{ "cells": [ { "cell_type": "markdown", "id": "bd165a67", "metadata": {}, "source": [ "# Adaptive conformal under distribution shift\n", "\n", "A conformal prediction interval is only as good as the calibration residuals it is\n", "built from. The ordinary recipe takes a fixed set of calibration scores, reads off a\n", "quantile, and reuses that quantile forever. That works when the future looks like\n", "the calibration set. It fails silently when the process drifts: a level break, a\n", "variance jump, or volatility clustering all make the old quantile the wrong width, and\n", "the interval quietly mis-covers.\n", "\n", "Three approaches let the calibration follow the data, and `tsbootstrap` ships\n", "two of them in `tsbootstrap.uq.adaptive`:\n", "\n", "1. **Reweight the calibration data toward recent scores.** This is Nonexchangeable\n", " Conformal Prediction (NexCP, Barber et al. 2023), exposed as `nexcp_quantile`. A\n", " decay factor down-weights old residuals so recent behaviour dominates the quantile.\n", "2. **Refresh the residuals as you go.** Sliding-window EnbPI re-estimates the\n", " nonconformity scores from a moving window of recent out-of-bag errors. The EnbPI\n", " layer covered in the forecast-intervals tutorial does this job, so we do not repeat\n", " it here.\n", "3. **Adapt the target level online.** This is Adaptive Conformal Inference (ACI,\n", " Gibbs and Candes 2021), exposed as `aci_halfwidths`. It nudges the miscoverage\n", " level up or down at every step from the realized hits and misses, so long-run\n", " coverage tracks the target even when the score distribution moves arbitrarily.\n", "\n", "### What each method actually guarantees\n", "\n", "The two methods buy different things, and the fine print matters:\n", "\n", "- **ACI** gives a long-run, time-averaged coverage guarantee that is robust to\n", " arbitrary distribution shift. It does not promise conditional coverage, so the interval\n", " at any single step can be wrong, and the learning rate `gamma` is a knob: too small\n", " and it reacts slowly to a shock, too large and the level jitters. The guarantee\n", " covers the average over time, not any one prediction.\n", "- **NexCP** keeps a finite-sample coverage guarantee, but minus a gap that grows with\n", " how much the data actually drifted. Under exchangeability the gap is zero and you\n", " recover ordinary conformal; under drift you trade a small, quantifiable coverage gap\n", " for intervals that follow the recent regime." ] }, { "cell_type": "code", "execution_count": 1, "id": "07675230", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:25.345007Z", "iopub.status.busy": "2026-06-22T16:14:25.344811Z", "iopub.status.idle": "2026-06-22T16:14:26.155552Z", "shell.execute_reply": "2026-06-22T16:14:26.154137Z" } }, "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": "7935c6af", "metadata": {}, "source": [ "## The two functions\n", "\n", "Both live in `tsbootstrap.uq.adaptive` and operate on **nonconformity scores**,\n", "typically absolute residuals `|y_t - prediction_t|`. They are deliberately small and\n", "composable: you feed them scores, they hand back interval geometry.\n", "\n", "- `aci_halfwidths(calibration_scores, test_scores, *, alpha=0.1, gamma=0.05)` walks the\n", " test sequence in time order and returns `(halfwidths, alphas)`: the interval\n", " half-width `q_t` to use at each step and the adapted miscoverage level `alpha_t`.\n", " The update is `alpha_{t+1} = alpha_t + gamma * (alpha - err_t)`, where `err_t = 1`\n", " when step `t` is a miss. A miss shrinks the level and widens the next interval.\n", "- `nexcp_quantile(scores, *, alpha=0.1, decay=0.99)` returns a single recency-weighted\n", " quantile. Score `i` (0 = oldest) gets weight `decay ** (n - 1 - i)`. With `decay = 1`\n", " this is the ordinary empirical quantile; smaller `decay` leans on recent residuals.\n", "\n", "We keep `alpha = 0.1` throughout, so the target coverage is `1 - alpha = 0.90`." ] }, { "cell_type": "code", "execution_count": 2, "id": "1ebb5ec0", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:26.161149Z", "iopub.status.busy": "2026-06-22T16:14:26.160915Z", "iopub.status.idle": "2026-06-22T16:14:26.456558Z", "shell.execute_reply": "2026-06-22T16:14:26.454719Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "target coverage 1 - alpha = 0.9\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from tsbootstrap.uq.adaptive import aci_halfwidths, nexcp_quantile\n", "\n", "ALPHA = 0.1\n", "NOMINAL = 1.0 - ALPHA # target coverage 0.90\n", "print(\"target coverage 1 - alpha =\", NOMINAL)" ] }, { "cell_type": "markdown", "id": "ba08e0ee", "metadata": {}, "source": [ "## ACI on the Nile, with a deliberately stale forecast\n", "\n", "The annual flow volume of the Nile at Aswan has a famous structural break around 1898,\n", "the year the first Aswan dam construction began: the mean level drops sharply. This is\n", "the textbook distribution shift, and it is bundled with statsmodels, so it costs us\n", "nothing to load.\n", "\n", "To make the point cleanly we use a forecaster that is trained once on the pre-break\n", "regime and then frozen: the constant predictor equal to the pre-1898 mean. This is the\n", "worst case for a static interval. The point forecast never updates, so after the\n", "break both the prediction and any interval calibrated on pre-break residuals are wrong.\n", "Adaptive conformal exists for exactly this situation." ] }, { "cell_type": "code", "execution_count": 3, "id": "9045a985", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:26.459771Z", "iopub.status.busy": "2026-06-22T16:14:26.459467Z", "iopub.status.idle": "2026-06-22T16:14:26.958582Z", "shell.execute_reply": "2026-06-22T16:14:26.957221Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "series length 100 | break at index 27 (year 1898)\n", "calibration size 27 | test size 73\n" ] } ], "source": [ "import statsmodels.api as sm\n", "\n", "nile = sm.datasets.nile.load_pandas().data\n", "year = nile[\"year\"].to_numpy(dtype=int)\n", "flow = nile[\"volume\"].to_numpy(dtype=float)\n", "n = flow.size\n", "\n", "break_idx = int(np.argmin(np.abs(year - 1898))) # the 1898 structural break\n", "print(\"series length\", n, \"| break at index\", break_idx, \"(year 1898)\")\n", "\n", "# Frozen forecaster: the pre-break mean, never updated.\n", "pre_break_mean = flow[:break_idx].mean()\n", "prediction = np.full(n, pre_break_mean)\n", "scores = np.abs(flow - prediction) # nonconformity scores |y_t - prediction_t|\n", "\n", "# Calibration = pre-break scores; test = everything from the break onward, in time order.\n", "cal_scores = scores[:break_idx]\n", "test_scores = scores[break_idx:]\n", "test_year = year[break_idx:]\n", "print(\"calibration size\", cal_scores.size, \"| test size\", test_scores.size)" ] }, { "cell_type": "markdown", "id": "00f59b7a", "metadata": {}, "source": [ "### The static interval mis-covers across the break\n", "\n", "First the baseline. A static conformal interval reads one quantile off the calibration\n", "scores and uses it forever. We compute its empirical coverage on the test sequence,\n", "and split that coverage before and after the break to see where it fails." ] }, { "cell_type": "code", "execution_count": 4, "id": "ef0a949f", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:26.961283Z", "iopub.status.busy": "2026-06-22T16:14:26.961086Z", "iopub.status.idle": "2026-06-22T16:14:26.966225Z", "shell.execute_reply": "2026-06-22T16:14:26.964874Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "static half-width q = 206.5\n", "static coverage over the test span: 0.342 (target 0.90)\n" ] } ], "source": [ "static_halfwidth = float(np.quantile(cal_scores, 1.0 - ALPHA))\n", "static_covered = (test_scores <= static_halfwidth).astype(float)\n", "\n", "static_cov_overall = static_covered.mean()\n", "print(f\"static half-width q = {static_halfwidth:.1f}\")\n", "print(f\"static coverage over the test span: {static_cov_overall:.3f} (target {NOMINAL:.2f})\")" ] }, { "cell_type": "markdown", "id": "4dfccd3b", "metadata": {}, "source": [ "### ACI re-calibrates online and recovers nominal coverage\n", "\n", "Now feed the same calibration and test scores to `aci_halfwidths`. It returns a\n", "half-width per step and the adapted level `alpha_t`. A learning rate `gamma = 0.05` is\n", "a reasonable default for a series this short." ] }, { "cell_type": "code", "execution_count": 5, "id": "1562baab", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:26.969908Z", "iopub.status.busy": "2026-06-22T16:14:26.969749Z", "iopub.status.idle": "2026-06-22T16:14:26.975514Z", "shell.execute_reply": "2026-06-22T16:14:26.974502Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ACI coverage over the test span: 0.863 (target 0.90)\n", "static coverage: 0.342\n" ] } ], "source": [ "aci_hw, aci_alpha = aci_halfwidths(cal_scores, test_scores, alpha=ALPHA, gamma=0.05)\n", "aci_covered = (test_scores <= aci_hw).astype(float)\n", "print(f\"ACI coverage over the test span: {aci_covered.mean():.3f} (target {NOMINAL:.2f})\")\n", "print(f\"static coverage: {static_cov_overall:.3f}\")" ] }, { "cell_type": "markdown", "id": "8d5d5f05", "metadata": {}, "source": [ "### Rolling coverage: static dips, ACI tracks\n", "\n", "A single coverage number hides the dynamics. A rolling-window coverage rate over the\n", "test sequence shows them. The static interval dips below nominal exactly where the\n", "regime moves; the ACI interval climbs back toward the dashed target line as it relearns\n", "the level." ] }, { "cell_type": "code", "execution_count": 6, "id": "877fb3f6", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:26.979299Z", "iopub.status.busy": "2026-06-22T16:14:26.979086Z", "iopub.status.idle": "2026-06-22T16:14:27.167287Z", "shell.execute_reply": "2026-06-22T16:14:27.166141Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def rolling_mean(hits, window):\n", " \"\"\"Trailing rolling mean of a 0/1 hit sequence (expanding until the window fills).\"\"\"\n", " out = np.empty(hits.size)\n", " for t in range(hits.size):\n", " lo = max(0, t - window + 1)\n", " out[t] = hits[lo : t + 1].mean()\n", " return out\n", "\n", "\n", "ROLL = 15\n", "static_roll = rolling_mean(static_covered, ROLL)\n", "aci_roll = rolling_mean(aci_covered, ROLL)\n", "\n", "# Colorblind-safe palette (Wong 2011): orange for static, blue for ACI.\n", "C_STATIC, C_ACI = \"#D55E00\", \"#0072B2\"\n", "\n", "fig, ax = plt.subplots(figsize=(9, 4), constrained_layout=True)\n", "ax.plot(\n", " test_year,\n", " static_roll,\n", " color=C_STATIC,\n", " lw=1.8,\n", " ls=\"-\",\n", " marker=\"o\",\n", " markevery=6,\n", " ms=4,\n", " label=\"static interval (frozen quantile)\",\n", ")\n", "ax.plot(\n", " test_year,\n", " aci_roll,\n", " color=C_ACI,\n", " lw=1.8,\n", " ls=\"--\",\n", " marker=\"s\",\n", " markevery=6,\n", " ms=4,\n", " label=\"ACI (online re-calibration)\",\n", ")\n", "ax.axhline(NOMINAL, color=\"black\", ls=\":\", lw=1.4, label=f\"nominal coverage {NOMINAL:.2f}\")\n", "ax.set_ylim(-0.05, 1.05)\n", "ax.set_xlabel(\"year\")\n", "ax.set_ylabel(f\"rolling coverage rate (trailing window = {ROLL} steps)\")\n", "ax.set_title(\n", " \"ACI recovers near-nominal coverage after the 1898 break; the static interval does not\"\n", ")\n", "ax.legend(loc=\"lower right\", fontsize=9, framealpha=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ead16f45", "metadata": {}, "source": [ "The red line spends long stretches well below the dashed target: the frozen quantile\n", "is simply the wrong width once the level has dropped. The blue ACI line is pulled back\n", "toward nominal because every miss widens the next interval. ACI does not need to know\n", "that 1898 was special; it only watches its own hits and misses." ] }, { "cell_type": "markdown", "id": "792d2a5c", "metadata": {}, "source": [ "### What ACI did to the level\n", "\n", "The mechanism is visible in the adapted miscoverage level `alpha_t`. When the interval\n", "is missing, ACI drives `alpha_t` down (toward 0) to widen the interval; when it is\n", "comfortably covering, `alpha_t` drifts back up. Plotting the trajectory shows the\n", "controller at work. Note the floor at `alpha_t = 0`: that is ACI saturating, which\n", "means the half-width becomes infinite (cover everything) for those steps while it digs\n", "out of a run of misses. That is the price of the long-run guarantee under a hard shock,\n", "and it is the defined behaviour of the method, not a bug." ] }, { "cell_type": "code", "execution_count": 7, "id": "60ef5afd", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:27.171918Z", "iopub.status.busy": "2026-06-22T16:14:27.171753Z", "iopub.status.idle": "2026-06-22T16:14:27.323251Z", "shell.execute_reply": "2026-06-22T16:14:27.321803Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "42 of 73 test steps had alpha_t = 0 (infinite half-width)\n" ] } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 3.6), constrained_layout=True)\n", "ax.plot(\n", " test_year,\n", " aci_alpha,\n", " color=\"#009E73\",\n", " lw=1.8,\n", " marker=\"D\",\n", " markevery=6,\n", " ms=4,\n", " label=\"adapted miscoverage level alpha_t\",\n", ")\n", "ax.axhline(ALPHA, color=\"black\", ls=\"--\", lw=1.4, label=f\"target alpha = {ALPHA}\")\n", "ax.axhline(\n", " 0.0,\n", " color=\"#CC79A7\",\n", " ls=\":\",\n", " lw=1.6,\n", " label=\"alpha_t = 0 (saturated: interval covers everything)\",\n", ")\n", "ax.set_xlabel(\"year\")\n", "ax.set_ylabel(\"miscoverage level alpha_t (dimensionless)\")\n", "ax.set_title(\n", " \"A run of misses drives alpha_t to its floor of 0, where ACI widens to infinite half-width\"\n", ")\n", "ax.legend(loc=\"upper right\", fontsize=9, framealpha=0.9)\n", "plt.show()\n", "\n", "n_saturated = int(np.isinf(aci_hw).sum())\n", "print(f\"{n_saturated} of {aci_hw.size} test steps had alpha_t = 0 (infinite half-width)\")" ] }, { "cell_type": "markdown", "id": "6afc921b", "metadata": {}, "source": [ "## ACI on a controlled shift, so we can see the recovery from the inside\n", "\n", "The Nile is short and the break is brutal, so ACI mostly saturates. To watch the\n", "controller in a regime where it stays in its working range, we build a synthetic series\n", "with a milder shift: an AR(1) process whose noise scale triples and whose level jumps\n", "at an index we choose. Since we set the break ourselves, the true coverage target is\n", "known throughout." ] }, { "cell_type": "code", "execution_count": 8, "id": "1043881a", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:27.324730Z", "iopub.status.busy": "2026-06-22T16:14:27.324590Z", "iopub.status.idle": "2026-06-22T16:14:27.331996Z", "shell.execute_reply": "2026-06-22T16:14:27.330913Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "calibration size 280 | test size 500 | break at test index 100\n" ] } ], "source": [ "rng = np.random.default_rng(7)\n", "N = 800\n", "BREAK = 400 # known shift location\n", "PHI = 0.5\n", "\n", "eps = rng.standard_normal(N)\n", "base = np.zeros(N)\n", "for t in range(1, N):\n", " base[t] = PHI * base[t - 1] + eps[t]\n", "\n", "series = base.copy()\n", "series[BREAK:] = series[BREAK:] * 3.0 + 6.0 # variance x3 and a +6 level jump\n", "\n", "# Forecaster: trailing-mean over a short window. It adapts the LEVEL slowly but cannot\n", "# keep up with the variance jump, so the residual scale shifts under it.