{ "cells": [ { "cell_type": "markdown", "id": "51e83a20", "metadata": {}, "source": [ "# EnbPI prediction intervals and the four calibrators\n", "\n", "A point forecast tells you nothing about how wrong it might be. EnbPI wraps an\n", "ordinary sklearn regressor in *prediction intervals*, and four calibrators turn\n", "one set of residuals into widths. We build the intervals, line the calibrators up,\n", "and watch how each behaves when volatility clusters.\n", "\n", "EnbPI (Xu and Xie 2021) works like this. Fit the regressor on each bootstrap\n", "resample of the rows, predict the rows that were left out, and collect the\n", "out-of-bag absolute residuals. The (1 - alpha) quantile of those residuals is a\n", "half-width: center an interval on the prediction, add and subtract the\n", "half-width. The bootstrap ensemble is the only machinery; the regressor itself\n", "never has to know about uncertainty.\n", "\n", "A caveat to keep in mind throughout. EnbPI coverage is **approximate and\n", "asymptotic** under temporal dependence (a strong-mixing condition), not\n", "finite-sample distribution-free like split conformal on exchangeable data. The\n", "intervals target marginal (1 - alpha) coverage averaged over time; they do not\n", "promise it at every point, and under distribution shift the base method can drift\n", "off target. The adaptive calibrators below exist to fight that drift, and each\n", "carries a different guarantee that we label as we go.\n", "\n", "The plan:\n", "\n", "1. Build a regression-from-lags problem from a time series.\n", "2. Fit `EnbPIEnsemble` once with a moving-block bootstrap.\n", "3. Read intervals out under all four calibrators: static, sliding window, ACI, NexCP.\n", "4. Judge them with the canonical interval-quality plots and the Winkler score.\n", "5. Stress them on a GARCH-style volatility-clustering series where static breaks.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "bb1d63d2", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:38.520972Z", "iopub.status.busy": "2026-06-22T16:14:38.520639Z", "iopub.status.idle": "2026-06-22T16:14:39.331192Z", "shell.execute_reply": "2026-06-22T16:14:39.329547Z" } }, "outputs": [], "source": [ "# On Colab or Binder, install tsbootstrap first (skipped if already present):\n", "try:\n", " import tsbootstrap # noqa: F401\n", "except ImportError:\n", " %pip install -q \"tsbootstrap[examples]\"" ] }, { "cell_type": "markdown", "id": "fb3b633e", "metadata": {}, "source": [ "## Inline data-generating processes and helpers\n", "\n", "Two inline DGPs, a lag-feature builder, and the interval-quality metrics. We use\n", "two series with known structure:\n", "\n", "- **AR(2)**, `x[t] = 0.6 x[t-1] - 0.3 x[t-2] + e[t]`, homoskedastic. A regression on\n", " the two previous values is correctly specified, so this is the easy baseline where\n", " even the static calibrator should do well.\n", "- **GARCH(1,1)-style**, a conditionally heteroskedastic series whose variance\n", " clusters: calm stretches and turbulent stretches alternate. The conditional mean is\n", " still a mild AR(1), but the noise scale moves over time. This is where a single\n", " global width is wrong by construction, and the time-local and drift-adaptive\n", " calibrators should earn their keep.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "6fea2fb5", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:39.335593Z", "iopub.status.busy": "2026-06-22T16:14:39.335360Z", "iopub.status.idle": "2026-06-22T16:14:39.974357Z", "shell.execute_reply": "2026-06-22T16:14:39.972991Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from sklearn.linear_model import LinearRegression\n", "\n", "from tsbootstrap import MovingBlock\n", "from tsbootstrap.uq import EnbPIEnsemble\n", "\n", "# Colorblind-safe per-calibrator style: each calibrator is distinguished by line\n", "# style AND marker (and hatch for bars), not by color alone, so the plots stay\n", "# legible in grayscale and for color-vision-deficient readers.\n", "CALIB_STYLE = {\n", " \"static\": {\"color\": \"#0072B2\", \"ls\": \"-\", \"marker\": \"o\", \"hatch\": \"//\"},\n", " \"sliding_window\": {\"color\": \"#E69F00\", \"ls\": \"--\", \"marker\": \"s\", \"hatch\": \"..\"},\n", " \"aci\": {\"color\": \"#009E73\", \"ls\": \"-.\", \"marker\": \"^\", \"hatch\": \"xx\"},\n", " \"nexcp\": {\"color\": \"#D55E00\", \"ls\": \":\", \"marker\": \"D\", \"hatch\": \"\\\\\\\\\"},\n", "}\n", "CALIB_LABEL = {\n", " \"static\": \"static\",\n", " \"sliding_window\": \"sliding window\",\n", " \"aci\": \"ACI\",\n", " \"nexcp\": \"NexCP\",\n", "}\n", "\n", "\n", "def ar2(n, phi1=0.6, phi2=-0.3, rng=None):\n", " \"\"\"Stationary AR(2), unit-variance Gaussian noise, started at 0.\"\"\"\n", " rng = np.random.default_rng() if rng is None else rng\n", " x = np.zeros(n)\n", " e = rng.standard_normal(n)\n", " for t in range(2, n):\n", " x[t] = phi1 * x[t - 1] + phi2 * x[t - 2] + e[t]\n", " return x\n", "\n", "\n", "def garch11(n, omega=0.05, alpha=0.12, beta=0.85, ar=0.3, rng=None, burn=200):\n", " \"\"\"AR(1) mean with GARCH(1,1) conditional variance: volatility clusters over time.\n", "\n", " sigma2_t = omega + alpha * eps_{t-1}**2 + beta * sigma2_{t-1}, eps_t = sigma_t z_t,\n", " x_t = ar * x_{t-1} + eps_t. alpha + beta < 1 keeps it stationary.\n", " \"\"\"\n", " rng = np.random.default_rng() if rng is None else rng\n", " total = n + burn\n", " z = rng.standard_normal(total)\n", " sigma2 = np.empty(total)\n", " eps = np.empty(total)\n", " x = np.zeros(total)\n", " sigma2[0] = omega / max(1e-8, 1 - alpha - beta)\n", " eps[0] = np.sqrt(sigma2[0]) * z[0]\n", " for t in range(1, total):\n", " sigma2[t] = omega + alpha * eps[t - 1] ** 2 + beta * sigma2[t - 1]\n", " eps[t] = np.sqrt(sigma2[t]) * z[t]\n", " x[t] = ar * x[t - 1] + eps[t]\n", " return x[burn:], np.sqrt(sigma2[burn:])\n", "\n", "\n", "def lag_design(series, n_lags):\n", " \"\"\"Build (X, y) for a regression from the last n_lags values onto the next value.\n", "\n", " X[i] = [s[i + n_lags - 1], ..., s[i]] (most-recent lag first), y[i] = s[i + n_lags].\n", " Returns X of shape (len - n_lags, n_lags) and y of shape (len - n_lags,), time-aligned.\n", " \"\"\"\n", " s = np.asarray(series, dtype=float)\n", " n = s.shape[0]\n", " n - n_lags\n", " X = np.column_stack([s[n_lags - 1 - k : n - 1 - k] for k in range(n_lags)])\n", " y = s[n_lags:]\n", " return X, y, np.arange(n_lags, n) # third item: the time index of each target\n", "\n", "\n", "def empirical_coverage(lo, hi, y):\n", " \"\"\"Fraction of targets inside [lo, hi].\"\"\"\n", " return float(np.mean((y >= lo) & (y <= hi)))\n", "\n", "\n", "def running_coverage(lo, hi, y):\n", " \"\"\"Cumulative coverage up to each time t (a running average of the hit indicator).\"\"\"\n", " hit = ((y >= lo) & (y <= hi)).astype(float)\n", " return np.cumsum(hit) / np.arange(1, hit.size + 1)\n", "\n", "\n", "def winkler_score(lo, hi, y, alpha):\n", " \"\"\"Mean Winkler interval score (lower is better).\n", "\n", " width + (2 / alpha) * (lo - y) if y < lo, + (2 / alpha) * (y - hi) if y > hi, else 0.\n", " Rewards narrow intervals but penalizes misses in proportion to how far outside they fall.\n", " \"\"\"\n", " width = hi - lo\n", " below = np.maximum(lo - y, 0.0)\n", " above = np.maximum(y - hi, 0.0)\n", " return float(np.mean(width + (2.0 / alpha) * (below + above)))" ] }, { "cell_type": "markdown", "id": "4bcb3829", "metadata": {}, "source": [ "## A regression-from-lags problem\n", "\n", "We turn forecasting into tabular regression: predict the next value from the two\n", "previous ones. That makes the model an ordinary `LinearRegression`, and lets the\n", "out-of-bag bootstrap supply held-out residuals for every row.\n", "\n", "EnbPI needs an **observation-resampling** method so each replicate has a real\n", "out-of-bag set. We use `MovingBlock`, which resamples contiguous blocks of rows and\n", "so respects local dependence in the residuals. (A recursive model method has no row\n", "indices and would be rejected.) We keep `n_bootstraps` modest at 80.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "1a07872d", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:39.977611Z", "iopub.status.busy": "2026-06-22T16:14:39.977181Z", "iopub.status.idle": "2026-06-22T16:14:40.581912Z", "shell.execute_reply": "2026-06-22T16:14:40.580156Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "design matrix (698, 2), targets (698,)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "out-of-bag residuals collected: 698\n", "median |oob residual| = 0.682\n" ] } ], "source": [ "N_LAGS = 2\n", "ALPHA = 0.1 # target 90% intervals\n", "N_BOOTSTRAPS = 80\n", "BLOCK = 12\n", "\n", "rng = np.random.default_rng(0)\n", "x_ar2 = ar2(700, rng=rng)\n", "X, y, t_idx = lag_design(x_ar2, N_LAGS)\n", "print(f\"design matrix {X.shape}, targets {y.shape}\")\n", "\n", "ens = EnbPIEnsemble().fit(\n", " LinearRegression(),\n", " X,\n", " y,\n", " method=MovingBlock(block_length=BLOCK),\n", " n_bootstraps=N_BOOTSTRAPS,\n", " random_state=1,\n", ")\n", "print(f\"out-of-bag residuals collected: {ens.oob_residuals.shape[0]}\")\n", "print(f\"median |oob residual| = {np.median(ens.oob_residuals):.3f}\")" ] }, { "cell_type": "markdown", "id": "2dfe196d", "metadata": {}, "source": [ "## All four calibrators from one fit\n", "\n", "The ensemble is fitted once. Each calibrator is just a different reading of the same\n", "out-of-bag residual buffer, passed at predict time:\n", "\n", "- **static**: one global (1 - alpha) quantile, the same width everywhere. Original\n", " EnbPI. Guarantee: *approximate marginal* (1 - alpha) coverage, averaged over time.\n", "- **sliding_window**: a rolling (1 - alpha) quantile over a trailing window, so the\n", " width tracks local volatility. Guarantee: still approximate marginal, but adapts to\n", " changing scale (time-local EnbPI).\n", "- **aci** (Adaptive Conformal Inference, Gibbs and Candes 2021): adjusts the quantile\n", " *level* online from realized coverage errors. Needs the realized test scores\n", " `|y_t - prediction_t|` in time order. Guarantee: *long-run time-average* coverage\n", " converges to 1 - alpha even under arbitrary distribution shift; it does not promise\n", " marginal coverage at any single step.\n", "- **nexcp** (Nonexchangeable Conformal Prediction, Barber et al. 2023): a\n", " recency-weighted quantile via a `decay`. Guarantee: a *finite-sample* coverage bound\n", " minus a drift gap that grows with how fast the distribution moves; with `decay = 1`\n", " it is the ordinary quantile.\n", "\n", "For ACI the realized scores are the in-sample `|y - point|`; we compute them from the\n", "static point prediction (the out-of-bag ensemble mean, identical across calibrators).\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "54212e78", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:40.585277Z", "iopub.status.busy": "2026-06-22T16:14:40.584964Z", "iopub.status.idle": "2026-06-22T16:14:40.658888Z", "shell.execute_reply": "2026-06-22T16:14:40.657812Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AR(2) baseline, nominal coverage = 90%:\n" ] }, { "data": { "text/html": [ "
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coveragemean widthWinklerguarantee
static0.8997133.0685524.102011approx. marginal (EnbPI)
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NexCP0.8868192.9825494.10815finite-sample minus drift gap
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" ], "text/plain": [ " coverage mean width Winkler \\\n", "static 0.899713 3.068552 4.102011 \n", "sliding window 0.891117 3.068784 4.056283 \n", "ACI 0.899713 3.299156 4.252896 \n", "NexCP 0.886819 2.982549 4.10815 \n", "\n", " guarantee \n", "static approx. marginal (EnbPI) \n", "sliding window approx. marginal, time-local \n", "ACI long-run time-average, shift-robust \n", "NexCP finite-sample minus drift gap " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lo_s, hi_s, point = ens.predict_interval(alpha=ALPHA, calibrator=\"static\")\n", "\n", "# Realized non-conformity scores for ACI: one per prediction row, in time order.\n", "test_scores = np.abs(y - point)\n", "\n", "intervals = {}\n", "intervals[\"static\"] = (lo_s, hi_s)\n", "intervals[\"sliding_window\"] = ens.predict_interval(\n", " alpha=ALPHA, calibrator=\"sliding_window\", window=60\n", ")[:2]\n", "intervals[\"aci\"] = ens.predict_interval(\n", " alpha=ALPHA, calibrator=\"aci\", test_scores=test_scores, gamma=0.05\n", ")[:2]\n", "intervals[\"nexcp\"] = ens.predict_interval(alpha=ALPHA, calibrator=\"nexcp\", decay=0.97)[:2]\n", "\n", "guarantee = {\n", " \"static\": \"approx. marginal (EnbPI)\",\n", " \"sliding_window\": \"approx. marginal, time-local\",\n", " \"aci\": \"long-run time-average, shift-robust\",\n", " \"nexcp\": \"finite-sample minus drift gap\",\n", "}\n", "\n", "ar2_summary = pd.DataFrame(\n", " {\n", " CALIB_LABEL[name]: {\n", " \"coverage\": empirical_coverage(lo, hi, y),\n", " \"mean width\": float(np.mean(hi - lo)),\n", " \"Winkler\": winkler_score(lo, hi, y, ALPHA),\n", " \"guarantee\": guarantee[name],\n", " }\n", " for name, (lo, hi) in intervals.items()\n", " }\n", ").T\n", "print(f\"AR(2) baseline, nominal coverage = {1 - ALPHA:.0%}:\")\n", "ar2_summary" ] }, { "cell_type": "markdown", "id": "82c77e06", "metadata": {}, "source": [ "On the homoskedastic AR(2) the four calibrators land close together: the scale is\n", "constant, so there is little for the adaptive ones to adapt to. They all sit near the\n", "nominal 90% line, and the Winkler scores are within a hair of each other. The real\n", "separation appears once volatility moves, which is the next section. First, the\n", "canonical interval-quality views on this baseline.\n" ] }, { "cell_type": "markdown", "id": "0a26e8ac", "metadata": {}, "source": [ "## Interval-quality plot 1: the interval over time, with misses highlighted\n", "\n", "Start with the interval itself: the realized series threading through a band, with\n", "the points that fall outside marked. We show a 200-step window of the\n", "static-calibrator band so the structure is legible.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "c4928be8", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:40.663407Z", "iopub.status.busy": "2026-06-22T16:14:40.663237Z", "iopub.status.idle": "2026-06-22T16:14:40.939509Z", "shell.execute_reply": "2026-06-22T16:14:40.938519Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "misses in window: 22 / 200 (11.0%; target 10%)\n" ] } ], "source": [ "lo, hi = intervals[\"static\"]\n", "sl = slice(150, 350)\n", "tt = t_idx[sl]\n", "miss = (y[sl] < lo[sl]) | (y[sl] > hi[sl])\n", "\n", "fig, ax = plt.subplots(figsize=(10, 4), layout=\"constrained\")\n", "ax.fill_between(\n", " tt, lo[sl], hi[sl], color=\"#0072B2\", alpha=0.20, label=f\"static {1 - ALPHA:.0%} interval\"\n", ")\n", "ax.plot(tt, point[sl], color=\"#0072B2\", lw=1.0, label=\"point prediction\")\n", "ax.plot(tt, y[sl], color=\"black\", lw=1.0, label=\"realized value\")\n", "ax.scatter(\n", " tt[miss],\n", " y[sl][miss],\n", " color=\"#D55E00\",\n", " marker=\"X\",\n", " s=55,\n", " edgecolor=\"black\",\n", " linewidth=0.5,\n", " zorder=5,\n", " label=\"realized point outside band\",\n", ")\n", "ax.set_title(\"EnbPI static prediction interval over time (AR(2) series)\")\n", "ax.set_xlabel(\"time index (steps)\")\n", "ax.set_ylabel(\"series value (unitless)\")\n", "ax.legend(loc=\"upper right\", fontsize=8, framealpha=0.9)\n", "plt.show()\n", "\n", "print(f\"misses in window: {int(miss.sum())} / {miss.size} ({miss.mean():.1%}; target {ALPHA:.0%})\")" ] }, { "cell_type": "markdown", "id": "9b1585ae", "metadata": {}, "source": [ "The realized series mostly stays inside the band, with a sprinkling of red misses\n", "at roughly the target rate. On a constant-variance process a constant-width band is\n", "the right shape, so this looks healthy.\n" ] }, { "cell_type": "markdown", "id": "df6dc6d0", "metadata": {}, "source": [ "## Interval-quality plot 2: running coverage versus the nominal line\n", "\n", "A single coverage number hides *when* the misses happen. The running (cumulative)\n", "coverage shows whether the interval is on target throughout, or only on average\n", "because an early over-cover cancels a late under-cover. A well-calibrated interval\n", "hugs the nominal line.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "967d1412", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:40.942410Z", "iopub.status.busy": "2026-06-22T16:14:40.942157Z", "iopub.status.idle": "2026-06-22T16:14:41.123172Z", "shell.execute_reply": "2026-06-22T16:14:41.121010Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4.5), layout=\"constrained\")\n", "for name, (lo, hi) in intervals.items():\n", " st = CALIB_STYLE[name]\n", " ax.plot(\n", " t_idx,\n", " running_coverage(lo, hi, y),\n", " color=st[\"color\"],\n", " ls=st[\"ls\"],\n", " marker=st[\"marker\"],\n", " markevery=80,\n", " markersize=5,\n", " lw=1.4,\n", " label=CALIB_LABEL[name],\n", " )\n", "ax.axhline(\n", " 1 - ALPHA, color=\"black\", ls=(0, (6, 4)), lw=1.4, label=f\"nominal {1 - ALPHA:.0%} coverage\"\n", ")\n", "ax.set_ylim(0.6, 1.0)\n", "ax.set_title(\"Running coverage vs nominal target (AR(2) series)\")\n", "ax.set_xlabel(\"time index (steps)\")\n", "ax.set_ylabel(\"cumulative coverage (fraction)\")\n", "ax.legend(fontsize=8, loc=\"lower right\", ncol=2, framealpha=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f2cabc22", "metadata": {}, "source": [ "All four curves settle near the dashed nominal line, after the usual noisy start\n", "where only a few points have been seen. On the easy series, the calibrators are\n", "interchangeable; this plot is the diagnostic that will *separate* them on the GARCH\n", "series below.\n" ] }, { "cell_type": "markdown", "id": "0006506c", "metadata": {}, "source": [ "## Interval-quality plot 3: interval width over time\n", "\n", "Coverage alone is not enough: a band that covers only by being enormous is\n", "useless. The width-over-time view shows how each calibrator spends its budget. On\n", "a homoskedastic series the static and NexCP widths are flat; the sliding window\n", "wobbles slightly with local residual noise; ACI breathes as it chases realized\n", "coverage.