du7cyY4dOwDo6ekhHo8zPDzMH/7hH9YnUrFkRS/k4Eiew6M5SkHExtZ4zc82iKUZLOwj4w3SddLSTFXMo3wPk2wDIIwsftr/MgAu33Inlm7uar4OIq74/8q9M+5+yXaiJvg3G7M0jtbkgwQPTPyaLeEZ7OzsIBWb/yVZJ5IE42O4fcexO+Tst2hukneItWii4FPwQ9alarfqsxCMk/dHSVitS7qfMNL8fM+FAFx25sNYeqrYYNC5NEQRNPCEmlblLmleGBGvsKddSifp9wfwjY+jZj7nke8z+K//B4BNb7wB7TTHSlztOKhYjNKRgzjrN8rUObFmVfRq9apXvarOYYh6CiPD8Ykie4eyjBd81iUd1rcub9MqsTBjInpyD6NQWHryzTYKy6tAbGf67IoBSmHL9OVmp4BUIZi+3CyUgm57HcPRAI9l95MvncHW9gQb2+LY82xLs9o7yvt5t+/Ebm2f8xghmoHkHWItGs65WKiaTuWb8PpxozytztJ6QBgDJS8xfXmKKuZRxRwm1vhZs5ZSFP2I1nhlo3JTOsV4MM6IP8KW2NP7pRjCbHr6cjOxO9bhDfbj9h4juev0RocjRENUVAS5+eab6x2HqANjDMM5j/3DWfomSiRjFts6EzLydoUaLfUwXDxEm7Nx+rryKhAXk6jzWDvREJaycJTNhHMYY57JwdE8o3mPrR1JulqcWUmc1dKKmz6O13cM+9lnNyhqIepP8g6x1rhByEDWpTVR28l8abcPAK3qsIoyilDZCVAarMZPFLS1wguicmNZe+FcN6Zi+PgMB3MVQZqXsiys1jZKPQeJrd+I1drW6JCEWHaLXrf20EMPsWfPHpRSnHXWWVx44YW1jEssUabkc2A4R894kSgybGqXqS8r3bHcw4TGJW5N7tuNovIqEMtm3nl0YtVrV+sYiQbJO0NsjG0jUwp4ajDL+pYYWzuTtCVmvkzbHR24fceIb90hiYtYUyTvEM1svOCTcwO2tNdupa4xhuHiIRxVn1UaKp9BeaUVc6LG0opSGOGGEU4FW2eVUmg0/V4/56XOXYYIVw6rrR1voJdSz0FSZ57fFGOAhahG1UWQoaEhXvva13LXXXfR2dmJMYZ0Os2LXvQivvrVr7Jhg4xcaqSSH3JkrMDB4Tw5L2B9S6zicWGicdLeAH35J2mxu6evU8XcikouRH04KkZkIg6He9mkt9GZdPCjiJG8S7rks7Etzub2BInJPc461Yo30Ivbf4zUs85qcPRC1J/kHWItGM65gMHStfswmg9GyfrDJKw6FMx9D52fmByJu3I+QFsoin5IS8yq6IN9i26hz+/Dizxieu30x1BK4azrxu09hrNxC7H1mxodkhDLquqlAe985zvJZDI88cQTjI2NMT4+zq9//WsymQzvete76hGjqEAQRhwdK/Czg6M82pvG0rC9MyEFkFXiWPaRybG4k2MgoxCVS8sqkDWiXXUyGB1n1AwB4GhNd0u5cfGxiSJP9GfomyjihxFKKez2DtzjPQS5TIMjF6L+JO8Qzc4LI/rSpZpP6ptw+3CjAnGr1idTDDo70dCRuPOxrcktMRWOym2xWsiFeYaC4TpHtvLoRLLcZ+7wASLfb3Q4Qiyrql9tf/CDH/DjH/+YM888c/q6s846i8985jO8/OUvr2lwYmGRMQxkShwYzjOQKZF0tPT9WGVy/ig9uUdI2eumz1qowuQqkOTSurmL1SGhkmTMOIfDp+hWG6f/HSRsi4StyXshB0fzDOdctnQk6U61EGb6cI8dxT5zbS3hFWuP5B2i2Y3lPbKlgE013AoDMFo6ikKhatwPRJUKqGIWE0uuuI7ltlZ4YYQbRBVtA3eUQ2h8Br1BtsVOW4YIVxana325SerxIyR3P6vR4QixbKougkRRhDPHmCjHcYiiymdzi6UxxjCS9zgwnKMvXUIr2NI+/1QJsXIdzf6KQjDBxsQzyleEQXkVyDxLTBXQ6mSmLzc7A2TbnOnLzapNddAXHmHcOosudfLyfkVLzCbpWOTcgP1DWYaTMTbHWlF9x4hv3SYjc0VTk7xDNLuhrIvBYNdwK0xoAoaLB4nr2qwCUQpaEgUwBp0Zx6yQZqhz0VVuiXF0jB6vh+eak0dzK+yu9dOXm5WyLKy29vLI3O4N2O2djQ5JiGVR9SfmF7/4xfzJn/wJfX1909f19vbynve8h5e85CU1DU7MbSzv8dCxCX52cJTeiRLdLTE2tyekALIK5f0xenK/osXunD5To/IZlO+CM/cZIUuHvHDLnbxwy51YOlzOcBsisjX3vHQH97x0B1EFjc5WqwQpPFwOhU9izOxyj1aK9oRDZ9Ih6/rszYQcHhynf+9eorD5/x2ItUvyDtHM3CCkL1OirQ5bYfLBOEm7NuPULR1x2ZkP88KtP8YOCrACRuLOx7FOTImpRKtuZTgYIRtlp6/TjsPmN97A5jfegJ6jCNtM7LZ2QrdI8eA+jOQTYo2o+hPFpz/9abLZLLt27eL000/nmc98Jrt37yabzfK///f/rkeMYtJE0eeR4xP87NAIh0fzdCRtTutMEG/iD4bN7nD2AfL+OC12V/kK30XnMxgn3swnHsQclFK0qQ6Oh0cYm+wNMhdLazqTMdoTNmNWKwee2M9Djx9gJOfOWTwRYrWTvEM0s5GcR7bk17wfyFiphyDysFXtttioUr6co8QSK7pfmaUVgTGUgso+0Kd0ikJUoN8bqHNkK1ds/Ua8wV5KvT2NDkWIZVH1K+727dv51a9+xZ133slTTz2FMYazzjqLl770pfWITwDpos/RsQJHxwsUvJDulMOG1truGxXLL+MN0ZP9FS32uslVIAadS0MYgPQCWZMSpMiS5kDwBF3OhlPu47a1Zl1HK1GQZ2zfPnpNkm3dbezubqEr5ci4O9E0JO8Qzaw/XcJSqqZTYYwxDBT24uh47d4LwgCVGS9ftmtbsKkHWykKXkhr3F7wOdBKo4Bj3jHOSD57eQJcYZTtoFMtlA7tw+lcJ9tiRNOr6lUsCAISiQSPPPIIL3vZy3jZy15Wr7gE5eJHz3iBo2MF8m7IupTD+nUrqwu3WBxjDAfT91IMMmyY7AWiSgVUYbLR2CmEkcW9gy8G4JJN/9n0W2J0EPHCu44D8LMrtzX1lhilFO2sozc6wmDUx2Zr24K30Z3drJ8YJp8d4jCa4xNFtq9LsqtLiiFi9ZO8QzSzbClgIFuiPVHbokI+GCXtDZC0arMVBgxROsMvBq4Cpbhk809WfO7hWAo3KDdInRoxfyotupVj3jHcyCWu40S+z9BXPw/Axte+tem3xADY7Z24A70U9u+h7fznoezm/5nF2lXVq65t2+zcuZNQ9ovV1UTRp2esQM/4ieJHd5cUP5rJaOkox/OP0uZsKH9IjSJUdgJQCzYaM0DOb5++3OwU0Jb1py83u4RKkjVp9oWPsUFvxlILvExbNibRQmr4GNvXbyBvxTg0kufYeJFtnUl2daXobolJMUSsSpJ3iGY2lCuR90K6UrX9sDlSPIIb5Wh3Nix8cAVUIYcqZMmFncDqyD20Uhig6IcVFUHarFYG/UH6/X52xXcBhmBsZPK7q+Enro3Y+k14g/0Ujx4idfoZjQ5HiLqp+pTq//gf/4MPfOADjI2N1SOeNcsYw1je45FjE/z0wAh7BrPELM2OriRtNT5DIBorMgH70vfgh6XphmUqn0aVipj4qVeBiLWhU3UzGPVyLDpY0fEm1YYq5bH6jpByFNs6k7TFbQ6P5vnZoVEe6BlnMFsikp4hYhWSvEM0ozAy9IwVSTq6pkVqYwz9haewsGszGtd3UZmx8jSYVcbR5SkxQbjwFClb2UQYjrpruyeGsm3sjk5KRw7gDa/dHimi+VX96fof//EfOXDgAFu3bmXnzp20tMwcvfWrX/2qZsGtBZExjOQ8jo4V6EsX8cKIdUmH9a2y8qNZHc89zmBhL53xLeUrvBI6NzHZDFXO1gtwlINjHPYGj7FJbyepUqe+gVJE7V3o4T5053qi7s2kYhapWJKiH9IzVuT4eJHN7Ql2dafY1Jao6f5zIepJ8g7RjIZyLqN5j41ttc33CsE4Y6UeUnbn0u8sitDpMVTgQ6xj6fe3zGxLU/RDSkFEawUTFFt0C4fdw1wSvaD6D0hNxGppJSoWKO7fg9XSipWSPnWi+VT9O37ttdfKsuoaCMKIwazL0bECA9kSUQTrUg6p2MqcuS5qoxhk2DdxD5aK4ehkOcHIjEMUQUL2XooTOlQXw6af/cFjnGtfvPDrrhPHWDbW8YNELe2QKBdOko7FaZ0WbhAxkCnRlymxviXG7u4WtrQniDVxjxXRHCTvEM3o+HgRBTgVfDivxlDxIKUoS5uzfon3ZFDZMVQxh0mszg/BCrCUIu8GpBwLvUDxv91qY9AfpNfvZac+bXmCXKHs7g34A70U9j1J6zkXSn8Q0XSqLoJ88IMfrEMYa0fRDxnIlDg8WmCs4KEVdKUc4rYUP5qdMYZ9E3cz4fWdaIaam0CV8pj4Amf6xZqjlaaNDg6Fe9ls7WCj2rrgbUzbOvRoP3bvIYLdZ4E+kVzHbc2WjgR+GDFe8PnlkTE6Uw67ulJs7UjWfDyjELUieYdoNuMFj/5Mkc5UbV93jTH05h7HJrbkrTAql0Vn0+VtulrBwjtKViTHUpQmG6QmFzjROLUl5mDpEDtTa7sIopTC2bAJt+84VqqF5LPOkmK0aCoVv0IWCgVuvPFGTjvtNDZu3Mjv//7vMzIysvANBcYYJoo+T/RnuGv/CPcfHSfn+mxqjbGlPSEFkDVisLiPo9mHaHc2oZWFKhXQuXR5G4yWs/FitpRqJcDnSf8hPOMufAOliDrWo4eOo4d65zzEsTQb2+JsnSyIPHw8zd37h3nk+AQjOVf6hogVQ/IO0ayOTxQp+hGpWG2LIGmvn3H3OC3OuiXdjyoV0NlRjG2DtboL5FopFJD3AkwF72/tVhtH3KPkw3z9g1vhlO1gr+uieOQAbu/a7pUimk/Fn7xuvvlmbr/9dl7xilfw2te+ljvvvJM/+qM/qmdsq14QRvSlSzzQM87d+4f5dV8GMGzrTLChNY5d4yWQYuUqBVmeHP8xEWG5GWrgo9KjYAxUucRQAQkrT8LKr4lpKQYopGwKKXsN9Wc/oUutZ8j0sS94rKIEDieGiaewew9OThyam6UVXakY2zsTOJZm/3COnx4c5ReHR+kZL+AGMo1DNJbkHaIZ5dyAnrEincnaFxf683vwogIx3bLwwfPxXdTECEQGnPj01as594jZ5d4gbrDwcpY23UYuytLj9WC1dWC1dbA2ZtPNzUqm0IkkhX1PSKNU0VQqfgX+5je/yec//3le+9rXAvCGN7yByy67jDAMsRYY6bnWZEo+g5kSR8eLTBR9NNCRdNjYJs/TWmRMxJ7x/4+xUg8bErvBROjMGMp3F7XP1tIhV572gzpEujJFtuYnV+1sdBgNYymbVto5ED5Bt97MFmv7grcxLe2o8UHsnr34zzofYol5j1VK0ZawaUvYuEHIcNalL12iI+GwfV2SLe0JOpOOLIMVy07yDtGMjo4VyHkB2zvnf11eDC8scjz/KAmrffGv14GPHh9BBT4mMbOQsppzD2tyXG7eC4jbp57Go5XGVg57/AP8zptvRK/CqTi1Zrd34o8OU9jzOMqJ4XR2NTokIZas4t/sY8eOcfnll09//Ru/8RvYtk1fX19dAlttjDHlVR9Hx7n7wAi/Op6m5IflLS8dCWl4uoYdyf6KI9kH6YhtQSsblZlA5TPlPiDyuVJUoEW1ERHx6+B+8iZb0W2ijg3oiVHsnv0QBhXdJm5bbG5PsLU9QRQZft2X4e4DI9OrQ4q+rA4Ry0fyDtFssqWAI2MFOpN2zQvLg8V9ZL0RWpxFfkANQ/TECMorYhLNl5/ELU3RiypaDbLOWseAP0ifL681U+yu9YTFIoUnHyXIZhodjhBLVnERJAxDYrGZY7xs2yYIKkuum10piHi0N83RsQJJR7O9M0F3S0y2vKxxY6Vj7Bn/MY5OkLBaUbkMOjeOiSWlD4ioyjq1nvFohMf8+wiMv/ANtCbs3IAeOo7VexhM5V3tLK3oTJVXgnQkbIayLvcdHuOu/cM81ptmMFsiCFdplzyxakjeIZrN4dE8uVJAW40bUUcm5GjmQbSysNQi7jsK0RPDk43aW6AJV/5ZWmEw5NyFe4MkdJyAgD3FpyrbhroGKKVwNm7Cz0yQf/IRwlxlJ2SEWKkqfqU0xnD99dcTj5/YH1gqlbjhhhtoaTmxZO6b3/xmbSNcLQxEUSRjbsW0QjDBo6PfoxRmWR/fhSrm0ZlRjGWDvfgEKIw0vxy6AoCLN96NpZv7w6gOIy65p3w25t7f3Eq0RguLWmm69AaOR4doDTo4x37+wmcSbYeotROr9xA4McIt1W8rSjgWmx2LyJSTx71DWfYP5+hIOmzvTLKhNU5nykE3YdIsGkvyDtFMxvIeR8fydLXUfnvhSPEwI24Pbc7G6m8cThZACrnyCpB5xsg2Q+4RtzUFPyTlRwvm6l2mjS3feZA+6yBbf+8tMiKWciEktnEL/mA/+SceoeXsC7Ba2xodlhCLUvEnseuuu27WdW94wxtqGowQzcILizw68l3GSkdZn9iNcovo9DAGNaPR2GIYFBmva/pys1MGOifc6ctrmaNitNHJvvBxkqqVZ9pnLXyjeBIThlg9+zCWTbRxcWP/tFK0JxzaEw5+GJEtBTzamyZmazqT5VUj3S1x2hO2FERETUjeIZpFZAz7hnKUgoj1rUvLAZ7OmIhD2V8SmYCYlazuxmFQ3gIzXQCZ/yRDM+QeWik0kC35JGyNnqfgA9CqW+kc68UwjDGr9SeuPaU1zqZyIST364dpOet87PaORoclRNUqLoLcdttt9YxDiKYRRB6Pj91Bb/4JuuPb0Z6HnhiGMIJEqtHhiVUuqVrwjc8TwQMkVJJt1u4Fb2NSrWAi7CNPEShFtGHrkmJwLE1XS4yuFnCDkEzJ58Eel4StWZeKcVpngq5UjI6krBARiyd5h2gWvRNFjqeLbKhxAQRguHSYwcJ+2qtdBRJ45SaopXy5Ceoa2aIbty0KQUjODWhPzr+6Q51U9hgLxljvbF6O8FaFqUKINzRA/te/InXmeTjruhsdlhBVWd3Dv4VYYUIT8MTYDzmSeZDO2FYcL0RNDKPCsNwIVYgaaNedjEcjPOz/HAuLLdaOBW9jWtohl8Y+vIfAmHIhpAYFirhtsaG1vKy45IdMFD36MyXitqYj4bC1I0FXS4x1SUd6JAkh1py8F7BnMEvMUsTt2r4GRibgQPrnRMYnblUxFtctlbfA+C4m2dqUPUDmoxTEtCLrBsQdq6K/k8cLj3NlYpNMSTuJ0prYpi34w4PkHn+IlmefQ2zz0k6wCLGcJCMVokbCyOfXo//BgcwvaI9tIuFG6PEhVBQ1Zad10Vidqhsfj4f8n9If9lR0G9PagbEd7MNPYvUfrapZaiUSjsWG1jg71iXpTNrkvYBHetPcc2CE/2/fMI8en6B3okjek8aWQojmF0aGPQNZxvM+3S2xhW9Qpb78HoYK++iIVb5KQRWyWOMDqMDDJNZWAWSKY2lCY8gUfaJo4X22+0sH6JVJMbOUe4RsxoQhuccfonhoHyaUKXJidZCVIELUgB+VeGz0Do5kHqDd2UiyEKAzYxitIV7lHl0hKqCUoosNjJthHvTv5nwuYbs+fcEzVaalHYo5rKNPgV8iPO10qEPDt7htEbctulvADyPyXsj+4Tx7h3KkYhbrUg6b2hJ0Jh3akw4xWSUihGgyR0bzHB4tsKk9VvOtgaUwx96Ju1HKwtEV5BlRhMqOo3MTGG1BooqVI00oaVsUJ7dzdiRP3azWMx4P5h5k07qNOEoapD6ds66bMJ+lsPcJwnyO5DOfg5WU1c9iZZMiiBBLVPDHeXT0e/Tmn6DT2kQiV0Ln0hg7Bk7tz/wIMUUpxTo2kDZjPOT/lKJV4Fn2OWh16oKCSbZitI3dexhVKhLueDYmWb+E2LE0nclyA9XIGIpeyEjOo2+ihNaKlrjN+lSM7tYYHQmHtoSNI0URIcQqNpgt8eRAhtZ4uSBcS8YY9k/cw4R7nPWJhftC4ZXQmTFUMY+JJZc0oa5ZKAUxS5N1AxxL03KKscUb7A0ccY/weOHXPLflwmWMcvWwWtpQTpzSsSOEuQzJ05+Ds0G2EImVS14FhViCkeJhHhu7g/HSMbrZQCydQZWKmHgSrPqNSna0W7f7XoncmHwgno9Sik7VTc5keCz8JTkmONt+Pgm1wJnBeILQ3oAeHUCV8oTbnknUtanuS6O1Khc9phLOIIwo+CE9EwUOjeWxtaIlZtOditHVEqM9YdMat0k4MnpcCLE6TBR9HjmeJogM61trv3Kgr/AkhzL30+ZsQKtTvDZGESqfRufSEIXl7S+nmIiykGbLPWytiIxiouijtSL5tPcZP17+OqZitOgWHsw/xGZnM1tjWxoR7oqnYzFim7cSjI+Se/QB4tt3k9x1OjohK6LFyqOMMWtq6GQmk6Gjo4N0Ok17e3vN7rfohfznviESjrXg7HGx+oWRz8HMfeyfuAcvyNPtt2Hnc2CicgNUqXxXLB2N8Wh43/TX51svoEN3NTCi1cs1RSbMGOvVZs5xns9GXUGTMmNQ2XFUGBBu2ka4dXdDt3D5YUTBCyn4IUFosCYT045kuTDSlnBojZcLI9YSknkhllO9cg+x8pSnZU0wlvfY2hGv+ZnwtDfALwf+jWKYpiu+fZ6jDKpUQGUnUG5xRaxMXcnv9SU/QmvoSsXmLbgbY+j1+9jsbOIVnb9Nq9W6zFGuLmGxQDAxit2+juSuZxLbtBUlK5DECiL/GoWo0miph6fG/5OBwl5SocOGvIP20hgnDo7sFRWNE1dJ1rOZMTPMvd6dnG6dxbPsc4ifalWIUpj2LoxXwu4/ik6PEW7dRdS9Gazlf4twLE1HUtMxObowiE5sn+mdKE0vYU44FuuSDutSMVriFi0xm5aYJRNohBANM17wePh4mtG8y9aORM0LIIUgzaMj3yUXDLM+Ps82GLeIzmdQxRygyuNv5cTMKSUcTdEPGSt48xZClFJscTZz3OvlJ5m7eVnHS0joRAOiXR2sZAqdSBJMjJF7/CGc/uMkdjwDZ/0GlJaTxaLxpAgiRIXy/hiHMr/kaPZB/FKabq+FWMkDrcv9FCTJECuApSzWs4kCOZ4Mf0V/1MOz7XPZpp+BpU7xkh9LEHZtRuXT2Ad+jRnuJdy8k6hzfUOKIVNsrWhL2LQlyjEYY/DCiJIf0ZsucmSsgAIcu1wYaYtbdCZjtMZtUjGLpFP+I6tGhBD11J8p8VhvmmwpYGtHouaNUItBhoeHv8Vw8SDdiV2oGb2fTHnsbT6DKubBGEwsUddtuc0m6ViU/JDRvEdn0iEVs2YVsSxlscXZzP7SfhxlcWX7lVIIOQWlFM66bkwQ4I+P4o8N43RvJLFtJ073RlkZIhpK/vUJsYCcP8qx7CMcydxPoThImxdjnWej8Mq9P/TynnkOI82Dwy8E4HkbfoalazvmdKXRYcRv/KIfgPsv3UIkZ/oXpJSihTaSpJgwY9zv380h9RSn22exVe/Enq+7vVKY1k5MMkTnJrD3PYJpW0e4cVu5GBKLL+8PMmeIanryzNRqkXJhxOAG5RUj/WmXyBi0VsQtTdzWtCVs2hMOLZOFkYRjkXA0MUtL4zYhxKL5YcTBkTx7B7MYqMsWmIw3xKMj32GoeICu+I4TBe0wRLkFVCGLcouTxY/69CRbC7lHwrHwwoixgkfgaS7+xQBKwVMv3oGxy7lHTMfY5GxiT/EpfBNyZftv0ma1NTjylU3ZNrENm4h8D39sBH9kELuji/hp23G6N2Kl1vakItEYUgQRYg6hCRgtHaU39xj96ccolkZo8Sw2B3GUsjCxRHn8bQMYFOPuhunLzU4Z6B4pTV8WldPKokttIDA+42aYX/o/oVN1sdN6Flv0DlpVx9zJumURdXRDGKDyGewDj2GSLUTdW4g6uzGtHbCClrOWCyOKuK1pP+mkXBiVV424QcRQ1qV3ooTBgFE4tiI2WSCZ6jGSilnEbT1ZZCl/T6bUCCHmYoxhKOeybyhHX7pEZ7JcaK31Y/QVnuDJsR+R8Ybpju/EwkKVClAqoEp5VOCDtsrFjzrmJWsl94hZmkAZsqWAjqFC+cqntU9M6DibJ1eE5KIsL2y9jO3z9mcRU7QTI7ZhEyYICLJpcr9+GCuRwtmwkdj6zdid66SJqlg2DS+C3HLLLfzt3/4t/f39nH322XzqU5/i8ssvn/f4u+++m5tuuoknnniCrVu38t73vpcbbrhhGSMWzSqIPCbcPkbyB+jPPEqm2Efk5WkN43REKbBiEI9hZFm9WGVs5dCtNhGagKxJ80hwL0/xKOv1ZrZYO+hWm2ibqyBi2eV+IVGEKuWxjh/E6j+CSbUSrdtA1NqJaWkDp/ErROZiaUVSW7M6/kfGEIRTBZKQrOsThBBhwJS34DiWwrbKK0VaYjYt8fLqkZilidnl6x1L4UweI9ttVhfJPcRiRcYwmvc4Mlrg+EQRYwxb2+M170eU8QY5kP45PdmH0aFhIxtQ6Ynyyo8gAMDYjvT8qANbK2InjTUey3skUjESzomVgzEdY1vsNAb8Qb438X3OTp7NBS3n025J4+OFKNsub5MxhqhYwO07hnvsKDqVwu7sJrZ+I1ZrW3nsrmyZEXXS0H9ZX/va13j3u9/NLbfcwmWXXcbnPvc5rr76ap588kl27Ngx6/jDhw/z27/927z97W/nS1/6Ej//+c95xzvewYYNG3j1q1/dgJ9ArGZeWCTnDZEpHGc8f5iRwkGK3hhhUCAe2nSaFLa1HmxH9tWKpmApm05VTjxKFOiPjtIbHSZGgnbVyUa9lU7dTZtaR6tqOzF6UWtMqg2TaoMgKBdEeg5gKSCeImptw7StwyRaMIlUQ7aJVUMrRcxWxOy5YwwiQxBG+GFEKQjJuQF+OsIYBZOFEq0VtlbYWmNPFkOSTnkVSdIpryBxLF0+xlI4ulwoOfmyFE4aQ3IPUS1jDFk3YDTvcXy8yHDeJYqgq8WZVWRdiijyGcsdpC/zCMdzj1Py03T4KZKRA9EQoCYLHzKFrt5OfnqLfkg27xK39OSKQQvHUljK4rTYVjJhhgfzD7HfPcCZiefwzMTprLfXo9XKfR9cCZRSWKkWrFQLJoqIigW8oX68vh6U7aCTKezOLuz2TqxUCzpVbrYqjVVFLTR0RO7FF1/Mc5/7XD772c9OX3fmmWfyqle9io9//OOzjn/f+97Hd77zHfbs2TN93Q033MCjjz7KvffeW9FjyojctSWIPDw/Q8mdwPXGKXpjFNxRJtxe8v4Inp8jiFyUMSRMgqRKYVvJciPIFfohLogsfnz8VQC8dNu3sXXY2ICWaKGxeVYQ8VvfPQzAD67ZTTjPB1exOMYYXEoUTR4fD4AYceIqSYfqokOtI6XbSKoUCVLEVZIY8XJyF4Uot4TyShB45azRiWHsGCbVWv4TS5avc2IY25ksKtqrPoEPI0MQRQSRmbxcXl0SRobQlAsl5RXj5cKJpRR6svBhqan/Q2wymY5NFk1itp55jFZopbA009dpNflHlws6llJoVS7M1LoZYzNqptxD1Ic3Oao77wZkSj5DWY9MyaPoR8RsTWfSIb6Y9yITlft4BD74HvglCu4Y2VIfE4Ue+r2DZKJRgsij1bSQogWsyddMbdHIXShLzT1W8ojcuTw99/AthR8aAmOwKK8WjNsWMbtc7FbKkI0y5EyWhEqwwd7ArvhONjob6bK7aNEt0n+qCpHvERWLRG4JE/goZaFiDjoWR7e0Yre2oxNJdDyOcmJoJ4ZyYijHQa3Q/F2sLA1bCeJ5Hg899BDvf//7Z1z/8pe/nF/84hdz3ubee+/l5S9/+YzrrrrqKj7/+c/j+z7OHONJXdfFdd3przOZTA2in1sYevgmxKUZiiCV18bKe+xPOv6kyzPuxUw10YrK1xtDuQYXYYzBMPn9KMSYCENIZEKIIiITEpmAKAoxxi9fDn1C4xFG5T9B6OFHBbwwTynIUgqzhKFLiE9gfALjgTEoY3CI4ag4rboFW3dhtDX9oSycijxamcWFKDr5ckjIyoyzUpGJZn0dnvzcn/QDh1FIGEljkFpziOEQm/zK4OHimRK90RF62A+AxsLGwVY2FjYxFSsXRXSCeDKBrWLY2FgB2JHBmoiwRiI0FhqN1jbKjqG0M5nMJMByULEExnZQ2kYpjdIORinQVnn6gWWB0pN/FChVvl4pQE3/3pqp5FIpFJMJ0HS+eeJ7s81xXRWJqg3YGuKaed9RjSkvoY8mCyRRaPCC8j/tjDFExhBG5WNm1E9Ouv1UwUMpJosg5bNomqmnZfI6poohYGmNflrxxFKgtZ78PygUislmuvEEuzd0Vvyzr0bNlnsYY8gXs3W570YwFeQes44wJ12YTEfM5JcRUfnrqd/Byd/DyBiCCMIoIggiAmPwgqBc+CgFuGGIH5S3yynKv9+pmKbN1uVf3JyhZCKUicr5ShiCCTFRiIkCTBQQGR8TuIRBiSAoEvoFgqiEZ4qUojz5KEOWCVx8POUSKYipBC2qA9tJglIz391NWE1qVnNLzT0WfK9faZ6WexitsXX5ZT4yEV5oKAY+MPmaDGgVI6HXE2qXw+5x9ucPYyubhE6Q1EnW6XV02B2kdJKEThBXMRzlEFMxLG1hYWEpjVbld06FQimFmn6lBj35f1VBRaySY1a0uFP+A+XPDIFH5OUx+QlMr18+xWAMynZQloWyLZRlg22hnQQqFkc5NnpyRbfS1uT/yzmFUnryjVBNXjf5Jqr0iZMY+kSuMaOINX1ZzfhfpXnG0uphq/zv9SQKRUuqMY2FG1YEGRkZIQxDNm3aNOP6TZs2MTAwMOdtBgYG5jw+CAJGRkbYsmXLrNt8/OMf50Mf+lDtAp+H5+V54tAn8aPm65Zd7buuOcVX019PJ/rmpKTHzPyvmfre1OVo8ujJ/5uofNlERIST10ecenFT+cUsIKBIAGG+qp9tJYjMiYR7qHQMrfwGRrN0RVWAkz5DjLkDFM2JDwx2cOLvc6jYQ2A3z4v/ahLhE1Ca83sKyoUONGoqcTO6/KF9KnkzCuWrE+lbifJ1MJkNlJMOhcZMJR/q5GJGOfWb/t70g8+XcKiZX1ZlbfwbUzMuK+K2w7tf8Tc4djMU8ufWbLnHP/3sY2TGR+r+OCuCmfPiqQ/kxHmZqcKIOSnXMNFURsE8uUP5xMmcd4g5cZvpD/jl3ISTc5RyKQZDRKhCyhlLMOfPUKREcZ7X2UZbau6x0Hv9SrPU3GPq87SHS1EVGAf66EWjsLCwsU6cJEBNv3fqE6XpWeWOpRQ1Vn1BZCnKlf4ZJ0/M1DemT6BM/2fy+pNv/PSLFT6Xcx62hv8e5rFh/bO57tI/WvbHbXi3macvDTPGnHK52FzHz3X9lA984APcdNNN019nMhm2b699B+f2ljZefta1HBvds/DBq9iCL6In/T1MHzvHdUpNvcCX/68nP/ygJj84KWvyzGb5bLBWTvmsprKxLAdLO2t2WaEXwN67yv/uX3PBnxBr+G/x0vTk93Pbob+Z/vrlZ7yOHS3POnGA52F+egsAr7nwHRCLPf0uxAoVmYjQhIQmmFzNNfmBwEx+JDDhZGHTTK4GKxc9zdQZ3akPFJEBc6L4OfnpZfJRJj+InHw2+OT/n/Shp/y1rCSaz+mbL2rqAsjJmiX3+C9nv4F7nvg+UbCCz6gvRZVv81MfPJ+ed0zWUScLtmryRK+a/Ex08rEnPejJH5omv57OXU5alaa0ddIZ+3LjTEtZKDSWsrG1g63Kq+hWc96y1Nxjwff6laaGucfUW1ZoTPn/k+9JkTH4kUcQ+QQmIDIB4eT7pjHh9Km/8uuNmfFeNmvVlJn+j6jG1FIxc+Kk64zncvr66RvM+N+s++Jpxy06rqXdfNWwbV52TmN6azXs49P69euxLGvWmZehoaFZZ1ymbN68ec7jbdumu7t7ztvE43Hi8fpPLlBKcdEZL+IiXlT3xxLiP85qdAS1kxxJwqETX5+x/TzOWv+8mQfd+pLlDUoI0ZSaLffY2rWT117+jro/jhCwtNyjovf6lUZyDyGaVsM6x8RiMS666CLuvPPOGdffeeedXHrppXPe5pJLLpl1/I9+9COe97znzbknVwghhBBiiuQeQgghhGho+9ybbrqJf/7nf+YLX/gCe/bs4T3veQ89PT3ccMMNQHk56Zve9Kbp42+44QaOHj3KTTfdxJ49e/jCF77A5z//ef7sz/6sUT+CEEIIIVYRyT2EEEKIta2h3QRe85rXMDo6yoc//GH6+/s555xzuOOOO9i5cycA/f399PT0TB+/e/du7rjjDt7znvfwmc98hq1bt/KP//iPvPrVjdlLJEQjeEHEB/+j3Hvmg1efSazJR8ZGvsfxT/9PALb98fvRjvQEEUIsnuQeQlRPcg/JPYRoJg1vqfiOd7yDd7xj7v2st99++6zrrrjiCn71q1/VOSohVq7QGO4/Oj59uelFEfnHHpy+LIQQSyW5hxDVkdxDCNFMmruMK4QQQgghhBBCCDFJiiBCCCGEEEIIIYRYE6QIIoQQQgghhBBCiDVBiiBCCCGEEEIIIYRYE6QIIoQQQgghhBBCiDWh4dNhlpuZ7GidyWQaHIkQi1P0Q4JiHij/O/Ydq8ERLU0um8MvhDO+zsRO/H5Gbomc5wPln1fHvWWPUQixNG1tbSilGh1Gw0juIVa7peYeC73XrzSSewixui2Udyhj1sKcqxOOHz/O9u3bGx2GEEIIsWak02na29sbHUbDSO4hhBBCLJ+F8o41VwSJooi+vr41fVYqk8mwfft2jh07tqaT0nqQ57Y+5HmtH3lu60ee2xPW8nsuSO4B8vtQL/K81o88t/Ujz219yPN6wkLvt2tuO4zWmm3btjU6jBWhvb19zf+C1Is8t/Uhz2v9yHNbP/LcCsk9TpDfh/qQ57V+5LmtH3lu60Oe14VJY1QhhBBCCCGEEEKsCVIEEUIIIYQQQgghxJogRZA1KB6Pc/PNNxOPxxsdStOR57Y+5HmtH3lu60eeWyFOkN+H+pDntX7kua0feW7rQ57Xyq25xqhCCCGEEEIIIYRYm2QliBBCCCGEEEIIIdYEKYIIIYQQQgghhBBiTZAiiBBCCCGEEEIIIdYEKYKsIffccw/XXHMNW7duRSnFt7/97UaH1BQ+/vGP8/znP5+2tjY2btzIq171Kvbu3dvosJrCZz/7Wc4777zpeeeXXHIJ//Ef/9HosJrOxz/+cZRSvPvd7250KKveBz/4QZRSM/5s3ry50WEJ0TCSe9SH5B71I7nH8pDco3Yk96ieFEHWkHw+z/nnn8+nP/3pRofSVO6++25uvPFG7rvvPu68806CIODlL385+Xy+0aGtetu2beN//s//yYMPPsiDDz7Ii1/8Yq699lqeeOKJRofWNB544AFuvfVWzjvvvEaH0jTOPvts+vv7p/88/vjjjQ5JiIaR3KM+JPeoH8k96k9yj9qT3KM6dqMDEMvn6quv5uqrr250GE3nBz/4wYyvb7vtNjZu3MhDDz3Eb/7mbzYoquZwzTXXzPj6r//6r/nsZz/Lfffdx9lnn92gqJpHLpfj9a9/Pf/0T//ERz/60UaH0zRs25YzMEJMktyjPiT3qB/JPepLco/6kNyjOrISRIgaS6fTAHR1dTU4kuYShiFf/epXyefzXHLJJY0OpynceOONvOIVr+ClL31po0NpKvv372fr1q3s3r2b1772tRw6dKjRIQkhmpzkHvUhuUftSe5RH5J7VEdWgghRQ8YYbrrpJl74whdyzjnnNDqcpvD4449zySWXUCqVaG1t5Vvf+hZnnXVWo8Na9b761a/yq1/9igceeKDRoTSViy++mC9+8Ys8+9nPZnBwkI9+9KNceumlPPHEE3R3dzc6PCFEE5Lco/Yk96gPyT3qQ3KP6kkRRIga+uM//mMee+wxfvaznzU6lKZxxhln8MgjjzAxMcE3vvENrrvuOu6++25JRpbg2LFj/Mmf/Ak/+tGPSCQSjQ6nqZy87P/cc8/lkksu4fTTT+df/uVfuOmmmxoYmRCiWUnuUXuSe9Se5B71I7lH9aQIIkSNvPOd7+Q73/kO99xzD9u2bWt0OE0jFovxzGc+E4DnPe95PPDAA/zDP/wDn/vc5xoc2er10EMPMTQ0xEUXXTR9XRiG3HPPPXz605/GdV0sy2pghM2jpaWFc889l/379zc6FCFEE5Lcoz4k96g9yT2Wj+QeC5MiiBBLZIzhne98J9/61re466672L17d6NDamrGGFzXbXQYq9pLXvKSWV3D3/zmN/Oc5zyH973vfZKE1JDruuzZs4fLL7+80aEIIZqI5B7LS3KPpZPcY/lI7rEwKYKsIblcjgMHDkx/ffjwYR555BG6urrYsWNHAyNb3W688Ub+7d/+jf/3//4fbW1tDAwMANDR0UEymd8zM7YAABNTSURBVGxwdKvbX/zFX3D11Vezfft2stksX/3qV7nrrrtmdcUX1Wlra5u1b7ylpYXu7m7ZT75Ef/Znf8Y111zDjh07GBoa4qMf/SiZTIbrrruu0aEJ0RCSe9SH5B71I7lHfUjuUT+Se1RPiiBryIMPPsiLXvSi6a+n9ohdd9113H777Q2KavX77Gc/C8CVV1454/rbbruN66+/fvkDaiKDg4O88Y1vpL+/n46ODs477zx+8IMf8LKXvazRoQkxp+PHj/O6172OkZERNmzYwAte8ALuu+8+du7c2ejQhGgIyT3qQ3KP+pHcQ6w2kntUTxljTKODEEIIIYQQQgghhKg33egAhBBCCCGEEEIIIZaDFEGEEEIIIYQQQgixJkgRRAghhBBCCCGEEGuCFEGEEEIIIYQQQgixJkgRRAghhBBCCCGEEGuCFEGEEEIIIYQQQgixJkgRRAghhBBCCCGEEGuCFEGEEEIIIYQQQgixJkgRRIg6O3LkCEopHnnkkXmP2bVrF5/61KeWLaaVSinFt7/97brctzzHjXfXXXehlGJiYqLRoQghRNOSvKNyknc0N8k7xHykCCJWtOuvv55XvepVVd2mnm9oor76+/u5+uqrgcqSOFF/i03irrzySt797nfPuO7SSy+lv7+fjo6O2gQnhBA1JnnH2iJ5x8ojeYdYDlIEEWIevu83OoQ1Z/PmzcTj8UaHUbF6/RsxxhAEQV3uu5FisRibN29GKdXoUIQQYsWRvGP5Sd5RJnmHWGukCCJWlSuvvJJ3vetdvPe976Wrq4vNmzfzwQ9+cPr7u3btAuC//tf/ilJq+muA7373u1x00UUkEgme8Yxn8KEPfWjGC75Siv/zf/4P1157LS0tLXz0ox/lgx/8IBdccAH/+q//yq5du+jo6OC1r30t2Wx2+nY/+MEPeOELX0hnZyfd3d38l//yXzh48OCSfs6enh6uvfZaWltbaW9v5/d+7/cYHBycccxHP/pRNm7cSFtbG29729t4//vfzwUXXHDK+73yyit55zvfybvf/W7WrVvHpk2buPXWW8nn87z5zW+mra2N008/nf/4j/+Yvk0Yhrz1rW9l9+7dJJNJzjjjDP7hH/5hxv0GQcC73vWu6efgfe97H9ddd92Ms2kL/d3BzLNpu3fvBuDCCy9EKcWVV145fT9Pr/S/6lWv4vrrr5/+emhoiGuuuYZkMsnu3bv58pe/POu5SKfT/MEf/AEbN26kvb2dF7/4xTz66KPzPndTZ4j+7//9v1x55ZUkEgm+9KUvAXDbbbdx5plnkkgkeM5znsMtt9wy63Zf/epXufTSS0kkEpx99tncdddd08dMLdf84Q9/yPOe9zzi8Tg//elPMcbwiU98gmc84xkkk0nOP/98vv71r0/fbnx8nNe//vVs2LCBZDLJs571LG677bbp7/f29vKa17yGdevW0d3dzbXXXsuRI0emvz91xvPv/u7v2LJlC93d3dx4443TSdaVV17J0aNHec973oNSajqJGB0d5XWvex3btm0jlUpx7rnn8pWvfGXG/d599938wz/8w/Ttjhw5Muey1G984xucffbZxONxdu3axd///d/PeN537drFxz72Md7ylrfQ1tbGjh07uPXWW+f9exJCiFqSvOMEyTtOkLxD8g6xyhkhVrDrrrvOXHvttdNfX3HFFaa9vd188IMfNPv27TP/8i//YpRS5kc/+pExxpihoSEDmNtuu8309/eboaEhY4wxP/jBD0x7e7u5/fbbzcGDB82PfvQjs2vXLvPBD35w+r4Bs3HjRvP5z3/eHDx40Bw5csTcfPPNprW11fzO7/yOefzxx80999xjNm/ebP7iL/5i+nZf//rXzTe+8Q2zb98+8/DDD5trrrnGnHvuuSYMQ2OMMYcPHzaAefjhh+f9OXfu3Gk++clPGmOMiaLIXHjhheaFL3yhefDBB819991nnvvc55orrrhi+vgvfelLJpFImC984Qtm79695kMf+pBpb283559//imfzyuuuMK0tbWZj3zkI2bfvn3mIx/5iNFam6uvvtrceuutZt++feaP/uiPTHd3t8nn88YYYzzPM3/1V39l7r//fnPo0CHzpS99yaRSKfO1r31t+n4/+tGPmq6uLvPNb37T7Nmzx9xwww2mvb29qr+7qb+Db33rW8YYY+6//34DmB//+Memv7/fjI6OTt/Pn/zJn8z4ua699lpz3XXXTX999dVXm3POOcf84he/MA8++KC59NJLTTKZnPEcX3bZZeaaa64xDzzwgNm3b5/50z/9U9Pd3T39OE839fe4a9cu841vfMMcOnTI9Pb2mltvvdVs2bJl+rpvfOMbpqury9x+++0zbrdt2zbz9a9/3Tz55JPmbW97m2lrazMjIyPGGGN+8pOfGMCcd9555kc/+pE5cOCAGRkZMX/xF39hnvOc55gf/OAH5uDBg+a2224z8Xjc3HXXXcYYY2688UZzwQUXmAceeMAcPnzY3HnnneY73/mOMcaYfD5vnvWsZ5m3vOUt5rHHHjNPPvmk+f3f/31zxhlnGNd1jTHl36/29nZzww03mD179pjvfve7JpVKmVtvvdUYY8zo6KjZtm2b+fCHP2z6+/tNf3+/McaY48ePm7/92781Dz/8sDl48KD5x3/8R2NZlrnvvvuMMcZMTEyYSy65xLz97W+fvl0QBNM/5/j4uDHGmAcffNBorc2HP/xhs3fvXnPbbbeZZDJpbrvttunnfefOnaarq8t85jOfMfv37zcf//jHjdba7NmzZ86/JyGEWArJOyTvkLxD8g7JO5qfFEHEijZXMvLCF75wxjHPf/7zzfve977pr09+Q5ty+eWXm4997GMzrvvXf/1Xs2XLlhm3e/e73z3jmJtvvtmkUimTyWSmr/vzP/9zc/HFF88b81RC9Pjjjxtjqk9GfvSjHxnLskxPT8/095944gkDmPvvv98YY8zFF19sbrzxxhn3cdlll1WUjJz8/AVBYFpaWswb3/jG6ev6+/sNYO6999557+cd73iHefWrXz399aZNm8zf/u3fzrjfHTt2LOnvbr7nbaFkZO/evf9/e/caE8XVhwH8gV25KKBUV0DZyq2uuwLVBS8rle0Fsmo0GBKLglVESeqljSi0+kHSAo0SREirUaSNRBMFE5saxVTBL2LWG6SJbdwQL+CaeI0hGmPZCnPeD2bHHVhQhDeIPL+EZObMmTPnzMyGf86cOSMAyP8YhRDCZrMJAPI5Pnv2rAgICBDt7e2KciIjI0VFRYXbNjvrU15erkjXarXi8OHDirTCwkJhMpkU++3YsUPe/uLFCxEaGiqKi4uFEK+CkT/++EPO8+zZM+Hj4yOsVqui7NWrV4tly5YJIYRYtGiRWLVqldv6/vbbb0Kn0wlJkuQ0h8MhfH19xenTp4UQL39fkyZNEh0dHXKeJUuWiLS0NHnd9d7szYIFC8TmzZvldXfXqWswkp6eLpKTkxV58vLyhMFgUBx/+fLl8rokSWL8+PFi7969r60TEVFfMe54iXGHsg2MOxh3MO54v/B1GBpyYmNjFeshISF4+PBhr/s0NTWhoKAAfn5+8l92djbu3buH58+fy/ni4+O77RsWFgZ/f/8ej3fz5k2kp6cjIiICAQEB8nBKu93+Vu2z2WzQarXQarVymsFgwJgxY2Cz2QAAzc3NmDlzpmI/1/WGhgZFW12HZbqeP5VKhbFjxyImJkZOCwoKAgBFG/ft24f4+HhoNBr4+fmhsrJSbt+TJ0/w4MEDxfFVKhXi4uK6te1trl1f2Ww2qNVqxbWcMmUKxowZI683NTXh2bNnGDt2rOI8tbS0vHZIsWu5jx49wp07d7B69WpFOUVFRd3KMZlM8rKzfs7r6a7sa9euob29HcnJyYqyDx48KJe9du1aVFdXY9q0afjuu+9gtVoVbbxx4wb8/f3lfT/44AO0t7cr6jZ16lSoVCp5/U2uSWdnJ3766SfExsbK5/DMmTN9vudtNhsSEhIUaQkJCbh+/To6OzvlNNf7xsPDA8HBwQN+3xAR9YRxB+OO3jDueNVGxh00VKgHuwJEfTVixAjFuoeHByRJ6nUfSZLw448/IjU1tds2Hx8feXnUqFF9Pt6iRYug1WpRWVmJCRMmQJIkREdH47///nuj9nQlhHA7gVPX9K55hBDycnx8vGJ2c2eA0VN7XNOc5TrbePToUeTk5KC0tBQmkwn+/v4oKSnBpUuXupXTU316O/brrl1Xnp6e3cp2nSjMua23SbAkSUJISIji/Vgn16DFHdd7xFn3yspKzJo1S5HP9R98T7rW0V3ZtbW1mDhxoiKfcxK3+fPn4/bt26itrUV9fT2++OILrF+/Hjt37oQkSYiLi3P7XrJGo5GX3+aalJaWoqysDOXl5YiJicGoUaOwcePGPt/z7u71/9d9Q0T0thh3vKpH1+1OjDsYdzDuoKGEnSD03hkxYoSiNxcAjEYjmpubERUVNaDHevz4MWw2GyoqKjB37lwAwPnz5/tVpsFggN1ux507d+SnMteuXcOTJ0+g1+sBADqdDpcvX8ZXX30l79fY2Cgv+/r6DlhbGxoaMGfOHKxbt05Oc+3RHz16NIKCgnD58mX5HHR2duKvv/567YRpvfHy8pLLcqXRaHDv3j15vbOzE//88w8+++wzAIBer0dHRwcaGxvlp0TNzc2KSbGMRiPu378PtVqtmMSur4KCgjBx4kTcunULGRkZvea9ePEiEhMTAbyc0K2pqQkbNmzoMb/BYIC3tzfsdjvMZnOP+TQaDTIzM5GZmYm5c+ciLy8PO3fuhNFoRE1NjTwB29vy8vLqdg0aGhqQkpKC5cuXA3gZOF2/fl2+P3vaz10bu/5erFYrJk+e/EbBHBHRu4BxB+MOxh2MO2hoYScIvXfCwsJw9uxZJCQkwNvbG4GBgcjPz8fChQuh1WqxZMkSeHp64urVq/j7779RVFT01sdyzn69f/9+hISEwG63Y8uWLf2qf1JSEmJjY5GRkYHy8nJ0dHRg3bp1MJvN8rDFb775BtnZ2YiPj8ecOXNQU1ODq1evIiIiol/HdicqKgoHDx7E6dOnER4ejkOHDuHKlSvy8FtnfbZv346oqChMmTIFv/zyC9ra2vr1SbLx48fD19cXf/75J0JDQ+Hj44PRo0fj888/x6ZNm1BbW4vIyEiUlZUpAg2dTod58+YhOzsb+/fvh1qtxsaNG+Hr6yvnSUpKgslkwuLFi1FcXAydToe7d+/i1KlTWLx4sdvhyT354Ycf8O233yIgIADz58+Hw+FAY2Mj2trasGnTJjnfnj178NFHH0Gv16OsrAxtbW3IysrqsVx/f3/k5uYiJycHkiThk08+wdOnT2G1WuHn54eVK1ciPz8fcXFxmDp1KhwOB06ePCkHBBkZGSgpKUFKSgoKCgoQGhoKu92O33//HXl5eQgNDX2j9oWFheHcuXNYunQpvL29MW7cOERFReHYsWOwWq0IDAzErl27cP/+fUUwEhYWhkuXLqG1tVUeEtvV5s2bMWPGDBQWFiItLQ0XLlzA7t27FbPcExG96xh3DCzGHb1j3MG4g/qPc4LQe6e0tBR1dXXQarWYPn06AMBiseDkyZOoq6vDjBkzMHv2bOzatQuTJk3q17E8PT1RXV2NpqYmREdHIycnByUlJf0q0/m5tsDAQCQmJiIpKQkRERGoqamR82RkZGDr1q3Izc2F0WhES0sLMjMzFUNsB8rXX3+N1NRUpKWlYdasWXj8+LHi6QwAfP/991i2bBlWrFgBk8kEPz8/WCyWftVHrVbj559/RkVFBSZMmICUlBQAQFZWFlauXIkVK1bAbDYjPDxcfhrjdODAAWi1WpjNZqSmpsqfpHPy8PDAqVOnkJiYiKysLEyePBlLly5Fa2urYgjvm1izZg1+/fVXVFVVISYmBmazGVVVVYpgDQB27NiB4uJifPzxx2hoaMDx48cxbty4XssuLCxEfn4+tm/fDr1eD4vFghMnTshle3l5YevWrYiNjUViYiJUKhWqq6sBACNHjsS5c+fw4YcfIjU1FXq9HllZWfj333/79ISmoKAAra2tiIyMlIezbtu2DUajERaLBZ9++imCg4MVnyUEgNzcXKhUKhgMBmg0Grfv7RqNRhw9ehTV1dWIjo5Gfn4+CgoKFJ8dJCJ61zHuGFiMO3rHuINxB/Wfh3D3IhQRDTnJyckIDg7GoUOHBrsqkCQJer0eX375JQoLCwe7OoOqtbUV4eHh/R6mS0RE9C5h3PFuYtxB9Hp8HYZoCHr+/Dn27dsHi8UClUqFI0eOoL6+HnV1dYNSn9u3b+PMmTMwm81wOBzYvXs3WlpakJ6ePij1ISIiooHDuIOI3ifsBCEagpzDKouKiuBwOKDT6XDs2DEkJSUNSn08PT1RVVWF3NxcCCEQHR2N+vp6xbuaRERENDQx7iCi9wlfhyEiIiIiIiKiYYEToxIRERERERHRsMBOECIiIiIiIiIaFtgJQkRERERERETDAjtBiIiIiIiIiGhYYCcIEREREREREQ0L7AQhIiIiIiIiomGBnSBERERERERENCywE4SIiIiIiIiIhgV2ghARERERERHRsPA/JNMFF4XyV2EAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "\n", "x = np.linspace(0.5, 5.5, 400) # log-magnitude axis\n", "log_n_true = np.log(20) # true stimulus: n=20\n", "prior_mu = np.log(10) # prior centred at n=10\n", "nu = 0.4 # measurement noise\n", "\n", "for ax, (prior_sd, title) in zip(axes,\n", " [(1.0, 'Weak prior (σ₀ = 1.0)'),\n", " (0.25, 'Strong prior (σ₀ = 0.25)')]):\n", "\n", " gamma = prior_sd**2 / (prior_sd**2 + nu**2)\n", " post_mu = prior_mu + gamma * (log_n_true - prior_mu)\n", " post_sd = np.sqrt(prior_sd**2 * nu**2 / (prior_sd**2 + nu**2))\n", "\n", " like = scipy_norm.pdf(x, log_n_true, nu)\n", " prior = scipy_norm.pdf(x, prior_mu, prior_sd)\n", " post = scipy_norm.pdf(x, post_mu, post_sd)\n", " mx = max(like.max(), prior.max(), post.max())\n", "\n", " ax.fill_between(x, prior/mx, alpha=.3, color='#4393c3', label=f'Prior μ₀={prior_mu:.2f}')\n", " ax.fill_between(x, like/mx, alpha=.3, color='#d6604d', label=f'Evidence log(n)={log_n_true:.2f}')\n", " ax.fill_between(x, post/mx, alpha=.5, color='#4dac26', label=f'Posterior μ̂={post_mu:.2f}')\n", " ax.axvline(log_n_true, ls='--', c='#d6604d', lw=1.5)\n", " ax.axvline(prior_mu, ls='--', c='#4393c3', lw=1.5)\n", " ax.axvline(post_mu, ls='-', c='#4dac26', lw=2.5)\n", " ax.set_xlabel('Internal log-magnitude representation')\n", " ax.set_ylabel('Probability density (normalised)')\n", " ax.set_title(title)\n", " ax.legend(fontsize=8)\n", " sns.despine(ax=ax)\n", "\n", "plt.suptitle('Central tendency: posterior mean is pulled toward the prior', y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "f9694f6e", "metadata": {}, "source": [ "### Why asymmetric noise creates magnitude–order interactions\n", "\n", "In a sequential task, $n_1$ is noisier than $n_2$ because of memory degradation:\n", "$\\nu_1 > \\nu_2$. The Bayesian posterior mean is\n", "\n", "$$\\hat\\mu_k = \\gamma_k \\log n_k + (1-\\gamma_k)\\mu_0,\n", "\\quad \\gamma_k = \\frac{\\sigma_0^2}{\\sigma_0^2 + \\nu_k^2}$$\n", "\n", "The weight $\\gamma_k$ is **different** for the two options whenever $\\nu_1 \\neq \\nu_2$.\n", "\n", "- The **noisier** option (usually $n_1$) gets a smaller weight $\\gamma_1$, meaning its\n", " posterior is pulled *more* toward $\\mu_0$.\n", "- The **less noisy** option (usually $n_2$) gets a larger weight $\\gamma_2$ and is\n", " pulled *less* toward $\\mu_0$.\n", "\n", "If $\\mu_0$ is set to the mean of the log-stimulus distribution, then large stimuli are\n", "underestimated and small stimuli are overestimated. Because $n_1$ is underestimated\n", "*more* than $n_2$, the observer is effectively biased **toward choosing $n_2$** when\n", "both are large (big $n_1$ is shrunk, making $n_2$ look relatively bigger), and\n", "**against choosing $n_2$** when both are small (small $n_1$ is inflated, making $n_2$\n", "look relatively smaller).\n", "\n", "**This is the source of the magnitude–order interaction**: it is not asymmetric noise\n", "per se that causes it, but asymmetric noise interacting with a Bayesian prior that\n", "compresses different options by different amounts. Equal noise on both options would\n", "produce a uniform shift of the midpoint — no interaction with the reference magnitude.\n", "\n", "The NLC model captures all of this with just three parameters per subject: $\\nu_1$,\n", "$\\nu_2$, and $\\sigma_0$ (prior width)." ] }, { "cell_type": "code", "execution_count": 4, "id": "a62be54a", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T06:58:54.102310Z", "iopub.status.busy": "2026-04-05T06:58:54.102182Z", "iopub.status.idle": "2026-04-05T06:58:54.267202Z", "shell.execute_reply": "2026-04-05T06:58:54.266887Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Illustrate the interaction: how the choice bias changes with n1 and noise asymmetry\n", "log_r_range = np.linspace(-2, 2, 400)\n", "nu1_values = [0.3, 0.5, 0.8] # increasing memory noise on n1\n", "nu2 = 0.3 # fixed perceptual noise on n2\n", "prior_sd = 0.6 # moderate prior\n", "prior_mu = 0.0 # centred (mean of log-stimulus distribution)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 4.5))\n", "pal = sns.color_palette('Reds_d', len(nu1_values))\n", "\n", "# Left: large n1 (above prior mean); Right: small n1 (below prior mean)\n", "for ax, log_n1, n1_label in zip(axes, [1.5, -1.5],\n", " ['Large n₁ (above prior → compressed down)',\n", " 'Small n₁ (below prior → compressed up)']):\n", " for nu1, c in zip(nu1_values, pal):\n", " gamma1 = prior_sd**2 / (prior_sd**2 + nu1**2)\n", " gamma2 = prior_sd**2 / (prior_sd**2 + nu2**2)\n", " log_n2_vals = log_n1 + log_r_range\n", " mu1_hat = prior_mu + gamma1 * (log_n1 - prior_mu)\n", " mu2_hat = prior_mu + gamma2 * (log_n2_vals - prior_mu)\n", " sigma_total = np.sqrt(prior_sd**2 * nu1**2 / (prior_sd**2 + nu1**2)\n", " + prior_sd**2 * nu2**2 / (prior_sd**2 + nu2**2))\n", " p = scipy_norm.cdf((mu2_hat - mu1_hat) / (np.sqrt(2) * sigma_total))\n", " ax.plot(log_r_range, p, color=c, lw=2.5,\n", " label=f'ν₁={nu1:.1f}, ν₂={nu2:.1f}')\n", " ax.axhline(.5, ls='--', c='gray', lw=1)\n", " ax.axvline(0, ls='--', c='gray', lw=1)\n", " ax.set_xlabel('log(n₂ / n₁)')\n", " ax.set_ylabel('P(chose n₂)')\n", " ax.set_title(n1_label)\n", " ax.legend(fontsize=8.5); sns.despine(ax=ax)\n", "\n", "plt.suptitle('Asymmetric noise + prior: curve shift depends on reference magnitude',\n", " fontsize=12, y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "507181e7", "metadata": {}, "source": [ "## Barreto-García et al. (2023): Magnitude comparison task\n", "\n", "With the theory in place, we now fit models to real data. The dataset from\n", "**Barreto-García et al. (2023)** is bundled with bauer and contains magnitude comparison\n", "choices from 64 participants. On each trial participants viewed two sequentially\n", "presented coin clouds (visual dot arrays) and judged which contained more 1-CHF coins.