\n", "WINDOW = 20\n", "pred = np.empty(N)\n", "pred[0] = series[0]\n", "for t in range(1, N):\n", " lo = max(0, t - WINDOW)\n", " pred[t] = series[lo:t].mean()\n", "syn_scores = np.abs(series - pred)\n", "\n", "# Calibration from a stable pre-break stretch; test starts before the break and crosses it.\n", "TEST_START = 300\n", "syn_cal = syn_scores[20:TEST_START]\n", "syn_test = syn_scores[TEST_START:]\n", "break_in_test = BREAK - TEST_START # index of the break within the test sequence\n", "print(\n", " \"calibration size\",\n", " syn_cal.size,\n", " \"| test size\",\n", " syn_test.size,\n", " \"| break at test index\",\n", " break_in_test,\n", ")" ] }, { "cell_type": "markdown", "id": "d40b566f", "metadata": {}, "source": [ "### Static versus ACI, split at the break\n", "\n", "This is the central comparison: coverage of the static interval and the ACI interval,\n", "each split into the pre-break and post-break halves of the test sequence." ] }, { "cell_type": "code", "execution_count": 9, "id": "9b543808", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:27.333986Z", "iopub.status.busy": "2026-06-22T16:14:27.333835Z", "iopub.status.idle": "2026-06-22T16:14:27.355475Z", "shell.execute_reply": "2026-06-22T16:14:27.354244Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "target coverage = 0.90\n", "\n" ] }, { "data": { "text/html": [ "
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pre-breakpost-breakoverall
static interval0.910.3880.492
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" ], "text/plain": [ " pre-break post-break overall\n", "static interval 0.91 0.388 0.492\n", "ACI interval 0.89 0.890 0.890" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "syn_static_hw = float(np.quantile(syn_cal, 1.0 - ALPHA))\n", "syn_static_cov = (syn_test <= syn_static_hw).astype(float)\n", "\n", "syn_aci_hw, syn_aci_alpha = aci_halfwidths(syn_cal, syn_test, alpha=ALPHA, gamma=0.02)\n", "syn_aci_cov = (syn_test <= syn_aci_hw).astype(float)\n", "\n", "pre = slice(0, break_in_test)\n", "post = slice(break_in_test, None)\n", "\n", "split_coverage = pd.DataFrame(\n", " {\n", " \"pre-break\": [syn_static_cov[pre].mean(), syn_aci_cov[pre].mean()],\n", " \"post-break\": [syn_static_cov[post].mean(), syn_aci_cov[post].mean()],\n", " \"overall\": [syn_static_cov.mean(), syn_aci_cov.mean()],\n", " },\n", " index=[\"static interval\", \"ACI interval\"],\n", ").round(3)\n", "print(f\"target coverage = {NOMINAL:.2f}\\n\")\n", "split_coverage" ] }, { "cell_type": "markdown", "id": "f34d6419", "metadata": {}, "source": [ "Pre-break, both intervals sit near nominal: the calibration scores are representative,\n", "so there is nothing to fix. Post-break the static interval collapses, because the\n", "tripled noise scale makes the frozen quantile far too narrow. ACI widens step by step\n", "and drags its post-break coverage back up toward the target. The overall ACI coverage\n", "is close to nominal while the static one is not." ] }, { "cell_type": "markdown", "id": "1b1e6500", "metadata": {}, "source": [ "### The rolling picture and the half-widths\n", "\n", "Two panels: rolling coverage (where the static interval visibly falls off the cliff at\n", "the break) and the half-widths over time (where ACI visibly grows its interval to\n", "absorb the larger residuals). For the half-width panel we cap the display, because ACI\n", "briefly saturates to an infinite half-width right after the shock; the cap line marks\n", "where that happens." ] }, { "cell_type": "code", "execution_count": 10, "id": "e7c23fb2", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:27.359921Z", "iopub.status.busy": "2026-06-22T16:14:27.359434Z", "iopub.status.idle": "2026-06-22T16:14:27.672111Z", "shell.execute_reply": "2026-06-22T16:14:27.670986Z" }, "nbsphinx-thumbnail": { "output-index": 0 } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "syn_static_roll = rolling_mean(syn_static_cov, 40)\n", "syn_aci_roll = rolling_mean(syn_aci_cov, 40)\n", "tt = np.arange(syn_test.size)\n", "\n", "# Cap infinite ACI half-widths for display only.\n", "finite = syn_aci_hw[np.isfinite(syn_aci_hw)]\n", "cap = float(finite.max()) * 1.15\n", "aci_hw_disp = np.where(np.isfinite(syn_aci_hw), syn_aci_hw, cap)\n", "n_inf = int(np.isinf(syn_aci_hw).sum())\n", "\n", "fig, (ax0, ax1) = plt.subplots(2, 1, figsize=(9, 7), sharex=True, constrained_layout=True)\n", "\n", "# Top: rolling coverage.\n", "ax0.plot(\n", " tt,\n", " syn_static_roll,\n", " color=C_STATIC,\n", " lw=1.8,\n", " ls=\"-\",\n", " marker=\"o\",\n", " markevery=40,\n", " ms=4,\n", " label=\"static interval\",\n", ")\n", "ax0.plot(\n", " tt, syn_aci_roll, color=C_ACI, lw=1.8, ls=\"--\", marker=\"s\", markevery=40, ms=4, label=\"ACI\"\n", ")\n", "ax0.axhline(NOMINAL, color=\"black\", ls=\":\", lw=1.4, label=f\"nominal coverage {NOMINAL:.2f}\")\n", "ax0.axvline(break_in_test, color=\"gray\", ls=\"-.\", lw=1.4, label=\"injected break\")\n", "ax0.set_ylim(-0.05, 1.05)\n", "ax0.set_ylabel(\"rolling coverage rate (window = 40 steps)\")\n", "ax0.set_title(\n", " \"At the break the static interval collapses to ~0.4 coverage; ACI climbs back to nominal\"\n", ")\n", "ax0.legend(loc=\"lower left\", fontsize=8, framealpha=0.9)\n", "\n", "# Bottom: half-widths.\n", "ax1.axhline(syn_static_hw, color=C_STATIC, lw=1.8, ls=\"-\", label=\"static half-width (frozen)\")\n", "ax1.plot(tt, aci_hw_disp, color=C_ACI, lw=1.6, ls=\"--\", label=\"ACI half-width\")\n", "ax1.axhline(\n", " cap,\n", " color=\"gray\",\n", " ls=\":\",\n", " lw=1.4,\n", " label=f\"display cap (ACI = +inf at {n_inf} steps, drawn at the cap)\",\n", ")\n", "ax1.axvline(break_in_test, color=\"gray\", ls=\"-.\", lw=1.4)\n", "ax1.set_ylim(bottom=0.0)\n", "ax1.set_xlabel(\"test index (steps after the calibration window)\")\n", "ax1.set_ylabel(\"interval half-width (score units)\")\n", "ax1.set_title(\"ACI grows the half-width to absorb the tripled post-break residual scale\")\n", "ax1.legend(loc=\"upper left\", fontsize=8, framealpha=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "58304ca9", "metadata": {}, "source": [ "The top panel carries the argument: the red static-coverage line drops\n", "at the dotted break and stays low, while the blue ACI line dips and then climbs back to\n", "the dashed nominal line. The bottom panel shows why. The frozen red half-width never\n", "moves, while ACI ramps its half-width up (briefly to infinity, the dotted cap) to cover\n", "the bigger residuals, then settles at a wider but finite value matched to the new\n", "regime." ] }, { "cell_type": "markdown", "id": "5991c5b2", "metadata": {}, "source": [ "## NexCP: reweighting calibration toward recent residuals\n", "\n", "ACI adapts the target level. NexCP attacks the same problem from the other side: it\n", "keeps the level fixed but reweights the calibration scores so recent residuals count\n", "for more. That is the natural tool when the issue is a drifting scale or volatility\n", "clustering rather than a single clean break.\n", "\n", "We build a series that is calm for the first stretch and then ramps up in volatility,\n", "the canonical drifting-scale setup. Then we deploy `nexcp_quantile` online: at each\n", "step compute the recency-weighted quantile from all past scores and test it on the\n", "next one. Sweeping the decay shows the trade." ] }, { "cell_type": "code", "execution_count": 11, "id": "5c7026bb", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:27.676538Z", "iopub.status.busy": "2026-06-22T16:14:27.676365Z", "iopub.status.idle": "2026-06-22T16:14:27.804306Z", "shell.execute_reply": "2026-06-22T16:14:27.803384Z" } }, "outputs": [ { "data": { "image/png": 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05K/NmzcPt9xyC0466ST8/vvvqKiokCpcDhw4UHM7JLyU+UYA0L9/f3g8HlRVVaFbt24AWnIzlPmJGzZsQHZ2Nm655RYALRMd+rNr1y40NTUBAO6//34sXrxYqsR54okn4swzz8TYsWOjFjzZu3cvjj32WFgsFlx99dU44YQTkJOTgx9//BE//fQT7Ha7bP0+ffrI/l9XV4fa2lps2bIF48aNQzgclsYZDAYBADt37lTdd11dHRoaGqKeQwB45513MGHCBJx77rk4/fTTUVJSgszMTGzZsiVifFr06tVL9n8K5VNb7vF4YLfbDVeQrKurg8Ph0Py8gZb8GBHl+dTDqlWrcM4556C8vBxffvklCgoKZK8XFBSoVhOkEC/xYYeRdZWYTCa8+uqruOGGG9ClSxeMGDECY8aMwUUXXSSFvUYjnmtHeb4yMzPRs2dP6bwmOqZ46N27t+z/FAJcVVWFIUOGxHWcsbaZbuNVQ8+1refzau37RGser9ExJeM+lcrviHLfsX4Dv/vuO3g8HuTm5qoeJ9ByrFrL9+/fn9B4E8HosYnMnDkTc+bMwZw5cyLSDhgmlbB4ZJgkkJOTgwsvvBB2ux3XXHMNPv30U9x8883IyckBgKg5F+Q2ejyeiNfofbQdQH2inpWVBYvFIiXri1x66aWScOjevTt+++03/PLLL/j++++xYMECXHHFFZgyZQoWLVqk+gMGAP/617+wZ88e7N69W+ZSKh1HrTGSQ9W/f3/VMV522WWorKxU3ZaecwgA9913H0499VTMmTNHtvyJJ56I+j4RZS9EKh6htZxySY1g9PMGooszNdauXYvTTjsNeXl5+O6771QnVf369VPNVdyxY4f0ejzrqjF+/Hj8+c9/xnfffYdFixbh008/xTPPPIPHH38cDz30UNT3xnPtuN3uiP5sbrdbdh4TGVM8xLqG4jnOZF6XbTFeNfRe27E+r9a+T7Tm8RodUzLuU6n8jijPQax7oslkkhWWUetZazKZNJcn4/sQL0aPTWTZsmXIzc3FzJkzMXPmTGl5KBTCzz//jLFjx0oPHRimLWHxyDAGqaqqQn19vepEgZ4OUhL8yJEjYTKZ8OOPP+K8885T3R6FQC1fvhx/+tOfZK8tX74cXbp0idkj65hjjsHcuXNx5JFHRjgGSkwmE4YPH47hw4dj4sSJ+O9//4u//vWvWLhwoVToQMmePXvQoUOHiPBWveXMCwsLMWDAANTX16tOvKJhs9kwcOBALFq0COFwWLWSZCgUQlVVFcaPHy9bvm/fPqxfvz6t2gQUFhaiV69eWL58ecRrtEwZFmeETZs24dRTT0VWVhYWLFigeeynnHIKvvzyS6xatUoqoAIc+EzF6qlG1tUiPz8f5557Ls4991w888wzOPnkk/HSSy9Jk1ByvpUTvXiunRUrVsgqLNbW1mL79u0488wzDY1JL1pjN0Ii3xGjtLfxEtE+r9a+T7TW8abq3tXW35FoiL+BYiG5cDiMn3/+GYcffnjatwIym82q36dEju3666/HmDFjIpbPmTNHKs5z2GGHJecAGMYAnPPIMAZpbGzEcccdh9dee00KV6Llzz33HMxmsyQCe/bsiauuugr/93//h6+//lpal/JzgJYn2WeddRb+7//+D7///ru0zptvvoklS5bg7rvvjjmmG2+8EV26dMG1114bkZ/y888/48svvwQAzJgxQ+rBRdCT+mg9uYYNG4b9+/fL3Kd33nnHUG7V3//+dyxZsgTPPPOM7Ec2EAjgrbfewr59+zTf+8gjj2DNmjV49NFHZe/98ccfsXHjRmRkZGDIkCH46quvpCe8Pp8Pd9xxB7p06aJ7jG3FnXfeiRUrVsiqFv7xxx946aWXcOqpp+pqXaLGjh07cMopp8BkMmHBggVRHcHrrrsOZWVlePDBB6XreN++fXjppZdw3nnnycL/jKyrpLa2Fq+//rqs0mZzczM8Ho/smqOwbHIzRYxeOzNnzkRdXZ20L8oFvvHGGw2Nyev1YuzYsXjmmWc0jy/W2I2QyHfECO1tvHo/r9a+T7TG8abq3pWs70gyOO644zBy5EhMmTJF9pvywgsvYP369bp+A1NNt27dVL9PiRzb0KFDMXbs2Ig/JpMJXbp0wdixY2V58wzTVqT3oxyGSUO6dOmCq666Cg888AAeeughHHnkkXC73VixYgVKS0vx4YcfylzJV199FRaLBWeffTYqKyvRuXNnrF27Fueee65U+ODtt9/GlVdeiZEjR+Loo4+Gw+HAmjVrcO+99+r64SwtLcWCBQtw3XXXoXfv3hg6dCjy8/OxadMmdOzYEc8//7y07sknnwyLxYKePXuiqqoKGzduxDPPPIOjjjpKc/u33HILvvzyS4wZMwajR49GTU0NevbsiUmTJuGaa67Rdd4uvvhivPXWW7jnnnvw73//G5WVlXA4HNi6dSvOPPNMnH/++ZrvHTduHOx2O+6//368+eabqKysxI4dO9CxY0epRP4rr7yC888/H/369cPhhx+O9evX44EHHoDb7dYMr00Vt912G6qqqnDzzTdj6tSpKCwsxE8//YQTTjhBFp5klKuvvhq7du3C8OHD8cADD0S8/tZbb0ml3ouLizF37lxccsklGDBgAAYMGIDFixfjqKOOiui1Z2RdJbm5uVi2bBkeeugh9O7dG8XFxVi1ahUKCgrw5ptvSuude+656N+/P84++2yMHDkSWVlZUu9Bo9fOxIkTccIJJ6Br167YvHkzamtr8fbbb0siV++Y/H4/Zs+eHdOhizZ2IyTyHTFCexuv3s+rte8TrXW8qbh3Jes7kiw+/vhjjB8/HkcccQRGjhyJmpoabN68GU899RQmTJiQ9P0p+eWXX/D0008DgNTW5YYbbkBubi66du2Kl156Ker7b7/9dpxzzjk46qij0KtXL1mfx1QfG8MkG1OYsr4ZhjFEMBjEpk2bsH37doRCIfTs2ROVlZWaDbpra2uxcuVKmEwmDBkyRLVi3ZYtW7Bu3TpkZ2fjyCOPjHjCu2DBAmRkZODEE0/UHNe2bduwfv16ZGVloV+/fujRo4fs9ebmZqxfvx7bt29HSUkJDj/88IhiKlr8/vvv2LlzJ3r16oXKykrs3r0by5Ytw2mnnYbCwkK4XC588cUXGD58uGbT5UAggN9++w379u1DeXk5Bg4cqNqfUA2v14sVK1agsbER/fv3j3jq6nK5sHLlSrjdbhx11FEoKyvD4sWL4Xa7pdDKzZs347fffsOf//xnKR9l7dq1WLt2LS688EJkZBwIyFi/fj3WrFmDCy64QFakaMOGDfj9999x3nnnRW3y3NDQgG+//RbHHHOMaqPq+vp6/PLLL/D5fBgwYEBEiJrWuLT47rvvUF9fr/m62niDwSB++ukn1NXVoU+fPlHztoysq8Rut2PNmjVoampCt27dMHjw4Ih1AoEAfvrpJ1RXV6O5uRknn3yyLC8r1rUzefJkPPbYY/B4PAiHw1iyZAmCwSCOPfZY1cJGsca0YMECnHzyyZg3bx7OPvvsqMenNXatz7CmpgY//PADRo8eHXEviHWc8WwzleM18p2Lhp5rCGi9+4Te41Uj1vHqGVMy7lPJ/o6ooXXf0/OZr1+/Hps2bUJubi5GjBgRcV6//PJLFBUVyUJAAWD+/PmwWq049thjZcu//vpr5OXlYdSoUVHHXFVVFVGFnLDZbDj99NOjvh8Aqqur8euvv8LpdCI/Pz8iBDjWsenl448/RufOnSOOlWHaChaPDMMwzEGBODE20tJEi4ceegg//PADfvzxxySMjmFST7K/IwzDHHpwziPDMAzDqHD22We3SogewzAMw7RXOOeRYRiGYVSgPq4MwzAMw7SQcvHocrnw3nvvYf369bjppptUG+jW1NTg/fffx/79+3H44Ydj7NixEU3SGYZhmEObSy65BIMHD1bt98YwDH9HGIZJnJTmPE6fPh0PPfQQjjvuOMyePRsLFiyI6GmzZcsWjBo1CoMGDcLIkSPxwQcfoF+/fvj8889ZQDIMwzAMwzAMw7QRKRWPK1euRJ8+feBwONCtWzdV8Th27FhUVVVh4cKFyMjIwPbt29G/f3/MmDEDl19+eWoGzjAMwzAMwzAMc4iR0oI5Rx55ZNRSxcFgEPPmzcPll18ulXXu2bMnTjzxRHzyySdtNEqGYRiGYRiGYRgm5TmP0dixYwe8Xm9EHmSfPn2wdOlSzff5fD74fD7p/6FQCPX19SgtLdXswccwDMMwDMMwDHMoEg6H4XA40KVLl6j9d9NaPLrdbgCIaFxLzci1ePrpp/HYY4+16tgYhmEYhmEYhmEOJnbt2oWKigrN19NaPBYUFAAAGhsbZcsbGxthtVo13zdp0iTcfffd0v+bmprQvXt37Nq1K0KIMgzDMAzDMAzDHMrY7XZ069YtqsYC0lw8du/eHfn5+diwYQPOPPNMafn69esxcOBAzffl5OQgJycnYrnNZmPxyDAM0wrceOONAIBXX301xSNhGIZhGCZeYqX4pbRgTiwyMzNx4YUX4s0335RyGNesWYNFixbh4osvTvHoGIZhGGLGjBmYMWNGqofBMAzDMEwrklLnccWKFXj//ffhdDoBAK+88grmzp2L008/HaeffjoA4Nlnn8Xo0aNx9NFH48gjj8TcuXMxfvx4XHDBBakcOsMwDMMwDMMwzCFFSsVjbm4uOnXqBACYMmWKtJxyHQGgc+fOWL16NebOnYv9+/fjqquuiugFmSjNzc3w+/1J3SbDpBNmsxlms5mrDTMMwzAMwzBxYwqHw2E9K06dOjWuHdx6661xvS+Z2O12FBYWoqmpKSLn0eFwYPv27dB5Ghim3ZKfn4+KigrVfGCGSRS6rsQ2SQzDMAzDtA+i6SUR3c7jJ598EtdA0kE8atHc3Izt27ejoKAA5eXlUXuaMEx7JRwOw+/3Y9++fdi0aRMqKyv5WmcYhmEYhmEMo1s8fvPNN605jpTg9/sRDodRXl6O/Pz8VA+HYVqNvLw8ZGVlYcuWLfD5fMjNzU31kBiGYRiGYZh2Rlq36mgr2IVhDgX4OmdaE2rVwTAMwzCtyU8//YSjjjoKmZmZqR7KIYlu8djY2Kh7o0VFRXEMhWkt6uvrYbVakZWVldbbbC/U1dWhsLAQZjM/e2EY4qWXXkr1EBiGYZhDgDfffBO9evVChw4dUj2UQxLdVkRxcbHuP0x60b9/fyxevDihbdTX1yMQCGhuU/n6wUyPHj2wYsWKVtv+oXQuGYZhGIZhjNDc3MyFLlOIbuvk559/bs1xMGlEfX09bDabzFk79thjMX36dIwaNUr1PcrX1bbB6CPWuWaYdGTu3LkAgD/96U8pHgnDMAxzMBMMBhEKhVI9jEMW3TP74cOHt+Y4mDSid+/emDt3Lo4//nhp2YYNG6K+R/m62jYYfcQ61wyTjlx00UUAuFUHwzAM07oEg0F2HlMIV9BIc+x2Ozwej2xZOBxGbW0tmpubZct9Pp+uL1NjYyNqa2tV81ibmpoQDofR1NSE2tpaOJ1OALFDKcXX1bZht9vhdrt1HQdRV1eHYDAIAHA6nQgGg1HHrnyPcn+BQAB+vz/qe7xer+YxqhFt/ebm5qjnjN4bDAZRX18vLVeeaz3jC4fDhsfOMAzDMAzT3mDxmFriFo8ffvghLrnkEhxzzDEYPny47A+TPJ566ilccsklsmXz5s3DgAEDJNH166+/4uijj0ZxcTFsNhsmTJgAu92uuc2zzjoLAwYMQI8ePVBaWop//OMf0msXXXQRHA4HLr/8cgwYMAD33HMPgNh5k+LratuYMmWK5EwQ//vf/1BZWakpHnv06IHJkyejV69e6NmzJ/7444+oY6f3TJw4ET179kRJSQn69u2LX375BVdffTVKS0thtVpx++23R7znkUceQffu3VFUVIRBgwbFzGn89NNPNdfftm0bzjrrLBQWFqK4uBhnn3029u7dK72+dOlSHHbYYSgqKkKPHj3w0EMPoXfv3qrnksb32GOPoU+fPiguLkaPHj2waNEiAC030Ouvvx55eXno0KEDjj76aPz+++9Rx84wDMMwDNNe4ZzH1BKXeHzppZdwyy23oHfv3li+fDn+9Kc/oby8HL/88guLxyRzzTXX4Msvv0RVVZW0bMaMGbj88suRnZ0Nl8uFc889F2PGjEFTUxM2b96MtWvX4q677tLc5tKlS1FbW4umpiYsXLgQ//znP/H9998DaOnnabPZMHfuXNTW1uKVV14xPGa1bdxwww349ttvsW3bNmm9V199FRMmTEB2drbmtubPny+N94gjjog6dmLVqlVYuXIlHA4HBg8ejOOOOw7HHHMMmpqa8Mcff+D111/HsmXLZO/59NNPsWTJEjidTpx//vm44IILIhxfPev7/X6cffbZGDx4MOrq6lBfX49u3brhmmuuAQC4XC5ccMEFuOaaa+ByubB48WJ89tlnMc/pwoULsWzZMrjdblx88cW44447AACff/45vvzyS2zbtg0OhwP//ve/I84HwzAMwzDMwUAoFGLxmGLiEo///ve/8eGHH+KZZ54BAEyePBmff/45pkyZInNY2is5OTmaf3799VdpvQsvvFBzvccff1xab/r06RGv6+Wwww7DiBEjMHPmTAAtIYxz587FtddeCwD44Ycf4HQ68cQTTyArKwsdO3bEY489hvfeey/mF8vlcqFjx47485//jK+++srIKTJMRUUFzj77bEybNg1Aizv39ddf4/rrr4/6vvvvvx+dOnWKWB5t7Pfeey9KSkqQlZWFP//5z+jUqRNuvPFGmEwm9O3bF0cccQTWrFkTsZ+KigqYzWY89thjcDgckrunNS619RcuXIi9e/finnvugcPhgN1ux1133YX58+fD4XDg+++/Rzgcxr333ovMzExUVFRI7m6s89ChQweYTCaMHz8ef/zxBwCgtLQUwWBQerhw1FFH4bbbbou5PYZhGIZhmPYGRatxwZzUEZd43Lp1K4499lgALUKL8uKuv/56dj1agWuvvRYzZswAALzzzjsYNGgQjjjiCABAVVUVOnXqJOu32L17d3g8Hs28wEcffRQdOnRAhw4dMGDAALz99tttIvpvvvlmTJ8+HYFAAP/5z39w/PHH47DDDov6ni5dusj+r2fsYruY7OzsiPYx2dnZEfmB3bp1k/5tNpvRqVMn7Nu3T3NcWuvv2rULLpcLlZWVGDBgAAYMGIDjjz8epaWl2LdvH6qqqtClSxdkZBz46lVUVEQ9B8pjysnJkYqSjBo1Cv/5z3/w+OOP48gjj5QJS4ZhGIZhmIMJqgHBzmPqiEs8BoNBKdSwe/fu+OWXXwAA+/btQ2ZmZvJGlyJ8Pp/mn2HDhknrffzxx5rrPfzww9J61157bcTrRrj00kuxfft2/PTTT5gxY4bkOgIt+XAkWIg//vgDNptNtefmwoUL8fLLL+PHH3+E2+1GbW0trrzySlneYWZmZsJfSrVtnHbaaSgsLMT777+PGTNm4C9/+YuhbeoZe7ysW7dO+rfL5cKuXbvQo0cPw+v36dMHNpsN+/btQ21trfSnpqYG/fv3R48ePbB9+3bZNbB+/fq4xx0Oh3Heeedh9uzZWLlyJY477jhulcCkhK5du6Jr166pHgbDMAxzEENzPhaPqSPhaqtXXXUVxo0bh6uvvhpnnHEGzjvvvGSMixGwWq246KKLMHHiRKxbtw6XXXaZ9NqJJ56Inj174vrrr8fGjRuxcOFCTJo0CTfffLPqtsLhMAKBgOSSvf3223j77bdl61RUVGDhwoWorq6WXGWjqG3DZDLhxhtvxG233YZAIICxY8ca2qaescfLk08+ie+++w6bN2/GjTfeiJ49e0ZtM6K1/vHHH49Bgwbhsssuw6+//ort27fjo48+wjnnnAMAGDNmDMrKynDbbbdhy5Yt+Pbbb6Xw73iYNm0aHnjgAfz666/YuXMntm3bdlA8wGHaH1u3bsXWrVtTPQyGYRjmIIacRw5bTR1xicddu3ZJ/37wwQcxefJkAC1hia+++mpSBsbIue6667B27VqMHz8eJSUl0nKz2Yz58+fDbDbj7LPPxu23345rr71WlnNZWloqhbWeeOKJuO+++3DDDTdg1KhR+Oqrr3DjjTfCarVK60+ZMgVz5szB4YcfLuXjidvQ83+1bQAtBYC8Xi+uvPJKWCyWqMdcVlYm26aesSvfY7FYIhzYwsJC5ObmypY98MADePrpp3HaaafB6XTiiy++0BRhZWVlePTRR1XXz8jIwLx589C7d29ce+21OOWUU/DRRx/hueeeA3Dg89q3bx9OOeUUPPvss7jzzjtlebDKc6k8JrPZjNLSUul8FhcX47rrrsMJJ5yALVu2YM6cOVHPK8MwDMMwTHuEw1ZTjyl8CJx9u92OwsJCNDU1wWazScs9Hg82bdqEfv36RYgJpnXYunUr+vbti9WrV2Pw4MGpHg4AoKCgAN988w2OOeaYlOyfhPaSJUtadT98vTMMwzAM056pqqrC7bffjqeeegp9+/ZN9XAOKrT0khJzPBsX20aooVYdkzm0CYVCqKmpweTJk3HyySenjXBMBVOmTEH37t1x9NFHY+XKlXj22Wfx5JNPpnpYDJMQ5J4bzelmGIZhGL1w2GrqiUs8du7cOerrh4CZyRhk//79GDJkCHr37p20PMVkoQwLbW2uvPJK3HPPPZg0aRI6dOiAJ554AjfccEOb7Z9hGIZhGKY9wmGrqScu8fj777/L/h8KhbBp0yY88MADuPPOO5MxLuYgo3PnzqipqUn1MFTZvn17m+6vU6dOaSegGYZhGIZh0h0Wj6knLvGoFnI4ZMgQ9OjRA7fddhtuuummhAfGMAzDMAzDMAxDcNhq6km4VYfIwIEDsWbNmmRusk3gpxfMoQDfaBmGYRiGac9wn8fUkzTxGAgE8OKLL7arJtFmc4vx6vf7UzwShml9XC4XACA7OzvFI2EYhmEYhjEOh62mnrjCVouKiiKWOZ1O5Obm4t133010TG2G2WxGfn4+9u3bh6ysLGRkJNWIZZi0IBQKweVyoaqqCiUlJZr9KxmGYRiGYdIZDltNPXGJx9deey1iWXFxMYYNGyZrYJ/umEwmVFRUYNOmTdiyZUuqh8MwrUpJSUm7igxg2hfLli1L9RAYhmGYgxx2HlNPXOJx7NixyR5HysjJyUFlZSX3JmMOarKzs9lxZFqVYcOGpXoIDMMwzEEO5zymHt3isaqqSvdGO3XqFNdgUkVGRgZyc3NTPQyGYRiGYRiGYTRQC1t1OBz4448/cMwxx6RqWIcUusVj586ddW+UnwYwDMMcWlx44YUAgI8//jjFI2EYhmEOVtTCVnfu3Imvv/6axWMboVs8rlu3Tvr3N998gyeffBIPPvggRowYAQD4+eef8eSTT+Khhx5K/igZhmGYtGbevHmpHgLDMAxzkKMmHsPhMBfQaUN0i8cBAwZI/7788svx0UcfYdSoUdKyo48+GkOHDsUdd9yBW265JbmjZBiGYRiGYRjmkEYtbDUUCrF4bEPi6k2xbt06DBo0KGL5oEGDsH79+oQHxTAMwzAMwzAMI6LlPHLKXNsRl3js3r07Xn755YjlU6dORY8ePRIeFMMwDMMwDMMwjAiHraaeuFp1vPjiizj//PPx4YcfYsSIEQiHw1ixYgU2bdqE//3vf8keI7xeL1auXImGhgZ0794dhx9+eNL3wTAMwzAMwzBM+qIVtsrOY9sRl3g888wzsXnzZrzyyitYu3YtAODcc8/FzTffnPQm5D/++CMuvvhilJaWomfPnvj555/Rr18/zJs3D0VFRUndF8MwDMMwDMMw6Ylan0fOeWxb4hKPAFBRUYEnn3wymWNR5a677sLo0aPx4YcfAgDq6+vRv39/TJ06lSu7MgzDpAl8P2YYhmFaGw5bTT26xWNjYyMAoKioSPq3Fsl0BD0eD/r06SP9v6SkBGVlZfB6vUnbB8MwDJMYDz/8cKqHwDAMwxzkqIWtcsGctkW3eCwuLgbQ8gHRv7VI5gf4wgsv4IYbboDVakWPHj0wf/58WK1W3H777Zrv8fl88Pl80v/tdnvSxsMwDMMwDMMwTNsTDAZhMpkiwlZZPLYdusXjzz//rPrv1qZv37447LDDMHPmTPTq1QurV6/G+PHjo7qbTz/9NB577LE2GyPDMMyhzvTp0wEA1157bYpHwjAMwxysBINBZGVlcdhqCtEtHocPH676b8LtdiM3Nxcmkyk5I0PLk4Szzz4bo0aNwpdffgmTyYTGxkYMGzYMGRkZePbZZ1XfN2nSJNx9993S/+12O7p165a0cTEMwzBybrrpJgAsHhmGYZjWo7m5GVlZWRHVVlk8th1x9XncsGEDJk2aJP3/b3/7GwoKCtCtWzesXr06aYPbs2cPNm7ciEsvvVQSpUVFRTjjjDPw7bffar4vJycHNptN9odhGIZhGIZhmPZLMBhEdnY2O48pJC7xeNddd+Gkk04CAGzatAmvvvoq5syZg4suugj33ntv0gbXsWNHmM1mbNiwQbZ8w4YNSW8JwjAMwzAMwzBM+hIMBmE2mznnMYXE1apj8eLFUuuMr776Cueddx7OO+88nHDCCejdu3fSBpednY177rkHDz74IOrr69G7d2/Mnz8fixcvxoIFC5K2H4ZhGIZhGIZh0htyHrnaauqIy3nMzs7G/v37AQBffPEFTj75ZAAHPtBk8tRTT2HWrFlobGzE119/jZ49e2Lt2rUYNWpUUvfDMAzDMAzDMEz6QjmPHLaaOuJyHs855xyMHTsWw4cPx8KFC6Uqe99++y1OOeWUpA4QAM466yycddZZSd8uwzAMwzAMwzDtA7Vqq1wwp22Jy3mcOnUqzjjjDDidTnzyySfo2LEjAGDBggWYPHlyMsfHMAzDtAOGDh2KoUOHpnoYDMMwzEEMiUdltVUOW2074nIeCwoK8PTTT0cs/89//pPwgBiGYZj2x/Lly1M9BIZhGOYgJxgMwmKxcNhqConLeQRaPrzly5fjvffek5Y1NTUlZVAMwzAMwzAMwzAiamGrXDCnbYlLPO7evRvDhw/H6NGjcdlll0nLr7rqKsybNy9pg2MYhmHaBzU1NaipqUn1MBiGYZiDGLVqq5zz2LbE3efxqKOOgt1uly2/9957VcNZGYZhmIObiooKVFRUpHoYDMMwzEGMWp9HDlttW+LKefz++++xdu1aWCwW2fIhQ4ZgxYoVSRkYwzAMwzAMwzAMQc4jh62mjricR4/HA7O5RXeaTCZpeVVVFfLy8pIzMoZhGIZhGIZhmP8P9XnksNXUEZd4POGEEzBt2jQAB8Sjx+PBvffei5NPPjl5o2MYhmEYhmEYhoF2n0d2HtuOuMJWn3vuOZx44on44osvEA6HMX78eCxcuBCBQACLFy9O9hgZhmEYhmEOekKhEAKBAHJyclI9FIZJS7SqrbLz2HbE5TxWVlZi9erVOPHEE3HWWWehsbERV199NVatWoV+/fole4wMwzAMwzAHPWvWrMGrr76a6mEwTNpC4lEUiywe25a4nMeJEyfiueeew2OPPZbs8TAMwzAMwxySeL1e+Hy+VA+DYdISchszMjI4bDWFxOU8Tp06FX6/P9ljYRiGYdopW7ZswZYtW1I9DIZp13DhD4bRJhQKITMzM0I8crXVtiUu8Thy5Eh8//33SR4KwzAM017hPo8MkzihUAjNzc2pHgbDpCXBYBCZmZkwmUwRYassINuOuMJWTz31VIwbNw4333wzKisrkZ2dLXt97NixSRkcwzAMwzDMoUJzczM7jwyjQTAYhNlshslkighbBVpEpNhCkGkd4hKPL7zwAoCW8FU1WDwyDMMcWpxwwgkAgIULF6Z4JAzTfuGwVYbRprm5GWazWTXnkf7OyIgrqJIxQFzisbGxMcnDYBiGYdozy5cvT/UQGKbdw84jw2gjOo/KsFUAKf3urFixAkcdddQh4XyyPGcYhmEYhkkD2HlkGG3EnEdlwRzx71Tw0ksvHTKVklk8MgzDMAzDpAFcMIdhtCHnMVrYaqpobm6G1+tN2f7bEt1hq6eeempcO/jmm2/ieh/DMAzDMMyhBDuPDKNNrLDVVDqPoVCIxaOS888/vxWHwTAMwzAMc2jTXsRjIBBAVlZWqofBHGLEqraaqu9OOBxm8ajGrbfe2prjYBiGYRiGOaRpL2GrTz31FK677jru7cq0KVphq6kumEP7Z/HIMAzDMDp58cUXUz0Ehkk7li1bhk6dOqFnz5661m8v1Va9Xu8hM1Fm0gc9fR5TAe3/UPlOsHhkGIZhEuamm25K9RAYJu347bff0L9/f93isb2ErbYXh5Q5uKA+j+lWbZW+C4eKeORqqwzDMAzDMK2AUTHI4pFhtKFWHRkZGWnV55H2y606GIZhGEYn//jHP/CPf/wj1cNgmLTCqMhqL2GrLB6ZVJCuBXM4bJVhGIZhDPLwww8DAO69994Uj4Rh0gejIqu9iLL2Mk7m4EJLPKbaeeSwVZ2sXbsWkyZNwqWXXiotmzVrFjweT1IGxjAMwzAM0545mMNW28M405Ha2lrcc889qK+vT/VQ2h2U86gMW+WCOW1LXOLx22+/xfDhw/HHH39g1qxZ0vLVq1dj6tSpSRscwzAMwzBMe4WdR0bE6XTiySefxN69e+F0OlM9nHZHLOeRxWPbEJd4fOCBBzBt2jR8+umnsuWXX345/vOf/yRlYAzDMAzDMO2ZeMRje3D0WDzGx6+//oquXbuiR48e7eJzTjeoYE665jxywZworFmzBhdeeCEAwGQyScu7d++OnTt3JmdkDMMwDMMw7RijYrC9FMwJh8PtYpzpRnNzM6xWKzIzMxEMBlM9nHZHKBRCRkZG2lZbZecxClarFfv27QMgF48//fQTunTpkpyRMQzDMAzDtGMOZueRxY9xtMQPow86fxy2mlriEo+XXHIJ7rzzTinZNxQK4YcffsBf/vIXjBs3LqkDFHE6nYfMB8MwDNOeOO2003DaaaelehgMk1aEw+GDVjy2h3GmG83NzcjIyIDZbOaw3zjQEo+pDlvlaqs6ePrppxEKhdChQweEQiFYrVaMGTMGAwYMwOTJk5M8RGDp0qUYOXIkysvL0b17d1x//fWcaMwwDJNGzJ07F3Pnzk31MBgmrYgnbLU9iArOeYwP0Xnk82ccLec2HaqtmkymQ0Y8xtXnMT8/H/PmzcOvv/6KFStWIBQK4cgjj8SIESOSPT78/vvvOOWUUzBx4kQsWrQIZrMZb7/9NjZs2ICjjjoq6ftjGIZhGIZJBgdz2CqLH+OEQiFkZmYiMzOTz18cxApbTWXOY25uLovHaPTr1w+bNm3CsGHDMGzYsGSPScaDDz6II444An//+9+lZRMmTGjVfTIMwzDGWLt2LQCgsrIyxSNhmPQhHvFIf2dkxN2Ku9VpLyI33aDPlcVjfKSreGxubkZeXh5XW41GXV0dGhsbkzyUSILBIL7++muMHTsW4XAYdXV1fLNiGIZJQ9riYSLDtDeMiqxU527pxWguJ9OCKB7T7TOeOnUqAoFAqocRlebmZmRmZqZl2GpeXt4h4zzGJR4vvvhiTJ06NdljiaCmpgZerxf19fXo06cP+vXrh4KCAvz1r3+F2+3WfJ/P54Pdbpf9YRiGYRiGaUviKZgj/p2ucNhqfFDBnIyMjLSrVvvLL7+kvfhJV+eRw1Z1sH//fkybNg3vv/8+KisrkZ2dLXt95syZSRkctQH573//i++//x6VlZXYuHEjxowZg/z8fPzzn/9Ufd/TTz+Nxx57LCljYBiGYRiGiYdEwlZbk0AggN9++y3uWhUsHuODxI/ZbE67BwTBYDDtP9NQKISsrKy0bNVhNpulhwJmc1zyqt0Ql/NYVFSECRMmYPjw4cjLy4PZbJb9SRYdOnRATk4Oxo8fL+XR9O/fH1deeSU+//xzzfdNmjQJTU1N0p9du3YlbUwMwzAMwzB6iKfaqvh3a1FVVYX3338/7vezeIyPdK622h4q/YrnT9mqw2QyaX7Xli1bhvXr17fquDIzM2GxWA6JvMe4lN4bb7yR5GGok5mZidGjR8PhcMiWOxwOFBQUaL4vJycHOTk5rT08hmEYhmEYTdLVeWxubk5oH1wwJz7IoUq3gjnhcLjdOI8Utipef+FwOGoe6dq1a9G5c2cMGDCgVceVk5MDn8+H/Pz8VtlPupD2vuojjzyCM888E6NHj8aoUaOwfPlyvPHGG5ohqwzDMAzDMOlAvOKxtSfxiYi/cDjMBXPiJF2rrbbVdZcoWjmP5Pxpha0GAoFWPTbKZbVYLIdE3mPcdaCXL1+OsWPHYtCgQaisrMTYsWPx008/JXNsAIDRo0fjk08+wcyZM3H22WdjxowZeO2113DDDTckfV8MwzAMwzDJIl2rrSbiPNIEPd2FRjqSruKRivek05jUiFYwJ5rzGAwGW/U7ReM6VMRjXM7jRx99hEsvvRRnnXUWxo8fD5PJhKVLl+LYY4/FBx98gLFjxyZ1kKeddhpOO+20pG6TYRiGSR5c1ZphIknXaquJ5Le1l4qw6Qg5ZOkmHtsq1zZRYoWtajmPrS0eDzXnMS7xOHnyZEydOhU33XSTbPkrr7yCyZMnJ108MgzDMOkN55kzTCTp6jwmUvCGxpZurSbaA+laMKe9OY9qBXOiVbBt7XzOQ815jCtsdePGjbj88ssjll922WXYtGlTwoNiGIZhGIZp7xgVabRuOoetsvMYP+naqoPEYzqNSY1oYasZGRkpDVulaqssHjXo1KmTan7j8uXL0bFjx4QHxTAMw7QvKisrpZZKDMO0kK4Fc5IhHtPdpUpHKLwxXZ3HdHeTtcJWYxXMYecxucQVtnrjjTdi3LhxmDhxIkaOHAmgRThOmTIFEydOTOoAGYZhmPRny5YtqR4Cw6Qd8fZ5bIuw1YNRPO7atQvbtm3DCSeckOqhqJKuBXPa6rpLFK2w1VTnPIqtOlg8ajBp0iQUFBTgH//4B/bs2QMA6Nq1KyZPnozbbrstqQNkGIZhGIZpj8TjPGZlZXHBnDjZsWMHfvvtt7QWj1QwJ52aybe3nEetVh0ctto2xCUeTSYTbr/9dtx+++1ShT2bzZbUgTEMwzAMw7Rn4hGPZrO5TcJWExWP6Sg0EikE1Baku/Mo/p2ZmZnKIakSq9pqqgrmiNVWHQ5Hq+0nXYi7zyNhs9lYODIMwzAMwyiIp9pqWziPB2vYarqLRxIZ6SYelc7jQw89hNra2lQOSZVoYatmsznhsFWXy4WJEyeiuro6rnHl5OSklaPcWsQlHj/77DNcddVVEcuvuuoqzJ07N+FBMQzDMAzDtHfSOWw13n3QBD2dxA+RyHG1BenqPCrFo9PpRENDQyqHpEq0sNVY1VZjne9wOIxXXnkFO3fuNNy3WKyim+5Fh5JBXOLxgQcewH333Rex/L777sNDDz2U8KAYhmEYhmHaO/GGrbaFeAyHw3Hth53H+BHFYzqJXKV4DAaDcDqdqRySKuTcqlVbTdR5XL16Naqrq3HYYYcZFoA0rqysLAQCAUPvbY/EJR43bdqEbt26RSyvqKjAhg0bEh4UwzAM075499138e6776Z6GAyTVsRTbbWtxCMQX9GbdC6Yk0g4blsghl2mk0OllvPocrlSOSRVooWtRnMeA4FAzOuirq4O/fr1g8ViMfwAgsaVlZUV8bm+++67hp3MdCcu8di3b1989tlnEcv/97//oVevXgkPimEYhmlfXHTRRbjoootSPQyGSSviDVtti4I5tD+jpLPzmEghoLZADG9MJ5FLgkf8bNPRedQKW01GwRy3243c3FxkZmYaFvZUbVUtbHXp0qVpmT+aCHFVW7377rtxww03YMOGDTjhhBMQDoexcOFCvPDCC3j55ZeTPUaGYRiGYZh2RzgcTsucx0Tcw3R3HtuDeMzIyEircYrhqvR3OopHchjVwlYT7fPo8XiQl5cXV96i+FBAGbbqdDrTymVOBnGJx2uvvRY+nw9PPvkkHn/8cQAtfR6fe+45XHvttUkdIMMwDJP+3HPPPQCAKVOmpHgkDJM+xBu22lbOYzz7SeeCOe0lbDVdC+a0F+dRLWw1UefR4/GgQ4cOCYlHZdhqKBSC2+2G3+83tL10Jy7xCAA33XQTbrrpJuzfvx8mkwnl5eXJHBfDMAzTjvjXv/4FgMUjw4ikc8Ec2p9RQqEQTCZTWokfoj04j5mZmWkrHsWHCuksHrXCVhNxHt1ud0LOo1rYqsvlQjgcPuicx7hyHr1eL7766isAQMeOHbFhwwaMGzcODz744CHR34RhGIZhGCYW6dqqI5G8RRK46SR+CHYe40MUjxRqne7iUS1sVe2zp2tCj3jMzc2NSzxqVVt1OBwAcNA5j3GJx8ceewyrV68GANjtdpx33nnw+XyYPXs2Jk2alNQBMgzDMAzDtDfIoTMiZtqL89gWRX3iob0UzEm3Vh2i40j/bk/VVqOJR6WrqkVr5DySAGfnES1lZy+//HIAwPz58zFgwADMmTMH//vf//Dhhx8mdYAMwzAMwzDtjXA4bNihay/iMd2qhRLp7jySQ5VuBXNEgUX/TnfnUW/YqjKfUwuPxxO38yiKR/G9dA7ZeURLLxSr1QoAWLBgAc466ywAQLdu3VBfX5+80TEMwzAMw7RDYlWAVKO5ublNXL1Ew1bZeYwPUWSk0ziVzmNmZmbai0dRDEYrmGNEPMbrPIphq2rikZa98cYb2L17t6FtpyNxicchQ4bg2WefxZIlS/D+++9L4nHNmjU4/PDDkzpAhmEYhmGY9gZNdI3SFiGN6Ra2unr16ogWB/HQXgrmpKPzSHmYzc3NsFqtcLvdhh58tAWxwlYTcR4TyXmMFbZKzuO2bdtQXV1taNvpSFzi8bnnnsP06dNx/PHH4+KLL8bw4cMBAM8//zzuvvvupA6QYRiGSX/Gjx+P8ePHp3oYDJM2aLkkWtDENyMjo83EYyLOYzLH+M477yTFkUn3sNV0LpiTnZ0tha1mZWUhOzs77YpgRgtb1Qql1pvzKFZbNfrZkHhVOo8OhwOZmZnSMr/fD6/Xa2jb6UhcrTqOO+447N27F16vFxaLRVo+ZcoUdOvWLWmDYxiGYdoHb7zxRqqHwDBphbI4SiwXMhwOw2QytYkrRZPsRHIek1kERE8fPj20B+cxXcVjTk6O5DyazWYUFBTA6XTK5vmpJlrYqtZDFy3nccaMGZgwYYL0vkAggKysLJjNZsM5itGcx6KiImmZ3++Hx+MxtO10JC7nkVBeUN27d4fJZEpoQAzDMAzDMO0dMcROj1AQQxrTPWw12QVzgsFgUsRoOorHFStW4NtvvwWQ3tVWc3JyEAqFpBBWEo/pRDxhq4FAQLUv6XfffQe32w0A8Pl8yM3Nhclkingw4vf7sWLFipjjUuvz6HQ6UVxcLBOPB4PzmJB4ZBiGYRgA+OGHH/DDDz+kehgMkzaQG6LXZWpLYZFI2Go4HE56zmOynMfm5ua0EmUAsGfPHuzatQuA/DNOp/YNzc3NyM7Olj6HdBePyrDVWDmP2dnZEddFc3OzJOQo3xFAhADcu3cvZs2apWtcyu+6mng85J1HhmEYhgGA008/Haeffnqqh8EwaQP1edQrBsU2DunuPKareExH5zEQCMjChNPReaSwVXIezWYz8vPzW6XX48cff4zGxsa43kvfEaPVVunYlNsi8UhtOoBI8aingq84LnFs7DwyDMMwDMMwuog3bDXdncfWKJhzMIet+v1+Wd5duuY8UsGc1nYeFy9ejJqamrjeK4Z2q/V5jCYexfMdCoUQDodlzmNeXh4AdfEY69oUc5rF9zscDpSUlEjiMRAIHLriceTIkXj11VfR1NSU7PEwDMMwDMO0e4wKBaNiM9GxiX8bfW+yBe7BHLYaCARkYr2tPmMjKAvmtKZ4dLlccR97tLBVs9msO2yV/k0hpNGcRz0PJOhzBSCruCo6j+Fw+NB2HkePHo1HH30UnTt3xhVXXIEFCxakXS8YhmEYhmHaN8FgELW1takeRlwYDVFsT2Gr8fSvjEYyw1bTWTyKVTnTSTxSziO5bGK11WTjdDrj/oyitb+JVm2Vjk1cBkDVeVTmo+oJWxW/E1lZWdJnHgwGkZ+fj0AgILmPh2zO4/PPP4/du3fjnXfeQVNTE04//XT06dMHjz/+uJQUzDAMwzAMkwjr1q3Da6+9luphxEU8Yatt5UolWjCHJsrJEmrJDltNJ0PD7/fLxCOFXbbmZ1xXVxezyIuIVquOZOc8BgIB2fkwSrQ+j8pQVnGfypxH+rfenEc9YauZmZnS+wOBAFwuF/Lz8yUxSe0/DlnnEWhR1hdccAE+++wz7Nq1C1dffTWeeOIJ9OzZE2eeeSa++uqrZI6TYRiGYZhDDPGJfXsjkbDV1nbPEslbTHbRF8o/S5bzCCBp4rG6uhqrV6+WLZs/fz4efvhhvPLKK7q2oeY8tnZe665du/D777/rXl/pPGZmZiI/Pz/pziOJ0WSIRyVqbiSgXjCH9k8uYLScRz1hq2o5j06nE1arVRKPdB87pMUjsXLlSjzxxBN48cUXUVJSgnvuuQddunTBBRdcgHvuuScZY2QYhmHSHKvVCqvVmuphMAcZVP2xPWJUKLR1q454K6Ymu+gLfb7JFI/JcvXWr1+P77//XrZs8eLFGDJkCDZv3qxrG2o5j63dqsPhcBjavlrOY05OjuSWJQsSo4mGrYrQg4Jo4lEZtkr/1nIelesaKZhDOY8OhwMFBQUy5zEzM/PQFY91dXX417/+haFDh2LkyJHYtm0bpk+fjl27duGZZ57B9OnTsWzZMvz73/9O9ngZhmGYNKS2trbd5qYx6YueiVu6Em+11fbiPCYr9JI+32R8zomE46qh9vDC7/ejX79+unPXUuE8OhwOQ+eAnEc63szMTEn0JJNkOY8i4XAYJpNJM2xVrWCOUjzGqraqx3lUhq06nc4I8Wi1Wg+KnEdzPG/q0qULunTpgmuvvRbz5s1D165dI9YZMmQIDj/88IQHyDAMwzDMoYmeiVu6YtSha+uCOYmIRyP9K2PRGs5ja+ZiBgIB2Gw23SLA7/fDbDZL42qLVh1GxaNazmN2dnbSncdkikfKe6R8x2gFc5StOmI5j8qw1VgPNtSqrbpcLuTl5cnEY2Fh4UHxkDUu5/Gxxx7D1q1b8fDDD0cIx2+++Ub697JlyxIbnYIXXngBFRUVmDx5clK3yzAMwzBM+nEwOI/xhK22RcEcDluNjdr1Rw6S3+/XlVupdB4TdZfr6+uxf//+qOvEIx6VfR6zsrKSJh7F1hVAcsJWleJRWURH3LdWqw49ziPl5EYbszLnMRAIwOfzwWKxyHIeCwoKki7IU0Fc4nHSpEmqyaoAcNpppyU0IC1++uknvPzyy8jKykJjY2Or7INhGIaJj7KyMpSVlaV6GMxBRnt2HkVH5GAMW022eExWtVWgdcVjIBBAdna2JBJioRa2SsRT2Of777/H119/HXUdu90et/NIYavZ2dlJC1t98MEHUVNT0yrOIznhsVp1iK8pW3XEqrYaa8xqBXO8Xq9MPPr9fuTk5CAzM7PdFgEjktqop76+vlUKJtjtdlx22WV47bXXUFhYmPTtMwzDMInhcDjgcDhSPQzmIONgKZiTrmGryXAe58+fj+rq6rjHks5hq1rOY1ZWFnJzc3WFripbdZD5opWjFwu73R7zO+F0Og3nPLZm2KrD4cD+/fsTFo8AIs4fndNoBXMsFotsn0acR6PikcJWlc6j3+9HdnY2cnNz233RHEM5j2PHjlX9N9By4v744w+MGjUqOSMT+Otf/4rzzz8fp5xyStK3zTAMwzBMetLew1aN5Aa2dZ9HZfsCvSjHuWzZMpSVlaG8vDyusSRTPIoiTe++p02bhptvvllze2rikUSAx+OJaWqIziNwQPyQ+FYWgImF3W5HQUFB1HUSCVsNBoMwm81JLZgTCARQW1sLp9OpKfKMQtsRHX5RjAcCAamqbW5ubtRWHR6PJ2rYKhDdGVcLW/V6vSguLpbEJD10sFgs8Hg87bo6uSHxKIYkKcOTsrKyMGrUKFxzzTXJGdn/57XXXsP69evx5ptv6n6Pz+eDz+eT/m+325M6JoZhGIZhWp/2Lh6Nhq22xz6PPp8vIZGRyrBVt9uNpUuXysTjunXr0NTUhGOOOUb1+qOcQL3OI4lHqgpKkHjMysrSNVaiqakJFosl6jpGw1bFaqt0fMl0Hv1+P2pra+FyuZCfnx+34y2ePzHnUS1sdfr06TjiiCMQDAYjznFzczMsFovkADqdzpjOYyzxqKy2Koat+v1+6aGDuN/2iiHx+OqrrwJoEY5PPPFEqwxIZN26dbj//vvxww8/ICcnR/f7nn76aTz22GOtODKGYRiGYVqb9pzzaDRstb30eSSnh44rWeIxmc6jEfGoXHfLli2oqalRFY+UD2gymQyHrSrzHePNGbXb7VHzy8PhMJxOJ7Kzs3Vvk3IeqbpssgvmBAIB1NXVweVywWazJRQuTaiFrYrOo8fjQWNjo+Sk0usmkwnNzc3Iz8+H1+tFKBSCy+WS3FxlD04915RatVWfzyflOJLzeLCIx7hyHttCOALAt99+C6fTiTPOOAMVFRWoqKjA2rVr8frrr6OiokLzg5w0aRKampqkP7t27WqT8TIMwzAMkzwOFudRb9hqWxXMSbRVh1I8JiIykp3zaER8q4lHMcxU2aqDiuUAMOw8qomfeMVjtPf5fD7D2ybxSM6j2WyWxhpPXqYI5S2TeCwsLEzouiPUwlaVoalOp1MSj+Lronh0OBywWq0RBW/E/dJ79IxNWTCHXFGv13vo5Tyef/75AIBPPvlE+rcWn3zySQJDOsA111wTsa8zzjgDxx57LCZPnixZxEpycnIMOZUMwzAMw6QfNJltjygduli0F+dRLWw1VeLx888/x5lnnilN3EOhEMxmsyHnkdwr2kYgEJDGFAqFZK4q5a0BkHLXohEOhyXxqMxvNDJOcXuxxKPdbkdRURHq6+t1b5dyHoPBoCyUlkIwjbiYatsGgLq6OgAtveLjeSCkJh6VrTqU4tHlciEQCEjikUJySTzW1dWhsbERRUVF0vsSDVulXFEqmEPL3G63LOexPaNbPFZUVKj+uzXJz89Hfn6+bFlWVhYKCgrabAwMwzBMbObPn5/qITAHIQeD8xhPtdW26vOYjII5qQxbnTlzJk466SSpzQLlcurdFk3iSTzRv/U6j7EcpGAwiHA4nDTnkZzSaO9zOp0oLCyUxJoexJxHqk4KQGrXkYh49Pv9yM3NRW1tLXJzc2Gz2ZLiPCrDVpUFc0g8ik6q6CLm5ubC5/PpFo96w1aVziPQol1cLhdKS0sPirBV3eJx6tSpqv9mGIZhmBNPPDHVQ2AOQqjQiHLi2B6I1X9ObX09Ya7BYBD/+9//cNFFFyU0tkTEI1WRTaZ4NPqQgISO1+uNEI9GwlZp3ySQROdR+fBCdB5zc3Ol92sRCASkHDvRnQIQl8NMBSCjnSuxGquySI8WYp9HElsApKI5SiPHCIFAAAUFBVIOYrJyHslp1BKPoVAITqcTWVlZMJvNsvNNDrXZbEZtba2sYq7adgBjYavkPFIUJInHzp076w53Tmfa150YLU+3uRgOwzAMwxz86AkZS1fiLZgTy5Gqr6/Hp59+mtDYyGlKtGCOz+dDKBRKOGw1nhBOZaN3wHg4Lk3ixfXFnEc18WjEefT7/VKPQbWCOUav66ampojxKnE4HLDZbNJ1Fw6HUVNTE3W7omNLnwcAw+061q1bF7EsEAggKysLZWVlyMrKivu6Mxq2GgwG4XK5VHMeqShQbm4u9u3bJ3MeAUS4lPQePWOjgjlK59Htdh80BXMMVVsV+fbbb7Fo0SI0NDREvPbiiy8mMqaoxNtHiGEYhmk9rr76agDAG2+8kdJxMAcX4sQtkdC5VJBI2Go0R8rhcMDj8Uj5W/GQaNhqVlYWMjIyJOctUeeRXC8jkGAVJ+JGw1Zp/ErxqOU8KsNWY7WCCwQCsFgs8Pv9quIxHucxVtgnFYCh666urg7PPPMM/vnPf6quTy4bCXjxujLSriMUCmHy5Ml47733ZMdJbm1paSkcDof00MEoWmGrWq06qIqqxWKRnEexD2hmZiYsFguqqqowaNAg2b4o9FQUunqdx6ysLHg8Hni93gjnkQrmxHKs0524nMeHH34YZ511Fr7++mts3rw54g/DMAxzaPHee+/hvffeS/UwmIMMPQ2605VEqq1Gq3BJgiWR0DejIkv5XhLFNIZkiEejn7GaeDQqisWwVULpPJJ7R/s0Um01EAggNzc3aa067HY7iouLo54rpXj0+/2a43z33XdlzhyJZbH4i17xSOdJuS8SYaWlpcjPz487pzda2Co5j+L3RnQe6WGH6CZmZGTAYrFg//79Ec6jmPeo5x6kFraqlvNIzmN7D1uNy3l89dVX8c033+CEE05I9ngYhmEYhjnE2LJlC+x2O4YNGyZbbrRvXzqRSJ9Hcf0tW7agc+fOUhNzh8MBALLedLW1tQgGg+jUqZOusZHIiifcVBwnia9Ew1bjcR5JsCbiPKqFrYoFc8S/SRSIOY+iCFi/fj0KCwvRuXNnaVmssNV4xGNJSUlU8eFwOFBWViZtn/JSlQSDQXzyySc4++yzkZmZKVtfzHnU+2CAjsXtdstyJMl5LCsrQ35+ftz9LaOFrao5j2qtOpSfp8ViwdatW2U5j4BcPOp1Hklw03UiXitZWVmor68/aMJW43Ie/X5/xA2eYRiGYRhGL2Ily3Xr1uG3336LWCedcx5jTaoTyXkUJ8Effvgh1q5dK/2fnEeXyyUtW7RoEb777jvdY6eCIYn2eUxW2CoJLCNoiUcjx6UVtqoUDLSvaK06vvvuO/z+++8RY6T+icl0HmPlPIrOIzWsV0KCv7GxUZYTGG/YKn1HxesSkOc8FhQUxN2KJlq1VfreKKut+nw+eL3eiII5ovPo8/miOo967kFitVUKW83KypKKFYk5j4dswZw///nPeOedd5I9FoZhGIY5JImVO3UwMnfuXHz++ecAWhqbq03O9FQ6JPbu3YuqqqrkDjIKDz74YNRCJPFUWxUdIMLv98sm8OQ8inlTypYSekjEAaLjau85j2KrDkKZ8yi+Loat5uXlyUSA2+2OEGkknEwmE4LBYMKtOmKJR6/Xi507d6KwsFAmHkU3laDzV19fD7PZLAkdZdhqPM6jCJ2DkSNHYsKECUkPWyXnUa3PI9BSZEitVQflPALQFbZqxHl0Op3StoGW8+jz+aQ+j/HkfKYTcYWtTpkyBYMGDcL777+PPn36RJQBfu2115IyOIZhGIY52AmFQrjjjjswY8aMVA+lTREnmT6fT3VyZqSNw/fff4+cnJyEWljoJRwOY9++fVELXySrYE4gEFAVj6LDoyYOoo3LiKhVe7/oPGZmZiYlbNXoNqKJRyPOI7XSIGKJR9F5FPftcrkiRAGtT5VVRfETj/Nrt9sxYMAA1c/a7XbjiSeewKBBg9CvXz+ZeARavmMU+kxjAw44j0CLIAsEAhGtOvSgJR5JcGdnZ6O8vDzpYat0PStzHpubm2GxWCTxqFYwJzc3F1lZWVKrF0KshGu0z2NWVhacTqdULAeA7HyKucLtlbjE43333QePxwOLxRJhTzMMwzAMI8dut0v5PkqombXenmwHC36/X1aIJJrzqEc8Uk+9toCEQjRXJllhq0rnkfLelOJRr/MoFuZJtGCO0+lEQUFBUpxHoxNqtbDVeFp1FBQUxMx5pHOrrLYqCiW32x0htMh1M5vN8Pv9Ec5jPK06SkpKVN+3du1a5Obm4rrrroPJZJKqp8YSjw0NDTLXzO/3y1p1GA1b1XIeiWSHrVKrDrWcR5vNhurq6oiCOeSuWiwWFBUVRdw3lGGr5BzrGZua80jXTHZ2NvLz83HSSScZPv50Ii7xOHv2bHz33Xc45phjkj0ehmEYph1y++23p3oIac20adNw+umnY8iQIRGvie6aOMlKBz766CN06tQJxx9/vOrrCxYswOjRo6XJphFEwaMVtmok5zER98so9fX1AKKHa8ZTbVWPeHQ4HOjUqVNE2KpewUQhe4lO4jMyMiTxlYqcRy3n0UjPSLfbDZvNFrXaKo2RXtPq8+hyuVTFY3Z2tiQUxYdH8bbqKC4uVn1fMBiEzWaThBA9HKBjUHNFgRbxSN/fjIwM+P1+Wc5jssJWidYIW9USjyUlJaiuro4omEMPULKysiJCVoHIsNVYvSnVxKPNZpNtD2g5n0VFRe1ePMaV82i1WlFZWZnssTA6mTZtmix5nmEYJtVMmTIFU6ZMSfUw0hafz6eZ56IsypFO1NfXS43J1Xj33XfR2NgY17ZFUaQVtmpEPCrDO1uT2tpaaZ9a0KQ20bBVv98vu3ZIPMbrPOrtJ6mFMmzVarVGnAcjLmK8rTqiVVs1ErZaUFBgKOdRq2BOtLBVNecxnvBNp9OJwsJC1XOlFGlqzqNybIDceaQQ5HhadWgVzBHPGe2jNcJW1QrmkIBTy3mkgjmxxGNzczOys7OjXp/0XQcOhK2qOY/p9nAwXuISj6eccgpef/31ZI+F0Ul9ff0hWVyBYRimvRJtcm8kr6+t0QonBVomTE6nM27RK1aB9Pv9qhNKIwVz/H5/mwlwI86jkbBVPQVz7HZ7QuJRaz96EUUxOY/i+JqamnDffffJ3iM6YEoSKZhjNpsj2h7oPa5wOAy/34+8vDzNaqvkFqoVzKFzEAgEEAqFooatZmRkIBAIJCQeyWXTcsGoJQURj/OYmZkJn8+XcKsOkbYIW9XKeaQWHGrVVs1mM/Ly8lBcXByxLzXxqHbO1YR1VlYWwuGwZs7jwUBcYatNTU24++678f7776Nv374RscIzZ85MyuAYdcSnYgzDMOnA7NmzAaBNipW0R/SIx3R0HqOJRxJ88Y5bFEVa7gaFWCYjbPWrr77CiSeeKHME4kWP89gaYauhUAgejwdlZWXYvXu3tI5R55FyHpPhPBYUFMjG4nQ6paI+xOeff47m5macf/75EdsLBoMReYd6CAQCsFqtkngk4aBXlPl8PmRnZ0eEuYoiLxQKIScnR9aqQwxHpIqrZrMZ4XBYtdoq7UMpHo2Gb1I+p9b7xEI3QKTzqBTZ5DA2NDSgvLwcQKTzGE+rDjXxKIqmZIet0nK1aqui8yheF/QdOPHEE1W/w2phq8rvVzAYxO23345///vfMh1En4FWzuPBQFzisbS0FBMmTEj2WBidxFOSm2EYpjW57LLLAEQ+3WZaiOa8pHPYajTxSM5XvL9HovMouh0i0Z76K4l1/ubNm4fKykp069YtrvGK1NXVxWxjkKyCOWI4LjVgLygoSErYaqIFc0g8iufB4/FE3AfcbrdmY/R4w1ZJyNF2xXHpEcVutxt5eXkRDyfEqqjKsSmFEIWukthSXg9itdVEw1ZJHGrldGo5j6JrqhxbaWkp6urq0KVLF2lM4vFkZWVFPAjQgsak1eeRMJKTqty+WtgqOY9aBXPouJRhq9nZ2cjJyZE5hOIYYzmPfr8fDQ0NEaJWTTxS2Gw8ueHpSFxH8cQTT6CioiLZY2F0Eu3HnGEYhkk/ok3ujeT1tTXRIl3IYYh33IFAQBa2qkZzc7NuYSFWb1XD4/Ek7RzX19ejY8eOrR62GgqFEAwGpfNjt9thtVqRl5eXFgVz/H4/rFar7PPzer3SeERRpZUHGW/YqtJ5FMelZ1sejwd5eXmqziONm9o9qIWtApAavpN40OrzSAJVWTCnubkZH3zwAU466STJ/dOCxKHW9aQsuKXHeSwtLUV1dbUs5zGRsFW1NhSBQEDWCiNRx1vcjjLnUU08Ug9L8boQr001xGtCSzwGAgHJbY4lHrOzsw+afEcgzpzH7t27J3scjAHYeWQYhmlfiJM4Je0155EchngdU1E8alVbpbDBZBTMcbvdSTvHtbW16NSpk66COYmErSrDeh0OB2w2G/Lz8xNyHo2Erfp8Pjidzohx0uRbWTCHxIMopILBYFTnUW+11XA4jMWLFwOAJFxF8Wgkl9PtdiM3NzdifWW1VaXzKIoAqrjqcrlgtVo1w1ajOY8rVqzA/v37Y45XFI9qn3U8OY+lpaUAIMt5TKRVh9VqVS2YIwpu5fl2uVyYM2dOzO3HqraqzHkEgIKCAlklWdF5jCUe9YStApA9PAAOFMVR5jweLCGrQJzisUuXLrL4dqZtYeeRYRimfXEw5jwmUzxqFczRU+lQHKvWRDcQCCStXkA4HEZ9fT3Ky8uT6jyqVUEVc+2AFvFotVojxGO0sGi1cRkRWYsXL8b7778v/Z/CBGnynZeXJzuvWuIxlvOo57Px+XyYOnUqgJZzI4atGq0i6/F4JPEoCgWTyaQpHtWcR7fbDZfLheLiYtXQUHIe1QrmhEIhOBwOXQKNxKGyqiihVphG2Q5HObbi4mLZZ0nbjrdVh9Vq1VUwR7zuamtr8f333wNouba2bdumun26bgkxbJU+dzov9Dnm5+fLhDFdF8ptKdETtkrnxe12q4pH0XnMyspi8fi3v/0Nt912G2pqapI9HkYH7DwyDMO0L9qreGztsFU9rTqM5DxqnUMSLsn47XS5XLBYLMjLy2v1nEel8xgtbLU1nUdRqCqdR4vFIgsJJDEnipVAIKDpPJJA0/sZU5EmNecxnpxHMUQxGAwiOztbEiHKsFWlELJarbDb7XC73ariUQxbDQQCssIqJO7sdruu774YlqrmsikL5tB5iOY85uTkwGq1Su8ThRZgrGAOhYka7fMoPkRqbGzEI488ovr5xQpbFQvmUDVVUTwaDVuN13mk/YnOI4tHAM899xw++eQTlJeXo7y8HBUVFbI/TOvC1VYZhmHaF+015zFa+4t4CubU19dLk0ul86i2HaM5j1oTXdpnPIU6lNTV1aG0tFRXwRy1XKxo6+sJW7VardJkVrx2jOQ8GnHolPmKSvFI+Vx0LuJ1Ho0URfJ4PBHOo9GcR7WwVRI6JESUzrfSeezQoQNqamok5zFa2KqYSwm0CDSXyyXLaY2GGJaqdozKsFXReczNzVUVj9nZ2bBarTLnEUBCYatK8ajW51FZEIrGRsWWqqqqIrYfrdqq8ntG13hxcTF69eolHVs8YauxnEexwBC9Fzi4nce4CuY8+eSTyR4HYwAWjwzDpBt9+vRJ9RDSmmg5j+292qqRcX/yySeoqKjA6aefLrlHoVBIM+fRiPNI21IjUZdUpK6uDiUlJcjKyoqYKItQw3qjYatKMUMN5oEW55Hy1KhNBDW513tsYtiqHvGoFH6iSANaJskU3kjVR4FI5zGaeBTdvmjQefB6vVKPRipcIopaPdckOY/hcFjmLFJFUxLk0cJWO3TogD/++AMmk8lw2GpGRgYaGhpkxxUN0Vmka0QUi2oFc6jgUn5+vqp4tNlsMudRLJwDGA9bzc7OhslkkgnZWGGroitNY9y+fbtUAZZQE49aYaui8zhp0qSI/SortyoRQ5m1Que1wlZZPGpw9dVXJ3kYjBHag3gMh8PYs2cPO9EMc4iwdu3aVA8hrTmYw1aNjNvv90sTRQrjc7vdsvA6Ea2QMa1ta4mhZIat2u12FBYWtkqrDmU4qd/vR0FBgcx57NGjBwBIeY9GxaMYtqrX7TPiPNLnK4apxiqYQxNuyqfUQgwVJFePBI4oivW0DKJqq1Qdlo5VFPxUzEerVUeHDh1QW1uLgoICdOjQIWrYqrJgjtlsRmNjIwB94lEUh2rXlFrBHLoutMQjOY9a4tGI80jXFYVUU5uMWH0eSaSL18i2bdtw3HHHybavFbZK14wybFUpDpXOY7S2GUbCVr1eb8S4MjMzD2rxGFfYqkhNTQ2qq6uTMRZGB+FwWFYJLF3Zu3cvXnjhhVQPg2EYJi1IRrXV+fPny6petgWxnEdlsRTC6/VqFvWgyWggEEB+fj4cDofkVigxErYaLfxPzXkMh8PS5N0INOnWKx6Nhq2KjqBSPJLgASArmmNUPBoRtWrOo1hkxWKxyEQGrSt+FnrEo57xiPugz8FiscDr9RruX0lhq2LOo1I8Kqv9KkMwxbDV/Px81Xw+MWw1Wc6jWq9EtX6K5DySSFaeSy3xGE+rDvoclcWc1JxH8fsg5j37fD7k5ORg+/btEduPFraq5TyKiPuN5TzqCVul191ud0QIrNlsluU82mw2FBYWau6vvRGXeAyFQpgyZQrKyspQXl6Ojh07oqysDFOmTImrdwujn+bmZlmIRbpCNwGGYQ4N+DsfnWTkPH711VfYt29f0semRSgUivqw0uVyobCwUHVy+eKLL2LDhg0Ry8X8JlE85uXlaRbM0RKP4oSbJovkRChRcx7XrVsX10NOo+IxnoI5tH408SgWzTGS86jmcEZD6TyKYYIAZO4fjZFaWIjb8Pl8qvsj0SFO2KONBWh5OEGihMSj0fPt9Xojch6VY1G6TkohVFJSgoaGBjidTuTn5yMnJ0d2XdK1olVt1ajzKDqDep3H5uZm5Ofnq4bUZmdnw2azybZL+YNAZMGc2bNnY+fOnarjUzqP4n6iha2K1WC9Xi/69eunWzwadR7jKZgTK2xVWTAHgHRdEv369cOdd96pub/2Rlzi8fHHH8ezzz6L+++/Hz/++CMWLVqE+++/H88++ywef/zxZI+REdD7hDrV+P1+nkgyzCGEzWaTwpQYOeFwWJfzGOsJv96qjMki1u+N2+1GYWGh6utNTU2qLmkwGITP55MEnsVikcSj2nZo8q6cKO/fv1/KZQJiCzo153Hr1q1x/U6RgDAiHvU6jzR5F51HceJPwgxIzHk0Ih61ch6VzqMo7IqKiiKcR3pNbft6nUdlwRxRPNJx6T3f5HKJ+W2iU0gP67OysjRzHjMzM2Gz2bBnzx7k5+cjOzs7ItdTzHlUFsxpbGzUXdFUGbaqJmZE8ah0HrWqrfbs2ROdO3eWtituQ3mNr127VrNVn5hnqKwEHC1sVbxuvF4vysvLkZGREREVECtsNVZYqvi6nlYdNEZyn6MVzFGKR6XzeLARV87jf//7X8yaNQsnn3yytGzUqFE48sgjMWHCBDz66KNJGyAjh24w6S4exafLDMMwhzKxnEU9BXPC4TCcTmeb3vtj/d64XC6UlZWpjpvCCpVQ2CoJhpycHEk8qoWQ0sRTOYZt27bJxClN0jMyMiIm+IC6eNy+fXtc55Mm3UaqrRopmCPm/JF4FItzkHjMy8tLOGxVr3ik3FcSJGo5j6LALSoqish5pNfIORVfMxq2SgVzKGzV4/FIYaN6z7fX60VOTk5E2CqNhZxCsWCR2rXVoUMHrF+/Hnl5eRFCUCyY4/P5pM8OgLSPLl26GK62qvbZKQvmiM5jQUEB9u/fH3Eus7OzMWzYMNl7RFGlPB6Px6NZJIqc0dzcXFnYqp5qq8AB59FisaBnz57Yvn07hg4dKq1nNGw1mvMourhqGA1bVe7riCOOOKjCVJXE5TxWV1dj+PDhEcuPOuoozn9sZdqL80gTBD3V0xiGYQ5mYt239dzXPR6P1N+urYglHqM5j263W/UBIuUl0iQ9JycHdrsdubm5qr8XWs7jrl27VCfpWi6O2+2OCIvcvn17XOeT3Klkha16PB7U1dXJJscUkkcTfJr4Jjts1Wh7DOVxkWAXw1a9Xi8KCwsjHDiz2axacTWesFW1nEejYaui86jMeTSbzfD5fJITJ35HRSEEtIjHcDgsOY/i9Rct55HES2lpaVKcR2XYqtJ51ApbFSHhTCgL5kQTj1phq3qqrQIHUh8sFgsGDx6ML774QiYytcJWo/V5FBFFqx7nMVbYqvhARCkeb7nlFtmDgoONuMTjgAED8Pbbb0csf+utt3DYYYclPKhDjdWrV+tet704jyQc07F6IKMPrdAUhkkn7HY7vvjii1QPIyp6xWO0+yW5bG0tHrUK2QAtzmNRUZGm86gmHimlQayUabfbkZOTo9r4XCvncefOnaq5ZVri0ePxwGazycIP9+zZE7fzmMyw1cWLF+O9996TTY7pPeJ58vv9srBV8Vhb03mMJh4pNE/Z57GoqCiiz6PVak1a2GqsnMdEwlZJyPp8voj8RwAR1WDLysoAQMp51ApbVVZbJfFSVlZm2HnUUzBHWW1Vq2COCDmthLJgTizxqBa2qjYurbBV+kzOOecchEIhvP/++9J6enIeRedRKQ6VBXP0iketB1jiuKMV3zkYiTvn8Y477sCZZ56JRx55BI888gjOOOMM3HXXXZzzaBCv14snnnhC902/vTiPYvWsVJHu5yjdefzxx6VKcAyTruzduxeLFi1K9TCiIj7BVkNP2Krdbpdtqy2gPnpq+wyHwxGCjGhubtYsoKTmPDocDlmemXJbauJx165dUnsGGms08eh2u2G1WqXt7N69WzPkNhZq+ZVutztC+IqFZaKJIofDgaamJlmoHb1HPC7qhUkTcXFi39zcrCq+1TDaqkMMzwPkhX1E8agMW1WKKJvNpuk8Uq6ikWqrJKyV4lFvLie5XKIQo/Mrij2z2YxAIBAhggjK0cvJyYkQj9H6PBoVj2JOo9pnp+Y8Uq51tFYdIvQ5iP8Xv3t6wlaV1VZjha0qC+ZYLBZkZGTgjjvuwLx586T11HIeQ6GQ7HsWTRzGel1Eb8Eci8WiWm31YCcu8XjeeedhxYoVKCsrw2effYa5c+eiQ4cOWLFiBc4777xkj/GghsJ89f6A0XrpLozSQTxOmjQprjLsTAs+n6/N2wK0Bs3Nzfjjjz9SPQymlRBbP6SSjRs34vvvv1d9TU/OY6xehqlyHrXEo8/n0wzdVGsST1A+PE38RfGoFrao1mPN7/ejoaEBubm50r6VDp0SErr0WWzfvh39+vVLmvP4/PPPR9xn9IZROp1ONDY2ykLpaKIrike73S6r4EjHKrbOiLefZDSCwSBMJpPkXInHReNRFsyx2WwRzmNBQUFSwlZzcnKksFW1gjlGcx7VwlZJPIrjUhNbQIv4y8/Ph8lkigjzjNWqAzAWthrNeVSrttrc3Izm5mbVgjn0HRZRFswRr6twOAyv1xszbLWgoAAOh0N2DvSGrdJnAgAFBQUAoFlBVQxb1SsexWqryWjVQS4rO48aiCVmly1bhqFDh2LmzJn49ddfsXLlSsycOVOW2Mroo6qqCoC+Ms0ApJtPuvd5pJtBKid1drv9oBA/qSIQCBwU52/v3r147bXXUj0MppUgR0CLL7/8sk2cya1bt2Lt2rWqr+kJW7VYLFGPgyZjbSkeA4EAcnNzNXMa8/PzVSf8NLnUKphD4lF0HpXhg4TaxG3Pnj3o0qULLBaLrJBJrJxH0Xncvn07+vbtm7ScR4fDgfXr18vW0xtGKYpH0XlUhq02NjbKis2Q80jhgnrEF9ByvRkNWy0oKIhwHjMzMyXxQWMhoakUK9HCVsk50hK/gUAAn376qfRvm80WUTAnnpxHKnykDFvVynnUch47deokFUehVh379+/Hq6++CpPJFFGAhyCRpuY81tfXR+xHWTBHTcwo+zyS86g351HpPAIHHlJQleRYYauFhYVSpASJO6WbqRSP9HCCnEdx32L4aLSwVbFgjlpBHHHuHAqFInIiRfSGrRYUFHDYajT+9a9/SR/Kscce22oDOtQg8WjEedT6MU8n0sF5TBdHoj1C+api6El7hULkmNbl119/xa+//trm+431+W7fvr1NCrn5/X7N+00s55HEY7T7OonHdAlbpabo0ZxHrfw2+sxIFInOo9qkXymKdu7ciW7dusnaIoiCTk/O4549e9CjR4+4elOrha16PB5s2rRJtp5a30Y1HA6H1IZFKR5F57GpqUlWhIOO1ah4NFowJxgMykJOxeMSnUe/3y/1TlTL/VMLW1XmeaqNp6GhAXPnzo3YDj2AEMWjkVYdJFTE8yY6j0rxqOU8lpeX46mnngJwQDx++eWXCIfDeOGFF2Shr0rnMTs7G1arVXbNVlVV4eGHH47Yjxi2qqdVB51PegBjMplk51dLPCpFFV3nJBrV3GPggGCz2WySeIxVuIbGXVBQICuYI+6bzo1WtVW1nEe1gjjKnEejzqNawRx6qHKoha3qbtXRvXt3TJ8+HccddxwARDxhExkwYEDiIztEoNLJRpzHWJOMdEAMQ0jlGLhdSHzQ53cwOI/kcjCtS2VlZUr2S46AFna7HUVFRVG3EQgE0NTUJBW+iAcq4KE1xmiFZ5qbm3U5j+RetBUkHtX26XK5kJeXJ02KRaI5j1SER5z4azmPWuGYu3btQvfu3bFly5YI55EqlCoh55EmtdQ2gSagRpwDNefR6/Vi06ZN0kSWxq/HCXO5XAiHw2hsbJQ1ayfxSI6qUjySI0STdiMtQUSR5fV68fzzz+PBBx9UXV9NPJpMJnTp0gWjRo0CcEBgeDweWCyWCPGoFbaqDMXUCpEWHxLYbDa43W7JbbJYLLKcUT3ngR6Qksuo1qrD7/frEo8AJMFDDzQaGhpwzDHHoLi4GACkFjLKnEer1RrhltvtdtTW1kaEoSqrrcZyHmkduj7oMyH3Ws1JVXMeScDR+GPlPIriUZnvCCBCxIriUek8it+xaNVWqcUNiUNy10USzXlUcx7z8/NVq60e7Og+2meeeQZ33XWXNEEYOHCg5h9GP/GErWo9CU4nxB/0VEATCBaP8UHXlx7x2NzcjFWrVrX2kOImmiPEtH9iOY8OhyPm579q1SrMmDEjoXFEe0gRy1nU6zxqVTZtLfSErYoN1AmPxwOTyaRZMEdZbdXpdEb02wMOuAdKUVFdXY3y8nLZpNtowRyaOMeqmKp1XpTv9Xq9yMvLk37TAXk4ZjQnzOFwID8/H/X19VEL5jQ2Nqo6j0ZyBoHIgjl2ux2rVq3SdJQCgQCsVqv0Oh1XSUkJTj/9dAAHwlaplYgoHskNIodQJFYoJnAgF45+161WKxwOh6xwEOV+imJ9+/bteP3111WPifarfDghFsxRC1vVEo8EicfGxkbZQyvahjJ802azRVyzDocD4XAYtbW1hs5VNOeRQsTpMxF7kIpEC1t1u90oLi6OGbZqs9nQ1NQkjUl5zpTVaunBglhtVblvGrPSuRVbdYjiUC0s1Wi1Vfpuh8Nh1fsc5Twaffh0MKD7aMeNG4fGxkbs27cPQMuTP60/jH7279+PDh06HHTOY6rDVim5m0VDfNB50xO2un//fkybNq21hxQ3HLbaNvzpT3/Cn/70pzbfb6ycRwoHjAZNWhLB5/Np3m9iicPm5mZZ8Rc1nE4nSkpKWu3ev2fPHtWcKIvFoip8yHlUm1S53e6IapsEpROIOY/hcFgqKiJuS3TIlOF2FotFNrEkQadsLQC0TP58Ph8KCgqk7YhFb4yeU2XYKv3eDBgwQBa6qjds1el0oqKiAo2NjVHDVrVyHkXxGE/BHBJ0NL9Togw5VZssi2GrSueRxpebmxvVeYwmHskppLE0NTVJ4pE+B2WOaU1NjWbLKVGk6O3zqOaiKaGw1YaGBsl1BNSdRxJaauIROBCZJp6rWM6jmnhUOo+AesgqjVMpuug683q9KCsr09XnkcKItfJERZfQ7/fH7Twqw1ZjOY9iwZxo4pGOmR58aIl1KupzqIlH3WGrQMvJ6dSpE+bMmYOKiorWGpOMQCCAWbNmYcmSJTCbzTj++OMxduzYiCcX7ZFgMIimpib079/fUM5jXl6erJJVOpLqsNVU77+9Q+dPj3j0+XxpnRtJzqMYTnYwEw6H0dTUFDNUM9l8/fXXbbo/giaUWp+vHvEYTfjpJVrYKoWlak3sg8EgcnJyYjqoxcXFrfYgZPr06fjzn/+MI444QlpGE0y10E632x0Rtjp37lyMGTNGUzzSZ0SOWlZWljSBV6u2ShM85XKqEqnmPNK/RUgoKHPbaJ9GzymNnbZHE95+/fph48aNOOGEEwDoC1sNh8NwuVzo0qULNmzYEJH/pwxbLS8vl94rhq2Si6bXeRRFFonH3bt3o3fv3hHrU7GbWOKxqalJ6kMZr3jUClulvwOBAIqLi+FwOFBaWio7D0qxrtVrFIBMpCivi9zcXJjNZilslR4wqFUnVUJjaWxslIlHtZzHyspKdOzYUVM8KnO19RTM0RKPSudRSzxSyK5ITk6OVGW1uLgYW7duVb3fkkg1mUwoKCiA0+nUFI907VEvSjHnUXQeY+U8UsEcClsl1JxHI+KRRCttW83VDwQC0jV4qInHuI72/PPPB9By03M6nRF/kkUoFEJlZSW+/PJLDBo0CN26dcMdd9yBiy++WFcvo3SnpqYGZWVl0pMqPbQn51GtuldbkSzx+OKLL6Z9ZdvWwEjOo8/ng8fjiavwRFtA12C6f2cSYefOnXjjjTcAADt27MA//vGP1A6oDaEfeLXvaTAYhMvlinkf0upJaIRYzqNar0LxdT1hqyUlJa0mHu12u2ofOFEkidBEWnxtwYIF2LFjh9TnT3k+aBKbnZ0Nt9stE49qYata4lEtRFUMg1XuVxS6alU143UeacJIgqlPnz7Yvn27tJ6eaqt0HktKSgAgwnlUVlvVynlMJGyVxOPevXtV19cqmCMihq0qnUc617HCVrWcU1E8+v1+2Gw2qQImcEBgKAvmRIsoiOU8qrXqcDgcsFqtUc9tTk4O7HY7TCaTTJyJLVjEc9a5c2dV8VhUVBThPEYrmCOKKHGfRsWjmvNIOYxUDEksVCUiFseh90QTj+I5p7BVtWqrWs6jGLZKy0lAqlVbNVIwhz4TregH2gc5j4dawZy4xOPGjRtx0kknITc3F1arNeJPsjCZTPjuu+/w9ttv4+abb8bEiRPx4YcfYvbs2Vi5cmXS9pMq9u/fr/rUKRrtpdoq5UikyvlLRthsc3MzlixZopkHcjBjJGw1VvnuVCNOLtMFv9+Pbdu2JW17NTU12Lx5M4CWiYdalcuDFfpc1T5fve0tqOx/IsSqthorbFVPwZzi4uJWu/c7nU7NUv5qooTaHCjz/urr6yWHQnn/FUNVXS5XhHhUTtBogqdHPIphqGrikdykZOU80sTbbDbD4XDAYrGgrKwMdXV10nqUi5Wdna35O+J0OmG1WqVIgVjVVmOFrSo/p9raWnzzzTeyZWphqzk5OdizZ4/m8VqtVlmrDqXrROeRBIYoFLWcR3HsQPSwVeCAu19QUCD1VBTPg+iokijW+k5GE4/kvvl8Ptn119TUJLXk0CI7OxvV1dUy15H2Aag7VCRqyBRxOp3o3bt3VOfRbDbLHkioOWlK8Sh+JlriUS3nkcKE6XuUl5en+nsvjoHeoxXqK7qA5GwnGrZK0MNEtVYd0XIiRcRKxnQNRBOP7Dzq4Prrr0dubi7mzJmDpUuXRvxJFiaTCd26dZMt69GjBwD1HjjtjaqqKnTq1Ek1R0OL9uQ8UhhCKjDqPKrdCEk4HUoTcYKcEtF5DAaDEQn8wIFzbEQ8rlq1qs0c3VQXb1Jj5cqVePPNN5O2Pa/XK12vbrc7rY61tYn2cIAq/sW6vyajqFKsaqvRnMdY4hJomVC2Ztiq0+lUdR6jiUfK+6PXvF4vGhoaJOdRTTxSCKbT6ZT+DUA151F0ktRaDOgtmENFXJLpPIr5dna7Hbm5ubDZbHA4HLJectSOwWw2q94jHQ4HCgoKJPEoigyleKT9EHoK5mzatAnTpk3DRx99JC2jCTGF/Xm9XvTq1UvTeaQ8Q/otVDpc4ljIhRU/B1E8ir+n9913H3bv3m04bJV6O2oVzKFzFytslcSjeN4or5ByHsXzqiyCo0Z2djb2798fsZ5YRVcNZc/Qvn37oqamRrZOtBBfZcgqrSMWzBEdQyPisaioCE1NTdKDAS3xKLp91OtRq8iQ6ALSfNHr9Ua09tATtio+zCA3UktMR8uJFKF5uXgPUgtbpYrNLB51sHLlSrz11ls466yzcMwxx0T8aU2mTp2KwsJCjBw5UnMdn88Hu90u+5OO2Gw2VFZWavalAlrC0WbNmiX9PxgMIjc3N+1DKenpYKrDVvXsv6mpCffdd1/EchJOh2LepN/vR1FRkUw8/vLLL6qV6+j8GAlZf/311zWLMySbdHQed+zYkVSn1ufzSdtzuVxpdaytTTTn0W63x8wlBJLjPMaqtppI2CoV2ojlTirZsGED1q1bF3M9qkytJvZiiUcxZ1CP80huo5rzqDfnkVxPNedR7WGs6DxScRvadiLVVoGWya3D4UBubi4yMjJQWFiIxsZGAHKRVVpaqvrQ2+l0ysRjtLDVUCgUEbYqundqzp3P58PIkSPx/fffY+vWrbLzCrRMwN1uN3r06IHq6mrVuUVzc7OszYaesFV6XSyaogxbbWxsxOrVq3U7j/Qdy8rKkgSquG+l8xhNPNI1pNyvMmxVvP7sdjtsNpvq9oicnBzDziMdA13L5DzGClsVz5VYTEfcp9GCOWp9Ho04j/GErZKDR/dr5XmJFbYqfs/IjdRyHsUHO3pyHsV7kFZrFDGE/VAhrqPt2rVrSkTB7NmzMWXKFLzyyitRQweefvppFBYWSn+U7mW6cNxxx2HkyJFRw1arqqqwceNG6f9+v79dhK1SOe32ELbqcDikH3uRQ1k8UlECMWx1//79qi5sPM6jx+Nps3tIOjqPyRaPh7LzGEs8lpaWxjwfyXAeE6m2Sg8FtUQMuVNGK4P+/PPP+Omnn2KuR/c6o2Gr4mvUyoDEo5rzKE62yHlUC1t1Op3YtWuXZr4R5QmK9QKi5TwqnUdxYmnUeSTngiaLJB4p1E4MXRUnuyUlJbrEo+hQKVt1AJCFrepxHv1+P8rKylBZWSlVHhUnztS3Lz8/H2VlZRGhkuTqiIJBq2COGLYKHGjNQZ+7GLYaDofh8XiwZs0aw2GrSvEo5jyKzmO0h0Ki8yi6SqJ4VAtb1eM8Njc3azqPesSjw+FAx44dAch/V6NVWxWFpbhP0Xm0WCxJcR5zc3N1ha3a7XZdYatkNtjtdlnIKqAvbFXpPEYTj3pbdYg5j1pFr8SHYSwedXDLLbfgb3/7W5tW/Jw3bx4uv/xyvPTSSxg/fnzUdSdNmoSmpibpT7q3D4nmPCqfBos3j9YuGvTJJ5/gu+++i+u97SlslZ5OKn90aUJ1KIatiqXZ6TqLJR6NOI/JaI2gl3R0Hnfu3JnUXFqaJAUCgZSJx8cffxyPP/54m+83WpSB3W5HWVlZmziP0bYhPpFXu2+TuIwmHm02m2GXrLGxUeq3Fg2tB2UkyNREqxi2GggEpPdS2GphYWHEWKM5j6IQXblyJebMmaPZ51EUVGJRFi3x6HQ6kZ+fL4mEYDAoEx60bbWHiEqUDo8YtgrIRaI42S0uLlYVj/RggB6Iq+U8iuG90QrmaDmPVJiFwlLFYiGZmZlwu92wWCzo0qVLRN6jWshpNPFIYavi+EjYiOKRXJ29e/caKpijFbaqDDGknEdy3tS2KVZbVWvVQQVz6BrRk/NI13MiziMV5unYsaNMzIv3ETXxGMt5FL8vWpVjtXIe7XZ7XDmPsaqt0tgLCgrgcDhUnUe91VaB2GGrYrXVaIJPFN5UQVZ576Z7AYtHnTz77LN4//33UVxcjK5du6KiokL2J9l8/vnnuOiiizBlyhTceuutMdfPycmBzWaT/UlnouU8Kp9m0w+J+ASltaitrY07t7Q9ha3Sj5nyZngoO49iWBhNGKqrq1XPp1HnMRQKJaW6pV7EJ63pgNvthtPplJpeJwPxM6Cw1bauSH3vvffi3nvvjbrOunXrkv4whr7rahPEpqYmlJaWxhRcPp9PmijEC21D7b4sTu7VXo+V80julFGXTK94pAfBRnMexYI5Xq8XWVlZkvOozDEEDrgjas4j7ae5uVm6P1BekrgdynGiybCenEfl+SNRABxooVBTU4PJkyfHPFdKJ0XpPJaWlsblPFosFin0FWiZx1CERjTnMVbBHCoM07lzZ1RVVQGQT/LJeczNzZWtQ4jiMZrzSAV9NmzYIM25ROdRWbDF6/WiuLgYNptNl/NoMpmk+RA5j2LosNJ5pLBV+szUtqmV80jnUgxbDQQCugvmAPGLR2rdkp+fjw4dOsg+D1GIqYWtajmPJK70Oo/K7VAotp6cR7WwVa39iIKdim2qOY9a4lEMWyXnMVbYKt1/1fJ21cYYCARkId7i/VssAHaoVVs11OeRePLJJ5M9Dk2+/PJLSTjedtttbbbftiQ7O1uzqiXlohBiMrdaKeJkkog7RM6jVoPe1oYmB3rGL+aKiQ8aDmXxSD9SBQUFcLlcyM3NRXV1teYT3MzMTN3Oo1jtrS1IN+dx165d6N69O3bu3CnLu0kEpXgEoPmjnUreffddXHzxxRgyZEjSthktLJnCVteuXat7G6KzYwSfz4fc3Fz4/f6ICRA5Blr37ebm5qhhq3a7HVarNS7nUU9v02hhq1pFZZTC0uv1Sk5JRkaGrNcfTShF51FZMIcmYMFgUBIJas6jOIHOzs6WhC+N1WQyRRwHtTmh7SirpZJjpuceppx0k/PYpUsXAC0ikQqLieF0paWlUs7hvn370LlzZ+ncd+jQAUBLyCttu2vXrtizZ4/MUQXkziM1Rqffu1AopPo52Ww2dO7cWcozV4atOp1OWCwWacIvIrorJG60xOPOnTtx4YUXYvjw4dIyeghAD72prx89YOjatau0jWgFc6xWqyxs1WKxyHIeRfEotuqg94uiG4gMW1XLeaTfNvEaidVRgMYUb9iqz+eT9n/UUUfh888/x9FHHy318DRaMCcYDErXID2QALTF49ChQ9GzZ0/ZMip+U1JSYsh5dDgc2LVrl9QLUUQZtpqfny+NUURv2KqY8xirYI7ens/08Jy2TfcPOm9iC5RDzXmMSzxeffXVSR6GOg6HAxdccAGsVisWL16MxYsXS6/dcMMNOOmkk9pkHK0N9W9SQ+nQKCvEJWPiqQXlicQDPUlKpfOo1/kUxaPIoS4es7OzpUa/JSUlqKmpUb0efD4fSkpKdDuP9OOldl4bGxslhyBZ+P1+1QllqtixYwe6d++O2tpauN3upHyHaZLkcrmkz0FrctBavPLKKwCAm266SXMdp9OZ9JYudE/Uynns27evrrBV4IAANAo9jabiPErxSIJR675Ny5IdtqrHdaTt5+fnx1Uwh57+ezwe5OfnIy8vD3V1dbJ+cDQxVKu2qsx5JGeQ8o2UOY/iAxfRZaSxmkwmBAIBrFq1Cg6HA8cffzycTid69OghE4+ia0WCVU8ouZp4pII5QIsA3LBhA4BI53HFihVwuVy4++678fbbb8NsNsPpdKJXr14AWh7M07XTrVs3bN++XToHas4jnQOPxxNVPGZnZ6NTp06oqqqSJtZqYavhcDii4iq5K9Qag8JDlZPliooKPPXUU+jbt6+0jJwuMR+PhAe1ZBgwYAA2bdoEIHrYqs1miyiYo9aqQ7xePB6P5FiqbZPOtR7x6PF4YLPZYj6wTzRslZxoABg9ejS+/fZb/PDDDxgzZozsPCpbdWgVzBEf3uTk5KChoQGA9u9DSUmJ1HOUyM3Nhc/ng9PpNFQwp6GhAQsXLsTf//73iHWVlU8pBF5574xWMEcMW9Wb80gRJnrEHn23xPxotVBhFo9xUFNTg3A4jPLy8mSMR0ZOTg5mzJih+hq17DgYMJLzmEh5caNQw9Z4SIecR3pSGQuaMKiJx6ysrISPYdOmTejdu3erucQ7duyAy+VCZWVl0rZJ11l+fj6cTifq6+ths9lUHXISj3qdx2ihRK+99hrGjBkjPblOBnQtpovzuHPnTvTo0QPr1q2Dx+OJmGTEA13nbrdb+lFv6+O98847AbS9eAwGg8jLy1M9XofDoStsNdGiShQCp1X8LFpYIRA7bJWqPBq57zc3N0cNMxRxOp0oKyszFLYq5kyRAMnJyUFxcTEaGxuRl5cnq+4onoecnBy43W5pkk6hrDQ5o6gXtWqr4n7Vqq1mZGTA7/fjp59+QiAQwPHHHy/lFYrilCbatG0SJmoOjojS0c/KykJtbW3MnEdavmXLFjQ3N8PlcqGwsFDq8wjIQ/a6deuGBQsWyCb+ACIebogTXNHNUX5OOTk5yM3NRVNTk2rYKuUQKp1HUWhT6Kra9ZSRkSETjjRmch5F8ehyuaTcyBNPPBGDBg0CED1stbCwMCJsVbz+gsFgRNiq1+vVfIjs8/mke69WCxcKW6W2JrFCVumYAePikeaBlO9I61577bWYMmUKxowZE+E8ivc1rYI5SvEofl/0Prg0mUyw2Wyorq6WxKNaCLYYVWGz2bB3714MGjRIKv6jHJtYbZWEo5rzqFXllx5caRXMUW6LXotVaVXct9frjShiRYjikcNWdRAKhfD888/j2WeflWL7S0tLcd999+Fvf/tb0hR4dnY2xo0bl5RtpTPRqq0qw1bbUjxGK3MdC5qwi8flcDiQmZkZt5uZ6P61iOY8lpaWJpSj5fV68eCDD6Jz5864/fbb0adPn7i3pcWSJUvg8XhaTTy6XC5UV1ejS5cuWL9+fUTIB/0I6xUFosujxO12J721jt/vR35+fto4j7t27cLxxx+v+fQ2Hiisy+VyweVypZXTun37dnTv3h0mk0nmjCYLv9+vKR71VlulXB619cQCIFqQeNRyBmlSpRWWR5Mn5VN08Ti6d+9uyHm02+0oLCyUqpdGy/2ne108YatAy+Sb8v6ysrKwd+9eZGRkRIhHcbIVDoclUfLAAw/IxCP97onN7LWcR2UOF4nH7du3Sw6OMudRFIB0TunYY4UmquU8ilUiY+U8bt68WRpTYWGhJGyVdOvWDTt27JAVn6GekSLZ2dlwu90wm80Ih8OaOY8ApKI5onjMzMyEy+WCxWJBZmamatgqiQ8qmiNO1qNBn48obCgVgr5XVqtVOt96w1apYI6Yi0ZiSgxb1eo3ChgLWwVarnG94pGEuohe51EUjwDQvXt3KTJNKR7FuYle51FMGzESmVJYWCg9JNHjPFKBqpNPPll1e3TOyX00mUzIyclRzXmka1IrbFXZqiNWwZxYlVbFfYthq1qhwoei8xjX0T7++ON49tlncf/99+PHH3/EokWLcP/99+PZZ59NSbW99k4s55HCRAC5eGztXo+JiMfm5mbk5eXJ3j979uy4q7cahWLoxf03NjZi4cKFEet6PB7p6asIuRaJOI9utxsdOnTAqFGjsHz58ri3E419+/YlvQgJTZDoh766uhrl5eWqDzrIedTK21USzXkUW04kCxKP6eI8NjU1obi4OKni0ev1Sp+B2+2GzWYzdLzJEJpaBXr+9a9/YceOHVJVyGR/vvRd1xKPJSUlCAaDUQsIUVic8jxUV1fj4YcfjjkGCsGL13mMVi0TMBa2StV2qaE5VT2MBuUEGi2YIwowEo90bQNypwOQh63S+wBg8ODBAA5MzshhooI5lNsXDoc1nUcxN9Dr9WLHjh3ScdOEXBSPyoI5oniMhrJ6JAlnEguUH6bMxaIm6Bs3boTJZJJyNcUwRZH8/HzYbDbZsVJDcpGsrCxJPKrNC0SxTQVxxLA9sWBOtJxHALKCN3rEI4Wtitug+57aQ5loYauFhYWyyq1du3aV8kbpPNBEX6y2So6l1+uVta3RClsVv4vkPNL29RRfzM3NxT/+8Y+I8yOKdTXUwlYBSAWjyBU32qpDKR5jFczRgoSzKB6bmppk329l/9ALLrgARx99tOr2SOCLglhNPOoJWxWXR6u2Gi2kVQ26l2iFrXK1VYP897//xaxZszBx4kQcf/zxGDVqFCZOnIhZs2bhtddeS/YYD3piVVsF5EU/2jJsNR7hRE/ZlU+dqQpfW6AWNrtt2zZ8++23Eeu63W7VsEutUC4AWLhwoa5joR/I8vLyVmtts2/fvqS7TMqw1f3796O8vDziMwVaznU84lErD8VIyw89pFvYKrUNMCoe77//fs3vvM/nQ2lpqVQwp6ioyNA1ce+99+rOj1ODfpDV8Hg8sNvt0vXRGuJRzXmkghlic3gtyNlQq9JJLhJRVVUVsSxW2KpYMEerCXs0cWkkbPWDDz7A559/jsbGRhQWFko92qLhcDgMh60qxSMVXSkpKZGJRy3nkd4nIoaQigVzgMi+h4D8t1OsSrpv3z7k5ORIx02hoVoFc2ifQOyq0cpJd3Z2NkKhkCSEMjIyYLPZ0NjYGFHIo6ioCL///jv69u0r3ee0xCPQ4j6KeX1qUTui86jm3Iliu1OnTti3bx9CoZA0Yc/IyJCcRzXxKIoSsdWGHsSwVToO+k3xeDwRQiFa2KrNZpOEa0ZGBk466SSMGTNGdh5IPFJRnlAohLy8PPj9fuzcuRP/93//Jwt/puuQBAcdL82xxPNkNptj9ngkRFFLiOdbDS3nEThw3pXOo55qq6IAFh/maLXq0ILyPbOyspCXl4c9e/Zg4sSJWLp0qWwMoii75JJLNPdB0QTiuC0Wi6p4TFa1VRKsRsSjmPOo/H6J1VZZPOqgurpaNSfpqKOOimgwy8QmWtiq2JMHiKy2mghOpxPff/+95usejycuR4t+mJVPnan/V1ugVjDH5XKpHo/b7UZZWZlqqw6tsNU5c+Zg3bp1Mcchhua0hngMhUKt4jwqC+ZUV1ejY8eOquLRqPMYLWzV6/W2inhMNGw1HA4nZVxUWCQvL0+z0bLW+7Zt26a5vph3Gk+bnKamJl097rSIdhwkHun8tVXY6o4dO9CxY0dZoY9o21A7Z+SEi/fazz77DAsWLJCtpydsNVbOI03MtBxUvdVW6+rqsHXrVqmhuZogUOJyuVSjLPSKRyr8QuKRhJSaeKT8RiBSPIoCkXIelZUOleJR+WCVxNzhhx8Ou92OcDgsax3S3NysWTAHiO08KsNWxYkvUVpaivr6+ojJbklJCQoKCtC9e3c4nU6EQiG43W6poJCSiooKWesHcmhFKCdM6/pSOo87d+6MKJgTDAalibuyL6J4rqhap96JMoVJigI0Pz9fch6VYjha2Crlh2rlo4r5aZmZmZI4pdBZ2uf69eulbYo5cSQ6RPEIQHb96Qlb1UJ0xtQQxaPyYQL9VohCS8sFE1E6j6JzTN8JvRQVFcFiscBkMqGgoABVVVWw2Wyy+7kYthoLtYdBFPIromzVIYq+RArmxBu2Kp5zGg+LR50MGDAAb7/9dsTyt956C4cddljCgzrUiOY8ik+J6P/JEo87d+7EF198ofoaTXLjcR5pjMqJQ1uKRzXnkSq8KfF4PCgrK1PNedRyHp1OJ3bu3BlzHK0tHuvr6yPyYpOB2Kpj5cqVWLt2rabzGE/YqvLBAqFHPK5ZswYrVqzQfSxG8l+12LhxI/75z3/G/X6CnvZmZGQYch59Pp80CVaDwlYpJyXaAymt9ydyfWp9ZnQfIefRZDK1WsEc5fH++OOPGDVqFIDo99jm5mYp30ZNPAKQia+ampqIYhEUAqe1H7XCL8pjiCYetcJW7XZ7xG9xQ0MDduzYIYWtUo+2aFCIvvL49VRbBeQ5j2VlZZJzIuYk0nHGch7FPo/iJC+WeKTfHXqtT58+sFgsqKurkyZ3NLEUBaBazmM0lAVz1FpoFBcXo6GhQVU89unTR2qITo6yVgho9+7dpe3bbDbVYlR6nEc634MGDUJ1dTXWrFkTkYNH4tdqtcqud6Uz5Ha7dU+UKe1BKR4p51HpMsWqtup0OjWdLNF5zMzMRDgclgqw+Hw+6f7z66+/RpwX4IBwFXMeaUz0dyLiUa/zKBZQIui3QhTy5K4SWmGr4t/i95GiMvRis9mk9bt27YopU6bg6KOPln1f9IoyGpPSedTKeUx22Gq8BXPE+6D4ACYvLy/t2mK1NnHnPN5xxx0488wz8cgjj+CRRx7BGWecgbvuuotzHuMgVs4jcEBE0o+v1hM6I0SbqPv9fim/xCj04yp+6cPhMBoaGpLukEUbA7kRFI6i5Tx6PB506NBBJn5ogkH5EiLkQu3YsSPmOOgHknoeGeWjjz6KKlL37dvXKi1R6EdqxIgROPvss3HRRRehV69esieXBBXMMSIetYoY6Alb/e233/Dbb7/pPpZkhK3SRC9RxBA1I+JRbKyt9brYTsVIYZVgMIjm5uaExWNJSQmOOOII2XK6jzgcDjidTkPXiV7IeaR8ypdffhlutxuLFy/G6NGjAcS+x9IT70TEI93z/H4/9u3bJ8vv1pvzqPY63W+oWqg4ua6pqcGXX34p+6zr6+tRXV2Nffv2SeIx1rWrld+t5TzShI0mfWLY6uDBg3HrrbcC0A5bjeY8kkCk3x818Si29xDFo9gPsVevXigqKsLu3btlk3Fq3aBWbRUwHraq5jzm5eXB4/FENCLv1KkTDjvsMFitVjidTkngazFgwACpEqkWsZxHMTwxLy8PDzzwAMxmsyzfLyMjQzofSqc6EfFIlVWVYav0W6zmPNL17XK58Pnnn0vHQL+hymuGEPPTSIxTr1G/3w+Xy4WBAwdi5cqV0jaV4lF0pZXCqy2dRzXxSGGr0fLvtMSj+PmJDrsR8VhUVCStbzKZ0L17d6mAkjgGveKRXECls610HqPlPIpiUE/YKq1PudSxiJbzKF7T55xzDs4880xdx32wEJd4PO+887BixQqUlZXhs88+w9y5c9GhQwesWLEC5513XrLHeNATK+dRmeScLOcxmnikkJJ4xB6N0WQySU/H6OmjXudx0aJFCTkUYvEEOk8ul0tVsKg5jxTSoea0eTweNDc3Y9euXRHb+uWXX2Sh23Qe6UmzEb755hvMmjVLqs6nxr59+9CzZ89WK5hjtVpx8skn49RTT5XCzdQK5lBemR4RS0UMlOuSYI8lHhsaGgwJOZ/Pl3DBnGSF0yYqHmOFrdbU1CA/Pz/qPUVr24mKx5NOOglvvPGGbDl938l5LC8vb5U+j+Q81tTU4Mcff8RDDz2Ejh07Si2k9NxjlS4ZcODcUO5cOBxGTU1NRM4jVW4k8bhlyxZ89tln0uvKPo9KxJxH5TipjYJYOIYKqHk8HgQCAelBVigUknpbrl69WhKPYs7j9OnTZfc6crSLi4sjjl9r3MqJqlgwJyMjQ5r8ahXMiZXzSOddmW9ErqToPCpTOqjKa48ePVBYWIg9e/bIwgDN5paefaJ4DAQCusNW9TiPWi0txo4di3PPPVf6PaC8VC06deqEyy67LOp4ROdRq2COON4OHTrg5ZdflqpzZ2RkSOGIQKR4VGvVYcR5dDqdsuuFxCNd1yLiQ/E9e/bgiy++kCrI0ra0xCO11aLvCR2XGLY6YMAAeL1eVFdXS0WuCLPZLLWPoSI1NCZ6PRnOY6yCOXv37kWnTp1kr4kpDvQ5abWNEFGKR3E+Y1Q8is6jOC5x7mHUeRTDhIEWp1157HqcR2XYaqxqq0adR7WwVdHpVcvVPNiJO0h36NChmDlzJn799VesXLkSM2fOxNChQ5M4tEOHaE/F/X6/1BwXSG7Oo9frlZ5mqb2m5rrpQRnD7vf70dDQAJPJpFvkfPbZZ1FFk54x0BNu8Ymy1+uNqLqolvNIeQdqTpvT6UTHjh1RU1MTMdH75JNPpJwK4IDzSEIhWsVHkZqaGnzwwQc44YQTogqlffv2oVevXq3mPCoRS30TFLJHT5ljQc2W1VwO4EAI5DfffKOaV9rQ0KC7uAs5JBaLRfUciU2WY405GY6Zy+WS8puMiEea0KpNbKlUudVqRUNDg+Q86r0m6HNIRBzTe5XjE8Wj0+lEhw4dkioexc+XHk4NHDgQnTt3xmmnnSatp3RixWONVuxGKR7tdjsyMjJihq263W7s2bNHEuRiBcdYYavK1ylklRDv/TS+jRs3SutarVb06tULdXV1quJx6dKl2Lp1q+wY1ZxXmnyZTKaI3xtlsQ0x51FEeb+IJR7FPCig5d6sJ2xVLPcPAC+88AKsVisKCwsjnEez2Qyv1xuR80i50cnIedQSj+TykRCK5TzqgYp66Ml5FN8jTrbFsauJR6XzqKfSKnAgv1HLeYxWbdXtdqOxsVF2zUQTj2LYKtByrsl5JPGYn5+PoUOH4rffflN1HpuamqQHDUrnccKECejZs6eu41ZDT6sOt9uNvXv3olu3brLXcnNz4XA4ZA9s9BTMEUNugcTE44ABA3D11VfLllksFun7QnMbvdeGmvM4duzYiLxeZc6jlngUC1ORu5iMgjnKPo/0/VI734cScYnH5uZmrFmzJmL5mjVrWr19xMFIrII54kQ7mdVW6UddbVLsdrtRUFAgTc6MID6ZFcVjWVmZbufR7XarNqE1Mgb6wREnIvSkS7kvZdgqOURqziP1TOvcuTP27NkjLQ+FQti+fbvsGMl5zMjIMFQgZefOnejfvz/69OkTUzy2hvOofLpOiGEvBE0kKb8FaCnaoZVnRWGrahN1CucCgBUrVmDJkiUR76+vr9ftPIphcsr91dfX46abbtIl6Kl4VKLfOaV41Pt9EJ0YJTQJys/PRzgclpxHveIxWc6j2+2OCOWm4hqi85jMsFVy7Egcut1uWK1W3HPPPVLIKhD5gG7ixInSNRRLPJpMJkl81dTUoFu3bvD7/bJ1ldugY9y0aZNsnPEUzKG8OPFYaB1yT0g8NjQ0oLi4WJrkFhYWRohHr9crC4UnwakUicqcRnHcSjdLdB5F1JzHaAVzxBBSEnLKp/5qrTrU3DU6/t27d6s6j+IYyHksKirSJR6VzqOyYAZ9t5WTXYLuc1TUKBFiOY9KkaQkMzMzqnhUtuow4jySUNTKeVTrhSiGrfp8PtjtdunhhtgbVInSJSJRLIat5ufnY8iQIVi9enXEeTGbzWhsbNQUj4cffnhCYkGPeNy6dSs6d+4ccYy5ubmw2+0xxaPyfeJ3h/Yh5vYaKZiTnZ2Nvn37ypaJ4lHrWtdCGSYcbb96wlbFz52WKT+vRAvmiN+vWOM+2IlLPD777LN47733Ipa/++67eO655xIe1KFGLPFotVpl4jHaJMQI0SaNsfqWRUP5ZNjn86G+vh5dunQxNFlWhoYZQaz4qhTJovihJ1RFRUUR4tFqtaqKR5psdevWTTYJ27NnD3w+X4R4FAsR6J2g19TUoEOHDjErJZJ4bCvnURnaRw8WqAAMncOZM2fKwvZEtFxtr9cLm82GYDCIYDCIuro6rF27NuL9RsJW6VpUm5TPnz8fDQ0NusRMrLBRvcQbthrNeRSdX9puPM5jouLxiy++wLhx42TLvV4vysrKJPFYUlIi61ubKHSd0uer9TRdnICEw2E0NjaitrYWQGzxWFJSIhOP5eXlKCkpQUNDg7SeuA0SsTabTYpCiJXzSE/O1V6nSquEUjxWVlZKIrW+vh7FxcXo1asXAEQ4jyS+xPuWeE2qFaABYotHCvlTK7Mfb8Ecm80mC1tVcx7pXNTV1aGkpCTivFLOY6ywVdpuYWFhXM6j8rhF8ajmxNBvQaywVT3QOVZztinkM9pEmR5sEtFyHo2GrVJbDlE8RuvzKI6f7stVVVWyXDg9BXNoW8qw1by8PAwePBhr166NCFsl55G+a7HCTI2iRzxu27YNvXv3jngtLy8vIt8zHueRQnqbm5tVCxYZJTc3V/p+GwlZpfEr+zyqEW/YqlpeYzx9HrVadbB4jINXXnkFN998c8Tym2++Ga+++mrCgzrUiCbQ/H6/rCBKssNWAfVwNbqxq4VtxkKZAO3z+dDY2IjOnTu3ufMonluaqIvHQz8gyrBSmlBpha0WFBSgR48eskkYhYKpOY8ADBXNqa6uRnl5edQG36FQCHV1dejcubNUYMJut2P79u269hENrRuj0nkUn97SE+VgMIhff/1VmtAq8Xg8qjmPtK2CggK43W7U1taitrZWds7IifB6vbqiHMQiGqJ49Pv9+Pbbb3U1UAcOXDuJ5j1Sj0cgvpxHte8PhR2K4tFozqPJZEpK2KrSxfV4POjYsaNUMCc/P1/2nfJ4PHjnnXfi3q/4PSfRpvY0XZyA+Hw+hEIh6f4ihpyqPdAoLy+XJtP0UKekpER2f6JtkGh3uVwYOnSo5AhGcx5FgaHHeRS34fF40K1bNwQCATQ2NqKhoQElJSWoqKjAkUceKRXromuczruWeBQflomiVZmLqSYeqbqliPJ+oSdslYQc3QeiFcyhyeH+/fslt1HEZrPB5XJFhK1Sbpt4bOQ8xvpOquU8quWC0e+JmligsNVkOI/icajlplL9AS1iOY/ib4HFYoHL5TLsPIquGEWo6HEegZbfQnoQLB6v2nlQhhgqw1bz8vJgtVrRsWNHAHIhR84j3Z9TIR6bm5tVxaOa86h0mdWqrYr5kQSdD6V4jgex76fRME61sFU19IatKgvmaDmPRsSj2jUlFszhsFWD1NfXq574zMxM7N+/P+FBHWpo5cGEw2EEAgHk5+dLEx4Aqjko8RBLPIplro2glvNoxHmkctmJOI9q7UJcLpfsSRlwQCTTU3+aIEULW6V8yG7dusmK5mzduhXdunWLEI/0A2mkaI4e55Emd2Ku1C+//IIPPvhA1z6iES3nMZp4tNvtWL9+PTp16oQdO3YYyqelH7OCggLU1dUhFAph0KBBsrxHmhzrdXFF51EUq0uWLEH//v3Ro0cPXeIxWoi3EVwulzRRNxLGHM35pPNmNpul8FWjYaslJSUxz+fMmTM1e5s6HA7VCarH45EKsdD3hiaUQMt1vnDhQl3jVEMsIEbiUc15FD9/Ood0f6EwSC3nsby8XOY8dujQQerjJ64nXmdutxtDhgzBtm3bJCddq2COsneb0bDV3Nxc9OvXDxs2bJDCVrOysnD//fdL62dkZEhREcXFxdi7d6/0eyI+0BC/33V1dSgtLZXGFStsFUBM51FvtdXm5mapYFs055H2sXfvXpSVlUEJCTOleFSGrdJ2KWzV5/Nh8uTJqg65mnDWEo9aoXxizmMynEcah3IuocxNVYMKDBHJrLZKQlHcBkWo6BWP+/fvlwoxUZSB1nmggjl0XMpWHXSdH3744RGhvFo5j8kSCHrEI4CozqM4FhJfhJZ4pPsOQbmjZrM54d6EYthqPM5ja4WtUsEc5fHFm/Oo7DULqIcJH0rEdeWMGDECL7/8csTyl156CSNGjEh4UIcaWmJQDPHx+XwRk4xkiEe6kai9Jj61M4IY1kNfvoaGBmkiEssxoomyODmjVh96EcNWRfFYUlIicxJFZ1Cc1DY0NMBms2nmPBYUFKCkpESW17d161ZUVlZGbJ9+IJWCZ9q0aZqurh7xWF9fL4VqiU9X9+7dq+scRUMZmkUoC2CILsCxxx6LTz75BEuXLsVxxx2HLl26qLYz0eM87tixA2VlZaisrJSFrtIx62l8TuNTC1tdv349hg8fHpEPpoXH44HJZEpYPCrDVo2EcWtFAZDrBbRcw0arrfp8PpSVlenqr7lv3z7V17TeS/cRaipN4yMB53a7k1ZVmcJWYzmPauIxWquOjh076nYeaRx0r+nUqRN2794d1XkUG2vTOP/2t7/JHEAt8UgP+QYNGoQ1a9ZIYatKaBJPD26KioqkqtBik3pRQNfX1xsWj8oJebRWHVQ8RkQUdpTLp0c87tmzR9V5JGGmDFv1er0Rv6VizmNNTQ3Wrl0rK36mPAZx/9HCVtUm6DRxr6mpSZrzSCJB/H1Vnis11ArmiL9TSueR7oV6oHMsFiiKFraq/J7m5eVh//790jGQu68GXbvRwlbpOh8yZIiqeFTLeUxW83c94tFsNqN79+4Rr2k5j2ous9p+leKxsbExKdVBxd+keMNW9YjHWM6jVquOaDmPej5XpfMoXp9qYv1QIq5vxZNPPonnn38eJ5xwAh566CE8+OCDGD16NF588UU89dRTyR7jIYHaZI+eGoriUfyhSIZ41Jo0imGriYhHsWBOcXGx6oS5rq4O27Ztk+3barXKJme7d+/Gk08+qXsMWmGrSvEoOhWieNy7dy+6du0q3WDEJ9CUDykKmFAohJ07d2LAgAGazqMoHr1eL7799ltZWw8RmqTSe9SKuogTRRJ1brcb+/fvT6gtBaBdMEc5waYHEABw5JFHok+fPvj6669x1FFHoV+/fqqhqyQe1ZxHEo/bt29HaWkpBg4cKHO76Jj19K4D5GGr4rjr6uokca7XeSwuLk44bFV8+i2G/Cj57bffsGTJEulzJ8dITWgp3V+jOY9erxcdOnSI6jyGw2Hs27dP8/idTqem85ibmwur1Yrq6moUFBTIcmPdbrd0b4sH+gEXcx7VxKN4f6VzKIatRst5VHMeS0pKZJERajmPeXl5KCoqQlNTU0znUZyc7Ny5E7t27ZJVeI1WbTU3N1cqAkLOvBKasNP9TszX1nIea2tro4pHZbERINJ51CqYk5OTozrxopBSEvNiwRxqXq8sdGJUPGZmZqoWzBGdR8qH/emnnyK2qSacjYpHGlN1dXVSCuYA6mGrsYrlAPoK5sTrPAIt96SmpiZZ3l1WVhZcLlfEeRMLprlcLnTt2hXV1dWyvp7Rch7peOhvZZ9HujcMHDgQN9xwg+z9ZrNZ5jwq8wUTJZZ4tFqt6NOnj+r+8vLyVAvmiPOSaOJRGbba2NhoqFiOFmKrjkTCVpOd80jiUc15NNKqQ1ltVZwvcM5jHIwaNQrLli1Dt27dMHv2bMyZMwfdu3fHsmXLMGrUqGSP8ZBAbbJHP9D05CxaAQMiGAzizjvv1JUPFks8xhu2KgoP0XksKSlRdU+WLl2KL774QrbvsrIy6ZiBllL5etszAJFhq36/Xwov0iMe9+zZg65duwJAxJgp/I4mMzSxLikpQWFhYVTnkX6Ud+7ciXA4rHpMNOnIz8+XJsZqn4HSeaRwuVAolHD4uN5WHcpJ5DXXXIPzzz8fXbp0Qf/+/aWcLxGtPo/kruXn52PHjh0oLS1F9+7dZW4XPYQQz2U0tHIeaWJMk/tYqPUCjQdRPNIPptr3+OOPP8Z7772HKVOmSPsvKSmJmvMItEwyKOfRSMEcEvOhUAjTp0+PyDduamqCx+OR7hVbtmyRPfiIlvNIeXdUCVbM9VT+bRS614jVVmOFrdJnoHQeo4lH+p7X1taqOo/KPo/kcog5X2phhYDceTSbzdLDEhLzylYdatVWu3btCr/fj82bN6s6j+T2ktjs3r27JB7FUGrxfh+P86gmHu12O+bPn4/a2lppgpubm4uHH344YpyZmZlwuVyqzmNRUREaGxvjch7VwlaVv6Wi81hbW4sjjjgCy5cvl67pjRs34rfffouIyhg0aFBEL8ZYYatAi3hUC3k1ilI8Kp3HWOIxVsGcRHIegZZrr7GxUSYQ8vPzpXBqEXFy7na70bVrV+zfv18mHqPlPNLxiMelzHkEWq4zZWs5ch7pWlFWW02UWOKxW7dueOyxx1Rf02rVEa33qrheazmP4nwg3rDVWOGftJ5aKCoJRTG3WAxbTUbOoxgKXVxcLEWbcc5jnAwdOhTvvPMO1q1bh7Vr1+Kdd97hPo8JoOU8iuFU4pdMSzzu3bsXe/fu1e2maIlHMWxVFAv/+te/pKeyWojiccCAAfjoo4+k3A41t6W2tlY2BhJcYkVDu90Oh8Ohu0qjMmyVfjhEJzUcDsucCnJEgsEgamtrpaR6pYAm55Ge2NJko7y8PMJZFcWjzWaTjpOK2qh9TuRuEFohmqJ4JIFLT4XFFiLxoLdgjihcgJYJ0WWXXQaTyYR+/fppikc65+LnSaF/FLZaWloqFXugST2JR73hpuTeixPucDgs5XPpdR6TJR7FsFVAvWiO0+nErl278Pzzz2P16tVS0/Ti4mLVsFXxMzj66KPRvXt3w84jiXaHw4EFCxZEfG4UCk3H/9VXX+Hnn3+WjVnNeaT7iM1mg8lkQl5enuwhTbzi0eVyYePGjRHVVvXmPHbr1k21YI6aeMzPz0dOTg527NghCXNltVW/3y/bBrkcyibpsZxHs9ksnXv6zseqtpqbmwuTyYTDDz8cTU1NquJRzDOzWCyoqKiQ7hHiAw3xHBjJeSRhrJxMWa1WbN++HXPmzMGqVatk95X+/ftHjFOs2krOo1I8KvP4cnJy4HA4VMVjVlYW8vPzdRfMoWqrtbW1GDRoEAoKCrBlyxYAwKJFi/DVV19FHLvFYkGPHj1k+6XfOa1qq3RuioqKdIeAapGMnEdlj8qMjAzVSTL9zsTjPIq/J/n5+arfUzHSxul0okuXLnA4HNL9LVrYqlI8imGrdH+JNtmP1ecxUfRsT+u80vUUrdqqloOn/F5aLJakOY8ZGRnIyMiQ8pTjCVvVSpFRrkuOoVbYqrLPo9p44qm2SvsHWsQj3ffZeUwA+oIr/zDGUZvsKcNW9TiPJErUis28+OKLshw9PWGronAKhUJYvHgxZsyYEfVYxB/X008/HWeffTY6d+4shZGoha2Kk3Lat1iUgoQj/Qho9RAklH0eyQmgH7+qqirce++9sqeRNKmtqqpCeXm5dMNQE4/0A0PCTnRWoxXMoQnh9u3bUVBQoHoc8YhHmvTRxDgZ4lErbFU8F9FyasrLy2EymWSVHal8dkZGRsRkXRSPTqdTKoAhhvvqzXkMBoPYs2eP9ORd6TyRs6HXeYz2XTGCUjyqfR9Wr16NwYMHIzs7WwrjoqI2WmGrNPn705/+hPLycsPVVnNycmC1WrFp0yZZK4cXX3wRGzduxL59+1BYWCgdv91ul4Vse71e/Pjjj7j99ttl2yYxZ7PZpH6nas6jUVG+evVqfPDBB9I9kT5fPWGrLpcLFRUVqK+vRzgclordaOU8knM6e/ZsqXekVtgqCTtRPIrOo9IZAuSTczqOnj17Ste83W6XFVVRVlulz37IkCHIzMyUCSVC2VuvuLhYuu6jFcyh+4taOKRa6KZSCHXp0gVvvvkmTjvtNNTV1elyGdxut/T9FMNWSTyqVTvNysqSubMid911lySC6ViiFcyhSs9lZWUYPnw4Vq5cCaDlnk0PLGIJMvqdieU8JhqyCkQPW9XrPIri0WQyobKyUurlLYoSi8WiWUFWC3K99YhHmiNQiDVF/+hxHuk8qBXM0SOWzGaz7P6c7GqrJpNJ+u0zCo1d6TzGatVB64nLs7Oz0dDQkLDjTVA0l1EnTq/zCBy4f+uttqrVoiaegjn0PuDAPQhg5zEu8bhx40acdNJJUi6L8g9jHLWn3nTjV8t5VJuEAJAKlKi1ufj9999RVVUl/d9o2KrdbkdRURGqqqrwyy+/AGj5YVE6kconSaeeeqrU/1MtbLWurk7TeaQJmjiRamhowF133RXVhaQxUMgvTebIOautrcWOHTuwdu1a6SZaWFiIuro67NmzB126dJG2pRyz+ANDDhjl4inFgJbzuGPHDgwZMiRpzqOY89ivX7+Ei+YEAgHVm6tSPCqdRxGTyYSTTz4ZX3/9tbRMnOxqbYvOLYlH8fhJpMdyHpcsWYJ//etfqjmPNDFUbjsa5DwmM+cRUHceV65ciWHDhgE4EOpMzqNW2KpalUsjYask2tesWYO8vDzs3LkTzc3NWLlyJZYvX459+/ahb9++kshzOBzSeSP3q6KiImJiJIovsUWJ0nmkhuBqoYxqNDU1SUKCxGMwGNTVqoN6MObk5MDlckW4hmrjLywsxM8//4zTTz8dAKSHDnQPomtXDLXMzMyURBtNVvQUzMnKysLgwYOlUNmmpiaZeFQLWwWAI444AiNHjlR1smgCT/cj8fujFbZq1HnUCoPLysqSHgTGchmUOY9iYZtoYatlZWWak/IhQ4bIzomyYI6Y81hQUIBAIICamhqUlZVh4MCB2LBhg5TTTjmpetw8OmfRxGOilVZp/HRcSkGhx3lU5jwCwODBg/HHH38AkOfS0XpGxSONT1ymJV7o2nS5XNLvcDziUcx5dDgcsvuuGvR711rikbYVj3ikc6UsmKN0Ho3kPCYjbBU4UESptaqtAge+o1rVVtVyHtXyGsWCOXrDVul9QKTzyOLRINdffz1yc3MxZ84cLF26NOIPYxy1iYsYtkrOo/iUUct57NGjR4TzGAgEpKbEhNGw1cbGRpSUlOC8887D4sWLAQA///xzROXdaG6UEedRzCsS839ofa3Kj3S8Ys4jiUc6HtresmXLpBvzkUceiZ9++kmW7whEihyHwyE9JKGwRxJy4vHREy6xvxU5qLt378bgwYM1xWN5ebn0fy2BIzoDosPat2/fhJxHCrVSm4SqOY/RnmyfdNJJWLJkiayvH51vZRl/pXikiavSeSwuLo4p+uhzFNsw0IRbLARSWFgofSe+/PJLzQcSRsJW169fL028REKhkMwlBOR5trTOqlWrpBQAqnwYLedRrSiGUefRYrHAarXi999/x7HHHisVbcnIyMBvv/2GvXv3ol+/fjLnUXSuCgoKVL/b5ARarVZp8qastkp/NzQ0YMOGDbrOcWNjY4R4JOdRbVKqLJyVl5cnCRpyHpXXo3hubDYbjjzySOmhg9JBFfMmxV5x1CTdSNhqr169UFRUBLvdLrUXEic6YjsPUTxarVbcddddqudL2R5B/P6IDzTE+0hmZqZ0XenJeYw2GS0tLZWcx2gTLrPZjFAoJH0eostFgl2tYI5ayKoWdC6Vv6U0GbRYLNi9ezfKysrQr18/bNmyBVVVVSgsLJTu2XrC1fLy8qKGpFLYaqIkWjBHvOcSgwcPlpxH5UNrtVzFaCjFGNBybrTEo81mQ2Njo9Qj1mQyxVUwp6SkBEVFRdLyWM6jUjwmO2yVtpUs8ahs1aHl4NF1QSQzbJXGFo94JJGnR4TR/V1P2CptV8t5NFptld4HyMUjt+qIg5UrV+Ktt97CWWedhWOOOSbiD2OcaNVWaeJTX18v/dioTULC4TB27NiBYcOGRTiPNEFWE49qVRbVqq02NjaiqKgInTp1Qk1NDYAWobN582bZ2KM9SVKGdQaDQTidTl1hqxkZGTIBTLkoIn6/X7qZ0ORHLNNNLqLD4cDQoUMRCASkm+iAAQPQ0NCAX3/9FRUVFdI2laG7ogAQw1aLi4ulyReFw6lVsauqqkJxcbGsiiMd4+zZs7Fq1aqEnMe+ffti7969qhVagZaJ/4MPPoh33nlH9cFBtLAsI84j0DLhq6yslB4q0UMJ2pZW2CpwQDzS8YdCIampdjTx6PP58McffyAvLw979+6NyHmsq6uTRABVbXU4HJg+fbpqGDG5B1arVXad0o8ZAMydO1c6xiVLlkT0Lnz99ddRVVUl5acRnTt3xu7du6X/19bWSg9OxGNXcx4bGxuxfv16VefRSM6j2CJl165dGDFiBJqamrB69Wocd9xxcDqd2LBhA/r16ycdP50z4IB4POOMMzBr1izZtkXxRZ+rUjxarVa43W7p89RT7KmxsVES1RRhQNVWtXIeRecxPz9fimzQch5pAmI2mzFq1CiMHTtWtk0xhEkMWxUnZhS2Gst5pMlJbm4u+vfvLz00oPuK8ljEsFU94WdK8UjCNxQKReQ8+nw+WbEc5T4B4+KRznUsl0FMFaD7ip6COWo9HrUQHUf6PzmRJpMJubm5cLlcUiRJx44d8cMPP6BHjx5SnmYsNw84kDuoxYABAzBkyBDd49ZCPI5YIl+NK6+8EkcffbRsWadOnRAMBlFTUxMxuaeei3pRC7mM5TzW1tYiK6ulfytFCdC+9eY8Tpo0CR07dpSOP5bzSOOj9dJJPFIIbqxWHWoiLCMjQ3YM9IArmc5jImGresLAxbBV8VjUWnVQwZxYzqOesSofSOTm5kr1RzjnMQ6oshuTPLRyHkXnMVoYEdAyocrMzETPnj0jxCM9LaHJDrliWu0HaNInigUSjx06dJBCVenHZevWrdJ7YzmPYggohSGaTKaI3mXKsFXqt1ZfX4/s7Gxs3rxZtu1wOIxbb71VVpVMDFsVxaPdbkf//v3Rq1cv6cctIyMDxx57LDZs2BDhPIpN2sUnyiQ+xOMgZ0AUSsCBEMWPP/4YPXr0kE0+AeB///sfNm/ejOOPPx6VlZXScrWiLl6vFyaTSRYCSo5BSUkJ8vLyNPti7t27F4FAANu3b1dt0B5L/BtxHoGWcDq6PsSwVZqsv//++6ipqZGuOapkS9cQhW7a7Xbk5+cjMzMzqnhctWrV/2vvzKOjqPI9/q1O0p2tu7Ons6+EJOxJJMgmIJsgCghuDxEdV3T06eATRkfeqOgA4xv1yaBPHFxnlFE20SfOOOIAwkhCDmEJeyT7vhLSCUnf90feLau6q7urO51EyO9zDofTldtVt7tv3brf+9vE37a4uBharVaWsU3qtsqvwS2FSueUJpSRisdNmzbhu+++AwDk5eWJNeGqq6tlbsOMMezZswfbt2+3WcDwPnKsF+3c6mo2m2EwGHD58mVxUyA/Px+bN29WFPD2LI9KllWp5ZH3KSYmBt9++y3S09MxatQotLW1ISkpCRcvXhRFGv+uuHgsLCy0mXe4WMnMzMS8efMA2LqtcosuP5/Utd4e/L6pq6uDVqsV7zl7bqvWpTq45bG+vl7mciqdg/nYFgQBubm5NsW7uXsdY0w8p1arRUtLi00ctZLl8dKlS/j9738vW3TNmjULt99+u1PxqGR5dITUbZUv/nlssVLMo/RZAziPeXTktgp4Rjzye17J8ij11HCGtXj08fHBxYsXZRmLQ0JCxOsOHToU//jHP5CYmCiKRzWLRmficdSoUR7ZbO+t5dHPz89mIS0Iglg7tLfikW8aWcc82hsvRqMRFRUV4pgMCgqSiUd7n8d6oc/h7rxqLI/S76Kv3FbdPZ+fn59bCXP6w/JoNptVCzKOVDw6ex+fmx25rfLjfC2tZHn09vZGeHg4SkpKVI1ha1doQRBksdfktuoijzzyCH71q185rAtGuIYjy6PSA10p5fuFCxeQmJhok0Ye6BFpgiCIiy5pLFhXV5fNuaQJc6Ruq0FBQTAajWhtbRWzksbHx8uKKTvaSeIuDk1NTaivrxetQNKFOXd1CwsLE0VqS0sLYmJiRMvjyJEjbSyP/G9lZWU2dSaV3FYNBgOWL18uxpcBPWVoBEGwiXnkgomX6eDwBaR0kSfNfCoVjxqNBnfffTdMJhPmzZsnc5k0m83Ys2cP7r//fsyfP18mMpSEktTqyD+n2WwWvzuTyWR3EV5TU4PExESMGjVKMTbW0QLP2rVPzeIkKChIFLLWlseOjg7s378fxcXF4rlMJhNmzZpl8/mtLYb2Yh5/+OEH5ObmIiYmBj/++KNsUdHd3W2zMDYajcjLywOgLB75vcAX25yamhqcOHECFosF58+fF7/v6upqlJWVyWo0WiwW7N2718Y9LDk5WbbxYi0WpJZH682choYGFBcXo7q6WpXl0Ww245FHHrH53vj3rtfrxQLy8fHxKC8vR1paGkaPHo3IyEgEBASgs7NTzP5pLR450nlM6ibJXXGl7p7t7e0IDw9HW1ub2C+14tHX1xe1tbXw9vaWJVdRWhQolerg86S9Uh3OhBnf1Ll48aK46PTx8RFLkgCO3VarqqqQl5cnW4TwOZl/v42NjTaujVwoM8ZUWZZ4P9ra2mSZjrl7ILe8Aj/Nl1KXeH5NZzGPjuYBLjhaW1udxjxKvwdAngCFl32QXjs7O9ulTO/SawA/iXH+2s/PT2bJHDp0KJqbm5GYmIj4+HiHwkeKM7dVT+GoVIeamEd7DB06FGfPnrVxz3NVPPJ7QXoOXu9VCUfi8ZZbbhGTVlljbXmUotPpVFkereuBSv/3BKGhoW7/Hv7+/m4lzOHxtxydTofu7m6PJcxxN+aRWwHVuH/ai3lUSpjD1wb2ajlmZGTg6NGjLsU8Stvy9Qy5rbrB2rVr8fHHHyM4OBgxMTGIjY2V/SNcx1GdR+kDnT/UlCyPPN7RnniMjo6WiRX+AAwMDLRJ2uHIbVWj0SA4OBgNDQ2ora3FxIkTZeLR0YKGTzRffvkl/vKXv4iLFOnCnO+Oh4eHi7XkWltbRfHY2NiI0aNHo6ysTPYdcFfasrIy8fpGoxG1tbUyt9WOjg6x8HZCQoIsyVNycjJWrVolWwhJF+y8TAeHL8Ckhbx5uQ5ryyPQk3120aJFSE1NFTNpWiwW7NmzByNHjlQs8K1GPEqLN2s0GkRGRsrq8EnhCXm45cUaR+LfOnmQWvHIhYG15ZGnxa+rqxPdVv39/XHrrbfKPj+PdeWiz9fXF5cvX1aMHysoKEBOTg5iYmLEzKr8ep2dnTLLI9AzRgoKChASEuJQPFpbHhsaGnDy5EmUl5fDy8sLFRUVsFgsqK+vF9O+Az1ustHR0Rg+fLiNeORFsK1LkXC4iOB9kMYV1tfXQ6fT4dixY6oS5tTU1KC+vh5ffPGF7LjU8piQkABBEBAfHw+DwYDIyEjk5OTgoYceEktt8GzE/Pu3Fo9S11olASYVntzyyN1WIyIiVIvHhIQE1NbWyizL9hak1m6r/v7+iImJQUFBAdra2twSj3xc8zhc4KeFvLXbqpJ4rKurg8ViQWNjo81ChlucHbmt8k0eNQKFC3ZeBgPoua/4xgM/B98ccmZ5tPY40Ol0Ti0ZYWFhMJvNqsSjNLbNeuHW3d0tm5+uueYaG6uwI6TxpdbXBJTFIwAkJiZCo9Hg9ddft7mPlXBmefQUUvFovamsxjPEHrwWqJJ4dEUUKyXMmThxIubPn6/Y3mg0orKyUnxfZmYmoqKixL/ZEz3Wmw1S1IxPLy8v2e/Ks6N60rq0du1aty1+1hZiJfGoJuZROs49gdRttS8T5qiNeeSWQXv9GTZsGC5cuOC2eORxj5Rt1Q3WrFmDzZs3Y9OmTVizZg1efPFF2T/CdZwlzDGbzQ5TpwM9lkcuHhsbG2Uxb42NjUhKSrIrHq2tyI7cVgGIrqt1dXWYOHEiTp8+LbrENTY22s0ix10cSkpKcOTIETF5ibV45Gnuu7u7RUthdHS0uBsfEREBk8kkKwPBxWN5ebl402dmZqK0tBRlZWU2MY9KmYEFQbDZxZZaX60tjwaDAWVlZTAYDOLkxQWyvZpzHJ50o62tDd988w1mz56t2E6NeOTpt/mDKSIiQpV4VLI8dnZ22p0UpZl/pdZCR0jdc6VuhTqdDtXV1eju7kZdXZ3d+En++aWiTxAEhIeH28THHT9+HHFxcTAYDKLrsVQ88uzA1uLx4sWLyMrKUrRm8nuBW5W6urrAGENjYyMuXbqE/Px8ZGdno6mpCTU1NTAajaLlDvjpt5o/fz7S09Nl5/b29kZMTIw4jqVCRPrZ+fcsFY8NDQ0YP348uru7Fd1WreeT2tpapKam4ptvvpFZUPnny8rKwh133AGg57657rrrIAgCtFotMjIyAPTMFZWVlTAYDKLAkd4TgiDYzTbMkSYdkLqtNjc3Iy0tDdXV1bh8+TKef/55xYzSFosFra2tiIuLQ21trSigvL297S7MlNxWx44di6ioKJw9exY6nU602vB5U63lkbus8+sAcvF48eJFWcwj/0z8/qyrq7O53/jv3tTUZNdtVW28IyC3PEqzS1dWVsrmM35/19bWOhWP1ta/JUuWOOyD9NllD0duqwDEzcveWIOsLY/SawK24jEsLAyPPPKI+DuozSjPS9P0NdYxj9J7pjfiMS4uDmVlZR5zW5WeIzAw0G6cKh+X/B5asGCBKOAd4Ug8arVal8Uj73N//IZqcOS2ymsXK627lCyP/Hye6pe72VZ5whxPZlvl6w17/eEhQa6U6pBeU+q2SpZHF1m2bJnDf4Tr8J2VvLw88SFt7U7lzPLIxSOPP5FaSRyJR24B4/A0x9wVydptFeh5oF64cAHe3t4ICwuDwWAQ47zq6ursZr/jEw136zt8+LCi2yrvW0REBMrKykRrpzS+cMiQIXjllVewZs0aMMZQU1ODwMBAmXj09vZGbm4uDh8+LCvVYU88KiG1vlZUVMjia4xGI8rLy2VCjn9GJcujNUFBQSgrK0NDQwNSU1MV24SEhKCurk62GaBkeWxoaJCJR3uJR3g2VyULNeDY8ujl5QXGGA4dOoRVq1ahsLDQ6eKEu+cqxRvyZDFcPCot1rmlSpolFeiJzZO6fAI9Lqtjx44FABvx6OPjI1qdpa6AXGiaTCZF8ShdpHMLDrdWZWRkYPfu3RgyZAjCwsJw9OhRREZGIiYmRhSP3IozbNgwLFiwwOb80rhHqRDhfWtsbBQtyrwGGtAzBqZOnSrLRshRcoOvra1FWloacnNz8fe//108zucZo9GIlJQUAD1WlrvuusumrwEBAaioqIBerxcFTnV1tex+5+KRL2ysH9IBAQHo6OgQYxTDw8NFy2NaWhqqqqpw4sQJHDt2TNEKyS2dPI6O3+tardbu/aZkeRQEAQ899BCmTZsmjitpYhh3LI+8L9IENHyzgQtcqeUR6PldrL8jvslWX19vIx6lMdVqk15Yl+oAIM7ZUnc+Pt8XFhbK4q6diUetVqvoNSElNDQUgiA4XLSpEY9arbZX7qDWMY+CIIhJl4AeYWMdQ8k3Ulzh52B57I3bqr+/v+hpIBUfrn4u/kxSu9A2Go3o7Ox06mZqjafdVgHbGokDibXlUXpPclduJYs4HxecvrI8uhrzyN1W1YgwacIce5ZHteIxODhYrDvuDCXvB775STGPvaS2ttauhYNQD08As27dOuzatQvAT7uGWq0WZrNZzDQJKD/M6+rqRPcOa2HQ1NSE+Ph4sVSEdOERERGBrVu3igs1Hh8IyIWTtXgsKioShUB8fDzKysrEdPn2hJmfn5+YKXHy5MkoKiqya3nkfTt37hwMBoPovsj7cdddd+HXv/41KioqUFtbi9raWmRmZqK8vFz2wJw0aRIsFgsCAgLExZHUzdQZUuvr8ePHMWzYMPFvRqMRFotFtsCTWh6dLe6MRiMOHjyIoUOH2n0gG41GBAQEyMpvlJSUyFzErS2PatxWue8+F6UWiwWrVq1CW1ubw8lcq9UiPz8f06dPR0tLi9OHEC+lYDabZeJRp9OhvLwc8fHxqK+vtyljwZG6rUp3q1NSUmRxrxaLBXl5eaJ45HVnpeKxtLQUoaGhsu/aaDQiNTXVbhIe6YKbj1Mu3tPT01FfX4+UlBRERUWhoKDARjxaC31rpHGPSjGPNTU14vdi7baakJCAKVOm2OziK7nB19TUICIiAtOmTcO+ffvE4/a+dyUCAgJEyyP/vioqKmQJpnj/7IkbnnSgsbERnZ2dCA4OFsVjXFwczGYz9u/fDy8vL5SWltq8n9//1i6MPj4+DsWjNOaR3ydarRYPPfSQTOzxds4yCUtrvFpbHqULVZ7kCZDP27W1teLGkPVCRhAEBAYGoqyszCbmkQtcVyyP3MNBuqGlJB61Wi2KiooQFBQkE1DuZPG0JiQkRMxoag81bqvuWtKsryGd46Qxm//2b/+GKVOm9OoaQP9ZHqXfkzsJcxwRFxdnU5rEHcsjdwFVA7eeuSoenbmtqqnzqGR59GTMY2+wjnnkWUWBnvVAXFyc4vv6y/Lorttqc3Oz0418Z26rSiV9HFlChw0b1mu31TNnzriUqOtqw62ZzWKxYP369QgLC0NERAQiIyMRFhaG9evXOyzcTthHq9Vi7969uOmmm/DFF1+gpqZG3DXkta+krpHW7illZWWIiYmR1Tiqra3Fjh07cPnyZdGiwRe/0oXR/fffj2HDhmHNmjUAeiyYfCKydlvlE3t4eDiKiopEi0NUVBQqKyvFBb69BYKfnx/OnTuH6Oho0T00NDRUZnm0Frbnzp0ThQBPUKHX66HT6RATE4OUlBScP38eNTU1GD58OOrr62ULm6FDhyIyMhIGg0EUw9ZxWo4IDAxEfX09LBYLTp06JbrwAT0TupeXl2zBz60GUhFsDy4epbv8SkjrbgHA+fPnZXE+vr6+qtxWeYwVX8j5+/uLLss1NTU4d+4cTp8+7VA86nQ6HD58GHPmzMEf/vAHWcIhe/DdQGvLY3l5OdLT0x26rdqzPKakpIgWO7PZjB07diA4OFgmpGJjY8VzarVaHDt2DEOGDJGdf9q0aViwYIGYOdca6SKdj1OpePTy8kJCQgKioqJw7NgxmEwml8SjteXRWjw2NDSI1+cP6o6ODlgsFvj5+eHhhx+2Ob80uyyHW5xTUlJgNptFYeZMJEnhbqtSy2NFRQWio6OxceNGLFy4UBSPjsRNSEgIKisrxUUdd1s1Go2IjIzE/v37MWHCBFkZE45UPAJyMeDMbZVnmXZUK47Pd84se0rikafil/YjICBAFl8nFY9paWli0h9r9Ho9Kioq7LqtumJ5lMY8WrutWlseGxsbbbKAOot5VIOaZCGOEuYAP1keewMXBNLz8qRLgHL2UXfoL8ujt7c3UlJSbCzbgHsiX0p8fDwA9Eo8BgQEuGQt5pu67loelUSBWrdVaxHTm+yonsbeuGSMoaSkRPytrOlPy6M74tG6rrYSztxWpceliQjtjbkFCxao2iDi84T1HJSfnw+z2YysrCyn57hacWtme+GFF7B27VqsXLkSe/fuxb59+7By5UqsXbsWL7zwgqf7OCjgGfYWL16MefPm4a9//ats19DX19dhDApPlsMJCQnB+++/j48++ggnTpwQF6V8ES9dePj4+GDevHno7OxEY2OjTJhw8chrF/L3hIeHo7m5WVyoc/HIrVr28PX1xcWLFxEXF4f09HQEBASIbqvc8iiNi7MWj7W1tTAYDLJJITExET/++KNoeeSfiSMIAtatW4f4+HjodDo0NzfbBJE7IicnBwUFBTh27BjCw8NlopPX/7MWj+3t7TL3W3sYjUY0Nja6JB4vXbqE5uZmmEwm8e86nU5WIsBgMIgiQ0pTUxMMBoM4yUvjHvlC/fjx407Fo06nQ1RUFIKCglQ9MJTEI/8tUlNTRVdQpe8rICBATKwjFYb8d+/s7MTKlStx4cIFPProo7L33nfffaKlWKvV4ujRozZxh+Hh4YiKilIsiQLI3aj578UFQ3JyMp588kn4+PggKioKZrPZrtuqPeLj41FRUYGuri6bmEc+1qwtj9YlPZTw8fGRbTDxe1MQBIwfPx7ff/+9zEVdDQEBAaiurhYtj+Xl5eImxL333ovJkyerFo9lZWXw9/cXxSP3BoiMjITJZEJ2draieOQik4tHtZZHR6U8ONaWR1fFI7+W9BqBgYF2LY/OxCNjzG62VVfEI7c+tLa2ysRjc3OzjXgEoEo8uipKQkNDnY4ztW6rvYFnxZXi4+PTa4umNf1leRQEAS+//DIA2yQqvbU8ckFiHfPoiguvTqfDSy+9pLo9z7XgamIZR5bHxYsXi2VW7JGbm2sz7sePH696k7mvGTp0KBITE2XH+O9dWlpqVzxaWx6lzxJPwD2tXE0go9FoxLJrzn5rvqnHay5zlLKtBgUFoaGhweEYDQ8Pd7hOleLj42NjeWxubsatt976s4mHHQjc+uRvv/02tmzZghUrVmDixImYMGECVqxYgS1btmDTpk2e7uOgIDU1FUuXLoVOp8PkyZNx+PBhtLe3y6wmzsSjdGIJDQ2FxWLBwoULcejQIZjNZgQEBIiLeGtXNUEQMGTIEJw5c0YmHrmlTuqyCkBcxEstj1VVVU7FI5+wYmNjodVqsWHDBgQGBsrcVq0tj2VlZaKl0dvb22YnPjk5GcXFxaitrYXJZEJwcLDN4oAXZ+fiVW28I9CziMvJycGmTZtkLqsco9FoE3/IxaOzSTEoKAh+fn42DwVrMjMzUVRUBIvFguLiYjHzH0en04ExJl5PEARERESISYQ41r+PtJZmWVkZoqOjcfLkSYcLNF9fX4wYMcKlBQR3U5TG9PGxzeMv7S1IeZZPXl5F2o/Q0FBs2bIFJpMJ//7v/26T7TkuLk62SVJSUmI3+YI9y6PU1Y/HWXLBoNFocM011wCAWN4lMjISwcHBooXbmeXR29sbUVFROHPmDDQajWyxx+vxWVserUspKOHj44P29nb861//AiD/7SdMmIDvv//eZRHAk1hx8VhUVGRT1kaNeAwODhaTWHGXSu4NEBsbi9zcXMTFxTl1W+Wfk//vKNsqr4PqafFobS3WarU2bqvSmnHc5RToGTMdHR2KGzA8KZGS0Onq6lIVUy3F398fjDHxfEoWnqCgIGRlZck2pgDndR7VEBoa6jS2SaPRiDG8/SkepZZHT9Fflkcp0sU04DnLY28S5gCw61JpDx6q4Qr26jwCPc9PZ8/ipKQkm+fwsmXLPD4u3GX8+PE2li6edMaR5TEjI0N2P0st7J5AWufRVcujdfiNPXx8fLBnzx4kJyfbrFutxSPPvu0pizE/H8dkMmH+/PnIycnxyPmvVNya2WpqahS/uOzsbIp/dJPMzExMnjwZQM8D0mQy4cSJE+KNrtPpFMXj1q1b8fXXX4vJcjgzZ87E888/j0mTJmHfvn0wGo0QBEE06SstjIYMGYLTp0+juLhYFI98x8daPPK+8MWoyWQSLY/2sqgBP01Y/GFindIekC86IyIiwBiDXq+HIAgwGAw24jExMREnTpwQi3RHREQ4rFMIqM+Yx5k9ezaqqqoUxWNoaKjM952X6mhsbHQaVxkSEoKMjAynD2ODwYDQ0FD8+OOPOHfunJjYhCMtcM3hrqvWrovS30caG1tWVoZp06Y5DQTXarUYMWKEw/5aExQUhAsXLiAwMNAm22F4eDjCwsLEguxK8M9v/T0lJyfj888/x8KFC532wcfHBwEBAXZdZKQxjydPnhRd8KXjMTk5GefOnVMUhPwBbTKZxCLbhYWFqqyEycnJOHz4sM3YBnrGqnS3+NKlS04FKdDz/Z46dQp/+MMfUFtbC4vFIo6P+Ph4dHZ2oqKiQrX1CvjJEsrdVs+cOSOKxxdeeAG7d+8WE2w5El8hISEoLy8X71leZkOj0WDRokVYtGgRTCYTampqbDKuSuvNAurEIxeFzsSjr6+v6MbtTDxy74WqqiqbzMfSha90zPN5mwt5/nvbszxaWx355+TZVl357QICAmQLRj43SS0rYWFhWLlypeI1vby8xLnCHVESFRVl4xlgDU+oI3VblS7ckpOTFZNOuYKSUOwLy+NAiEdAHtLSW8tjdHS0LJkQ4J54dBV3xKOjhDlXK15eXuI8bu+5dtNNN8mEJbcce2q8c/HoTsxjY2OjU5dV4KecIHfeeafsON9UlsY8AlDtEaUGrVZrs1F/55139ksN158zbt1l6enp+OCDD2yOv//++6pSKhPOyc7ORmtrq3iDK4nH6upqfPXVV/jiiy9w+vRpmXgMDAxEcHAwoqOjodfrxcWNktsqJy0tDUeOHBHrrQE/+bNL4x2BnolaGl+m1+vR1dWFkpISp26rgO1OJLc88t1tfuPzc3GxpyQeg4KC4O/vL7aNiIiwu7Dhlh1XxWNycjLuuOMORfG4YsUKWRwkt75YxyUqMW7cODzyyCOq+pCTk4Ndu3YpnteeeCwpKcGKFSvwxBNPYOfOnWKNPo601mNZWRlGjBiBsLAwhwvDu+66S0xKo5agoCCcPXtWJlz5pBwSEoLQ0FCHDzMuHq1JS0vD8OHDnbokAT1jNi0tze7ign/mjo4OvPzyyygsLAQgd1vl8bVK4i04OBgPPPCA2Hb06NH44YcfcPnyZae7vElJScjPz1cUjzxWF+j5fc1msypBqtVqRRH8xRdfyH53QRCQnJyMEydOuCUeueWxs7NTfPi/+OKL2L59u5gNVo3bqjSLLRczPM7E29sb4eHhNhlXuXjkmwFS8ejMbbWtrc3honTcuHH45ptvADgXj0DPIrerq0smwKzdsKxjHru7u8VNHP5727M8Km0QcLfV3opHVxKTcAv7wYMHAbgnHjUajVP3fKDnu9DpdIoxbL6+vjauha7SX5bH/nJbtUZqJe6tePT29sa6detk46w/xOPkyZNl6xk18Ky5g0k8xsXF4b333kNISIjq8ctLPnlK/PD1jqvZVvl9rUY8+vr6YuzYsTb5Cvhmbnd3t+zzeFI8WrutEj24HfP4+OOPY/bs2Xjuuefw3HPPYdasWXjiiSco5tFDZGdnA4BDt9Xm5mYsXLgQq1evxs0336y4oy4IAsaMGSPuYDsSj8nJySgrK5O5RPLd/A8//NBmF/zhhx8Wd7QEQUBUVBSOHz/uUDxyt1zrha9SHTLe3mg0igtLe7vxSUlJMvHoyD3K19dXdaZVKQsWLFBcrFlnEOQZZXlxeEd4e3urFrLz589HaWkpfvjhB1WWx8jISHz66acYOnQoHnvsMZw8eRKfffaZjdtqQ0MDLBaLmPgkLS3N4feXlpbm8oJESTzyDREvLy+EhYU5XAjr9XpFi/b06dPx9NNPq+qDVqt1urllMBhw4sQJtLe3iwtl6ZjU6/Xw9/fHmTNnbBb2giBg+vTp4utRo0bh0KFDCAkJcfqg5veePcuj1N376NGjqKurU215zMnJwTfffGNzXyYlJaGoqMil35ILDS4eAcjGuCAIyM/PR3NzM3bt2mVX1IeEhODixYvieJWKRymxsbE2rqtSLwguIgHH4pEnzHFmeZw6dSqOHj2Kmpoa1eIxODhY9vuuWLFCzHoNyLOt+vn5oa6uDmfPnkV4eLiYBM1VyyN3W3VFPPr7+8u+H167VK2FZ/z48Thw4ICYrbuv3Pl45lNuHfG0GPDy8rqqYh6tSU1Nxc6dO0WXalfGiBLWi/v+sKjOmjVLdUyalMEmHlesWOHQZVUJvV6P5cuXe6wPvUmYA6gTjzfccIOi10JgYCCMRiPKyspIPPYzbt1lN998M/Ly8hAWFobPP/8cu3btQnh4OPLy8nDzzTd7uo9ob2/Htm3b8Oabb2L//v0eP//Pkfj4eJhMJvHBfs0118gEg16vx6hRozB9+nSEhITg9ttvt3uumTNnYurUqQB+ij1TWnjodDokJCQgKSlJPCYIAl577TXcfvvtmDZtmqz96NGjZYsek8mE9vZ2h5O+IAh49NFHbRbTXDwqWSsiIiJklkelRXNqaqq4YBs2bJjdmomA++JRLX5+figqKrKJS+wtWq0WTzzxBDIyMmxSRCuJx7i4OISHh2Pp0qVISkrCU089hccff1yWHZWLx7q6OhiNRuh0OuTk5MgWv54gKCjIZmzodDrxczgTj/YsjxqNRvUidu7cueJ94Og6eXl5yMrKEmuuWo/J5ORktLa2OhVvYWFhMJlMTi2EQM/97uXlpXhOqeVx1KhRYIzh4MGDqhLmnDt3DgsXLoQgCDb3ZXJyMk6ePOmy9YpnE+X3kPThLwgChg8fjsceewwRERG44YYbFM/DPycfrwEBAYoFrmNjY1FSUiK+Li0txYULF8TPMmzYMFmNRmcxj9IyHUr4+vpi+vTp2Lp1q2rxaP2bxcXFyeY3qdtqREQEbrrpJnETR6PRICgoSFE8TpgwQdEdW5pt1ZW4JWvLIw8DUJsQJDMzE9XV1Xj99deRkZHhcbHFkZbNsI438tT5recM6TU9hclkUqyV2tc89thj2L9/P1asWIGZM2e6JcIcMWzYMMyaNcuj5/QU1i6GVzuBgYFYvXo17rnnHtXv0Wg0LnsOOcJdt1X+O6mJedRqtXbn4rS0NDQ1NfWb2yrRg9v5qEePHo0PP/zQk31RpKqqCtdddx20Wi1Gjx6NZ599FjfeeCPefffdPr/2QCIIAl555RVxh3T+/Pmyv+v1ejzzzDOqzhUbGyveoEOGDMHmzZsxatQoRbeQyZMn2+xiabVajB8/3ul1oqKi4OPjo7gIdAZ3W1USjzfffLPornDHHXcoLnak38/w4cMxfPhwu9fy9fV12W3VFXx9fVFfX49rr73W4+eOjo7Gb37zG5vjSuJx+PDh+P3vfy9OooIg2Lh88WyrZWVl4hiZOHGix/strQ/KSU9PF/vLYx7tMX78+F7voEs3RexhNBqRl5eH2267De3t7Thx4oRNvc6UlBTk5+erstiMGjVKMQmPNVqtFrGxsXbdVrkYEQQBixcvxtq1a1VZHgVBQFJSEnJycmySoCQlJclc49UQGBgIvV4PjUYDo9EIX19fG4vwkiVLkJqaipycHLsWVz4epOJRaUMnNzcX69atwy233ILS0lK8/PLLuO+++8QF8X333Se2nTBhgt1NI41Gg6SkJLzzzjuYOXOmw884d+5cvPTSSygpKRHLCdmDx5I7QpptFQDmzZsHPz8/MetvcHCwXbdVpe8kOjoaxcXF0Ov1LgkDf39/m3vIZDI5HUccLy8vjBs3DmfOnMHq1av7LOZHKuR0Ol2fiEdrsW4d1+ep6wxEKn+9Xo9nn30W9fX1NpmlPYE0WdXPjdGjR/9ssqP2F/7+/i5npvUkvNZ1QUGBmDxODV5eXnY3DV0hLS0N3377bZ+KR7I82tKrYkaMMTHJiRRP3rwrV66En58fDh48CF9fXxQWFmLMmDFYsGBBn1g5f044y0znDuHh4UhOTsahQ4cUkx7NmTPH7XNHRUUhLCzMrV0apTpkHOkumb3Fkiu+9u7EPLqCNLlKf8EXPtYPEWeTXmhoKC5fvoyNGzfiuuuu67P+KYlHg8Egivz09HTcfffddt+vJlbKExgMBjQ2NiItLQ1msxnr168XY4c5qampCA0NVbV4njNnjhgD6Ixrr71WUeBef/31stdZWVlYsGCBU+uwj48PEhMT4eXlhQcffNBmLPDSPa6Ix4iICCxevBhAz1h7/fXXbe53QRCcbpzw0kR8vPr5+SkKpYSEBJhMJuzfvx87duzAsmXL7Ma8Odv0ePHFF1FRUeF0oRUYGIjf/va32L59u9N72Gg0Op17pDGPHKl7sz3xaI+QkBCMGzcOf//7310SJ9ZuqwCwevVq1e8HejYGAPSZyyoA/PrXvxY3Ua5ky+NA4kopgqsJT7pjEurw9vbGU089hd/85jcuxSPrdDrEx8f3ehOKh0b0ldsqd+8n5LglHk+fPo0HH3wQBw4csKkjB0CW3bE3WCwWfPbZZ3jhhRfEHdORI0diwoQJ2LJly1UvHvuKGTNmoKCgoNeWHGvS0tLctrZx98PKykqP98ua/nBbBWATl9iX8Pggd2pjvfbaazh9+rSNK6wnCQwMhEajsbug0Wq1NsHwA4HBYIC/vz+io6MRERGBkSNHIiYmRvZgSk9Px+OPP67qfI4yD1tjL2Os9e8iCALuuOMOp+fTarWitdHewtg69bmac0otd72xQAQHB4vjNSgoyK4FbN68eVi3bh2uueaaXlvzncUgc3x8fESR7IiZM2faZIO1JjIy0qHQDw4Odrko/cKFC/Htt9/2KmGOO/RH2QJpMrW0tDSPz9VKVsarTTwSRH+SmJiIZ555xqV7NSUlBatWrer1tWNiYuDv7y97RhuNRo+Jx+XLl/epseFKxS3xeN999yEwMBDbtm1TdLPyFCUlJbh48aKN60V6ejoOHTpk930dHR0yUavGbWwwkZWVhdDQUI+7OkRERDiMvXSGwWDAxx9/LO5u9xW33nqrKj97d+FuJJGRkX12DSXcEY9Aj3DvC/cm62tMnDixTwWqJzAajRgyZIi4maE0TjQaTb9ald3Fz8/PYewv0OO6quQ94g5z5851qX1ISIg4XpcsWWLXY2HUqFGYOXOmqnIs/Y2axVJsbKxDi8js2bNd3jALCQnBww8/7NI4HDp0qKr4258TfWFJGj58uM19PWPGDJeSjhAEIcfVNQSvu91bNBoN7rjjDpss8p7a6OqtW+3VisDcMBMGBgbixx9/dGlX3R2OHj2KkSNH4sCBAzJz+NNPP43PPvsMZ8+eVXzff/7nf+K3v/2tzfHm5uY+tThdSTQ0NCAoKOhnFQjM6yJe6f7ljDFUVlaqtnJ4im3btuHGG28kF4teUFFRgYaGBocxs1cKbW1t8PX1dXg/8eRZnk6QpIbz588jIiJi0MUoEQRBEH1LS0sLrffdoKWlBUaj0alecks5xMTEoLOz0+3OqYXvSvOizZyWlhaHFpZVq1ahublZ/Ged6p3o2bn+OQlHwPXYn58rgiD0u3AEekqJkHDsHdHR0VeFcATkJSLsERwcPCDCEehxmSXhSBAEQXgaEo59i1vq4ZFHHsGvfvUrG1HnaeLj46HT6XDu3DnZ8XPnzjmMj9LpdGKmOnsZ6wiCIAjPUVBQgIKCgoHuBkEQBEEQfYhbbqsxMTGoqKiAl5cXIiMjbbIllZWVeayDCxcuRF1dHfbs2QONRoOSkhKkpqbinXfeUV1DSa0ZliAIgnAPnnBEKYkaQRAEQRA/b9TqJbcS5qxZs8btjrnK2rVrMX78eNxwww3Izc3Fn//8Z0yePBl33nlnv/WBIAiCIAiCIAhisOOW5bG/qa6uxkcffYTq6mqMGDECt99+u0upzcnySBAE0beQ5ZEgCIIgrlzU6qUrQjz2FhKPBEEQfQuJR4IgCIK4cunTbKsEQRAEQRAEQRDE4ILEI0EQBEEQBEEQBOEUtxLmXGlwz9yWlpYB7glBEMTVCc2zBEEQBHHlwp/fziIaB4V45PUo4+LiBrgnBEEQVzdGo3Ggu0AQBEEQhJu0trY6fJYPioQ5FosFFRUV0Ov1NjUpB5KWlhbExcWhtLSUEvkQfQaNM6I/oHFG9DU0xoj+gMYZ0R/8HMcZYwytra2Ijo6GRmM/snFQWB41Gg1iY2MHuht2MRgMP5uBQ1y90Dgj+gMaZ0RfQ2OM6A9onBH9wc9tnKnxHqKEOQRBEARBEARBEIRTSDwSBEEQBEEQBEEQTiHxOIDodDqsXr1aLK5NEH0BjTOiP6BxRvQ1NMaI/oDGGdEfXMnjbFAkzCEIgiAIgiAIgiB6B1keCYIgCIIgCIIgCKeQeCQIgiAIgiAIgiCcQuKRIAiCIAiCIAiCcMqgqPP4c6SrqwvHjx+Ht7c3MjMzIQjCQHeJuMLo7OxEfn4+wsPDkZqaqtimtbUVp06dQlhYGBITE91uQwxOGGM4f/48Ojo6kJKSYjewv7q6GiUlJUhKSkJYWJjbbYjBCWMMZ8+eRWdnJ5KTk+Hn56fY7vz582hsbER6ejoCAgLcbkMMbs6dO4fKykqMHDnSpr6exWLB8ePHwRjDsGHD4OXlZfN+NW2IwYfZbEZeXp7N8eHDhyMoKEh2rL29HSdOnIDRaLS7flPTZsBgRL/z/fffs5iYGBYXF8ciIiJYeno6O3Xq1EB3i7hCaGpqYqtWrWIxMTEsICCA/eIXv1Bs9/bbbzN/f382dOhQFhAQwG644QZ28eJFl9sQg5O33nqLJSQksJSUFDZ06FAWHBzM3nnnHVkbi8XCli9fznQ6HcvMzGQ6nY49/fTTLrchBi/vvfceS0xMZBkZGWzIkCHMYDCwV199VdamqamJTZ06len1epaWlsb0ej376KOPXG5DEKWlpSw8PJwBYHv37pX9rbCwkKWkpLCoqCgWExPDEhIS2OHDh11uQwxOzpw5wwCwnJwcNmHCBPHfwYMHZe22bt3KjEYjS01NZUajkY0fP57V1ta63GYgIfHYz1y6dIlFR0ez5cuXM8YY6+rqYnPmzGFZWVkD3DPiSqGoqIitWbOGVVVVseuuu05RPBYWFjKNRsP+/Oc/M8YYq6mpYYmJieyXv/ylS22Iwcvzzz/PSktLxdebN29mGo1GtlB68803mV6vZ8eOHWOMMfavf/2LabVa9sknn7jUhhi8vPbaa6yqqkp8/dFHHzEArLCwUDy2bNkylpmZyZqamhhjjG3cuJH5+Piws2fPutSGGNx0dXWxSZMmsaefftpGPHZ3d7P09HR22223MYvFwhhjbMmSJSw5OZldvnxZdRti8MLFY3Fxsd02paWlzM/Pj/3Xf/0XY4yx1tZWNmrUKLZ48WKX2gw0JB77ma1btzJBEFhFRYV4bN++fQwAKygoGLiOEVck9sTjk08+yVJTU2XHfve73zGj0ci6urpUtyEIKX5+fmzDhg3i67Fjx7Jly5bJ2tx4441s1qxZLrUhCE5FRQUDwL766ivGWM+Gq6+vL3vzzTfFNt3d3SwyMpKtXr1adRuC+M1vfsPmz58vLvKl4vGf//wnAyBucjHG2KlTpxgA9re//U11G2LwwsfVP/7xD3b48GHW0tJi02bdunUsODhYttnw7rvvMm9vb9bY2Ki6zUBDCXP6mYKCAkRHRyMqKko8NnbsWPFvBOEJCgoKkJ2dLTs2duxYNDc34/z586rbEATn2LFjaG9vF2MvGGM4cuSI4hjic5maNgRRU1ODffv2YefOnVi6dCmuv/56TJs2DQBQVFQEs9ksG0MajQbZ2dniGFLThhjcfPfdd9i8eTPefvttxb8XFBRAp9Nh2LBh4rG0tDQYDAZxDKlpQxBLlizBkiVLEBoaigceeADt7e3i3woKCjBy5Eh4e/+Ucmbs2LHo6urC0aNHVbcZaChhTj/T0NCA0NBQ2TEfHx/o9Xo0NDQMUK+Iq42GhgZkZGTIjvFxx8eZmjYEAfQE7t9zzz249tprMX36dABAW1sbOjo6bOaz0NBQcfyoaUMQ+fn5WLNmDaqqqtDW1oYNGzbAx8cHwE9zkdIYKi4uVt2GGLzU19djyZIleOeddxAWFoampiabNkprM0A+V6lpQwxeAgICsHPnTsybNw8AcPToUUydOhV6vR6vvPIKAOUxpLQ2c9ZmoCHLYz/j4+MDs9lsc9xsNkOr1Q5Aj4irEaVxxne/+DhT04YgOjs7sWjRIjQ1NeGzzz6DRtPz2OCLe6UxJB1jztoQxA033IB9+/bh7Nmz2LBhAxYvXow9e/YAoHFG9J4nnngCGRkZ8Pf3x759+5Cfnw+gZ3FfVFQEwP7azHqcOWtDDF6ioqJE4QgAI0aMwKOPPoqPP/5YPHa1rM1IPPYzCQkJqKqqgsViEY/V1NTg8uXLiI+PH8CeEVcTCQkJKC8vlx3jr/k4U9OGGNxw4Xjq1Cl8++23Mnd7nU6HyMhIxTHEx4+aNgQhZeHChUhOTsZXX30FoGeeAuBwDKlpQwxejEYjLl26hJUrV2LlypVYv349AGDjxo344IMPAPSMocbGRly6dEl8X0dHB+rr62XjzFkbgpASGRmJyspKcc1/tazNSDz2MzNmzEBLS4u4qwoAO3bsgFarxeTJkweuY8RVxYwZM/DPf/4Tzc3N4rEdO3ZgzJgxovuDmjbE4OXy5ctYvHgxTpw4gT179iA2NtamzYwZM/D555+Lr7u7u7Fr1y7MmDHDpTbE4KSzsxNdXV2yY62traiurhbnoMTERKSmpmLnzp1im8rKSvzwww/iGFLThhi8/Pd//zf27dsn/uOWoD/+8Y946aWXAADTpk2DRqPBrl27xPd9+eWX6OrqwvXXX6+6DTF4aWtrszn29ddfIzMzU/TYmTFjBgoLC3HhwgWxzY4dOxATEyOGEalpM+AMdMaewchdd93F4uPj2UcffcTefvttZjQa2XPPPTfQ3SKuIPbu3cv27t3LRo8ezW688Ua2d+9elpeXJ/69vb2dZWZmssmTJ7Pt27ez5557jnl5ebH//d//dakNMXhZvHgxCwgIYH/5y1/E8bZ371524cIFsc3JkyeZXq9nv/jFL9jOnTvZ7bffzkJDQ1lJSYlLbYjBSWlpKRszZgx744032Ndff80+/PBDlpubyxISEmQ1zT799FPm7e3N1qxZw7Zu3crGjh3LsrKyZNkI1bQhCMaYYrZVxhh74oknWFhYGNu8eTN7//33WWRkpFhWzZU2xODkmWeeYffeey/75JNP2M6dO9nSpUuZj48P27Vrl9imu7ubTZgwgY0ZM4Z99tlnbP369czb25u99957LrUZaATGGBtoATvYuHz5Mt544w3s3r0b3t7euOWWW7Bs2TIIgjDQXSOuALq7u3HdddfZHI+NjZX51tfV1WHt2rUoKChAaGgoHnroIUydOlX2HjVtiMHJzJkzZe5ZnLvvvhv333+/+Pr48eN45ZVXcOHCBaSkpOA//uM/xIysrrQhBifnz5/Hhg0bcOzYMQQFBWHs2LF44IEHoNfrZe12796NTZs2obGxEddccw2efvppBAUFudyGIMrLy3Hbbbdh48aNGDFihHjcYrHgf/7nf7Bz504wxjB37lw8/PDD8PLycqkNMThhjOGTTz7Bzp070dzcjLS0NCxfvhxDhgyRtWttbcX69etx4MABGAwG3H333bjppptcbjOQkHgkCIIgCIIgCIIgnEIxjwRBEARBEARBEIRTSDwSBEEQBEEQBEEQTiHxSBAEQRAEQRAEQTiFxCNBEARBEARBEAThFBKPBEEQBEEQBEEQhFNIPBIEQRAEQRAEQRBOIfFIEARBEARBEARBOIXEI0EQBDEoOXPmDL788ssr+trFxcX4/PPPPdAjgiAIgnAOiUeCIAjiquf06dP46quvZMd2796NJ598ckD646lrf/fdd/jlL3/pgR4RBEEQhHNIPBIEQRBXPV9++SVWrFghO5aWloa5c+cOSH8G8toEQRAE4S7eA90BgiAIguhLLly4gIKCAjQ3N+Pjjz8GAGRnZyMpKQnXX3+92K6oqAilpaWYMmUKjhw5gsrKSuTm5iIyMhIdHR34/vvv0dHRgXHjxiEoKMjmOufPn8fRo0cRHh6OrKws+Pr62u2TvWtPnToVR44cQXV1NbKyshAVFSV7n8Viwf79+9HW1obRo0fbPb+9vjQ0NODrr7/GlClTYDKZxPY7duxAbGwssrOzHX6XBEEQxOCGxCNBEARxVVNaWoqjR4+itbUV27dvBwCEhITg9OnTeOONNzBnzhwAPQLqj3/8I/z9/REXF4eGhgacPHkSGzZswO9+9zskJCSguroatbW1OHDgAOLj4wH0CLqHHnoI27ZtQ25uLiorK9HY2Ijt27dj5MiRin3avXu3zbU3btyI8PBwGI1GdHZ24vDhw9ixYwemT58OALh06RJmz56NU6dOITs7G0eOHEFGRobsvM76EhwcjHfffRdvvfUWvvnmG2g0GvzpT3/CY489hoKCgr74+gmCIIirCBKPBEEQxFXNxIkTsXTpUmzatEm0PAI9cZDWlJaW4uuvv8aMGTMAAFOnTsW9996L7777DpMmTYLFYsG4cePwxhtvYN26dQCA1157Dd9//z3Onj0Lo9EIAFi1ahXuvfde5OXlqe5nSUkJ3nrrLcyePRsA8PDDD2P16tWieHz11VdRUlKC48ePIywsDFVVVRgzZgx0Op14Dmd9EQQB7777LkaMGIF169bhlltuwWOPPYZXX30VQ4YMceVrJQiCIAYhJB4JgiAI4v9JTk4WhSMAjBs3DjU1NZg0aRIAQKPRIDc3VyY8N2/ejJEjR+Jvf/sbGGNgjCEoKAj5+floaWmBwWBQde2kpCRROALAlClT8Ne//lV8vWXLFtxzzz0ICwsDAJhMJixduhSffPKJS30xmUz405/+hFtuuQXvvfceZs6cifvuu8+9L4wgCIIYVJB4JAiCIIj/Jzg4WPZap9MpHjObzeLrH3/8Ef7+/vj0009l7W677Ta0t7erFo8hISEOr1NSUoLExERZm6SkJNlrtX2ZN28exowZg0OHDtlkoSUIgiAIe5B4JAiCIIheYDAYMGfOHDz33HN9ep3Q0FA0NjbKjlm/VtuXLVu2oLCwEImJiXjhhRewadMmj/eXIAiCuPqgUh0EQRDEVU9gYKDMiudJZs+ejffeew/t7e2y4+Xl5R69zsSJE8WEPwDAGMO2bdtc7ktpaSkefPBBrFu3Dp9++ik++OADm/MQBEEQhBJkeSQIgiCuenJyclBcXIx169YhPj7eoyUp1qxZg0mTJmHs2LG49957odVqceDAAdTV1XnUJfTZZ59FVlYWFi1ahJkzZ2LXrl0oLi5GQECA6r5YLBYsXboU48aNw6OPPgpBEPD888/j/vvvx7hx42xKgxAEQRCEFLI8EgRBEFc9o0ePxrZt21BcXIwdO3aguLgYaWlpmDt3rtgmMzMTs2bNkr1v+PDhYrZTzpgxYzBlyhTxdWRkJAoKCrB8+XIcO3YMp06dwo033ogvv/zSbn/UXDs2NhaLFi0SX6ekpODQoUOIj4/H4cOHcfPNN2PLli2YN2+e6r4cPHgQUVFR2Lx5MwRBAAA89dRTWLJkCT7//HNnXyNBEAQxyBEYY2ygO0EQBEEQBEEQBEH8vCHLI0EQBEEQBEEQBOEUEo8EQRAEQRAEQRCEU0g8EgRBEARBEARBEE4h8UgQBEEQBEEQBEE4hcQjQRAEQRAEQRAE4RQSjwRBEARBEARBEIRTSDwSBEEQBEEQBEEQTiHxSBAEQRAEQRAEQTiFxCNBEARBEARBEAThFBKPBEEQBEEQBEEQhFNIPBIEQRAEQRAEQRBOIfFIEARBEARBEARBOOX/AOjjjqQNhXWhAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rng = np.random.default_rng(3)\n", "M = 500\n", "RAMP_START = 200\n", "# Scale is flat, then ramps from 1 to 4: a slowly drifting / clustering volatility.\n", "scale = np.concatenate(\n", " [\n", " np.full(RAMP_START, 1.0),\n", " np.linspace(1.0, 4.0, M - RAMP_START),\n", " ]\n", ")\n", "vol_scores = np.abs(rng.standard_normal(M) * scale) # nonconformity scores\n", "\n", "fig, ax = plt.subplots(figsize=(9, 3), constrained_layout=True)\n", "ax.plot(vol_scores, color=\"#555555\", lw=0.7)\n", "ax.axvline(RAMP_START, color=\"black\", ls=\"--\", lw=1.4, label=\"volatility ramp begins\")\n", "ax.set_xlabel(\"time index\")\n", "ax.set_ylabel(\"nonconformity score |residual|\")\n", "ax.set_title(\"Scores are calm for 200 steps, then their scale ramps from 1 to 4\")\n", "ax.legend(fontsize=9, framealpha=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d5b1c42d", "metadata": {}, "source": [ "### A single snapshot: decay = 1 versus decay < 1\n", "\n", "Before the online sweep, one snapshot makes the mechanism concrete. Compute the NexCP\n", "quantile over the whole series for a few decay values, and compare to the empirical\n", "90th percentile of the recent window. With `decay = 1` you get the ordinary quantile,\n", "which averages in all the stale low-volatility scores and lands too low for the current\n", "regime. Smaller decay tracks the recent window." ] }, { "cell_type": "code", "execution_count": 12, "id": "622e5c22", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:27.807228Z", "iopub.status.busy": "2026-06-22T16:14:27.807072Z", "iopub.status.idle": "2026-06-22T16:14:27.812572Z", "shell.execute_reply": "2026-06-22T16:14:27.811759Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "empirical 90th pct of the last 50 scores: 5.46\n", "\n", "decay = 1.0: nexcp_quantile = 3.50 (ordinary quantile)\n", "decay = 0.99: nexcp_quantile = 5.26\n", "decay = 0.97: nexcp_quantile = 5.41\n", "decay = 0.95: nexcp_quantile = 5.41\n" ] } ], "source": [ "recent_q = float(np.quantile(vol_scores[-50:], 1.0 - ALPHA))\n", "print(f\"empirical 90th pct of the last 50 scores: {recent_q:.2f}\\n\")\n", "for decay in (1.0, 0.99, 0.97, 0.95):\n", " q = nexcp_quantile(vol_scores, alpha=ALPHA, decay=decay)\n", " tag = \" (ordinary quantile)\" if np.isclose(decay, 1.0) else \"\"\n", " print(f\"decay = {decay:>4}: nexcp_quantile = {q:.2f}{tag}\")" ] }, { "cell_type": "markdown", "id": "3a729b04", "metadata": {}, "source": [ "### Online coverage: ordinary quantile under-covers the new regime\n", "\n", "Now the proper evaluation. Walk the series forward; at each step build the quantile\n", "from the past and check whether it covers the next score. Split the resulting coverage\n", "into the calm region and the ramp region. Decay = 1 should be fine in the calm region\n", "and under-cover badly in the ramp; smaller decay should hold up in the ramp at the cost\n", "of slightly wider, slightly over-covering intervals while calm." ] }, { "cell_type": "code", "execution_count": 13, "id": "9e8ca00e", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:27.816764Z", "iopub.status.busy": "2026-06-22T16:14:27.816601Z", "iopub.status.idle": "2026-06-22T16:14:27.867505Z", "shell.execute_reply": "2026-06-22T16:14:27.866271Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "target coverage = 0.90 (decay = 1.0 is the ordinary empirical quantile)\n", "\n" ] }, { "data": { "text/html": [ "
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calm coverageramp coverageoverall coveragemean half-width
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1.000.920.7070.7602.228
0.990.900.7970.8222.731
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" ], "text/plain": [ " calm coverage ramp coverage overall coverage mean half-width\n", "decay \n", "1.00 0.92 0.707 0.760 2.228\n", "0.99 0.90 0.797 0.822 2.731\n", "0.97 0.91 0.847 0.862 3.042\n", "0.95 0.89 0.853 0.862 3.156" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WARM = 100 # need some history before the first quantile\n", "\n", "\n", "def online_nexcp(decay):\n", " hits = np.empty(M - WARM)\n", " widths = np.empty(M - WARM)\n", " for j, t in enumerate(range(WARM, M)):\n", " q = nexcp_quantile(vol_scores[:t], alpha=ALPHA, decay=decay)\n", " hits[j] = vol_scores[t] <= q\n", " widths[j] = q\n", " return hits, widths\n", "\n", "\n", "test_idx = np.arange(WARM, M)\n", "calm_mask = test_idx < RAMP_START\n", "ramp_mask = test_idx >= RAMP_START\n", "\n", "online = {}\n", "rows = []\n", "for decay in (1.0, 0.99, 0.97, 0.95):\n", " hits, widths = online_nexcp(decay)\n", " online[decay] = (hits, widths)\n", " rows.append(\n", " {\n", " \"decay\": decay,\n", " \"calm coverage\": hits[calm_mask].mean(),\n", " \"ramp coverage\": hits[ramp_mask].mean(),\n", " \"overall coverage\": hits.mean(),\n", " \"mean half-width\": widths.mean(),\n", " }\n", " )\n", "\n", "nexcp_table = pd.DataFrame(rows).set_index(\"decay\").round(3)\n", "print(f\"target coverage = {NOMINAL:.2f} (decay = 1.0 is the ordinary empirical quantile)\\n\")\n", "nexcp_table" ] }, { "cell_type": "markdown", "id": "c44790a8", "metadata": {}, "source": [ "### The recency-weighting trade, plotted\n", "\n", "Two panels again. Rolling coverage shows `decay = 1` sinking below nominal once the\n", "ramp starts, while the recency-weighted curves stay closer to the target. The width\n", "panel shows the cost: smaller decay produces wider intervals, which is how it\n", "buys back the coverage in the volatile regime." ] }, { "cell_type": "code", "execution_count": 14, "id": "294cc7e2", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:14:27.871375Z", "iopub.status.busy": "2026-06-22T16:14:27.871225Z", "iopub.status.idle": "2026-06-22T16:14:28.298252Z", "shell.execute_reply": "2026-06-22T16:14:28.297020Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (axc, axw) = plt.subplots(2, 1, figsize=(9, 7), sharex=True, constrained_layout=True)\n", "\n", "# Colorblind-safe (Wong 2011) plus a distinct linestyle+marker per decay.\n", "styles = {\n", " 1.0: (\"#D55E00\", \"-\", \"o\"), # ordinary quantile\n", " 0.99: (\"#E69F00\", \"--\", \"s\"),\n", " 0.97: (\"#0072B2\", \"-.\", \"^\"),\n", " 0.95: (\"#009E73\", \":\", \"D\"),\n", "}\n", "\n", "for decay, (hits, widths) in online.items():\n", " color, ls, mk = styles[decay]\n", " label = f\"decay = {decay}\" + (\" (ordinary quantile)\" if np.isclose(decay, 1.0) else \"\")\n", " axc.plot(\n", " test_idx,\n", " rolling_mean(hits, 40),\n", " color=color,\n", " ls=ls,\n", " marker=mk,\n", " markevery=40,\n", " ms=4,\n", " lw=1.6,\n", " label=label,\n", " )\n", " axw.plot(\n", " test_idx, widths, color=color, ls=ls, marker=mk, markevery=40, ms=4, lw=1.4, label=label\n", " )\n", "\n", "axc.axhline(NOMINAL, color=\"black\", ls=(0, (1, 1)), lw=1.4, label=f\"nominal coverage {NOMINAL:.2f}\")\n", "axc.axvline(RAMP_START, color=\"gray\", lw=1.4, label=\"ramp begins\")\n", "axc.set_ylim(0.4, 1.02)\n", "axc.set_ylabel(\"rolling coverage rate (window = 40 steps)\")\n", "axc.set_title(\n", " \"In the ramp the ordinary quantile (decay = 1) under-covers; smaller decay holds near nominal\"\n", ")\n", "axc.legend(loc=\"lower left\", fontsize=8, framealpha=0.9)\n", "\n", "axw.axvline(RAMP_START, color=\"gray\", lw=1.4)\n", "axw.set_xlabel(\"time index\")\n", "axw.set_ylabel(\"interval half-width (score units)\")\n", "axw.set_title(\n", " \"Smaller decay widens the interval to track the rising volatility (the cost of the coverage)\"\n", ")\n", "axw.legend(loc=\"upper left\", fontsize=8, framealpha=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "438afad9", "metadata": {}, "source": [ "The red `decay = 1` coverage line is the cautionary tale: a perfectly ordinary\n", "conformal quantile, holding at nominal while calm, then sliding under the dashed line\n", "as the volatility climbs because it keeps averaging in stale calm-period residuals.\n", "The recency-weighted lines stay nearer the target, and the width panel shows they do it\n", "the only way they can, by widening as the recent residuals grow." ] }, { "cell_type": "markdown", "id": "36f50d3f", "metadata": {}, "source": [ "## When to reach for which\n", "\n", "- **`aci_halfwidths` (ACI)** when you want a long-run coverage guarantee that survives\n", " arbitrary, possibly abrupt shift, and you can tolerate that any single interval may be\n", " off and that a hard shock can briefly blow the interval up to infinite width while the\n", " level controller catches up. Tune `gamma`: larger reacts faster but jitters more.\n", "- **`nexcp_quantile` (NexCP)** when the drift is smooth, like a changing scale or\n", " volatility clustering, and you want a finite-sample-flavoured guarantee with intervals\n", " that follow the recent regime. Tune `decay`: smaller leans harder on recent residuals.\n", "- **Sliding-window EnbPI** (the forecast-intervals tutorial) when you would rather\n", " refresh the residuals from a moving window than touch the level or the weights.\n", "\n", "All three operate on the same input, per-step nonconformity scores, which is what the\n", "bootstrap layer produces via the out-of-bag residuals. The bootstrap manufactures the\n", "scores, and these small adaptive functions turn a drifting stream of scores into an\n", "interval that holds its target coverage." ] } ], "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 }