\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "65a5da93", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:41.127857Z", "iopub.status.busy": "2026-06-22T16:14:41.127533Z", "iopub.status.idle": "2026-06-22T16:14:41.287138Z", "shell.execute_reply": "2026-06-22T16:14:41.285285Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4.5), layout=\"constrained\")\n", "for name, (lo, hi) in intervals.items():\n", " st = CALIB_STYLE[name]\n", " ax.plot(\n", " t_idx,\n", " hi - lo,\n", " color=st[\"color\"],\n", " ls=st[\"ls\"],\n", " marker=st[\"marker\"],\n", " markevery=80,\n", " markersize=5,\n", " lw=1.3,\n", " label=CALIB_LABEL[name],\n", " )\n", "ax.set_title(\"Interval width over time (AR(2) series)\")\n", "ax.set_xlabel(\"time index (steps)\")\n", "ax.set_ylabel(\"interval width (series units)\")\n", "ax.legend(fontsize=8, loc=\"upper right\", ncol=2, framealpha=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b3de39d4", "metadata": {}, "source": [ "## Interval-quality plot 4: coverage versus target as alpha sweeps\n", "\n", "A calibration line sweeps the target coverage and plots achieved against requested.\n", "The diagonal is perfect calibration. A curve below the diagonal under-covers (too\n", "narrow); above it over-covers (too wide). We sweep the static calibrator since it has\n", "the cleanest single quantile interpretation.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "37e7342b", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:41.290274Z", "iopub.status.busy": "2026-06-22T16:14:41.289969Z", "iopub.status.idle": "2026-06-22T16:14:41.431016Z", "shell.execute_reply": "2026-06-22T16:14:41.429062Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "targets = np.linspace(0.5, 0.95, 10)\n", "achieved = []\n", "for tgt in targets:\n", " a = 1 - tgt\n", " lo, hi, _ = ens.predict_interval(alpha=a, calibrator=\"static\")\n", " achieved.append(empirical_coverage(lo, hi, y))\n", "achieved = np.array(achieved)\n", "\n", "fig, ax = plt.subplots(figsize=(6, 6), layout=\"constrained\")\n", "ax.plot(\n", " [0.5, 1.0],\n", " [0.5, 1.0],\n", " color=\"black\",\n", " ls=(0, (6, 4)),\n", " lw=1.4,\n", " label=\"perfect calibration (y = x)\",\n", ")\n", "ax.plot(targets, achieved, ls=\"-\", marker=\"o\", markersize=6, color=\"#0072B2\", label=\"EnbPI static\")\n", "ax.set_xlabel(\"target coverage 1 - alpha (fraction)\")\n", "ax.set_ylabel(\"achieved in-sample coverage (fraction)\")\n", "ax.set_title(\"Calibration line: achieved vs requested coverage (AR(2) series)\")\n", "ax.legend(loc=\"upper left\", fontsize=9, framealpha=0.9)\n", "ax.set_aspect(\"equal\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "47040370", "metadata": {}, "source": [ "The static calibrator tracks the diagonal closely on the AR(2): asking for x%\n", "coverage returns about x%. That is the best case, a correctly specified model on a\n", "constant-variance series. The GARCH stress test breaks this for the static method and\n", "shows which calibrators repair it.\n" ] }, { "cell_type": "markdown", "id": "c1c6d053", "metadata": {}, "source": [ "## The stress test: a GARCH(1,1) volatility-clustering series\n", "\n", "Now the hard case. The GARCH series has stretches of calm and stretches of turbulence.\n", "A single global width is too wide in the calm stretches (wasting tightness) and too\n", "narrow in the turbulent ones (missing exactly when it matters most). This is where the\n", "time-local and drift-adaptive calibrators are supposed to pull ahead.\n", "\n", "Two calibrator knobs need a gentler setting here than on the calm baseline. ACI's\n", "`gamma` is its step size: a large step on a volatile series can drive the adapted\n", "level past zero, at which point ACI deliberately returns an infinite half-width to\n", "\"cover everything\" until it recovers. We use a smaller `gamma = 0.02` so the level\n", "stays in range and the widths stay finite. NexCP's `decay` controls how fast old\n", "residuals are forgotten; an aggressive decay over-reacts to a turbulent stretch and\n", "over-covers, so we soften it to `decay = 0.995`.\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "6e135842", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:41.435173Z", "iopub.status.busy": "2026-06-22T16:14:41.434668Z", "iopub.status.idle": "2026-06-22T16:14:41.572857Z", "shell.execute_reply": "2026-06-22T16:14:41.571464Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GARCH(1,1) stress test, nominal coverage = 90%:\n" ] }, { "data": { "text/html": [ "
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coveragemean widthWinklerguarantee
static0.8997773.5239324.417807approx. marginal (EnbPI)
sliding window0.8853013.3270234.266725approx. marginal, time-local
ACI0.8942093.4652324.400078long-run time-average, shift-robust
NexCP0.9276173.8071924.453241finite-sample minus drift gap
\n", "
" ], "text/plain": [ " coverage mean width Winkler \\\n", "static 0.899777 3.523932 4.417807 \n", "sliding window 0.885301 3.327023 4.266725 \n", "ACI 0.894209 3.465232 4.400078 \n", "NexCP 0.927617 3.807192 4.453241 \n", "\n", " guarantee \n", "static approx. marginal (EnbPI) \n", "sliding window approx. marginal, time-local \n", "ACI long-run time-average, shift-robust \n", "NexCP finite-sample minus drift gap " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rng_g = np.random.default_rng(7)\n", "x_garch, sigma_true = garch11(900, rng=rng_g)\n", "Xg, yg, tg = lag_design(x_garch, N_LAGS)\n", "sigma_y = sigma_true[N_LAGS:] # conditional sd aligned to the targets\n", "\n", "ens_g = EnbPIEnsemble().fit(\n", " LinearRegression(),\n", " Xg,\n", " yg,\n", " method=MovingBlock(block_length=BLOCK),\n", " n_bootstraps=N_BOOTSTRAPS,\n", " random_state=2,\n", ")\n", "\n", "lo_g, hi_g, point_g = ens_g.predict_interval(alpha=ALPHA, calibrator=\"static\")\n", "test_scores_g = np.abs(yg - point_g)\n", "\n", "intervals_g = {}\n", "intervals_g[\"static\"] = (lo_g, hi_g)\n", "intervals_g[\"sliding_window\"] = ens_g.predict_interval(\n", " alpha=ALPHA, calibrator=\"sliding_window\", window=60\n", ")[:2]\n", "intervals_g[\"aci\"] = ens_g.predict_interval(\n", " alpha=ALPHA, calibrator=\"aci\", test_scores=test_scores_g, gamma=0.02\n", ")[:2]\n", "intervals_g[\"nexcp\"] = ens_g.predict_interval(alpha=ALPHA, calibrator=\"nexcp\", decay=0.995)[:2]\n", "\n", "garch_summary = pd.DataFrame(\n", " {\n", " CALIB_LABEL[name]: {\n", " \"coverage\": empirical_coverage(lo, hi, yg),\n", " \"mean width\": float(np.mean(hi - lo)),\n", " \"Winkler\": winkler_score(lo, hi, yg, ALPHA),\n", " \"guarantee\": guarantee[name],\n", " }\n", " for name, (lo, hi) in intervals_g.items()\n", " }\n", ").T\n", "print(f\"GARCH(1,1) stress test, nominal coverage = {1 - ALPHA:.0%}:\")\n", "garch_summary" ] }, { "cell_type": "markdown", "id": "877a66ee", "metadata": {}, "source": [ "## GARCH plot: width tracking the true conditional volatility\n", "\n", "The defining test of a time-local interval is whether its width *follows* the true\n", "volatility. We overlay each calibrator's width on a scaled copy of the true GARCH\n", "conditional standard deviation. The sliding window should track the volatility ridge;\n", "the static width is a flat line that cannot.\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "259e9ef0", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:41.576228Z", "iopub.status.busy": "2026-06-22T16:14:41.575933Z", "iopub.status.idle": "2026-06-22T16:14:41.743384Z", "shell.execute_reply": "2026-06-22T16:14:41.742183Z" }, "nbsphinx-thumbnail": { "output-index": 0 } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sl = slice(0, 500)\n", "ts = tg[sl]\n", "# Scale the true sd to the static width band for visual comparison of *shape*.\n", "sigma_plot = (\n", " sigma_y[sl] / sigma_y.mean() * np.mean(intervals_g[\"static\"][1] - intervals_g[\"static\"][0])\n", ")\n", "\n", "fig, ax = plt.subplots(figsize=(10, 4.5), layout=\"constrained\")\n", "ax.plot(ts, sigma_plot, color=\"gray\", lw=2.5, alpha=0.7, label=\"true conditional sd (scaled)\")\n", "for name in [\"static\", \"sliding_window\", \"nexcp\"]:\n", " lo, hi = intervals_g[name]\n", " st = CALIB_STYLE[name]\n", " ax.plot(\n", " ts,\n", " (hi - lo)[sl],\n", " color=st[\"color\"],\n", " ls=st[\"ls\"],\n", " marker=st[\"marker\"],\n", " markevery=50,\n", " markersize=5,\n", " lw=1.4,\n", " label=f\"{CALIB_LABEL[name]} width\",\n", " )\n", "ax.set_title(\"Interval width vs true conditional volatility (GARCH series)\")\n", "ax.set_xlabel(\"time index (steps)\")\n", "ax.set_ylabel(\"interval width / scaled volatility (series units)\")\n", "ax.legend(fontsize=8, loc=\"upper right\", ncol=2, framealpha=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1fd622c6", "metadata": {}, "source": [ "The static width is a flat line, blind to the volatility ridge under it. The\n", "sliding-window width rises and falls with the true conditional standard deviation:\n", "wider when the series is turbulent, tighter when it is calm. That is the whole point\n", "of a time-local interval, and it is why the sliding window covers the dangerous\n", "high-volatility stretches that a fixed width misses.\n" ] }, { "cell_type": "markdown", "id": "b2d5a211", "metadata": {}, "source": [ "## GARCH plot: running coverage separates the calibrators\n", "\n", "On the GARCH series the running-coverage plot finally pulls the calibrators apart. The\n", "static line dips during turbulent stretches (its fixed width is too narrow there); the\n", "adaptive calibrators hold closer to nominal because they widen when volatility rises.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "09b1ac11", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:41.746636Z", "iopub.status.busy": "2026-06-22T16:14:41.746453Z", "iopub.status.idle": "2026-06-22T16:14:41.914411Z", "shell.execute_reply": "2026-06-22T16:14:41.913626Z" } }, "outputs": [ { "data": { "image/png": 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vPj4+zJ49m+eee44lS5bQt29fhgwZws0330xsbGyddVdrymuiMc9XXXV6e3vj6upq0xlQfTwnJ6fBdja2rdC457G5NOVatb3u6no9KZVKIiMjbY4dP34cgM8++4yFCxciSZL8mjp27BglJSWUlpbWO/28LhqNptblMz4+PoC1k+5Mjo6O8vvh5s2bmTNnDrfddhs9e/YErDkfqreOOzNTfFZWFocOHSIlJaVGZ5+zs7P8e5Kenk5qairp6ek277HVr5+CgoIm38dx48bVmuzt2WefbfDcbt268dhjj/HBBx/wxRdfMGDAAIYNG8bkyZMJDQ0FTj8/f/75p5xXAqy/75mZmYD19726fFhYGHZ2dg1eu7H19u/fv8E2nkmv19fZgSAIwuVPBPOCIFxRzs5mf8stt9ChQwduuOEGdu3ahVptfVu0t7e3WRdfrbi4uM56z1a9NtVisZxz2XO9VnWZysrKGmWrR8XqU52QqqKiosF21HaN6vOq6/H29mbcuHF89913vPXWW+zatYujR4/arJOu/kDcpUuXWmcP3H333XKQAbWvp62oqODll1/mnnvu4YsvvrC57a677mpU289+fJrarrM15r4DPP7440ybNo3//vuPTZs2MX/+fF577TW++eYbm5G/2pzva+Ls56u+Ous63pjXbmPb2tjnsTk09Vq1ve4aej2dGXxWv56uvfZa/P39a23TuYxYg3VmSW0BcnVm9W3btnHTTTfJx+3t7eX3w9q2fJs7dy633nor48aNq3Hbiy++yLx583j11Vdtjp+dzf7mm2+mQ4cO3HTTTWzevBmFQkGPHj3QaDRs3br1nO7n+Xj//fd5+umnWbVqFZs2beL9999n5syZLF++nOHDh8vPT//+/enRo0eN8x999FGbTP6NXdfflHobauOZCgoKGtXhJwjC5UkE84IgXNF8fHx48803mT59Ol999ZU8nTQ0NJRt27YhSZJNwqhdu3a1VFObJDY2FgcHB3bv3l3jtj179jR4flxcHO7u7mzcuJFnnnmm1jLt2rXD0dGR7du317ht+/btqNVqOnbsKB+bPn06v/76K3/88Qd///03bm5uNh/6qxN36fV6m+NNkZ+fj16vt7kuWO9z9Sg6NO3xaY52NXTfq3l6ejJx4kQmTpzI7Nmz5WR1DQXzjdHU56slNfZ5bAq1Wl1rh0NzXKtLly4A7N6922akuqSkhFOnTtGpUyf5WJ8+fQDw8vJq8PVUV5vr0rNnz1oTd3bt2pU+ffqwcOFCnn/+eXmkvj7bt2/n4MGDfP755/Tv37/G7Xv27OHbb79l5syZqFSqOusJCgri5Zdf5pFHHuG7775j6tSpODs7M3XqVL755hv27t1L165daz1369atF2SLt4CAAKZMmcKUKVN4++23iYiI4IsvvmD48OH07NkTpVKJSqU659/32jS13vraWK2oqIjU1NRmeX8QBKF1EmvmBUG44t1+++20a9eO1157TR6VvfbaayksLJS3egLrtk/p6ekt1cwmcXBw4K677uLHH3+0Wc/9xx9/kJSU1OD5dnZ2PPvss6xYsYKvv/7a5rZly5aRn5+Pg4MD9913H7///jv//vuvfPuGDRv4/vvvueOOO2y2O7vqqqsIDw/nk08+4ddff2Xy5Mny9n5gHd383//+x08//VRjn+yKigo+/vjjBjNoh4aG4u3tzfLlyzGbzYB1NsULL7xgMwralMenOdrV0H0/fvw4ixYtktsM1rXZBoOhUYFXYzT1+WpJjX0em1pnWVlZjanmzXGta665hrZt2/Lqq6/KI+MWi4WXXnqpxvM3bNgwBg8ezNNPP83hw4dtbktJSWHhwoU2bUtJSWn0fRwxYgQ5OTmcOnWqxm0LFixAoVAwatQoecp3NUmSalzn66+/xsPDQ+58ONu1115Leno6//zzT4Ptuu+++wgLC2PmzJnyjKd3332X2NhYxo4dy5YtW2zKFxYWMn36dD788MMG626Kbdu21cgwr9PpMJlM8vMUFBTEfffdxwcffMB///1Xo12ffvrpOV27sfU2po3VtmzZgiRJXHXVVefUJkEQWj8RzAuCcMVTqVS88sorZGdn8/HHHwPW/XtvuukmpkyZwtChQ+nRowcbNmzgjjvuaNnGNsE777zDtddey+DBgxk4cCC9e/dm8eLFctK1+kbTAJ555hleffVVefrntddeS1RUFPPnz5enAc+aNYs77riD6667jj59+tC/f39GjBjBxIkTa3wQVygUTJs2jfXr11NeXs706dNrXPOpp57inXfe4cEHH6Rt27aMHj2aXr160bZtWxISEhpss1Kp5Ntvv2Xr1q3ExsZy9dVX07VrV2bMmFHjg3BTHp/zbVdD993d3Z3FixcTEhLCkCFDGDVqFJGRkfj7+8uvyebQlOerJTXleWysqVOn4ufnR48ePRg/fjwTJkyguLi4Wa6lVqtZtmwZFRUVxMTEMHLkSDp27EinTp2IjIy0eX0oFAqWLVvG4MGD6datGz169GD06NHEx8fLWxJWe/TRR9m+fTt9+vRhwoQJdc6SqTZx4kTc3Nz4+eefa9wWExPD7t27iYiIoGPHjnTu3Jnrr7+e4cOHExYWxltvvcVdd91F9+7dKS8v55dffmHEiBF1vrb79u2Lu7t7jc6+2mg0Gl566SWSk5Pl8u7u7mzdupXRo0czfPhw2rdvz/XXX8/gwYMJCgpi//793HrrrQ3W3RSenp588MEHhISEMGLECK6++mratWtH//79bZYLfPjhhzz00ENcf/31dOjQgdGjR9O1a1e6dOlS51KrxmhMvY1tI1g7mGNiYhgwYMA5t0kQhNZNIZ1rylRBEIRWZv369ZSWlnLdddfVuE2SJJYuXYqrqysjRoyQjx88eJDk5GTatWtHTEwMx48f5+DBg4wdO1ZeA7lr1y6ys7MZM2aMTZ0pKSns3LmTq6++Wl5X2ZSy+/fvJykpyWa9alPOr3bkyBESExNp06YN8fHxPP7443z00UfodDo5R0B9ysrK2LVrFzqdjvbt29dIeAXWhFj79u1DkiQ6depUI+t7tYKCAtauXYtara51HW41nU7Hnj17yM/PJzg4mLi4OJuR7Loeh2rFxcXs2bMHi8VC7969cXV1ZdWqVTg5OdWYMtyUx6ehdtWnMfe9oKCAQ4cOodPpiIyMtFmbW5dzeU009HzVVefu3bvJzMys8Tu0d+9e0tLSuP766+VjzfH6bczzWNt16qLVatmxYweFhYVYLBauu+46OU9AY67V0OvOZDLJSfO6d++Ov78/MTExxMTEsHz58hrl8/Ly2L9/PwaDgTZt2hATE1MjGWf1c6XVavH09GTYsGH13scnn3ySZcuWcezYsToD8bKyMvbv309hYSHu7u4EBgYSEREhr/2v3u2hQ4cO9a7HXrduHSUlJYwdOxaANWvWoNfrufbaa2uUNZvNLF26FG9vb4YMGWJzW2VlJXv37pWz8UdGRhIcHGxTZteuXSQnJzN+/Pha79c///yDWq22ef+uS3Z2NocPH0aSJNq2bVvrexpYH6c9e/ZQWlpKWFgYsbGxNnkl1q9fj8ViYejQoTXO3bp1K+Xl5bWOmjdUb2PaWFxcTGhoKG+//bbNbgOCIFxZRDAvCIJwhRkwYAAVFRWN3krsSiMeH6G55OTkEBYWxtNPP81rr712Ua5ZWFhIdHQ0c+bMEWupL2Mvvvgiixcv5uDBg43qlBUE4fIkptkLgiBcpoqKimzWRgPMmzePzZs3c++997ZQqy4d4vERmtP27dtt8i3odDoeffRRFAoFt99++0Vrh5eXFytXrmzUFpRC6zVgwAB+//13EcgLwhXukhiZN5vNlJWV4eLi0qQ3JZ1O1+Demo0pIwiCcDnSarVMmDCBEydO0LZtW5KTk0lISOCRRx5h9uzZNln6r0Ti8RGa0759++TEhj4+Puzfvx+z2cyXX37JDTfc0NLNEwRBEC5DLRrMZ2Zm8tVXXzF37lwyMjJYu3ZtjXVUtZk5cyYffvgh5eXlREZG8vHHH3PNNdc0uYwgCMKVIDU1laNHj6JQKOjWrVuzZUe/XIjHR2guZrOZI0eOkJycjJeXFz169KixFloQBEEQmkuLzs1ZsGABkiSxePHiRu8j+vHHHzNnzhxWrFhBr169ePfddxk3bhyHDh0iOjq60WUEQRCuFGFhYYSFhbV0My5Z4vERmotKpaJjx4419qwXBEEQhAvhkphmn56eTmhoaKNG5qOiohg3bhzvvfeefCwiIoIJEybw7rvvNrqMIAiCIAiCIAiCILRWrSoBXn5+PqdOnWLgwIE2xwcNGsT27dsbXUYQBEEQBEEQBEEQWrNWlQIzNzcXoMZ6Rj8/PzlQb0yZ2uj1evR6vfyzxWKhsLAQb29vkQRJEARBEARBEARBuCgkSaKsrIygoCCUyrrH31tVMF/NYrHY/GwymWoE3I0pc6ZZs2bxyiuvNF8jBUEQBEEQBEEQBOEcpaWlERISUuftrSqYDwoKAiAnJ8fmeG5urnxbY8rU5rnnnuPxxx+Xfy4pKSEsLIy0tDTc3Nyapf3NIX/F2+T/8WaD5Xyufx6f0c8AkP3TExSvm0vAtC/x6DPpQjdREARBEARBEARBOEelpaWEhobi6upab7lLPpivrKzEZDLh6uqKh4cHHTp0YPXq1UycOBGwjsCvWbOGe+65B6BRZWpjb29f6/Yxbm5ul1Qw7zb5DYyVOZjXz6uzzILwIbw9+Q35Z2XfG/EMjMA1ri8Ol9B9EQRBEARBEARBEGrX0HLvFk2AZzAYKC4uprS0FIDy8nKKi4vR6XRymYceeshm27rnn3+eb7/9lh9++IFTp04xY8YM9Ho9999/f5PKtGahNz7PvIietd72cUQ/vo8YYXPMpdM1+F7/Ag6hYqscQRAEQRAEQRCEy0GLjswvXryYBx54AAB3d3duu+02AJ599lmeffZZAJycnGxGxidPnkxlZSVvv/02OTk5dOzYkTVr1hAYGNikMq2Zk3sbHprxLWm/vY73tp/l4zvix/KFbzS+lpozDARBEARBEARBEITLxyWxz/ylqLS0FHd3d0pKSi6pafZnksx6kl5zQJcEvje8yuLw63lg73f4WPzJm/6UXE6fcQR91nEcQjuh8Y9qwRYLgiAIgiAIgiAI9WlsLNqq9pkXzqbApWMUfhN64Dv2RZRY11Sc3TtTsvUH0j++gfIDf138JgqCIAiCIAiCIAjN7pJPgCfUTaHS4HdjgvyzqmoPQumscN4hvCvu/aagCWh3UdsnCIIgCIIgCIIgXBgimL+MhDl5QmocEQG+Nsfdek7AreeEFmqVIAiCIAiCIAiC0NzENPtWTJIkJLMeyawHwFPjDKV+eFh8GzhTEARBEARBEARBaM1EMN+aSWayv3Mg5xdrlv7qbQgtZ+U0NJUXoM84gqk072K3UBAEQRAEQRAEQbgARDB/GcnXl0JAAumqRJvjxevnkvh8PEVrv2yhlgmCIAiCIAiCIAjNSayZvyxYR+JLjJXgk0GuWWdzq9ojGIc2vVB7BLZE4wRBEARBEARBEIRmJoL5Vk1h81OAoxtkxBDi7WVz3KP/bXj0v+1iNkwQBEEQBEEQBEG4gMQ0+8tB1Rp5L3tnKArEwxTQwg0SBEEQBEEQBEEQLiQxMt+aKWxH5qt/stjmv0OSJJAs1jJK1UVomCAIgiAIgiAIgnAhiZH5y0ixQQt+yeSok2yPr/uKo9PU5PzyTAu1TBAEQRAEQRAEQWhOYmS+VVPgM+4wiqo+mRJTJfilkGsqsS1l54DSyR2lnX1LNFIQBEEQBEEQBEFoZiKYb8UUCgV2Hu3ln5VV0+7PmmWPx4Db8Rhw+0VsmSAIgiAIgiAIgnAhiWn2lxGVHMyfHc4LgiAIgiAIgiAIlxMRzLdyhSuvoXD1OABUyuoUeCKYFwRBEARBEARBuJyJYL6V02f+iyFrNQBKap9mX7b/L04+FU3Or89d5NYJgiAIgiAIgiAIF4II5i8L1vBdpaj96ZT0FRhzEzGX5lzMRgmCIAiCIAiCIAgXiEiA1+qd3mteqax9zbxLlzHEfJSNQuN0UVsmCIIgCIIgCIIgXBgimG/tFKeDeZX8rW0wr9Q4otQ4Xrw2CYIgCIIgCIIgCBeUmGZ/WbAG72ql8oyfBEEQBEEQBEEQhMuVCOZbvTOm2Stqz2ZfmbyH1PfHkPfnmxexXYIgCIIgCIIgCMKFIqbZt3KuXV8HpQo4nQDv7JF5c3kB5ftXoFBrLnLrBEEQBEEQBEEQhAtBBPOtnEunZ+Xv1QoFmFUoJJVNGcfIHoQ/tw61q+95X0+SJMwlOag9As67LkEQBEEQBEEQBOHciGn2lxE/R1c4OoDQ/P42x1XOnjjHDsY+uP151S9JEjk/Psapmd3QZ584r7oEQRAEQRAEQRCEcyeC+Vau4tjnVBz7Ajid2N5yoTLgmY0YchIwV5ZiLi+4QBcRBEEQBEEQBEEQGiKm2bdypTseAZQ4x94nJ8A7e595Y0EqBSs/QuMfjdew+875Wgq1htCHf0eXshc7/ygsRj1KO/vzab4gCIIgCIIgCIJwDsTI/GXBGryXGishbhMZvptsbjUVZ1P4z3uU7lx0TrUb8pKRTEYAFGo78v96hxMzfNAeW39+zRYEQRAEQRAEQRDOiRiZb/XO2ppOZcYimWxK2PlGEnjHl6i9Qppcu7m8kJS3hmLnFUroo8tQOXui9gjEzidCzqIvCIIgCIIgCIIgXFwimL8sWEfm3e0c4NAgAtwdbW5Vu/niOfSec6rZWJSBQqUGtR1KB1cAAqd8DFM+Pr8mC4IgCIIgCIIgCOdMBPOtngIkCwAqpRJQIDVjAjyH0I60eW0fFqPOGtQLgiAIgiAIgiAILU5EZ62dQlE9MH9GNnvbaN5cUUzpzkWoXLxx63FDo6qVJAlFVYVKe2eU9s7N1mRBEARBEARBEATh/IgEeK2cxqcXdr69AdCbjdBuG/mBW23KmMpyyfr2HvL/fLPR9WbNm07WggcwlxfWuK3gn/c5PsOHwlWfnF/jBUEQBEEQBEEQhHMiRuZbOe9rT2eUVygUYKfHbLbYlFE5e+F1zePYeYU2qk5TcTYl239GoVThO/alGrdLJgPm8gLMlSVNaqtkMWMqzsLuHBLxCYIgCIIgCIIgCKeJYP4yolYqaj/u6kPA5PcaX49HAFGzjqJP3Y/aI6DG7d7XPI7X1Y+hUGua1D59xhFSZ48k9LE/cYzs0aRzBUEQBEEQBEEQhNNEMN/KmSvSAQmVcygqRe3B/LnQ+ISj8Qmv9TaFWsO5XKlo9adIFjOG7BMimBcEQRAEQRAEQTgPYs18K5f3eyy5iyMAzgjmbRPgSSYDFcc2oE3cXm9dkiRRfvBfJIul3nJNYdaWULprCQBO7Qbh1uNG7HzbNFv9giAIgiAIgiAIV6IWD+a/+uor4uPj8fHxYejQoezevbve8oWFhTz00EPExMTg5+fH9ddfz8mTJ23KPProo7i4uNh89erV60LejZZVlb1epbA+nWfvTGeuKCJl1mAyv7yt3mrK9/9F6rvXkPbR+HrLVRzbQNLrA8hb+mr9zbJYSJtzPekf30jx5u9x73sLgXd8jlN0n/rvjyAIgiAIgiAIglCvFg3mf/jhBx5++GFefPFFdu/eTXx8PMOHDyczM7POc8aPH8/WrVtZtGgRe/fuJTo6miFDhlBaWiqX0el0XHXVVWRnZ8tf69evr7POy4VKWfvIvELjiEvn0TjFDq33fIVKjSYwFtduY+stZ9GVUnlyM/qsY/XXp1TiMfgu7IPa49LhqgbbLwiCIAiCIAiCIDROiwbzs2bNYtq0aUyaNInw8HA++ugjHB0d+fzzz2stf+rUKTZs2MDs2bPp3LkzwcHBvPfee5jNZr755hubsiqVymZk3tHR8WLcpRagoDp4VyqVpw+dQeXoRtjjywm686t6a3LpeDVRbx7Go//Uess5xQykzWv78L95doOt8+g/hTav7UXt7o+5opjKpN0YchIaPE8QBEGAvGWvceR2JXnLXmvpplxWzJWlFG34hrI9y+osIx57QRAE4VLXYsF8cXExhw8fZvjw4acbo1QybNgwNm3aVOs5RqMRAI3mdBZ1hUKBnZ0dGzZssCn733//4efnR9u2bbnzzjvJysq6APfiEiTJ/5wThVKJQlV/XkSVkzsOYZ2x8wqu9fbiDd+iSz1wus6qrPflB/8h6eUe5C9/65zbJwiCcKXIW/YaeUteAiTylrx02QaVlcl7KN78Habi7POuy5CfQsmWH9Ce3CIf0yZs48RjYaR/erN8zKKvIGvedNI+vhF9Zs1ZZlfKYy8IgiC0bi0WzFdPpffz87M57ufnV2fg3bZtW9q3b8/LL79Mbm4uRqORd999l/T0dJup+aGhoXz++efs27ePH3/8kcTERAYMGEB5eXmd7dHr9ZSWltp8tQqNyGAvSRKmkhxMJTm13m6uKCLn1+cw5CSed3O0idvJ/OYukmcNwlxeaHObnVcITrGD0QTEnPd1hCuXGC2zJVks6NIPUbZv+fnVI0lIJkMztUo4X6eDyTOO1RFUWox6jMWXXoe1ISeBimO2He1ZC2dw6qVuGItO/80uWPE2mV9NpTK57pw5hpxEyvatsDmvaP08El/oSNGG0zPzKk9sIuPL2yjeOF8+pnRwwVSYhrEoQz6mdvPDOf4q2ry2H/ugWEyluZx8IoKML6eQu/TVRj/2giAIgtCSWjwBnjw1/IyfJan2kWWlUsmyZcuws7MjMjISFxcXduzYwY033ojijKD2hRdeYPLkyQQFBdGzZ09+++030tPT+fnnn+tsx6xZs3B3d5e/QkNDm+cOXnQ1g3vJqOfEwwEkvtCh1jOKN39HwYq3yFn0bKOuYCrJIXPeXeQumVnjNsfwbniNmIHv2JmoXLxsbnOKGUDEc+vwGf10o64jCGdr7GiZqSy/zveR1kwym6hM3GE7NdhiJunlHqR/fCOSydi4ekwGKpN2U3HsdC4Rc0kOR+9ypPzAP83dbKGJagvk5duWvET6Z5Pln40FqRy725HUt0c06Rqmkhzylr1O6e6lTW6fJElYdKc7xy36CrK/f4SsBQ/YlEt6rS8pswZj0WvlY4as4+hS9mIsSJGPOXcYiceQe1C7BwCQu/h/JL0+AH326eS2+cvfJO2DMWiPn+4csOgr0KcfwnBGOfuQjngMvhvnuCGnjwXGEvNJHhEvbJSPKZQqwp9eiUNIPAAqJ0+M+SmUH1pJ/u81/7aBCOgFQRCES0+L7TNfPSKfl5dnczwvL6/GaP2ZoqOj+euvv6wfJiwWVCoVffv2JSIios5zfHx8CAsL48SJE3WWee6553j88cfln0tLS1tFQO97o3U0XZIka4dGLdPsFSo1Gv9olM5eNSvAulbeOPIRXLvXn8W+msVQSfGGediHdMTvhldsr6W2I+C2jy7LQEpoWXWNVAL4jn1RPpb6wfWU7/uTqLePYx8QQ/Hm79EeW0fAlI9RalpP7gyLUU9l4jYs2mI5KaXFUEnSa31QOrrR7rMiFAoFCrUdrj1uRKHSYNGV1ehEs+jK0SZuA8Al3hrwGfKSSHq5B/YhHYh64yBgDQqRLBStn4tLp2tqtMf6+M/E94ZXbB5voXmYK8vAYqbwv4/rDOSrlW7/mbzg9viOfRG1eyBKR3eUjm6AdaZGyeaFqJy9cO12PQAVxzeSOXcazu0GEXSXdRTbYtCSt+RFFHb2OM3JQO3iXeM6puJsyg//h9rVR35N6DOPcWpmNxxCOxP50lYAFHYOFK75DIVSTcDUT+XOdee4YVj05Vj05SjtnQAImPIxKFVofCLk63gOno7n4Onyz/qMQ1Se3IwxPxn7gLYAOEb3w1JZhtrdXy7n3vcWXLuMQe0RJB9zCOtUIz+MQqVG7epT72OqUNvhMfReitd+WW+52t5zBEEQBKGltFgw7+PjQ3R0NBs2bGD8+NNB5Pr167npppsaPF+hUKBSqUhOTmbHjh08/PDDdZYtLy8nIyOj3k4Ce3t77O3tm3YnLgEqB1/bn4tCsNQSzEe/Y7t935nsA9sRcOucRl9T7eZH8AM/o3I5/eGodMcinONHoHL2tF6zlun/kiQhGbRYjLpaPzgKQl0aGqm06Cvwv8mai0Ht5ofK2QtjXpI1mF/3FdoTG3EfcDvO7QZezGY3mmQ2oUs/iEVbIo8omsvySZk1BLVXqBzMqxxdces5EZWrD5KhEkVVgBRy3w9yXRXH1mPRleHaZQwA+owjpL5zFY7R/eRgXuMfjVO7QdiHdJQ7AjX+0QRM+QTXrtdjKsmhZPvPKDXOeA65y+bxvxKDGclkxJCfhEKhQuMfdV516TOPUpm4HceoPtgHxQJQ8O8ccn58DJ9xM8lvYMvPanlLZuI79kUUajtiPy+Sjxf8/S65vz6DW5/JcjCvtHfGmJuIwStELmfnGYJLl+sInPoJahdvyvb/TcHyWbh2H4f3NdaObX3WUTK/moJL51FyMK92D0AyGZAki1yXQqki+O4F1r8JkgUUKgBCZvxSo932QXEN3jffG17DZ+xL2Ae2k4+dHfAD1gC9gSC9KYrX1p8ktlr1Yy8IgiAILa1Fp9k/+uijzJs3j/Xr16PT6XjttdfIzc3lvvvuk8s8+OCDNnvEf/TRR6xfvx6z2czJkyeZNGkSAwYMkDsA9Ho9U6ZM4ciRI5jNZtLS0rjtttuwt7fnlltuuej38WLT5EejzIm+oNdQ2jvh3vtmXOKtyQsrE3eQ/tkkkl7pVe+aW3NZHsfucSHp5V51lhGEs9UXyFcrWPG2PP3V/5b3ifkkD5eOVwPgNfIRAqfPswkMWpIkSeizT1KZdHp9sCHnJEkvdSP7uwflY3Zewbj2nIB7n0lIFrN8PGTGLwRO/VQe6TxT/vK3SHlrGHlnBIT2IR1w6XStzWi7Qqki4vn1BE79RO54U7l44TViBnbeoZgrCsn54VHrKHET1m5fDvTZJyha+yXahK3ysdKdi0h8ph35y99s8PwzZyUVb1pA+meT0aXutzmWOXca5Yf+lY/ZeQajcrV2zPqeNdupLnWV8xx8F+4DbsepbX/5mENIB9rOySD8mTXyMYXajrDH/sDOO8zaboMW7YmN6JL3yGU0Ae3wGHw3rt1Od7irnD2Im6ujzcztNtd173sLLh1HolCqGtX++jiEdsQxohtKe+fzrqspGvvY+4yvfRq+IAiCIFxsLTYyDzBjxgwKCgoYP348JSUltG3blj/++IOoqNMjHzqdDq329Hq7UaNG8cADD7Bx40YcHByYPHkyb7/9NiqV9QOEvb09Y8aM4bbbbuPIkSM4OTkxcOBAtm7dSlBQUI02tHYFfw/GYizFZ8wuFEoVCoUCyxkjJg3JnHcXDhHd8Rw8Xc4631RqjwCcO1yFU7tB9dahdHBD5e6PqhlHUoTLl1lbgtLBlbxacjPUpnq0TFU13biaW88bL0TzGs1iqMRcXoBd1aho5akdJL/aB8fovkS+aM24rQloh1PMQOzDOp9eMgOEPrioSddy6TwaY34KDuFd5GNKeyfCnvirSfVo/Nvife2TGPKT650RAa17hL5s33JKdyzCvf9UuXOy4vB/ZC+cgdc1j+MU3RcATVAc9qGdUHtad/CQLBbK9y3HpcsYFFV5XzK+voOyvX8Q8fxGeR12ZcJWSrf/jEvHq3EI6wyAc+wQLNpi7INP5zBx7TkBt14TbdpWXweW7w2v1vm4q1y8CL57vs0xhVqDnWf9f/+c44YS+fJONL5t5GN2nkG1bmna0I4nrVX1Y1rfY+8x+C78xlnfkyxGPUq70zP6TMXZGAvTsA/tJB/PX/E2FYf/w/uaJ2pdviIIgiAI50MhXSKLm41GI3Z2djWO6/V6LBZLjX3iTSYTanX9HyjMZrMc5DdVaWkp7u7ulJSU4Obm1vAJLST7R08kQzEBU00olCoc31iAzmRCmmk7HfH4wwFgNtHu03z5mD7zGInPxaH2CqHteynyh9LGKPjnfSSTAZ8x1qR5kiSBZGmWURlByJp/H0Ub5hH5vy2UH/ynwZF5qD/AkSxmsr9/BH3GYcKfXVPrMpDmIpkMcqeW9uQWkmcNwbn9cMKf/BsAi0FH0ss9cIzuS9CdX1+wdpyvxsyIgPof95ZkMehQqNRy4Jn/12xKNi/E/5Y5cuCe9+eb5C1+Ad9xL+NbNdpambKXko3zce4wEtcuo2vUa64sJfn1/ujTD9H2gzS5kyb9s0mUbv+F0MdX4Np5lLWuUzsxFqbjGN0HO4/AJrW/rsf/Un28LycNPfaSyUjOL09TuHIOcfMMKNTWzy6nZvZAl7ybqFlH5OUEGV9OoWTL9wRM/RSv4Q+gSzuIITcR167Xib+XgiAIQp0aG4u2eDb7arUF8mAdaT87kAcaDOSBcw7kW5fqoMTaJ6PzPwJhR7FYbEfnLZWlmCuKbI7Z+UQQ+shS/Ce+1aRAHiD3txfJXfScPKVUoVCIDyZXKH32CdI/m0TqnLE2WasbS3tyC9nfP4whL0k+pnTyRKGyQ591HN+xL+J7Q/3riBsKcBRKFRWHV6E9tg5Ddt2JMM9HZeIOTj4VTcaXU+Rj9sHxKFR2NiOZSo0DUW8euqQDeaBJMyJaksWoR5e6H8lsko+lf3Erx+5xpjJpl3zMXJaPPv0Q+vSD8jG37uMJfuBn3AdMlY85hncl4LYPaw3kAVSObjh3GIlTzEAs+gr5eMBtHxH7VbkcyAM4tumJW4/xTQ7kgVpf9yKQvzgafOxVavQZhwEwa0//XXWM6o1T7GCbZTE+171A5MwdeA23Zvov2fYT6R+NJ/+PNy7wvRAEobUQW+4K5+PynCt3BdOUBWKQTJglyaanJvbLMlCctQ2gxkFOrNVUvuNfJveXp0l+cxDB9yxE4xt5Hq0WWhPJbMJYkIrGzzodV6G2p3T7L7h0GYOpNKfB14LFoAOFQp6GWrzhG4o3zEPjH4PXVdY14z6jn8Z33Ety9vn6pr82NsAJvP1zVC7eqN38KdvzB06xg1E5uTf+jp9Bn3mU/OVvYecbid/4lwFQewZhzE1E5Xi6TpWTO7FflLTKacm+N7zSyJH5xq0zbg6G/BT06Ydw6TxKnl2R/FpfdCl7bUZDVQ5uKDSOmEtz5HO9RjyIx+DpNtPI7YPiGpWQ7WwBk9+rcUztVneC1XN1+nUvdhG42Op77BUKBSEPLqIycTtKexf5eODUT2vUU53ksJrGtw0O4d1w7XHDBWq5IAityZWeYFY4f5fMNPtLTauZZv+TN5K+kICpBhRKO7z+9w9FlUaM74xGrbpwEy9M5QUkvdQNi76C6HdOylnsG5Lyzkgqk3YS9fp+OfGS0HoY8pJJeq0PKidPomYdkQOq0p2/4RQ3pMFdCvL/mk3+slcJnPY17n0mAaA9sRnt8Q249b5Z7iCoy9nTX89lpNJYkMrJx8PxHHY/gbd/1mB5U3kB5ftWoLR3wq3nBMCaIT7x+Xg0gbFEv3VULmvIS8LOJ+KCTuO/mBqaan+hRooliwXtiU0Y807hMfAO+fjJJyIw5qfQdk6GvAY885u70aXsJfD2z3Fs0xMAi16LQuN42TwPwuXLkHsKhcoOO+9LfytcQRCal1hOJdSn1U2zF5pH9WdXSwNdNGX7/ybjy6lUHF17TtdRu3gT9dYxwp78p9GBPIBFV4ZFW2zdU1m45JmKsynduVj+2c47DKXGCaWDKxZtiXzcreeNNQJ5i1FP2Z5l6DOOyMdULt5Y9FoMWcflY04x/fG57rkGA3k4c/qr4pz/2FmMeus3itrf/syVZTZT/g1Zx8n8+nYK/j49GqsJiiPonoWEPfG3zbka38jLKoCsb4mDvH74jP5gXeoBkl7rR8aXU2s9pzaSyUjZvuUUnbktmEJB2kfjyJw7zea9wqXTKFx73IBkqJSPBd35NW1e2SUH8mBN+nc5PQ/C5al400ISnooif8Vb8jFzZSmGvOSWa5QgCBdFQ1vunj3l3lSSQ8WxDRhyEuRjupR9ZHw9jcL/Ts8K0qUf5ug9LuQvfwvhytD65n4KZ7H9wGpyLAKlAZPFjOaMvprU90djKs0l4vmNKDUOlO/9g5It3+EY1RvnuKHndGWlxhHHyB5NOif86VUo1PZywiDh0iWZDCQ8F4elspS2c9Kx8whEoVTS5pU9qJw9bMtKEqaiDAzZJ3BuPwyAwn/eJ3fx83gOn0Hg1E8AcO91E65dr7fuD32OfMe+eF491hr/aOK+NdeaJ0J7YhPJbw3Fuf0IOWGdY2QP6x71Z/yeKBQKPPpPqXH+5ai2JQ6+N7yKc/wIEp6NxaIrJ2ZOOmDdtqwyYSvmsjy5rGSxyI+1Ra+lbN9yLNpiPIfeI5dJ/9i644DHwDtQqDXWx3fAHSBJSEYdOLoCNGomhSC0FpLZiEN4N9TuAYA1+WLq7JEoNU60fT+lzvOMhelYDFrsA2IuVlMFQWgGkiRh0RZTsOpj8n+vP99M3pKX0GccIeSBnwBrvo2cHx/D5/r/4XejNdA3leZSsmk+lsoSvEbMAEDl5IGkr6D84L94X/MECrUdktmEubLEZtClZNvPaHzb4Bgltotu7UQw38q59ZoDZj3VkyzK/A6AyojObMaJ0wGzLmUvpuIsJLMRcMDnuuetgXxV4HWxKB1cGi4ktAhjYTolm7/D+9onrAGVWoN731ux6MqQqkezoUYgD4AkkfBsLJK+gtivylHaO+PWayLlB/+Rt/cC6/Pf0q8BhUIBCgWGnERyl7yI2tWHgNs+AsA+tLN15oG9k7xFnEKtqbHV15WmtvXD+uwTGPNTsA9qL5dTe4USOXMH9iEdkEwGMr66ndLtPxP3jRGFSo1kMZPx2c0ondzxGHJ31eNrh+eIB1E5eWAx6lFV7QQQcMv7LXJfBeFi8Rw8Hc/Bp3eesQ+MRe3qB1U5Niz6CvL+eAPMRvwnzZbLJb7QEYu22Jq8sffNF73dgnCp0mefxFSSjVPbfnJS5oK/30ObsBX/m95C4x9d63mSxYIubT+WyjKcYwc16ZqSyYA+8yiS2YRjZPeq+sxkf/8wklFH0PR5ctnEZ9phyDnJ2QNxdSnd/jNUBfP2gbG4dLoWjd/p7bsdwrsQMuNX7M44ZucVTMSLW3AI72YN5C1mjk63R6FxJO6rcrlc3rJXMWQdI/y59Ti3G4ghL5m8JS9i5x2O34TX5XKm4mzUHgGnfy7JQZd2ALV7AA6hHZv0WBkLM7Doy7EPbNek84T6iWC+lXOKus3mZwUKJKix13z4c+tBsqC0dwLAzjvUZi2qIGR8cSva4xuw84vCvfdNAPKIekMUSiUuHa/BkHMShcb6GtP4RxPx/PoL1t7zpdA4UrrtJ1SuvvjfMgeFUonK0ZV2n+SLmSO1OHtGhH1ADDEf58rb8IG1o+TM6e6GvFPy3uwAKkdXvEY+itoz2LqFX1USxNoSygnClUapcaTNGwerOt1BodJQsOJtFBpH/G5+R146ogmIwTluKG7dx7dkc4XLjHXa96WXbNOir6Di6DpQKOTdQiSLmdT3RiGZ9EQ8t04um/retRhzE4n5MEsOQLUnNlK2Zxmew+5D4x+NsSCN9M8mofYMIvTBRVVnSiTN7I5C4yQHvIacBLQnNqEJbCcPSlSe2kn29w/hGNWHgFvnAGAsyuTUi12wD44n6s1DgHUHneKN85GMOgKnfSV3LKjdA7AYK3HrMYHClXMavO8+416Wv3fpdA0una6xuV3t5odbr4k1zjtzEEWhVFlzVCmUSCaj/PnGOda6ba5T237WR8Ckp2TL9ziEd5OD+ZKtP5Lxxa0ETPlEHvkvP/gvmV/fbpN3qGT7r+iSd+M59F55yWTeH29QuOoj/G+ejUfVjjFl+/4ke8H9+N08G59RTzZ4/4XGEcH85aZq+arprEXz9gFtW6AxNRWu/oySLd/jM/qZc86kL5xmyEkgb9lruHQeLQfgjWGuLKN447e4dBgpZ1v2GvEgmoAYHEI6nFNbgu/7AUtlSatZq2znGUTIQ7/hGNXHZsq9COQbT1U1/b0uIff/ZM3LcUZ+goBbP7jQzRKEVkuhVKJQWju5FGo76y4crj4gSXJSnDYzt7dkE4XLUMZXt1OyeSFw4TKqS5IEkiT/vdVnHqPi8CrsQzrIy9i0CVvJ+HIKTjEDCb77WwDM5YWkfTAGTWCsHMwrlCoqE7ZaZw6aTfKOMc7tBmH0byt3iAF4j34Gz6H34RDe1XqunT2VCVuwO2PnHYVShUunUShUdnJ9Fcc3kDVvOl5XPSQHx5JkoTJxOwp7Z/lctZsvjtH90Jz1OTv47vk25QAiXtggf69y8bpoCWbbvpdU49jZy9bsvMMIeWgJdmd0wJu1xdadYcry5WOagBhcu43DIayzfKxs52JKdy7CKXawHMxLZiPm0lxMpbmnr+EVAgqlPLtAsljI+elxUKrkTn3JZCD5zUGAgsiXtp7/nb8CiGz2dWgt2ezLD81GMlbg0vl/KJRqVF+/gEWtJ33CywS71j6dOW/pq5jL8/G6+rGLvqVczqLnKVg+i4DbPsLrqocu6rUvRyXbfyHjs0k4Rvcl5IGf0aXsxT60U4PPa+7i/5H/5xt4DLmHoGlfXqTWCoIgCM3JVJaPZNBeVrvDXOgRYnNFMUon94va8WzIS8KQfRKHsM6o3f2bdG7FkTWYSrJx73tLk84zlxdSfngVSntnXLuMkY8lzxqMQuMkdwqdb0Z1i1GPQmUnB+ll+/9Cl7QL9763yNPa8/54g/w/3yTglvfxHHovAMUb55M5d5pNXp3KpF0kvdwTp9jB8oi7xaAj8+vbsfNtg/9Ns+TrVibtQunojsYvqtYcOHWRLBb06QdRuflh5xFYZ7nKpF0Ub5xvnQXT05rXxaLXWmecufmjdvNt9DXr0hqy2UsmA6js6v19Kdv/F8b8ZFw6jULjGwGARVcOCgUKjW1CWlNZvpw3SZuwjeTX+2Ef0pGo1/dbrydJHLvbEcliJm6eodUMEF0IjY1Fxch8K1dxaDYWXR4uHZ8FpRpF1Toc81kj8zm/PoupMJ2AKR9TsuU7DDkJeI64+MG01/AZuPeZbO2dE5pMl34IXdIueYmEW88JGCfOwmPQneSveIfCf94j4LaP5f3aq2kTtmLRlePS4SoAPIfdhy79YJM/HAiCIAiXBu3JLaS+Pxrn+BGEzPj1svjQez57bksWCxZ9hTxjyKKvIG/pK0hmk00OjpNPtcG9zy1yACmZDBiLs1A5usm781QcWUPR2i/R+Efje+PrdT62hvwUTIXpOLbtJ5fJXfw/tCc3ETT9m9NTjpe+QsmmBQQ/8AvuvW/CoiunMmknKFTyGm2ztoS0D64DlZqIZ9fI10j/bBLmsjxcu41Fae+MPvsElQnbsA/pgGNENwDKD64k+7sHcek8Wp79ZCxMkzv7q4N5paMb+ozD8nK4hjKqn/n4F/zzPsaiDPwnvSvf1+RZQ9AeW0/U28flhIyl236mZMt32AfHy8G8Qq1BMuowV5bK9TuEd8N79DM4xQw8fSy0EzEfZllno1RRahwImfFLjfY1NQFzNYVSaTOqXBfHyB41rqG0dzrn2Yu1qSvB7KUSyAM2S+nqUj1j4kx15Uc6MwGyU3Qfwp9dhz7j0OnrKRS0eXUfSid3+VjZ/r8xlxfg0d92abFgJYL5y4Zt8G456+eyvX9gyDyK301vEXz/T+iSd9eZCORCsvMKxs4ruOGCQg2mkhxOvdQNhVKJc4eR2HkGoVCq8BnzLABObftjKkyzmToGUHFsAymzBqMJbEfUm0dQKJXYeYUQ9uiylrgbwgWgM5rZllJESlElt3QLxk4ldh0VhMudfUhHlBpHnNsPl6fhW3TlSCYDKhcvwLpNVf7SV9AExeJXxzaTYB0tMxakysEhQPb3j1BxfD2hjyxD4xNe+3nlBejTD6F29cU+uH2tZepSfng1xtxEPAbdiUKlrjWwrC2gNxakUbbvT+w8g+Xlerr0wyTN7IZDRA8iX9wMgEJtT8Hf76HQOOI/+T0UCgWSxYJkqKR012J8b3gFtYs3OYuet3aET/0Mr+H3W69RlEHpjl+tMwjNRiQUZC18AMmoI/je7+S2pLw5CGNBKjGf5MlBii5tP9pj6zHmJ8vBvFN0XyzaErmMIT+ZlLeG4RjVm8iXtgHW4Ed7crM18K1KwArg3mcykslgHSG1d6Z8/1/WrObXPX/6+VKqMOScxJCbKLfNzisU9wF32ASfCpWa6NmnULv51RvI1/b4F/z7AabCdHyv/5/c6aHUOKF09rTdqrbXROxDOmAfHC8f87rqYbyveVxeOw7gENYJh7BONtdTqDU2ydauBLUlmL2SOMcOqpF0sHr5J4CxIJX0j8YhWcw4hHfFISQes7YEY0EqKmcvEVMggvnLQO29xWaLbQK8gNs+RtJXVL3wQ865R1O4uMzlhSidPVEoFKjd/fG++jEUag3Kql71M7n1GI9bj/HWrKwp+3AI7wKAU7uBOHe8Bue4IUhmo7weU2i9jGYLO1OLWZOQz9qEArYkF6IzWX/ny/UmZgy4uMtnBEG4+FSOroQ8tASLthiFUok+6zjJbwzArddNBE6t2nfabKR05yIco/vCDa8imQwU/PsBlspS/Ca8Idd16oWOmEqyafd5MaqqETFDzkn0qfsx5iWh8QmnbM8flGz/Gfe+t+LaZTQAZbt+J+vbu/Ec8SCBUz4GQJd6gIoj/+F9zeOANVlZ2ofjMFcUEfm/TfI1s7+bgSHrOC6drqF404J6R4grjq0n4pn/ANBnnyB74QxcuoyRg3m1u791TfYZI+gKlZrAO7+2bsdVdZtCqST0seXW6e5V23TZB7RFExQnJ+QEcI4bSsiDi3DtPh6FUoUkSZRs/dGanfyub+U12k4xAzGV5iIZKuVz/W58Hd9xM7EPPB2QeA69V55eDmDnGYJL59HYh5zOBq5Qqmjz6l7Ubn429z/gtg9tfnaM7IHn0HtxbNNbPubUth9tP0i3OVfl4iWvOz9T9TTovCX1b41WLW/JzKoEqC9Z17yrTueVCX3sT5sAHcC163W4dr3O5pjSTnzuqM/5brl7ObPzDsPv5neQ9FocQqwdREVrvyT312fwHf8KvuOs7xulOxahyziM59B75eUTuYv/R/HGbwm8/bPLOk+XCOYvG9aReHma/VmpEFzih1/0FtVGl3aQwpVzcAjrWmMquGCraO2X5Pz8FMH3fie/Cfnf/Ha950gWC0mv9UWXsofodxLQ+ISjUCjkPdOF1kmSJI7klLPyeC4rT+Sx8VQhFQazfLudSkF8gCuHs8tYeihbDuZTCrWsSyzA39Wea2L96qpeEIRWyim6j/x9/h9vAAoUytMf7TQBMYQ+9icav6qZeEo1eb/PRLKY8b3hVTkQc4zqg6k8H0tlqRzM+09+H/9b56DxiQBAn32c0m0/ofFvKwfz9iHxuHS6Vt6iUp99glMvd0fl5CEH8wqlisrE7ZjL8jBXlsnT4N373IK5ooiCVR9T+Pe79d5P7ZHV5C17Dd+xL2IfGIvXNU/gGNFdvl3l4k3cXF2NtdOeg+6sUdfZn4fODrTBmqjLzmuC/LNCoSDk/h9ROrrblAu+7/sa9TdmCrfK2YOwx5fXcm6nWkrbcooZgFPMAJtjSo0jyiaOUPre8EqDI/PV5QA8h9xd47azA3lBuBC8Rz5i87PGPxrH6L42+SeKNnxDxcF/cIkfIQfzFqMOU3EmppJsuZypvEDuyLtciAR4dWgtCfByfg7AosvB/9ZylHbO2H39IiZ1JUeuf544b68a5XOXzASLCa+rHm5yEpbmUH74P1LfuQrXbuMIfeT3i3791qR483dkfjUVn+uetxlBaUjWdw9RcfBfgu6eL285IrQ+eeV6/juRz8oTeaw8nkdmqU6+TaVU0CPEnaHRPgyN9qZ/hBcKBXi/+C9mSWJK9xDWJhSQVKgFQKmA5BdGEOrpWOM6+eV61iUWcDyvnPv6RuDt3PD6OEEQWq+ClR+hcnLHvc/kRq2HrabPPoE+4wgOYV3k0d3a5P7+MrqkXTbBqjZxOypnLzR+bWoEgEduV3L2UsHaKWi/wNJwMaHRGppqf6mt3xaEupRs/wVTYTpuvSbKCUHNFcWgUKB0dEOhUKBN2Erqe6Pwv/mdWjunLjUiAd6VokZSltoT4BVvnI+xMI2Cv95GMurxuurhi9RAWw6hnQh+4Be5p184rTJlL/q0A3gMuB0A97634BDauVE99WfynzgLxa1zRI95K6M3mdmSXMTK43msPJHHnvQSm9tjfJ0ZGePLyHa+DI7yxs2h5hZ6w9v6sOJoLt/sSAMg2N0BB7WSxAItfx7J4YH+ERRpDaxPLGBtYgFrE/I5mFUmn59bbuDDcc2X3EcQhEuP98hz+/tvHxAjJzmrj9/4l2scc4rqXbNglaaOEAvNp7YEbPJtIpAXWhH33jfXOKZy9rD52ZiXhKWyhMqkXa0imG8sEcy3cvZBV2MxFKFQWAO36tDeItn2Xhet/ZLKxG34T34fhUrdIqPyAGo3vybth36lMBZnkfRKbxRKJU7tBqHxjUShVDU5kIe6M4gKl56Mkkr+OprL8iM5/HcyH+0ZU+c9HO0Y0daHke18uSrGlwivmnkSzvbW6DjCPB3pEuTO0Ghvon2cWXYom/Hzd/HuukTmbk9hX2YpZ87H8nS0o2+EJ38dzeX3g1nMGRt/WWTFFgShdagvoJTLiMDygmkNGdUFoTm4970FO58IHKP6NFy4FRHBfCvnMXD+WUesH8JNZ43Mew6fgWuPG3Dvd1uz7I0pNC87j0C8r34Upb0LavcrK5PrhZJTpueXfRn8fjCbgW28ePWa2IZPusAsFold6cUsP5LD8iM57M04vU2PSqlgQKQXI9v5MjLGlx6hHqiUTQuqOwS68dmNth1AV8X44minlKfcuzuoGdTGm6HR3gyN9qFToBtKpYK4t9dyLLec3ekl9Aj1OO/7KgiC0FhihLhlXekZ1YUrx+W4/FSsma9Da1kzf7aod//kVGEFSU+NIcLz0huhlUxGClZ+CEj4jHqqpZvTYgz5KWQvfACvqx7GpePVLd2cy4bOaOaPwzks2JXGv8fz5OUmdioFJW9ci6PdxV96UKYzsepEHsuP5PDXsVxyyvTybd5OdoyK82dMe39GtvPFw7Hm1PnmsPJ4LoeyyxjUxpuuwe61dhK88NdR3lydwPPDo3ljVNwFaYcgCEJ9zl7DLQJ5QRCuVGLN/BXCWHQQLEbUnp1RKFXYW1xADypqBi1Fa7/CXFGIe78pLbcvo1JJ7i9PoXR0u6KD+YpDKynf/xfmiiKcO4wU05ob6WReOd/sSCO5UEuElxN39gol2seZLclFLNyVxi/7MinRmQBw0qi4oWMAezNKOZxdxs7UYgZFXZwMpgUVBv48nMNvB7NYdSIPven0spdOgW6Mae/H6Dh/eod7Nnn0/VyMbOfHyHb1Z7Mf3zGQN1cn8PuhbBHMC4LQIsQIsSAIQtOIYL6VK1x1DRZtJv63lqJQuqKsCgqlszLDak9sImu+desVl47XtFgwr1Cq8L3x9StyXbfFqJf3WvUYNB2ztgTPwXeJQL6Rvt2Ryl2/7kehUCBJEgoUvL0mAV8XDbnlBsCaD3JYtA9Te4RwY6dAXOzVvPDXUQ5nl7HiaA79IjxRq5QNXOncZJXq+P1gNksOZrEusUCeFaBRKbk21o/r4v0ZHedHmGfDa99bQvcQd0I9HDiaU07QKyvZ+ehAgt1rZr8XBEG4kMSe24IgCI0ngvnLRdVqiSzngxBRSk5lL5ugIe8P69ZmzvFXoQls1yJNrOZ7/Qstev2WULxpAbmLXyDihY1Vye2U+Ix6sqWb1SgnS/L4/tQerg+Np7tPSMu0Ia+cu37dj0WC09nbrP/nlhsI93Tk7j5hTOkeUiNY7h9p3aLxnbWJZJTo+P7Wbs3WrqQCLUsOZrHkYBZbU4rkpjlrVIyK8+OGjoGMivOrNfP8pUahUDCpSzCz1yWSVarn622pvHx1y75XXOlqm4nS1vfK6whtLlqDieO5FRzJKeNobjlHcspwslPx9U2dayzBEY+9IAiC0BqIYL7Vsx3V1doVgWMpWpPR5rhLx6ux8wzGe/QzKDVitO1i057YhKkog7LdS/G+5rGWbk6jnCjJ4/X9//HDqT1YJIn12Ymsu/aBFmnLnA2n6tyFWKmASV2DeGFE7VsmDYj0wt1BTYnOxJKDWZjMlvManc8q1fHLvkx+2pvBjtRi+biHox3Xx/tzQ8dARrbzbZH1+efrlWva4eqg5qV/jvPbgSwRzNeiQm9CpVTgcIGf3xozURQK3lmbwLybunBHr9ALeu2LIadMz/7MEg5mlXEwq5QjOeUMbOPFe9fHn3fd5XoTR3Oswbr1y/p9UqGW2rIERXk7M6iNF0dzy+kc5EZCfsVl/dgLgiAIlw8RzF82rJ9Qwiq6cCK/FN9RtiMI3lc/2gJtql3e0lcp2f4zEc+ubbEt8i4GyWRAodYAEHDLB7h2H49r51Et3KqGnR3EO6rsqDQb2V+YJX+wvRgMJjOzd+5m5eFSNhytrLdsSmHdt7s52JH7ytX0+nAj+zNL2ZtRSs8wjya1pVBr4LcDWfy0N4N1iQVyQODromF8hwBu7BTIkCgfNOoLM4X/YnG0U/HC8LZ8sSWFQ9llnMgrJ+YKHo2UJImT+RVsSylia3IR21KKOJBVSoiHI0eeGoKzve2f0HK9iYT8CuIDXLE7jw6jWmeiVP1/5y/7WHY4mxhfZ94aHXfJL9MxmCwcyy1nf2YJB7LK5P/PTARZbWdaMRM6BdI3wqvRdZ/IK7d2CGSXcqjq/+Q63g9c7dW093ehvb8r7f1dcbZX8cBvB3l11Qm5jEalwGSRan3sp/+6jwFtvIj2cW7agyAIgiAIF4gI5ls92w9yzhZ3qFSgUdlO69We2IQu7QDO8SOwD6h9BPNiKduzDEPmUYo3zcdn9DMt2pYLQbJYKFjxNiXbfybyxS0o7Z1ROri0ikD+se3L+PjoZsySBSe1HQ/E9uPJDkPov+ITEssKSK8oIdTFA4PZxKmyQtq5+zZ7MJFeVsZDa/9jec4eTOpKMNujVvXBbK7qsnIugsAEyIqGCg9wLWK3Momuy9bz11V3EehUM+OnRq1kaLQ3+zNLeXr5ESqNZl68KobR7evuTKrQm/jjcA4/7c3gn+O5GM3WD/RuDmrGdwhgctdghrf1uWBr8FuKUqlgfMcAPt2czJIDWTw7vG1LN+miMZgs7E4vZnNSEZuSCtiSUkReVT6GM6UWVfLT3gwGtvFmW4o1yN+aUsTBrFIsEjwxuA3vnscI89fbUqnrt0oClh7KBmBEW19GxPiQUlTJrrRidqWVcDS3jPv7RXBNbP0JDy+E3DI9+zNL2Z9ZyoEs6/9Hc8vk350zhbg70CnIjU6BbnQMdGVfRimz1yUy89/jrLy3r01Zi0UipaiSQ9ml8kj+oewyjueV11q3h6MdHQJc5cA9rur/YHeHGu9Xx3PLWX4khxhfF4orjWxNKarz/lkkmLs9hbdGtz/HR0gQBEEQmpcI5i8XVSMH1R9ULGfNJSz4533Kdv+O382zsW/htdpBd88nd9FzmMvy0aUfxiHk/KdVXlIsJkp3/44+4zAVxzbg2vnalm5RozmpNdgplTwWN5CnOgzBz9EVgE6egSSWFXCgKJNQFw9uWvcdy1IPs2joFCZEdG6Wa69KSuHJLf9xQHcClGb53WlGm6u4c3QXes7ZiCRJ4J8EDloIPgYosGj0nDQAhbAk5SAz4vrXWv+ASC/mbEhiXWIBAB9sOFUjmJckiU1JhXy7I41FBzIp15sBcFArGdvJGsCPivO74FOsm8JoMbMx+xQHi7KZHtMLl6oki+fjxk6BfLo5md8OXt7BfJHWwJbkIjYnF7IpqZCdqcXozth5AKCtjzN9IzzpG+5Jn3BPEvIrmLhwN3cvOlCjPmeNCq3RzFfbUpk50rpkoSGSJJFUqK3qFChmW0oRu9OLsdSxrkQBtPF2IrFAy9Sf9mIwWyjU2i6r2pdZSuJzwyjTm8go0REf4NqsnW5mi8TJvHL2ZJSwN6OUA5ml7M8qrXW03V6tpHuINWjvHOQmB/DezhqbcmPjTSzYlcaqE/l8uTUZvckiB+6Hc8rk38UzOaiVdAxxo0OAKx0D3OgQ6ErHQFeC3GoG7XWZM64Dc8Z1AKxLaMJf/6/WDoJqG08VNqpeQRAEQbgYRDDf2skfWKwfPjIdjkJoEdmV3Ynh9PRYTdVovHPckIvcwJocQjuidven4O93cYjsedkF8wq1hpAHF2EqTMMpZkBLN6dOlSYjHx3ZiL1KzaPxgwB4uuMQ7o/tS4izh03ZTl6BLE8/yoGiLEaHtifEyR0ANzuH82qDxWLhnZ27+ODwRnLJskYqCgiQgniq02Ae7dYVpdI68j3vpi7cuWINklOZ9WSNdcQ01N6HwSFhfJ+4h825yXUG86Pi/JnSPQR3BzWfb01hS3IhBpMFjVpJapGWBbvSWbAzjcQCLWBdi391O19u7RbM2A4BFzyJXbG+EoPFJHeg1KfcqOfv9GMsTT3EX+nHKDZYpxUXGrS80vXq827LwEgvfJw17EorIaVQS7jXpZmBvykkSSK5sJJNSQVsTi5iU1Ihh7PLbMrYqRT0Cfekf4QnAyK96BfhhZ+rbedIhwBXYv1cOJZbTqyfC33CPekT7kGfcE/i/V0ZP38Xy4/k8MOedO7rF1GjHaU6IztTi9mWejp4z6+wHf2vb7dCpVLBuA4BLNydTnZV8Bzl7USPUA96hHjw/Z509meWEv76ajJLdQB8fmNHm7ZoDSb2Z5ayO72EaB/nekfxTWYLR3PL2ZNewu70EvakF7Mvs5QKQ83gOtjdwRqwVwfugW7E+Do3avaKs72ap4dG8+SfR7hv8cEaj0eMrzMdA6sC90BXOgS4Ee3j3KxbOwa6OXB/3wg+3ZyMubbF9cDh7DI+WJ9IpdHC44PbXFIde4IgCMKVRyFJdfzFqoNer2f16tVs2LCB9PR0AEJDQxk0aBDDhw9Ho9E0UEPrUFpairu7OyUlJbi51Zy2e6k4ew2zy9zXqVAV8+egBxgT1camnEVXhsrx0rgv5YdXY8g+jnP8VdgHnN/IX9m+FUgmA249xjdT6xqWt+w1m31wizd/T8WhlQTds6BF1rBKksRvKQfQmoxMje7RqHN256fT4885uNk5kH7z/3CtJzBflnKID45s4Iu+E4j18EM6ayZIU+mMRp7asIG5pzajU5daD5pVdHOK5b0BIxgSdjrJlN5sYkP2KUYEtaXz7x9wqCRL3nqxjbMPJyc8TZq2mIhFbxLu4knyxIZ3S+j94UZ2pBbz4lVt2ZJcxJqEfHl5bKyfC9N6hnJb9xCC3M+vs6IhRXqtdYZD8n5WZZ7kobj+vNfr+lrLFusr+TPtCL+lHODfjOPozCb5to6egRwsyqKzVxD7xj7eLG27+9f9zN2eyvvXt+exwVHNUufFVD3ivTahgHWJ+axLKCC9RGdTxt1BTf9IL/pHeDEg0oueYR6NSlyoM5rRmSx4ONbs4Pn7aA6j5u6gQ4Ar+54YzNGcMranFsvT8Q/nlNVIwhbt40yfcA96h3nSO8wTJ42KTu+uq3V0XqmA488OQ6mA5MJKugS74eV0+u/ukgNZ3Lhgl3z/SnQmwjwdeWZoNLvTrVPxD+eUyVsnqpQKEp4bRoSXE3qTmcPZZacD94wSDmSW1pitoFRAe39XuoW40zXYXQ7czx5tbyqtwcSUH/dSYTDbBO5x/q4XLaHkybxyYt9eW+fMiDO9dFUMD/SP4HB2GYezrcn2OgS4MmNA5IVvqCAIgnBZa2ws2uiR+YqKCmbPns1nn31GWVkZnTp1wt/fOkV1zZo1fPDBB7i5uTFjxgyeeuopnJxa/0hOa3B2MKWQqqbZW2qWu1QCeQCX+OEQP7xZ6spd9Bz69IPEztXJ+7hfSNZA/iXr90tewmLUUbzua8xleXgMmoZz3NDzvkZuZRmv7lvFkMCoRk1jf2HP38w6sIZRIbFMjOiMo7r2UeTDRdnEefihVCjp7hPC7B5jGBTQpt5AHuC6sPakVBQR7Gx9DZ35utMZjTy2fh3pFaUsu268PJJem0qjmbk7knni8EKMdhWgBjuTE2MDu/Ph4BEEudomlirUa7l/y2/8mryfr/tP5GBJps3tpyryWZV1kpFBMQQ5uZFSXkRGRQnBzu713p+BkV7sSC3mtVUnAWvQM7lrMHf0DKVXmMcF7ZApM+pYlnqYn07tZVXmSYwW6winvUqN/owAvVpGRQl3bf6V1VkJclk7pYprg2MZH96B60Lb4+foQtAvr6FRqtCaDDipz79T9cZOgczdnsrjfxwh1MOR3ekll/Q2XdUj7+sS8+UAPq3YNngP93RkYJvTwXt7f1eU5zCy62CnqnNE9up2frTxduJQdhnuL/xdYwTb1V5N7zCPqhF9T3qFeeDrUvN9a95NXZj+6z6bjOqSJDHvpi5yArY23jUTsd3QKZBdjw7Ey0lDhJcjvT7cyK60EmYsOT3a7aRR0TXIDZNFYntqMTcu2IUkSRzKrrm+3U6loGuwG92CPegW4k63EHc6BbripGn+iX1OGjW/3dGz2ettira+LnU+9q9e044j2eX4uGj4eFMSr646YZM8r1q4lxMOaqU1yM8pI6lAy2OD2zAq7vJN+CoIgiC0jEb/NY6Li6N79+7Mnz+fESNG1BiBNxgMrFq1irlz5xIbG0tqamqzN1ZohKogxCxZGih4+ZDM1imqFm0xygucHf/MQL5awZ9v4jFoOs7thzdLIF9h1NNx6XuEu3gyJrRxiZamRfdkcfIBXu16Ta2BfE5lGf/b8w/zTuxg/sCb5dH7JzsOaVT9SoWSh9sPtDl2sDCbW1b/ypHSTCxKaxD66d42PNS9a43zU0vKWLgzg082pVrX1Qa74Oiq4t62A3l7wCA06toDI1c7e8qMeob4t+GDQxtQosByxiZ1ShS8uPsfRgbF0N8vgkXJB9iSm8