\n", "\n", "- **Reference magnitudes**: $n_1 \\in \\{5, 7, 10, 14, 20, 28\\}$\n", "- **Comparison magnitudes**: $n_2$ varied over a wide range\n", "- The `choice` column encodes `True` = chose $n_2$ (the second cloud)\n", "\n", "bauer provides a one-liner to load the data:" ] }, { "cell_type": "code", "execution_count": 5, "id": "f6bf1465", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T06:58:54.269029Z", "iopub.status.busy": "2026-04-05T06:58:54.268900Z", "iopub.status.idle": "2026-04-05T06:58:56.019312Z", "shell.execute_reply": "2026-04-05T06:58:56.018989Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Subjects: 64, Trials: 13824\n" ] }, { "data": { "text/html": [ "
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cueonset1cueoffset1cueonset2cueoffset2stimonset1stimoffset1isistimonsetisistimoffsetstimonset2stimoffset2...prob_valuediffvalradcorrectleftrightpressedkeyn1n2choicelog(n1/n2)
subjectformatruntrial_nr
1non-symbolic1135070366003660037630376303824338276462764627646903...10-3190-1-149710True-0.356675
250095516145161452628526285324853280617806178062380...14-9170-1151514False-1.029619
365565670876708768095680956871968752752527525275852...14-7210-1-149714True-0.693147
479005805238052381527815278214782180891808918089810...10-3210-1-149710True-0.356675
592946944679446795473954739609696129105129105129105754...10-5150-1-149510True-0.693147
\n", "

5 rows × 38 columns

\n", "
" ], "text/plain": [ " cueonset1 cueoffset1 cueonset2 \\\n", "subject format run trial_nr \n", "1 non-symbolic 1 1 35070 36600 36600 \n", " 2 50095 51614 51614 \n", " 3 65565 67087 67087 \n", " 4 79005 80523 80523 \n", " 5 92946 94467 94467 \n", "\n", " cueoffset2 stimonset1 stimoffset1 \\\n", "subject format run trial_nr \n", "1 non-symbolic 1 1 37630 37630 38243 \n", " 2 52628 52628 53248 \n", " 3 68095 68095 68719 \n", " 4 81527 81527 82147 \n", " 5 95473 95473 96096 \n", "\n", " isistimonset isistimoffset stimonset2 \\\n", "subject format run trial_nr \n", "1 non-symbolic 1 1 38276 46276 46276 \n", " 2 53280 61780 61780 \n", " 3 68752 75252 75252 \n", " 4 82180 89180 89180 \n", " 5 96129 105129 105129 \n", "\n", " stimoffset2 ... prob_value diffval rad \\\n", "subject format run trial_nr ... \n", "1 non-symbolic 1 1 46903 ... 10 -3 190 \n", " 2 62380 ... 14 -9 170 \n", " 3 75852 ... 14 -7 210 \n", " 4 89810 ... 10 -3 210 \n", " 5 105754 ... 10 -5 150 \n", "\n", " correct leftright pressedkey n1 n2 \\\n", "subject format run trial_nr \n", "1 non-symbolic 1 1 -1 -1 49 7 10 \n", " 2 -1 1 51 5 14 \n", " 3 -1 -1 49 7 14 \n", " 4 -1 -1 49 7 10 \n", " 5 -1 -1 49 5 10 \n", "\n", " choice log(n1/n2) \n", "subject format run trial_nr \n", "1 non-symbolic 1 1 True -0.356675 \n", " 2 False -1.029619 \n", " 3 True -0.693147 \n", " 4 True -0.356675 \n", " 5 True -0.693147 \n", "\n", "[5 rows x 38 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import arviz as az\n", "from bauer.utils.data import load_garcia2022\n", "from bauer.models import MagnitudeComparisonModel\n", "\n", "data = load_garcia2022(task='magnitude')\n", "print(f\"Subjects: {data.index.get_level_values('subject').nunique()}, \"\n", " f\"Trials: {len(data)}\")\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 6, "id": "fa5767fa", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T06:58:56.021346Z", "iopub.status.busy": "2026-04-05T06:58:56.021187Z", "iopub.status.idle": "2026-04-05T06:58:56.150543Z", "shell.execute_reply": "2026-04-05T06:58:56.149545Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute log-ratio for each trial and bin for plotting\n", "data['log(n2/n1)'] = np.log(data['n2'] / data['n1'])\n", "data['bin'] = (pd.cut(data['log(n2/n1)'], bins=12)\n", " .map(lambda x: x.mid).astype(float))\n", "\n", "grouped = (data.groupby(['n1', 'bin'])['choice']\n", " .agg(['mean', 'count']).reset_index()\n", " .query('count >= 5'))\n", "\n", "n1_unique = sorted(grouped['n1'].unique())\n", "pal_n1 = sns.color_palette('YlOrRd', len(n1_unique))\n", "n1_colors = dict(zip(n1_unique, pal_n1))\n", "\n", "fig, ax = plt.subplots(figsize=(7, 5))\n", "for n1_val in n1_unique:\n", " d = grouped[grouped['n1'] == n1_val]\n", " ax.plot(d['bin'], d['mean'], 'o-', ms=5, lw=1.5,\n", " color=n1_colors[n1_val], label=f'n₁ = {n1_val}')\n", "ax.axhline(.5, ls='--', c='gray', lw=1)\n", "ax.axvline(.0, ls='--', c='gray', lw=1)\n", "ax.set_ylim(-.05, 1.05)\n", "ax.set_xlabel('log(n₂ / n₁)')\n", "ax.set_ylabel('P(chose n₂)')\n", "ax.set_title('Log-ratio scale: all n₁ curves collapse (scale invariance)')\n", "ax.legend(title='Reference n₁', fontsize=9)\n", "sns.despine(); plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "4a8b10a9", "metadata": {}, "source": [ "The curves collapse when plotted against $\\log(n_2/n_1)$, confirming the NLC\n", "model's scale-invariance prediction. The overlap is not perfect — small $n_1$ (5, 7)\n", "produce slightly steeper curves, hinting at a mild departure from strict Weber's law\n", "at low magnitudes. Compare this with the natural-scale plots below.\n", "\n", "## Weber's law: what linear encoding gets wrong\n", "\n", "If we model choices in *natural* (linear) space and use a fixed noise $\\nu$, the slope\n", "of the psychometric function would be the same for all $n_1$ values. But the data shows\n", "a clear pattern: **steeper curves for small $n_1$, shallower for large $n_1$**. This is\n", "**Weber's law** — discrimination is proportionally harder for larger magnitudes." ] }, { "cell_type": "code", "execution_count": 7, "id": "11c6b268", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T06:58:56.156442Z", "iopub.status.busy": "2026-04-05T06:58:56.155701Z", "iopub.status.idle": "2026-04-05T06:58:56.598604Z", "shell.execute_reply": "2026-04-05T06:58:56.598205Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Natural-space psychometric curves: slope and indifference point shift with n1\n", "n1_unique = sorted(data['n1'].unique())\n", "pal_n1 = sns.color_palette('YlOrRd', len(n1_unique))\n", "\n", "fig, axes = plt.subplots(2, 3, figsize=(12, 7.5), sharey=True)\n", "axes = axes.flatten()\n", "\n", "for ax, n1_val, c in zip(axes, n1_unique, pal_n1):\n", " d_n1 = data[data['n1'] == n1_val]\n", " grp = (d_n1.groupby('n2')['choice']\n", " .agg(['mean', 'count']).reset_index()\n", " .query('count >= 3'))\n", " ax.scatter(grp['n2'], grp['mean'], color=c, s=25, alpha=.8)\n", " ax.plot(grp['n2'], grp['mean'], color=c, lw=1.5)\n", " ax.axhline(.5, ls='--', c='gray', lw=1)\n", " ax.axvline(n1_val, ls=':', c='tomato', lw=2, label=f'n2 = n1 = {n1_val}')\n", " ax.set_title(f'n1 = {n1_val}')\n", " ax.set_xlabel('n2 (linear scale)')\n", " ax.set_ylim(-.05, 1.05)\n", " ax.legend(fontsize=7.5)\n", " sns.despine(ax=ax)\n", "\n", "axes[0].set_ylabel('P(chose n2)')\n", "plt.suptitle(\n", " 'Natural-space: slope decreases with n₁ → Weber’s law',\n", " fontsize=12, y=1.01)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "e5c828b6", "metadata": {}, "source": [ "### Recovering Weber's law non-parametrically\n", "\n", "The NLC model assumes log-space encoding and derives Weber's law as a consequence.\n", "But we can also test Weber's law *without* assuming log encoding, by fitting a model\n", "that works in **natural space** — that is, the space of raw stimulus magnitudes $n$,\n", "not $\\log n$.\n", "\n", "`PsychometricRegressionModel` is a simple psychometric-function model that takes two\n", "stimuli $x_1, x_2$ and fits the probability of choosing $x_2$ as:\n", "\n", "$$P(\\text{chose}\\; x_2) = \\Phi\\!\\left(\\frac{x_2 - x_1}{\\nu}\\right)$$\n", "\n", "where the noise $\\nu$ is now in the same units as $n$ (dots on screen), not in log-units.\n", "By using `regressors={'nu': 'C(n1)'}`, we estimate a **separate $\\nu$** for each reference\n", "magnitude $n_1$ — no functional form is assumed.\n", "\n", "If Weber's law holds, we expect $\\nu(n_1) \\propto n_1$: noise in natural space should\n", "grow proportionally with magnitude. This is the empirical signature of log-space encoding\n", "when measured from outside, in the raw stimulus space." ] }, { "cell_type": "code", "execution_count": 8, "id": "b0b4976d", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T06:58:56.600349Z", "iopub.status.busy": "2026-04-05T06:58:56.600232Z", "iopub.status.idle": "2026-04-05T07:00:02.980035Z", "shell.execute_reply": "2026-04-05T07:00:02.979684Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [nu_mu, nu_sd, nu_offset, bias_mu, bias_sd, bias_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 150 tune and 150 draw iterations (600 + 600 draws total) took 62 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "from bauer.models import PsychometricRegressionModel\n", "\n", "# x1 = n1, x2 = n2 in natural space (raw magnitudes, not log-transformed)\n", "data_lin = data.copy()\n", "data_lin['x1'] = data_lin['n1'].astype(float)\n", "data_lin['x2'] = data_lin['n2'].astype(float)\n", "\n", "# C(n1): categorical coding — separate nu per n1 level, no linearity assumption\n", "model_lin_reg = PsychometricRegressionModel(\n", " paradigm=data_lin,\n", " regressors={'nu': 'C(n1)'},\n", ")\n", "model_lin_reg.build_estimation_model(data=data_lin, hierarchical=True)\n", "idata_lin_reg = model_lin_reg.sample(draws=150, tune=150, chains=4, progressbar=False)" ] }, { "cell_type": "code", "execution_count": 9, "id": "1ef3f993", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T07:00:02.987033Z", "iopub.status.busy": "2026-04-05T07:00:02.986916Z", "iopub.status.idle": "2026-04-05T07:00:03.105235Z", "shell.execute_reply": "2026-04-05T07:00:03.104516Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract group-level nu at each unique n1 level via the model's design matrix\n", "conditions_n1 = pd.DataFrame({'n1': n1_unique})\n", "cond_pars = model_lin_reg.get_conditionwise_parameters(idata_lin_reg, conditions_n1, group=True)\n", "nu_at_n1 = cond_pars.xs('nu', level='parameter') # posterior samples × n1 levels\n", "\n", "nu_mean = nu_at_n1.mean(0).values\n", "nu_lo, nu_hi = np.percentile(nu_at_n1.values, [2.5, 97.5], axis=0)\n", "n1_arr = np.array(n1_unique, dtype=float)\n", "\n", "fig, ax = plt.subplots(figsize=(7, 4.5))\n", "ax.fill_between(n1_arr, nu_lo, nu_hi, alpha=.30, color='#d73027', label='95 % credible interval')\n", "ax.plot(n1_arr, nu_mean, lw=2, color='#d73027', marker='o', ms=6,\n", " label='Group-level ν(n₁) (C(n1) model)')\n", "\n", "# Weber's law reference: proportional noise ν ∝ n1\n", "k_weber = nu_mean[0] / n1_arr[0]\n", "ax.plot(n1_arr, k_weber * n1_arr, '--k', lw=1.5,\n", " label=f'Weber reference (ν = {k_weber:.2f}×n₁)')\n", "\n", "ax.set_xlabel('Reference magnitude n₁')\n", "ax.set_ylabel('Linear-space noise ν')\n", "ax.set_title('Per-level ν(n₁): proportional growth confirms Weber’s law')\n", "ax.legend(fontsize=9)\n", "sns.despine()\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "c8e2a301", "metadata": {}, "source": [ "**Key takeaway:** $\\nu$ grows proportionally to $n_1$. This is precisely **Weber's\n", "law**, and it is *automatically* accounted for when noise is constant on a log scale (the\n", "NLC model). There is no need to model the $n_1$-dependence of noise explicitly: logarithmic\n", "encoding produces it for free. This is why `MagnitudeComparisonModel` works so well —\n", "and why the next section fits it to the data." ] }, { "cell_type": "markdown", "id": "9eaaac02", "metadata": {}, "source": [ "## Fitting `MagnitudeComparisonModel` with bauer\n", "\n", "### Why use bauer?\n", "\n", "You could code a PyMC model by hand. But bauer gives you:\n", "\n", "| Feature | What it means in practice |\n", "|---------|--------------------------|\n", "| **One-line model construction** | `MagnitudeComparisonModel(paradigm=data)` |\n", "| **Hierarchical structure automatically** | Group mean + between-subject SD inferred jointly with subject parameters |\n", "| **Prior transforms baked in** | Noise parameters are always positive (softplus link), lapse rates in [0,1] |\n", "| **Formula-based regression** | `regressors={'nu': 'C(condition)'}` — all patsy formulas work |\n", "| **Built-in PPC** | `model.ppc(data, idata)` draws posterior-predictive choices |\n", "| **ArviZ-native output** | All posteriors as `InferenceData`; use `az.plot_posterior`, `az.compare`, etc. directly |\n", "\n", "### Why hierarchical modelling is essential\n", "\n", "In a typical psychophysics experiment each participant sees a few hundred trials at most.\n", "Fitting a multi-parameter cognitive model to 100--200 trials per subject gives very noisy,\n", "often unidentifiable individual estimates. The more expressive and theoretically\n", "interesting the model, the worse this problem becomes: a 4-parameter model needs far more\n", "data per subject than a 2-parameter model.\n", "\n", "**Hierarchical (multilevel) modelling** solves this by assuming that participants are drawn\n", "from a shared population. Each subject $s$ gets their own parameters, but those parameters\n", "are *regularised* toward the group mean — subjects with little data or extreme estimates\n", "are pulled back toward the population, while subjects with lots of clear data are left\n", "mostly alone. This **partial pooling** gives you the best of both worlds:\n", "\n", "- **Individual differences are preserved** — unlike a single group-level fit.\n", "- **Noisy individuals are stabilised** — unlike fitting each subject independently.\n", "- **Complex models become feasible** even at modest trial counts, because the group\n", " prior acts as a principled regulariser that prevents overfitting.\n", "\n", "In practice, hierarchical fitting is what makes it possible to use models like the KLW\n", "risk model (lesson 2) or the flexible-noise model (lesson 4) on real experimental data.\n", "Without the group-level regularisation, the posterior for many subjects would be\n", "dominated by the prior and the individual estimates would be meaningless.\n", "\n", "### Hierarchical parameter structure in bauer\n", "\n", "For the noise parameters, bauer sets up the hierarchy as:\n", "\n", "$$\\nu_k^{(s)} \\sim \\text{HalfNormal}(\\mu_k,\\, \\sigma_k)$$\n", "\n", "where $\\mu_k$ (`n{k}_evidence_sd_mu`) is the **group mean** and $\\sigma_k$\n", "(`n{k}_evidence_sd_sd`) is the **between-subject spread**. The posterior therefore\n", "contains both the population-level estimate and the full distribution of individual\n", "differences.\n", "\n", "### MCMC sampling and posterior summaries\n", "\n", "`.sample()` runs **Markov Chain Monte Carlo (MCMC)** — specifically, PyMC's No-U-Turn\n", "Sampler (NUTS). MCMC generates a large collection of *samples* that, after a warm-up\n", "(\"tuning\") phase, are drawn proportionally to the posterior probability. The key idea:\n", "rather than returning a single best-fit value, MCMC gives you a *distribution* over\n", "parameter values that reflects both what the data support and how uncertain we are.\n", "\n", "Two numbers summarise that distribution most usefully:\n", "- **Posterior mean** — the expected value of the parameter.\n", "- **Highest Density Interval (HDI)** — the shortest interval containing a given\n", " probability mass (typically 94 % or 95 %). Unlike a frequentist confidence interval,\n", " the HDI can be read directly: *\"there is 94 % posterior probability that the true\n", " value lies in this range.\"*\n", "\n", "ArviZ's `az.plot_posterior` displays both automatically. bauer exposes the samples as\n", "an `arviz.InferenceData` object so all ArviZ diagnostics work out-of-the-box." ] }, { "cell_type": "code", "execution_count": 10, "id": "bb78ba6f", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T07:00:03.110050Z", "iopub.status.busy": "2026-04-05T07:00:03.109741Z", "iopub.status.idle": "2026-04-05T07:00:52.948259Z", "shell.execute_reply": "2026-04-05T07:00:52.947885Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [n1_evidence_sd_mu_untransformed, n1_evidence_sd_sd, n1_evidence_sd_offset, n2_evidence_sd_mu_untransformed, n2_evidence_sd_sd, n2_evidence_sd_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 200 tune and 200 draw iterations (800 + 800 draws total) took 46 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "model_mag = MagnitudeComparisonModel(paradigm=data)\n", "model_mag.build_estimation_model(data=data, hierarchical=True, save_p_choice=True)\n", "idata_mag = model_mag.sample(draws=200, tune=200, chains=4, progressbar=False)" ] }, { "cell_type": "markdown", "id": "34299add", "metadata": {}, "source": [ "### Group-level posteriors\n", "\n", "`az.plot_posterior` gives us the group-level posteriors for $\\nu_1$ and $\\nu_2$.\n", "The 94 % HDI quantifies our uncertainty about the group mean. We expect $\\nu_1 > \\nu_2$\n", "because of working-memory degradation for the first-presented option." ] }, { "cell_type": "code", "execution_count": 11, "id": "0c971380", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T07:00:52.950709Z", "iopub.status.busy": "2026-04-05T07:00:52.950537Z", "iopub.status.idle": "2026-04-05T07:00:53.091672Z", "shell.execute_reply": "2026-04-05T07:00:53.090741Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(\n", " idata_mag,\n", " var_names=['n1_evidence_sd_mu', 'n2_evidence_sd_mu'],\n", " figsize=(9, 3),\n", ")\n", "plt.suptitle('Group-level noise posteriors (ν₁ = first option, ν₂ = second option)', y=1.04)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "862898c2", "metadata": {}, "source": [ "The group-level posterior for $\\nu_1$ (`n1_evidence_sd_mu`) is consistently **larger**\n", "than for $\\nu_2$ (`n2_evidence_sd_mu`) — working-memory degradation in action.\n", "\n", "### Individual subject estimates with 95 % credible intervals\n", "\n", "The posterior also contains a full distribution for **each individual subject**. bauer\n", "provides two complementary tools:\n", "\n", "- `plot_subjectwise_parameters(idata, parameter, ax=ax)` — direct call for a single parameter\n", "- `get_subject_posterior_df(idata, parameters)` + `plot_subjectwise_pointplot` — tidy\n", " DataFrame workflow compatible with `sns.FacetGrid` (supports hue, facetting, etc.)" ] }, { "cell_type": "code", "execution_count": 12, "id": "58124fa9", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T07:00:53.099850Z", "iopub.status.busy": "2026-04-05T07:00:53.099464Z", "iopub.status.idle": "2026-04-05T07:00:53.336765Z", "shell.execute_reply": "2026-04-05T07:00:53.336433Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bauer.utils import (plot_subjectwise_parameters,\n", " get_subject_posterior_df, plot_subjectwise_pointplot)\n", "\n", "# ── FacetGrid workflow: one panel per parameter ───────────────────────────────\n", "df_post = get_subject_posterior_df(\n", " idata_mag, ['n1_evidence_sd', 'n2_evidence_sd'])\n", "\n", "g = sns.FacetGrid(df_post, col='parameter', sharey=True, height=4.5, aspect=1.1)\n", "g.map_dataframe(plot_subjectwise_pointplot) # uses default mean_col='mean', lo_col='lo', hi_col='hi'\n", "g.set_axis_labels('Subject (sorted)', 'Noise ν')\n", "g.set_titles(col_template='{col_name}')\n", "g.figure.suptitle('Subject-level noise estimates (error bars = 94 % HDI)', y=1.04)\n", "\n", "# Add group-mean line to each panel\n", "for ax, param in zip(g.axes.flat, ['n1_evidence_sd', 'n2_evidence_sd']):\n", " mu_key = param + '_mu'\n", " if mu_key in idata_mag.posterior:\n", " gm = idata_mag.posterior[mu_key].values.mean()\n", " ax.axhline(gm, ls='--', lw=1.5, alpha=0.6, color='steelblue',\n", " label='Group mean')\n", " sns.despine(ax=ax)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 13, "id": "82b5308d", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T07:00:53.338460Z", "iopub.status.busy": "2026-04-05T07:00:53.338344Z", "iopub.status.idle": "2026-04-05T07:00:53.427357Z", "shell.execute_reply": "2026-04-05T07:00:53.426592Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── Scatter: ν₁ vs ν₂ per subject with 94 % HDI error bars ───────────────────\n", "n_subj = idata_mag.posterior['n1_evidence_sd'].shape[-1]\n", "s1 = idata_mag.posterior['n1_evidence_sd'].values.reshape(-1, n_subj)\n", "s2 = idata_mag.posterior['n2_evidence_sd'].values.reshape(-1, n_subj)\n", "nu1_mean, nu2_mean = s1.mean(0), s2.mean(0)\n", "nu1_lo, nu1_hi = np.percentile(s1, [3, 97], axis=0)\n", "nu2_lo, nu2_hi = np.percentile(s2, [3, 97], axis=0)\n", "\n", "fig, ax = plt.subplots(figsize=(5.5, 5))\n", "ax.errorbar(nu2_mean, nu1_mean,\n", " xerr=[nu2_mean - nu2_lo, nu2_hi - nu2_mean],\n", " yerr=[nu1_mean - nu1_lo, nu1_hi - nu1_mean],\n", " fmt='o', ms=5, alpha=.65, elinewidth=0.7, capsize=2.5,\n", " color='#2166ac', ecolor='#9ecae1', zorder=3)\n", "lim = max(nu1_hi.max(), nu2_hi.max()) * 1.1\n", "ax.plot([0, lim], [0, lim], 'k--', lw=1.2, label='ν₁ = ν₂')\n", "ax.set_xlabel('Second-option noise ν₂')\n", "ax.set_ylabel('First-option noise ν₁')\n", "ax.set_title('ν₁ vs ν₂ — most subjects above diagonal (memory noise)')\n", "ax.legend(fontsize=9); sns.despine(ax=ax)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "1ae36422", "metadata": {}, "source": [ "## Posterior predictive check\n", "\n", "We draw predicted choice probabilities from the full posterior and overlay the 95 %\n", "credible interval on the observed group-average data (one panel per $n_1$ value).\n", "A good fit means the shaded band covers the observed dots — and the model should also\n", "capture the different slopes across $n_1$ values (the Weber's-law signature)." ] }, { "cell_type": "code", "execution_count": 14, "id": "2565d4aa", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T07:00:53.429697Z", "iopub.status.busy": "2026-04-05T07:00:53.429589Z", "iopub.status.idle": "2026-04-05T07:00:57.040550Z", "shell.execute_reply": "2026-04-05T07:00:57.040223Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [ll_bernoulli]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0e57b5efdb2047b39d145c47b43957ea", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bauer.utils import summarize_ppc_group\n", "\n", "# Simulate binary choices from the posterior predictive\n", "ppc_df = model_mag.ppc(data, idata_mag, var_names=['ll_bernoulli'])\n", "ppc_ll = ppc_df.xs('ll_bernoulli', level='variable') # trials × posterior samples\n", "\n", "ppc_flat = ppc_ll.reset_index()\n", "ppc_flat['bin'] = (pd.cut(-ppc_flat['log(n1/n2)'], 12)\n", " .map(lambda x: x.mid).astype(float))\n", "\n", "g_ppc = summarize_ppc_group(ppc_flat, condition_cols=['n1', 'bin'])\n", "g_ppc = g_ppc.rename(columns={'p_predicted': 'p_mean', 'hdi025': 'p_lo', 'hdi975': 'p_hi'})\n", "\n", "data_copy = data.reset_index()\n", "data_copy['bin'] = (pd.cut(-data_copy['log(n1/n2)'], 12)\n", " .map(lambda x: x.mid).astype(float))\n", "obs = (data_copy.groupby(['subject', 'n1', 'bin'])['choice'].mean()\n", " .groupby(['n1', 'bin']).mean())\n", "g_ppc['choice'] = obs\n", "g_ppc = g_ppc.reset_index()\n", "\n", "import matplotlib.patches as mpatches\n", "\n", "def draw_ppc(data, **kwargs):\n", " ax = plt.gca()\n", " ax.fill_between(data['bin'], data['p_lo'], data['p_hi'],\n", " color='steelblue', alpha=.25)\n", " ax.plot(data['bin'], data['p_mean'], color='steelblue', lw=2)\n", " ax.scatter(data['bin'], data['choice'], color='steelblue', s=20, zorder=5)\n", " ax.axhline(.5, ls='--', c='gray', lw=1)\n", " ax.axvline(0, ls='--', c='gray', lw=1)\n", " ax.set_ylim(-.05, 1.05)\n", "\n", "g = sns.FacetGrid(g_ppc, col='n1', col_wrap=3, height=3.2, aspect=1.1, sharey=True)\n", "g.map_dataframe(draw_ppc)\n", "g.set_axis_labels('log(n2 / n1)', 'P(chose n2)')\n", "g.set_titles('n₁ = {col_name}')\n", "for ax in g.axes.flat:\n", " sns.despine(ax=ax)\n", "\n", "legend_handles = [\n", " mpatches.Patch(color='steelblue', alpha=.25, label='95 % credible interval'),\n", " plt.Line2D([0], [0], color='steelblue', lw=2, label='Model mean'),\n", " plt.Line2D([0], [0], marker='o', color='w', markerfacecolor='steelblue',\n", " markersize=6, label='Observed'),\n", "]\n", "g.figure.legend(handles=legend_handles, loc='lower center', ncol=3,\n", " fontsize=9, bbox_to_anchor=(.5, -.04))\n", "g.figure.suptitle('Posterior predictive check — MagnitudeComparisonModel',\n", " fontsize=13, y=1.02)\n", "g.figure.tight_layout()" ] }, { "cell_type": "code", "execution_count": 15, "id": "7284a101", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T07:00:57.046472Z", "iopub.status.busy": "2026-04-05T07:00:57.046408Z", "iopub.status.idle": "2026-04-05T07:00:57.165792Z", "shell.execute_reply": "2026-04-05T07:00:57.165535Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# PPC overlay: all n1 values in one panel (hue = n1)\n", "n1_pal = sns.color_palette('YlOrRd', g_ppc['n1'].nunique())\n", "n1_colors = dict(zip(sorted(g_ppc['n1'].unique()), n1_pal))\n", "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "for n1_val in sorted(g_ppc['n1'].unique()):\n", " d = g_ppc[g_ppc['n1'] == n1_val].sort_values('bin')\n", " c = n1_colors[n1_val]\n", " ax.fill_between(d['bin'], d['p_lo'], d['p_hi'], alpha=.15, color=c)\n", " ax.plot(d['bin'], d['p_mean'], lw=2, color=c, label=f'n₁ = {n1_val}')\n", " ax.scatter(d['bin'], d['choice'], s=20, color=c, zorder=5)\n", "ax.axhline(.5, ls='--', c='gray', lw=1)\n", "ax.axvline(0, ls='--', c='gray', lw=1)\n", "ax.set_ylim(-.05, 1.05)\n", "ax.set_xlabel('log(n₂ / n₁)')\n", "ax.set_ylabel('P(chose n₂)')\n", "ax.set_title('PPC overlay: model predictions (bands) vs data (dots) by n₁')\n", "ax.legend(title='Reference n₁', fontsize=9)\n", "sns.despine(); plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "e7a627b9", "metadata": {}, "source": [ "## Summary\n", "\n", "In this lesson we built up the NLC model from first principles:\n", "\n", "1. **Logarithmic encoding** of numerical magnitudes, with Gaussian noise $\\nu$.\n", "2. **Scale invariance**: the psychometric function collapses to a single sigmoid on the\n", " log-ratio axis.\n", "3. **Noise level** controls slope; **asymmetric noise** ($\\nu_1 > \\nu_2$) flattens the\n", " curve without shifting it.\n", "4. **Bayesian prior** produces the central tendency bias; asymmetric noise interacting\n", " with the prior creates **magnitude–order interactions**.\n", "5. **Weber's law** falls out automatically from log-space encoding.\n", "6. bauer fits all parameters hierarchically in a few lines, yielding full posterior\n", " distributions at both the group and individual-subject level.\n", "\n", "In [Lesson 2](lesson2.ipynb) we move to **risky choice** and see how the same perceptual\n", "noise parameters that distort magnitude perception also drive risk attitudes." ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "0e57b5efdb2047b39d145c47b43957ea": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/output", "_model_module_version": "1.0.0", "_model_name": "OutputModel", "_view_count": null, "_view_module": "@jupyter-widgets/output", "_view_module_version": "1.0.0", "_view_name": "OutputView", "layout": "IPY_MODEL_18c8ab1d501f47c0b8a412796a650d53", "msg_id": "", "outputs": [ { "data": { "text/html": "
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