zEyPo7QG7rHsIPezLoHOTGHT1DGdsh4IKO/BnMJv7NOM6Pp/ayLPUwlWbrGmcHlZoxYR2YGNmZMaFxuNo5sDH7FI/v/IOtox9CrVTh6+DM1rwUVAoFo8LiuTG8E9eFtsfD3naLyYQbn22W9fLVhkX7yCO7ExfuRqVQIHFpbdOVXKhlXVXgvjaxgNQi2yzmEV6ODInyYWi0N4PbeF+U5QJKpYLHBrXhod8PoTWa6RjoSu8wTzl4j/VzadTU8Dt6hTKgjRfztqfKnSjTe4c1KpN691AP+fuPxnXg1VUnaOvjQvcQd3qEeshtSCnUEj1rDXvSSwDr+vZeYe50C7YG7d2C3ekQ6Ip9Hb+fl6vGPvYfbUwixN2B+ABX4gNcKa408s2ONK6bt6NGnQeySvlqYmeO5ZaTX2Hg2WHR5z2TQRAEQRAaPc1+z549dOvWrVGVNqXspaq1TLPPX9EXc0UavmMPorT3xG3um5SpClnc715ubHdpJK7K05Uz/+RO7ovtK48AG/KS0R5bh51vG5xjBzW5TotBh0VbjNojAMliRqG88B82awvkz+R7w6v4jn2xWa71yt6VHCzK4qv+E/GyrxmAHCjM5N1D65nbfyIalbVPziJZUCpsR8XNFgtfHN/K87v/ptSow0ltxzs9xtS5rrwxJEnir6O53Lr+R0ocMqwHLUpQWhjr1Y+lY2+Qy5ZUGrnjn39YWrAJsttAURDDon14ZHAYY2ID6x3FP5PebCL819fJ0ZXXuC3A0ZXkiS/w+bEtPLbjDx5tP5APeo895/vXnI4V5zLnyAYWJR+gUG9di69WKLk6uB2T23RlbFh8jQC8xx9z2F2QzrEbnqadu3Ut8/a8FOI9As4pWH9o2+8oUTCn99gmzzh4+d/jvLKy5sgjnJ7ufTG36SrUGlh9Mp9VJ/L470Q+SYVam9vDPB0ZGuXNkCgfhkR7E9FCa/0lSeJwdhlhno4XPNfC+VqXkE9yYSXdQtyJ83c5ry31rjR6k9mmo8NgsnD1V9tIKtQSH2Dd/i7e35Xv96Sz+mS+zbk3dQ7iy4mdal2qIQjCleNkXjnf7Ei7pGe+CS2j2afZNyU4b+2BfGtiqczGos2AqpF4BZfeyPyS5IM8vWsFAE91tI5cV57aQebcaXgMuvOcgvnsHx6hfO8fhDyyFKeo3s3a3to0FMgD8u3nEtAfLc7hSHEON0Z0AuDFLiNQoKgRfBnMJt44sJo396/GJFno4RMij5hbJInE0jyMkpn2HgHsL8zkns2L2JGfBsAtbbrydo/RNZLbNcW2lCKeWX6EDacKwSEAtxCJe9p3R2sy8lnqPxwszgKsSb4+2pjEe+tPUawqhAgzbYLhxykD6B3u2eTr2qvU7LzuUfJqCeb9HF2wV6kZHtiWaW17MiwwmhVpR/jm5E6+GzS5WaacN0WFUY9zVdCdqyvjy+PbABjgH8ktbboyMaIzPg51B8Af9R7HL0n7UJ/RMdPbN7xR1zaYTTy1czkz4voT4+4LwKrMExwvyWNKdHd6+DRtJF1vsqBUUOv6YYVCwbztqcwaHdekOpt2fTNbk4tYeSKPVSfy2J1eYrPePNTDgaHRPgyJ8mZotE+LBe9nUygUdAi8dDuBzzQk2qelm9BqnT1jQaNWsvaBfjXKDWzjxV2/7sfTyY72/q58tDGJX/dn8uv+TNY/0I9BUd6AtbPKXqXE2V7kJhaEpjKZLWSW6kgpqqRUZ+Lqdr6X/Nax3+5I5a5f99ss6ame+Ta1Rwi55XrSinWkl1SSVlxJWrGOtOJKIr2cePnqGPk9qFxvIr3q9vQS6/2f2Dnoguf9ES4N5/UXo6KigqKimnuyhoSEnE+1wjmx/bRtbkz2noukqCrTtt58eu2ofVAcniMexCm65gefhkgmA6biTCz6ClTOXufdPkmSKFj+Fq7dx2MfFFtrmbwlMxtVV96SmU0K5iVJYt7JHTy8bSkA8R4BxFataV+ZcZzVmSe5Jaobnb2COFqcw63rf2RvYQYqhZIXOg3n3nan92Nen32KEf9+yZCAKHr6hPL+4Q2YJQtt3Xz4st8EhgZGN7pdZzuWU8bzfx/j94PW/a1D3B149ZrOTO0Rikqp4K/EJD5LhXRDLtcs+ZU1GckYk61B3tgOcUwbMICxbc8viVqoiwehLh513t7RK5BvBtwMwNX/fsXKzBOMPhVHpKsXf6Qe5q6Y3sR7BpxXG+qTpS1l4tqFaE1G9ox9DLAG8HN6jWVceDzhLo17rfbzj6Cff8Q5tWHy+h9YknIQD3tHOat9d+8QjpfksTTlUJOD+eSzRr7PZF2jXvft56J6RHvViTxWnchn/akCtGesOXdzUDMs2oerYnwZ2c6XKG+nFkk4KTS/V/auJMLFk9vbXpw185UmIybJ3GC+kOYQ5eNsE+SHezpyT9XWhnf8vI9oH2uOhaxSPSHuDhx4cjCeTmIKviCcSW8yk1pUSXJhJSlFWlKKKqu+rN+nl+hsPvtO7hrMmPZ+pBRVYq9W8vCAyEsmuJckiZ1pxdz1635rZ3l1L3XV/9N+2cfdi/Zhqmdc7s8jOQCkF1dSoquZb2fmv8d5aEAkM/pHEOAmgvrL2TkF8wcOHOD2229n3759td7exAT5wnk5KwFe1c8WLo3nQJIk7o7pzc2RnfF1OD1tyCG0I4FTPj6nOhVqDaGP/oEh+wT2AW0pXPUJhas+wmfMc3gMmtbk+kq3/Uzu4ucpWv810W8dQ1HLSK7vDa80ODJfXa6xtCYDd29exI+n9gLwSPuBRLqeDvj+Sj/Gh0c2EuHqxaacJJ7c+Sc6s4mOnoEsGDiJrt7BNvXFVk3JXpedyLrsROyUKl7ofBXPdRyGQx0J8RpSqDUw85/jfL41BbNFwtPRjueHt2XGgAibNeYjwsPAosSgruDfkh3gAoPad+GDq3vRLcTjnK59Pp7vPJyJkZ2Z1KYLz+/+mw+PbCTcxbNZg3lJkthdkC4HyH4OLqSUF6G3mMjWlhLg5IZSoeSR+IEN1NR8Xu4ykkBHVwb5n97J4uH2A/jx1F7eOLCaTblJrL3m/kYHwBFeVcFyLe/pFglKa/kAUS2tqJKiSiOdguofoS7VGVl1Io+/juby97FcskpP71WuUiroH+HJyHZ+XBXjQ89Qj0vmw5hw7l7bt4rfUw7x4+BbifWwvm9tzUvhtf3/0d8/kmi35p0tkK+rYF9hBvsKMtlXmMm+wgyOleTxTo/RPN5hsFzu7N1h/ss8wcPblvJRn3GMCIpptvbc3SecaT1D6fr+Bg5ll8nLRezVStJLdHi/9C+f3tCR+2vZ2vDsqf2CcLkwmi2kF+tIKtSSXKi1/l+kJalAS3JRJZmlutr+FMkc1EqivZ0I93RiR1oxP+3N4Ke9GfLtSQVaPr6h40W4J9b7klGiI6VIS2pRJanF1o6H6u9Tiypr3d7zTBYJIr2cCPVwINTDkVAPR0LcHfB21vDw0kM2W6v6uWgI8XAk1N2BEA9H9mWUsDm5iNf/O8kv+zLpGeqBg52SV65uR4iHI5IkUaIz4aJRib+pl4FzCubvvvtu2rZty2effYanZ9OnzArNr3qrrtPT7Fs+mE8ozeeGNQt4sfOIBhOSNYZkMYMkoVCpUSgU2Ae2A8Bi0GLIOYmxMO2c6nXrOYHyA3/hFDsEbcI2HMI6o3KyzYbuENEdpaMblsrSOutpypr5pLICxq9ZwP7CTLzsnVgwcFKNZHfRrtapl8/u+otSozUr9+Pxg3ij27W1BudBTm54ahwpMlQyyL8NX/abIH9QbiqT2cKXW1N46d/jFGqN2KuVPDk4imeHR9e6xlOjVuGn8CeXLHwtAbzT61ru6Bh/TtduDoMDohgcYJ0JMNA/kg+PbOSxHX9wojSPz/reeF51Z1SU8O3JnXybsJNTZQUcHv8k7T0CUCmVrLz6HqJcveU8BhdbR69APul7g82xnj6hxLn7cbQkl/XZpzhUlE1Hr0CMFjP7CzPrHa2/s1co76xNqPP2rSlFmMwW1ColFovE7vQS/jySzZ+Hc9iXaf1d2fxgf/pFnu6kkiSJY7nlrDiSy1/Hcth4qhDTGaMp7XyduSrGl6tifBkS7X3Jrzm/0GoLKLUmAwoUde5a0dIkSSKhNJ+d+Wny1yd9xtOlqgMyoTSfvYUZ7CpIk9+jHFRqzJKFV/etYuGgyed83UxtKbsL0tldkM6egnT2FWSSri2pUdZJbUeZ0dpx9NXxbcw+uI7nOg3jzphecl3P7/qboyW5zNi6hMfaD2JSm641Ek+eK7VKyfLpvVh1Io+2vs7E+7tSojMRP3sdepOFGUsO4uFgR7nBxKHsMg5mlXIou4y8cgNfTezE3X0at/RGaP3KdCYSCypILKgg3t+VWH/X86pPbzKTVKAlsUBbVa+Wk3kV+Ltq0BktTV63bTBZSCnSklOmp0+4Z53BodkikVmiswbohVqSCyttAvezR9bP5mqvJtLLiQgvR8I9nQj3dKz6sn7v66KRO+M2nSrg7bWJ+LloCHJzYM7GU3yyOZk4f1ce6B9Ra/2SJJFTpievwkB8AzudFFcaTwfphVo5QK8O2hvqeFAqwMlOidZY+9C7UgETOwfx85Tutd5+bawfB7NKCXJ3INjdoUYHX4XexHe703lnbSIn8ys4mV8BwD/H8nBzUJNWbO1MCPVwYOHkrpgsEmnF1tkNacWVpFdN59cazbw8MoYbOwWSUaIjvURHelW59GIdUT5OPDKwjZzUVW8yW8tVTfev7RwnjYqvJnYiwtOJjJJKIrycCPGo/X317A5WoXZN3mcewNnZmYyMDDw8PC5Aky4NrSUBXu5vUZjLTuE3KReVgy9ec9+mSJXH/J53cnuHxmVCv1Ae2Pobnx/bymPxg3j/rL2zJZMRXcpeJIsJx+i+nHwsFMmkp90neXXWl//XbMp2LyX4vu/R+J7ex9dcUYTFqEPt4l3rqHpjpX5wPeX7/iT8mdU4tx9mc1vG13dQsmkBzh1GUnFoZY1zmxLIr8w4zuT1P1Co19LFK4jfh91BhGvNKdj/pB/j2lVzAQh2cmfBwEkMD6o/qeG6rAQK9FpuCO94zm+A/53I49Flh+Ve3xs7BTJ7THsivetfj5xeVsapolIGhQXXW+5iy9OVE/jzq5glC44qO8puewNVIxPvVbNIFlZnJvDF8a0sSz0s56SIc/fjs743MOQ8ljBcDOVGPQ9u+50FCbuYFNkFe5WaZamHqTAZyJk0E89akixWm78jTd6mq/qDlgIIdHMgs1THq9e0I624kuVHcmxG1TUqJQazhXv6hPHB2HjWJRbIAXxy4ems8452SoZF+zC6vT/XxvpdMuvea1Ok17I++xS+Ds7097/we4lLkkTvPz9iZ0EaXbyCGBYQzabcJPYUZODr4MKR8U/ZBJdZ2lL2F2bSxze82YLOxsioKLEJ3Hflp8nLq6p93vcG7ou1TjU/UpyN0WKhvYc/dlXJS3Mry4hc/CY6s4mVI++h0mykn19ErQlAwfrYZGhLCHB0RV1Vx4AVn7A5N7lG2QBHV7p4BdHFK9j6v3cQ0a4+8vvAl8e2ct/W3+S/VYuS9vP2wbXsLki3qWdCRCcWDZ16Xo9VQ3alFfPw74fYmlJzCeOZJnUJYs64Dvi7XvjtWIVzV6ozcjLPGkydyKvgVEEFY9r7M6FzkE254kojCfkVNb8KrEFyNXcHNT9P6U5BhYG04kpu6BRITC1Bd5HWYA3W8ytsgvbE/Aoy6gk0lQpstsG8o1eodSlihYFThVpOFVi/EgsqrN8XakkvrpTzqtzaLZgZ/SNOB+pVI+tJVQHv2VtfnsnRTlkVrDtZ//d0ItLbUT7m6WhX6+cai2Qhu7IMb3tn7Ks60r84toWxYR0IdLJ+fv/zcDZjv92JUqHgqwmd0KiVpBRpa0zZ11fNa7+9Rwh39Q6rEaRXf1/frDQAZ41K7mgI83QkzMORsKrOhzAPR4LcHXjpn+PMXpdo/bvqXASBCZAVDRWeqJQKnhoSdd45acr1Jv48nIODnZLZaxPl9xWFAtwd7CiuNJ5X/QDdQ9yxSBLpJTryyg1NPl+tVPDGtbGYJamqI6CSjFJr4F+iM/LooDa8cW3sFRnUNzYWPadgvn379vzzzz+EhYWdVyMvZa01mPee9w6Fylzmdr+D6Z06tFi7CnQVhP76OgaLmd+H3c7sQ+vo6RPKe1VBvVlbwvH7PVB7BhMzJ51j93ti0ZUR93UlilpGmySziVMvdkGfeYSIFzbh1Lb2tfaViTsoWvclAVM+Qamp+8NsxdG1FPw7h5D7fkBZNf0/b9nraE9uwnfsSzXql8wmyvYsw63njTWS4TU2kJckiXcOruX5PX9jkSRui+rGl/0m1JmgrVhfyYC/PqGLVzAf9RlX54fa5pJWVMkjyw7J6+I7BboxZ1w8Qy+DBFmp5UX0Xv4R2ZVl7Ln+sRpLFOpSoKvg25M7+fL4NhLKrNmoHVV23NKmK3e3600vn7BW8wdmU04SA//61OZYP78I5vafSJxH/Vs6JuRX1Nim64/D2TzxxxGbcvEBrlzX3p/r2vsT6OZAmzdXY69WogB0Zyz+i/RyYnScH6Pb+zM4yvuCbgt4PrQmA5tyklideZLVWQnsKchAQkKtUJI44TnCXKwz04wWsxyUNodKk5HFyQfYkJ3I3JM1tzmr9mSHwbR182VTThKbc5M5VVYAwJjQOP4cMb3Z2nM2k8XM7EPr2J6Xys78NDK1NWcsxbj50ss3lJ4+1q8uXsENziR4dtcK3j64Vv55WGA0q6+5D0mSSK8owd/RRZ71ctW/X/Jf5kn2j32cTl7WwGjyuu/ZkptMN+8QunuH0N0nmK5ewQQ41f83vFCvpcyoI8zZE4VCwfuH1vPEzj9tyqgUCsySxKZRMy54R47OaOaWH/aQX2GgY4AbHQNd6VC1/d2DSw7xY9XU4Rs7BbL49h4XtC1XMr3JjFKhaHCHB53RXDW6Xc6JPGvQfiK/nJN5FWSfEYhXs1MpeHxQFBmllSTka0nIryC/ou4gyNdFQ7S3M0aLhV1ptrNMwj0defGqGE4VnBG052spqidIc7VXE+XtRJSPM56OauZtT6tzYWasnwsZJTrK9HUHr84aFVHezqQUaWtdu11No1IS4eVYFaQ7EeHpaBO8nzmyfiZJksjXV3CqrICkskKSygtJLisiudz6fUp5EQaLmW1jHpKTxU5e9z1ZlaWsvvo+udPu3bUJPLX8aJ3tUysVhHo4klehp1xf/xT4QDd7a6B+VpBe/b1HHR0PZzqZV07s22uxSBK02QtOZaB1hVNdUSoUzb5bjNkicSCzFG9nOwLdHJAkeHTZIbanFhPi7kCIuyOhHtZp+iHu1qn9K0/k8czyo2hUCvl4iIe1nKejhuf/OmrznHs42lWVcSDYzZEQDwf5nJCqWQTvrE3k251p+DhrcHdQsyW5/o5LgGeHRfPmqCsvoL+gwfy8efNYunQpX331FYGBgefV0BUrVvDRRx+Rk5NDx44deeWVV2jTpk2d5XU6HR9++CH//vsvxcXF9OnTh5dffhk/P9vpxE2t92ytJZjXZ/6HZNJiH3w1CpW9HMx/1f127u7U/GuDVmYc567Ni4j38OeTPuOJqmNt46wDq3l+99/cHNmFx+IH0mf5xwwPbMt/19wLWKfMp8weifbIGvwnv4fHgDtQVn2QqotFr6Xi8H+4dru+1tslSSLppW7oUveByg7PwXcRePtnNctZLNaOgfSDBN7xJZ5D76m1vopjG3CM7IGyliDaGtDPxPeGVxoVyOvNJu7a/CvfJ+5BpVDyfq/reChuwCXxxmQyW/hkczIv/nOMcr0Zbyc7Xr82lrt6h11Wa6ke3raUj49uoq9vOFmVpbzR7Vpuiap9541tuSl8emwzi5IPoDdb/1DFuftxf2w/pkR1v6ijns3FbLFwy/ofyNdXMD6sA+PDOxLs7I7RYmbWgdXM3LuSVVff0+i1wXnlekbP3YGbg5rr4/0Z096fNt62HzyGfb6FtQkF2KkUDIz0ZnR7P0bF+tHOz+WSeO2fzWgxo1Yo5ba1++1tTpSeni3kZueAj4Mzp8oKuKVNVwIcXVmTlYCLnT0bR81AazLw1oE1bMtL5d+RdzfqPkqSxInSPA4VZcu7WWhNBty//x9myYKyKohUKRSEOnvw0+Bb0ZlNDP3nixp1VS+zebXr1fyv8whmH1rH58e28P2gW2oEoJnaErbmphDq7EEv37o75iVJ4sdTe9lTkM67Pa+TR+1Cfn1NDuJDnNzp6RNKL98wevqE0t075Jx+Rwp0FQz5+3N0ZhP5+gqKq5YMHSnOIV9fweZRD8rJIe/evIiVGcf5ZsDN8oyl5upUWZiwi9s3/lzrbT19Qnmpy1WUGfXcHNm5xnagF1qZzsSnm5N47q9jAPxzd2+ujj235VSXu0KtgeO55RzLLed4bgXHcss4lltOSlElTw+N5pVr2iFJElmlemuZvHKOy/9XkFKkJcTDkV2PDsTT0Y6UokpO5JXLo+zV36cUVdY50u3jrCHG15m2Ps7E+LqQVKhl7vbUGuUCXO2J9nGu+nIi2tv6fZSPs7y0rUJvYupPeynQGon2duZgdik7UotrvW6gmz1R3s5y0B7l7ST/7O18Omh+bsXR06PDdVAorElv23g708bLiTbe1q8ob2faeDvhU1Xf2oR8Hlt2GG8nDRFetoF6pJcTAa72dU5d15tNFOm1csdbekUxD21byqmyAk6VFVJuqtkpUs1OqSLM2YOv+09kaGA0lSYjY/6bh8liYf2oBwBYnnaEj49soqfUn50p1m1Dq6frR1SNoAe5O6BSKtiQWMATfx7G09GOMA8nwr1sA/XaprU3lkWykFNZjr+jC0qFkvk70pi2+UfwOP13RpHckW9GD+OOXk1LWHuh1DfVPa9cz8GsMoKrAnWXc9iJ47tdaWxJLiK4qkMhuLozwN2BPekljJq7nUqjhZkjY3j56nbne3dalQsazLu4uFBRYV1/4eRUM5tweXnN7aNq89dffzF27FhmzZpF3759+eCDD9i6dSuHDh2qcy3++PHjOXz4MB988AE+Pj58+OGH7N27l7179+Lg4HDO9Z6ttQTzZwuf+wWp+hwWDrqZKR1rz8x+PiasWcBvKQcBWHvNfbVOLzaYTUQufpNMbSnbxjyEq5098b+/Sy+fULZf94hczliQxsknIlDY2RP99gnsvM5tFwRTaS5Z396LysULn+teoHDVRxSu/hRQEDdPX+ubkLEwg5LNC/Ee82ytt5cfXk3qe9fiGNWbiGfW1DpboLGK9FpuWLOAddmJeNk78dvQqZfMtOzdacXcs/gAe9Ktvf3Te4Xx9pg4vJ0vv0zKi5P3M3Htd/LPA/wj2ThqRo1yz+/+i1kH1gDWDwk3hnfk/ti+DPRvc0kGoOfrl1P7mLT+e6ZEdefdnmPwczy/9ZhnyinTsz+zhD7hnpf82veHtv3O/JO72DrmQTp4WjupZ2xdwrGSXIYHtmV4UDTdvUM4UpxD52Xv25zrY+9Mxs0volIoiVnyNqfKCuqcAVK9nnxddiJrsxNZl5VIVmUpKoWSoltflbOr37b+B36oSo55pn9G3s3IoBimb/6VXfnp9PUNp79/BAP8I4ms2jGh+nU6c++/vLpvFa90HclLXUby9fFtrM8+xebcJJLLraMh9io1iTc+R7CzO1qTgV35aWzPS+Wx+EHy9PXqTo0TNzxD26otD39I3IOrnT29fEIbHPk+F58d3cyMbb/LP0e4ePJpnxsYFWqddmqymOX2NafqpQ27C9JtEskqUaBWKjFYTo/YfdDreh6NH0SpQcfPSfuoNBkvWsLLr7elcM+iA7T1cebgU4MviaR4UtU0WY1Kid85Tv9v6p7b1cH40ZwyjuSUczS36v+cMnLrmfKrUEDXYHdO5JXXOQqrUlqXFnk72VGqN9U5RdzFXkWMr0tVwG4N2qsD+LN3JTCZLczZkITJYpGD9yhvZ1wdmh4E5ZbpeWbFURztlERVB//e1sC5MdsbZmlLGbfoX3bkZIHaAPkhoD/dIatUWNdm/3ZHjwZfXwazif8yTzI8qK081f1MkiSRpyvnVFkhp8oKUCuV3BTZBbBuzRv/+7v09AmRPyMW6Crw+cm6i5ACBSHO7rRx9SLSxYtIVy8iXKzfR7h4EeTkVmPpXLa2lH8yjnNH256YLGa6LHufw8U53NKmK98PusXmb7nWZCC5arQ/qbyQXF0597frW+f72l9pR/G0d6SvX0SN28wWCxnaElLKi0guLyKlvIinOw6RZxS1X/IOR0tyybj5RYKc3JEkCZfvXkBrPv1aDXXyJOWm55GQyK0sJ6XCWk9KeRFt3XwZF173rNs/Ug+ztyCDEqOOO9v2lP+WtWarjudx3Tc70JusAf3ASK/Ta/urpuW383PhjWtjsVcrKagwWI/brNWvRGey8PTQqBZJynyumn2f+TN9//3359ywM7388svccsstPPnkkwD07NmTgIAAvvjiC5577rka5dPS0li6dCkrVqxg1KhRACxYsICAgAAWLlzIPffcc071Xk7aS11IPZVHm1EXpqf+4fYD5GBea6p9GtfvKYfI1JbS1zec3r7hpJUXA8jJhqrZeYcS8fwG9NnH6wzkDfkpFK78EL8bXpWnw9egVFG2Zyl23mEETZ9HwK1zcIzsidLBFSQLKKx/hM7sXbTzCsbnOtvXgiRJWLQlWAxa7ANi0PhG4tLh6vMK5AGOl+SxJTeZKFdv/rrqLnn/75ZUpjPx4j/H+HhTEhYJ4vxd+HJCJwa28W7ppl0wo0LimNymK772znx5Yhs78lKpNBmpNBvJqCiho1egXG5hwm5mxPVjettezRrcXgimkuNUJn6HIX8n7r0+RO3RtE68myI709bNhzau3s0+48Df1Z6R7S6tUcMyo441mQn8m3mcB2L7yR92JElCazZwoDBLPvbpWckEATp5BfFsx2EcLMpicEAbhgZG09UrWP4w+XnfG/B3dKVz1dRvSZI4VVZgDd6zrDtNZJyVkC3a1YchgVGUGw242jlYR+tL8lGiqBFQvrj7H0YGxcjbMNbn0fYDuSG8o9yWL45vZU+BdYp2oKMbrnb2nCjNY+LahRglM/sKMjFV5YO4KihGTlj3RIfBmCxmm9wKt9Yxq6W53BfbF18HFzw0jnTzDsbbwXbWx4UI5AEMFjOpFUU1doSxIOGs1hDj5E6Iszv/ZBznaHEuAGbJwr1bFuNt78TD7QegN5tYnn6EfQWZ7C3M4ERJvk1yveYwvVcYc7ensiO1mDf/S2BMe3+cNSraB9T+flWdvdrdQV1vp6TBZOF4XjkHs0o5mGVNvHcst5wp3UOYecaoWG6ZnkPZZRzKLuVwdhmHsss4nF1Gic6Eq72afU8MIsTdkRN55RzOLuNkfgXXxvrRPdSjxjXzyvVUGMysTcivd8/t5CItR3PKOZpTzpGcMo7mWoP2uqZ2B7jaE+vnQqyfC+2q//d14Y/D2Ty67DB70ktQKKzLftr5OdPO11rO+r8zOouBgZ9sJavYiEalpL2/c42gva2vMwGu9g129JYb9ZwoySOxrIAJPUJrzZMjSRJGi1kO/JanHeGr49uYFNlFnkVmMJsoMlSSXVlGSnkR742PqXUJniRJ6M0mOVnuvoIMZh1YQyevQF7oPAKA4yW57LBsh+qPJC4FYFFDZluosM6U7BjohkalpMRQiXvV0kWtycA9mxdTaTby27DbAVAqFIxd/S2jQ+O4J6aPdUS9vFAeWT9VVkCF6XTA2tEzUA7mQ509cLHT4HzGkkMveyf+GXk3kS5ehLt41tpBUJ8AJzfuqNrmUq1UsWz4NHov/4gfT+3FUDUDK6m8kKQya/B+pnti+sjvN/duXsym3CT+u/peef39mwdWW3ff6HoNeotJDrSTywtJryiR30Or3RLVlTZVCY3DXTzRW8wU6SsJcnJnZeYJm0AeIE1bRMivr1Gg18ozA6tNjOgkB/PTNv7MyswTrLnmPtpV7Wb0xbGt/J1hnbXzweENTG7TlRc6Db+g2/JeaFe182Xx7T24Yf5OXll5otYyK47m8t3udEp1JjnvQW3+OZbLqnv70jPM4wK1tmWc08h8cygvL8fNzY0ffviByZNPZ6696aabKC4uZuXKmknGDh8+TIcOHdi2bRu9e/eWj0dGRtKrVy9++eWXc6q3Nq1lZL5s78tYdLm4dp+FUuPO6Lnb+etoLhtm9JMDs+beyuaOjT+zIGEXi4dOlaeFnmnY35+zNjuR7wfdwq1R3SjWV+L544uEOLmTdnPtU9Jzl7xE+f6/CJjyCU7RfeTj6Z/cROnORXiPehr/m9+u9VzJYqHi6BrUrn44hNVsD1T13n9zN2qvEHzHvoSilgRolUm7SXq5B07tBhHx/HrMlWUoHZpnOvC/Gcfp5h1ssz1fc7NYJEwWCY26/mmfaxPyufOXfSQXWvdeffGqtjw1JLrB8y4nnx7dTJizBwGOrgz++3Paufuy5/rH5A+RJsnSrGugm5tFl09l0s9UJi7EmL8TAKVTMO79vsYh5NoWbt2lxSJZ2FuQyb8Zx/k34zhbcpPlD1tvdr+W5zoNB6yjVI4qu2br0EivKOaF3X+zNjuRtIpim9siXbwYGhjNkIAohgREEeriYXO73mwi/NfXydHVnOUW4OhK8sQXmvzhFmBR0n4MFjP9/SIId/HkZGk+sUvekXdDcVTZ0dMnlL5+4dzbrg+Rrpdv51590sqLyavlsfdzdCHE2QOwjiaemWvihd1/E+HiybS2PdGbTbh+/z/5cQVwUdvzbKehHCjMIruyjM/73UB7j/P7gL0rrZheH26Up3irlQp2PDKQdn7OHM4u50BWqfUr0/p/odbIs8OimTU6DkmSSC2q5GBVpvwzA3dTHVOu7+wVyqkCLYeyy+pc4+3lZEeh1oiHox3lepNNXf6u9iyc3IXEAi2Hq4L/wzllctKsOnbBBMBerUBvqnmjQgERnk7E+bvQ3t+VOD8X4vxdiPN3RWMncaIkj6MluRwtzpH/TyovZHJIHx6NHUqUtxP5hnJ0ZqM862RTThIT1y4ku7KMAAdXlg2+jxhvNxLK8kkozaefX4ScL+NMFslCWkUxWpNRfm3syU9n7OpvbXZUCHJy44dBt5BaUcyJkjxOluZbZ76U5jGzy0ie7jgUgK+Pb+OeLYt5KG4AH/UZR1p5MWNXf8vewtPbrXX3DmFO77EklOZzsjT/9P9l+VwfGs/3g28BrEvH+q74mCEBUay99n4AcirLeGzrCn7eXojkkg8uVbkvDPZQ4gsaHXGhatIri3BR25M5yZorSJIknL97Hr3FROWUWWhUaowWM94/vlRj0KaaUqEgzNmDSBcv2rh6E+8ZwGPxg+TbL0bW8g3ZiYz49yuMFtuZGF72TmeM+HsyI7a/3Nky/J8vWJOVwJbRD8oj8TO2LuGzY1tqvYa9Sk24sycRLp6Eu3gS4eLF9Jhe+FcNCpx5P+uaBVRNhYIwF0/CXDwId7bW19MnlOvCrDsFjV89n6Wph/h35N2MDLZ2tP10ai8p5UXszE9jSdXAm5e9ExEunmiUaj7tM572Hv6kVhQT4OiKm6b2/eclSSKnsowKk6HO5bRNUaTXcqwkl9TyYhzVdowOiWtyIuK/jubw7rpEXDRqQqq26wtxd8DD0Y6Hlx4iubAStVJBkLuDnAPgzDX7fx/N5dudabg7qPnvvr70qKVj8VLT6FhUOg8Gg0E6ceKEdPz4cclgMDTp3KNHj0qAtHbtWpvjDz30kBQXF1fn9UJDQ6Wbb75Z0ul0kiRJ0k8//SQBUt++fc+5XkmSJJ1OJ5WUlMhfaWlpEiDZ2dlJGo2mwa9JkybVe3+ffPLJRtVT/ZWWllZnXWlpaafLqhWSRo38s0JtJ6FSS3Z21p9VdnYS3cdJa07m1VnfpEmTmtS2+zYvlvjmCem7hF016vpl1V8SapWEWmVzTm3HNBqNNGfOHEmSJCn9y6nS4alIJTuX2NTXv3cPSaNWNqpdkZGRdT+/6YelOcPUkp2SeuuwUyJpVNbrLV68uN7nNDIysu56NHaS+ozXzsCBA+uta86cOU16DrZu3Wpz/q7UIqndrNVS+GurJJ3RVOd5yqrXByq1pFDbSXYt+dptxNeTTz5Zb9ua+to9m8ls/j979x0mVXk9cPx7p8/O9soWWDoLLL0ISFEEKYIilqgxRmNPTKKYxBoTjCXqT6NGjYm9K/YSFRArAoL03tkFFrbXmZ125/7+uLuzO2ybHXYp5nyeZx927tx7553dYXbOPec9r9b3nb9rP/vqFW3Jd9+061z1r92WTJgwIexztfba1TRNe+eddxr2Nxv0//ONv8xGzWJpeL1F+to1mE2awWwK2dbZr90jtedcLb12Kzwu7a09a7UBF50VfO9p/KWYTZqxmff2jnzt3nDTjZrhhT9oPH+zlr3gHu3yb9/QXtyxUttXXappWnivXXOjr9XF+7XVxfu1/TXlTca2fPnyiF+7H+dv1p7YslT7sXi/5lX9mqZ14ms3jK+jed898ut4vnaNda8xs8WsGcymJq9B85gB2if5m7VAINDsucJ93zXWvad3v+VNjXkfadG3/Vcz3PyRxrxGX1c/H3zfx2jSFKM55PaRX6mnXaT98vU12v99tUtbuK1Q++vn20LP12+ChtGsKSazZjSZNZNZf43Wj4lG51eMZu3S11ZrYx/7LvQc9V8XPRiyf2tfitGsDbp4nnbHp1u1V3/cr63ZX6E5PT4tEAhoq4v3ay/v/FHLGjaw2Z/3kV8mi1nr0aOHtujAdo3nb9ZmLX42+LPfVlGo8fzNmuWGOS0eb7ZYNJPZrJkave/e8+yTGs/frJ3+6VPBc+VXl2s8f7OW8OqdmjUtSVPaGJex7v13woQJ2v6acm3Rge1agbNS0zRNK3BWar3fvl9LePVOrdtV57b5HBu/ly/57hvtw7xN2o6KoiavtRd+yNd/xm2cr/H77sID27S1JQc0v6oGz7OiaJ826dMntT4XTteMZpNmqnv9m9t4DR/LzwyT58zSjHW/t7bGZbFYtK3lhdruqhLNV/feWO+JLUu1c/9zX7vOdeRnBrffp6W9/heN52/Wv/pmNvvzbul9t8BZqZW7Xc2+hyxYsEAzW8yaYmr599r4tfuzh+7U7lz9WfD4Km9tcFw///o1LbVrpmY0m4OfEepfx0rd/4XGYxt0ykjt0m9e097cvTZ4vie3LG14nhef3nCeZj5zHHm+jvzM0HPcdI15H2nxd3ymrcovb3KuE+3zbmVlpQZolZWVrf4MIiqz9/l8/PWvf+Uf//gHtbX68jN2u52bbrqJv/71r5jNbZclq6p+ZcxiCZ1PZLVa8fubL5kym8289957/OpXvyI5OZmYmBi6d+/OzJkzKSkpifi8APfffz/z589vc9wnOo0AKHpJoBEFNRCAlAPc8MVXbO59wVGd268FUFCCGcvmyuw/zN8E6J1/2yNl7t0kz769Sbm9wWIHQ/tfps6tX+PatYyYIbOwdRuMNXMAKef+FeW71n/HR7O0XWO+gJ75MytGOvNas6ZpPPrNbm75dFtwPt+OYmfT/aDufn0fo8GA8ac3/bvdjAYDG+bcjNVoYsWKFcd7OM3yV2xDU5vJdigG/YuOq6gI1KXF/OivX9Mxbu51tJ7fsZJXd6/mu8K9eva9ohDQl9IzKAoGRUHp1P+RDWxGE++e/kuGJmY0W1IbjsYjHZ4cWU+RtszqenyXMP2pMjb6v2NSFPwEUND7GfgDAXwBlVlfPM+/x53PNf3GsKOymC8KdpAdncBZ7fidGA0KRhQWXzuGs9/ew9bCGqKtRganx+pfGbF0oZqLXjKgahpqQGtUMaDoS5HVjUup+/6ykVk8dPGw4GOc0SeFlGgrJoNCbpcYHt7/Kp/sbfn/kcWo0PjV+8olwymodPPz19ZgNioM7BLDgLQYBqbF4MxPYNZ7Cl4VaJydVDTQGs5hUBRMBoVfje5Kcl8nO6ryuCTzzGA11dRF/6HM4wJnRUh6P/jcqH9+oe8AOXGp9I5JJjMqLritd0wypZfczcf2D7j86Y8bnUuBup9efXZX0cBQ95koMyqOvpaUYEk1QJYjjqKL/0qy1UGvP7/GwfLq4OeD4HiaGZd+bHywEgQgPSqWneffCsBjJY/xR8N/8QdUUPRjWztXlMnC5LqM7pF+OSqLXylak9ywyWBo9lxAMBPc2Ckp2Xw949f88cu9PK582exjHW+ptuh2fT7NiW9+mthv+p/KiEoj/1X+GvFYrEYTq2bfGKwCuuo/37Fpn94IL5wRprfSq8RQ97szG5Tg71XVAsG/8Uee/62964ndovG34dMBiDHbGJaYye7qUl7bswZqa/Rpq0eo/79gVAzBn6tb9fPq7jUkWKL4Wc+hAAyIT2Nyem+6OuJZ8OVGahv9H9UArxZaLWE2NHx2fnb7CqL7ZXfI/P9RXeM5fXQ3XvxxP/srak+K7Hw4Iiqzv+WWW3j11VeZP38+Y8aMQVEUli9fzl/+8hcuvfRSHnig+XLoxg4fPkx6ejoffvghZ5/d0J38iiuuYNu2bSxfvrzV40tLS6mtrSUrK4tJkyaRkpLCO++8E/F5PR4PHk/DB+aqqiq6du16wpfZF73XD7VqB6kXFmCMSqfH80+zz1PAk6ecz6+HD0Z5+GGIK2KCaSLfXn5WxI+zsewQgz98mF4xSVzUYyj3bljCo6PPCWn241H9ZL31N0o8Trae+6eQN8HUN/5CsduJ8xf3tbgUW2OewzuxpPWOuOzq8OvzKFv4j1a71Xemf21bRpnHxe2Dz+i00rHyisOs+OAisvzrmLbrUYxRmRyodLPgshFcULeGrcevcsen23jk2z1oGozrnsCLFw1ttaGQOP4Cvmrcexfg2vU8vqJlxE14hahelwLgr8nDYEnAYAl9X9JUD97DX6OpHmzd9Pc+LaBCwINiCm9ZwxmLnuHzg9uDt+sbfJ2IfAGVpYV76ReXQkbdB/Grli7guZ0rsRvNTM3oy6yu/ZmZ1Z9MR1wbZxPi2FlauJcrvnsLb8DPgtN/wSkp2fxj87fMW/kRE9N68sX0ayOa5lPj8VPq9NI13t5s1/BAQOPz7UWkOKwMSIsOq0laexS7a9hYdkjvc9DGxaevDu3i/bxNbCw/xMbyQ1R5vKh7BhNwRUPPNRBVAx4bVCWD1c0tvc7m77P0ixzdFtzDfmcFh352V7BJ2a+Xv4tXVRkQn8bAhC4MjE8jMyruqP/+uvxeav2+4BzqA84KLvzqFQyKQk5cKsOTMvl1/1OP6jGOt4UHtzN90TNNtn9+5tVMayZoFycvj+pvdorW41u+I8UW3WSFjnWlB/n7xq+wGoxkRyfoZf+OeLKjE0iyOrh++bssLdzLDf1PDfZiyKspY3XJQQYldAlOXWlsZ2UxH+3fTKothkSrnd/98KHeFFExkOWIo5sjgSfHnktuQjqv7FrNZd+9QY/oRLafd0vwfdHt97HfWUG+s4J8Zzl9Y1OarNjiC6gUuCrJjg69mB4IaKw+UHlSzJvv1AZ4L7/8Mu+++y7jxjWsxT1w4ED69+/P+eefH1Yw36VLF7KyslixYkVI0L18+XKmTp3a5vFJSfqVz8LCQpYvX85TTz11VOe1Wq1YrZF1Xz2RDFVGsG9XJv3OqLuCdbgnFHej14jW15Fuy8f79fWkZ3cdEFwruFYNzcz/d/9WSjxOJqT1aHI1M8Zso9jtpNrnaTOY91ccZu9fhmPrOZrsmz+LKFsePWQmxqh4Sj65D2NsKrEj5rT7HO2VX1MenEd3fc64NvY+Ohs3f4G6/BKGmorBBB+d42ehM5s7P9vOtiL9Ku/2ohouemU16wqqsJoM3DM9h5sm9cTYwtIw4vjSNA1fyUpcO/6De+9baH69wsJgSwG/K7ifKTq72eN95RsoWzwdU/wAjLG9qd31ErV7XiWq3/XEDLkzrDHcPWwaVqOJVFs0z+z4gVd2r8aj+rGbzCfMUor1/rDyYx7fupRHRp8dnHt5Q/9TmZs9iNPTe7e5prkQx8v4tB7sPP9WAlog+MH5tC69uKLPKJ4ee16TQL7a52Z92SHWlh5kTekB1pYVUFhbzdunX8b4Rh9go62mVpeGMhgUZvY/us8CoAcEWysK2VB+iA1lejC+oVzvBQB6VcLys25gVN2Sh+/nbeSFnau4os8ozs3Wl8xdUZzHP7cuDT1x1416Nt5SNx/f6oaUAwCcOaihsd9NAyeiaVqwURzAU2PPO+rn1ZwokyXkM0uWI55ls37bKY91PGiaxp9Xf95qs80T6X1fHJ2Weq38bkDzq3AMTcrkzdMubfF8b59+WZNt2dGJTQLoxvrEpXBz3GnB29Mzcyhy1+hVE0fMo7+451C+OryLy3uPxGwwomka2W/f26QPDcBlvUZQq/rY76wk31nOIVc1GlowiahpGo9s/oZf9h51UgTy7RFRMF9WVsaAAU3LwAYMGEBZWVnY57n22mt5/PHHueKKK+jTpw/PP/88u3btYsGCBcF9/vznP7N+/Xo++ugjAF555RXGjRtHr169qKio4IorriAnJ4df/OIX7TrvT0f9m2xd6UzdzWDPmeQDkJrHAQVgZMSPsrAuW3dW1/5sLD8M6FesGzvoqsRhsvDL3k0fJ8asXyip9nmCjUAac+1aTvmSp4jqNwlr5gAMUfGYE7IiLnuPHjiFgKsSX0kehW/+gejBMzCYO+9izeNbvuPWHz/lszOvYlKXXp32OJqm8fZX7zN638+wmvzUaDFEK9X0izpEnkPPtm8trOGFlfnc8P4mXF6VwemxvHHp8Ba7HIsTQ82Ge6hZqzcYQjFgzTqLqD5XYu06C8XQdmBqThqBISoDf8UWSj5oKKf0l60PewyjUrrxwRlX4FX9vL1vA2tKDwa7nxtQeGrbMh4fMyfsteg7wiFXFR/mb+L9vE3MyMoJVgrMyMphVcl+ujR6PxmalBnswC7Eia5xBmxYUmZwhYIqr5vbVn/KG3vWkmqPZkdlCU2LoOHq799m/TnzQoLazlLhqeX3P3zAurICtlQUNunYDXpjt1RbNOvKCvjPjh+Cwfx+ZwUf799C39iUYDA/K2sACRY7gxLSyYlL5awvnuOH4rr11zWoq2gHn4Ube03nlIyGBMFNJ2i10MmotdUb9rsq8AbUiJptivCoNfkEPCVNthusyRijux2HER17RoOhxSkDJoMxZOUWRVGwGIwkWOzBKoFEaxSv7F7Ny7tXhxwbbbLSLTqeMo+LKJOFR7d8xx9WfcL7eZv4buZvflIXqSL6H5qbm8vTTz/NrbfeGrL9X//6F7m5La9/eKRbb72V/Px8cnNziYuLw+/38+KLLzJ4cENH8kOHDrFnz57g7f79+3P22WdTXV1NaWkpZ5xxBosWLQrJqodz3p+MI16MGioY/PgCfgKBAPVBvuUoJkg7fR6WF+dhNZo4NbUHu6r0N54jM/O/HTCeX/UZFfIBpV59MF/pdTf7GP7yAiqXvQoGEwmnXUXvB3aieV3N7huu2FHnkXHl81i7Du7UQP7Jrd/z+x8+xKAoFNU27YDcUTx+lV+/u5GXVyq83qM/1tRTmTxiEtXfXYy/chs5ffWg5u31BbyxVg/Abji1Ow/NHoDNfOJ2Zu8IWsCP5qvGYG3aYfhE5a/Yhlp7CGu63rnYljWb2h3PYu97DVG9L8foaF9QqigG7D1/jnPTQxjs6dh7XYq912WYE3IJ+Goo/2Imlowzw8rSW4wm/jToNP69fQWJlijWlh3kng1LKKyt5vYfP+OM2X069Q/h7qoS3s/bxPv5m1helBcMZDwBfzCYn56Vw/Ss9i3DJ8TJYEP5oWC37HJvLbFmG8OSMhiWmMnwpCyGJmZwxdK3WF16gEc2f8utgye3er6AFmBPdRk7q4qZkNaT6Gb+HmqNumxX+9z8/JvXqfK5+XrGrwGINlt4a996fbkzo4mhCRkMSchgcGI6gxL0r2SbA19AZfLnT2NpVF1wTreB9I1NYVijC22DEtODy4ECfD71ap7evpzbVn/akKNQAIuX6f3TcHTi3/D/ZUfO224s1R59UgXymqYR8JSgVu0i4CnFmjktrAvhx4tak0/R+/1AbeZzsdFG6rnbMUZ3I+CtQq3ZiymuP4pRT3BpfhcYLCgGE5qmoXnL8VfvIVB7GEvaBAyWn+7Usk1z/hBccrHer3PGsbr0AF0d8XRzxNPNkUCcxRbyOeXy3iP5MH8Tfxs2/ScVyEOEc+YXL17MrFmzGDZsGKNH6+um/vDDD6xbt45PPvkkrDL5xqqqqigtLSUrK6tJ87zDhw9TW1tLjx6hcyEOHjxITExMq3MIWjtvOGM6KZamW3Mnau1hYkc+hMGaQNYLj3GQ/fwt53wuGzCQ7Pf0hm/T4kbz+dwLI3qMRQe3M23RM0xO782S6dfx8q4f+eV3b/KbnHE80cw6zM2ZuejZ4NqXO+be0mQeja+8gNrdP2BJ642t66CIxnksfVGwg9+t+IAzM/ry2NalGBSFVyZcHFwLtqMdLtrLdQt+5MO9+jIcr148iLMGZhLwVKC6DmKK6UVt1T5O/cfnrHP1IinKzPM/G8rZue1b+kjTAtTuehnFaMXe8+K2DziGmruCrQVUvEVLcW17AtW5n+RZP2JOPHEv2mkBP+78D3FtfwrvoS8xxvQiZe4OlLoLYFpARTmKJfE01Yu/chum+AEodY0jtYBK8QcDUKv09VlTLzyIMSoj7HPW98torKPnUmqaxsbyQ7yft4n38jayofxQ8L44i43ZXQcwN3sQ0zL7hdVzQ4iT3eKDO6jw1jI8KZMeMYlNLpKvKs7nlE/+yR1DzuAvQ6diVAy8n7eJNHt0cO7om3vW8vT25awtLaDKpwcMZ3cdyJunXcrmisOsKytgfVkB68oKKHbXsG3uLYD+/zHh9T9T6XVTdek9xJj15as+O7CV7tGJ9IlNxtTG+1TjKQTh0FpYpsuAwoikLH6Y/buf3Adw0X4NAftO/FW70NRaHP2uBUCtLaLorYZpJLbuF2JJn4xatQsUIzFD/4pian4ptuPBV7qGko9HtHi/Ka4/qrsIzVMKQPI5G/WL854yyr6YBQEfmuZHrd6D5tOXFVRMDhLO+ARr+mnH4imcdLRjsARiR+rUOfNTp05l8+bNPProo2zcuBFFURg1ahSvvfYavXv3bvf5YmNjWxxkly7NByOZmW1nrVo7709FzPB7Qm4bFAU0vSv11rLS4HaVpiVx4VpSsBOAyen679Zu1C+MuBpl5hfsXcfp6b1bXEd9UpeewWB+UcGOJsG8OSEDNaUHVT+8hTmpG8aoE/eqoqZp3P7jZ/qatZVFALw4/qJOC+Q3bl4CKy7kBmMs+1KfYMGvxtO3roGdwRqPYomjduezVK64gY96wa18zoPnjiEzrn3rZftr8qhcegXew1+BYsTa9WwMZkdnPKU2+Sq2YortGwxsW72C3YjnwCcnZDAf8JTh2v4fnNueIODSqyYUayK27Ln6c6prUHc0gTyAYrQ0ef6KwUj8qc9S+pme0XZtewqMNhwDbsJgdqCpHnxl67GkjG72nAPj0xgQn8b2yiJUTcOohDeX8rCrimK3MyT7dqS91aW8uOtH3tq7ju2VxcHtXewxzOmWy7nZuZzWpdcxKSMW4kQyNbP1qSyjUrpx08AJxFtsmAxGPsjbxHlfvcRlvUYEg/kSt5NvDu9BQaFvbApF7ho+2r+Z6FdvD3a1rqegUOp2kmRzoCgKC8+8mm6OBKJNDRnxGVn9wx5/ewJ5kHLv4+lELPXWAv7gBWlf2QZqNv4dtWqHHsD7KkPGWB/MG2wpmOIHYLCl4Stbh3vfAtz79Om19r5Xw1H+fT0amupBrd6Lv3o3avVu/NW78ZWuafUYf+VWAAy2NIwxPaBuVRu19jD+yq1o3oq6PRUMUZkYo3sQ1e+aYCDvr9hG7d43iep3Hcao9iV2fqpOpkC+PSJ+Z+zduzdPPPFER45FdKCAprGzvCJ4Ww20uwAjaMmhXQCckd4HgERrFD1jkkiy6gFIXk0ZP/v6VdLsMRy88M9NGlgA3DJ4Mpf0HI7T7yWrhc7SRe/eQc36TzFYHSTPvi3i8Xa2RQU7WFW6P3h73sCJ/KJ3y1dXj8aSr5+jx57fYDd62G8dyNfXjyE+NvSCScBTQtWPt0DAiwl4YaYdSzsDeU31UPrpqcFAE03FX7kFS/KoDnom4VHdxVSvuYPanc8RN+5Z7L0uw1+5hYC7tNVA3tbrMty7X8Zb+N0xHG14At5Kit7pjubTm0OZk0cTlfMb7N0vQDG17/cUKUvaBBImf0D5l3Oo2XAvAMbo7th7/Iyit7sR8FaQdlFxkw75AIsP7WRL3RJvAKqmsap0P4sKdjTJzld6a3kvbyOv71nLl4d2oWmwdOZvGJfWPbhPrd8XbE63sng/d69bDED36ATOyx7M3OxBjEnt1u5gQIj/Nf83anZwibTZXQcwIa1HyIWvud0HMSwpkyGJGUSbrby9dz0/+/pVbEYTQxIyGJqUEfw3N75LSCn7KSnNN9rsLD+lcu9IaVogWKXV/P0dk1VU3cX4K7bir9yKtcvpFH80pM1S786gBXyo1XvwV+3AX7kdf9UO1Lp/LemTSZj4Wt1+Htx73wgeZ3B0xRTbB1NMb4yxvYM/N0VRSJmzGQBv0Qqcmx/Wg1xHFo6cX7dYcq9pAQKuAgzWxBZXftH8bvw1e1Br8rFlTW92n4CnIhioK0ZbcFUZX8lqSj4ZBc30vWhN/KS3sGad1SSpYo4fQMrcHfhL12KMzsboyG5ScaA6D1D25RzUqu3U7nkVU8JgFIOJmOH3Y4ptu6+TVr/04nG8ACLC99N/d/yJ8xZ+j+avwZI2EcVkx1A32SwA7K2qCO7XXLOacJR5XKwpPUis2cbIuqVmzsjow+7zG4Jtr6ry857DSbM37UTZWNfo+FYfK/XCBzFGJ5M49cTtFKtpGr//4YPgbQX47vDeDi/dCQQCfPLh7YyoeBCDQeNH2xXMuOAZTMamb6xGWwrxE1+nZt1d+EpW4a/ciiV1DADeouUYo7tjjGp9fU7FaCVm2D14i74D1Uvtnlfxl23AkjwKz8FFVK2+lai+V+HI+XWHPcfGtIAP17anqF77F/2qu9FOwFtB5bKrqd31AtHD7mn1+Kjev8K9+xW8RcuOulT9aGmahvfw11hSx6EYrRgscVgzZwAKjoE3YUk55biMy5pxJsboHgS85dh7XoI5cRiKwYw55RQ8+z+m8PU4Ek5/D1v2uSHPpaVOx39Y+THfZ+/lkp7D2VpZyGu71/DJga14VL++j6KgofHCrlWMS+vO9soiLvnmNVJs0Xx+5tUAzOran5sHTuKCHoMZndztJ3vVXIjOoChKMHg3Ggx8M+PXIX/rM6Ligss2AlzQYwhTM/oSY7a2+rf6eOkaHd/m54RIaZpGoPYw/vKNmOIHNtuTRFO9+Ku24y/fhKbWEtXnV032CXjKUcyxLf6N0QIqavVufBWb8Fdsxl++CdBIOE3PEKvuYqpX/RF7z0vwV+/GX7FF369iCwZbMsmzVoLBogeFFVvwVWzBX7lF369yO5bUsSRO+QzFaMFftQtjVFarpeNawIdz6z+Dwbu/cluwbBsgfsLrLV8oV92orkOtBvMBXw1q5XYCvupmS7s1TSPgKtAD9qodmBOHBavAajY+SM3a5nu4BGobLiCb4gaQcPp7GGP7YorpGdZFcEvqGCypbzd9SjX51Gy4F8USj79qp16uX70b1FoSpnyKLWsGALV7XsdTsBjVmY9atQvVuZ/6YLzLpS4Ukx3Poa9x7fh3MIDXPA0NwM3JpwSDeUN0NxRzNMaYXphiegX/1TSVqhUtf6YyxfZusTrSaEvBmHlmi8cq5lgcOb/GufkR1LpqAADPwUXEjX0Ke89LAPBX7aR296sopij9wkrNXtTqPag1eSSftQJz8tElqrSAiuo6gMEcg8Ha0OFeUz0oRumD0VHCDubrP2SFE7REMA1fRKhy+TX4K7aQekE+RlNXlLpgXg0E2F9TFdxPjTCY//rQbjQ0JnXp2eIcuT5xKbw66ZIWz1FQ6eaJ7/fyp9N7E29vuXeBLWsgmde8FNE4j5Wnty8PKQfWoMUsZaT8fh+fvXUpo3wL8GNgW/q9zJ7WeqWCLWs6atX2umB+G5rqoWrljbi2P40lfTJJ05Y0OcZbtBxfyUocA34PQFSfy4nqcznObU9Tu+dVfGVrqFyxRi/LBlzb/9MpwbynYDFVK2/EX6Evf2jrcRGxIx/E6OiKc+sT1O56Adf2p1s9h8ESQ8zwezDG9Ea/lHXsg3kt4KN2zxs4Nz+Mv3wDceNfJKr3LwGIn/RGqxmXY0Ex2UmZq8+bry9fBIjqfQWe/R8D4Nz6z5BgvrXS193Vpfxt/Rfcu2FJsGTXbDByTreB/LzncIYkZtDvvQf4ZP8W1ECArKg4tlUWUVRbE1zr1mG28n+jZ3f2Uz8qmqbpJY2+mhanIghxIlAUBbPS+ntfvPXYVAMdb76y9fhKV+Mr24C/fAP+8o3BUvK4cc8Q1fcq/NX7cO99HV/5Rvzlm/BXbgOt7mKkvUswmK9efw/eQ1/ir9hEwF2MNessEiZ/iOavCTYa85asovL7q/VzBDyhgzHagheZq1f9kdrdL1G7O/SzjmKOJeH0d1FMUfgrtlH8QfNTGlTnfgK1hzFGd8O1/V/4ytYTO/qxukB9K/6KrQTchQ1/8xUTNevmB+dUAxiiMjHF9ccU3z84xaslpYvOIHnGt5iThqPW5OPe/xH+ym3Br/pqPmNMb1LP06dkuna+iKdgIf7K7ahVO4LLrAI4Bt0WfB81JwzClDAYU2xfTHH99GA9rh+m2L4hzWwNZkfI36VIBbyVlPx3DIHaQ6F3KEaMMb2CZezu/A+p+O4y0NSGXcwxGGN6Y4rtQ8Bfg9FkJ1B7CPfeNxvGae8SDNRNiUMbtluTSbukskns1FaZ/dEwWGJxDPgd9j5X4jn4GYrJgWvLY/rvpe6zluoqoPTTCQTchc2cwIrqLsJMXSVH6Vr81XtQa/bo0wXq/jXF9iZp+rcoJhvuA5/hL1tXd0FgL2rNXtSaPND8xI55EkfOr9E0jZq1d1G7720UswO1Zh+mmF7Ejf0PGK2Y4/XXveoupuKbi1Fr9qF5K3EMupXo3JuP6mdyvBM9nSnsYH7x4sXNfi9OEFqjpek0PcgsbNRZ/cj5ceH65rB+Na9+vrz+UBregIovoDbbFfdIN3+0mTfXFVBjKmGrtoUZmTnMy50U0Xg609LCvdiMJkYmd232/r1VpfxuxQdNtnfkeqy1PpWbX32XP2gfUKPZKcl9gTNO+VnbBwKmOL2zt79yK+VfXxAM0HwlP4ZchNMCKjUb76Nm3XzQAphTT8WS3LCcoDVjKnHjnsWcOpaadXejmKLqGqttQVO9KEYLAW8l3sNfY82cEeyuGgl/1U7KFk0DNEwJQ4g95XGsXRqWHbKkjAUg4DrQ5rmiB9/eZFvAXYJz+9OY4wd2yIeB5mh+F66dz+Pc9H+ozjwAjDG9UIwNH5qPdyBfr3EQX8+WfS7J52yk5OMReAu/Qa0twmjXl4FqrfT1gLOSc758AU3T18i+pOcwzu8+mARrw4fDT6b8ivFpPTAaDDgMVlbO+j05caknZFawMS2g4itegXv/h7jzP0Ct0j+kJs38HkvquOM8OiF+miKZu63WFuIvW4evbB1Rfa7EYEsGoGrlTXr/l8bncXTFnDAIg01/fwu4DlK95o6GHYw2TPGDMccPwpSQGyzf9pWsbDiXYsJz4L8cftWBNfNMEs/Ql002mGPxl68HgxlTwiBM8QMxxedijh+IKWEg1P0NiBn1EGptAaBnnM3xA+r27R/MXBpje2FKHKYHufEDgl+KYsRgT8dgia1rBFeO99ASSj5suopUwFOml40rCjHD70Mxx2CK748ptl/IdKq2A0oFLaBf4PBXbqPqh9DKScWaiCkuB1P8wODnDG/xskZBroIxugem2L4Y4/phSWv4+27rdnYwe30sGCxxxIx8EF/JSj1DHtsHU2wfjNHdQ0rwLWkTiBnxd30OfmwfjDG9MdhSmny+s3SZRMLp72OM7YUxumeLWfSWPhcarMlgtLU4xcFgTY78ydY/htmBvfv5AFgzpxNwHcBg1XtWGezpRA/5M76SlRije2CM6YkppifG6B4YotKDn1vUyh2ULZkNAW+T8zv6/z5YGeLa+jieg58f+ST1z0OGui78vmpq9y0INuQF8HnKKPl4GMbYfqTO3VY37li8hxqSUNU//gFNrcWafgamuJzgxZ7qtX+hds9rmGL7EjvmKTR/DWrNPtSafUT1+VVw2kTJp6fiK11LzLD5ROf+8ah/rieasIP5KVOmBL//4IMPWpwvf8MNN4TsKzqbcsStusy8FqDc23A1NNLM/LLifQCMT2tYTWBnVQn93nuAEUlZ/GXoVPY7Kzi/+2BSm1k/vtTp5b2N+rr0RbVOvijbSdYJ2NzOo/qZ8OmTJFqjKL3k7mbvP+uL55qdrtBRDXpKnV5mP7eS5XkOSlNv58/nTGVsTviBgylhCI6BN2NOGYPBmoxas49AbREBdyEBVwFGRyZqbSEV316C99CXoJiIGX4v5sRhoeeJ7RWcUxU35kkC3nuo+OYifKWr8VduJVBbSMX3VxJwHSB27NPB5jPh0lQvGMwoioIptg+OgfMwxvYhqs9VTa6amhKHYu/zKwLuEjz7Pwr7MQK+Gpxb/oFz00NovmocA2/ulGDenf8RlcuuIuDWqzXMyaNwDLoVW9dzTqorwOaEXGzZ5+He+wbu/PdDfqctlb4OT85i7dk3kWxzkOVoej/AWV0HhNwemHDiNuFpfNVe81ZQ+vlEqPv/rphj0XxV1Gx6iMTJ7x/PYYoOomkBPYuKPge1sROxIdhPXbjLdNXuXYCvdE0wgG+cVTQlDAnOZ7Z1m6MHw4mD9QxwfG6TpUtNCYOIHnIXpoRBmBMGYYzp3ez7dvTgO4jO/ROm+Fz8FRspXTgVND+a2pCBN8b0JnnOFkyxvVtdDs1oSyHpzEWt/iwUg5mUs1sPshVFwZHzG7yF3zUE6nH99cA6rj+KueFzlqP/b1o9V2sSJn8QzKSbEgbjGHhz3WPoX/UXTxqL6nMVtswZdWXxvU6oDvJRvS6FXpe2uo/Bmkh07h/aPJcxKgNj9pyIx2KM7kbquduP2XuNoigYHV1DbuuvjZZfH5rfjXPLI1gzZ2CK0QP+YOAf3T2kx4Ct5yWYU8ZijOmBqW4fg71LSDLDYIklefYafCUr9UoGWyqVK3+Pr3h5yFx+xWgl6awfMDqy8JWsovyr86lZ+2dq1v6ZhDM+wtZVr+gLeCuC0wiK3w1d9cySPjn43m6wJILqpvrHP6GpnrCW6D2ZRBR5PPnkk80G85qm8dRTT0ljvOOgfh3m+mA+oGnBpWgg8gZ4tw8+g6WFexmS2LCUlcNkIdnqIM5i4x+bv+Wrw7vJjIrjnOymV4dfW3MAr6p/IFb9+h/JKp+nyX5H4/Xda/AE/FzRJ/ISWKvRRJTJTJnHRbXPHVyKp/H9N+dO4t/bV/Do6HOwHRG0H22DnoOFe/nbGy+yfP9IclKjeeDqP9I9sfXytyMZo7oQO+r/greTZ6+l/Ms5eA58gr9iM2rNXsq/+Zke2Ed3J37SW22WDRtsSRhsSZgSh9SVLK7DW/R9MFPuK1oO7QjmPYe/pXL5tUQPvkP/owohYz6S3on9Of2DXsGiVq9gBysO1t6FwZYW/JBn63Ex0YM6rqFi4y67xpgeBNzFWNKnED34NixdTj9p531H9bkSU0wvrF1OD/uYoUltrypyIgt4ynAf+C+e/A/xFn5L6vn7UExRGGxJRPW5GkNUOrau52B0ZFG4IAtQ2mxSJU5Mmqpnleoricq/nKNXLylGks5ajjlxeHCKUulnpx6XhmD/K9TaInylq1GMNqzp+vtNwFPS6tztgKcEY3Q3qtfeGayUAb1k3Jw4FHPiUEzR3YPbHQN+1+Y4DJZYYobNb3O/xn1OLGkTSLuoEMVoC5nzqxiMwRLhY8WcPCJY2t5ZjI0ugBz5GaMlMh0pfMbobif0+4lispFw+rth7RvV6xdh7WcwO4L/7wESJr7a7H71ryNjt3NImPweNevvQTFHh1Q9Rg+6FUfOb6haNa+uwqC7frEhujsGU0Oz6ITJH+A5+CnlX51Hzdo/gxYgZuhdYY33ZNBhDfA0TWP58uWkpqZ21ClFWEIDB4PSEMzXqG6o+8wZ6dJ052YP4tzs0HXfMx1xFF8yn3KPi5Q3/orDZOHMZuaLa5rGcz80dH1X/fpgGl9kOFqrivP5+bevA3Bxj2HYTC1fEW+OP6CioGA0GOgXm8rasoMcclUTE9f0SvKVfU/hij6jOrzLdt6BrRR+PpU/xxVgsvyduy+/kcSoo19LWzEYMcX3x1OwEHfeu7h2PgeaijVrFvETXm6SpWiNveelmJNHY0mbiC17LkZ7OjXr78ZXthYAf/U+1KodWFtoyBLwlFH14x+p3fk8AO49rweD+XCEewW7fm59wF2INWMaMSPux5w0rG6MezBYk5vt2B4O1XWYmo1/x3v4S5Jnr9U/vCUMImXuDkyxfSI654nEmnEG1owzCPicVHx/JbEjH8ZgjT/ew+pwAXcp7vwPcO97G8+hJcE5sihGfKWrsaRNACBuXGifhpjh96DW7AMUPIe+ouLrC4ke9jccOdcd2yfwE6BpGmrVTr1RZPoZwYxMwFvZJEiKVMBbqfcFKVqKt/A7vCUrSTjtHWxdzwLAnDgUX8kqArWHKV9yNprfhear0vtuhBFUivAE3KV4i1fgK1uDr2Q1vtLVwYvB1oxpWNNPR/O7qF7fepPTeo7+v0NTPXUB/JBmM8OdrX6e/E/BsSj1FuJo2brODmbjG9ObO6eTOOWTVo9XDEZsXWeTcPr7lH81l4Cn7KRbc7417QrmTSZTs99DXcfKQIA77rjjyMPEsVA/Z77uZkCD2oAnGMwHIiyzb83igh2oWoApGX2CS001tvpAJRsONTRd8XrrgnlvxwTzAS3Ab1Y0lLyWeJxkmeLbdY7bV3/G+rICXpv0czKiYllbdpACVyV94/Q5RS/uXEU3RzyTM/RgraMD+d17V1OzZDpdTSVsUYdx/2VXEdMBgXy96CF/Jmb4vYABtSYPS5dJOAbd0u7MojX99JArqdFD7qJm00P4K7agqR785Rso/3IOyWevxZw4JLifpmm497xO1aqbCLiLUUzRxAy/l6ic9pf9hXMFO2b4/XqZeP/fBcerBVRqd71I5bKrsHadHZzjGC61thDnpgdxbntK/8BTH/TVlx7+BAL5xgK1BfgrtuDa8W+iB91yvIfToTRNo/ijwQRc+pxVjHasmbOxZZ+LLeuskG67R6ovu1TdxZQtngYBH1U//AZr1gxM0R2/jNdPrdTbX70X76EleA5/jffwV8HfQcyoh4keOI/avW9RueLXxAy5K9iUMxI1G+6ndt8C/OUbgtMkAFBMqDV7gzejh/6V6EG3Ufx+/7peFwrG6O7Ejn2a8kUtTxUM+GsjHttPneo6hK90DQZ7WrAPS+3eN6n64YaQ/Qz2dMxJw7GkT67bYA6uqd0WR/8b2t5JhO1Yl3oLcTzZup5F8uzVmOIH/mQCeWhnMP/JJ/qVjxkzZgS/r2c2m+nevTu9erW9fqHoOAZrUl1jDj04U4KZ+QBe6srZD/ahX5/2Bxx/W7cYBYXrcsaSbGva2OOT/fof35lZzZeWvbJav/o+sWci3+4pw+NVwNBxZfav7l7DqhI98//MqRcQa27fvKwqr5s39qylxOPkoKuSjCg9Y1vg0i9AbCw7xNXfv41BUdh13m0dvmTO9l2r8H1zJqmmCtYGxnPaJZ8RZY9u+8B2MJgb+hgkTP20w8qD9az0YHwlP+Av34SnYDGg4S1aHgzmNdVL+dfnBxvxWbudS9wpj2N0ZHXIGJoT1fsyonpfFrJN81VTtWoeAJ79H6P5a8Na2kZ1F+Pc9BDOrU+AWguKEXvvK4geciemmJ6dMv4Tgeo8iK94BVrAe1IH86q7GE/e+9TmvUPc2Kf1JY0UBXv3n6G6DmDrfgHWzJktNi1qidGWQsLkjyhfchZoAVzb/kXsyL937NjDnD98sqj49hfU7gktpTTG9MLS5TTMicMBPcDTPGXUbLgXe58rAQ3F5GjxPSvgLsVb+C2ew1/j6H9D8KKav3Ib/rJ1KOYYLCnjMKeNx5I6HkvK6JD5nYpiAJOdpJlL8Vdux5w0AoM1vs2GYLW7XsaadmpYz1t1HcK56SF85RtwDLgRW9dZYR13MlBri/CV/BDMtvtKVwe7hNv7XBUM5i2p47B2nY05aUTw68ilUhWDmbhTnqRs0RnH/HmIE7/UW4iOZE5oOiX4ZNeuYH76dL2xyKpVqxg5cmQbe4tjIWnG1yG3G+bMg1/x6RvL00kwhF9SDXoG6/EtSynxOLk2Z0yT++NevTNYLj8jM6fJ/X41wJtr9SVLrh/XnW/3lOH2KGDvmDL7Gp+H21Z/CsBHZ1zB7G4D232OWIuN9XNuZmVxPkMSM5oE87kJXbhvxAw06PBAfvOOlWjfTSPJWMGP2hSmXvoxNkvnNonp6Hm+Uf2uI9D9Agz2LpiT9A/kvtLVDY9ntGCwJGKwdyFuzL+wHUWjmKNhsMaTeuEByhZOxVfyA96i77FmtN2ks2rFDbj3LQDFgL3XZUQP+TOm2N5tHneys6RNwGDvgr90Df6qXSfVcw54ynHnvUvt3jfxHv46uLSQO+/dYAfb2NGPHPXj2LKm6ysAfDAQ185niBn6l7AuEIUr3PnDJxLN78JbuBTPoS/wFHxBzJC7gv/nTQm5GBxdsaafgaXL6Vi7nNZk/NYuE7FmTMNTsJDid3sRcBcRlfMb4sboPXhUdzHew9/iLfwG7+Gv8ZdvDB6rL2elB/OO3D/i6P87TIlDml294UhGR1b7LjA2yubUr5WsaQH8FVvwFn2P5q1ouAhmMOHc8g8A/GXrUYfcibd4Baozn7ix/z5pPlQGPOX4Sn/EGN09+HN2bn4E56YHQvYzRGViThqBJaXhM4M5aVhY1VA/xSk9QghxLEQ0Z37IkCEsW7aMceNCO20vW7aMUaNGYTa3b96y6Dh9zT3ZlqfQrW8KHOoJRhVQ2t0AT0Pj5YkXsaWikBRb02xxfUDePy612UD3y10lFNV4Gd0tnmGZ+vwylwcUu0KV9+gz8w9u/IoCVxVTMvow64iO2QD7qstItUcTZWpast54nkyiNYrpWfrFiIy6LvsFtXowrygKfxwUfjOwcG05XM2axfOY4qhgnTKFaT//LxZzx5XWHytRfS4Pfl8fzHsLv8NbtBxLqr6kXOzoR4FAq+XLx4LBHIM180x8JT9QtmQ2KXO2YIoJ7Xwa8DkJuA5gitP7P0QPuhUMZmKG3IUpru/xGPZxoRiM2LLPx7XtCdz7FjS75N+JqOrHW3BueTS4fI5icmDtOhtb9wuwZU7v8Mczxw/Akn4G3kNLqN39ClH9runwxzjR+UrX4T7wX7yHluAt+j5k6SLP4a+Dwbxj4DwcuX9qs6wxZsR9eA59QcBdBIBr+79w9P8tprh+VHx1Ad7Cb4L7KpYELGkTsXY5DWtGQ6+Ozg6QHf2uIeCpoGrljfhKV2F0ZOMtXo7mrdDHZYrGMfAPKAYjRlsKceOeoXbf23gLFlG18kYADFEZaN7KiB5f0zTU6l14i5YTcBfhyPlNh15I0lSPvkZ7yUp9SbbiH4LLSEUP/SsxQ/8C6Mty+au2N8q4D8doT4v4cWXuthBCRCaiYP7uu+/GZrM1Cea//PJLFi5cyPz5bXcHFZ0jw5QG5W7MqgMq0sFaA112scPnBYaGfR6DYmBGVn9mtFBCX+/09Oazdq+t0bPylwzLJMaqv8yq3SoxZitVPjdqIBDxWtP5NeU8tOlrDIrCI6POZnlRHp8e2Mrk9N5MzujDZwe2MnPxc1zWawQvTby4yfEv7fqRxQU7eHLMXOKtDR+C6jPz/9j8LZf2HM7w5I4vB99V4mTKv5dTVfNb/pmbyy9+/jimZi44nGxM8QPAYEWt2k75V3NJmbMZgzXxhMq2WNLPgPV/A9WNO/99ogfqpfdawE/tzuepXvdXDNZEks9er08jSBrWYpfVnzp7jwtxbXuC2r0nZjCvBfx4D3+FwZ6BOUGvyqlvhGXLnoutxyXYsmZ2aJDTHEfODXgPLUExd9z0GNV5kNp9rXcPdu18AVPJqnYvC3m0VOd+FKM9+LN2bf8Xrh3/0e80WLCkT8aaPgVLxpRg+TzQ6lJdjZmThpN89jpAwXvoCxRrkt6QDrB2OxvFmoi1yyQsXU7DlDCoU1YVCCeoVEx2vEVLUat346/YAiiY4nOxpI7DnHpqXVNFffWWqL5XYc2cTtXKG/XMdfJILGkTg30WAr5q/JXb8BUtw1u0HKOjKzEjHwxe+ND8LrwlP+r3Fy/HV7QsOL/Zmjkde8+fg6cU5/Z/YTA5cAy6tdmfi6YFKF9ytt5PpK5RqaYFUKt26o1BbUkAVHx/Je49r4Ucq1gSsCSPxhTT8PfeljUDW9aMo/pZh/xoZe62EEJEJKJg/rnnnmPNmqbzyq666ipGjx4twfwxVPLJKfjK1pFy7lZMMT2D3exLnHUZEosbkg9yQO2caompGU0zli6vn/c2HsKgwM+GZhBdH8x7/MTWBfM1fg9xlsg+aN+++jPcqp/r+o1lUGI6/9j8LfduWIKiKJya1oOzFusd01/evbpJML+7qoTfrviAGr+Hn/cczsyuDRcrMuwNXc7PWPhv8i64g9gOLH3PO7iLGS9s41CVxpzcnlx66QWYjD+NJa4UgxlLyil4C7/F0uW04z2cZlnSJhI/8XWMjm5Y0k5FUz24896let3dqFXbATDF9yfgLcNoSznOoz2+zKmnYojKwF++Hn/l9mC1wvGkaRq+klXU7nkN9963CLgLsfe9mvhxejAZ1fcafTm5Y3gBydp1NtGD70Axx+Kv3EH12rvwFi0ldsQD2Hv9vN3n8xatoPTTsW3u59qml56b43MxxQ/Ac/BzbNnnBZddC/iqg/0yNNUb3N5emurBW/gdnoOf4zn4Gf6KLcGGdQC27heiWBKwZkzBknpqh1w8qc+s11+kqRc9cB7UPW5nCjeoTJj8IZ79H2JKHIYlZWyrrzujI4uE098J2aZpGs6ND1C9pumymQZbcrBU37ntSap//FPo+WL7YE4aQezIhzBGpeOv3oNzw336eVU3iila7yBf+iMpc7bqfSECfvxVO6n47lKi+l6Dt2QlvpJVaN4K4sY9S1TfKwGwpI5Hrd6tr16SPBpzymh9/fVj0CxK5m4LIUT7RRTMV1VVoapqk+1+v5/S0tKjHpQInxbw6qWNdd3s8/0HIHUfKyuAlH2gmuFAX3pmd23Xef+w8mMMisItg04nqZnmd0+Nncua0oPM6to0c//p1iJqPCpT+iTTJdZWV9auB/PZFhu4KqnyRhbMbyw7xOt71hJtsjJ/mJ5dOL1LL/4x+mzGpmbz2Jbv0NB/Fl3sMSHHBrQAv1q6gBq/h2v7jQkJ5KEhMw/w8KjZHRrIFxTlU/jZaTwQH88raY/x5i+GY/6JBPL14ie9herMC1mT90SiKAr2nvrFnZpND4V8QDYlDiV2xANYMqb+pDqcRkpRDNiyL8C99w381buPazCvugqo3fUirl0vhqwvbU4aiSV5VPD28VguSjEYiRmuL6ml1uTj3vcWANVrbsfW42ctztnWtAC+4hW4895DdeaTcNoCQF832hjTC1NcDp4D/23xcU3Jo/CXrKL8yzkEvOWgqSSeuRhrxhSqVt+Oa+vj2Hv/Ek/BEtSqHcSf/g727LkABDwVeA5+hufAp3gOfo4xujtJZy0LyZ678z/EteMZvIe/QvO7gtsNtrSQDvH1yxn+1IQTVJoTBja54NAeiqIQcBeCYsKcNAxzyjgMljh9yc9G/QAsqROwpE3EnDoOS8pYzKljm1xsNEb3wDHwDzg3/x816/8Wcp+/fD2W1HFgMGOwpeKr2kHNhnsbjo3LAcUYvO3IuU6WWxRCiJNIRMH8uHHjeOCBB3jssccaSsE0jfvvv5+xY9vOKojOk+8vgNQ8trhVSDuAuToNX14OSdnhZxoDWoBndvxAtc/DXUOnNrvP9Tnjmt0O8N7GwwBcODQD0D+0RFtMwcw8RN4E7y9rF6KhcePACaTWBetDkzIZmpTJIVcVf1v3RXDfUo8rZH78f7av4NvCPXSPTuD/RjVdrzLNHsO8gRNJtjn4Vd/REY2vORWVJez+6Ax6mw5SY0/htUtOwWoytn3gScYY1QVjVJfjPYywmOL0PgnG6O7EDL8XW4+LOqVk92QWM+xuYkc9TMB1sNkO38eq9NVb9D3Va/QlT40xvbH3/Dn2nhefENUCjRmjuxF/2jvUbLgHf9k63PkfYu9+XvB+LeDDe/hr3Hnv4c7/gEDt4eB9qvMgRkcmisFMytydBJz7W+1mH3/qC5R+PpGApwTF5MCScSaKqa7UX/Oj+Z24tj0VPKRq5Y3Yus1BUQx4Dn1BxbeXBO8LeEqoXn079l6/wJw4GNA7wnsO/BcUoz4vPXM61szpelM5+X/SYWJH/4OYUQ8Hf6Za3UX5xhdMLKljSJrxTXOHBymKQuyoh1CMNrzFyzAnjcKSMgZzypjge7KiKCSc/i416+djjMrCnDwac/LIn9Sa6UII8b8oomD+73//OxMnTuTbb79l/PjxaJrG0qVL2b17N9980/ofHdHR6rOI+oeAXpZubMjzEJ+YysEyC8m2BA5Buxrg7a0uo8rnpm9sCtF1wXdj6wsq2XK4houHZza5z+NX+e/WQhQFzhnYENjFWPVgfkxyD9LtsViNEb30uG/ETOIsNm4eOKnJfbf++F9q/B5+2Xskv84ZR0KjzP/+mgr+9KOe6Xrm1AuafV6KovDw6LMjGldL3O4a1rwzhf6mXez292HkhV90+PJzov1sXWeTMncHRkc3FGPT14IAgyVWXyLtvT4hjc2COniJNE3T8BWvoHbXiwS8FSScpme5bVmzicr5Dfael2BOGXtCV07Yu5+Hprqo/O4yXFsfCwbzAU8ZRe/2RvOWB/c1JQzR5/dnz8UQlRHcrihKWKXeyTOXoboO6uXtjV7D0YNuQ/NWYnB0w5Z1FhXf6eX+mrcSxZqANWMq1m7nYsuaCYqByu+vxLn5/9D8TuLG6hcAbN1/hjG2D9b0MyTY62SNL44oikLMsMinKcYM/1ur9xvtqcSNeTLi8wshhDjxRBRRDR8+nLVr1/Loo4+yevVqFEVh/PjxvPPOO/SJYD1z0XGyLelQ6gZzDJRaSe9h4VDqdvYF3MCoNo8HWFumN68bntQ0WAcY+vC3AAzLjCUnLbSU/cudJVS5/UzsmUhqTMMHzFibiYIquDlnClnxkc+rzIlP5YUJF4Vsc/m9XP7dm7y9bwMxZiv3j5hJeqOSeU3TuHbZO1T7PPyqz2imNDPPvzOoqspXb57DUON68v1Z9D5nCbGxScfksUXb6pdYEi0LeEqaD+Shw5ZIU12HG5XR670LUIwE3CUYbMkoJltwebKTgb37hVSv+iPewu/wV2zDFJ+DwZqIMTobxZijB/DdzsUU26vV87RV6m2K69dsdYLBmkDcuH8Hb8ee8gQ1G+5BMevviQZLHImT3wP090Zv0TJU537MyQ3VSKaY7phiurfnaQshhBDiOIgsPQr06dOHJ5+UK7zHnRKama9vgFdRq68xb7X7wJHPAc0X9inXlhYAMKyZYL6wumFZOae3ad+E+hL7uYPSQ7bHNGqCF4kCVyUptmjMhubL09/etwGAu4ZMDQnkAd7cu47PDm6jiz2G/xs1K6LHby9N0/h4wVWcwpeU+BNIPnMhXVLa17dAiJOZpnrxV+1ocamwgLeKyu9/hTv/w7ru32CM6YW99+VE9bos2DH9ZKMYrTgG/I7qNXeguoswoU/pSJ65HMXUcX04wmVNPx1revNLbCqKQvypzx7jEQkhhBCio0QczIsT00HfYUjaT7HJACYNLCngbzQXLwxrSg8AMCyxaTD/7Z6GBoe1vtBgXg1ofLBJD+bPHRQ6d7o+mB/w8CI+uHYwo9JTg+u6h+MX375Bfk0FH0/5FTnxqSH3RZksTEzriTeg8rsB4wH417ZlvLtvI7/pP455Kz8C4Ikx55JgjQr7MY/GP5fu5cc9dgZ2sRMY+w69ug04Jo8rxPHUuEcFBhPlX19A/KnP6Q24ALW2CIMtBUVRUMwx+rJeBhP27j8nqu+VmFPHn9Bl9OFy5N6COWUs5oTBwW3HI5AXQgghxE9bxMH8okWLeOedd8jPz8fvD822fvHFFy0cJTpa/KkvoPldGKP0NdH3+A5A+h7qC2NrjRbwQ4BAyyc5wtqyljPzX+9qCOZdRwTzy/eVUeL0MiIrjm4JoUGzw1KXUU8qYM63y3l41Gzm5Tad996cap+bck8tVT432dEJze7zzcxfE9ACGOrmH+6pLmXJoZ0sK9pHrepjemY/5mYPCuvxjtbCbUXc9OFmYAY/n/1bpg1s2vFfiJ+C2n1vY4rPRQv4cO99A+e2J4kf9yzm5BHU7nkNRTHh2vEsmq8G145/487/iKSZ32NJGa1nhSe+jjE6G4O1+f/XJyvFYGwxGy6EEEII0VEiakv77LPPcsEFF2AwGFi4cCG5ubm4XC6WLFlCZmbz86xF5zAnDsaSOia4vu+ROa14ix5UB8LMzB9yVVFYW01WVBzJzSxJt3RvWfB71xFl9p9uKwJg1oC0JsetPlCpf+Ox0zcqs0kpfGtizDZWn30jK2f/DrvJ3OJ+hkaNhK7tN5b/jDufWtWHxWDk8VPmHJOM3/ZdK7n/7VcIaPDw2QOZNlgCefHT5dz4d8q/voCiBZlULrsaf9k6ave8BoC1y2T8FZup3fUCZYun4c57Dwxm/BWbgsebk4b+5AJ5IYQQQohjJaJg/pFHHmHBggU8/fTTADz66KMsW7aMu+66C6fT2aEDFO1jOCJgTa4rKw8QXjC/vpWsfJXbx8bDVcHbtb7QbP+nW/Vgfmb/0DJ4gFN71H1gr0zjqtTZXNxzWFjjqacoCtnRiWHv3zs2mYMu/QLCH3NPo09c+EvzRaqkvJCqr8/lpcxbuXtkKb+f0KPTH1OIzmSwJoOxhfJwRS/s8uz/CM1XiTVzOglnfETMyIcAMDoysXbVl4A0xecSe8o/SbuwgKg+vzomYxdCCCGE+KmLqMx+165dTJqkl0hbLBacTicOh4Pf//739OzZs0MHKFpXtfo21KpdxI5+VF+n+IjcfIpdz65rYQbzWyoKARgY33S98B/yKmic4G9cZn+wspb1BVWkRFsYmRXf5Nh/njuIrYU1bDpcTaU7/CZ4j2/5jpFJXRmX1j3sY+r9ddg0xqZ2Z0Ja5wfVPp+PH9+bwxBTAVvVofzpvIt/EnN/xf+21pZIw2inZsM9GO3pRPW7DlNs7ya7xE98jYCrAGNsH/n/IIQQQgjRwSIK5n0+Hzabnq3Jyspi48aNjBkzhrKyMgKB8Odmi6PnPbQEX8kqYobp68semZnvEqUH8+Fm5uuD+QHxTUvll+0rC7nduMz+s7qs/PR+qRgMTT+0p8VYmTepJ79asJZ8Zxl7q0vpEdP6Mm15NWXcvPJjTAYDB392F4kRNK+bltl06abO8Nl7v2aUcQWH/SkMPvdjrBZZu1z8NLS2RFrCxNdaPdZgjsYQd2yWghRCCCGE+F8TUZl9YxdddBEXX3wxN954I7NmzWLGjBkdMS7RTvWZ9yPD6IzomLr7w7vIsrVSD8r7xzctlV+eVw7AhJ56uXvjbvb18+WbK7GvF2czg62aV6rf4/rl77U5ln9u+R6/FuDKPqMjCuSPlW+++Tejap/FHbBgPvVtkpOyjveQhBBCCCGEED9xEWXmN27cGPx+/vz5xMbGsnz5cubMmcPtt9/eYYMT4QgN3xs3gQPIcNSV2YfZAG9Sl57YjCZy4kKD8kBAY3leOYoCp/VK4rs9ZcEye68/wOIdxRgUOLNf07nptXvfwrnpIbJjL4BANgBVXner43D6PDy3cyUAvx8wIayxHwtqTT77Dufz4aZCCqrcZJoLOaf2NjDAjqwHmNY/vA79QgghhBBCCHE0jnqdeZPJxC233NIRYxERUVq+FTBiM+m/4nDL7O8bMbPZ7VsKq6ly+xnYJYaMWH2KRX2Z/Q/55dR4VMZmJ5AYZQk5znNwIRXfXARAtGMsBPSeClW+1oP5V3evocJby4zMnGPSvC4cak0+h97tS5Tm4eL6jR7AAKpmYMq4ucdxdEIIIYQQQoj/JRGV2Q8ZMqSjxyGOmh6sN54zbwiYsBiNdfeGF8y3pL7Eflz3BOxm/Zz1mfkvd+rNsc7ok9zkuNp9C4Lf2zQnqPrFhcpWMvOapvH41qUA/G7A+KMad0fadzgfo+Zp9j6jEiCvcP8xHpEQQgghhBDif1VEwXxWVhZ79+7t6LGISBzR8K5xx2gTZqwGI6hGDJqxzVOtLytg4cHtlLibLi+4fJ8ezI/NTiDKop+rfs78l7v0YH7yEcG8FvDjzv8weNuiOSGgH1vlaz4oBvjy0C62VBTSJzaZMzNPnOZZH24qbPX+DzYePkYjEUIIIYQQQvyviyiYv/POO7n22mvZtWtX2HOxReew9/oFjkG3YrDqneEbN5K3KGayouNg63i6lo1r81zPbF/B9EXP8H7exib3rTmor9k+qms8UfWZea+K0+NneV45NpOBsdkJIcd4C79F85QGb5sCNYCCEjBS5XPz3eE9zY7jn3VZ+d/2H9+kB8DxVFDV+tSAtu4XQgghhBBCiI4S0Zz5m266CafTSZ8+fbBYLJjN5pD7a2pqOmRwom2OnF+H3DY0mjVvVSwY6zL1aqDtiy5DEjOY1bU/w4/oxu72qWw+XI3dbCAnNZqiGi+gl9l/v68Mn6oxsU8SNnNo9t+d/xEAtu4X4N73Noq/GqNBQQ0YwaAyffEzHPrZX4i12ILH7Ksu46P8LcSYrfyy98h2/CQ6X0asDSrauF8IIYQQQgghjoGIgvlXX321o8chOshpscNY9L0dgEmDumCsS9WrYVRQXN1vDFf3G9Nk+8ZD1fgDGiO7xmMyGoJl9i6vypIW5strmobnwCcA2Htcgnvf22j+amKtJspN+sUAXyBAjDl0PfYXdq1CQ+MXvUaEBPkngnNy02Bpy/fPGdTl2A1GCCGEEEII8T8t7GD+8ssv58UXXwTAZrMxffr0zhqTaAf3gc8JeIqxZc3CYE3AaDBQ39M+wW6lxu+GAd9xQLUBUyJ6jDUHKwAYnhkHECyzr/WpDfPle4cG82rVTtTq3Rgd3bBkTCF2zFMYozKI22iivG6fWVn9Q+b4q4EAL+xcBcCVfUZHNNbOVF1ZgF1r0qYAAFWxkp3W9dgPSgghhBBCCPE/Kexg/pVXXuH555/HYDAwY8YMmSt/gqjZ8Dd8Rcswn7MBgzUhJNCMsRkxG4ygBNCUQKvnOeSqYmVxPrkJXegVGxqYrzmgz5cfnqUH83azPo/9cLWHvWUuYqwmRtTdV88Y24fks9cTqD2EwRyNI+d6AGKt30B5F0g4zHndB1PmcZFojQLgh+J89jsrGJKYwbCkzMh/KJ2g1u3EueZWFDOsN89li+MSCqrcZMTamDOoC9lpXTFGdzvewxRCCCGEEEL8jwg7mO/ZsyePPvooY8eOBWDFihUt7jtmTNNSbdHJ6i6urKzeCrnfALDRV0u8NQc2TyIp2tLa0Xx7eA8XffMql/ceyQsTLgq5r775XTAzX1dmv7vUBcCYbL38vjFFUTAnDgYGh2yPs5tgbx/OzEnk0m9f5/nxF3JFXRZ+XFp3Np/7B8o8tSEZ+xPB858tYLYpn93+PpxxyWtMP8GmAAghhBBCCCH+t4QdzD/yyCNcf/31HDx4ECAY1DenPVn7H374gaeeeorCwkIGDRrEn/70J1JSUlrcPxAI8Prrr/Ppp59SXl5Ot27duOqqqxg1alTIWD/66KOQ43r06MELL7wQ9rhOHqFBr1fzBb83GmiYM99GA7w9NXrX+V4xoVl5nxpgQ0E1FqOBgV1igIYy+3rjeySF3Na0AKCEBOTOLY+h1h4mwToLNAM50RlUBmqIM9tDjh0Qf/zmnT/89W7i7WauPCU0w/7j/gp+vyyFZ+0P8/ovxmGWQF4IIYQQQghxnIUdzM+ePZvZs2fjdrux2+1UV1cf9YMvXbqUyZMn87vf/Y6zzz6bJ598klNPPZW1a9ficDiaPea2227jmWee4d5776V79+58/vnnjBs3ji+//JIJEyYAsGPHDjRNY/78+cHjWjrfT4cerE+IH8RHSxVQNKaeldvQzb6N6yu7q/RgvmdMYsj2LYXVeNUAI7LisJj07Lv9iGD+1O6hS9K58z+geuU8HINvw9HvWgCcm/+B6swjxToVgClJQ3lsYkPfhQPOCtLtsXVz/o+9T7cW8oePt2AzGfjV6K7BCxEev8oVb65DDWicN2EG/fucOOveCyGEEEIIIf53tbubvc1m46uvviI6OvqoH/yOO+7gnHPO4f/+7/8AmDZtGunp6TzzzDPceOONzR7z9ttv8+tf/5rrr9fnYM+YMYMvvviCDz74IBjMA6SkpHDaaacd9RhPfKGZebNihID+a423WvV15/stp1IzAi03LdxTXR/Mh2bZV+8PnS8PYDUZUBS9st9oUDjlyPXlCxajOvMg0FAloFhiwQkpVn0t9kq3P3ifpmmctfg5yr21fDPjenocMYbO5vUHuOnDzQC4/QFKnV6So/Uu+598eDun+MqxZFzELZN7H9NxCSGEEEIIIURLwk6Dzp8/P7h+fGtBcnV1dUhGvCUul4ulS5dy9tlnB7dFR0czZcoUFi1a1OJxQ4cOZd26daiqCkBBQQEFBQUMGzYsZL/Vq1czc+ZMLr74Yp566in8fn9zp/vpqJvaYGhU2u6wmDAYDGDyopk8rR6+p6YMaJqZX3+oCoChGQ3BvKIowVL7IRmxRFtDrwl5Cr4AwJre0D1fMccCkGjRx1FW6+Ggs5JDrioqvLXB/bKjQy8MHAuPf7eXHcXO4O2DVfoFhy27VjOi8hH+mv4cL86yYzYen6oBIYQQQgghhDhS2NHJvn37yM7O5re//S2LFi2itLQUTdPQNI3i4mI+/fRTrrvuOrKzs9m7d2+b5ztw4ACBQIDMzNCu5ZmZmeTl5bV43IsvvojD4SA7O5sxY8YwaNAg7rnnHi699NLgPjabjblz53LdddcxceJEHnjgAaZOnUog0HJHd4/HQ1VVVcjXycAU0wNT/AAw6pnkNTU79QZ4ud+wx32wbq/Wm8lVezzkVZdjxkSKLbTiYvNhfTpFbt18+Xr1TfBO7R4a/Pur96FW78IQlYkxrl9wu8GsHz/R/QT9bXtZV5FH1oK/ccOK90mwRrF+zs2sPfsmDMqxDZgPV7m5e/EOAPok61MxDla6UdUABV9fhdXgZ4Pjlwzq13KPCCGEEEIIIYQ41sIus3/hhRdYvXo1Dz/8MOeccw5utxuTyYSmaaiqit1uZ+7cuXzxxRcMHz68zfN5vV4A7PbQBmhRUVHB+1oax5dffsldd91Fr169WLRoEfPnz2f8+PEMGTIEgPvuu4+oqKjgMZMnT2bAgAG88847XHjhhc2e9/777w+rouBEEz/h5ZDbtYGGDLzZVBfEawq0sjTdgi17QQGf29qki3x9MD/wiGC+ft78+B6hwbz30BJAz8o3Pld9Zr6b+0tGROWg+vXfVaXXHdwnyXbs+xrc9uk2qj1+fjEii8QoM499t5eDlW6+/OIRck3rOORP47TZjx7zcQkhhBBCCCFEa9o1Z37EiBG8/vrreDwe1qxZw/79+1EUhaysLEaMGIHF0vryZ40lJOjl1KWlpSHbS0tLg/cdyel08qc//Yl//vOfXHPNNQDMnDmT7du3c+edd/Lxxx8DhATyAP369aN79+6sW7euxWD+tttuY968ecHbVVVVdO3aNeznc6JoHEDHW631W1tNzm8uK9a/8YZ2aS91ejlc7aFLjJUkR+jvNjvBTmG1hwk9Q4N5T8FiACwZU0K2e4uXB7+PMbio8OoXA1aXHuC7w3s4Na37Mc/Kr8wv58VV+3FYjPz9rP68tuYAALsL8phQPh+MUDPgEaLsscd0XEIIIYQQQgjRlnY3wAOwWq2MHTu21eXp2pKZmUlqaipr1qxh1qxZwe2rVq1q8bxVVVV4vd4mQXa3bt1Yt25di4+lqiplZWXYbC0vKWa1WrEGg9+TR8DnBM2PYopGMRhD5k0k2uqqHuo62ftVFZPR2OQcu+o62R8ZzLeUlQd47ZLhlNV6SY9tOEbTNLyF+hr3jefLA8SOfpSKr84DIMbootCrX12o8NYy8bOnuH/ETG4dPDm8J90BNE3jxg/0pnd3TulDRpyNzDj9uSTvu4+4xBp+1KYwe9wlx2xMQgghhBBCCBGu49rR6/LLL+fZZ5+lsLAQgI8//piNGzdy+eWXB/d56KGHuOKKKwBIT0+nR48ePP/88/h8eqf0gwcP8vHHH3PqqacC4PP5eOyxx4IN7wKBAH/+85+prq5m7ty5x/DZHRvlX5xF4evx+MvXAwSXogNIrLt4odSl5b0t9AzId+rN7/CGTnnYXNhyMN81wc6QRk3xQK8KSJmzlcSpCzFGha4Xb8+eS9ypLwAQa3BS6wktFTin28CWn2Qn+HDTYZbnlZOdYOemST0B6oJ5DWfASrUaxaAznzymYxJCCCGEEEKIcEWUme8of/3rX9m6dSu9e/emR48e7Ny5k0ceeSQkM799+3ZWrVoVvP3mm29y6aWX0q1bN7p27crmzZuZPHlycL670WjkwIEDZGRkkJ2dzcGDBzGbzbz77rvk5uYe8+d4zNR1s1ca1dMnBSsR6oJ5VSXKbG5yaKG3Ut+lhcz8kc3vNE0D1YNialrpYLDGY808s9khKha9XD3G6KLGHYC62RBDEjPoH5/W+vPrQH41wG2fbgPgnhk5WE16tUJmnB1Q+Ouhq4ga/Gf+mClrygshhBBCCCFOTMc1mLfb7Xz00Ufs2bOHwsJC+vXrR2Ji6BzsP/7xjyGd5UePHs3WrVvZu3cvpaWlZGdn06VLQxbYYDDw0EMPMX/+fLZu3UpCQgLZ2dkYmykv/0k4omFd46XpkqIaMvMa4FWbz8xXqjX6K+GIzPym+jL7tNBg3rnxflw7nyN59hoMlobsvKYFUFqZ924w6/vGGp1Uu9VgMD/nKLPyJTUeVA3SYsKbJvHSjwfYVlTD4PRYLhnWsJpCVpyV9FgrKQ4rv5s8rJUzCCGEEEIIIcTxdVyD+Xo9e/akZ8+ezd7Xr1+/JtuMRiO9e/emd+/eLZ4zKiqKESNGdNgYT3Ra3cT4xg3wUu110bJWX2avNj1O0zDsHQ4BF/isaJoWPEd9Zn7AEZl594FPUav3otbkYUgcHDxP8bu9MEZ3J3HKZ81n7aPSIXkCW4vSqfL7ibPYqPS6uahH5IGz1x9g9GNL8fgD5P95CkZD68vw1fpU/rJwOwB/PysHQ93+mt9F9Wfj2TT3cmz9rg9m64UQQgghhBDiRBRxMK9pGjt27GDPnj3MmDGjI8ck2iU0eG08Z95SF5AG58z7mwbz5bU+nJ4AoAffPlXDYlIoqvZQ4vSSGWcj3h5amq+YogANze8MblOrdqLW7AODudlAHsAcP4DE6V/x4FefkhTl48fZN1LmcZETn9reJx309voC9pa5AL37fmob2fknlupLz03qlcT0nIbHrdn0f/jL1mIwx2DP/W3E4xFCCCGEEEKIYyGiBnhFRUVMnDiRnJwcZs6cGdw+bdo0lixZ0mGDE+2hZ+b9zTS5qw/mPc3cd6DCHXK7vhS/vvndkfPlVdchNG+l/oh+V8Nxhd8CYEmb2OoorSYjFqOBUpePpdtqGZ3SrdX92/L40r3B74udXgACAY2nvt/H+oLKkH1rPH4e/Go3APfPzAlWIKiuQzg3PQAoxI5+LKS6QQghhBBCCCFORBEF8/PmzSMjI6PJGvG333479957b4cMTITpiMCzpq7Lf2OxtV2hOAszTUvHP87bAn1XQKoeFNcH81vqS+yPnC+/5TF8JSsB0NTmgvkJLQ5V0zT8VbsZGZsPwBVvrWNXibPF/duyMr+clfkVwdtFNR4A/vHtHn7z3kbOeX5VyP5Pfb+PEqeX6TkpjO3e0JuhZv3daH4X9t6/xJw0NOLxCCGEEEIIIcSxElGZ/aJFi9iwYUOTZnXDhg1j+fLlHTIwEZ748S+jqW6MUXojN5ff22SfFFdvyoqd2E2WJvdtrygDiwcMegm+x68H8zvrguy+KY6Q/X1la4Lfh2bmvwNaz8wrikLxBwN4PSNA9/J3AYUylxdwtHhMa/5Zl5U3GxV8qkZxjRdN0/jb4h0A5JXXBvet8fh56Gs9K/+XMxv6MPirduLa8QwYrMQMnR/ROIQQQgghhBDiWIsoM19TU4Pdrnc+b1ySXFpaitUaXkdx0TGMjkxMsb2C89TjDXXd5T0Nnenrm8KpAa3J8T2UnrB1LBTr5e7eI4L5Psmhgba/bEPw+/pgXnUeRK3ZhyEqE2N091bHa7DEYTH4sSn6RYfKWn9Yz/NIh6vcvLWuAIvRwKXDswA9M79oezGVbv2ccbaGa1X/WtaQlR+TnRDcXr3mTtBUHP1/gzH66Er+hRBCCCGEEOJYiSiYHzduHK+++irQEMz7/X7uuusuJk5sfc606FxdjVmwaRLsHB3c5rIWQ1whlV5Pk/0PVnpAtehfNJTZ7yyuC+YbZebV2kIC7sLg7fpg3lvyAwCWlLFtzjdX6panizHqx1a4m04LCMd/VuTjUzUuHpZBbro+FaC4xsuj3+0J7lPp9uP1B3A2mivfOCuvaQEM1iQUaxLRg26PaBxCCCGEEEIIcTxEVGb/4IMPMnnyZBYvXoymaVx//fUsWbKEwsJCvv/++44eo2hF1ao/4Cv5kdixT2GOH4DL17RjfWHUNoitorC2mkEkhNx3oLI25LbHH8CvBthb5sJmMpAV15Dh95dvBPRS+oQpn6AY9aXvbF3PIfmcDYRDscQCMDwNFh6Eitr2B/NqQOM/K/IAuGF8D7bWNev7Zk8p3+wuJd5uxmExcrDSTVGNh7fWFVDi9DKtX2hWXlEMxI19ipiRD2AwxzT7WEIIIYQQQghxIoooMz98+HDWrFlDdnY2Y8eOZd26dUydOpU1a9aQm5vb0WMUrfCVb8Bb+A2aTw9oD7iLIWMHxDdk0BP8GVCWjt3YdM78Uu0r6LmG9IS65evUAHnltfgDGr2SHcF12OsfC8CcMhaDOQbFULf0ncGIOWEQ5oRBbY7XUJeZP7uPfpEgkjL7hduLOFjpZnhWHCO7xpMarU/t+Ga33pDxmjHd6JWkX2jYX1HLP77Vs/V3TunTwpgkkBdCCCGEEEKcXCJeZ75nz5489thjHTkWcTQ0fT58qekQJNZ91enq7UdBQQXx5qaN5lzGSrD46Uksh8or8apai/PlA64CQMGcOCTiYSoWPZhPMLsBW0Rl9s/9oHfDv+oUfY57fTAPen+AG07tEVx7/h/f7uFgpZtx3RMY3zMpuF/Fd5djTh5BVN9rUIzS50EIIYQQQghxcokoM+92u1v8CjSzlrnoTPWZcz2Yf3vmHEbZB/H2uGuDe7TUAK/I6UIz+lFUM/F1jQs9frVhvvwRwXzsqP8j7edVoBgper8/1Wv/gq90HUXv9qZ67V1hjbY+Mx9n0te3r2xnmX1htYePNhdiNxu4eJjewT8luqHi4PzB6XRNsJNWF+C/vV6/qPGn03sH9/EWLad290vUrL8HLRBZAz4hhBBCCCGEOJ4iCubtdnuLXyaTiR49enD33Xejqk3nb4vOleqIYuVFv+T8fg0l5U5TOcSUUOEJnR+/tqgIAJtmx2LSXwpef6PMfErTTL7BHA2Kglq5DdV1AG/xCtTq3QTcJWGNL27sU3S5zIs3bRbQ/gZ4L/+4H39A44IhGcTbzUBoMH/jxJ4ApMU0ZNtzUqOZPSAteLtmnb4EnSP3jxiaqVYQQgghhBBCiBNdRGX2Dz/8MPfffz/z5s1j+PDhKIrCjz/+yCOPPMK8efNwOBzcd999WK1Wbrnllo4es2hW02Xn6uWZN0N2CXmuMUBDULupVA/AY4wOrMa6YF4NsLOkBoDejTLzmuoFxYBiMAUb32l+F766TvbmlFPCGqVi0o+NqwvEK9oxZ17TNJ49osQewGoycuPEHqgBgg3uujQK5v94Wq/g3H9v0XI8BQsx2FKI6nd92I8thBBCCCGEECeSiIL5t956i7fffpvTTjstuO3MM89kzJgx3H777axYsYKcnBx+//vfSzDfyRRaXwoOwKDUB+qhlRI7y8sASLLEYKkL5j3+QLNl9u68d6lYegXRuX/Ekj4Z0IN5f9l6ACwpY9o17nibHsxXtiMzv3RvGTuKnfRNcTC+R2LIff84J7TxYpdYGwAZsTZ+PiIzuL1mw72AZOWFEEIIIYQQJ7eIgvnNmzczfPjwJttHjBjBpk2bADj11FM5cODA0Y1OtMne7xosmdMwRndvcZ/6gN9/RD+DvdUVAGTYY7GoejDv9PrZV16L3Wwgoy4ghrpO9gEPiiU+mF0PuIvwV25DMcdijG2+U/yRave9S/Wqm0nK+Bkwnr2lLoprPKREt92E7vmV+wG4cnS3Ntezn9w7iYuGZnDZyCysJmPdc9iE58B/USwJkpUXQgghhBBCnNQimjOflpbGSy+91GT7iy++SFqaXsa9c+dOBg4ceHSjE22yZ88leuBNGKMyWtzHUBf4+o4I5g/VVgLQLToea92c+e3FTtSARu8jlqXzV2wBwBQ/MBjM+4pXABrmxGEoSpgvJU1FdeZh9evz9Q9Uuul+7xL8auuNE2t9Ku9uOISiwKUjsoLbvUUrqF5zJ+Xf/hzVVRDcHmUx8cYvRjCjf8O0Am/hUlCMOHJ+rc/9F0IIIYQQQoiTVESZ+fvvv59LLrmEd955h5EjR6JpGqtXr+b777/njTfeAOD555/nrrvC63AuOpeh7pqNLxBaZl/sqQYF+sYnUuTW99lSqK9X3/uITvb+yq0AmOL7wxEd4M1Jw8Iei2KO1c+jVgW3ubwq5bW+VrPzn2wppNrj54w+yWTE6RUDWsBP+VfnEqg9DIAj57cYozLQAn7Uql1oqgtzUkMFiSPnOqyZ0zDUjUEIIYQQQgghTlYRBfMXXnghAwcO5IknnmD16tUoisKAAQN46qmngtn4f/7znx06UNE8d977+Gv2Yu9+IUZHVrP7tJSZr1JdYILc5GSWFnsAgvPleyRGBffTVA9q9R4UUxRGR1c0fy1xE15GUUwolvgWH7fZsdStM4+/OmR7RRvB/Gur9SkbPx/eMP/dc+C/wUAe9LJ/zV+Lr3wDpf8dg9HRjdQL8kLOY4rpEfZYhRBCCCGEEOJEFVEwDzBw4ED+9a9/deRYRARcO5/Fc+BTLMmjWg7maT6Yd+MCYGhqCqt26iXqu+qWpctOsAf381fvBk3FGNsPRTGgmB1E9fpFRONV6oJ5zVsZsr28lfXmy1xePt1WhNVkYO6g9OB2145n9XOaHGh+JwF3EbX73qZy6S8BUGsPo2kamrccd9572Hv9AsXY9tx8IYQQQgghhDjRRTRnXpx4NK3lpenqu9k3boDnV1UCRi8EDGTFxGAx6QG/26/vk53QkJn3V24DwBSXc9TjNJj1YD7greS+mQ3nq2glmH97fQE+VWP2gLTgknaq8wCeg5+imBxE9f+tfk53Ma7tTzccGPCieStxbf83lcuupnLFDUc9fiGEEEIIIYQ4EUScmV+0aBHvvPMO+fn5+P2hc6i/+OKLox6YCFcYS9M1082+sMYNxd2Iteud3uuXpqvXODNv63o2KeduD7m/bMkcPPs/JPaUx3HUBdNhjdaiz1fXfJXcdkYfdpe4eG5lfqvrzb+25iAQWmLv2vUiaAFsPS7GFNMLAM+hL/AVL8dg74LBloK/fCOq6wDObU8BENX3qrDHKYQQQgghhBAnsogy888++ywXXHABBoOBhQsXkpubi8vlYsmSJWRmZrZ9AnFM1c+Z9zdqgFdZG4CiHuRogwGC3ezrdWsUzCsGE6a4vpji+ga3efZ/CICvfGO7xqKYoomf9Ca27LlUrb6NeJt+MaG81tvs/nllLr7bU0a83cyM/qmAXoVQu+tFAKL6XInBpm/3HvoyuM3o6AqAa/vTBFwHMCefgiXllHaNVQghhBBCCCFOVBEF84888ggLFizg6af1kuZHH32UZcuWcdddd+F0Ojt0gKIt9Zn5MMrstYbMfFGN3vAuta7pXOPMfLTVSEJdOXtb2lt6rygKtu4X4Nr2FM6Nf6eHeS9Ai5n5Bev1ufwXDEkPrheP6saWfR6W9MmYU07BFJeDvdcv6x8Be9+rMdj0Jelc254EwDHgd+0apxBCCCGEEEKcyCIqs9+1axeTJk0CwGKx4HQ6cTgc/P73v6dnz54dOkDRBqXtMntj3TUbb6O13NeVHIa4Qkz2GCA0M5+dEIVSd15N0yj5aCjG6GwSJn/QZD15U1z/dg/Z3yibn2j2AhbKXc3PmX93wyEALhySEdymmOzEjnyg0Rj6YkkbT+3ul7BmzcAUnY3B3iV4v8HeBVv2+e0epxBCCCGEEEKcqCLKzPt8Pmw2fa3vrKwsNm7Ug7OysjICR3RMF53LFJ+LJW1SsLFcc0Zbh8COUQyO6R7ctqxkN3TdxiFDPhCamW88Xz7gKsBfvgF/xeaQQN4x+HYs6ZOxZkxp95jLFs8Ifm916Bn0CnfTYP5ARS0/5FeQYDczqVdSq+dULPGY4gcS1e86AGKG/jWYrY/qdx2K0dLucQohhBBCCCHEiSriBnj1LrroIi6++GLOOeccPv/8c2bMmNH2QaLDxI64r+19TNHgjcKiNJTO29QYKE1nwAA9420xNR/Mt9TJPnb4vRGPOVCrZ9tjxz6NLdAHWNlsZv79jfoa8ufkdsFcd7HBc+hrPIcWE9X7ckyxfYL72rufjy37POqnGyhGC47cP6CY7ET1vTbisQohhBBCCCHEiSiiYL4+Ew8wf/58YmNjWb58OXPmzOH222/vsMGJjmEy1jfAa5hX7/Alw6G+TD5dD9KtxtAy+3oNwXz7y+lbkjj9G7yHvyaqz1XE5+nrzS9YX8DgL2K4Y0pDk733NupB/9xBDSXzrh3/xr33TYz2jJBgHqibGtAw7cCckEvc2H912LiFEEIIIYQQ4kRx1Jl5k8nELbfc0hFjERFQXYfQ/E6MURkopqhm99ni3QHdt7CmMoYr6AY0boCnl5+3mJmv2gGAKbYhyD5a1i4TMUZl4s57hyRfw+oHd362PRjMF9d4+HZPKdFWI1P7pgAQ8FXjzv8QFBO2Hhd22HiEEEIIIYQQ4mQT0Zz5IUOGdPQ4RIQql19P8Xt98BavaHGfqkA1RFdQ4q0ObttWmw/RpUTb9JdAS3Pm1eo9ABjr1nLvKJ6ChVR8cxGxJe+HbPfXNen7cNNhAhrM6p+Gzax3sXfnvQ9qLdbM6RhtKR06HiGEEEIIIYQ4mUQUzGdlZbF3796OHos4GlrLS9ONdAyAXcMZ7GgIyHeaNkD3TVis+trzR3azr6dW7wbAGNOxqxQYLPEAWALVIdsravW58+/Wl9gPTg/e5973FgD2npd06FiEEEIIIYQQ4mQTUTB/5513cu2117Jr1y60VoJIcQyEsTRdkjkG3DHYDbbgNr+il9nnJCQADZl5i9FAlxhrcL/YU/5J7JgnMTq6duSoUeqCeYO/MmR7Wa2PilofS3aWYDMZmJGTCkDAU4GnYDEYrFi7zurQsQghhBBCCCHEySaiOfM33XQTTqeTPn36YLFYMJvNIffX1NR0yOBEe7R8UcVk0AN1v6rvU+Pxohn9KKqJaGv9nHn9okDXeBsGQ8MFAmvGGVgzzujw0dYvpad5K9n6p9OY8u8VHKx0U+7yseZAJT5VY8bAVKKt+kvUfeATCPiwdj0Hgzmmw8cjhBBCCCGEECeTiIL5V199taPHISLWdmZ+u3svdNvE2hoL0Isd5RUAmLSGDHyPxChSoi3BZnOdrT4zr3qK6ZcSxdjsBN7ZcIjyWh+fbi0CYPaAtOD+1sxpxI59GlMHz90XQgghhBBCiJNRRMH8nDlzOngY4ui1nJkvV6sgtpQiXzkAO8v1f21Ko3J6m5mDd00NrucO4ClYjDvvfWzZc7FmTOnQ0dbPmfeXrqH4gwEk2t8AoMTp5bNtejA/o39qcH+jLQVHP1kvXgghhBBCCCEgwjnzAJqmsX37dj777LOOHI9oJyWMOfPG+jL7gN4pfk9VBQDRRnvIfo0DeQDv4W9xbf8XvrL1HTDSUPWZeQC1agddbG4AFm0vpsTpZUhGLJlx9haOFkIIIYQQQoj/bREF80VFRUycOJGcnBxmzpwZ3D5t2jSWLFnSYYMTbYuf8Appl1Ri6XJ6i/uYldBgPr+6Sj/W7Gj13P66TvamDu5kD2AwO4gb90zwdpq1FoD3N+ld7M9qlJWv+P4qyr+5GH/1vg4fhxBCCCGEEEKcjCIqs583bx4ZGRmUlpaSlJQU3H777bczf/58zjgj/IZpu3fv5vnnn6ewsJBBgwZxzTXXYLe3npH9+uuv+fTTTykvL6dbt25cdtllZGdnH/V5T0aKKarNWfMmg75Ou1q38sAhp74cXLK19WC+YVm6zpmnrqnu4PdJZiegUOPRl8qb2V+fL6/5Xbj3vommuok75YlOGYcQQgghhBBCnGwiyswvWrSIxx57jMTExJDtw4YNY/ny5WGfZ8OGDQwbNow9e/YwaNAgnn/+eSZNmoTX623xmAcffJCZM2diNpsZPXo069evZ8CAAaxbt+6ozvtTFuxmr+mZ+UK3vtpAmj261ePU6j0AGGN6dMq4HP1vwNbjYgy2VOKsDXP+E+xmTukWD4Dn4EI0vxNLl9Mw2JJaOJMQQgghhBBC/G+JKDNfU1MTzHI3nrNdWlqK1Wpt6bAmbr31VsaOHcsbb+jNzy6++GKys7N56aWXuPrqq5s95plnnuGGG27g3nvvBeCqq66iX79+vP766wwdOjTi856sqlbOw3Pwc+LG/QdL2vhm96kvs1fryuxLPU4AMqJaXuIt4K0i4CnBYEvt1KXgEia9DoBpRzGwAoBp/VIw1c3fd+//GABbt3M7bQxCCCGEEEIIcbKJKDM/bty44PJ09cG83+/nrrvuYuLEiWGdw+v18sUXX3DhhRcGt6WmpjJ58mQ++eSTFo/r3r07Bw4cCN6uqamhoqKCnj17HtV5T1aq6wD+yq0EfDUt7mOuK7Ovz8xX+l0AZMfGtXzeYIl9x8+Xb05ilDn4/Vl1S9JpWgDPgU8BsHaddUzGIYQQQgghhBAng4gy8w8++CCTJ09m8eLFaJrG9ddfz5IlSygsLOT7778P6xz5+fn4fL4mc92zs7P57rvvWjzupZde4rrrrmPUqFFkZ2ezdu1afvvb3wYz7pGe1+Px4PF4grerqqrCeh4ng/ou9aqmz0d3BmrBCL3i4ls8RrHE48j9I8aozE4fn6ZpJFj1i0KKomfmAXylqwm4CzHF52KKzm7tFEIIIYQQQgjxPyWizPzw4cNZs2YN2dnZjB07lnXr1jF16lTWrFlDbm5uWOeordW7l0dHh87bjomJCd7XnG+++Ybly5czefJkzjzzTIYNG8Zrr71GXl7eUZ33/vvvJy4uLvjVtWvXsJ7H8Vc/zaHldeZN9WX2dQ3wUotHwfZTGJGa3vIxMT2IHfkgjgG/77CRNse141kOv2wiYd+9DM2I5eKhmaRE61M1PAf0ZQ+tWWd16hiEEEIIIYQQ4mQTUWY+Ly+Pnj178thjj0X8wHFxeol3eXl5yPaysrLgfUdyu91cc801zJ8/n3nz5gFwzTXXMHHiRG699VYWLFgQ0XkBbrvttuA5Qc/MnzwBfevMxvpu9nqZfYVTA5+NtGjb8RwWoHfjRwuAr4K1N08KuS960K1Y0sZjdHQ7TqMTQgghhBBCiBNTRJn5Hj16MGnSJJ555hkqKioieuCuXbsSHx/Ppk2bQrZv3LiRQYMGNXtMSUkJNTU1DBw4MGT7wIED2bt3b8TnBbBarcTGxoZ8nRzazsybDfWZ+QBqQKPC7SPaagyW3zfHvf9jave9Q8BT0YFjbUqxJADgPfwN/sodofcZLVjTJ2OK7d2pYxBCCCGEEEKIk01EwfzSpUvJzc3l9ttvp0uXLpx33nm8//777Vr6TVEULrroIp577jmqq/V1z5ctW8bKlSu55JJLgvs999xz3HbbbQBkZmaSmprKe++9F7y/urqaRYsWMWzYsHad939JoiUKnLFEE0NeVRVar1WoWZtbPaZm3d1UfH0Bam1Bp47NUBfMq1U7KH6/X3C7FvB36uMKIYQQQgghxMks4m72Tz75JIcOHeLdd9/FarVy6aWX0qVLF6699tqwz3PfffcRExNDbm4uM2fOZNq0adx0002ceeaZwX2WL1/Oxx/ry5MpisJLL73Eu+++y9ChQ5k7dy59+/YlPj4+uFRduOf9qXD0/w1xE17BnDCkxX0Gx3WFvcPIUQayt7ISbC4wt9w/AEB15gNgdHTuVAODNSHktlY3r7/im59R8vFIfOWbmjtMCCGEEEIIIf6nKVp99HSUNm7cyC9+8QvWr19Pe06pqirff/89hYWFDBo0iJycnJD7V6xYQUlJCbNmNSxNVl1dzerVqyktLSU7O5sRI0aErHcfznnbUlVVRVxcHJWVlSdRyX3zFm0vYtp/fuC8wenMm9SDU5/+kjHd41l+3dRm99f8bg6/akexxNPlkvJm9+koam0RRW+lBW+n/bwKxWCh8I0kNNVN2kVFGKyJnToGIYQQQgghhDhRhBuLRtQAr15JSQkLFizgtddeY9myZQwYMCAkQx4Oo9HY6tr0Y8aMabItJiaG00477ajO+78kQADMtVSrTqrcKvhsZNkTWtxfdR0AOj8rD2CwxIfcDnjKUKt2ovmdWNImSCAvhBBCCCGEEM2IKJh/4403eO2111i4cCGpqalcdNFFPPHEE8F56+LYqd3zJr6yddh7/xJzfP9m99lZcwj6rWSdlk6ZqxcAiVHmFs+pOvcDxyaYV4wWkmYup/zLcwi4i9A85XgKFgNgyZjW6Y8vhBBCCCGEECejiObMX3fddaSkpPDZZ5+xf/9+Hn74YQnkjxP3gY9xbnoAtXpXi/vEmK1Q68AaiGLR4c3QYy0HlbwW92+YL39sloSzpI7BnDIWgIC3DM+hLwCwZkw5Jo8vhBBCCCGEECebiDLzhYWF2GzHf41y0UgrfQr6x6XD7pH065NMvmsfOKrQTC2vPKAY7ZiShmOKaz7T3xnqG+H5K3fgL12LYo7DnDTimD2+EEIIIYQQQpxMIgrm6wN5n8/Hvn370DSNHj16YDa3XLotOovS5h4mg76PP6BR4XUBkGJztLi/vceF2Htc2DHDC1PM8PuIGfY3vCUrAQ1L+ukohqNq6SCEEEIIIYQQP1kRldn7fD7uuOMO4uLi6Nu3L/369SMuLo477rgDn8/X0WMUR0kxaGD04Q54qPK5AUiLajmYPx6MUekYHVnYs+eSen4eMcPvO95DEkIIIYQQQogTVkSpzzvvvJNXX32Vxx9/nDFjxqAoCsuXL+cvf/kLfr+fBx54oKPHKVqgBDPzLZfZ57vKoP8yNqkJRKk2UCDDEd3i/v6KbRjsqSiWhCZL/h0LxuhuGI/5owohhBBCCCHEySOiYP7ll1/m3XffZdy4ccFtAwcOpH///px//vkSzB9LYQTbFoNegBHQNFwBDxghMzqm2X01TaPkk1FofiddfuEGo6VDh9sSz+FvqFo1D1vmDGKG33NMHlMIIYQQQgghTlYRBfNlZWUMGDCgyfYBAwZQVlZ21IMS4TMnj0ZT3RiiMlrcx2rS89waAbyaH4DM6ObL7DVvJZq/BoM9HeUYBfIAqB78pWuoKV2DISoDR86vj91jCyGEEEIIIcRJJqI587m5uTz99NNNtv/rX/8iNzf3qAclwufofwMJpy3AkjyqxX2sxvpgXsOP3tOga2zzmXnVVb/G/LFZlq6eUtfNHsBgiT+mjy2EEEIIIYQQJ5uIMvN///vfmTVrFh988AGjR48G4IcffmDdunV88sknHTpAcfTqg/kAGgGDHzToEhXV7L6qsz6Yzzpm44PQAN6SfsYxfWwhhBBCCCGEONlElJmfOnUqmzdvZuTIkWzcuJFNmzYxatQoNm/ezNSpUzt6jKIV/qpdeIuWE3CXtriP2VAfzKtgUFECJkzG5lvMBVyHAFot2+8MxqiuGKzJmBKGYLSnHdPHFkIIIYQQQoiTTcQLeffu3ZsnnniiI8ciIlCz/h5qd79E/OnvYs+e2+w+9XPm/YpeYm/QzC2eT63Vg3mjPb2DR9o6xWQj9YI8Iry+JIQQQgghhBD/UyJeZ37ZsmVNti9btkzWmT9etJaXprPVZ+GNevM7My0H8wF3MQAGe5eOG1uYFFMUisl2zB9XCCGEEEIIIU42EQXzd999N1999VWT7V9++SX33CPLih1TYSxNZzU2KsCoSCVFazlQjx39KGmXVGDrfmFHjE4IIYQQQgghRCeIKJh/7rnnuPLKK5tsv+qqq3jhhReOelAiEi1n5q2mul+z3wwH+jPMNLTFfRVFwWCJw2Bufuk6IYQQQgghhBDHX0TBfFVVFaqqNtnu9/spLW25EZvoDGFk5g31ze70gD/O1nKZvRBCCCGEEEKIE19Ewfy4ceN44IEH0BrN09Y0jfvvv5+xY8d22OBEe7QyZ76uAR4mP0RVYLJ6mz+DplH4djeKPx4R8rsVQgghhBBCCHFiiXid+YkTJ/Ltt98yfvx4NE1j6dKl7N69m2+++aajxyhaoRgsYLDS2nUZk9EIB/tBQgH0XM9O1QCc0mQ/zVtJwLkfNBUljLn4QgghhBBCCCGOj4iC+eHDh7N27VoeffRRVq9ejaIojB8/nnfeeYc+ffp09BhFK+LGPU3cuKfb3M9clY5PNUL8YbJTkprd53gtSyeEEEIIIYQQon0iXme+T58+PPnkkx05FtGJjIqCryoFqlI4fcyAZvcJ1AXzBgnmhRBCCCGEEOKEFtGceXHyCSTvg7Q9gEacrflrOAFXXTAfJcG8EEIIIYQQQpzIJJg/yVWtnEfhGym48z5odT9fwn5I2Q+2GuyW5vdRaw8DYLS3vA69EEIIIYQQQojjT4L5k1zAV03AU4Kmulvdz1Fe18ug9xqK/GXNn0vK7IUQQgghhBDipBDxnHlxggiz67zD2ZWaqAMQVU1alKPZfaL6XYsldTymxMEdOUIhhBBCCCGEEB0s4mBe0zR27NjBnj17mDFjRkeOSUSk9XXhTQYFjH4AUh1Rze8T2wdTrKxGIIQQQgghhBAnuojK7IuKipg4cSI5OTnMnDkzuH3atGksWbKkwwYn2qYQXma+NvoAWGsB6NJCMC+EEEIIIYQQ4uQQUTA/b948MjIyKC0tDdl+++23c++993bIwER7tZ6ZryYlVzMAAFB9SURBVIrZG/y+S1TzwXzF0iuo/OFGNK31cwkhhBBCCCGEOL4iKrNftGgRGzZsIDExMWT7sGHDWL58eYcMTIQrvMx8471MRmOT+zV/LbW7XkSxJhJ3yqMdMzQhhBBCCCGEEJ0iomC+pqYGu90OgNKoAVtpaSlWq7VjRibCEtX/t9iyz8WUMKjV/QIEWr1frS0EwCid7IUQQgghhBDihBdRmf24ceN49dVXgYZg3u/3c9dddzFx4sSOG51okzlhINbMaRijMlrdL6Codd80/ysPuIsAMNhSO3R8QgghhBBCCCE6XkSZ+QcffJDJkyezePFiNE3j+uuvZ8mSJRQWFvL999939BhFB9DqgnlFaymYLwbAYEs5ZmMSQgghhBBCCBGZiDLzw4cPZ82aNWRnZzN27FjWrVvH1KlTWbNmDbm5uR09RtEK1+5Xqfj+SrxFbfQqMOhl9orWdL48NA7mkzt0fEIIIYQQQgghOl5Emfm8vDx69uzJY4891tHjEe3kK15O7c7nsXQ5HUvq2Db3N9BCMO8p0e+3SmZeCCGEEEIIIU50EWXme/TowaRJk3jmmWeoqKjo4CGJyIS3nJyphWDenDiMqP6/w5I6riMHJYQQQgghhBCiE0QUzC9dupTc3Fxuv/12unTpwnnnncf777+P1+vt6PGJNtWtJtDW2vC1DgAyfH2avduacQZxpzyGNfPMjhycEEIIIYQQQohOEFGZ/bhx4xg3bhyPPfYYCxcu5LXXXuPSSy/FarVywQUX8O9//zvsc5WWlrJgwQIKCwsZNGgQ5557LgZDy9cY/vKXv+DxeJpsHz16NHPnzgXggw8+YMWKFSH3d+nShRtvvDHscf3kqGYA4pXY4zwQIYQQQgghhBBHK6LMfD2TycRZZ53F66+/zooVK+jWrRv/+c9/wj5+7969DBo0iLfeegun08nNN9/M7NmzCQRaXhM9Li6O+Pj44JfX6+WBBx7g4MGDwX0+//xz/vvf/4bsFxMTczRP9STQRmZe0zP4FpPS7N3u/I9w531AwOfs6IEJIYQQQgghhOhgEWXm65WUlLBgwQJee+01li1bxoABA7j33nvDPv6WW26he/fuLFmyBKPRyPXXX0+/fv146623uPjii5s9Zt68eSG3H3zwQWw2G5deemnI9n79+nHrrbe2/0mddJoPzpuIKQeg0lzc7N1VP/4BtWonqRcWgNnRUYMTQgghhBBCCNEJIgrm33jjDV577TUWLlxIamoqF110EU888QTDhg0L+xx+v5+PP/6Yhx9+GKNRb8rWs2dPJk2axHvvvddiMH+k559/nvPPP5+EhISQ7fv27ePuu+8mLi6O8ePHM2LEiPCf4EnEkjYBCGCK7df6jqUZkFRAgjG62buDS9NZkzp4hEIIIYQQQgghOlpEZfbXXXcdKSkpfPbZZ+zfv5+HH364XYE8QH5+Pm63m969e4ds7927Nzt27AjrHEuXLmX79u1cffXVTe6zWq243W7WrFnDuHHj+MMf/tDquTweD1VVVSFfJwN7jwuJG/MkltQxre9Ymgn7culuyWhylxbwoXkrUMxxKEZLJ41UCCGEEEIIIURHiSgzX1hYiM1mO6oHdjr1udmxsaEN2eLi4oL3teXZZ5+lb9++TJw4MWT7H/7wh5CLBJdccgnTp09n1qxZnHbaac2e6/7772f+/PnteAYnl6uH5/DMinxuHDugyX0BdykABlvysR6WEEIIIYQQQogIRJSZP9pAHiA6Wi/3rqysDNleUVERvK811dXVvP32281m5Y/M9k+bNo3MzEy+/fbbFs932223UVlZGfzav39/OE/juPOVb8Sd/yH+mrxW9/v3+YMpv2c6o7rFN7kv4CkBwGBL6YwhCiGEEEIIIYToYGEH84qioChKyPctfYWjW7duOBwOtm/fHrJ9+/bt9O/fv83j33jjDXw+H7/85S/DejxVVXG73S3eb7VaiY2NDfk6Gbh2PEf5l3PwHlrS6n6KohBvNzd7X8N8ecnMCyGEEEIIIcTJIOwy+8WLFzf7faSMRiPnnnsuL7/8Mtdddx0Wi4UtW7awdOlSFixYENzvvffeIz8/v8ka8c899xxz5swhJSU0m+z3+/nxxx8ZM6ZhDvm7777L4cOHOeOMM4563D9NCqb4XEyxfY73QIQQQgghhBBChCHsYH7KlCnB7z/44AOeeOKJZve74YYbQvZtzd///ncmTJjA2LFjGTFiBB999BHnn38+5557bnCfTz/9lBUrVoQE85s2bWLlypXcc889Tc6pKAq33norBoOBgQMHkp+fz8KFC7njjjt+ksF8sBJCa2Od+VZY008jZc7GDhqREEIIIYQQQojOpmha+6NARVFo7jBN0zAajQQCgbDPVVNTw0cffURhYSGDBg1qciHgs88+o6CggCuvvDK4beXKlXz77bfcfPPNLZb1L1u2jLVr15KQkMCYMWPo2bNn2GMCqKqqIi4ujsrKyhO65L5q5U04tzxK3Lhniep7ZdsHCCGEEEIIIYQ4YYUbi0bUzb45mqaxfPlyUlNT23VcdHQ0l1xySYv3z5gxo8m20aNHM3r06FbPO27cOMaNG9eusZyc6i9mRJ6ZD7hLwWBGMceE3fNACCGEEEIIIcTx065u9iaTCZPJFPJ9469TTz2Vq666qlMGKjpP5Q83UPh6HJ4DnxzvoQghhBBCCCGECEO7MvOffKIHezNmzAh+X89sNtO9e3d69erVcaMTbVKsCRiislBMURGfI+CuW5rOKkvTCSGEEEIIIcTJoF3B/PTp0wFYtWoVI0eO7JQBifaJGfJnYob8+ajOEVyaziZL0wkhhBBCCCHEyaBdZfb1JJD/aQl46jPzEswLIYQQQgghxMkg4gZ4ixYt4p133iE/Px+/3x9y3xdffHHUAxPHhqZpemZeMaFY4o73cIQQQgghhBBChCGizPyzzz7LBRdcgMFgYOHCheTm5uJyuViyZAmZmZkdPUbRiqpVf+TQiwrO7f+O6HjNXwMBLwZrknSyF0IIIYQQQoiTRETB/COPPMKCBQt4+umnAXj00UdZtmwZd911F06ns0MHKMKkRbY0neYpB8BgTezI0QghhBBCCCGE6EQRldnv2rWLSZMmAWCxWHA6nTgcDn7/+9/Ts2fPDh2gaMNRZtMNUZmk/uwwmuruoAEJIYQQQgghhOhsEWXmfT4fNpsNgKysLDZu3AhAWVkZgUCg40Yn2iGyzLxiMGK0p2GKzu7g8QghhBBCCCGE6CwRN8Crd9FFF3HxxRdzzjnn8PnnnzNjxoyOGJcIm8xzF0IIIYQQQoj/NRFl5usz8QDz58/nuuuuY9++fcyZM4dnnnmmwwYn2iOyzHxt3nuUfDwS59YnOng8QgghhBBCCCE6S0SZ+dzc3IYTmEzccsstHTYg0V5Hl5lXa/Lwla7GmikVFUIIIYQQQghxsjjqMntxfDn6/xZ7j59hcGRFdLzm1bvZK9aEjhyWEEIIIYQQQohOFHYw3541yLUIl0kT7Wd0ZGJ0ZEZ8fMBbAYDBIsG8EEIIIYQQQpwswg7mFy9e3JnjEMdJcJ15S/zxHYgQQgghhBBCiLCFHcxPmTKlM8chIuTa/QrufW8T1fcabF1ntfv4+sy8Ipl5IYQQQgghhDhpRDRn3u12t3p//Rr0ovP5K7fh2f8x1owzIzo+4JXMvBBCCCGEEEKcbCIK5u12e6v3y5z54yGyn3n04NtRa/ZhjM7u4PEIIYQQQgghhOgsEQXz3333XcjtQCDAzp07mT9/PvPmzeuQgYnwKPVL00V4AcWWNbMDRyOEEEIIIYQQ4liIKJgfP358k20TJ04kJyeH2267jRtvvPFoxyWEEEIIIYQQQogWGDryZEOHDmXdunUdeUoRtvZn5jXVS9WPt+Lc8ngnjEcIIYQQQgghRGfp0GD++eefJzU1tSNPKdqkRHxkwFuBc9MDOLc+1oHjEUIIIYQQQgjR2SIqs+/evXuTbRUVFdTW1vLSSy8d7ZhEO1jSTydaMWJOPqXdx2p1newV6WQvhBBCCCGEECeViIL5O++8s8m2hIQERo8ezf+3d+dhUVX/H8DfMwMM+yKrJCgqiGyuiSuiYK65tPo1U1wyS7OyMrV+pVlpVmbu5ZblrhXupuKK+4KKKy6guIEssi/DzPn9gVwdWQQEhsH363l49J577jmfGS/IZ86557i4uDxzUFR6ytqdoazduVzXanIKtqXjHvNERERERET6pFzJ/PDhwys6DtIBTe4DANxjnoiIiIiISN9U6DPzVPVUiaeQGbUIquTIMl/7aJo9R+aJiIiIiIj0SblG5hMSEjB58mSEh4cjOTm50PmYmJhnjYtKKfvmRqSfmQyLF3+GoY1vma6VRuaVTOaJiIiIiIj0SbmS+ZCQENy6dQsDBw6EtbV1BYdEVUVh5gqlaz8Y2jTRdShERERERERUBuVK5vfs2YOoqCi88MILFR0PlZXs4dZ0ouz7zBu79ISxS88KDoiIiIiIiIgqW7membe1tYVczsftiYiIiIiIiHShXBn5mDFj8NFHHxX5vDxVtYcj8yj7yLwq6SxyE05Ao8qo2JCIiIiIiIioUpUrme/Vqxd27twJW1tb2Nraws7OTuuL9EPq8bFI3Pwi8h6c03UoREREREREVAblemZ+8ODB8PDwQEhICBfA0zGFaW0Y1GoGubFDma8V3GeeiIiIiIhIL5UrmT9z5gxu3LgBR0fHio6HysjU4x2YerxTrms13GeeiIiIiIhIL5Vrmr2rqyvy8vIqOhaqYtI+80ZWug2EiIiIiIiIyqRcI/MjRozA+++/jwULFqB27drPFEBWVha2b9+OuLg4+Pr6ol27diXWnzdvHnJzcwuV+/j4IDg4uNzt6iuNKgMiLwMyAzPIDc1KfZ0QAiI3BZArIVMoKzFCIiIiIiIiqmjlGpmfNGkSNm7cCGdnZ5iZmcHc3Fzrq7Tu3buHpk2b4quvvsLBgwfRp08fhISElHjNjRs3EBMTI32dPn0aH3/8MU6dOvVM7eqrjAszEb/GEZmX5pTtQnU2INSQG1pUTmBERERERERUaco1Mr98+fIK6Xz8+PEwMTHBkSNHYGxsjLNnz6JZs2bo168f+vTpU+Q1P/zwg9bx7NmzsWLFCgwePPiZ2tV7omxb04m8TMgMzCHjFHsiIiIiIiK9U65kvm/fvs/csUajwd9//40pU6bA2NgYAODn54d27dph7dq1pU66Fy9ejN69e0uL8VVUu/pCJpM9vVIR5Ma2cBqYBlHGDwGIiIiIiIhI98o1zT47O7vEr9K4efMm0tPT4enpqVXu6emJCxculKqNkydP4syZM3jnnUeruZe33ZycHKSmpmp96Zeik/K8lMtIOTIK6uz7RZ4v74cBREREREREpDvlGpk3MTEp8XxpRnvT0tIAoNA+9TY2NtK5p1m8eDFcXV3x0ksvPXO7U6dOxeTJk0vVb/VScjKeuK0DNNn3oclJgk3HVVUUExEREREREVWmciXzBw4c0DrWaDS4cuUKJk+ejLFjx5aqDVNTUwAolGCnpqZK50qSlZWFlStXYuzYsZDLH00wKG+7EyZM0Io9NTUVLi4uT38h1UbRH6BoHo7Iq9NjtMqzb23Hg31vwqT+AFi1mV/ZwREREREREVEFKlcy3759+0JlAQEB8PT0xIQJE/DRRx89tQ1XV1colUpcu3YNXbp0kcqvXbsGd3f3p16/fv16pKenY+jQoRXSrlKphFKpj1u0lXKavEyhdShUKRCqVAiNqhJiIiIiIiIiospUrmfmi9O0aVOcPn26VHUNDQ3Ro0cPrFy5EhqNBkD+8+579+7VWmBv165dRa6ev3jxYnTv3h116tQpV7s1hann+3B4PRamnqOLPG9c7w0AgLnPOK1yocqfucCt6YiIiIiIiPRPuUbmi7NkyRI4ODiUuv4PP/yAtm3bonv37vD398fKlSsREBCAAQMGSHVWr16NI0eOYODAgVLZ1atXsX//foSGhpa73ZpCbmQJGFkWe97A2guGDu0hN3HUKtc8TOZlTOaJiIiIiIj0TrmS+Xr16hUqe/DgAbKysrBs2bJSt+Pu7o5z585hxYoViIuLw6RJk9C/f38oFI+mhHfp0qXQ9Pjbt29j7Nix6NGjR7nbfV5YNP0aFk2/LlQuVPmr9TOZJyIiIiIi0j8yUY6NxhctWlSozMbGBq1atdKzReOKl5qaCisrK6SkpMDSsviRb13LvLYcmRfnwLTRuzB1H1L4fNRipJ+ZAlOvMTD3fmyBv+OfIuP8z7BsPR9mniOrMmQiIiIiIiIqRmlz0XKNzA8fPrzcgVHF0mTegSrhKNQuvYo8n/fgPNQZN6DJitcq5zPzRERERERE+qtcC+CpVCocOnSoUPmhQ4egUnF1dN0oeoJFxoVfAAB5qVFa5WY+n6HWSzthVLtzpUdGREREREREFatcyfw333yDPXv2FCrfvXs3vv3222cOispA9nBruqc8LSGTa0/CMLBsCKVzMBSmtSsrMiIiIiIiIqok5UrmFy9ejGHDhhUqHz58OJYuXfrMQVFZlG+feSIiIiIiItJf5UrmU1NToVarC5Xn5eUhMTHxmYOi8njKyLxMe2Q+9cQ4PAgfAvUTz9ITERERERFR9VeuZL5t27b44Ycf8PhC+EIITJ06FW3atKmw4Kg0Sjky/8Q0++yboci6+gcg8io+JCIiIiIiIqpU5VrNftq0aQgICMD+/fvRvn17CCEQHh6Oa9euYd++fRUdI5VAWTsIstZzYWj3Yon1zBqP0ToWudxnnoiIiIiISF+VK5lv3rw5IiIiMHPmTJw8eRIymQzt27fH+vXr4e7uXtExUgkMbZvC0LZp8RXkhgBkMLRtplUs8vK3ppMZmFVecERERERERFQpypXMA4C7uzvmzp1bkbFQJXD8XzKgydEqExo1RF4mZAbmkMnK9aQFERERERER6RAzOT2Xm3Ac6WenIjfuQJHn1Rk3kXZ6EjKvLJHKRF46AEBmZFklMRIREREREVHFYjKv51RxB5F2aiJy7uwq8rwmIxaZF2cj59Y2qUyoCqbY83l5IiIiIiIifVTuafZU3RTemk6dFY+knV3zzz62ar1MYQIzn3GQG9lUWXRERERERERUcZjM6ztZ8VvTibzMRweaR8m83NgWli1/qMyoiIiIiIiIqBJxmn1NIQqPzEOd/dh57idPRERERERUUzCZrzEKJ/PisVXsxWMj83lpMci6vhKqxFNVEhkRERERERFVLCbzeq+EafbFjMznxh/Ag/1vITNqYWUGRkRERERERJWEybyeU5jXhdK5KxQWDQudezyZV77Q7VF5wWr2htyajoiIiIiISB9xATw9Z+zaB8aufYo+qc6fZm9c91WY+34uFT9K5rk1HRERERERkT5iMl+DGdj4wjpgBeSmL2iVFyTzcibzREREREREeonT7PWcJicJquTzUGfFFTqnMK0NY9d+gCYPufGHHl3DkXkiIiIiIiK9xmRez2VdX4WEDT7IuDCzyPOa7PtI2hGMlEMjpDJOsyciIiIiItJvnGZfg+XGH0bmpXkAtLemkxvbQ2HpDrnSTlehERERERER0TNgMq/vZA+3phOF95lXJZ5A1vXlD88/SuYtW/4Ay5Y/VEV0REREREREVAk4zb4G09pn/rGReSIiIiIiItJvTOb13sOReRQemRcPt6YDAPHYyLwm5wFEXhZEEaP5REREREREVP0xma/JHkvmHx+ZT9jcAveWm0KTk6CDoIiIiIiIiOhZ8Zl5vScr9ozQ5D6qZWT1qFyVkV+mMK28sIiIiIiqiFqtRm5u7tMrEhFVI0ZGRlAoFOW+nsm8njP1GA5T9yGArIib4GEyb9V2EUw9hknFIu9hMm9gUiUxEhEREVWWtLQ0xMTE8PFBItI7MpkM9erVg4VF+bYMZzKv52RyAxT3z2hQqymM670BhUUDqUwIAZGXAZmBKWQyPmVBRERE+kutViMmJgbm5uZwcHCAXM7fbYhIP2g0GsTHxyMmJgZeXl7lGqFnMl+DmTYcDNOGg7UL1dkABKfYExERkd7Lzc2FEAIODg4wMzPTdThERGXi4OCAtLQ05ObmwsSk7LOm+fGlnsu6vhrxfzdA+tmpxdaJW2WPe8vz/4N7NMWe/+ERERFRzcAReSLSR8/6s4s/+fScUKVCnXa9yJXpVQ8uIDf+EDQ5CRB5mQ+n2GcCAGSGTOaJiIiIiIpyf8MUXBgsx/0NU3QdClGxmMzrO1nxq9mnnfoSiVvbPSoQashNnWH/ajRsgjZVQXBERERE1c+V++mYsOUi/vfXSUzYchFX7qdXep/z58/H0aNHy1X3999/x+HDhysrNHrC/Q1TcP+frwAI3P/nqwpL6C9duoSQkBAcOHBAKrty5Qq+/PLLZ25bpVJh+fLlGD16NMaPH4/du3dL53bs2IGQkBCEhIRg7Nix2L59+zP3R9UDk/maoqgVXDVPbNGiyYNMbgADi3owsKhfNXERERERVSNLj92E5w978OPea1h75g5+3HsNnj/swR/HYiu133379iE6OrpcdRs3bgxHR8fKCo0e8yiRf6ysghL6e/fuYdWqVfjwww+l3Rfi4uIQGhr6TO2mp6ejffv2mDlzJurUqQM7OztMmzYNP//8MwDgwoULuHjxIgIDA+Hg4IABAwZgxYoVz/pyqBrgAnh6r3T7zAOAEHkl1CYiIiKq2a7cT8fwtWegEXg0EPLwz2FrT6N9/VpoaPdsjyJGR0dj8eLFuHPnDjQaDSZNmoRbt27h6NGjuHv3LrZv347hw4cjJiYGu3btgpGRETw8PDBixAhYWloiPDy8UN2LFy/CwMAA9evnD8bs2LEDO3bsQEJCApo3b44xY8Y8U8yUr6hEXjr3sNy+z/89Ux++vr5QKpVYs2YN+vfvX+h8TEwMli1bhoSEBLRv3x5vvPEGZDIZvv/+e7Rt2xaBgYEQQmD8+PEYOHAgfH19MW3aNBgaGuLQoUPSiuiffvopbt26JbXr5uaGkJAQAEBeXh5CQ0Px1ltvPdNrId3TeTIvhMCJEycQFxcHHx8f1KtXr1TXpaam4tixYzA1NUWrVq1gYPDopURERODatWta9a2srNClS5eKDL2aKWJkXp2jfazJQ27cQaSe/BzKF7rDoskXVRMaERERURWwmLgVuXnF7zefp9HkJ/JF0Aig0bTdMChmQSojAxnSvu/x1Bi6dOmCN954Ax06dIBMJoOFhQWcnJzg4OAALy8v+Pv7w8nJCYaGhsjLy0NeXh6OHj2K1157DTt27Ciy7oIFC2Bqaoo2bdpgxowZmDVrFkaNGgUfHx+4urqW6r2hfBeHKSE3tkCjuY/Wm7o20Qc5dy8BGnWJ197/5yvcD52M2oPnwybwHQBA8v4luLfsPTRenFPitY+bNm0ahg4ditdee02r/Nq1a+jduzfefvtteHl5Yc6cObh69Sq++OIL9OjRA3369MHRo0exePFiXL16Fb6+vgCArVu34sMPPyy0tVmdOnWK7D8+Pr5cK6dT9aPTZD41NRU9evTAtWvX4OnpiWPHjuHjjz/Gt99+W+J1CxYswGeffQY/Pz+YmpoiJSUFoaGhcHZ2BgD89ttv2Lx5M1q3bi1d4+rqWkOT+dKPzEPkQZ11F6r4gzCwdK/kuIiIiIieL0IIPHjwAP7+/ujUqRMsLS0BALa2tnBzc0PHjh2l0Vg7OzscOnQIly9fhkqlwv79+6FSqdCwYcNCdR83bdo07NixA02bNq3Kl1bzPSWRL3O9EnTo0AEeHh5YvHgxvL29pfJZs2bBwsICly5dAgDY2Njg77//xhdffIGmTZti/Pjx6NatGzIyMnD8+HHpuuTkZDg4OJTY59GjRxESEoK4uDgcPHgQO3bseObXQbqn02T+yy+/RFxcHC5evAhra2vs27cPgYGB6Ny5Mzp37lzkNVu2bMGoUaOwYcMG9OrVCwAQGRmJjIwMrXqtW7fG+vXrK/016JpR7c6wDlwLA4vCyXlBMm/dYTkUFvUhM7Li1nRERERUYz1t5HzClov4ce81qIsYnlfIZfgssAGm9mxc7v5lMhnWrFmDH3/8EYMGDUKbNm2wbNmyIp9379evHxwdHdGxY0eYmJhgzZo1yMjIgLW1dbHt5+bmIiEhAY0blz/G511RI+gNvj9X4hT7x9m/8o00Kg8ANgFDYRMwtMxxTJ06FT179sSSJUukslu3bsHHxwft27eXygo+EAKA7t2746OPPsL777+vdZ+4uLjgypUr6N69e7H9OTg4IDAwEDY2Nli2bNlTk3/SDzpbAE8IgeXLl2PYsGHSzdixY0e8+OKLWL58ebHXfffdd+jdu7eUyAP5z564u2snsykpKdi6dSsOHjyI1NTUSnkN1YGBhRtM6r0OQ9umhc7JZAaA3AiGDu1g5NAGMrkhk3kiIiJ6bg1t5SItPPYkIQSG+T/7lPWgoCBs374diYmJUuIEAEqlErm5j2ZNHj58GL///jvee+89+Pn5ITs7Wzr3ZN0CBc/XczXyimff5/9g/8o3Jdd55Ztnfma+gJ+fHzp27IhZs2ZJZb6+vkhMTMTgwYOl1edfeeUVAPmr1ffv3x8zZszAli1bsHfvXum6gQMH4pdffsGdO3ekstTUVOzbt086Lnhmvk+fPkzkaxCdjczfunULycnJ8PPz0yr38/PD6dOni7wmOzsbx44dw9y5cxEbG4uzZ8/C2dkZTZo0gfyJ55tOnjyJmTNn4vbt27hz5w5mzZqFt99+u9h4cnJykJPz6JO6mvABgF2vwtufPErmTas6HCIiIiKdcrc3x+I3mmLY2tOQyWQQQkh/Ln6j6TMvfpeeno7Ro0dLf9+3bx8+/vhjAEDLli3xzTffICwsDO+88w66d++O9u3bw8PDA1euXIGZ2aO+n6z7uNmzZ6N///5o06YN7OzsuABeBSpI1Isaoa/IRL7AlClT4OnpKQ1KfvLJJwgODoafnx+aNm0KhUKB9u3bY/jw4Rg/fjy8vLwwatQo+Pv747XXXsOxY8fg4OCAd955B5GRkfDy8kKbNm2gUChw8eJFzJgxo0LjpepHZ8l8SkoKgPxnQR5na2uLBw8eFHlNYmIi1Go1wsLC8P3338Pb2xtnz56Fvb09Nm3aJC3y8MYbb2DGjBkwNc1PWH/66ScMGzYMzZo1g4+PT5FtT506FZMnT66gV1d1cu8fQ3b0Khg5BsC4br8i66SenAh16hVY+v8KkZcJgCPzRERE9HwKaeWC9vVrYfHRm4hJykS9WqYY5u/6zIk8ABgaGiIwMBBA/vToOXPmwMnJCQDwwQcfoEmTJoiJiYGTkxPWrVuHHTt2QC6Xo127dtiyZYv0u+uTdd9991288MILAPIX2Lt48SIOHz6M5ORkLoBXwYpK6Csqkff09MSkSZOkYzc3N2zcuFGalWFhYYHDhw/j8OHDiI6ORl5eHho2bIicnBw0adJEWjCvZcuW+OOPP3Dnzh04ODhAJpNh9uzZ+OSTT3D8+HGYm5ujdevWUp710ksvoVmzZs8cP1U/MlHcXKNKduXKFXh4eGDXrl0ICgqSykeNGoV9+/bh3Llzha5JSEiAvb09GjdujOPHj8PMzAxZWVlo06YNGjVqhDVr1hTZlxAC9vb2+Pzzz/HZZ58VWaeokXkXFxekpKRoPatS3WRe+QMpB4fAtPEYWPn/WmSdhM2toEo4Dvu+F5F5dQkyzv0Iy9bzYOb5XhVHS0RERFRxsrKycOXKFbi7u3N1bqpQ+c/Qfw37VyZX+Ig8UYHifoalpqbCysrqqbmozkbmXVxcYGBggJs3b2qV37x5U9pD80l2dnawsrJCz549palIJiYm6NWrF1auXFlsXwXbgsTHxxdbR6lUQqlUluOVVBeFP5OJ/7sBRG4q5Ob5n9gKkQdjlz5QmDjDyKFdVQdIRERERKQX7Pv8H5N4qvZ0tgCesbExOnXqpLXifGJiIsLCwrRWYjx58iR27twpHffs2RNRUVFabUVFRUlT7DUaDRISErTOR0RE4MaNG2jZsmVlvBTdkhW/NZ0mOwGanATIFA8/5dHkwcixHcy8P4JhLb9iryMiIiIiIqLqTadb002bNg0dOnTAkCFD0KZNGyxcuBAeHh4YOvTR9g7z58/HkSNHpGn3U6ZMgb+/P9599120a9cOR48exYYNG6RVPdVqNdq3b4/evXvD29sbN2/exK+//oquXbtKz5nUSEU8LSHUOYDMADK50cMqeVUdFREREREREVUCnY3MA0Dz5s1x8uRJ2NjYYN++fXj11Vdx4MABrenuLVu2xEsvvSQd169fHxEREbCzs8OOHTtgZWWFs2fPolOnTgDyFx45fvw46tSpg7179yI5ORkLFy7Etm3boFAoqvw1Vh3tZF4IAWhyIVMoAfnDz2w0eci6vhLp536COvOuDmIkIiIiIiKiiqDTkXkgf1XHkrZNGDlyZKGyOnXq4Lvvviv2GgsLi+doi45iptkLNQAByI3y95sHAJGHzMu/IzduH5ROnaAwrV1lURIREREREVHF0XkyT8/GwKI+TOoPhKHdi9onNLkAAJncCMb1XoOBjR/kps4Q6syHF3KfeSIiIiIiIn3FZF7PGTm2h5Fj+0LlQp2fzENhBFP3R2sQiLwsAICMyTwRERFRldm7dy9cXFzQoEGDEuuFhYWhYcOGqFu3bhVFVnH0OXZ6JDY2FhcvXtR61JmqJ50+M0+VR2Zohlpdd8O6w3KtcqF+mMwruBcrERERUVVZtGgRDh8+DCA/sb927VqR9ebPn4+IiIin1qtM5e338dhJN2JjY7Fjx45nauPMmTOYNWtWsefT0tKwceNGrF+/HqmpqVrn8vLysG3bNqxatarQDmP79+9HaGgoVCqVVlsFC5lT2TGZ13PqrDjk3N2DvJTLWuUyuSGUtTtB6RSA3PjDyLy2HOqMWIi8/Gn2MgMm80RERPT8UaffhCrxVKEvdfrNKovh2rVruH//foXVq2i66peeXXJyMi5fvvz0iuUUGxsLT09PzJkzB3/88Qd8fX1x7949APkLcHfr1g3jxo3DihUr4OXlhevXrwMAfvvtN4waNQrz5s3D22+/LbU3ceLESov1ecBp9nou984uPDgwEKaNRsKqzfwi62ReXoCsa3/CptO/HJknIiKi55Y6/Sbi/20EqLMLn1QYw6HfZSjMXZ+pD5VKhbCwMNy5cwcajQZ9+/aFnZ2dVp0GDRrA3t5eOr5w4QLOnz+P1q1bF1svLCwMDRo0wP379xETE4NOnTpptft4G1FRUUVOd09JScGuXbvw6quvAgBCQ0PRoEED+Pr6Ijk5Gfv27UPfvn3L3e+ToqOjcezYMdSuXRsdOnSATCYrdQw1UUxMDK5duwZPT08cOnQIjRo1gp+fn3Q+PT0de/fuhVqtRseOHWFtba11nYeHBw4fPgwfHx94eXnh3LlziIyMRLt27eDqmn/f2tjYoFGjRk/tLy4uDps2bYJMJoOjoyM6d+4MU9OnP4Y7d+5cdOvWDYsXLwYAfPbZZ5g5cyamTZuGsLAwREdH4/z58zA2NsbYsWPx008/Yd68efjvv//w119/oWnTptKjJseOHUNSUhK6detWYp8qlQoHDhxATEwMNBoNhgwZAoVCUez7tXz5cvTr1w9mZmYAgDt37uDEiRPo3bu31N7+/fuRkJAAf39/1KtXr9D7fOjQIXTp0gUqlarE9ykxMRF79+5FnTp14OjoiOjoaGmXteL6qUhM5msodcZtpJ0cD4WVp7Q1nRAqGDl2hMhLg0zOf3oiIiJ6vmhyEopO5AFAnQ1NTsIzJ/Ndu3ZFXl4e3N3dIZPJ0KVLl0LJ/KJFi9CtWzc0aNAAK1euxAcffIDg4GB8//33yMzMLLLe/PnzcfPmTdSqVQtyuRxjx47FhQsXYGFhgb/++gsff/wxgoKCMHXqVGRkZOCHH34olMybmppixIgR6N69OwwMDDB06FD07NkTf/31F7Zs2YJdu3ahb9++pe63pNjXrVuHkSNHIigoCJGRkXB3d8fGjRtLHUNNdOLECXzxxRewtrZGgwYN8N9//+HPP/9Ez549ce/ePbRp0wb169eHkZER3nvvPRw4cAANGjTAiRMn8Pnnn8PGxgYNGjTA8OHD8e677+LAgQNwdnbG6NGjce7cOdSuXRtnzpzBggUL8NJLL5XYX1paGo4cOQIgP9kdO3YsTp48CQsLixJfQ2Zmptb9bG9vjw0bNgAADh48iG7dusHY2BgA0K9fP4wePRoA4OXlhe+//x6enp5wdHREXl4exo0bhzVr1pTY34MHDxAQEAAjIyP4+flBLpcjJCSkxPdrw4YNyMvLQ0hICABgzpw5kMlk6N27N1JSUhAcHAxHR0dYWVnhk08+waxZs/DKK69I75elpSV8fHzQtm1b5OTkFPs+3bp1C/7+/vD19YVarUZSUhLc3d3RqVOnEvupSMzo9J3s4dZ0QnufeU1OArKuL4ehQ3sYWDd+WKhCraDQqo2PiIiIqArd/VNZ7DnrdktLvDZhsz8gk8O8yZewaPJ/AIDMK0uQcvg91B6U89S+hRA4duwYrl27BkdHx1LFO3HiRGzcuBHt2rVDRkYGGjZsWGzdwMBATJ8+HQAQHByMAwcOoEePHvjyyy+xefNmtG7dusQ2DA0N4e/vjwMHDkCpVKJ37944evQoAGDXrl0ICgoqU78lxT5u3DisXbsWQUFByMnJgbe3N8LCwhAUFFSuGCqKUln8/fGkV155BatWrSr2/GeffSY9W56T8/T7AwDUajXCw8NhaGiIRYsWYc2aNejZsyd+/fVXBAcHY+HChVLb06ZNk47lcjmOHDkCAwMDjBs3DocPH5aSzAEDBmDbtm0YOnRoqftr2LAhJk2ahCNHjiAlJQW//fYbdu7c+dRk880330SPHj1gYmICIyMjrFixQnrt8fHxWom+nZ0d4uLiAABffPEFZs2ahcTERKxevRozZszAW2+9BUNDQ6xduxbe3t7w9vYu1N+MGTPg4+ODlStXapWX9H6FhITgxx9/REhICDQaDZYvX46wsDAAwMyZM+Hs7IyXX34ZAODs7Iyff/5Zet3Z2dk4e/as1n1S3Ps0e/ZsvP7665g5cyYAYMSIEdIaAk/rp6LwmfkaShRsTacwgkxu+LAsT5chEREREdVoMpkMX3/9Nby9vdGsWTN8++23yM3NLbZ+Tk4Obt++jbZt2wIAzMzM0Lx582Lrv/jio62I69Spg+TkZOTk5ODOnTvw9/cvVRtBQUEICwtDWFgYunbtCnd3d1y4cAG7d+9G586dy9RvcbHn5ubixo0bCAgIAJCfQLdr1056lrs8MdQUTZo0gaFh/u/mBe8lAFy+fBkdO3aU6nXu3Fnr2Xc/Pz8YGOSPwzo7O2v9Gzs7O0vtlLa/HTt2oGnTplixYgUOHTqE9PT0Uq2T0K5dO+zatQtZWVnIycnBRx99BCcnJwCAtbU10tLSpLppaWmwsbEBAJiYmODzzz/H9OnToVarERYWhsGDB6N9+/ZYt24dunfvLn2o87jz588XOQ2/pPerW7duuHLlCmJiYrBr1y64urrC3d0dABAZGYnU1FQcOXIER44cQXJyslY7zZs310rkS3qfoqKi0L79o13FOnToIP39af1UFI7M672HI/PQHpmH+tE+85A9TObVWVAlR0JmaAkDc24ZQkRERDVPSSPoqsRTJV5r1+soDG21E2FT96Fa2/w+zWeffYaPP/4YERER+PTTT2FjY4NRo0YVWVepVMLCwgLR0dGoX78+hBC4evVqsW3LCmZkPiSEgFKphLm5OW7evIm6detCCFHiSvSdO3fG8OHDYWxsjNGjRyM+Ph7z5s2DqakpXnjhhTL1W1zsRkZGsLGxwZUrV+Dl5QUgP/kqmD5fnhgqSmlH0Evjxx9/xI8//lima4p6LwGgdu3aiIqKksovXbqE2rVrF3tdce2Utr/Vq1fj+++/x4gRIwDk/5sU18aTXnzxRekDnr59+yIwMBAA4Ovri19++UWqFx4eDl9f30LXf/TRR5g5cyZiYmLg6uqKdevWYdGiRdi9e7f0oVSBOnXq4Pz584XaKOn9UigUGDBgAP78809cvHgRQ4YMkeq98MILqFOnjjSa/iSFQqF1XNL75OTkpPW99vj37tP6qShM5msooXn4g0qulEbm1Rk3kbBhJAysvWDft/A3BRERERGVX05ODv766y8A+YuZ3bt3D87OziVeM3r0aPTt2xdDhw5FeHg4EhMTy9zvyJEj0a9fPwwaNAiHDh1CQkIC5PKiJ+A2bdoUsbGx0oJdwcHBGDduHIYPH17mfkuK/cMPP8Srr76KESNG4OTJk0hKSkKPHj0qPIaa4t1330XHjh2hVquhVCoxc+ZMhIaGVlp/np6emD9/PnJycnDs2DFERETgjTfeeOp16enpWL16NVQqFXbt2oWIiAgsXZr/+Eq/fv0wfvx4DBo0CB4eHvjpp5+wZcsWretXrVqFJk2aoHHjxsjIyMDFixfx888/Y926dZgwYUKh/j744AP4+/sjMzMTvr6+kMvlGDJkyFPfr5CQEPTo0QMZGRn4/fffpfIPP/wQ/v7+yMrKQvPmzaFQKODh4SHNIinL+zRs2DB07doV2dnZUKvV+PPPP6WZKmXtp7yYzOs7uRFkhpaAwlirWKgfTbOXmzjBwKoxZA9H6LmSPRERET2P5Eq7/N+ZilnNXq60K1xeBiqVSnqO2dLSEj///DN69eoFAOjUqZP0TPnjf//mm2/QoEEDnD17FkOHDkVwcLC06vXj9YKDg+Hm5ib11bFjR+nc999/Dw8PD5w7dw4hISG4fv16sR8iyGQyTJw4UZr+7O3tjXfeeQcDBgyQ6pS235Ji/+qrr+Dl5YWDBw/Cz88Ps2fPlqYvlyaGmsjNzQ3BwcHSsYuLC7p27Qogfxp9eHg4Vq5ciaysLOzcuRMtWrQo8jofHx+tUXt/f39YWVkBAFxdXaU2S+rv448/hpmZGa5evYqePXuiW7duqFOnTqE2nlSwIJxcLseLL76I33//Xfp3VCqVOHToEBYsWID79+9j06ZNaNeundb1V69exRdffAEg/9GMdevWYdWqVRgxYgT69OlTqL+GDRvi1KlT+PPPP3HixAloNBqEhISU+H4B+ffUW2+9BScnJ61F/erXr4/IyEgsW7YMERERyMvLg0KhQEBAQKH362nvU8uWLbF161asW7cOderUwfDhw/HgwYOn9lORZKK08ymeM6mpqbCyskJKSgosLS11HU6ZZd/ciOTdfWBc/y3YBCwHAKgSTyNhUzMYOXaAbff9Oo6QiIiI6NlkZWXhypUrcHd3h4lJ6QYr1Ok381e1f4JcaffMK9nryvXr17F7925pK6xz587h9OnThaYME1HFWrRoEYQQuHHjBubPn4+dO3eWuGbFk4r7GVbaXJQj8zWUwrweTBt/CEO7R59QCfXD7UI4Mk9ERETPKYW5q94m7cVJTEyUVjpv0aIF5s+fz0SeqAocOXIEMpkMDg4O2LVrF5o1a1al/TOZr6EMa/nByn8mAEBoVBB5WdDkJAHgNHsiIiKimuTxBcmIqOosWrRIp/1zazo9l3XjH9xbYYmUI6OLrZNxYRbiVloh/fQkAIDMwLSKoiMiIiIiIqLKwJF5fafJg1ClQaiztIrzUq9ClXQGBlae0mr2GlUqAEBmwJF5IiIiIiIifcZkXt89sXdkgZzb25B6dAzMfCdAYZa/4qKxa19YNJsCCE1VRkhEREREREQVjMl8TfHEpgTS1nRyI2lkHpo8yBTKqo6MiIiIiIiIKhifmdd7RY/MQ+Tl/yk3AB7uLy80qiqKiYiIiIiIiCoTk/ka44mR+YeJu0xuKI3MZ16ag/i/GyAzSrerLhIRERHVdPfu3UNMTEyx5zMzM3H16lVkZ2drlV+/fh1paWmVHB0R1QRM5vVeMSPzBaPwcsP8r4fUadch8jKrIC4iIiKi51fv3r3RsmVL5OTkaJVnZWXh3Xffha2tLYKCguDg4IChQ4dKCfyAAQMQFhami5CJSM8wmddzRk4BqNVtL8x9PtcqFw+n2cvkhlDW6Q77V6JgUn9gfhlXsyciIqLn3K47UfD6Zzp23Ymq8LbPnz+P5ORkdOjQAaGhoVrnRo0ahQsXLuDatWu4ceMGkpOTERgYiNjY2AqPg4hqNi6Ap+cUxvZQOHUsVC43tILCvB5kRtaQG1pAbmgBmaH5w4uYzBMREdHzSwiBiSe24WJKPCae2Iagl90hK2aHoPJYsmQJBg8eDF9fX8ybNw9vvvkmACA5ORl//vknzp07B2dnZwCAQqHAoEGDKqxvInp+MJmvocx9x8Hcd5xWWcH0epmBqS5CIiIiIqp0ymWfP7WORgjkPdyq93hiLHbciULXFxrh1/MHMO7EZnzZJBj/17QLAGBJ1DG8d/hv5Az+oVT95+XlYeXKlTh69CicnZ0xcuRIxMbGwsXFBVevXoWxsTE8PT3L/wKJiB7iNHs9l5twAsn7ByLj0oJi66gSTyNxeydkXfsTACDjyDwRERE9p4QQUD9M5IH81Yf+7+R2iCe2+S2vzZs3w9nZGampqbh06RICAgLwxx9/AACUSiVycnKQl5dXIX0R0fONI/N6TpMRi+zrKyCTKQDPkVK5tA2dzAAaVSpy7+2VzjGZJyIioprqaSPo/92+jG47FkrHAo9G5z/07oAPvTto1R/q0QpDPVqVuv+lS5ciKSkJ/fv3BwBoNBqcOHECX375JRo3bgwrKyts3boVvXv31rpOpVLB0NCwqCaJiIrEkfkaQ/vT5JTDI3HvTyNkx6yTtqaTGZjDuuMaGNh46yJAIiIiIp0SQuD/Tm6H/IndgOSQVcjofFxcHMLCwnDq1CmcO3cO586dw4ULF2BoaIi9e/fC0NAQ06dPx5AhQzBr1iwcOXIEoaGh6NmzJyIjI5+pbyJ6/nBkXu89/M/oyf98HttnvmBrOkO7ljBxe6MqgyMiIiKqNnI1atzMSIbmiUEQDQRiMx8gV6OGUlH+X493796NQYMGwcbGRqt89OjR2LdvHzp16oShQ4fCxcUFCxYswLJly1CvXj18+OGHaN68OQCgQYMGsLS0LHcMRPT8YDKv74pZeVU8ts98wci8VEZERET0HFIqDHD85Y9wPzu90DkHE/NnSuQB4H//+x/+97//FSofPXq01nGXLl3QpUuXIttYsWLFM8VARM8PJvM1hMDTR+ZV8QeRevwTmPv9H+RK6yqOkIiIiEj3XMyt4WJureswiIieGZ+Z13vFjcw/XCVVbgiZ7NFnNhnnZ0BocqsiMCIiIiIiIqokTOb1nMKiPsy8PobyhW7aJ8SjkXm5sQMsWv4onZIpjKsyRCIiIiIiIqpgTOb1nKGNDyxbzYBpg4Fa5Y+2pjOEXGkNc59PIVfa5RcplFUdJhEREREREVUgPjNfQ1m1XQiRmwKFRQOpTKiz8v8iN9JRVEREREQVT6PR6DoEIqIye9afXUzm9Zw68w5y48KhMHOFkUNrqdzAvK70d6HOQeal+RB5GYDCGLJiVsAnIiIi0idGRkaQyWSIj4+Hg4MD5HJOOiUi/aDRaBAfHw+ZTAYjo/INtlaLZD42NhZxcXHw8PAo9b6aarUaFy9ehKmpKerXr19h7eobVWIEHux7E8Zu/9NK5h8nNLlIPf4xAD4vT0RERDWHQqFAvXr1EBMTg7S0NF2HQ0RUJjKZDPXq1YNCoSjX9TpN5rOzs/HWW29h27ZtqFu3Lm7cuIEffvgBH3zwQYnX/fPPPxg1ahRMTU1hamoKJycnrFq1CnZ2ds/Urn7T3pou5cgoqNOiYdVuEeRGNlK5iVv/qg6MiIiIqNJYWFjAy8sLubncrYeI9IuRkVG5E3lAx8n85MmTcezYMVy7dg21a9dGaGgo+vXrh1atWsHf37/Ia/bv34/XX38dCxcuxNChQwEAe/fuRVxcnJTMl6fdmiY37gDykiMh1DnSPvMyI2tYtZmv48iIiIiIKpZCoYCJiYmuwyAiqlI6fbBo6dKlGD58OGrXrg0A6Nu3L3x8fLB06dJir5k0aRKCg4OlRB4AAgMD4e3t/Uzt6q2C59+F9sh8wWr2MrkhIHv4aU/BCvdERERERESk13Q2Mn/nzh3ExcWhRYsWWuWtWrVCREREkdfk5OQgPDwcM2bMQFpaGqKiouDs7Cwl7eVtt6DtnJwc6TglJQUAkJqaWubXVpWy0zKRlgXkZuRCnvIAWdHrYOTQBmnpuVBnAcbp2VCo05CWBQAZMIzZD8NaTXUcNRERERERERWlIAcVTwzYPklnyXxSUhIAwNbWVqvc1tZWOvekhIQEqFQqnD17Fo0aNYKTkxOuXr2KNm3aYOXKlVrXlqVdAJg6dSomT55cqNzFxaVMr0t3/n349YT33Z8o6FgVwRAREREREdEzSEtLg5WVVbHndZbMGxrmP8ednZ2tVZ6VlVXs0vwF1+zcuROnT5+Gg4MDEhMT0aZNG3z66adYunRpudoFgAkTJmDs2LHSsUajQVJSEmxtbavlVm6pqalwcXFBbGxsjV2pn+hxvOfpecL7nZ43vOfpecN7nkoihEBaWhqcnZ1LrKezZN7FxQVyuRy3b9/WKr99+zZcXV2LvMbOzg5mZmZ45ZVX4ODgACB/xP3111/HmjVryt0uACiVSiiVSq0ya2vrsr6sKmdpackfAPRc4T1PzxPe7/S84T1Pzxve81SckkbkC+hsATxTU1O0bdsWGzdulMoyMjKwa9cudOnSRSq7evWq9Ky7XC5Hly5dCiXqt27dgr29fZnaJSIiIiIiItJXOt2a7ttvv0WXLl0wYcIEtGnTBrNnz4aDgwNGjBgh1Zk2bRqOHDmCc+fOAQC++eYbtGvXDl9//TXatWuHo0ePYuXKlVi7dm2Z2iUiIiIiIiLSVzrdmq5jx47Ys2cPbty4gV9//RXe3t4IDw+Hubm5VMfd3R3NmzeXjn19fXHo0CHcunUL06dPR3R0NPbt24d+/fqVqV19p1Qq8fXXXxd6NICopuI9T88T3u/0vOE9T88b3vNUEWTiaevdExEREREREVG1otOReSIiIiIiIiIqOybzRERERERERHqGyTwRERERERGRnmEyr4c0Gg0iIyMRGRkJjUaj63CInsm9e/dw+vRppKamFlsnPT0dJ06cQExMzDPVIaousrKyEB4ejsuXLxd5/t69ezh+/DgSExOLbaM0dYiqg6ysLERERCAuLq7YOpcvX8apU6eQk5PzTHWIdC01NRVnzpzBxYsXkZubW2Sd3NxcRERE4NKlS8W2U5o6RBCkV06fPi3c3NxE7dq1hbOzs3BzcxOnT5/WdVhEZbZ3717h7+8vHB0dRZMmTYSJiYn44IMPhFqt1qq3dOlSYWZmJho1aiTMzMxE165dRVpaWpnrEFUnQ4YMEXK5XLz55pta5Xl5eWLYsGHC2NhYeHl5CaVSKb766qsy1yGqLqZPny7Mzc2Fj4+PqF+/vhg2bJhQqVTS+Tt37ogWLVoIGxsbUb9+fWFrayu2bt2q1UZp6hBVBxMnThSmpqaiSZMmon79+sLBwUGsX79eq86uXbuEvb29cHNzE7a2tqJJkybi5s2bZa5DJIQQTOb1iEqlEu7u7uKtt94SGo1GaDQa0b9/f+Hu7i7y8vJ0HR5RmSxatEgcO3ZMOj579qwwNzcXv/76q1R2/vx5oVAoxJ9//imEECIhIUE0aNBAvPfee2WqQ1SdrFy5UrRs2VJ07ty5UDI/c+ZMYW1tLS5fviyEEOLAgQPCwMBAbNiwoUx1iKqDOXPmCFNTU3HgwAGp7I8//hDp6enScbdu3UTbtm1FVlaWEEKIr7/+WlhaWor79++XqQ6Rru3fv18AEDt37pTKJkyYIExMTEROTo4QQojk5GRhY2MjJk6cKIQQIicnR3To0EF06tRJuqY0dYgKMJnXI7t37xYAxKVLl6Syc+fOCQBiz549uguMqIJ069ZNvP7669LxuHHjRL169bTq/PTTT8Lc3Fzk5uaWug5RdXH16lXh5OQkLl++LLp27Voomffz8xMjR47UKgsODhZ9+vQpUx0iXVOpVMLBwUGMGzeu2Dq3b98WMplMhIaGSmXp6enCxMREzJ8/v9R1iKqDv//+WwDQmhm4adMmAUAkJiYKIYRYsmSJMDIyEikpKVKdzZs3CwAiOjq61HWICvCZeT0SEREBMzMzNGrUSCrz9vaGqakpIiIidBgZ0bPLyclBZGQkGjZsKJVFRESgRYsWWvVatWqF9PR0XL16tdR1iKoDlUqF/v37Y/LkyfDw8Cjy/Pnz54u8nwt+xpemDlF1EBkZifj4eLz88suIj4/HqVOnkJycrFXn9OnTEEJo3c9mZmZo3LixdD+Xpg5RddCzZ08EBARg8ODB2L59O9avX48JEyZgwoQJqFWrFoD831nc3d1haWkpXdeqVSvpXGnrEBUw0HUAVHpJSUmwtbUtVG5ra4ukpCQdRERUcT755BNkZWVh1KhRUllSUhLc3Ny06hV8DxTc86WpQ1QdjB8/Hi+88AJGjBhR5PmUlBSo1epCP+cf/xlfmjpE1cGdO3cAAOvXr8fq1atRu3ZtXLp0CQMHDsSCBQugUCike7ak+7k0dYiqA6VSiTFjxmD06NGIiopCeno6bG1t0b9/f6lOUb/LFyT6j9/zT6tDVIAj83rE0NAQ2dnZhcqzsrJgZGSkg4iIKsZ3332HpUuX4p9//sELL7wglRd1z2dlZQGAdM+Xpg6Rrh09ehTz5s1DSEgIwsPDER4ejgcPHiAhIQHh4eHIzc2FoaEhABR5Pz9+vz+tDlF1UHCvnjt3DtHR0YiIiMCpU6ewevVqzJkzR6sO73mqCf777z/0798fq1atQmRkJKKjo9G3b1907NgRCQkJAIr+naXguKTfa56sQ1SAybweqVu3LhITE7W+wbOyspCcnAxXV1cdRkZUftOmTcN3332HTZs2oWPHjlrn6tati9u3b2uVFRwX3POlqUOka1lZWWjRogV++uknjB8/HuPHj8fly5dx5swZjB8/HikpKbCysoK1tXWR93PBvVyaOkTVQb169QAAgwcPhomJCQCgcePGCAgIwIEDBwDk//wGUOL9XJo6RNXB5s2b4eXlhcDAQKls1KhRePDgAfbv3w+Av9dQxWMyr0eCgoIghMDWrVulss2bN0MIgc6dO+swMqLymT59Or755hts2rSpyHu4S5cuCA8P13rOcsOGDfD19YWjo2Op6xDpWmBgoDQiX/Dl7++PoKAghIeHw97eHgAQHByMTZs2Sdfl5eVhy5Yt6NKli1RWmjpEuubh4QE3N7cik5KC+71FixaoVasWNm7cKJ0vGNEsuJ9LU4eoOrC3t0dcXBxUKpVUFhsbK50D8n9nuX37Nk6dOiXV2bBhAywtLeHv71/qOkQS3a6/R2X1wQcfCAcHB7Fs2TKxbNkyYW9vL8aMGaPrsIjKbO7cuQKAmDx5sjhw4ID0dfbsWalOdna28PHxEe3btxf//vuvmDRpklAoFGLTpk1lqkNUHRW1mv3Zs2eFqampGDlypNi4caN49dVXhYODg7h7926Z6hBVB+vXrxdWVlZi9uzZYvv27eKdd94Rpqam4vz581KduXPnCmNjY/Hrr7+KtWvXisaNG4uXXnpJq53S1CHStejoaGFlZSX69OkjtmzZIlavXi28vb1Fy5YttXbXefnll4WHh4dYs2aNmDt3rjAxMREzZszQaqs0dYiEEEImhBC6/kCBSk+j0WDBggXYvHkzAKBXr14YOXIk5HJOsiD98vnnn+PgwYOFyv38/DBv3jzpOCkpCdOmTcPJkydha2uLd999F0FBQVrXlKYOUXXz6aefwtzcHJMmTdIqP3PmDH755RfcvHkTjRo1wrhx4wot8liaOkTVwa5du7Bo0SIkJSXBw8MDH330kdauJQCwbt06rFixApmZmQgICMDYsWNhampa5jpEuhYTE4NZs2bh4sWLMDY2RqtWrTB69GhYWFhIdbKzs/HLL79gz549MDExQf/+/fG///1Pq53S1CECACbzRERERERERHqGw7lEREREREREeobJPBEREREREZGeYTJPREREREREpGeYzBMRERERERHpGSbzRERERERERHqGyTwRERERERGRnmEyT0RERERERKRnmMwTERFVsStXrmDr1q163Xd0dDQ2bdpUARE93bZt2xAXF1clfZVHWFgYYmNjdR0GERE9Z5jMExERVaKoqChs375dq+y///7D2LFjdRJPRfW9b98+fPDBBxUQUcnCw8Px3nvvwdraulR1T506VekxPenSpUsYNmxYlfdLRETPNybzRERElWjr1q349NNPtco8PDzQs2dPncSjy77LY/z48fjkk0+gVCqfWvenn37CkiVLqiAqbe+88w5OnTqFPXv2VHnfRET0/DLQdQBEREQ11Y0bNxAREYGUlBSsXr0aANCiRQu4ubkhKChIqnfx4kXExsYiMDAQZ86cwd27d+Hv7w9HR0fk5OTg0KFDyMnJQevWrYscob5+/ToiIyNhb2+P5s2bw9jYuNiYiuu7U6dOOHPmDOLi4tC8eXPUrl1b6zqNRoODBw8iIyMDTZs2Lbb94mJJSkrCjh07EBgYCCcnJ6n+hg0bUKdOHbRo0aJQW2fOnMHRo0exceNGrfIrV67g0qVLcHZ2RtOmTaFQKHD8+HHcvn0bWVlZ0nvdvXt3WFlZQQiBU6dOITY2Fm5ubmjSpIlWe/v27YOVlRXq1auHiIgIqFQqBAQEFHofi+oXAIyMjPDmm29i7ty56NSpU7HvDRERUUViMk9ERFRJYmNjERkZibS0NISGhgIAatWqhaioKMyZMwc9evQAkJ/Qzps3D6ampnBxcUFSUhIuXbqEuXPnYtq0aahbty7i4uJw//59HD58GK6urgDyE+yRI0fi33//hb+/P+7evYvk5GSEhobCz8+vyJj++++/Qn3Pnz8f9vb2sLKyQm5uLk6dOoUNGzYgODgYAJCZmYlu3brh8uXLaNGiBc6cOYPGjRtrtfu0WGxsbPDHH3/gt99+Q1hYGORyOZYsWYIxY8YgIiKiyFg3bdqEpk2bolatWlLZmDFj8Ndff6FDhw6Ij4+HTCZDaGgoIiIicPfuXaSkpEjvdfv27ZGTk4O+ffsiLi4OPj4+OHv2LNzc3LBhwwZYWFgAAKZOnYqUlBTcvn0bXl5eiIqKgkKhwJ49e1CnTp0S+3V0dAQAdO7cGSEhIVCpVDA0NCzTfUJERFQugoiIiCrNL7/8Iry9vbXKZs+eLRo1aiQdT506VQAQO3bskMoCAwOFTCYT+/fvF0IIoVarxYsvvig+++wzqc6MGTOEt7e3ePDggVQ2fvx40aJFi2LjKa7vbdu2SWUjR44Ubdu2lY6/++47UbduXXH//n0hhBB3794VTk5Oom7dumWK5e7du8LOzk5MnTpVREVFCTMzM7Fw4cJiY+3Xr58YNGiQdBwXFycAiLNnz0plp06dEtHR0UIIIfr06SNGjRql1Ubv3r3FoEGDRF5enhBCiJycHBEQECA++eQTqU7Xrl2FoaGhOHPmjBBCiOzsbNGuXTsxYMCAUvUrhBCXL18uVIeIiKgycWSeiIioGqhfvz66dOkiHbdu3Rrx8fHo0KEDAEAul8Pf3x9RUVFSnaVLl8LPzw87d+6EEAJCCFhbW+PkyZNITU2FpaVlqfp2c3NDt27dpOPAwECsW7dOOl67di2GDBkCOzs7AICTkxMGDRqENWvWlCkWJycnLFmyBK+++iqWLVuGl156CcOHDy82roSEBGkWAgAYGBjAwMAAZ8+eha+vLwCgWbNmxV6fmJiITZs2YcqUKfj333+luOrVq1fo+fauXbtKsxmUSiU+/PBDDBw4EH/99Vep+rWxsZFiJiIiqgpM5omIiKqBgmSwgFKpLLIsOztbOo6JiYGpqSnWr1+vVe/NN99EVlZWqZP5x6exF9XPzZs3Ua9ePa06bm5uWseljeXll19Gs2bNcPz48UKr/D/J3NwcGRkZWnEuXLgQn3/+OcaNG4fAwEC8/fbbWh9EPO7GjRsQQuDo0aOIjIzUOte6dWut46JeX25uLu7duwdnZ+en9lsQZ8HUfSIiosrGZJ6IiEhPWVpaokePHvjqq68qtR9bW1skJydrlT15XNpY1q5di7Nnz6JevXqYMmUKFi1aVGxdDw8PnDt3TqssJCQEgwcPxoULF7Bp0yb069cPixcvxoABAwpdX/ABwqeffoqAgIAS4yrq9clkMumDjqf1Gx0dDblcjoYNG5bYDxERUUXh1nRERESVyNzcXGuUuyJ169YNy5YtQ1ZWllb57du3K7Sf9u3bS4vKAYAQAv/++2+ZY4mNjcW7776L6dOnY/369fjrr78KtfO4oKAgHDt2DCqVCgCQkpKCjIwMyGQyeHt7Y/z48QgICMCRI0cAFH6vGzZsiIYNG2LBggWF2n7yPdqxYwcyMzOl43/++QctWrSAsbHxU/sFgIMHD6Jly5ZF7jZARERUGTgyT0REVIlatmyJ6OhoTJ8+Ha6urkVuwVZe3333HTp06IBWrVph6NChMDIywuHDh5GQkPDUKexl8eWXX6J58+Z47bXX8NJLL2Hz5s2Ijo6GmZlZqWPRaDQYNGgQWrdujdGjR0Mmk+Gbb77BO++8g9atWxfaCg94tLXcli1b0LdvX9y9excvv/wyXn31VXh6eiIqKgr79+/H+PHjAeS/1z/++CMWLlwICwsLdO/eHYsXL0bPnj3x8ssvo1evXkhJScHWrVsRHByML7/8UupLo9EgKCgIgwcPRmRkJBYtWoRt27YBwFP7BYA1a9ZgzJgxFfaeExERPQ1H5omIiCpR06ZN8e+//yI6OhobNmxAdHQ0PDw80LNnT6mOl5cXunbtqnWdj4+PtDVcgWbNmiEwMFA6dnR0REREBN5//32cO3cOly9fRq9evbB169Zi4ylN33Xq1MFrr70mHTdo0ADHjx+Hq6srTp06hT59+mDt2rV4+eWXSx3LkSNHULt2bSxduhQymQwA8Nlnn2HgwIHYtGlTkbEaGBhgwoQJ+PXXXwEAnp6eCA8Ph42NDfbv3w+NRoPDhw9Le7u///77mDhxIo4cOYLQ0FCkpaUhICAAFy5cgL+/Pw4dOoSkpCRMmTJFK5EH8qfRjx8/HhcuXIBGo8H+/ful9/9p/e7duxdpaWl4++23i33fiYiIKppMCCF0HQQRERFRUdRqNUaNGoWJEydqrWxfkbp16wYfHx/89NNP5br+559/ho+PT6EPRYiIiCoTp9kTERFRtaVQKIp85r06+eSTT3QdAhERPYeYzBMREdFzLTAwEC4uLroOg4iIqEw4zZ6IiIiIiIhIz3ABPCIiIiIiIiI9w2SeiIiIiIiISM8wmSciIiIiIiLSM0zmiYiIiIiIiPQMk3kiIiIiIiIiPcNknoiIiIiIiEjPMJknIiIiIiIi0jNM5omIiIiIiIj0DJN5IiIiIiIiIj3z/0FRH6Qd49ujAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4.5), layout=\"constrained\")\n", "for name, (lo, hi) in intervals_g.items():\n", " st = CALIB_STYLE[name]\n", " ax.plot(\n", " tg,\n", " running_coverage(lo, hi, yg),\n", " color=st[\"color\"],\n", " ls=st[\"ls\"],\n", " marker=st[\"marker\"],\n", " markevery=100,\n", " markersize=5,\n", " lw=1.4,\n", " label=CALIB_LABEL[name],\n", " )\n", "ax.axhline(\n", " 1 - ALPHA, color=\"black\", ls=(0, (6, 4)), lw=1.4, label=f\"nominal {1 - ALPHA:.0%} coverage\"\n", ")\n", "ax.set_ylim(0.6, 1.0)\n", "ax.set_title(\"Running coverage vs nominal target (GARCH series)\")\n", "ax.set_xlabel(\"time index (steps)\")\n", "ax.set_ylabel(\"cumulative coverage (fraction)\")\n", "ax.legend(fontsize=8, loc=\"lower right\", ncol=2, framealpha=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "af3f64f2", "metadata": {}, "source": [ "## Interval-quality plot 5: conditional coverage by volatility bin\n", "\n", "Marginal coverage can be exactly right while *conditional* coverage is badly wrong: an\n", "interval can over-cover calm periods and under-cover turbulent ones, averaging out to\n", "the nominal rate while failing precisely when you need it. We bin the GARCH targets by\n", "their true conditional volatility (terciles) and measure coverage within each bin. A\n", "flat profile near nominal is the goal; a downward slope from calm to turbulent bins is\n", "the failure a fixed width makes.\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "97f1baac", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:41.917076Z", "iopub.status.busy": "2026-06-22T16:14:41.916928Z", "iopub.status.idle": "2026-06-22T16:14:42.088124Z", "shell.execute_reply": "2026-06-22T16:14:42.087079Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Conditional coverage by volatility tercile (target = 90%):\n" ] }, { "data": { "text/html": [ "
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volatility binlow volmid volhigh vol
static0.9430.9100.847
sliding window0.9130.8760.867
ACI0.9200.8960.867
NexCP0.9700.9300.883
\n", "
" ], "text/plain": [ "volatility bin low vol mid vol high vol\n", "static 0.943 0.910 0.847\n", "sliding window 0.913 0.876 0.867\n", "ACI 0.920 0.896 0.867\n", "NexCP 0.970 0.930 0.883" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges = np.quantile(sigma_y, [0.0, 1 / 3, 2 / 3, 1.0])\n", "bin_idx = np.clip(np.digitize(sigma_y, edges[1:-1]), 0, 2)\n", "bin_labels = [\"low vol\", \"mid vol\", \"high vol\"]\n", "\n", "# Coverage within each volatility bin, per calibrator.\n", "cond_cov = {}\n", "for name, (lo, hi) in intervals_g.items():\n", " hit = ((yg >= lo) & (yg <= hi)).astype(float)\n", " cond_cov[name] = [hit[bin_idx == b].mean() for b in range(3)]\n", "\n", "fig, ax = plt.subplots(figsize=(9, 4.8), layout=\"constrained\")\n", "bar_w = 0.2\n", "xpos = np.arange(3)\n", "for j, name in enumerate(intervals_g):\n", " st = CALIB_STYLE[name]\n", " ax.bar(\n", " xpos + (j - 1.5) * bar_w,\n", " cond_cov[name],\n", " bar_w,\n", " color=st[\"color\"],\n", " hatch=st[\"hatch\"],\n", " edgecolor=\"black\",\n", " linewidth=0.6,\n", " label=CALIB_LABEL[name],\n", " )\n", "ax.axhline(\n", " 1 - ALPHA, color=\"black\", ls=(0, (6, 4)), lw=1.4, label=f\"nominal {1 - ALPHA:.0%} coverage\"\n", ")\n", "ax.set_xticks(xpos)\n", "ax.set_xticklabels(bin_labels)\n", "ax.set_ylim(0.5, 1.0)\n", "ax.set_xlabel(\"true conditional-volatility tercile\")\n", "ax.set_ylabel(\"coverage within bin (fraction)\")\n", "ax.set_title(\"Conditional coverage by volatility tercile (GARCH series)\")\n", "ax.legend(fontsize=8, loc=\"center left\", bbox_to_anchor=(1.01, 0.5), framealpha=0.9)\n", "plt.show()\n", "\n", "cond_table = pd.DataFrame(\n", " {CALIB_LABEL[name]: cond_cov[name] for name in intervals_g},\n", " index=bin_labels,\n", ").T\n", "cond_table.columns.name = \"volatility bin\"\n", "print(f\"Conditional coverage by volatility tercile (target = {1 - ALPHA:.0%}):\")\n", "cond_table.round(3)" ] }, { "cell_type": "markdown", "id": "4abbfbcd", "metadata": {}, "source": [ "The static calibrator's bars slope down: it over-covers the low-volatility bin\n", "(wasted width) and under-covers the high-volatility bin (the dangerous failure),\n", "even when its marginal number looked acceptable. The sliding-window and NexCP bars\n", "are flatter, because their widths grow in the turbulent bin. That flattening is the\n", "conditional-coverage repair a fixed width cannot provide.\n" ] }, { "cell_type": "markdown", "id": "734dc574", "metadata": {}, "source": [ "## Winkler scores: one number to compare calibrators\n", "\n", "The Winkler interval score combines width and miss penalty into a single number (lower\n", "is better): you pay the interval width always, plus `2 / alpha` times how far any\n", "realized point falls outside. It rewards tight intervals but punishes a miss far more\n", "than it rewards the narrowness that caused it, so it cannot be gamed by shrinking the\n", "band. We compare all four calibrators on both series.\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "b7aee3d7", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:42.092377Z", "iopub.status.busy": "2026-06-22T16:14:42.092142Z", "iopub.status.idle": "2026-06-22T16:14:42.115262Z", "shell.execute_reply": "2026-06-22T16:14:42.114184Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Interval quality on both series (nominal coverage = 90%; lower Winkler is better):\n", "AR(2) best Winkler: sliding window\n", "GARCH best Winkler: sliding window\n" ] }, { "data": { "text/html": [ "
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coveragemean widthWinkler
seriescalibrator
AR(2) homoskedasticstatic0.9003.0694.102
sliding window0.8913.0694.056
ACI0.9003.2994.253
NexCP0.8872.9834.108
GARCH(1,1) clusteringstatic0.9003.5244.418
sliding window0.8853.3274.267
ACI0.8943.4654.400
NexCP0.9283.8074.453
\n", "
" ], "text/plain": [ " coverage mean width Winkler\n", "series calibrator \n", "AR(2) homoskedastic static 0.900 3.069 4.102\n", " sliding window 0.891 3.069 4.056\n", " ACI 0.900 3.299 4.253\n", " NexCP 0.887 2.983 4.108\n", "GARCH(1,1) clustering static 0.900 3.524 4.418\n", " sliding window 0.885 3.327 4.267\n", " ACI 0.894 3.465 4.400\n", " NexCP 0.928 3.807 4.453" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def winkler_frame(intervals_map, y):\n", " \"\"\"Coverage, mean width and Winkler score per calibrator, as a DataFrame.\"\"\"\n", " rows = {}\n", " for name, (lo, hi) in intervals_map.items():\n", " rows[CALIB_LABEL[name]] = {\n", " \"coverage\": empirical_coverage(lo, hi, y),\n", " \"mean width\": float(np.mean(hi - lo)),\n", " \"Winkler\": winkler_score(lo, hi, y, ALPHA),\n", " }\n", " return pd.DataFrame(rows).T\n", "\n", "\n", "ar2_table = winkler_frame(intervals, y)\n", "garch_table = winkler_frame(intervals_g, yg)\n", "\n", "comparison = pd.concat(\n", " {\"AR(2) homoskedastic\": ar2_table, \"GARCH(1,1) clustering\": garch_table},\n", " names=[\"series\", \"calibrator\"],\n", ")\n", "print(\n", " f\"Interval quality on both series (nominal coverage = {1 - ALPHA:.0%}; \"\n", " \"lower Winkler is better):\"\n", ")\n", "print(\"AR(2) best Winkler: \", ar2_table[\"Winkler\"].idxmin())\n", "print(\"GARCH best Winkler: \", garch_table[\"Winkler\"].idxmin())\n", "comparison.round(3)" ] }, { "cell_type": "markdown", "id": "3baedef2", "metadata": {}, "source": [ "## What to take away\n", "\n", "EnbPI gives any sklearn regressor a prediction interval from nothing more than its own\n", "out-of-bag residuals, and the calibrator chooses how those residuals become a width.\n", "\n", "- On a **homoskedastic** series (AR(2)) all four calibrators are close: there is no\n", " drifting scale to adapt to, so the simple static width is already near optimal on\n", " both coverage and Winkler score.\n", "- On a **heteroskedastic** series (GARCH) the static calibrator fails *conditionally*:\n", " it under-covers the high-volatility stretches that matter most, even when its\n", " marginal coverage looks fine. The time-local **sliding window** and the\n", " recency-weighted **NexCP** widen with the volatility and flatten the\n", " conditional-coverage profile; **ACI** holds long-run coverage by adjusting its level\n", " online.\n", "\n", "Match the guarantee to your problem. Static is the default under stable conditions,\n", "where its approximate marginal coverage is all you need. Sliding window is the\n", "upgrade when the noise scale moves. ACI is the choice under genuine distribution\n", "shift, where its long-run time-average guarantee is robust by construction. NexCP\n", "buys a finite-sample bound at the cost of a drift gap that grows with how fast the\n", "world changes. All of them stay approximate or asymptotic under temporal\n", "dependence rather than finite-sample distribution-free, which is the ceiling for\n", "time-series uncertainty.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }