From 753ceaca3dedb973c31fe5b4c9d58d77fdd89d5f Mon Sep 17 00:00:00 2001 From: goyalhimanshu345 Date: Sat, 14 Mar 2026 23:14:49 -0600 Subject: [PATCH 1/3] remote launch --- experiments/abc_adaptive_ark_study.py | 595 ++++++++++++++++ .../adaptive_Strang3_Bmult100_CAB.csv | 207 ++++++ .../adaptive_Strang3_Bmult1_CAB.csv | 153 +++++ .../adaptive_Strang3_Bmult20_CAB.csv | 348 ++++++++++ .../adaptive_Strang3_Bmult50_CAB.csv | 262 ++++++++ .../adaptive_Yoshida3_Bmult100_CAB.csv | 192 ++++++ .../adaptive_Yoshida3_Bmult1_CAB.csv | 25 + .../adaptive_Yoshida3_Bmult20_CAB.csv | 109 +++ .../adaptive_Yoshida3_Bmult50_CAB.csv | 116 ++++ experiments/abc_make_plots.py | 288 ++++++++ experiments/abc_outputs/abc_study_Bmult1.csv | 13 + .../abc_outputs/abc_study_Bmult100.csv | 13 + experiments/abc_outputs/abc_study_Bmult20.csv | 13 + experiments/abc_outputs/abc_study_Bmult50.csv | 13 + .../err_vs_order_Bmult100_Strang-3.png | Bin 0 -> 36814 bytes .../err_vs_order_Bmult100_Yoshida-3.png | Bin 0 -> 40802 bytes .../err_vs_order_Bmult1_Strang-3.png | Bin 0 -> 38169 bytes .../err_vs_order_Bmult1_Yoshida-3.png | Bin 0 -> 35671 bytes .../err_vs_order_Bmult20_Strang-3.png | Bin 0 -> 38481 bytes .../err_vs_order_Bmult20_Yoshida-3.png | Bin 0 -> 40503 bytes .../err_vs_order_Bmult50_Strang-3.png | Bin 0 -> 36637 bytes .../err_vs_order_Bmult50_Yoshida-3.png | Bin 0 -> 40902 bytes .../err_vs_order_Bmult_100_Strang-3.png | Bin 0 -> 43913 bytes .../err_vs_order_Bmult_100_Yoshida-3.png | Bin 0 -> 48788 bytes .../err_vs_order_Bmult_1_Strang-3.png | Bin 0 -> 42905 bytes .../err_vs_order_Bmult_1_Yoshida-3.png | Bin 0 -> 43647 bytes .../err_vs_order_Bmult_20_Strang-3.png | Bin 0 -> 43726 bytes .../err_vs_order_Bmult_20_Yoshida-3.png | Bin 0 -> 44567 bytes .../err_vs_order_Bmult_50_Strang-3.png | Bin 0 -> 43645 bytes .../err_vs_order_Bmult_50_Yoshida-3.png | Bin 0 -> 44686 bytes .../maxstep_vs_order_Bmult100_Strang-3.png | Bin 0 -> 46682 bytes .../maxstep_vs_order_Bmult100_Yoshida-3.png | Bin 0 -> 46306 bytes .../maxstep_vs_order_Bmult1_Strang-3.png | Bin 0 -> 45533 bytes .../maxstep_vs_order_Bmult1_Yoshida-3.png | Bin 0 -> 45157 bytes .../maxstep_vs_order_Bmult20_Strang-3.png | Bin 0 -> 46127 bytes .../maxstep_vs_order_Bmult20_Yoshida-3.png | Bin 0 -> 46391 bytes .../maxstep_vs_order_Bmult50_Strang-3.png | Bin 0 -> 46303 bytes .../maxstep_vs_order_Bmult50_Yoshida-3.png | Bin 0 -> 45956 bytes .../maxstep_vs_order_Bmult_100_Strang-3.png | Bin 0 -> 47132 bytes .../maxstep_vs_order_Bmult_100_Yoshida-3.png | Bin 0 -> 53347 bytes .../maxstep_vs_order_Bmult_1_Strang-3.png | Bin 0 -> 50394 bytes .../maxstep_vs_order_Bmult_1_Yoshida-3.png | Bin 0 -> 49547 bytes .../maxstep_vs_order_Bmult_20_Strang-3.png | Bin 0 -> 46714 bytes .../maxstep_vs_order_Bmult_20_Yoshida-3.png | Bin 0 -> 46111 bytes .../maxstep_vs_order_Bmult_50_Strang-3.png | Bin 0 -> 46854 bytes .../maxstep_vs_order_Bmult_50_Yoshida-3.png | Bin 0 -> 47594 bytes experiments/abc_splitting_study.py | 511 ++++++++++++++ experiments/hu_shu_expk2_bgk.py | 634 ++++++++++++++++++ experiments/hu_shu_outputs/mixed_T.png | Bin 0 -> 64507 bytes experiments/hu_shu_outputs/mixed_eps.png | Bin 0 -> 44782 bytes .../hu_shu_outputs/mixed_regime_bgk.npz | Bin 0 -> 5946 bytes experiments/hu_shu_outputs/mixed_rho.png | Bin 0 -> 70308 bytes experiments/hu_shu_outputs/mixed_u.png | Bin 0 -> 71132 bytes .../hu_shu_outputs/table1_like_errors.csv | 5 + experiments/hu_shu_outputs/time_order.csv | 17 + 55 files changed, 3514 insertions(+) create mode 100644 experiments/abc_adaptive_ark_study.py create mode 100644 experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult100_CAB.csv create mode 100644 experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult1_CAB.csv create mode 100644 experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult20_CAB.csv create mode 100644 experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult50_CAB.csv create mode 100644 experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult100_CAB.csv create mode 100644 experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult1_CAB.csv create mode 100644 experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult20_CAB.csv create mode 100644 experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult50_CAB.csv create mode 100644 experiments/abc_make_plots.py create mode 100644 experiments/abc_outputs/abc_study_Bmult1.csv create mode 100644 experiments/abc_outputs/abc_study_Bmult100.csv create mode 100644 experiments/abc_outputs/abc_study_Bmult20.csv create mode 100644 experiments/abc_outputs/abc_study_Bmult50.csv create mode 100644 experiments/abc_outputs/err_vs_order_Bmult100_Strang-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult100_Yoshida-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult1_Strang-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult1_Yoshida-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult20_Strang-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult20_Yoshida-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult50_Strang-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult50_Yoshida-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult_100_Strang-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult_100_Yoshida-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult_1_Strang-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult_1_Yoshida-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult_20_Strang-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult_20_Yoshida-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult_50_Strang-3.png create mode 100644 experiments/abc_outputs/err_vs_order_Bmult_50_Yoshida-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult100_Strang-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult100_Yoshida-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult1_Strang-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult1_Yoshida-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult20_Strang-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult20_Yoshida-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult50_Strang-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult50_Yoshida-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult_100_Strang-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult_100_Yoshida-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult_1_Strang-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult_1_Yoshida-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult_20_Strang-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult_20_Yoshida-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult_50_Strang-3.png create mode 100644 experiments/abc_outputs/maxstep_vs_order_Bmult_50_Yoshida-3.png create mode 100644 experiments/abc_splitting_study.py create mode 100644 experiments/hu_shu_expk2_bgk.py create mode 100644 experiments/hu_shu_outputs/mixed_T.png create mode 100644 experiments/hu_shu_outputs/mixed_eps.png create mode 100644 experiments/hu_shu_outputs/mixed_regime_bgk.npz create mode 100644 experiments/hu_shu_outputs/mixed_rho.png create mode 100644 experiments/hu_shu_outputs/mixed_u.png create mode 100644 experiments/hu_shu_outputs/table1_like_errors.csv create mode 100644 experiments/hu_shu_outputs/time_order.csv diff --git a/experiments/abc_adaptive_ark_study.py b/experiments/abc_adaptive_ark_study.py new file mode 100644 index 0000000..ebac320 --- /dev/null +++ b/experiments/abc_adaptive_ark_study.py @@ -0,0 +1,595 @@ +#!/usr/bin/env python3 +""" +experiments/abc_adaptive_ark_study.py + +Adaptive time-stepping study for: + - Strang-3 splitting (2nd order) + - Yoshida-3 splitting (4th order composition) + - ARK / embedded explicit RK baseline (Heun–Euler fallback) + +Writes per-run CSV logs and (optional) dt-vs-t plots. + +Key fix: + ARK CSV output is now *strictly rectangular* (same number of columns each row), + so pandas/csv parsers don't choke and ARK plots are no longer blank. +""" + +from __future__ import annotations + +import argparse +import csv +import math +import os +from dataclasses import dataclass +from typing import List, Optional, Tuple + +import numpy as np + + +# ----------------------------- +# Utilities +# ----------------------------- + +def safe_norm(x: np.ndarray) -> float: + return float(np.linalg.norm(x, ord=2)) + + +def clamp(x: float, lo: float, hi: float) -> float: + return max(lo, min(hi, x)) + + +def adapt_dt(dt: float, err: float, tol: float, p: int, safety: float = 0.9, + fac_min: float = 0.2, fac_max: float = 5.0) -> float: + """ + Standard PI-free controller: + dt_new = dt * safety * (tol/err)^(1/(p+1)) + For embedded RK: p is the order of the *high* method. + """ + if err <= 0.0 or not np.isfinite(err): + fac = fac_max + else: + fac = safety * (tol / err) ** (1.0 / (p + 1.0)) + fac = clamp(fac, fac_min, fac_max) + return dt * fac + + +# ----------------------------- +# ABC test problem +# ----------------------------- + +def make_abc_matrices(Bmult: float) -> Tuple[np.ndarray, np.ndarray, np.ndarray]: + """ + Simple 3x3 linear system y' = (A+B+C) y with tunable stiffness via Bmult. + Designed so that different splittings/orderings show measurable differences. + """ + # Mild "rotation/shear" + A = np.array([ + [0.0, 1.0, 0.0], + [-1.0, 0.0, 0.2], + [0.0, -0.2, 0.0], + ], dtype=float) + + # Stiff dissipative part scaled by Bmult + B = Bmult * np.array([ + [-1.0, 0.0, 0.0], + [0.0, -5.0, 0.0], + [0.0, 0.0, -10.0], + ], dtype=float) + + # Small coupling / drift + C = np.array([ + [0.0, 0.0, 0.5], + [0.0, 0.0, 0.0], + [-0.5, 0.0, 0.0], + ], dtype=float) + + return A, B, C + + +def exact_solution(A: np.ndarray, B: np.ndarray, C: np.ndarray, y0: np.ndarray, T: float) -> np.ndarray: + """ + For the small linear system, use matrix exponential via eigendecomposition. + """ + M = A + B + C + w, V = np.linalg.eig(M) + Vinv = np.linalg.inv(V) + expw = np.diag(np.exp(w * T)) + yT = V @ expw @ (Vinv @ y0) + # if small imaginary noise due to eig, drop it + yT = np.real_if_close(yT, tol=1e8) + return np.array(yT, dtype=float) + + +def expm_action(M: np.ndarray, y: np.ndarray, h: float) -> np.ndarray: + w, V = np.linalg.eig(M) + Vinv = np.linalg.inv(V) + expw = np.diag(np.exp(w * h)) + out = V @ expw @ (Vinv @ y) + out = np.real_if_close(out, tol=1e8) + return np.array(out, dtype=float) + + +def flow_A(A: np.ndarray, y: np.ndarray, h: float) -> np.ndarray: + return expm_action(A, y, h) + + +def flow_B(B: np.ndarray, y: np.ndarray, h: float) -> np.ndarray: + return expm_action(B, y, h) + + +def flow_C(C: np.ndarray, y: np.ndarray, h: float) -> np.ndarray: + return expm_action(C, y, h) + + +def apply_flow(letter: str, A: np.ndarray, B: np.ndarray, C: np.ndarray, y: np.ndarray, h: float) -> np.ndarray: + if letter == "A": + return flow_A(A, y, h) + if letter == "B": + return flow_B(B, y, h) + if letter == "C": + return flow_C(C, y, h) + raise ValueError(f"Unknown operator letter: {letter}") + + +def strang_step(ordering: str, A: np.ndarray, B: np.ndarray, C: np.ndarray, y: np.ndarray, h: float) -> np.ndarray: + """ + "Strang-3" for three operators: + X(h/2) Y(h/2) Z(h) Y(h/2) X(h/2) with ordering = XYZ + """ + X, Y, Z = ordering + y1 = apply_flow(X, A, B, C, y, 0.5 * h) + y2 = apply_flow(Y, A, B, C, y1, 0.5 * h) + y3 = apply_flow(Z, A, B, C, y2, 1.0 * h) + y4 = apply_flow(Y, A, B, C, y3, 0.5 * h) + y5 = apply_flow(X, A, B, C, y4, 0.5 * h) + return y5 + + +def yoshida4_step(ordering: str, A: np.ndarray, B: np.ndarray, C: np.ndarray, y: np.ndarray, h: float) -> np.ndarray: + """ + Yoshida 4th-order composition of Strang: + S(w1 h) S(w0 h) S(w1 h) + with: + w1 = 1/(2-2^(1/3)), w0 = -2^(1/3)/(2-2^(1/3)) + """ + w1 = 1.0 / (2.0 - 2.0 ** (1.0 / 3.0)) + w0 = - (2.0 ** (1.0 / 3.0)) / (2.0 - 2.0 ** (1.0 / 3.0)) + y1 = strang_step(ordering, A, B, C, y, w1 * h) + y2 = strang_step(ordering, A, B, C, y1, w0 * h) + y3 = strang_step(ordering, A, B, C, y2, w1 * h) + return y3 + + +# ----------------------------- +# Adaptive log row +# ----------------------------- + +@dataclass +class AdaptiveLogRow: + t: float + dt: float + accepted: int + err_est: float + y_norm_ratio: float + step_ratio: float + + +def integrate_adaptive_splitting( + method: str, + ordering: str, + A: np.ndarray, + B: np.ndarray, + C: np.ndarray, + y0: np.ndarray, + T: float, + dt0: float, + tol: float, + out_path: str, +) -> Tuple[int, int, float, float, float, float]: + """ + Adaptive splitting using step-doubling error estimate: + err ~ || y(h) - y(h/2)∘y(h/2) || + """ + y_exact_T = exact_solution(A, B, C, y0, T) + exact_norm = max(safe_norm(y_exact_T), 1e-300) + y0_norm = max(safe_norm(y0), 1e-300) + + if method == "Strang3": + stepper = strang_step + p = 2 + elif method == "Yoshida3": + stepper = yoshida4_step + p = 4 + else: + raise ValueError("Unknown splitting method") + + t = 0.0 + dt = float(dt0) + y = y0.copy() + + accept = 0 + reject = 0 + max_y_ratio = 1.0 + max_step_ratio = 1.0 + rows: List[AdaptiveLogRow] = [] + + while t < T - 1e-15: + dt = clamp(dt, 1e-12, 0.5) + if t + dt > T: + dt = T - t + + # one step of size dt + y1 = stepper(ordering, A, B, C, y, dt) + + # two half-steps + yhalf = stepper(ordering, A, B, C, y, 0.5 * dt) + y2 = stepper(ordering, A, B, C, yhalf, 0.5 * dt) + + err_est = safe_norm(y1 - y2) + step_ratio = safe_norm(y2) / max(safe_norm(y), 1e-300) + + if err_est <= tol: + # accept the more accurate y2 + t += dt + y = y2 + accept += 1 + + y_ratio = safe_norm(y) / y0_norm + max_y_ratio = max(max_y_ratio, y_ratio) + max_step_ratio = max(max_step_ratio, step_ratio) + + rows.append(AdaptiveLogRow(t=t, dt=dt, accepted=1, err_est=err_est, + y_norm_ratio=y_ratio, step_ratio=step_ratio)) + dt = adapt_dt(dt, err_est, tol, p=p) + + else: + reject += 1 + rows.append(AdaptiveLogRow(t=t, dt=dt, accepted=0, err_est=err_est, + y_norm_ratio=safe_norm(y) / y0_norm, step_ratio=step_ratio)) + dt = adapt_dt(dt, err_est, tol, p=p) + if reject > 20000: + break + + final_err = safe_norm(y - y_exact_T) / exact_norm + final_y_ratio = safe_norm(y) / y0_norm + + os.makedirs(os.path.dirname(out_path), exist_ok=True) + with open(out_path, "w", newline="") as fcsv: + w = csv.writer(fcsv) + w.writerow(["t", "dt", "accepted", "err_est", "y_norm_ratio", "step_ratio"]) + for r in rows: + w.writerow([f"{r.t:.16e}", f"{r.dt:.16e}", int(r.accepted), + f"{r.err_est:.16e}", f"{r.y_norm_ratio:.16e}", f"{r.step_ratio:.16e}"]) + + return accept, reject, final_err, max_y_ratio, final_y_ratio, max_step_ratio + + +# ----------------------------- +# ARK baseline (embedded explicit RK) +# ----------------------------- + +@dataclass +class EmbeddedPair: + A: np.ndarray + b_high: np.ndarray + b_low: np.ndarray + c: np.ndarray + order_high: int + name: str + + +def builtin_heun_euler_pair() -> EmbeddedPair: + """ + Heun (explicit trapezoid) as high method (order 2), + Euler as low method (order 1). + """ + A = np.array([ + [0.0, 0.0], + [1.0, 0.0], + ], dtype=float) + c = np.array([0.0, 1.0], dtype=float) + b_high = np.array([0.5, 0.5], dtype=float) # Heun + b_low = np.array([1.0, 0.0], dtype=float) # Euler + return EmbeddedPair(A=A, b_high=b_high, b_low=b_low, c=c, order_high=2, name="Heun-Euler (builtin)") + + +def extract_embedded_pair_from_additive_rk() -> Optional[EmbeddedPair]: + """ + Try to pull a usable embedded pair from additive_rk.embedded_pairs. + Falls back to None if not available / incompatible. + """ + try: + import additive_rk # type: ignore + except Exception: + return None + + if not hasattr(additive_rk, "embedded_pairs"): + return None + pairs = getattr(additive_rk, "embedded_pairs") + if not isinstance(pairs, dict) or len(pairs) == 0: + return None + + preferred = ["Heun-Euler", "Bogacki-Shampine", "Dormand-Prince", "RK23", "RK45"] + key = None + for k in preferred: + if k in pairs: + key = k + break + if key is None: + key = list(pairs.keys())[0] + + pair = pairs[key] + + A = getattr(pair, "A", None) + c = getattr(pair, "c", None) + b_hi = getattr(pair, "b_high", None) or getattr(pair, "b", None) or getattr(pair, "bhat", None) + b_lo = getattr(pair, "b_low", None) or getattr(pair, "btilde", None) or getattr(pair, "b_embedded", None) + order_hi = getattr(pair, "order_high", None) or getattr(pair, "p_high", None) or getattr(pair, "order", None) + + if A is None or c is None or b_hi is None or b_lo is None: + return None + + A = np.array(A, dtype=float) + c = np.array(c, dtype=float) + b_hi = np.array(b_hi, dtype=float) + b_lo = np.array(b_lo, dtype=float) + + if order_hi is None: + # if unknown, default to 2 (safe, conservative controller) + order_hi = 2 + + return EmbeddedPair(A=A, b_high=b_hi, b_low=b_lo, c=c, order_high=int(order_hi), name=str(key)) + + +def run_ark_baseline( + Bmult: float, + y0: np.ndarray, + T: float, + dt0: float, + tol: float, + outdir: str, +) -> Optional[str]: + """ + Adaptive embedded explicit RK on y' = (A+B+C) y. + Writes ONLY rectangular numeric CSV rows (no summary row). + Summary info is printed and additionally written to a separate .txt. + """ + Aop, Bop, Cop = make_abc_matrices(Bmult) + M = Aop + Bop + Cop + + pair = extract_embedded_pair_from_additive_rk() + if pair is None: + pair = builtin_heun_euler_pair() + print("[ARK] No embedded_pairs found in additive_rk; using Heun-Euler (builtin).") + else: + print(f"[ARK] Using embedded pair key: {pair.name}") + + s = len(pair.c) + + def f(_t: float, y: np.ndarray) -> np.ndarray: + return M @ y + + def rk_step_embedded(t: float, y: np.ndarray, h: float) -> Tuple[np.ndarray, float, float]: + K = np.zeros((s, len(y)), dtype=float) + for i in range(s): + yi = y.copy() + for j in range(i): + aij = pair.A[i, j] + if aij != 0.0: + yi = yi + h * aij * K[j] + K[i] = f(t + pair.c[i] * h, yi) + + y_hi = y + h * np.sum(pair.b_high[:, None] * K, axis=0) + y_lo = y + h * np.sum(pair.b_low[:, None] * K, axis=0) + + err = safe_norm(y_hi - y_lo) # absolute error estimate + step_ratio = safe_norm(y_hi) / max(safe_norm(y), 1e-300) + return y_hi, err, float(step_ratio) + + os.makedirs(outdir, exist_ok=True) + out_path = os.path.join(outdir, f"ark_Bmult{int(Bmult)}.csv") + summary_path = os.path.join(outdir, f"ark_Bmult{int(Bmult)}_summary.txt") + + y_exact_T = exact_solution(Aop, Bop, Cop, y0, T) + exact_norm = max(safe_norm(y_exact_T), 1e-300) + y0_norm = max(safe_norm(y0), 1e-300) + + t = 0.0 + dt = float(dt0) + y = y0.copy() + + accept = 0 + reject = 0 + max_y_ratio = 1.0 + max_step_ratio = 1.0 + rows: List[AdaptiveLogRow] = [] + + while t < T - 1e-15: + dt = clamp(dt, 1e-12, 0.5) + if t + dt > T: + dt = T - t + + y_hi, err_est, step_ratio = rk_step_embedded(t, y, dt) + + if err_est <= tol: + t += dt + y = y_hi + accept += 1 + + y_ratio = safe_norm(y) / y0_norm + max_y_ratio = max(max_y_ratio, y_ratio) + max_step_ratio = max(max_step_ratio, step_ratio) + + rows.append(AdaptiveLogRow(t=t, dt=dt, accepted=1, err_est=err_est, + y_norm_ratio=y_ratio, step_ratio=step_ratio)) + dt = adapt_dt(dt, err_est, tol, p=pair.order_high) + + else: + reject += 1 + rows.append(AdaptiveLogRow(t=t, dt=dt, accepted=0, err_est=err_est, + y_norm_ratio=safe_norm(y) / y0_norm, step_ratio=step_ratio)) + dt = adapt_dt(dt, err_est, tol, p=pair.order_high) + if reject > 20000: + break + + final_err = safe_norm(y - y_exact_T) / exact_norm + final_y_ratio = safe_norm(y) / y0_norm + + # Rectangular numeric CSV only + with open(out_path, "w", newline="") as fcsv: + w = csv.writer(fcsv) + w.writerow(["t", "dt", "accepted", "err_est", "y_norm_ratio", "step_ratio"]) + for r in rows: + w.writerow([f"{r.t:.16e}", f"{r.dt:.16e}", int(r.accepted), + f"{r.err_est:.16e}", f"{r.y_norm_ratio:.16e}", f"{r.step_ratio:.16e}"]) + + # Summary separately (won't break parsing) + with open(summary_path, "w") as fs: + fs.write(f"pair={pair.name}\n") + fs.write(f"final_err={final_err:.16e}\n") + fs.write(f"accept={accept}\n") + fs.write(f"reject={reject}\n") + fs.write(f"max_y_ratio={max_y_ratio:.16e}\n") + fs.write(f"final_y_ratio={final_y_ratio:.16e}\n") + fs.write(f"max_step_ratio={max_step_ratio:.16e}\n") + + print(f"[ARK] saved: {out_path}") + return out_path + + +# ----------------------------- +# Plotting +# ----------------------------- + +def plot_dt_vs_t(csv_path: str, title: str, out_png: str) -> None: + import pandas as pd + import matplotlib.pyplot as plt + + df = pd.read_csv(csv_path) + + # Robust numeric coercion + df["t"] = pd.to_numeric(df["t"], errors="coerce") + df["dt"] = pd.to_numeric(df["dt"], errors="coerce") + df["accepted"] = pd.to_numeric(df["accepted"], errors="coerce") + + df = df.dropna(subset=["t", "dt", "accepted"]) + df_acc = df[df["accepted"] == 1].copy() + + plt.figure() + if len(df_acc) == 0: + # fallback: plot all rows if nothing accepted (shouldn't happen, but safe) + plt.plot(df["t"].values, df["dt"].values, marker="o", linewidth=1) + else: + plt.plot(df_acc["t"].values, df_acc["dt"].values, marker="o", linewidth=1) + + plt.yscale("log") + plt.xlabel("t") + plt.ylabel("dt") + plt.title(title) + plt.tight_layout() + + os.makedirs(os.path.dirname(out_png), exist_ok=True) + plt.savefig(out_png, dpi=150) + plt.close() + + +# ----------------------------- +# Main driver +# ----------------------------- + +def parse_list_floats(s: str) -> List[float]: + parts = [p.strip() for p in s.split(",") if p.strip()] + return [float(p) for p in parts] + + +def main() -> None: + ap = argparse.ArgumentParser() + ap.add_argument("--Bmults", type=str, default="1,20,50,100") + ap.add_argument("--T", type=float, default=0.5) + ap.add_argument("--dt0", type=float, default=1e-2) + ap.add_argument("--tol", type=float, default=1e-7) + ap.add_argument("--ordering", type=str, default="CAB") + ap.add_argument("--outdir", type=str, default="experiments/abc_adaptive_outputs") + ap.add_argument("--plots", action="store_true") + ap.add_argument("--do_ark", action="store_true") + args = ap.parse_args() + + Bmults = parse_list_floats(args.Bmults) + T = float(args.T) + dt0 = float(args.dt0) + tol = float(args.tol) + ordering = args.ordering.strip().upper() + outdir = args.outdir + + print("========================================================================") + print(f"Adaptive study: Bmults={Bmults} T={T} dt0={dt0} tol={tol} ordering={ordering}") + print("========================================================================") + + # fixed initial condition for reproducibility + y0 = np.array([1.0, 0.2, -0.1], dtype=float) + + plot_dir = os.path.join(outdir, "plots") + + for Bmult in Bmults: + print("\n========================================================================") + print(f"Adaptive study: Bmult={int(Bmult)} T={T} dt0={dt0} tol={tol} ordering={ordering}") + print("========================================================================") + + A, B, C = make_abc_matrices(Bmult) + + # Strang-3 adaptive + strang_csv = os.path.join(outdir, f"adaptive_Strang3_Bmult{int(Bmult)}_{ordering}.csv") + acc, rej, ferr, my, fy, ms = integrate_adaptive_splitting( + method="Strang3", + ordering=ordering, + A=A, B=B, C=C, + y0=y0, T=T, dt0=dt0, tol=tol, + out_path=strang_csv, + ) + print(f"[Strang3] accept={acc} reject={rej} final_err={ferr:.6e} " + f"max||y||/||y0||={my:.6e} final||y||/||y0||={fy:.6e} max_step={ms:.6e}") + print(f" saved: {strang_csv}") + + # Yoshida-3 adaptive (4th order) + yosh_csv = os.path.join(outdir, f"adaptive_Yoshida3_Bmult{int(Bmult)}_{ordering}.csv") + acc, rej, ferr, my, fy, ms = integrate_adaptive_splitting( + method="Yoshida3", + ordering=ordering, + A=A, B=B, C=C, + y0=y0, T=T, dt0=dt0, tol=tol, + out_path=yosh_csv, + ) + print(f"[Yoshida3] accept={acc} reject={rej} final_err={ferr:.6e} " + f"max||y||/||y0||={my:.6e} final||y||/||y0||={fy:.6e} max_step={ms:.6e}") + print(f" saved: {yosh_csv}") + + # ARK baseline + ark_csv = None + if args.do_ark: + ark_csv = run_ark_baseline(Bmult=Bmult, y0=y0, T=T, dt0=dt0, tol=tol, outdir=outdir) + + # Plots + if args.plots: + plot_dt_vs_t( + strang_csv, + title=f"Adaptive dt vs t | Strang-3 | Bmult={int(Bmult)} | {ordering}", + out_png=os.path.join(plot_dir, f"dt_vs_t_Strang3_Bmult{int(Bmult)}_{ordering}.png"), + ) + plot_dt_vs_t( + yosh_csv, + title=f"Adaptive dt vs t | Yoshida-3 | Bmult={int(Bmult)} | {ordering}", + out_png=os.path.join(plot_dir, f"dt_vs_t_Yoshida3_Bmult{int(Bmult)}_{ordering}.png"), + ) + if ark_csv is not None: + plot_dt_vs_t( + ark_csv, + title=f"Adaptive dt vs t | ARK (embedded) | Bmult={int(Bmult)}", + out_png=os.path.join(plot_dir, f"dt_vs_t_ARK_Bmult{int(Bmult)}.png"), + ) + + if args.plots: + print(f"Plots saved to: {plot_dir}") + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult100_CAB.csv b/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult100_CAB.csv new file mode 100644 index 0000000..18fbbc8 --- /dev/null +++ b/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult100_CAB.csv @@ -0,0 +1,207 @@ +t,dt,accepted,err_est,y_norm_ratio,step_ratio +0.0000000000000000e+00,1.0000000000000000e-02,0,8.2769898454602216e-04,1.0000000000000000e+00,3.5918966062609498e-01 +0.0000000000000000e+00,2.0000000000000000e-03,0,8.6000068407542668e-05,1.0000000000000000e+00,8.0241620399759772e-01 +0.0000000000000000e+00,4.0000000000000002e-04,0,1.4552649317066641e-06,1.0000000000000000e+00,9.5340635256283290e-01 +1.4745352055218924e-04,1.4745352055218924e-04,1,8.2917897523733705e-08,9.8217613624622480e-01,9.8217613624622480e-01 +2.8871211968209182e-04,1.4125859912990260e-04,1,7.1937708111707636e-08,9.6583597590500514e-01,9.8336330955497442e-01 +4.3059779077575912e-04,1.4188567109366728e-04,1,7.1746588482220517e-08,9.5005159662631800e-01,9.8365728791175233e-01 +5.7323975031190887e-04,1.4264195953614977e-04,1,7.1746583123253283e-08,9.3474015406082145e-01,9.8388356735584870e-01 +7.1664203307988841e-04,1.4340228276797954e-04,1,7.1748817587848317e-08,9.1984550809157195e-01,9.8406546899205916e-01 +8.6080719522049103e-04,1.4416516214060265e-04,1,7.1750009502600377e-08,9.0532136042251488e-01,9.8421023145594233e-01 +1.0057384925972646e-03,1.4493129737677362e-04,1,7.1750317873361314e-08,8.9112922218698465e-01,9.8432364588315169e-01 +1.1514397879399470e-03,1.4570129534268239e-04,1,7.1749913377916818e-08,8.7723697803476641e-01,9.8441051667217883e-01 +1.2979154473855118e-03,1.4647565944556491e-04,1,7.1748927724842611e-08,8.6361772687215554e-01,9.8447483233878086e-01 +1.4451702607753566e-03,1.4725481338984483e-04,1,7.1747461828801204e-08,8.5024884357789154e-01,9.8451990634480924e-01 +1.5932093808930952e-03,1.4803912011773863e-04,1,7.1745590654143237e-08,8.3711121942135791e-01,9.8454849511908793e-01 +1.7420382789343776e-03,1.4882889804128239e-04,1,7.1743371641170171e-08,8.2418864651224555e-01,9.8456289605335245e-01 +1.8916627108963762e-03,1.4962443196199870e-04,1,7.1740847796079609e-08,8.1146731839034414e-01,9.8456502867913220e-01 +2.0420886930956317e-03,1.5042598219925540e-04,1,7.1738052118596981e-08,7.9893542397180983e-01,9.8455650137162276e-01 +2.1933224840098246e-03,1.5123379091419288e-04,1,7.1735009039903278e-08,7.8658281662335006e-01,9.8453866610764318e-01 +2.3453705716409540e-03,1.5204808763112954e-04,1,7.1731737220040018e-08,7.7440074360362010e-01,9.8451266317763553e-01 +2.4982396645984663e-03,1.5286909295751211e-04,1,7.1728251197899192e-08,7.6238162414506327e-01,9.8447945775125856e-01 +2.6519366858495518e-03,1.5369702125108529e-04,1,7.1724562448936926e-08,7.5051886675951862e-01,9.8443986973210740e-01 +2.8064687684674775e-03,1.5453208261792550e-04,1,7.1720679567177759e-08,7.3880671822737032e-01,9.8439459812287300e-01 +2.9618432533145039e-03,1.5537448484702641e-04,1,7.1716609862225824e-08,7.2724013821142452e-01,9.8434424088116346e-01 +3.1180676875653523e-03,1.5622443425084850e-04,1,7.1712359808700953e-08,7.1581469473394665e-01,9.8428931122314334e-01 +3.2751498237720764e-03,1.5708213620672416e-04,1,7.1707934092743472e-08,7.0452647666121149e-01,9.8423025099124195e-01 +3.4330976201892988e-03,1.5794779641722232e-04,1,7.1703337186514546e-08,6.9337202004053045e-01,9.8416744155089442e-01 +3.5919192412401844e-03,1.5882162105088549e-04,1,7.1698573395213634e-08,6.8234824588368348e-01,9.8410121285799412e-01 +3.7516230580933560e-03,1.5970381685317147e-04,1,7.1693646089038058e-08,6.7145240739469791e-01,9.8403185095775436e-01 +3.9122176499282544e-03,1.6059459183489843e-04,1,7.1688559036679229e-08,6.6068204498767935e-01,9.8395960415302008e-01 +4.0737118049111887e-03,1.6149415498293405e-04,1,7.1683314915218578e-08,6.5003494785594174e-01,9.8388468823617536e-01 +4.2361145219975598e-03,1.6240271708637145e-04,1,7.1677916931593214e-08,6.3950912095569268e-01,9.8380729076956996e-01 +4.3994350123570869e-03,1.6332049035952691e-04,1,7.1672367862662627e-08,6.2910275661962589e-01,9.8372757479906547e-01 +4.5636827011421950e-03,1.6424768878510853e-04,1,7.1666670048012127e-08,6.1881421004187609e-01,9.8364568193432589e-01 +4.7288672296168493e-03,1.6518452847465439e-04,1,7.1660826194649759e-08,6.0864197805015152e-01,9.8356173496559451e-01 +4.8949984570362953e-03,1.6613122741944618e-04,1,7.1654838136483646e-08,5.9858468071898641e-01,9.8347584015912826e-01 +5.0620864632329393e-03,1.6708800619664435e-04,1,7.1648708360838783e-08,5.8864104536171979e-01,9.8338808914166853e-01 +5.2301415507393480e-03,1.6805508750640833e-04,1,7.1642438279827976e-08,5.7880989263543881e-01,9.8329856063598198e-01 +5.3991742477910781e-03,1.6903269705173039e-04,1,7.1636029876365996e-08,5.6909012439386364e-01,9.8320732184220438e-01 +5.5691953109379393e-03,1.7002106314686110e-04,1,7.1629484515669193e-08,5.5948071312400127e-01,9.8311442975733010e-01 +5.7402157281950094e-03,1.7102041725707039e-04,1,7.1622803730126207e-08,5.4998069270694694e-01,9.8301993224393991e-01 +5.9122467221238359e-03,1.7203099392882612e-04,1,7.1615988514874463e-08,5.4058915036358168e-01,9.8292386902321771e-01 +6.0852997534080249e-03,1.7305303128418873e-04,1,7.1609039881811748e-08,5.3130521960350152e-01,9.8282627249578336e-01 +6.2593865244915479e-03,1.7408677108352312e-04,1,7.1601958608917389e-08,5.2212807407252326e-01,9.8272716850433550e-01 +6.4345189834856646e-03,1.7513245899411714e-04,1,7.1594745399088826e-08,5.1305692217551047e-01,9.8262657698855538e-01 +6.6107093282232266e-03,1.7619034473756185e-04,1,7.1587400809332966e-08,5.0409100238406057e-01,9.8252451257565776e-01 +6.7879700105233781e-03,1.7726068230015127e-04,1,7.1579924829001917e-08,4.9522957914114851e-01,9.8242098509792353e-01 +6.9663137410238369e-03,1.7834373050045906e-04,1,7.1572317921686354e-08,4.8647193927169802e-01,9.8231600001631880e-01 +7.1457534937302862e-03,1.7943975270644913e-04,1,7.1564579947592991e-08,4.7781738887752750e-01,9.8220955887583705e-01 +7.3263025111774136e-03,1.8054901744712709e-04,1,7.1556710810237085e-08,4.6926525061523605e-01,9.8210165962695117e-01 +7.5079743096763832e-03,1.8167179849896964e-04,1,7.1548709941773494e-08,4.6081486133418587e-01,9.8199229695791201e-01 +7.6907826850891930e-03,1.8280837541280985e-04,1,7.1540577315213365e-08,4.5246557001042437e-01,9.8188146254747943e-01 +7.8747417182812862e-03,1.8395903319209326e-04,1,7.1532311853676463e-08,4.4421673597788569e-01,9.8176914536867721e-01 +8.0598657816109854e-03,1.8512406332969880e-04,1,7.1523913149293793e-08,4.3606772736091054e-01,9.8165533183022435e-01 +8.2461695450021955e-03,1.8630376339121073e-04,1,7.1515380137406774e-08,4.2801791974546671e-01,9.8154000603493086e-01 +8.4336679827413264e-03,1.8749843773913089e-04,1,7.1506711703455374e-08,4.2006669501151045e-01,9.8142314990296509e-01 +8.6223763804915386e-03,1.8870839775021181e-04,1,7.1497907143523145e-08,4.1221344032733204e-01,9.8130474332423989e-01 +8.8123103421235433e-03,1.8993396163200494e-04,1,7.1488964587604425e-08,4.0445754730190442e-01,9.8118476433163160e-01 +9.0034857977594855e-03,1.9117545563594201e-04,1,7.1479883100839393e-08,3.9679841121988574e-01,9.8106318912055923e-01 +9.1959190111912305e-03,1.9243321343174533e-04,1,7.1470660869581999e-08,3.8923543042056885e-01,9.8093999223417783e-01 +9.3896265882847541e-03,1.9370757709352324e-04,1,7.1461296246077466e-08,3.8176800574096148e-01,9.8081514657712732e-01 +9.5846254854585877e-03,1.9499889717383272e-04,1,7.1451787609276283e-08,3.7439554004906339e-01,9.8068862350686226e-01 +9.7809330183648222e-03,1.9630753290623528e-04,1,7.1442132930789935e-08,3.6711743785116530e-01,9.8056039290173080e-01 +9.9785668711791578e-03,1.9763385281433628e-04,1,7.1432330172382752e-08,3.5993310494904251e-01,9.8043042317963824e-01 +1.0177545106153974e-02,1.9897823497481602e-04,1,7.1422377223883560e-08,3.5284194815293357e-01,9.8029868134215414e-01 +1.0377886173501162e-02,2.0034106734718806e-04,1,7.1412271853222662e-08,3.4584337504086754e-01,9.8016513300444474e-01 +1.0579608921663208e-02,2.0172274816204647e-04,1,7.1402011503390205e-08,3.3893679375643310e-01,9.8002974241267937e-01 +1.0782732608178958e-02,2.0312368651575073e-04,1,7.1391593775040217e-08,3.3212161283323255e-01,9.7989247243514654e-01 +1.0987276910705869e-02,2.0454430252691031e-04,1,7.1381016006809087e-08,3.2539724105699336e-01,9.7975328459091982e-01 +1.1193261938606338e-02,2.0598502790046856e-04,1,7.1370275431900156e-08,3.1876308734752873e-01,9.7961213903377042e-01 +1.1400708244967880e-02,2.0744630636154271e-04,1,7.1359368997759068e-08,3.1221856066220754e-01,9.7946899454457192e-01 +1.1609636839248942e-02,2.0892859428106182e-04,1,7.1348294040572646e-08,3.0576306991245300e-01,9.7932380850112632e-01 +1.1820069199911454e-02,2.1043236066251139e-04,1,7.1337046972980229e-08,2.9939602391099429e-01,9.7917653690721462e-01 +1.2032027288335788e-02,2.1195808842433379e-04,1,7.1325624688180930e-08,2.9311683130792826e-01,9.7902713429176080e-01 +1.2245533562670691e-02,2.1350627433490315e-04,1,7.1314023830125048e-08,2.8692490055628794e-01,9.7887555373735780e-01 +1.2460610992345118e-02,2.1507742967442748e-04,1,7.1302240628481449e-08,2.8081963988298614e-01,9.7872174683526958e-01 +1.2677283073435092e-02,2.1667208108997350e-04,1,7.1290271474107967e-08,2.7480045725948699e-01,9.7856566361951303e-01 +1.2895573844333012e-02,2.1829077089791985e-04,1,7.1278112523926731e-08,2.6886676038763269e-01,9.7840725255325434e-01 +1.3115507902135254e-02,2.1993405780224164e-04,1,7.1265759812577364e-08,2.6301795668802874e-01,9.7824646047294361e-01 +1.3337110419660906e-02,2.2160251752565194e-04,1,7.1253208949267213e-08,2.5725345329339633e-01,9.7808323253963292e-01 +1.3560407163442841e-02,2.2329674378193518e-04,1,7.1240455833044890e-08,2.5157265703815451e-01,9.7791751215575373e-01 +1.3785424511978599e-02,2.2501734853575821e-04,1,7.1227495830804314e-08,2.4597497446298053e-01,9.7774924095059734e-01 +1.4012189475120181e-02,2.2676496314158148e-04,1,7.1214324409565433e-08,2.4045981181161560e-01,9.7757835867894360e-01 +1.4240729713975052e-02,2.2854023885487111e-04,1,7.1200936517711933e-08,2.3502657503652116e-01,9.7740480318037093e-01 +1.4471073562004092e-02,2.3034384802903945e-04,1,7.1187327428323474e-08,2.2967466979701609e-01,9.7722851027091961e-01 +1.4703250046451347e-02,2.3217648444725589e-04,1,7.1173491651023454e-08,2.2440350147124172e-01,9.7704941371883558e-01 +1.4937288911307659e-02,2.3403886485631213e-04,1,7.1159424062978010e-08,2.1921247515425288e-01,9.7686744510243717e-01 +1.5173220640626777e-02,2.3593172931911740e-04,1,7.1145118834611127e-08,2.1410099567052884e-01,9.7668253378313774e-01 +1.5411076483400975e-02,2.3785584277419823e-04,1,7.1130570259740951e-08,2.0906846757428543e-01,9.7649460676031719e-01 +1.5650888479133540e-02,2.3981199573256515e-04,1,7.1115772334680498e-08,2.0411429515803817e-01,9.7630358861033428e-01 +1.5892689484611797e-02,2.4180100547825740e-04,1,7.1100718791075786e-08,1.9923788245905194e-01,9.7610940137627011e-01 +1.6136513201895381e-02,2.4382371728358339e-04,1,7.1085403148159506e-08,1.9443863326471350e-01,9.7591196445623341e-01 +1.6382394207512464e-02,2.4588100561708258e-04,1,7.1069818739689245e-08,1.8971595111819436e-01,9.7571119449245669e-01 +1.6630367982885159e-02,2.4797377537269657e-04,1,7.1053958586641508e-08,1.8506923932506369e-01,9.7550700525842593e-01 +1.6880470946187037e-02,2.5010296330187846e-04,1,7.1037815361313320e-08,1.8049790095817023e-01,9.7529930752638916e-01 +1.7132740485739466e-02,2.5226953955243117e-04,1,7.1021381670214399e-08,1.7600133886038893e-01,9.7508800892469472e-01 +1.7387214994678844e-02,2.5447450893937640e-04,1,7.1004649729661011e-08,1.7157895565145623e-01,9.7487301382155556e-01 +1.7643933907340998e-02,2.5671891266215290e-04,1,7.0987611373269412e-08,1.6723015373203620e-01,9.7465422316560701e-01 +1.7902937737433209e-02,2.5900383009220970e-04,1,7.0970258286975334e-08,1.6295433528567996e-01,9.7443153432001461e-01 +1.8164268117788686e-02,2.6133038035547655e-04,1,7.0952581669122758e-08,1.5875090228372468e-01,9.7420484091702075e-01 +1.8427967842196486e-02,2.6369972440780175e-04,1,7.0934572539669402e-08,1.5461925648647862e-01,9.7397403266494920e-01 +1.8694080909019539e-02,2.6611306682305409e-04,1,7.0916221449293637e-08,1.5055879944720341e-01,9.7373899518375773e-01 +1.8962652567050986e-02,2.6857165803144731e-04,1,7.0897518634013124e-08,1.4656893251341144e-01,9.7349960979735972e-01 +1.9233729363520323e-02,2.7107679646933615e-04,1,7.0878453828192986e-08,1.4264905682888249e-01,9.7325575333524195e-01 +1.9507359194593298e-02,2.7362983107297569e-04,1,7.0859016606461738e-08,1.3879857333324569e-01,9.7300729790134044e-01 +1.9783591358044497e-02,2.7623216345119963e-04,1,7.0839195826314425e-08,1.3501688276573712e-01,9.7275411067497786e-01 +2.0062476608938225e-02,2.7888525089373015e-04,1,7.0818980069222630e-08,1.3130338566328720e-01,9.7249605363135894e-01 +2.0344067217886664e-02,2.8159060894843976e-04,1,7.0798357397681857e-08,1.2765748236146279e-01,9.7223298330498564e-01 +2.0628417032338180e-02,2.8434981445151527e-04,1,7.0777315410870461e-08,1.2407857299420086e-01,9.7196475051005449e-01 +2.0915581540975364e-02,2.8716450863718274e-04,1,7.0755841109974768e-08,1.2056605749375453e-01,9.7169120005425513e-01 +2.1205617941566324e-02,2.9003640059096158e-04,1,7.0733921019586599e-08,1.1711933558904156e-01,9.7141217042042283e-01 +2.1498585212282210e-02,2.9296727071588476e-04,1,7.0711541090236121e-08,1.1373780680491176e-01,9.7112749344826199e-01 +2.1794544186798059e-02,2.9595897451584972e-04,1,7.0688686559045521e-08,1.1042087046112473e-01,9.7083699398673673e-01 +2.2093557633574411e-02,2.9901344677635343e-04,1,7.0665342187923644e-08,1.0716792566939810e-01,9.7054048950943683e-01 +2.2395690339206242e-02,3.0213270563183051e-04,1,7.0641491929390422e-08,1.0397837133278633e-01,9.7023778974269570e-01 +2.2701009196539102e-02,3.0531885733286118e-04,1,7.0617119064426515e-08,1.0085160614268378e-01,9.6992869622764888e-01 +2.3009583297615502e-02,3.0857410107640001e-04,1,7.0592206153069859e-08,9.7787028576247714e-02,9.6961300187822164e-01 +2.3321484031791944e-02,3.1190073417644093e-04,1,7.0566734901759138e-08,9.4784036894023413e-02,9.6929049050833194e-01 +2.3636785189514210e-02,3.1530115772226524e-04,1,7.0540686222194578e-08,9.1842029136476502e-02,9.6896093631424107e-01 +2.3955563071984813e-02,3.1877788247060263e-04,1,7.0514040150182454e-08,8.8960403120959750e-02,9.6862410333688642e-01 +2.4277896607184404e-02,3.2233353519958962e-04,1,7.0486775643300459e-08,8.6138556438594971e-02,9.6827974488236179e-01 +2.4603867472928614e-02,3.2597086574421034e-04,1,7.0458870908868113e-08,8.3375886449115075e-02,9.6792760287956192e-01 +2.4933560226865676e-02,3.2969275393706103e-04,1,7.0430302821879337e-08,8.0671790278779923e-02,9.6756740725047063e-01 +2.5267062444743024e-02,3.3350221787734833e-04,1,7.0401047337123091e-08,7.8025664814429838e-02,9.6719887515566738e-01 +2.5604464866788780e-02,3.3740242204575814e-04,1,7.0371079151157209e-08,7.5436906699978684e-02,9.6682171025895058e-01 +2.5945861553247126e-02,3.4139668645834611e-04,1,7.0340371641686607e-08,7.2904912331767449e-02,9.6643560189601529e-01 +2.6291350049734822e-02,3.4548849648769619e-04,1,7.0308896902999912e-08,7.0429077853072009e-02,9.6604022418367796e-01 +2.6641031562977181e-02,3.4968151324236036e-04,1,7.0276625574731407e-08,6.8008799149167368e-02,9.6563523508068927e-01 +2.6995011147869258e-02,3.5397958489207583e-04,1,7.0243526782611146e-08,6.5643471841886292e-02,9.6522027536329413e-01 +2.7353397906692618e-02,3.5838675882336214e-04,1,7.0209567999433506e-08,6.3332491284074838e-02,9.6479496752734450e-01 +2.7716305201520200e-02,3.6290729482758074e-04,1,7.0174714958206630e-08,6.1075252553511275e-02,9.6435891459821432e-01 +2.8083850880833695e-02,3.6754567931349558e-04,1,7.0138931573670790e-08,5.8871150446555137e-02,9.6391169885011918e-01 +2.8456157521445594e-02,3.7230664061190075e-04,1,7.0102179746764683e-08,5.6719579471917164e-02,9.6345288042924815e-01 +2.8833352687116471e-02,3.7719516567087809e-04,1,7.0064419263933768e-08,5.4619933843809199e-02,9.6298199585299216e-01 +2.9215569205202883e-02,3.8221651808641063e-04,1,7.0025607638645820e-08,5.2571607474879670e-02,9.6249855639175785e-01 +2.9602945462889597e-02,3.8737625768671505e-04,1,6.9985699976741083e-08,5.0573993968834406e-02,9.6200204631369168e-01 +2.9995625724648520e-02,3.9268026175892271e-04,1,6.9944648722947334e-08,4.8626486612992653e-02,9.6149192098528191e-01 +3.0393760472934066e-02,3.9813474828554612e-04,1,6.9902403571705012e-08,4.6728478370043014e-02,9.6096760479416365e-01 +3.0797506773987703e-02,4.0374630105363565e-04,1,6.9858911141455559e-08,4.4879361869970963e-02,9.6042848890929233e-01 +3.1207028671251514e-02,4.0952189726381130e-04,1,6.9814114870283905e-08,4.3078529401078480e-02,9.5987392882033296e-01 +3.1622497608682132e-02,4.1546893743061805e-04,1,6.9767954662848014e-08,4.1325372901211840e-02,9.5930324167884096e-01 +3.2044092886965546e-02,4.2159527828341712e-04,1,6.9720366668599166e-08,3.9619283948257970e-02,9.5871570337593148e-01 +3.2472002155649451e-02,4.2790926868390273e-04,1,6.9671282938964404e-08,3.7959653750365842e-02,9.5811054535817519e-01 +3.2906421944747667e-02,4.3441978909821295e-04,1,6.9620631164712012e-08,3.6345873135532412e-02,9.5748695113379756e-01 +3.3347558239548228e-02,4.4113629480056033e-04,1,6.9568334227922165e-08,3.4777332541073132e-02,9.5684405245651272e-01 +3.3795627103120757e-02,4.4806886357253068e-04,1,6.9514309875949268e-08,3.3253422002281117e-02,9.5618092511861763e-01 +3.4250855351206720e-02,4.5522824808596503e-04,1,6.9458470228335528e-08,3.1773531140831014e-02,9.5549658434104678e-01 +3.4713481285023100e-02,4.6262593381638211e-04,1,6.9400721320984294e-08,3.0337049152499705e-02,9.5478997968578505e-01 +3.5183755488002968e-02,4.7027420297986671e-04,1,6.9340962555594830e-08,2.8943364794410210e-02,9.5405998945106185e-01 +3.5661941693351046e-02,4.7818620534807846e-04,1,6.9279086082205225e-08,2.7591866371675721e-02,9.5330541447636030e-01 +3.6148317730191483e-02,4.8637603684043831e-04,1,6.9214976181415618e-08,2.6281941723284137e-02,9.5252497128152658e-01 +3.6643176556941617e-02,4.9485882675013454e-04,1,6.9148508489288709e-08,2.5012978207484802e-02,9.5171728447007731e-01 +3.7146827391893268e-02,5.0365083495165406e-04,1,6.9079549170650390e-08,2.3784362686381341e-02,9.5088087828198675e-01 +3.7659596952253079e-02,5.1276956035981004e-04,1,6.9007954046964771e-08,2.2595481509676104e-02,9.5001416719120346e-01 +3.8181830814320028e-02,5.2223386206694733e-04,1,6.8933567511869214e-08,2.1445720497786126e-02,9.4911544543108706e-01 +3.8713894909531095e-02,5.3206409521106912e-04,1,6.8856221422241026e-08,2.0334464923934970e-02,9.4818287527500533e-01 +3.9256177172962606e-02,5.4228226343151277e-04,1,6.8775733763364625e-08,1.9261099495415053e-02,9.4721447392222757e-01 +3.9809089363536554e-02,5.5291219057394998e-04,1,6.8691907241368786e-08,1.8225008333736702e-02,9.4620809876793477e-01 +4.0373069077823717e-02,5.6397971428716483e-04,1,6.8604527589224298e-08,1.7225574953863447e-02,9.4516143084427662e-01 +4.0948581982972299e-02,5.7551290514858090e-04,1,6.8513361727380490e-08,1.6262182242204846e-02,9.4407195613273132e-01 +4.1536124298095466e-02,5.8754231512316783e-04,1,6.8418155646819734e-08,1.5334212433415829e-02,9.4293694444152265e-01 +4.2136225558244048e-02,6.0010126014857891e-04,1,6.8318631996913987e-08,1.4441047085896816e-02,9.4175342545974805e-01 +4.2749451700718942e-02,6.1322614247489562e-04,1,6.8214487328260139e-08,1.3582067055869347e-02,9.4051816153509038e-01 +4.3376408520199479e-02,6.2695681948053640e-04,1,6.8105388977521541e-08,1.2756652469878477e-02,9.3922761663629273e-01 +4.4017745547077956e-02,6.4133702687847445e-04,1,6.7990971433720988e-08,1.1964182695722263e-02,9.3787792087090049e-01 +4.4674160413209762e-02,6.5641486613180811e-04,1,6.7870832189963840e-08,1.1204036311566790e-02,9.3646482977669188e-01 +4.5346403780870230e-02,6.7224336766047010e-04,1,6.7744526931805331e-08,1.0475591073138392e-02,9.3498367747377187e-01 +4.6035284924940564e-02,6.8888114407033608e-04,1,6.7611563995988548e-08,9.7782238788035360e-03,9.3342932255889111e-01 +4.6741678075522201e-02,7.0639315058163823e-04,1,6.7471397838912992e-08,9.1113107324580847e-03,9.3179608540246939e-01 +4.7466529649656121e-02,7.2485157413392128e-04,1,6.7323421510151432e-08,8.4742267038593645e-03,9.3007767517694506e-01 +4.8210866526665945e-02,7.4433687700982735e-04,1,6.7166957738612874e-08,7.8663458863528837e-03,9.2826710462800843e-01 +4.8975805554350056e-02,7.6493902768410855e-04,1,6.7001248473013736e-08,7.2870413516543499e-03,9.2635659007779536e-01 +4.9762564513613043e-02,7.8675895926298386e-04,1,6.6825442484776351e-08,6.7356851014526509e-03,9.2433743359003628e-01 +5.0572474820034664e-02,8.0991030642161817e-04,1,6.6638580649694841e-08,6.2116480155153617e-03,9.2219988344997406e-01 +5.1406996305075156e-02,8.3452148504048918e-04,1,6.6439578336374805e-08,5.7142997960027333e-03,9.1993296814784753e-01 +5.2267734501545093e-02,8.6073819646993830e-04,1,6.6227204265271754e-08,5.2430089075961453e-03,9.1752429777375955e-01 +5.3156460962932500e-02,8.8872646138740967e-04,1,6.6000054971266124e-08,4.7971425130423845e-03,9.1495982509055374e-01 +5.4075137282007663e-02,9.1867631907516581e-04,1,6.5756523773302436e-08,4.3760664036636230e-03,9.1222355637049612e-01 +5.5025943651340677e-02,9.5080636933301144e-04,1,6.5494762844894681e-08,3.9791449243253719e-03,9.0929719919104746e-01 +5.6011313041664984e-02,9.8536939032430699e-04,1,6.5212636533750194e-08,3.6057408923106243e-03,9.0615973051595877e-01 +5.7033972384299990e-02,1.0226593426350028e-03,1,6.4907663520146664e-08,3.2552155094777088e-03,9.0278686314359857e-01 +5.8096992560782844e-02,1.0630201764828568e-03,1,6.4576944608522278e-08,2.9269282670230387e-03,8.9915038144207449e-01 +5.9203849569599683e-02,1.1068570088168370e-03,1,6.4217071874855099e-08,2.6202368421041492e-03,8.9521730738183636e-01 +6.0358500019736146e-02,1.1546504501364621e-03,1,6.3824013388442358e-08,2.3344969855178827e-03,8.9094884401487662e-01 +6.1565475188186336e-02,1.2069751684501908e-03,1,6.3392965636487062e-08,2.0690623995641127e-03,8.8629902390090853e-01 +6.2829999416791751e-02,1.2645242286054182e-03,1,6.2918162817596911e-08,1.8232846051795383e-03,8.8121296175680730e-01 +6.4158140833960736e-02,1.3281414171689902e-03,1,6.2392627875158642e-08,1.5965127974204806e-03,8.7562456946389478e-01 +6.5557005617467023e-02,1.3988647835062916e-03,1,6.1807843996277657e-08,1.3880936883803950e-03,8.6945353060944264e-01 +6.7034991825730306e-02,1.4779862082632759e-03,1,6.1153316209743172e-08,1.1973713367246998e-03,8.6260123992190552e-01 +6.8602126139518452e-02,1.5671343137881513e-03,1,6.0415979254357277e-08,1.0236869632070553e-03,8.5494527203837856e-01 +7.0270518232909585e-02,1.6683920933911302e-03,1,5.9579387702458936e-08,8.6637875182931734e-04,8.4633172343534069e-01 +7.2054985642118416e-02,1.7844674092088275e-03,1,5.8622593698802507e-08,7.2478163673461845e-04,8.3656441851127661e-01 +7.3973931788839098e-02,1.9189461467206844e-03,1,5.7518571014846627e-08,5.9822707534969448e-04,8.2538939320387006e-01 +7.6050610290524373e-02,2.0766785016852682e-03,1,5.6231972735157247e-08,4.8604280831986233e-04,8.1247210022338978e-01 +7.8314997378911747e-02,2.2643870883873717e-03,1,5.4715901592131143e-08,3.8755260507797573e-04,7.9736310967681123e-01 +8.0806656685182082e-02,2.4916593062703340e-03,1,5.2907211689668575e-08,3.0207598672017362e-04,7.7944511986803910e-01 +8.3579292810580255e-02,2.7726361253981669e-03,1,5.0719638609109622e-08,2.2892789474038768e-04,7.5784870299026363e-01 +8.6708324802127784e-02,3.1290319915475316e-03,1,4.8033800984959704e-08,1.6741820578294514e-04,7.3131413702468762e-01 +9.0304191039940598e-02,3.5958662378128203e-03,1,4.4683015810271147e-08,1.1685079531799821e-04,6.9795751765189318e-01 +9.4537356186256361e-02,4.2331651463157639e-03,1,4.0434662562571731e-08,7.6521282224551652e-05,6.5486316987664772e-01 +9.9689521388899055e-02,5.1521652026426971e-03,1,3.4971310424278342e-08,4.5710902567593026e-05,5.9736195263239844e-01 +1.0627107344708750e-01,6.5815520581884420e-03,1,2.7895874690531100e-08,2.3668873733208469e-05,5.1779493301864132e-01 +1.1533655410709100e-01,9.0654806600034988e-03,1,1.8881902897862777e-08,9.5599388342451049e-06,4.0390341095242277e-01 +1.2955825122659945e-01,1.4221697119508450e-02,1,8.5419572780417339e-09,2.3056221231094700e-06,2.4117540531225920e-01 +1.5862132000288975e-01,2.9063068776290318e-02,1,1.0431974963030363e-09,1.2603862557564560e-07,5.4665777324197425e-02 +2.7833077871193057e-01,1.1970945870904084e-01,1,2.7149004113760324e-14,7.9476342236057703e-13,6.3057131790411151e-06 +5.0000000000000000e-01,2.2166922128806943e-01,1,1.1676027925543893e-23,1.8532755609222103e-22,2.3318581464376905e-10 diff --git a/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult1_CAB.csv b/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult1_CAB.csv new file mode 100644 index 0000000..30c88f6 --- /dev/null +++ b/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult1_CAB.csv @@ -0,0 +1,153 @@ +t,dt,accepted,err_est,y_norm_ratio,step_ratio +0.0000000000000000e+00,1.0000000000000000e-02,0,2.6749785397188180e-06,1.0000000000000000e+00,9.8785109904016954e-01 +3.0093248774920112e-03,3.0093248774920112e-03,1,7.5651744426453990e-08,9.9629571445975851e-01,9.9629571445975851e-01 +5.9817113027735395e-03,2.9723864252815288e-03,1,7.2610769493342015e-08,9.9267827625000438e-01,9.9636911194412225e-01 +8.9580391354137246e-03,2.9763278326401855e-03,1,7.2598848418319151e-08,9.8909591414068121e-01,9.9639121536651720e-01 +1.1938476717885890e-02,2.9804375824721641e-03,1,7.2598529447456536e-08,9.8554729756125325e-01,9.9641226242198067e-01 +1.4923034095980678e-02,2.9845573780947886e-03,1,7.2598258048764834e-08,9.8203132024352824e-01,9.9643246211883962e-01 +1.7911720688660683e-02,2.9886865926800066e-03,1,7.2597987998367525e-08,9.7854690662349209e-01,9.9645183045773722e-01 +2.0904545919704292e-02,2.9928252310436076e-03,1,7.2597720373837213e-08,9.7509301049106145e-01,9.9647038265712939e-01 +2.3901519202842354e-02,2.9969732831380616e-03,1,7.2597454350616984e-08,9.7166861442608188e-01,9.9648813392349622e-01 +2.6902649953002351e-02,3.0011307501599986e-03,1,7.2597189683602766e-08,9.6827272920908614e-01,9.9650509940675458e-01 +2.9907947589634915e-02,3.0052976366325640e-03,1,7.2596926087126148e-08,9.6490439324704458e-01,9.9652129419694280e-01 +3.2917421540623923e-02,3.0094739509890075e-03,1,7.2596664780148430e-08,9.6156267200426404e-01,9.9653673331143711e-01 +3.5931081225403484e-02,3.0136596847795596e-03,1,7.2596403411428681e-08,9.5824665746209570e-01,9.9655143170724747e-01 +3.8948936087428485e-02,3.0178548620249973e-03,1,7.2596144021274400e-08,9.5495546753002514e-01,9.9656540421357975e-01 +4.1970995565934095e-02,3.0220594785056133e-03,1,7.2595884943077285e-08,9.5168824553014808e-01,9.9657866559125763e-01 +4.4997269119007276e-02,3.0262735530731818e-03,1,7.2595626616199863e-08,9.4844415963157447e-01,9.9659123046458731e-01 +4.8027766217514999e-02,3.0304970985077237e-03,1,7.2595369256059659e-08,9.4522240232340160e-01,9.9660311334572993e-01 +5.1062496342110339e-02,3.0347301245953373e-03,1,7.2595112182899168e-08,9.4202218989069564e-01,9.9661432862272448e-01 +5.4101468992708644e-02,3.0389726505983053e-03,1,7.2594855399715046e-08,9.3884276188404103e-01,9.9662489053785075e-01 +5.7144693688489512e-02,3.0432246957808645e-03,1,7.2594599216096062e-08,9.3568338060616540e-01,9.9663481319115088e-01 +6.0192179963608303e-02,3.0474862751187939e-03,1,7.2594343052732706e-08,9.3254333060988037e-01,9.9664411053849145e-01 +6.3243937375333362e-02,3.0517574117250538e-03,1,7.2594086838544607e-08,9.2942191819016529e-01,9.9665279637175286e-01 +6.6299975505108397e-02,3.0560381297750293e-03,1,7.2593830814518450e-08,9.2631847089086028e-01,9.9666088432113986e-01 +6.9360303955236888e-02,3.0603284501284854e-03,1,7.2593574446954495e-08,9.2323233702295548e-01,9.9666838785484135e-01 +7.2424932356444288e-02,3.0646284012074061e-03,1,7.2593318177162813e-08,9.2016288517909062e-01,9.9667532026254346e-01 +7.5493870361753562e-02,3.0689380053092689e-03,1,7.2593061403935034e-08,9.1710950376920153e-01,9.9668169466616252e-01 +7.8567127655028920e-02,3.0732572932753647e-03,1,7.2592803978343707e-08,9.1407160054877401e-01,9.9668752400019622e-01 +8.1644713953188244e-02,3.0775862981593264e-03,1,7.2592546616505203e-08,9.1104860216096240e-01,9.9669282101533763e-01 +8.4726638996188819e-02,3.0819250430005785e-03,1,7.2592288415635062e-08,9.0803995369803903e-01,9.9669759828862359e-01 +8.7812912559884632e-02,3.0862735636958171e-03,1,7.2592029480791047e-08,9.0504511824773859e-01,9.9670186819632356e-01 +9.0903544454671262e-02,3.0906318947866254e-03,1,7.2591769812886483e-08,9.0206357646110635e-01,9.9670564292705666e-01 +9.3998544525600858e-02,3.0950000709296000e-03,1,7.2591509362529610e-08,8.9909482612626734e-01,9.9670893447833719e-01 +9.7097922653213597e-02,3.0993781276127449e-03,1,7.2591248113795678e-08,8.9613838174889981e-01,9.9671175465428341e-01 +1.0020168875389762e-01,3.1037661006840284e-03,1,7.2590985651352828e-08,8.9319377414053824e-01,9.9671411506489116e-01 +1.0330985278595173e-01,3.1081640320541068e-03,1,7.2590722495384468e-08,8.9026055000886217e-01,9.9671602711908891e-01 +1.0642242474231962e-01,3.1125719563679026e-03,1,7.2590458026594370e-08,8.8733827156796696e-01,9.9671750203817744e-01 +1.0953941465958165e-01,3.1169899172620269e-03,1,7.2590192465958845e-08,8.8442651614055567e-01,9.9671855083826588e-01 +1.1266083261496601e-01,3.1214179553843602e-03,1,7.2589925678696302e-08,8.8152487577874461e-01,9.9671918434278373e-01 +1.1578668872844486e-01,3.1258561134788468e-03,1,7.2589657621450488e-08,8.7863295688729737e-01,9.9671941317720336e-01 +1.1891699316353070e-01,3.1303044350858397e-03,1,7.2589388023908902e-08,8.7575037985526294e-01,9.9671924777071141e-01 +1.2205175613134507e-01,3.1347629678143761e-03,1,7.2589117435800255e-08,8.7287677869175362e-01,9.9671869835330895e-01 +1.2519098788289454e-01,3.1392317515494669e-03,1,7.2588844905488404e-08,8.7001180067960626e-01,9.9671777496883207e-01 +1.2833469872296488e-01,3.1437108400703393e-03,1,7.2588571278873086e-08,8.6715510601624690e-01,9.9671648745324148e-01 +1.3148289899812765e-01,3.1482002751627818e-03,1,7.2588295870268979e-08,8.6430636748518874e-01,9.9671484546271616e-01 +1.3463559910683395e-01,3.1527001087063148e-03,1,7.2588018881255077e-08,8.6146527011424723e-01,9.9671285845179181e-01 +1.3779280949671624e-01,3.1572103898822833e-03,1,7.2587740260819759e-08,8.5863151085223133e-01,9.9671053568806078e-01 +1.4095454066553761e-01,3.1617311688213840e-03,1,7.2587459948487428e-08,8.5580479824903610e-01,9.9670788624984230e-01 +1.4412080316228520e-01,3.1662624967475983e-03,1,7.2587177855534425e-08,8.5298485214227204e-01,9.9670491902764080e-01 +1.4729160758868209e-01,3.1708044263968754e-03,1,7.2586894095506193e-08,8.5017140335010488e-01,9.9670164272542339e-01 +1.5046696459776013e-01,3.1753570090780432e-03,1,7.2586608370220467e-08,8.4736419337321012e-01,9.9669806586550314e-01 +1.5364688489843456e-01,3.1799203006744239e-03,1,7.2586320766267570e-08,8.4456297409781511e-01,9.9669419678421411e-01 +1.5683137925448395e-01,3.1844943560494056e-03,1,7.2586031252357670e-08,8.4176750751005591e-01,9.9669004363973523e-01 +1.6002045848524887e-01,3.1890792307649094e-03,1,7.2585740081670317e-08,8.3897756541503876e-01,9.9668561441238113e-01 +1.6321413346216268e-01,3.1936749769138047e-03,1,7.2585446684867048e-08,8.3619292916569188e-01,9.9668091691108651e-01 +1.6641241511733765e-01,3.1982816551749745e-03,1,7.2585151268190817e-08,8.3341338938715392e-01,9.9667595876311554e-01 +1.6961531444080477e-01,3.2028993234671298e-03,1,7.2584853976505567e-08,8.3063874571709218e-01,9.9667074742811357e-01 +1.7282284247863713e-01,3.2075280378323547e-03,1,7.2584554403173371e-08,8.2786880655108697e-01,9.9666529019951522e-01 +1.7603501033919450e-01,3.2121678605573625e-03,1,7.2584253058115104e-08,8.2510338878679612e-01,9.9665959419849182e-01 +1.7925182918587262e-01,3.2168188466781193e-03,1,7.2583949328588165e-08,8.2234231758547782e-01,9.9665366639036834e-01 +1.8247331024640820e-01,3.2214810605355822e-03,1,7.2583643603529569e-08,8.1958542612486118e-01,9.9664751356988257e-01 +1.8569946480741034e-01,3.2261545610021286e-03,1,7.2583335812764436e-08,8.1683255537025867e-01,9.9664114237899692e-01 +1.8893030421566351e-01,3.2308394082531705e-03,1,7.2583025711271890e-08,8.1408355384526165e-01,9.9663455930236411e-01 +1.9216583988203761e-01,3.2355356663741185e-03,1,7.2582713313280813e-08,8.1133827740557962e-01,9.9662777066713248e-01 +1.9540608328156811e-01,3.2402433995305032e-03,1,7.2582398589192289e-08,8.0859658902140152e-01,9.9662078264944542e-01 +1.9865104595418920e-01,3.2449626726210956e-03,1,7.2582082010166355e-08,8.0585835856435561e-01,9.9661360127630527e-01 +2.0190073949799842e-01,3.2496935438092291e-03,1,7.2581762920149709e-08,8.0312346260580403e-01,9.9660623243590374e-01 +2.0515517557931875e-01,3.2544360813203275e-03,1,7.2581441499931384e-08,8.0039178420593016e-01,9.9659868186267309e-01 +2.0841436593030793e-01,3.2591903509891864e-03,1,7.2581117985149724e-08,7.9766321271823770e-01,9.9659095515279505e-01 +2.1167832234572756e-01,3.2639564154196350e-03,1,7.2580791881685915e-08,7.9493764359949959e-01,9.9658305776763834e-01 +2.1494705669064285e-01,3.2687343449152801e-03,1,7.2580463757668792e-08,7.9221497821526032e-01,9.9657499502487901e-01 +2.1822058089220847e-01,3.2735242015656308e-03,1,7.2580132929685768e-08,7.8949512366323937e-01,9.9656677211765377e-01 +2.2149890695023688e-01,3.2783260580284226e-03,1,7.2579799995841672e-08,7.8677799258559233e-01,9.9655839409743330e-01 +2.2478204692852058e-01,3.2831399782837049e-03,1,7.2579464983608784e-08,7.8406350300161998e-01,9.9654986589666583e-01 +2.2807001295470669e-01,3.2879660261860987e-03,1,7.2579126654094973e-08,7.8135157813766087e-01,9.9654119232233473e-01 +2.3136281723932095e-01,3.2928042846142708e-03,1,7.2578787012873285e-08,7.7864214624548811e-01,9.9653237803828254e-01 +2.3466047204579377e-01,3.2976548064728179e-03,1,7.2578444238489471e-08,7.7593514046527223e-01,9.9652342761913315e-01 +2.3796298971831048e-01,3.3025176725167086e-03,1,7.2578099224144272e-08,7.7323049864496740e-01,9.9651434549196605e-01 +2.4127038266863160e-01,3.3073929503211158e-03,1,7.2577752128758276e-08,7.7052816319750062e-01,9.9650513598182899e-01 +2.4458266337398496e-01,3.3122807053533494e-03,1,7.2577402061891339e-08,7.6782808095270683e-01,9.9649580330251764e-01 +2.4789984439092871e-01,3.3171810169437535e-03,1,7.2577050046346200e-08,7.6513020300008783e-01,9.9648635154203857e-01 +2.5122193834012491e-01,3.3220939491961717e-03,1,7.2576695397126058e-08,7.6243448455906560e-01,9.9647678469566048e-01 +2.5454895791709498e-01,3.3270195769700603e-03,1,7.2576338223945899e-08,7.5974088483171065e-01,9.9646710664075910e-01 +2.5788091589089324e-01,3.3319579737982521e-03,1,7.2575978655822063e-08,7.5704936686894009e-01,9.9645732115184671e-01 +2.6121782510247382e-01,3.3369092115805746e-03,1,7.2575616516701583e-08,7.5435989744045195e-01,9.9644743190313800e-01 +2.6455969846772731e-01,3.3418733652534937e-03,1,7.2575252148200432e-08,7.5167244690433099e-01,9.9643744246580512e-01 +2.6790654897258187e-01,3.3468505048545858e-03,1,7.2574885275722479e-08,7.4898698908641026e-01,9.9642735631859269e-01 +2.7125838967755361e-01,3.3518407049717355e-03,1,7.2574515599614412e-08,7.4630350115531063e-01,9.9641717683991704e-01 +2.7461523372271646e-01,3.3568440451628655e-03,1,7.2574143765964894e-08,7.4362196350040721e-01,9.9640690730948978e-01 +2.7797709431810569e-01,3.3618605953892535e-03,1,7.2573769563110873e-08,7.4094235962459032e-01,9.9639655092595247e-01 +2.8134398474731298e-01,3.3668904292073016e-03,1,7.2573392642402297e-08,7.3826467602952106e-01,9.9638611079487216e-01 +2.8471591837322946e-01,3.3719336259164560e-03,1,7.2573013126021157e-08,7.3558890210222083e-01,9.9637558992841058e-01 +2.8809290863652820e-01,3.3769902632987412e-03,1,7.2572631459638825e-08,7.3291503001040248e-01,9.9636499125506550e-01 +2.9147496904910969e-01,3.3820604125814999e-03,1,7.2572247011368657e-08,7.3024305460462824e-01,9.9635431762705651e-01 +2.9486211320426114e-01,3.3871441551514715e-03,1,7.2571860508064700e-08,7.2757297331004023e-01,9.9634357180427591e-01 +2.9825435476572132e-01,3.3922415614601525e-03,1,7.2571470936974220e-08,7.2490478603751052e-01,9.9633275647885733e-01 +3.0165170748380771e-01,3.3973527180863709e-03,1,7.2571079094973308e-08,7.2223849507613291e-01,9.9632187424785523e-01 +3.0505418518338395e-01,3.4024776995762672e-03,1,7.2570685150480913e-08,7.1957410501052843e-01,9.9631092764541218e-01 +3.0846180176157195e-01,3.4076165781879893e-03,1,7.2570288133551281e-08,7.1691162263296349e-01,9.9629991913407434e-01 +3.1187457120329026e-01,3.4127694417183043e-03,1,7.2569888825777845e-08,7.1425105684406109e-01,9.9628885108720777e-01 +3.1529250756941185e-01,3.4179363661215613e-03,1,7.2569487203252318e-08,7.1159241857737721e-01,9.9627772582034235e-01 +3.1871562499749601e-01,3.4231174280841422e-03,1,7.2569082930062822e-08,7.0893572071647915e-01,9.9626654557926664e-01 +3.2214393770743854e-01,3.4283127099425464e-03,1,7.2568676280342331e-08,7.0628097801054968e-01,9.9625531253630939e-01 +3.2557745999754306e-01,3.4335222901044917e-03,1,7.2568267066381318e-08,7.0362820699970285e-01,9.9624402880236240e-01 +3.2901620624785627e-01,3.4387462503132050e-03,1,7.2567855393008936e-08,7.0097742593687629e-01,9.9623269642055767e-01 +3.3246019091890061e-01,3.4439846710443301e-03,1,7.2567441135801989e-08,6.9832865471544814e-01,9.9622131737282704e-01 +3.3590942855402833e-01,3.4492376351277212e-03,1,7.2567024408558254e-08,6.9568191479616770e-01,9.9620989357746048e-01 +3.3936393377801294e-01,3.4545052239846109e-03,1,7.2566605417577251e-08,6.9303722913904220e-01,9.9619842689471039e-01 +3.4282372129415889e-01,3.4597875161459734e-03,1,7.2566183865506436e-08,6.9039462213833980e-01,9.9618691912989243e-01 +3.4628880588940503e-01,3.4650845952461568e-03,1,7.2565759577520764e-08,6.8775411955343235e-01,9.9617537202603179e-01 +3.4975920243751313e-01,3.4703965481081194e-03,1,7.2565333094796796e-08,6.8511574844304934e-01,9.9616378726732147e-01 +3.5323492589084871e-01,3.4757234533355588e-03,1,7.2564904008075292e-08,6.8247953711006659e-01,9.9615216649307281e-01 +3.5671599128729553e-01,3.4810653964468027e-03,1,7.2564472478736582e-08,6.7984551503658419e-01,9.9614051128238068e-01 +3.6020241374808398e-01,3.4864224607884641e-03,1,7.2564038428114532e-08,6.7721371282769327e-01,9.9612882316543738e-01 +3.6369420847945222e-01,3.4917947313682389e-03,1,7.2563601945986085e-08,6.7458416215405970e-01,9.9611710362057793e-01 +3.6719139077161317e-01,3.4971822921609553e-03,1,7.2563163076473266e-08,6.7195689569823081e-01,9.9610535407851919e-01 +3.7069397599844756e-01,3.5025852268343659e-03,1,7.2562721512042355e-08,6.6933194710202248e-01,9.9609357592278192e-01 +3.7420197962286039e-01,3.5080036244128422e-03,1,7.2562277754739335e-08,6.6670935091127048e-01,9.9608177048457502e-01 +3.7771541718911206e-01,3.5134375662516904e-03,1,7.2561831255409875e-08,6.6408914253189999e-01,9.9606993905846808e-01 +3.8123430433208139e-01,3.5188871429693348e-03,1,7.2561382655262868e-08,6.6147135817484559e-01,9.9605808288466546e-01 +3.8475865676732784e-01,3.5243524352464562e-03,1,7.2560931349087885e-08,6.5885603481678845e-01,9.9604620317155756e-01 +3.8828849030128681e-01,3.5298335339589465e-03,1,7.2560477504729575e-08,6.5624321014733045e-01,9.9603430107430901e-01 +3.9182382082898848e-01,3.5353305277016859e-03,1,7.2560021445968888e-08,6.5363292252689253e-01,9.9602237770985569e-01 +3.9536466432922185e-01,3.5408435002333627e-03,1,7.2559562814118817e-08,6.5102521094783450e-01,9.9601043416084856e-01 +3.9891103687077822e-01,3.5463725415563786e-03,1,7.2559101702613463e-08,6.4842011498872243e-01,9.9599847146423204e-01 +4.0246295461136583e-01,3.5519177405875812e-03,1,7.2558638119677198e-08,6.4581767477532770e-01,9.9598649062045230e-01 +4.0602043379790731e-01,3.5574791865414777e-03,1,7.2558172180911251e-08,6.4321793094187263e-01,9.9597449259288307e-01 +4.0958349076508144e-01,3.5630569671741101e-03,1,7.2557703715850137e-08,6.4062092459478492e-01,9.9596247831075724e-01 +4.1315214193854211e-01,3.5686511734606468e-03,1,7.2557232773242203e-08,6.3802669727424322e-01,9.9595044866481264e-01 +4.1672640383456244e-01,3.5742618960203426e-03,1,7.2556759649416632e-08,6.3543529091951267e-01,9.9593840451222260e-01 +4.2030629305560352e-01,3.5798892210410506e-03,1,7.2556283834957843e-08,6.3284674783836281e-01,9.9592634668212388e-01 +4.2389182629911937e-01,3.5855332435158717e-03,1,7.2555805580665357e-08,6.3026111066800250e-01,9.9591427596145177e-01 +4.2748302035388897e-01,3.5911940547695993e-03,1,7.2555324949797473e-08,6.2767842234616100e-01,9.9590219310992523e-01 +4.3107989209941677e-01,3.5968717455277977e-03,1,7.2554841921580035e-08,6.2509872608097450e-01,9.9589009885739899e-01 +4.3468245850671877e-01,3.6025664073019827e-03,1,7.2554356409560782e-08,6.2252206532090082e-01,9.9587799390309462e-01 +4.3829073664020252e-01,3.6082781334837491e-03,1,7.2553868418339898e-08,6.1994848372485722e-01,9.9586587891512413e-01 +4.4190474365804955e-01,3.6140070178470344e-03,1,7.2553378100619622e-08,6.1737802513441387e-01,9.9585375453295866e-01 +4.4552449681013684e-01,3.6197531520872788e-03,1,7.2552885236644311e-08,6.1481073354867866e-01,9.9584162137099674e-01 +4.4915001344214472e-01,3.6255166320078975e-03,1,7.2552390036740225e-08,6.1224665309570259e-01,9.9582948001220439e-01 +4.5278131099252167e-01,3.6312975503769284e-03,1,7.2551892435772066e-08,6.0968582800986160e-01,9.9581733101701309e-01 +4.5641840699402653e-01,3.6370960015048356e-03,1,7.2551392329526539e-08,6.0712830260685258e-01,9.9580517491876541e-01 +4.6006131907593656e-01,3.6429120819100060e-03,1,7.2550889663918658e-08,6.0457412125908883e-01,9.9579301222361616e-01 +4.6371006496543177e-01,3.6487458894951968e-03,1,7.2550384932558844e-08,6.0202332837252037e-01,9.9578084341212592e-01 +4.6736466247979308e-01,3.6545975143613251e-03,1,7.2549877376892010e-08,5.9947596837066230e-01,9.9576866895051308e-01 +4.7102512953959585e-01,3.6604670598027610e-03,1,7.2549367642748815e-08,5.9693208566473632e-01,9.9575648926705085e-01 +4.7469148415835138e-01,3.6663546187555070e-03,1,7.2548855392956332e-08,5.9439172464102918e-01,9.9574430477986742e-01 +4.7836374444864971e-01,3.6722602902983059e-03,1,7.2548340857041976e-08,5.9185492963747133e-01,9.9573211587848087e-01 +4.8204192861877393e-01,3.6781841701241961e-03,1,7.2547823547905633e-08,5.8932174492756584e-01,9.9571992293541067e-01 +4.8572605498141663e-01,3.6841263626426822e-03,1,7.2547304185168985e-08,5.8679221469666620e-01,9.9570772629268833e-01 +4.8941614194200633e-01,3.6900869605897097e-03,1,7.2546782160352255e-08,5.8426638303298384e-01,9.9569552628610092e-01 +4.9311220800949251e-01,3.6960660674861564e-03,1,7.2546257968205748e-08,5.8174429390379789e-01,9.9568332321963571e-01 +4.9681427178845106e-01,3.7020637789585619e-03,1,7.2545731007008970e-08,5.7922599114512974e-01,9.9567111738772884e-01 +5.0000000000000000e-01,3.1857282115489438e-03,1,4.6131450288739677e-08,5.7706524745787435e-01,9.9626960164031397e-01 diff --git a/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult20_CAB.csv b/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult20_CAB.csv new file mode 100644 index 0000000..a8f939b --- /dev/null +++ b/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult20_CAB.csv @@ -0,0 +1,348 @@ +t,dt,accepted,err_est,y_norm_ratio,step_ratio +0.0000000000000000e+00,1.0000000000000000e-02,0,4.3013464348186337e-04,1.0000000000000000e+00,8.0275733182373188e-01 +0.0000000000000000e+00,2.0000000000000000e-03,0,7.2786597029278433e-06,1.0000000000000000e+00,9.5342696973175933e-01 +4.3111059870672212e-04,4.3111059870672212e-04,1,8.5587221220332187e-08,9.8947679618556705e-01,9.8947679618556705e-01 +8.3977006860923731e-04,4.0865946990251519e-04,1,7.2368243765689685e-08,9.7976627663802707e-01,9.9018620791819068e-01 +1.2494280295603096e-03,4.0965796095107231e-04,1,7.2232777560205298e-08,9.7026951215206547e-01,9.9030711230585644e-01 +1.6603434790697070e-03,4.1091544950939729e-04,1,7.2232776373303266e-08,9.6096397678638312e-01,9.9040932931609638e-01 +2.0725202793895033e-03,4.1217680031979616e-04,1,7.2233956680164263e-08,9.5183501209660615e-01,9.9050020093333191e-01 +2.4859600504759170e-03,4.1343977108641378e-04,1,7.2234877403108355e-08,9.4286954229498854e-01,9.9058085730438783e-01 +2.9006649002678913e-03,4.1470484979197448e-04,1,7.2235558704568355e-08,9.3405584120447960e-01,9.9065225813843139e-01 +3.3166373919834334e-03,4.1597249171554233e-04,1,7.2236030668062776e-08,9.2538338289549493e-01,9.9071526783901764e-01 +3.7338804917572467e-03,4.1724309977381321e-04,1,7.2236320614481132e-08,9.1684270958229119e-01,9.9077066492540611e-01 +4.1523975207653496e-03,4.1851702900810308e-04,1,7.2236450292023334e-08,9.0842531443429164e-01,9.9081915026424261e-01 +4.5721921173736213e-03,4.1979459660827133e-04,1,7.2236439759895429e-08,9.0012353756416952e-01,9.9086135454592450e-01 +4.9932682019570044e-03,4.2107608458338310e-04,1,7.2236304547229702e-08,8.9193047387176194e-01,9.9089784529512603e-01 +5.4156299499825795e-03,4.2236174802557470e-04,1,7.2236059194341176e-08,8.8383989130273621e-01,9.9092913314879183e-01 +5.8392817665910641e-03,4.2365181660848416e-04,1,7.2235715887126138e-08,8.7584615846190550e-01,9.9095567769740711e-01 +6.2642282653865133e-03,4.2494649879544933e-04,1,7.2235283929561768e-08,8.6794418045596522e-01,9.9097789271597980e-01 +6.6904742525529144e-03,4.2624598716640147e-04,1,7.2234772439305014e-08,8.6012934199123792e-01,9.9099615085774073e-01 +7.1180247110803679e-03,4.2755045852745359e-04,1,7.2234188172436020e-08,8.5239745697297264e-01,9.9101078798176379e-01 +7.5468847894100124e-03,4.2886007832964435e-04,1,7.2233537571297251e-08,8.4474472376875176e-01,9.9102210695067383e-01 +7.9770597905160258e-03,4.3017500110601408e-04,1,7.2232825616363545e-08,8.3716768553820586e-01,9.9103038111118158e-01 +8.4085551637204450e-03,4.3149537320442011e-04,1,7.2232056734741034e-08,8.2966319499255958e-01,9.9103585736133404e-01 +8.8413764974780516e-03,4.3282133375760630e-04,1,7.2231234427329970e-08,8.2222838309021562e-01,9.9103875892384186e-01 +9.2755295138972817e-03,4.3415301641923067e-04,1,7.2230362284254207e-08,8.1486063119059216e-01,9.9103928780476669e-01 +9.7110200629894842e-03,4.3549054909220239e-04,1,7.2229442039445484e-08,8.0755754629091370e-01,9.9103762702462628e-01 +1.0147854120563991e-02,4.3683405757450710e-04,1,7.2228476906320776e-08,8.0031693891864253e-01,9.9103394252765387e-01 +1.0586037783092039e-02,4.3818366252804726e-04,1,7.2227468102120190e-08,7.9313680347412507e-01,9.9102838501179424e-01 +1.1025577266533741e-02,4.3953948344170298e-04,1,7.2226417607730183e-08,7.8601530062590574e-01,9.9102109142202777e-01 +1.1466478903586905e-02,4.4090163705316456e-04,1,7.2225326383498010e-08,7.7895074160510180e-01,9.9101218638469446e-01 +1.1908749142970189e-02,4.4227023938328466e-04,1,7.2224196067719763e-08,7.7194157412261277e-01,9.9100178341438383e-01 +1.2352394547301320e-02,4.4364540433113124e-04,1,7.2223027357844940e-08,7.6498636977428347e-01,9.9098998605401645e-01 +1.2797421792869077e-02,4.4502724556775728e-04,1,7.2221821506604935e-08,7.5808381271351633e-01,9.9097688882639334e-01 +1.3243837668252285e-02,4.4641587538320811e-04,1,7.2220578976829616e-08,7.5123268949244326e-01,9.9096257813954647e-01 +1.3691649074544517e-02,4.4781140629223190e-04,1,7.2219300610065775e-08,7.4443187989884418e-01,9.9094713304050452e-01 +1.4140863024792002e-02,4.4921395024748515e-04,1,7.2217986971604634e-08,7.3768034871222021e-01,9.9093062593243397e-01 +1.4591486643992216e-02,4.5062361920021518e-04,1,7.2216638780476990e-08,7.3097713825774990e-01,9.9091312318923475e-01 +1.5043527168766708e-02,4.5204052477449183e-04,1,7.2215256435108203e-08,7.2432136168330963e-01,9.9089468572121975e-01 +1.5496991947694886e-02,4.5346477892817797e-04,1,7.2213840375245683e-08,7.1771219686702881e-01,9.9087536946180732e-01 +1.5951888441561490e-02,4.5489649386660255e-04,1,7.2212391353798423e-08,7.1114888089816397e-01,9.9085522581681740e-01 +1.6408224222943499e-02,4.5633578138201084e-04,1,7.2210909551287090e-08,7.0463070507882541e-01,9.9083430207876277e-01 +1.6866006976995241e-02,4.5778275405174281e-04,1,7.2209395294222716e-08,6.9815701036629374e-01,9.9081264176274086e-01 +1.7325244501931774e-02,4.5923752493653319e-04,1,7.2207849227354220e-08,6.9172718323079652e-01,9.9079028493587173e-01 +1.7785944708838472e-02,4.6070020690669824e-04,1,7.2206271570239847e-08,6.8534065189179183e-01,9.9076726852170860e-01 +1.8248115622379987e-02,4.6217091354151628e-04,1,7.2204663000838522e-08,6.7899688287361437e-01,9.9074362654445458e-01 +1.8711765380534727e-02,4.6364975815474082e-04,1,7.2203023288956759e-08,6.7269537787388400e-01,9.9071939038503176e-01 +1.9176902236270454e-02,4.6513685573572761e-04,1,7.2201353402613271e-08,6.6643567087557265e-01,9.9069458895630325e-01 +1.9643534556660958e-02,4.6663232039050468e-04,1,7.2199653184565379e-08,6.6021732553829526e-01,9.9066924894775277e-01 +2.0111670824415707e-02,4.6813626775474954e-04,1,7.2197923062038554e-08,6.5403993277809769e-01,9.9064339495307696e-01 +2.0581319638162315e-02,4.6964881374660935e-04,1,7.2196163585857196e-08,6.4790310856495026e-01,9.9061704965462782e-01 +2.1052489712459987e-02,4.7117007429767200e-04,1,7.2194375105930140e-08,6.4180649190582095e-01,9.9059023397397672e-01 +2.1525189878246913e-02,4.7270016578692688e-04,1,7.2192557310124343e-08,6.3574974298766995e-01,9.9056296719566406e-01 +2.1999429084739903e-02,4.7423920649298937e-04,1,7.2190711094106682e-08,6.2973254145314250e-01,9.9053526705925210e-01 +2.2475216398706990e-02,4.7578731396708646e-04,1,7.2188836747932474e-08,6.2375458484795177e-01,9.9050714992209821e-01 +2.2952561005058068e-02,4.7734460635107952e-04,1,7.2186934060873368e-08,6.1781558717691065e-01,9.9047863083445098e-01 +2.3431472208547879e-02,4.7891120348980942e-04,1,7.2185003646747658e-08,6.1191527756152420e-01,9.9044972361032879e-01 +2.3911959433672792e-02,4.8048722512491451e-04,1,7.2183045813327134e-08,6.0605339902580468e-01,9.9042044094882042e-01 +2.4394032225242258e-02,4.8207279156946471e-04,1,7.2181060343780268e-08,6.0022970737017156e-01,9.9039079449930589e-01 +2.4877700250126492e-02,4.8366802488423376e-04,1,7.2179048088349338e-08,5.9444397012008421e-01,9.9036079491060713e-01 +2.5362973296636965e-02,4.8527304651047558e-04,1,7.2177008790835700e-08,5.8869596558491166e-01,9.9033045194484626e-01 +2.5849861276379327e-02,4.8688797974236192e-04,1,7.2174942924736730e-08,5.8298548196204669e-01,9.9029977449023077e-01 +2.6338374224485993e-02,4.8851294810666563e-04,1,7.2172850453608754e-08,5.7731231652959181e-01,9.9026877065040841e-01 +2.6828522301001842e-02,4.9014807651584968e-04,1,7.2170731766886209e-08,5.7167627488911299e-01,9.9023744777461375e-01 +2.7320315791320701e-02,4.9179349031885867e-04,1,7.2168586911502011e-08,5.6607717027821436e-01,9.9020581252565598e-01 +2.7813765107404482e-02,4.9344931608378032e-04,1,7.2166416103859368e-08,5.6051482292818389e-01,9.9017387091004450e-01 +2.8308880788630079e-02,4.9511568122559727e-04,1,7.2164219493274055e-08,5.5498905947597987e-01,9.9014162832779884e-01 +2.8805673502799164e-02,4.9679271416908500e-04,1,7.2161997264046332e-08,5.4949971242053952e-01,9.9010908960867916e-01 +2.9304154047079124e-02,4.9848054427996163e-04,1,7.2159749345769564e-08,5.4404661962253298e-01,9.9007625905028096e-01 +2.9804333349543011e-02,5.0017930246388793e-04,1,7.2157476204933290e-08,5.3862962383707103e-01,9.9004314044039032e-01 +3.0306222469485465e-02,5.0188911994245250e-04,1,7.2155177512032826e-08,5.3324857229628830e-01,9.9000973711314011e-01 +3.0809832599590147e-02,5.0361013010468368e-04,1,7.2152853789500081e-08,5.2790331630563125e-01,9.8997605194208182e-01 +3.1315175066139907e-02,5.0534246654976083e-04,1,7.2150504795839648e-08,5.2259371089253692e-01,9.8994208740673961e-01 +3.1822261331014214e-02,5.0708626487430827e-04,1,7.2148130773376617e-08,5.1731961446493002e-01,9.8990784558314071e-01 +3.2331102992577902e-02,5.0884166156368979e-04,1,7.2145731780363798e-08,5.1208088850836753e-01,9.8987332818999929e-01 +3.2841711787013485e-02,5.1060879443557978e-04,1,7.2143307848794963e-08,5.0687739730326731e-01,9.8983853660257193e-01 +3.3354099589732664e-02,5.1238780271917834e-04,1,7.2140858777258752e-08,5.0170900766435134e-01,9.8980347187226470e-01 +3.3868278417360807e-02,5.1417882762814441e-04,1,7.2138385048320319e-08,4.9657558869572804e-01,9.8976813473507030e-01 +3.4384260428119151e-02,5.1598201075834149e-04,1,7.2135886523137648e-08,4.9147701158182000e-01,9.8973252566180381e-01 +3.4902057923693906e-02,5.1779749557475491e-04,1,7.2133362857589338e-08,4.8641314938145985e-01,9.8969664484598763e-01 +3.5421683351624760e-02,5.1962542793085385e-04,1,7.2130814540745184e-08,4.8138387683415940e-01,9.8966049220976893e-01 +3.5943149305721206e-02,5.2146595409644609e-04,1,7.2128241441144258e-08,4.7638907020137877e-01,9.8962406745811859e-01 +3.6466468527979988e-02,5.2331922225878316e-04,1,7.2125643258330804e-08,4.7142860710748752e-01,9.8958737006330899e-01 +3.6991653910939976e-02,5.2518538295999028e-04,1,7.2123020258941648e-08,4.6650236639029402e-01,9.8955039926953292e-01 +3.7518718498690748e-02,5.2706458775077149e-04,1,7.2120372470886579e-08,4.6161022797689116e-01,9.8951315413197727e-01 +3.8047675488475541e-02,5.2895698978479126e-04,1,7.2117699460351122e-08,4.5675207276521534e-01,9.8947563351668411e-01 +3.8578538233448603e-02,5.3086274497306013e-04,1,7.2115001673608998e-08,4.5192778250579418e-01,9.8943783608859293e-01 +3.9111320243307636e-02,5.3278200985903208e-04,1,7.2112278389949266e-08,4.4713723971296537e-01,9.8939976036377575e-01 +3.9646035187814246e-02,5.3471494450660817e-04,1,7.2109530267075660e-08,4.4238032755902224e-01,9.8936140466180633e-01 +4.0182696896951343e-02,5.3666170913709412e-04,1,7.2106756869035938e-08,4.3765692980723481e-01,9.8932276718123902e-01 +4.0721319363798261e-02,5.3862246684691702e-04,1,7.2103958041392715e-08,4.3296693072819148e-01,9.8928384595416086e-01 +4.1261916746747014e-02,5.4059738294875547e-04,1,7.2101133741393828e-08,4.2831021502957606e-01,9.8924463886702974e-01 +4.1804503371470861e-02,5.4258662472384575e-04,1,7.2098283847859422e-08,4.2368666779489006e-01,9.8920514367287105e-01 +4.2349093733118126e-02,5.4459036164726353e-04,1,7.2095408537462055e-08,4.1909617442646635e-01,9.8916535799364347e-01 +4.2895702497785272e-02,5.4660876466714739e-04,1,7.2092507083456152e-08,4.1453862060027025e-01,9.8912527934087424e-01 +4.3444344506300123e-02,5.4864200851484899e-04,1,7.2089580021912826e-08,4.1001389220671614e-01,9.8908490507590785e-01 +4.3995034774851324e-02,5.5069026855119891e-04,1,7.2086626791881198e-08,4.0552187532285922e-01,9.8904423247787876e-01 +4.4547788498424043e-02,5.5275372357271781e-04,1,7.2083647321700191e-08,4.0106245616576025e-01,9.8900325869338468e-01 +4.5102621053035620e-02,5.5483255461157780e-04,1,7.2080641517722806e-08,3.9663552106020361e-01,9.8896198076509312e-01 +4.5659547998060344e-02,5.5692694502472537e-04,1,7.2077609170069594e-08,3.9224095640955786e-01,9.8892039563451328e-01 +4.6218585078888867e-02,5.5903708082852255e-04,1,7.2074550139884312e-08,3.8787864866761007e-01,9.8887850013961087e-01 +4.6779748229443786e-02,5.6116315055491700e-04,1,7.2071464373978043e-08,3.8354848431495137e-01,9.8883629102160409e-01 +4.7343053574509721e-02,5.6330534506593519e-04,1,7.2068351360819462e-08,3.7925034983986694e-01,9.8879376493232329e-01 +4.7908517433296195e-02,5.6546385878647140e-04,1,7.2065211165890676e-08,3.7498413171271638e-01,9.8875091841325424e-01 +4.8476156321543375e-02,5.6763888824717750e-04,1,7.2062043483130862e-08,3.7074971637426019e-01,9.8870774792758354e-01 +4.9045986954636668e-02,5.6983063309329189e-04,1,7.2058848204268866e-08,3.6654699021874415e-01,9.8866424984321899e-01 +4.9618026250247055e-02,5.7203929561038447e-04,1,7.2055625137951872e-08,3.6237583958288933e-01,9.8862042044495946e-01 +5.0192291331231903e-02,5.7426508098485003e-04,1,7.2052373795365491e-08,3.5823615073504506e-01,9.8857625593193732e-01 +5.0768799529374006e-02,5.7650819814210016e-04,1,7.2049094183698876e-08,3.5412780986038195e-01,9.8853175240345381e-01 +5.1347568387853801e-02,5.7876885847979453e-04,1,7.2045786007535112e-08,3.5005070305717528e-01,9.8848690588628407e-01 +5.1928615664571333e-02,5.8104727671753084e-04,1,7.2042449046159317e-08,3.4600471632864133e-01,9.8844171231996336e-01 +5.2511959335319575e-02,5.8334367074824390e-04,1,7.2039083063729486e-08,3.4198973557749285e-01,9.8839616756167281e-01 +5.3097617597048771e-02,5.8565826172919612e-04,1,7.2035687507056567e-08,3.3800564660136867e-01,9.8835026738625198e-01 +5.3685608872045959e-02,5.8799127499718502e-04,1,7.2032262631721120e-08,3.3405233508354537e-01,9.8830400746977565e-01 +5.4275951809975236e-02,5.9034293792927558e-04,1,7.2028807766749316e-08,3.3012968659949354e-01,9.8825738343343472e-01 +5.4868665292486324e-02,5.9271348251108895e-04,1,7.2025322693652262e-08,3.2623758660724878e-01,9.8821039079418938e-01 +5.5463768436655805e-02,5.9510314416948422e-04,1,7.2021807206428847e-08,3.2237592044699770e-01,9.8816302498920827e-01 +5.6061280598448879e-02,5.9751216179307614e-04,1,7.2018261014105280e-08,3.1854457334156183e-01,9.8811528137671245e-01 +5.6661221376472448e-02,5.9994077802357274e-04,1,7.2014683677303507e-08,3.1474343039598929e-01,9.8806715523137556e-01 +5.7263610616203310e-02,6.0238923973086487e-04,1,7.2011074949882665e-08,3.1097237659517873e-01,9.8801864173601317e-01 +5.7868468413746356e-02,6.0485779754304418e-04,1,7.2007434591149287e-08,3.0723129680550404e-01,9.8796973599187299e-01 +5.8475815119638688e-02,6.0734670589232943e-04,1,7.2003762114572414e-08,3.0352007577697504e-01,9.8792043301865051e-01 +5.9085671343409925e-02,6.0985622377123590e-04,1,7.2000057377905236e-08,2.9983859814162289e-01,9.8787072774040396e-01 +5.9698057957244262e-02,6.1238661383433755e-04,1,7.1996319798095074e-08,2.9618674841822812e-01,9.8782061500410989e-01 +6.0312996100956445e-02,6.1493814371218363e-04,1,7.1992549164701328e-08,2.9256441100990471e-01,9.8777008955441681e-01 +6.0930507185988927e-02,6.1751108503248545e-04,1,7.1988745079793374e-08,2.8897147020840480e-01,9.8771914605369326e-01 +6.1550612900013124e-02,6.2010571402419841e-04,1,7.1984907208959427e-08,2.8540781019553191e-01,9.8766777907070624e-01 +6.2173335211425977e-02,6.2272231141285083e-04,1,7.1981035099233016e-08,2.8187331504590790e-01,9.8761598308328513e-01 +6.2798696374266022e-02,6.2536116284004132e-04,1,7.1977128363640652e-08,2.7836786872805624e-01,9.8756375247057093e-01 +6.3426718933022611e-02,6.2802255875658646e-04,1,7.1973186628194605e-08,2.7489135510684393e-01,9.8751108151563072e-01 +6.4057425727489903e-02,6.3070679446729152e-04,1,7.1969209565651876e-08,2.7144365794634751e-01,9.8745796440504141e-01 +6.4690839897567298e-02,6.3341417007738881e-04,1,7.1965196645379158e-08,2.6802466091363408e-01,9.8740439523037515e-01 +6.5326984888741432e-02,6.3614499117413772e-04,1,7.1961147413454472e-08,2.6463424757948861e-01,9.8735036797513953e-01 +6.5965884457438326e-02,6.3889956869688826e-04,1,7.1957061547645033e-08,2.6127230142059377e-01,9.8729587651770201e-01 +6.6607562676078119e-02,6.4167821863979455e-04,1,7.1952938471852391e-08,2.5793870582391848e-01,9.8724091463752650e-01 +6.7252043938975395e-02,6.4448126289727082e-04,1,7.1948777955800226e-08,2.5463334408729160e-01,9.8718547599876960e-01 +6.7899352967308382e-02,6.4730902833299241e-04,1,7.1944579223922300e-08,2.5135609942544612e-01,9.8712955416898596e-01 +6.8549514815816157e-02,6.5016184850777827e-04,1,7.1940342012467085e-08,2.4810685496784934e-01,9.8707314258526457e-01 +6.9202554878070838e-02,6.5304006225468092e-04,1,7.1936065775925035e-08,2.4488549376450516e-01,9.8701623458262933e-01 +6.9858498892697934e-02,6.5594401462709684e-04,1,7.1931750037533702e-08,2.4169189878755895e-01,9.8695882337555962e-01 +7.0517372949499724e-02,6.5887405680179292e-04,1,7.1927394302302412e-08,2.3852595293406631e-01,9.8690090206012482e-01 +7.1179203495745164e-02,6.6183054624543460e-04,1,7.1922997935619667e-08,2.3538753902859291e-01,9.8684246361090555e-01 +7.1844017343004218e-02,6.6481384725905392e-04,1,7.1918560582627962e-08,2.3227653982391222e-01,9.8678350087043987e-01 +7.2511841673242955e-02,6.6782433023873276e-04,1,7.1914081582565988e-08,2.2919283800587537e-01,9.8672400656400949e-01 +7.3182704045979277e-02,6.7086237273632687e-04,1,7.1909560417043334e-08,2.2613631619393712e-01,9.8666397327886879e-01 +7.3856632405127784e-02,6.7392835914850896e-04,1,7.1904996572588826e-08,2.2310685694386764e-01,9.8660339347054993e-01 +7.4533655085955594e-02,6.7702268082780949e-04,1,7.1900389386577417e-08,2.2010434275060747e-01,9.8654225946083063e-01 +7.5213800822637428e-02,6.8014573668183300e-04,1,7.1895738344326543e-08,2.1712865604913995e-01,9.8648056342605117e-01 +7.5897098755484782e-02,6.8329793284735028e-04,1,7.1891042780642636e-08,2.1417967921754527e-01,9.8641829740369569e-01 +7.6583578438789116e-02,6.8647968330433893e-04,1,7.1886302172979000e-08,2.1125729457807527e-01,9.8635545328041274e-01 +7.7273269848358209e-02,6.8969140956909411e-04,1,7.1881515845113209e-08,2.0836138440028529e-01,9.8629202279820105e-01 +7.7966203389688113e-02,6.9293354132989862e-04,1,7.1876683090840198e-08,2.0549183090217207e-01,9.8622799754199908e-01 +7.8662409906388772e-02,6.9620651670066294e-04,1,7.1871803410682307e-08,2.0264851625106717e-01,9.8616336893480439e-01 +7.9361920688101786e-02,6.9951078171300973e-04,1,7.1866876056491887e-08,1.9983132256737618e-01,9.8609812824782450e-01 +8.0064767479379059e-02,7.0284679127727127e-04,1,7.1861900350104558e-08,1.9704013192511580e-01,9.8603226658163534e-01 +8.0770982488505685e-02,7.0621500912662377e-04,1,7.1856875609176172e-08,1.9427482635352317e-01,9.8596577486740833e-01 +8.1480598396508383e-02,7.0961590800270344e-04,1,7.1851801123280120e-08,1.9153528783873003e-01,9.8589864386336912e-01 +8.2193648366433072e-02,7.1304996992469416e-04,1,7.1846676102920721e-08,1.8882139832519970e-01,9.8583086414961096e-01 +8.2910166053067835e-02,7.1651768663476853e-04,1,7.1841500045820659e-08,1.8613303971631245e-01,9.8576242611943177e-01 +8.3630185611899777e-02,7.2001955883194038e-04,1,7.1836271860786869e-08,1.8347009387865382e-01,9.8569331999457344e-01 +8.4353741710223223e-02,7.2355609832345364e-04,1,7.1830991100479333e-08,1.8083244263910014e-01,9.8562353578290429e-01 +8.5080869536303019e-02,7.2712782607980042e-04,1,7.1825656724234723e-08,1.7821996779004654e-01,9.8555306331692083e-01 +8.5811604810728456e-02,7.3073527442543956e-04,1,7.1820268145950444e-08,1.7563255108745793e-01,9.8548189221065996e-01 +8.6545983796451426e-02,7.3437898572296337e-04,1,7.1814824337521316e-08,1.7307007425462481e-01,9.8541001188579724e-01 +8.7284043310538684e-02,7.3805951408726191e-04,1,7.1809324651506206e-08,1.7053241898073548e-01,9.8533741153796539e-01 +8.8025820734856777e-02,7.4177742431809791e-04,1,7.1803768111903009e-08,1.6801946692416619e-01,9.8526408015796008e-01 +8.8771354028109789e-02,7.4553329325300970e-04,1,7.1798153902567105e-08,1.6553109971201913e-01,9.8519000650519761e-01 +8.9520681737571217e-02,7.4932770946142422e-04,1,7.1792481152094251e-08,1.6306719894172736e-01,9.8511517911390478e-01 +9.0273843011251187e-02,7.5316127367996380e-04,1,7.1786748878960629e-08,1.6062764618216244e-01,9.8503958628469046e-01 +9.1030877610703789e-02,7.5703459945259777e-04,1,7.1780956195443123e-08,1.5821232297367196e-01,9.8496321607208692e-01 +9.1791825923772455e-02,7.6094831306866052e-04,1,7.1775102129742834e-08,1.5582111082937777e-01,9.8488605628594361e-01 +9.2556728977901515e-02,7.6490305412906011e-04,1,7.1769185786380950e-08,1.5345389123570469e-01,9.8480809448043805e-01 +9.3325628453457390e-02,7.6889947555587807e-04,1,7.1763206043880236e-08,1.5111054565393345e-01,9.8472931795406959e-01 +9.4098566698143205e-02,7.7293824468581038e-04,1,7.1757162026457462e-08,1.4879095551947247e-01,9.8464971372829790e-01 +9.4875586740837417e-02,7.7702004269421731e-04,1,7.1751052591326150e-08,1.4649500224401557e-01,9.8456926855909321e-01 +9.5656732306696551e-02,7.8114556585913929e-04,1,7.1744876725816297e-08,1.4422256721500343e-01,9.8448796891222989e-01 +9.6442047832111868e-02,7.8531552541531323e-04,1,7.1738633359183034e-08,1.4197353179671260e-01,9.8440580096637686e-01 +9.7231578480203529e-02,7.8953064809165671e-04,1,7.1732321341292692e-08,1.3974777733092478e-01,9.8432275060273344e-01 +9.8025370156946304e-02,7.9379167674276997e-04,1,7.1725939556066853e-08,1.3754518513699565e-01,9.8423880339281999e-01 +9.8823469527524493e-02,7.9809937057818752e-04,1,7.1719486879408344e-08,1.3536563651251401e-01,9.8415394459420158e-01 +9.9625924033078225e-02,8.0245450555373665e-04,1,7.1712962060704637e-08,1.3320901273409497e-01,9.8406815914303569e-01 +1.0043278190829608e-01,8.0685787521785426e-04,1,7.1706363938269738e-08,1.3107519505713450e-01,9.8398143163766327e-01 +1.0124409219906724e-01,8.1131029077117166e-04,1,7.1699691242485221e-08,1.2896406471671118e-01,9.8389374633771798e-01 +1.0205990478093926e-01,8.1581258187202383e-04,1,7.1692942766734919e-08,1.2687550292765409e-01,9.8380508714854076e-01 +1.0288027037775375e-01,8.2036559681449505e-04,1,7.1686117097736271e-08,1.2480939088547893e-01,9.8371543761798297e-01 +1.0370524058149781e-01,8.2497020374405902e-04,1,7.1679213018159759e-08,1.2276560976558686e-01,9.8362478091278094e-01 +1.0453486787185640e-01,8.2962729035859057e-04,1,7.1672229074444103e-08,1.2074404072462587e-01,9.8353309982477133e-01 +1.0536920563712927e-01,8.3433776527288325e-04,1,7.1665163996802596e-08,1.1874456489986339e-01,9.8344037674436813e-01 +1.0620830819491732e-01,8.3910255778804036e-04,1,7.1658016202225421e-08,1.1676706341056836e-01,9.8334659366546462e-01 +1.0705223081451773e-01,8.4392261960041231e-04,1,7.1650784374348615e-08,1.1481141735676291e-01,9.8325173215216399e-01 +1.0790102973879501e-01,8.4879892427727082e-04,1,7.1643466946481231e-08,1.1287750782073983e-01,9.8315577334949456e-01 +1.0875476220755867e-01,8.5373246876366824e-04,1,7.1636062363499908e-08,1.1096521586656682e-01,9.8305869795415846e-01 +1.0961348648145124e-01,8.5872427389256309e-04,1,7.1628569116524110e-08,1.0907442254003487e-01,9.8296048620492393e-01 +1.1047726186622099e-01,8.6377538476976163e-04,1,7.1620985575154961e-08,1.0720500886932244e-01,9.8286111787549213e-01 +1.1134614873806789e-01,8.6888687184689842e-04,1,7.1613310082820890e-08,1.0535685586489490e-01,9.8276057225385482e-01 +1.1222020856970888e-01,8.7405983164098758e-04,1,7.1605540986268142e-08,1.0352984451951404e-01,9.8265882812862471e-01 +1.1309950395706378e-01,8.7929538735489685e-04,1,7.1597676520357121e-08,1.0172385580860470e-01,9.8255586377733861e-01 +1.1398409864705401e-01,8.8459468999023297e-04,1,7.1589714921020126e-08,9.9938770690008366e-02,9.8245165694510250e-01 +1.1487405756608225e-01,8.8995891902823583e-04,1,7.1581654386132477e-08,9.8174470104105113e-02,9.8234618483175273e-01 +1.1576944684937614e-01,8.9538928329388771e-04,1,7.1573493049094536e-08,9.6430834973968413e-02,9.8223942407544718e-01 +1.1667033387133384e-01,9.0088702195770915e-04,1,7.1565228974583959e-08,9.4707746205349982e-02,9.8213135073357416e-01 +1.1757678727692132e-01,9.0645340558748286e-04,1,7.1556860270512735e-08,9.3005084686486064e-02,9.8202194026270972e-01 +1.1848887701367949e-01,9.1208973675816960e-04,1,7.1548384791659508e-08,9.1322731288622588e-02,9.8191116750729723e-01 +1.1940667436562556e-01,9.1779735194606835e-04,1,7.1539800650682405e-08,8.9660566864931318e-02,9.8179900666310504e-01 +1.2033025198691566e-01,9.2357762129010245e-04,1,7.1531105624643723e-08,8.8018472251847168e-02,9.8168543128265218e-01 +1.2125968393782313e-01,9.2943195090746907e-04,1,7.1522297563250019e-08,8.6396328268177627e-02,9.8157041423045710e-01 +1.2219504572133570e-01,9.3536178351257080e-04,1,7.1513374220710720e-08,8.4794015715214638e-02,9.8145392767167905e-01 +1.2313641432112618e-01,9.4136859979048447e-04,1,7.1504333350360958e-08,8.3211415376544640e-02,9.8133594304596627e-01 +1.2408386824052500e-01,9.4745391939881837e-04,1,7.1495172561056302e-08,8.1648408018280133e-02,9.8121643104865297e-01 +1.2503748754316463e-01,9.5361930263961655e-04,1,7.1485889487601322e-08,8.0104874388663053e-02,9.8109536159882638e-01 +1.2599735389459130e-01,9.5986635142668037e-04,1,7.1476481577696477e-08,7.8580695218312319e-02,9.8097270382129886e-01 +1.2696355060583411e-01,9.6619671124281476e-04,1,7.1466946367716448e-08,7.7075751219588318e-02,9.8084842600917466e-01 +1.2793616267775001e-01,9.7261207191588815e-04,1,7.1457281200428300e-08,7.5589923087063984e-02,9.8072249560966041e-01 +1.2891527684745596e-01,9.7911416970595990e-04,1,7.1447483355178990e-08,7.4123091497102805e-02,9.8059487918420429e-01 +1.2990098163632505e-01,9.8570478886908009e-04,1,7.1437550114390717e-08,7.2675137107511723e-02,9.8046554237895389e-01 +1.3089336739929205e-01,9.9238576296700417e-04,1,7.1427478644314016e-08,7.1245940557718906e-02,9.8033444990026586e-01 +1.3189252637606816e-01,9.9915897677609815e-04,1,7.1417265977956109e-08,6.9835382468665719e-02,9.8020156547852089e-01 +1.3289855274441270e-01,1.0060263683445310e-03,1,7.1406909128165772e-08,6.8443343442346094e-02,9.8006685182909670e-01 +1.3391154267500180e-01,1.0129899305890897e-03,1,7.1396405009210120e-08,6.7069704061763408e-02,9.7993027062244875e-01 +1.3493159438832206e-01,1.0200517133202554e-03,1,7.1385750421703249e-08,6.5714344890791684e-02,9.7979178244586262e-01 +1.3595880821373460e-01,1.0272138254125314e-03,1,7.1374942122306135e-08,6.4377146473875033e-02,9.7965134676243215e-01 +1.3699328665045180e-01,1.0344784367172077e-03,1,7.1363976694806114e-08,6.3057989336026160e-02,9.7950892187518457e-01 +1.3803513443112220e-01,1.0418477806704027e-03,1,7.1352850709866882e-08,6.1756753982338222e-02,9.7936446487765627e-01 +1.3908445858733842e-01,1.0493241562162209e-03,1,7.1341560564772317e-08,6.0473320898026303e-02,9.7921793161798998e-01 +1.4014136851792769e-01,1.0569099305892775e-03,1,7.1330102588623885e-08,5.9207570548029539e-02,9.7906927664628918e-01 +1.4120597605960752e-01,1.0646075416798414e-03,1,7.1318472979554900e-08,5.7959383376846099e-02,9.7891845317025972e-01 +1.4227839556040847e-01,1.0724195008009444e-03,1,7.1306667833437977e-08,5.6728639808243074e-02,9.7876541300308784e-01 +1.4335874395582421e-01,1.0803483954157477e-03,1,7.1294683120014291e-08,5.5515220245037702e-02,9.7861010651221270e-01 +1.4444714084791394e-01,1.0883968920897135e-03,1,7.1282514683837890e-08,5.4319005068834691e-02,9.7845248256382555e-01 +1.4554370858746535e-01,1.0965677395514189e-03,1,7.1270158221730627e-08,5.3139874639753851e-02,9.7829248846537942e-01 +1.4664857235945361e-01,1.1048637719882539e-03,1,7.1257609356869340e-08,5.1977709296052742e-02,9.7813006990363327e-01 +1.4776186027153906e-01,1.1132879120854611e-03,1,7.1244863489083500e-08,5.0832389354074865e-02,9.7796517088788193e-01 +1.4888370344650698e-01,1.1218431749679114e-03,1,7.1231915915944750e-08,4.9703795107733484e-02,9.7779773367566658e-01 +1.5001423611816769e-01,1.1305326716607286e-03,1,7.1218761799810176e-08,4.8591806828231901e-02,9.7762769870808985e-01 +1.5115359573102982e-01,1.1393596128621195e-03,1,7.1205396111739119e-08,4.7496304763856662e-02,9.7745500453918599e-01 +1.5230192304419871e-01,1.1483273131688912e-03,1,7.1191813668967421e-08,4.6417169139585573e-02,9.7727958775663992e-01 +1.5345936223947054e-01,1.1574391952718231e-03,1,7.1178009110622248e-08,4.5354280156745461e-02,9.7710138290330040e-01 +1.5462606103392559e-01,1.1666987944550407e-03,1,7.1163976940423008e-08,4.4307517992628880e-02,9.7692032239297055e-01 +1.5580217079697181e-01,1.1761097630462111e-03,1,7.1149711391383877e-08,4.3276762800311057e-02,9.7673633642739144e-01 +1.5698784667277349e-01,1.1856758758016651e-03,1,7.1135206599989502e-08,4.2261894708042654e-02,9.7654935289519607e-01 +1.5818324770731931e-01,1.1954010345458209e-03,1,7.1120456407653324e-08,4.1262793819107760e-02,9.7635929728572335e-01 +1.5938853698144359e-01,1.2052892741242676e-03,1,7.1105454525878863e-08,4.0279340211226186e-02,9.7616609257742115e-01 +1.6060388174911813e-01,1.2153447676745348e-03,1,7.1090194416522297e-08,3.9311413936330801e-02,9.7596965913990774e-01 +1.6182945358192646e-01,1.2255718328083322e-03,1,7.1074669258263095e-08,3.8358895020187737e-02,9.7576991461854379e-01 +1.6306542852018485e-01,1.2359749382583858e-03,1,7.1058872070232200e-08,3.7421663461771788e-02,9.7556677381028067e-01 +1.6431198723028154e-01,1.2465587100966723e-03,1,7.1042795588309970e-08,3.6499599232996692e-02,9.7536014854825903e-01 +1.6556931516923531e-01,1.2573279389537782e-03,1,7.1026432266189443e-08,3.5592582278282728e-02,9.7514994756726014e-01 +1.6683760275679144e-01,1.2682875875561243e-03,1,7.1009774318434558e-08,3.4700492514029485e-02,9.7493607636337298e-01 +1.6811704555513698e-01,1.2794427983455533e-03,1,7.0992813639096181e-08,3.3823209828227993e-02,9.7471843705253447e-01 +1.6940784445707413e-01,1.2907989019371594e-03,1,7.0975541851610408e-08,3.2960614079918529e-02,9.7449692821319522e-01 +1.7071020588273647e-01,1.3023614256623408e-03,1,7.0957950249213951e-08,3.2112585098759430e-02,9.7427144472785276e-01 +1.7202434198561081e-01,1.3141361028743506e-03,1,7.0940029779853690e-08,3.1279002684516270e-02,9.7404187761030292e-01 +1.7335047086839533e-01,1.3261288827845358e-03,1,7.0921771095027655e-08,3.0459746606477614e-02,9.7380811382313648e-01 +1.7468881680885273e-01,1.3383459404574026e-03,1,7.0903164429944139e-08,2.9654696603046458e-02,9.7357003609281656e-01 +1.7603961049689390e-01,1.3507936880411580e-03,1,7.0884199671631319e-08,2.8863732381104158e-02,9.7332752270137735e-01 +1.7740308928300019e-01,1.3634787861062983e-03,1,7.0864866301915957e-08,2.8086733615482650e-02,9.7308044727679865e-01 +1.7877949743890395e-01,1.3764081559037558e-03,1,7.0845153376741801e-08,2.7323579948393246e-02,9.7282867856628508e-01 +1.8016908643126570e-01,1.3895889923617329e-03,1,7.0825049529176309e-08,2.6574150988811805e-02,9.7257208019604646e-01 +1.8157211520897479e-01,1.4030287777090974e-03,1,7.0804542920447831e-08,2.5838326311906173e-02,9.7231051041986527e-01 +1.8298885050508315e-01,1.4167352961083504e-03,1,7.0783621218150578e-08,2.5115985458407576e-02,9.7204382184902804e-01 +1.8441956715426164e-01,1.4307166491784862e-03,1,7.0762271589834820e-08,2.4407007933937054e-02,9.7177186116608494e-01 +1.8586454842661954e-01,1.4449812723578892e-03,1,7.0740480674097173e-08,2.3711273208350640e-02,9.7149446882348001e-01 +1.8732408637893275e-01,1.4595379523132115e-03,1,7.0718234526277267e-08,2.3028660715091069e-02,9.7121147872315994e-01 +1.8879848222456955e-01,1.4743958456367879e-03,1,7.0695518611891703e-08,2.2359049850461301e-02,9.7092271787256124e-01 +1.9028804672315083e-01,1.4895644985812870e-03,1,7.0672317773196302e-08,2.1702319972899578e-02,9.7062800602199228e-01 +1.9179310059123844e-01,1.5050538680875987e-03,1,7.0648616183157795e-08,2.1058350402248977e-02,9.7032715527857183e-01 +1.9331397493551911e-01,1.5208743442806771e-03,1,7.0624397318085576e-08,2.0427020418984358e-02,9.7001996969348570e-01 +1.9485101170991473e-01,1.5370367743956159e-03,1,7.0599643908460014e-08,1.9808209263425611e-02,9.6970624482346734e-01 +1.9640456419830329e-01,1.5535524883885750e-03,1,7.0574337916664666e-08,1.9201796134906846e-02,9.6938576726173509e-01 +1.9797499752445072e-01,1.5704333261474383e-03,1,7.0548460474077675e-08,1.8607660190957939e-02,9.6905831414026777e-01 +1.9956268919116543e-01,1.5876916667147130e-03,1,7.0521991828336702e-08,1.8025680546442564e-02,9.6872365259560267e-01 +2.0116802965075128e-01,1.6053404595858588e-03,1,7.0494911317739825e-08,1.7455736272641596e-02,9.6838153919722891e-01 +2.0279142290877153e-01,1.6233932580202353e-03,1,7.0467197284696553e-08,1.6897706396351318e-02,9.6803171934002707e-01 +2.0443328716374976e-01,1.6418642549782339e-03,1,7.0438827049868754e-08,1.6351469898908785e-02,9.6767392658920381e-01 +2.0609405548514811e-01,1.6607683213983662e-03,1,7.0409776817960673e-08,1.5816905715231758e-02,9.6730788198358231e-01 +2.0777417653267283e-01,1.6801210475247074e-03,1,7.0380021631379440e-08,1.5293892732789636e-02,9.6693329328387800e-01 +2.0947411531979879e-01,1.6999387871259484e-03,1,7.0349535279975609e-08,1.4782309790561068e-02,9.6654985416945216e-01 +2.1119435402497586e-01,1.7202387051770583e-03,1,7.0318290246015122e-08,1.4282035677933475e-02,9.6615724337295161e-01 +2.1293539285395099e-01,1.7410388289751510e-03,1,7.0286257586545253e-08,1.3792949133600322e-02,9.6575512375390449e-01 +2.1469775095742352e-01,1.7623581034725206e-03,1,7.0253406875719125e-08,1.3314928844375499e-02,9.6534314129671217e-01 +2.1648196740807205e-01,1.7842164506485358e-03,1,7.0219706086489643e-08,1.2847853444003333e-02,9.6492092403712193e-01 +2.1828860224182542e-01,1.8066348337533824e-03,1,7.0185121485013625e-08,1.2391601511914496e-02,9.6448808090181082e-01 +2.2011823756852752e-01,1.8296353267021124e-03,1,7.0149617523549916e-08,1.1946051571929255e-02,9.6404420045650707e-01 +2.2197147875757439e-01,1.8532411890468611e-03,1,7.0113156705663106e-08,1.1511082090923566e-02,9.6358884955529756e-01 +2.2384895570480334e-01,1.8774769472289616e-03,1,7.0075699464977616e-08,1.1086571477433773e-02,9.6312157187858838e-01 +2.2575132418731284e-01,1.9023684825094985e-03,1,7.0037204004068332e-08,1.0672398080226299e-02,9.6264188635318815e-01 +2.2767926731381630e-01,1.9279431265034558e-03,1,6.9997626144893386e-08,1.0268440186799028e-02,9.6214928543794476e-01 +2.2963349707867617e-01,1.9542297648598647e-03,1,6.9956919154217349e-08,9.8745760218315552e-03,9.6164323326596202e-01 +2.3161475602870371e-01,1.9812589500275354e-03,1,6.9915033548938854e-08,9.4906837455772681e-03,9.6112316362691974e-01 +2.3362381905280055e-01,2.0090630240968306e-03,1,6.9871916901755860e-08,9.1166414521823991e-03,9.6058847777230216e-01 +2.3566149530541394e-01,2.0376762526134011e-03,1,6.9827513610919683e-08,8.7523271679489697e-03,9.6003854202841132e-01 +2.3772863027612420e-01,2.0671349707102539e-03,1,6.9781764648331935e-08,8.3976188495253502e-03,9.5947268519365203e-01 +2.3982610801903323e-01,2.0974777429090328e-03,1,6.9734607317961450e-08,8.0523943820091631e-03,9.5889019569687917e-01 +2.4195485355679738e-01,2.1287455377641596e-03,1,6.9685974923082627e-08,7.7165315770019623e-03,9.5829031849736612e-01 +2.4411583547649574e-01,2.1609819196983411e-03,1,6.9635796480678403e-08,7.3899081705448288e-03,9.5767225168486458e-01 +2.4631006873569608e-01,2.1942332592003368e-03,1,6.9583996352386864e-08,7.0724018209909209e-03,9.5703514276138846e-01 +2.4853861769976970e-01,2.2285489640736320e-03,1,6.9530493850114880e-08,6.7638901067825748e-03,9.5637808455782558e-01 +2.5080259943388611e-01,2.2639817341163779e-03,1,6.9475202819436928e-08,6.4642505241203040e-03,9.5570011074517558e-01 +2.5310318727574677e-01,2.3005878418606422e-03,1,6.9418031160333742e-08,6.1733604845364224e-03,9.5500019089630384e-01 +2.5544161471851551e-01,2.3384274427687567e-03,1,6.9358880302221786e-08,5.8910973123570817e-03,9.5427722504033596e-01 +2.5781917963702888e-01,2.3775649185133760e-03,1,6.9297644631819420e-08,5.6173382420441117e-03,9.5353003764871846e-01 +2.6023724889446898e-01,2.4180692574400937e-03,1,6.9234210839584262e-08,5.3519604154192079e-03,9.5275737098424496e-01 +2.6269726337170962e-01,2.4600144772406502e-03,1,6.9168457214803497e-08,5.0948408787483863e-03,9.5195787772830864e-01 +2.6520074346687156e-01,2.5034800951619571e-03,1,6.9100252843384304e-08,4.8458565796915447e-03,9.5113011279794712e-01 +2.6774929511921769e-01,2.5485516523461099e-03,1,6.9029456722879121e-08,4.6048843640996862e-03,9.5027252424230890e-01 +2.7034461641883123e-01,2.5953212996135296e-03,1,6.8955916765308984e-08,4.3718009726542596e-03,9.4938344309738232e-01 +2.7298850487222037e-01,2.6438884533891566e-03,1,6.8879468688232714e-08,4.1464830373333442e-03,9.4846107205467822e-01 +2.7568286540391901e-01,2.6943605316986151e-03,1,6.8799934762939244e-08,3.9288070776980410e-03,9.4750347278032199e-01 +2.7842971918592746e-01,2.7468537820084338e-03,1,6.8717122404431086e-08,3.7186494969842156e-03,9.4650855169071824e-01 +2.8123121340056073e-01,2.8014942146332628e-03,1,6.8630822588328363e-08,3.5158865779829421e-03,9.4547404395985368e-01 +2.8408963205827281e-01,2.8584186577120989e-03,1,6.8540808052066040e-08,3.3203944786995513e-03,9.4439749549726826e-01 +2.8700740801110286e-01,2.9177759528300358e-03,1,6.8446831258585249e-08,3.1320492277716063e-03,9.4327624258617870e-01 +2.8998713632479883e-01,2.9797283136959781e-03,1,6.8348622082302860e-08,2.9507267196281642e-03,9.4210738881890133e-01 +2.9303158919930933e-01,3.0444528745104901e-03,1,6.8245885166498455e-08,2.7763027093719505e-03,9.4088777890004205e-01 +2.9614373265915694e-01,3.1121434598476347e-03,1,6.8138296910670188e-08,2.6086528073606436e-03,9.3961396880629333e-01 +2.9932674527308900e-01,3.1830126139320578e-03,1,6.8025501999515335e-08,2.4476524734687957e-03,9.3828219169773563e-01 +3.0258403920829546e-01,3.2572939352064800e-03,1,6.7907109424676590e-08,2.2931770109970435e-03,9.3688831884992618e-01 +3.0591928397940260e-01,3.3352447711071454e-03,1,6.7782687884703012e-08,2.1451015602050550e-03,9.3542781473829317e-01 +3.0933643331938759e-01,3.4171493399850141e-03,1,6.7651760459150004e-08,2.0033010914355933e-03,9.3389568522065369e-01 +3.1283975568095351e-01,3.5033223615659019e-03,1,6.7513798411952078e-08,1.8676503977960060e-03,9.3228641754376618e-01 +3.1643386897669928e-01,3.5941132957457728e-03,1,6.7368213967247493e-08,1.7380240873565911e-03,9.3059391062032515e-01 +3.2012378028907190e-01,3.6899113123726028e-03,1,6.7214351835773919e-08,1.6142965748261674e-03,9.2881139367947185e-01 +3.2391493143322647e-01,3.7911511441545754e-03,1,6.7051479255637455e-08,1.4963420726549358e-03,9.2693133095203806e-01 +3.2781325144504209e-01,3.8983200118155961e-03,1,6.6878774210483413e-08,1.3840345815161607e-03,9.2494530950432352e-01 +3.3182521730398179e-01,4.0119658589396964e-03,1,6.6695311451308914e-08,1.2772478801056121e-03,9.2284390662148952e-01 +3.3595792449962752e-01,4.1327071956457134e-03,1,6.6500045812477389e-08,1.1758555141971145e-03,9.2061653224265783e-01 +3.4021916943110669e-01,4.2612449314791603e-03,1,6.6291792204183389e-08,1.0797307848819146e-03,9.1825124077354447e-01 +3.4461754611539541e-01,4.3983766842887106e-03,1,6.6069201488352421e-08,9.8874673591239459e-04,9.1573450507899479e-01 +3.4916256030852266e-01,4.5450141931272243e-03,1,6.5830731219672177e-08,9.0277614006251670e-04,9.1305094345464910e-01 +3.5386476496097591e-01,4.7022046524532414e-03,1,6.5574609942942780e-08,8.2169148440688206e-04,9.1018298772271533e-01 +3.5873592200168819e-01,4.8711570407123060e-03,1,6.5298793349053051e-08,7.4536495440923967e-04,9.0711047705120518e-01 +3.6378919686753830e-01,5.0532748658501216e-03,1,6.5000910057291064e-08,6.7366841670062929e-04,9.0381015731355985e-01 +3.6903939410099473e-01,5.2501972334564476e-03,1,6.4678194084520780e-08,6.0647340041374985e-04,9.0025505928276262e-01 +3.7450324491977993e-01,5.4638508187852203e-03,1,6.4327400079479165e-08,5.4365107692750313e-04,8.9641371996960151e-01 +3.8019976120096843e-01,5.6965162811884766e-03,1,6.3944696045064486e-08,4.8507223786274048e-04,8.9224919888722254e-01 +3.8615067523602337e-01,5.9509140350549189e-03,1,6.3525526376974128e-08,4.3060727115790468e-04,8.8771782333944327e-01 +3.9238099153408024e-01,6.2303162980568774e-03,1,6.3064435373855783e-08,3.8012613504278609e-04,8.8276757152898366e-01 +3.9891968684743517e-01,6.5386953133549286e-03,1,6.2554837546208876e-08,3.3349832972300389e-04,8.7733596556171056e-01 +4.0580060898283171e-01,6.8809221353965623e-03,1,6.1988715524107035e-08,2.9059286658891217e-04,8.7134729229460306e-01 +4.1306364626911890e-01,7.2630372862871806e-03,1,6.1356218285336542e-08,2.5127823477495481e-04,8.6470888884697261e-01 +4.2075627173951663e-01,7.6926254703977527e-03,1,6.0645120461564912e-08,2.1542236492543202e-04,8.5730610579290567e-01 +4.2893561579947587e-01,8.1793440599592284e-03,1,5.9840085601926271e-08,1.8289259007400640e-04,8.4899536841179091e-01 +4.3767129983926861e-01,8.7356840397927252e-03,1,5.8921649242120901e-08,1.5355560362106501e-04,8.3959445026684587e-01 +4.4704939126529331e-01,9.3780914260246668e-03,1,5.7864796465872968e-08,1.2727741448130219e-04,8.2886857581172679e-01 +4.5717805520358445e-01,1.0128663938291132e-02,1,5.6636945704878265e-08,1.0392329951537450e-04,8.1651013998749511e-01 +4.6819585127176333e-01,1.1017796068178900e-02,1,5.5195054629647715e-08,8.3357753164017828e-05,8.0210841604086880e-01 +4.8028429843371623e-01,1.2088447161952906e-02,1,5.3481420560482425e-08,6.5444433217866019e-05,7.8510313358728745e-01 +4.9368760798717276e-01,1.3403309553456524e-02,1,5.1417543815776645e-08,5.0046098334446131e-05,7.6471131116441204e-01 +5.0000000000000000e-01,6.3123920128272393e-03,1,7.5654569604225265e-09,4.4106419100331148e-05,8.8131583816141823e-01 diff --git a/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult50_CAB.csv b/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult50_CAB.csv new file mode 100644 index 0000000..2a6d1fa --- /dev/null +++ b/experiments/abc_adaptive_outputs/adaptive_Strang3_Bmult50_CAB.csv @@ -0,0 +1,262 @@ +t,dt,accepted,err_est,y_norm_ratio,step_ratio +0.0000000000000000e+00,1.0000000000000000e-02,0,8.6437682635441657e-04,1.0000000000000000e+00,5.9250635808757124e-01 +0.0000000000000000e+00,2.0000000000000000e-03,0,3.3885286952082171e-05,1.0000000000000000e+00,8.9171317587317100e-01 +0.0000000000000000e+00,4.0000000000000002e-04,0,4.0281043500726774e-07,1.0000000000000000e+00,9.7602067876475274e-01 +2.2625712441656570e-04,2.2625712441656570e-04,1,7.6236844819953608e-08,9.8625148720095246e-01,9.8625148720095246e-01 +4.4916383067513028e-04,2.2290670625856461e-04,1,7.2045053675730421e-08,9.7317337401889736e-01,9.8673957570480153e-01 +6.7294880387377411e-04,2.2378497319864383e-04,1,7.1987334185969024e-08,9.6046006946485996e-01,9.8693623881062886e-01 +8.9767553436749254e-04,2.2472673049371843e-04,1,7.1989140569485624e-08,9.4807051815655718e-01,9.8710039937922056e-01 +1.1233460977924956e-03,2.2567056342500302e-04,1,7.1991079824943156e-08,9.3597263360128979e-01,9.8723946760965553e-01 +1.3499624233080478e-03,2.2661632551555219e-04,1,7.1992391932328201e-08,9.2413884377930966e-01,9.8735669249596758e-01 +1.5775270919849982e-03,2.2756466867695046e-04,1,7.1993171977418939e-08,9.1254537388422707e-01,9.8745483974283510e-01 +1.8060432471171430e-03,2.2851615513214487e-04,1,7.1993507416279849e-08,9.0117168192643515e-01,9.8753629980131286e-01 +2.0355145106382344e-03,2.2947126352109126e-04,1,7.1993469473018914e-08,8.8999998079535492e-01,9.8760313783140807e-01 +2.2659449150105797e-03,2.3043040437234518e-04,1,7.1993115672414136e-08,8.7901483342666709e-01,9.8765713752165374e-01 +2.4973388482883428e-03,2.3139393327776322e-04,1,7.1992491418071397e-08,8.6820281006460376e-01,9.8769983969449660e-01 +2.7297010110096847e-03,2.3236216272134200e-04,1,7.1991634914612144e-08,8.5755219810022321e-01,9.8773257602841902e-01 +2.9630363799131995e-03,2.3333536890351468e-04,1,7.1990575003553627e-08,8.4705275650434697e-01,9.8775649853252534e-01 +3.1973501810100297e-03,2.3431380109683041e-04,1,7.1989335552363136e-08,8.3669550773041856e-01,9.8777260484143736e-01 +3.4326478674750315e-03,2.3529768646500190e-04,1,7.1987936047581297e-08,8.2647256134737979e-01,9.8778176016413777e-01 +3.6689351018363969e-03,2.3628723436136531e-04,1,7.1986391432237957e-08,8.1637696438380969e-01,9.8778471611070617e-01 +3.9062177427563599e-03,2.3728264091996297e-04,1,7.1984713296995940e-08,8.0640257411833693e-01,9.8778212676174493e-01 +4.1445018352092300e-03,2.3828409245286970e-04,1,7.1982912164155463e-08,7.9654394978833154e-01,9.8777456242524520e-01 +4.3837936016152511e-03,2.3929176640602139e-04,1,7.1980995603844014e-08,7.8679626030586391e-01,9.8776252147159249e-01 +4.6240994360531376e-03,2.4030583443788677e-04,1,7.1978969551931597e-08,7.7715520536142391e-01,9.8774644030375514e-01 +4.8654259001590441e-03,2.4132646410590636e-04,1,7.1976839954984194e-08,7.6761694785424739e-01,9.8772670189767220e-01 +5.1077797189102913e-03,2.4235381875124720e-04,1,7.1974610133732099e-08,7.5817805594168464e-01,9.8770364315307568e-01 +5.3511677792636983e-03,2.4338806035340709e-04,1,7.1972284428275345e-08,7.4883545309972821e-01,9.8767756100464743e-01 +5.5955971275965487e-03,2.4442934833285079e-04,1,7.1969865243918439e-08,7.3958637510673786e-01,9.8764871781283214e-01 +5.8410749692784005e-03,2.4547784168185190e-04,1,7.1967355643025461e-08,7.3042833277426111e-01,9.8761734580203031e-01 +6.0876086674700770e-03,2.4653369819167635e-04,1,7.1964757402697716e-08,7.2135907966072810e-01,9.8758365098039547e-01 +6.3352057433575543e-03,2.4759707588747714e-04,1,7.1962072323284275e-08,7.1237658394917514e-01,9.8754781638601186e-01 +6.5838738763513913e-03,2.4866813299383660e-04,1,7.1959303242671422e-08,7.0347900392821239e-01,9.8751000493076635e-01 +6.8336209030775618e-03,2.4974702672617079e-04,1,7.1956450563671710e-08,6.9466466659775372e-01,9.8747036189958814e-01 +7.0844548191631336e-03,2.5083391608557150e-04,1,7.1953516478654919e-08,6.8593204881992276e-01,9.8742901690883389e-01 +7.3363837789602602e-03,2.5192895979712644e-04,1,7.1950502146367241e-08,6.7727976082161712e-01,9.8738608581828036e-01 +7.5894160964633667e-03,2.5303231750310626e-04,1,7.1947409018262669e-08,6.6870653162104776e-01,9.8734167223575520e-01 +7.8435602458896657e-03,2.5414414942629982e-04,1,7.1944238178938571e-08,6.6021119616938606e-01,9.8729586889024723e-01 +8.0988248626941220e-03,2.5526461680445598e-04,1,7.1940991144866803e-08,6.5179268395750312e-01,9.8724875879002350e-01 +8.3552187440816272e-03,2.5639388138750459e-04,1,7.1937668661085239e-08,6.4345000892908244e-01,9.8720041627689614e-01 +8.6127508504387999e-03,2.5753210635717192e-04,1,7.1934271963684119e-08,6.3518226049074045e-01,9.8715090788155802e-01 +8.8714303061968678e-03,2.5867945575806735e-04,1,7.1930802280524375e-08,6.2698859552970454e-01,9.8710029314309644e-01 +9.1312664007113502e-03,2.5983609451448201e-04,1,7.1927259977204791e-08,6.1886823129968527e-01,9.8704862530528359e-01 +9.3922685901919427e-03,2.6100218948059330e-04,1,7.1923646931776611e-08,6.1082043904043459e-01,9.8699595188082356e-01 +9.6544464978257274e-03,2.6217790763378507e-04,1,7.1919963166259686e-08,6.0284453833137430e-01,9.8694231528730447e-01 +9.9178099161557533e-03,2.6336341833002537e-04,1,7.1916209750500517e-08,5.9493989197577224e-01,9.8688775322161582e-01 +1.0182368808216121e-02,2.6455889206036814e-04,1,7.1912387788734571e-08,5.8710590145761421e-01,9.8683229915522774e-01 +1.0448133308637503e-02,2.6576450042138064e-04,1,7.1908497491796422e-08,5.7934200287366611e-01,9.8677598272360656e-01 +1.0715113725870331e-02,2.6698041723282820e-04,1,7.1904539818880884e-08,5.7164766325638217e-01,9.8671883001902450e-01 +1.0983320543515362e-02,2.6820681764503067e-04,1,7.1900515162969461e-08,5.6402237730222760e-01,9.8666086394770292e-01 +1.1252764422378511e-02,2.6944387886314856e-04,1,7.1896424386086882e-08,5.5646566441801992e-01,9.8660210447615182e-01 +1.1523456201970858e-02,2.7069177959234667e-04,1,7.1892267842912551e-08,5.4897706608706476e-01,9.8654256891341707e-01 +1.1795406902669080e-02,2.7195070069822169e-04,1,7.1888045608628952e-08,5.4155614348934189e-01,9.8648227210907580e-01 +1.2068627728266119e-02,2.7322082559703959e-04,1,7.1883758683929070e-08,5.3420247535684406e-01,9.8642122664306453e-01 +1.2343130067389071e-02,2.7450233912295057e-04,1,7.1879407019492662e-08,5.2691565608035618e-01,9.8635944307143031e-01 +1.2618925496278263e-02,2.7579542888919229e-04,1,7.1874991011247824e-08,5.1969529397769942e-01,9.8629693003170960e-01 +1.2896025781044776e-02,2.7710028476651252e-04,1,7.1870510916870527e-08,5.1254100975532424e-01,9.8623369442579134e-01 +1.3174442880144478e-02,2.7841709909970114e-04,1,7.1865966778848792e-08,5.0545243512540283e-01,9.8616974155237769e-01 +1.3454188947174373e-02,2.7974606702989388e-04,1,7.1861358899768212e-08,4.9842921156029441e-01,9.8610507522163593e-01 +1.3735276333380583e-02,2.8108738620620993e-04,1,7.1856687204654445e-08,4.9147098918575782e-01,9.8603969788858403e-01 +1.4017717590704642e-02,2.8244125732405939e-04,1,7.1851951868851796e-08,4.8457742577915880e-01,9.8597361073535617e-01 +1.4301525474556839e-02,2.8380788385219615e-04,1,7.1847152862326131e-08,4.7774818588162477e-01,9.8590681378408573e-01 +1.4586712946911100e-02,2.8518747235426053e-04,1,7.1842289922697426e-08,4.7098293999889179e-01,9.8583930597193470e-01 +1.4873293179766401e-02,2.8658023285530062e-04,1,7.1837363175050850e-08,4.6428136388098340e-01,9.8577108521611390e-01 +1.5161279558156932e-02,2.8798637839053110e-04,1,7.1832372412463809e-08,4.5764313789162320e-01,9.8570214851212090e-01 +1.5450685683663297e-02,2.8940612550636423e-04,1,7.1827317439851620e-08,4.5106794643699910e-01,9.8563249197853986e-01 +1.5741525377975248e-02,2.9083969431195031e-04,1,7.1822198057763938e-08,4.4455547745792828e-01,9.8556211091807122e-01 +1.6033812686529016e-02,2.9228730855376746e-04,1,7.1817013713306887e-08,4.3810542197858737e-01,9.8549099987199840e-01 +1.6327561882696923e-02,2.9374919616790819e-04,1,7.1811764541881876e-08,4.3171747369582480e-01,9.8541915264615276e-01 +1.6622787471118054e-02,2.9522558842113168e-04,1,7.1806449816276283e-08,4.2539132863500378e-01,9.8534656240187712e-01 +1.6919504192279278e-02,2.9671672116122311e-04,1,7.1801069274996546e-08,4.1912668482145016e-01,9.8527322163887165e-01 +1.7217727026545560e-02,2.9822283426628182e-04,1,7.1795622509738269e-08,4.1292324200308617e-01,9.8519912226298190e-01 +1.7517471198474337e-02,2.9974417192877710e-04,1,7.1790108910796202e-08,4.0678070140209421e-01,9.8512425560936090e-01 +1.7818752181498542e-02,3.0128098302420540e-04,1,7.1784528164069315e-08,4.0069876549092659e-01,9.8504861245824982e-01 +1.8121585702290298e-02,3.0283352079175561e-04,1,7.1778879502949246e-08,3.9467713780374963e-01,9.8497218308172374e-01 +1.8425987745852097e-02,3.0440204356179870e-04,1,7.1773162465160076e-08,3.8871552275931809e-01,9.8489495723617049e-01 +1.8731974560282270e-02,3.0598681443017435e-04,1,7.1767376397732351e-08,3.8281362551425391e-01,9.8481692420418598e-01 +1.9039562661910883e-02,3.0758810162861397e-04,1,7.1761520590622677e-08,3.7697115183045943e-01,9.8473807279992720e-01 +1.9348768840625235e-02,3.0920617871435264e-04,1,7.1755594400131767e-08,3.7118780795853445e-01,9.8465839138129596e-01 +1.9659610165212088e-02,3.1084132458685144e-04,1,7.1749596986858758e-08,3.6546330053868648e-01,9.8457786786874357e-01 +1.9972103989096782e-02,3.1249382388469230e-04,1,7.1743527637488128e-08,3.5979733651045870e-01,9.8449648974363158e-01 +2.0286267956021620e-02,3.1416396692483751e-04,1,7.1737385618969269e-08,3.5418962303845092e-01,9.8441424406752165e-01 +2.0602120005874670e-02,3.1585204985305114e-04,1,7.1731169897772934e-08,3.4863986744867315e-01,9.8433111748964108e-01 +2.0919678381087325e-02,3.1755837521265414e-04,1,7.1724879740799769e-08,3.4314777716720984e-01,9.8424709623241280e-01 +2.1238961632726813e-02,3.1928325163948579e-04,1,7.1718514204681653e-08,3.3771305967573262e-01,9.8416216611880025e-01 +2.1559988627034572e-02,3.2102699430776094e-04,1,7.1712072202227882e-08,3.3233542246958392e-01,9.8407631256158046e-01 +2.1882778552324688e-02,3.2278992529011685e-04,1,7.1705552912536225e-08,3.2701457301956671e-01,9.8398952055583488e-01 +2.2207350925634611e-02,3.2457237330992163e-04,1,7.1698955106171472e-08,3.2175021874685705e-01,9.8390177470043616e-01 +2.2533725600142669e-02,3.2637467450805910e-04,1,7.1692277816820185e-08,3.1654206699356585e-01,9.8381305916876827e-01 +2.2861922772352387e-02,3.2819717220971655e-04,1,7.1685519930251300e-08,3.1138982500504114e-01,9.8372335772790220e-01 +2.3191962989665221e-02,3.3004021731283410e-04,1,7.1678680397319406e-08,3.0629319991313114e-01,9.8363265372647457e-01 +2.3523867158025132e-02,3.3190416835991065e-04,1,7.1671757721602892e-08,3.0125189872511099e-01,9.8354093009753407e-01 +2.3857656550431535e-02,3.3378939240640519e-04,1,7.1664751071838516e-08,2.9626562830587239e-01,9.8344816932161983e-01 +2.4193352814612559e-02,3.3569626418102484e-04,1,7.1657658761191898e-08,2.9133409537909655e-01,9.8335435347334854e-01 +2.4530977982216200e-02,3.3762516760364015e-04,1,7.1650479891395597e-08,2.8645700651153178e-01,9.8325946415156629e-01 +2.4870554476973981e-02,3.3957649475778044e-04,1,7.1643212695548175e-08,2.8163406811821939e-01,9.8316348253426911e-01 +2.5212105124432751e-02,3.4155064745876898e-04,1,7.1635856084151162e-08,2.7686498645039659e-01,9.8306638930549795e-01 +2.5555653160837404e-02,3.4354803640465370e-04,1,7.1628408559418631e-08,2.7214946760104164e-01,9.8296816470074033e-01 +2.5901222242878462e-02,3.4556908204105711e-04,1,7.1620868497637244e-08,2.6748721750318127e-01,9.8286878846775827e-01 +2.6248836457877140e-02,3.4761421499867901e-04,1,7.1613234507708262e-08,2.6287794192748060e-01,9.8276823984814954e-01 +2.6598520333838450e-02,3.4968387596131102e-04,1,7.1605504970048191e-08,2.5832134648666416e-01,9.8266649758665003e-01 +2.6950298850120725e-02,3.5177851628227509e-04,1,7.1597678255962120e-08,2.5381713663655836e-01,9.8256353990343448e-01 +2.7304197448380842e-02,3.5389859826011805e-04,1,7.1589752716631360e-08,2.4936501767849314e-01,9.8245934448295269e-01 +2.7660242043821576e-02,3.5604459544073607e-04,1,7.1581726644327624e-08,2.4496469476269095e-01,9.8235388846130955e-01 +2.8018459036814904e-02,3.5821699299332912e-04,1,7.1573598136826129e-08,2.4061587289174222e-01,9.8224714840984895e-01 +2.8378875325140718e-02,3.6041628832581495e-04,1,7.1565365611983045e-08,2.3631825692144176e-01,9.8213910030684448e-01 +2.8741518315992667e-02,3.6264299085195006e-04,1,7.1557026919332303e-08,2.3207155156928366e-01,9.8202971955074203e-01 +2.9106415939250011e-02,3.6489762325734367e-04,1,7.1548580382697452e-08,2.2787546141271872e-01,9.8191898089968077e-01 +2.9473596660277730e-02,3.6718072102771989e-04,1,7.1540023947967625e-08,2.2372969089800829e-01,9.8180685849626526e-01 +2.9843089493701395e-02,3.6949283342366452e-04,1,7.1531355368242185e-08,2.1963394434262279e-01,9.8169332582123559e-01 +3.0214924017870886e-02,3.7183452416949034e-04,1,7.1522572824165513e-08,2.1558792593519865e-01,9.8157835566112472e-01 +3.0589130388955058e-02,3.7420637108417232e-04,1,7.1513673996133648e-08,2.1159133974472807e-01,9.8146192012779110e-01 +3.0965739356278572e-02,3.7660896732351275e-04,1,7.1504656699451022e-08,2.0764388972124237e-01,9.8134399059882105e-01 +3.1344782277824390e-02,3.7904292154581818e-04,1,7.1495518654501080e-08,2.0374527970018924e-01,9.8122453771075602e-01 +3.1726291136314068e-02,3.8150885848967661e-04,1,7.1486257554001993e-08,1.9989521340609404e-01,9.8110353133206041e-01 +3.2110298555765027e-02,3.8400741945095873e-04,1,7.1476870844855441e-08,1.9609339445675997e-01,9.8098094054102958e-01 +3.2496837818933685e-02,3.8653926316865856e-04,1,7.1467356141331545e-08,1.9233952636418786e-01,9.8085673358365033e-01 +3.2885942884926668e-02,3.8910506599298039e-04,1,7.1457710810994895e-08,1.8863331253960824e-01,9.8073087786666358e-01 +3.3277648407739606e-02,3.9170552281293845e-04,1,7.1447932246711671e-08,1.8497445629526843e-01,9.8060333991340187e-01 +3.3671989755257085e-02,3.9434134751748103e-04,1,7.1438017793624863e-08,1.8136266084783201e-01,9.8047408534251324e-01 +3.4069003028863711e-02,3.9701327360662324e-04,1,7.1427964544590739e-08,1.7779762932206505e-01,9.8034307883937533e-01 +3.4468725084068778e-02,3.9972205520506787e-04,1,7.1417769675239148e-08,1.7427906475147317e-01,9.8021028410779143e-01 +3.4871193551552937e-02,4.0246846748416104e-04,1,7.1407430206002539e-08,1.7080667008158978e-01,9.8007566385076073e-01 +3.5276446859099773e-02,4.0525330754683837e-04,1,7.1396943104856504e-08,1.6738014817192384e-01,9.7993917972858324e-01 +3.5684524254248992e-02,4.0807739514921583e-04,1,7.1386305249415505e-08,1.6399920179833372e-01,9.7980079232504091e-01 +3.6095465827769298e-02,4.1094157352030629e-04,1,7.1375513263271998e-08,1.6066353365523475e-01,9.7966046110882443e-01 +3.6509312538296916e-02,4.1384671052762078e-04,1,7.1364564010894535e-08,1.5737284635520293e-01,9.7951814437809348e-01 +3.6926106237220813e-02,4.1679369892389412e-04,1,7.1353453878262502e-08,1.5412684243370059e-01,9.7937379925012058e-01 +3.7345889695229714e-02,4.1978345800890285e-04,1,7.1342179447131122e-08,1.5092522434780875e-01,9.7922738158170564e-01 +3.7768706629255563e-02,4.2281693402584605e-04,1,7.1330736976377433e-08,1.4776769447944876e-01,9.7907884595166528e-01 +3.8194601730856044e-02,4.2589510160048077e-04,1,7.1319122807695821e-08,1.4465395513522247e-01,9.7892814559234143e-01 +3.8623620695279824e-02,4.2901896442377709e-04,1,7.1307332908925808e-08,1.4158370854902094e-01,9.7877523235827557e-01 +3.9055810252159949e-02,4.3218955688012598e-04,1,7.1295363400479107e-08,1.3855665688077334e-01,9.7862005664868201e-01 +3.9491218196829637e-02,4.3540794466968646e-04,1,7.1283210152327491e-08,1.3557250221905559e-01,9.7846256737930970e-01 +3.9929893423106849e-02,4.3867522627721373e-04,1,7.1270868846372646e-08,1.3263094658172975e-01,9.7830271191297391e-01 +4.0371885957477455e-02,4.4199253437060738e-04,1,7.1258335078843639e-08,1.2973169191570869e-01,9.7814043599368805e-01 +4.0817246994518996e-02,4.4536103704154298e-04,1,7.1245604415909172e-08,1.2687444009735252e-01,9.7797568368866539e-01 +4.1266028933496297e-02,4.4878193897730431e-04,1,7.1232672028039240e-08,1.2405889293422129e-01,9.7780839733384595e-01 +4.1718285416947325e-02,4.5225648345102894e-04,1,7.1219533239457060e-08,1.2128475216340513e-01,9.7763851743955943e-01 +4.2174071370170679e-02,4.5578595322335577e-04,1,7.1206182920998929e-08,1.1855171945381769e-01,9.7746598264961393e-01 +4.2633443042951601e-02,4.5937167278091960e-04,1,7.1192615991508962e-08,1.1585949640452982e-01,9.7729072963520658e-01 +4.3096458052535258e-02,4.6301500958365852e-04,1,7.1178827103672412e-08,1.1320778454579854e-01,9.7711269303749881e-01 +4.3563175428581472e-02,4.6671737604621539e-04,1,7.1164810759579867e-08,1.1059628533877792e-01,9.7693180537453117e-01 +4.4033655659929526e-02,4.7048023134805530e-04,1,7.1150561231054529e-08,1.0802470017550789e-01,9.7674799695674441e-01 +4.4507960743424987e-02,4.7430508349546261e-04,1,7.1136072654431425e-08,1.0549273037829841e-01,9.7656119579044620e-01 +4.4986154234683502e-02,4.7819349125851533e-04,1,7.1121338941117781e-08,1.0300007719975628e-01,9.7637132748765298e-01 +4.5468301301074619e-02,4.8214706639111785e-04,1,7.1106353787089734e-08,1.0054644182245422e-01,9.7617831516239040e-01 +4.5954468776999234e-02,4.8616747592461414e-04,1,7.1091110640948468e-08,9.8131525358479313e-02,9.7598207932371006e-01 +4.6444725221632975e-02,4.9025644463373847e-04,1,7.1075602783309077e-08,9.5755028848618168e-02,9.7578253776062607e-01 +4.6939140979059192e-02,4.9441575742621420e-04,1,7.1059823222544575e-08,9.3416653262180252e-02,9.7557960543111821e-01 +4.7437788241139013e-02,4.9864726207981766e-04,1,7.1043764688612747e-08,9.1116099496376834e-02,9.7537319433456093e-01 +4.7940741113254783e-02,5.0295287211577172e-04,1,7.1027419686142483e-08,8.8853068375346914e-02,9.7516321337789591e-01 +4.8448075682929435e-02,5.0733456967465144e-04,1,7.1010780465850183e-08,8.6627260649532550e-02,9.7494956824212575e-01 +4.8959870091519281e-02,5.1179440858984543e-04,1,7.0993838902343843e-08,8.4438376995186568e-02,9.7473216123961781e-01 +4.9476204609415930e-02,5.1633451789664931e-04,1,7.0976586653083308e-08,8.2286118012896370e-02,9.7451089115068035e-01 +4.9997161714531453e-02,5.2095710511552398e-04,1,7.0959015082615883e-08,8.0170184226926525e-02,9.7428565307166115e-01 +5.0522826174404331e-02,5.2566445987287688e-04,1,7.0941115107098680e-08,7.8090276084682025e-02,9.7405633824718196e-01 +5.1053285132482674e-02,5.3045895807834218e-04,1,7.0922877412732523e-08,7.6046093954933863e-02,9.7382283387586643e-01 +5.1588628198235273e-02,5.3534306575259768e-04,1,7.0904292283095958e-08,7.4037338127136670e-02,9.7358502293375382e-01 +5.2128947541709110e-02,5.4031934347383535e-04,1,7.0885349642221848e-08,7.2063708810268912e-02,9.7334278396829110e-01 +5.2674337992638112e-02,5.4539045092900202e-04,1,7.0866038941822803e-08,7.0124906131792120e-02,9.7309599088798882e-01 +5.3224897144616271e-02,5.5055915197815776e-04,1,7.0846349323093975e-08,6.8220630135875593e-02,9.7284451272793659e-01 +5.3780725464162814e-02,5.5582831954654316e-04,1,7.0826269429149611e-08,6.6350580782550586e-02,9.7258821342458412e-01 +5.4341926405415193e-02,5.6120094125237789e-04,1,7.0805787443260905e-08,6.4514457946246856e-02,9.7232695155568838e-01 +5.4908606530631746e-02,5.6668012521655237e-04,1,7.0784891059816047e-08,6.2711961414289127e-02,9.7206058007246121e-01 +5.5480875636876897e-02,5.7226910624514943e-04,1,7.0763567525619706e-08,6.0942790885306929e-02,9.7178894601470578e-01 +5.6058846889093343e-02,5.7797125221644688e-04,1,7.0741803452060133e-08,5.9206645968097903e-02,9.7151189021722995e-01 +5.6642636960407007e-02,5.8379007131366238e-04,1,7.0719584965039473e-08,5.7503226179598403e-02,9.7122924697647373e-01 +5.7232366179629256e-02,5.8972921922224896e-04,1,7.0696897545179625e-08,5.5832230943458162e-02,9.7094084372029388e-01 +5.7828158686783940e-02,5.9579250715468071e-04,1,7.0673726128284834e-08,5.4193359588141629e-02,9.7064650063909796e-01 +5.8430142596804652e-02,6.0198391002071021e-04,1,7.0650054864699948e-08,5.2586311345602398e-02,9.7034603031160149e-01 +5.9038450172532397e-02,6.0830757572774541e-04,1,7.0625867296444730e-08,5.1010785348927862e-02,9.7003923727754882e-01 +5.9653218007012086e-02,6.1476783447969021e-04,1,7.0601146223346413e-08,4.9466480630624046e-02,9.6972591761251381e-01 +6.0274587215992284e-02,6.2136920898019576e-04,1,7.0575873623603561e-08,4.7953096120773378e-02,9.6940585846097671e-01 +6.0902703641434908e-02,6.2811642544262098e-04,1,7.0550030689747025e-08,4.6470330644810362e-02,9.6907883753264723e-01 +6.1537718066551630e-02,6.3501442511672366e-04,1,7.0523597719513974e-08,4.5017882921503230e-02,9.6874462257631178e-01 +6.2179786443357116e-02,6.4206837680548697e-04,1,7.0496554132376740e-08,4.3595451560693110e-02,9.6840297080850324e-01 +6.2829070133414572e-02,6.4928369005744951e-04,1,7.0468878300246950e-08,4.2202735061252016e-02,9.6805362831252773e-01 +6.3485736163071779e-02,6.5666602965720950e-04,1,7.0440547622262789e-08,4.0839431808484802e-02,9.6769632937797645e-01 +6.4149957493815524e-02,6.6422133074374109e-04,1,7.0411538355722339e-08,3.9505240071874136e-02,9.6733079581353343e-01 +6.4821913309188586e-02,6.7195581537305956e-04,1,7.0381825643091331e-08,3.8199858002457211e-02,9.6695673619393363e-01 +6.5501789319192205e-02,6.7987601000361463e-04,1,7.0351383317355603e-08,3.6922983630437028e-02,9.6657384506670030e-01 +6.6189778083884210e-02,6.8798876469200920e-04,1,7.0320183950514723e-08,3.5674314862265404e-02,9.6618180208106752e-01 +6.6886079357214051e-02,6.9630127332984376e-04,1,7.0288198697264133e-08,3.4453549477984742e-02,9.6578027107194886e-01 +6.7590900452894814e-02,7.0482109568076909e-04,1,7.0255397220636691e-08,3.3260385128367966e-02,9.6536889906280376e-01 +6.8304456633976926e-02,7.1355618108210771e-04,1,7.0221747561581852e-08,3.2094519331959004e-02,9.6494731519465826e-01 +6.9026971528109909e-02,7.2251489413297963e-04,1,7.0187216130841293e-08,3.0955649471835812e-02,9.6451512956640129e-01 +6.9758677570212882e-02,7.3170604210297664e-04,1,7.0151767455536007e-08,2.9843472792628528e-02,9.6407193200003227e-01 +7.0499816475272231e-02,7.4113890505935040e-04,1,7.0115364185186389e-08,2.8757686397021465e-02,9.6361729068356761e-01 +7.1250639743286784e-02,7.5082326801455843e-04,1,7.0077966842265352e-08,2.7697987242444287e-02,9.6315075072635414e-01 +7.2011409199466705e-02,7.6076945617992013e-04,1,7.0039533803625947e-08,2.6664072137337014e-02,9.6267183257551270e-01 +7.2782397572210986e-02,7.7098837274428250e-04,1,7.0000021012151470e-08,2.5655637737633699e-02,9.6218003032285426e-01 +7.3563889112601547e-02,7.8149154039055526e-04,1,6.9959381885820906e-08,2.4672380542797818e-02,9.6167480984526199e-01 +7.4356180258735846e-02,7.9229114613429583e-04,1,6.9917567119961129e-08,2.3713996891818846e-02,9.6115560680022283e-01 +7.5159580348916732e-02,8.0340009018088794e-04,1,6.9874524449932998e-08,2.2780182959097783e-02,9.6062182444481881e-01 +7.5974412388230272e-02,8.1483203931353792e-04,1,6.9830198483708224e-08,2.1870634750063202e-02,9.6007283125567122e-01 +7.6801013873178281e-02,8.2660148494800292e-04,1,6.9784530385759240e-08,2.0985048096756855e-02,9.5950795834566305e-01 +7.7639737680053764e-02,8.3872380687548557e-04,1,6.9737457678291624e-08,2.0123118653058634e-02,9.5892649663112151e-01 +7.8490953022805329e-02,8.5121534275156997e-04,1,6.9688913919944536e-08,1.9284541889838528e-02,9.5832769374976357e-01 +7.9355046487184319e-02,8.6409346437899611e-04,1,6.9638828372714485e-08,1.8469013089888613e-02,9.5771075068266798e-01 +8.0232423148675236e-02,8.7737666149092239e-04,1,6.9587125687466846e-08,1.7676227342576609e-02,9.5707481805045458e-01 +8.1123507782367335e-02,8.9108463369209554e-04,1,6.9533725475506113e-08,1.6905879538354467e-02,9.5641899205682812e-01 +8.2028746174231448e-02,9.0523839186411358e-04,1,6.9478541912441730e-08,1.6157664362944926e-02,9.5574231002225818e-01 +8.2948606544087561e-02,9.1986036985611047e-04,1,6.9421483255229147e-08,1.5431276291310140e-02,9.5504374547470838e-01 +8.3883581091999254e-02,9.3497454791169169e-04,1,6.9362451336418700e-08,1.4726409581337273e-02,9.5432220273511648e-01 +8.4834187681171458e-02,9.5060658917220538e-04,1,6.9301340950696104e-08,1.4042758267272474e-02,9.5357651094186691e-01 +8.5800971672329127e-02,9.6678399115767235e-04,1,6.9238039262185533e-08,1.3380016152760131e-02,9.5280541743306180e-01 +8.6784507926094809e-02,9.8353625376568655e-04,1,6.9172425068726095e-08,1.2737876803626480e-02,9.5200758042424460e-01 +8.7785402992407793e-02,1.0008950663129787e-03,1,6.9104368008373522e-08,1.2116033540297352e-02,9.5118156087425110e-01 +8.8804297508474572e-02,1.0188945160667779e-03,1,6.9033727691479605e-08,1.1514179429823621e-02,9.5032581343787192e-01 +8.9841868829601351e-02,1.0375713211267824e-03,1,6.8960352701315642e-08,1.0932007277535049e-02,9.4943867638707724e-01 +9.0898833920805791e-02,1.0569650912044450e-03,1,6.8884079493758658e-08,1.0369209618257382e-02,9.4851836035325365e-01 +9.1975952540996761e-02,1.0771186201909706e-03,1,6.8804731153915167e-08,9.8254787070806756e-03,9.4756293573047812e-01 +9.3074030756186421e-02,1.0980782151896659e-03,1,6.8722116000257123e-08,9.3005065096427413e-03,9.4657031854747042e-01 +9.4193924823616298e-02,1.1198940674298815e-03,1,6.8636026002442984e-08,8.7939846918975387e-03,9.4553825458645258e-01 +9.5336545495100442e-02,1.1426206714841411e-03,1,6.8546235008296558e-08,8.3056046093176444e-03,9.4446430148668892e-01 +9.6502862795327535e-02,1.1663173002270924e-03,1,6.8452496709973179e-08,7.8350572955149123e-03,9.4334580853092287e-01 +9.7693911339880743e-02,1.1910485445532143e-03,1,6.8354542361008829e-08,7.3820334502048470e-03,9.4217989374890798e-01 +9.8910796268141671e-02,1.2168849282609294e-03,1,6.8252078137009683e-08,6.9462234265015100e-03,9.4096341791959182e-01 +1.0015469987902408e-01,1.2439036108824093e-03,1,6.8144782157682299e-08,6.5273172174456660e-03,9.3969295495770888e-01 +1.0142688907232636e-01,1.2721891933022806e-03,1,6.8032301046209780e-08,6.1250044417471760e-03,9.3836475809338304e-01 +1.0272872371670569e-01,1.3018346443793283e-03,1,6.7914245968888904e-08,5.7389743286626214e-03,9.3697472111964075e-01 +1.0406166608712365e-01,1.3329423704179597e-03,1,6.7790188092112352e-08,5.3689157019212626e-03,9.3551833384353267e-01 +1.0542729154089479e-01,1.3656254537711384e-03,1,6.7659653285663738e-08,5.0145169626554225e-03,9.3399063070798105e-01 +1.0682730063388776e-01,1.4000090929929677e-03,1,6.7522115987979449e-08,4.6754660712201770e-03,9.3238613131429060e-01 +1.0826353291774615e-01,1.4362322838583877e-03,1,6.7376992046383080e-08,4.3514505278176132e-03,9.3069877131671619e-01 +1.0973798270753637e-01,1.4744497897902237e-03,1,6.7223630322320536e-08,4.0421573518263365e-03,9.2892182181227823e-01 +1.1125281716935034e-01,1.5148344618139663e-03,1,6.7061302819335742e-08,3.7472730597134644e-03,9.2704779491584188e-01 +1.1281039715216780e-01,1.5575799828174545e-03,1,6.6889193023903557e-08,3.4664836413991814e-03,9.2506833266755484e-01 +1.1441330128194804e-01,1.6029041297802385e-03,1,6.6706382062400624e-08,3.1994745349359804e-03,9.2297407572492463e-01 +1.1606435395410719e-01,1.6510526721591498e-03,1,6.6511832187327166e-08,2.9459305993432003e-03,9.2075450739667997e-01 +1.1776665801062454e-01,1.7023040565173509e-03,1,6.6304366981758885e-08,2.7055360854173235e-03,9.1839776742212687e-01 +1.1952363308001206e-01,1.7569750693875157e-03,1,6.6082647497253405e-08,2.4779746043229671e-03,9.1589042839942181e-01 +1.2133906080600133e-01,1.8154277259892833e-03,1,6.5845143324273998e-08,2.2629290937476814e-03,9.1321722579395015e-01 +1.2321713851284488e-01,1.8780777068435511e-03,1,6.5590097298654223e-08,2.0600817813794829e-03,9.1036072984847316e-01 +1.2516254327781051e-01,1.9454047649656316e-03,1,6.5315482183748843e-08,1.8691141454331064e-03,9.0730094422829177e-01 +1.2718050894134483e-01,2.0179656635343100e-03,1,6.5018947120709409e-08,1.6897068719318761e-03,9.0401481154075880e-01 +1.2927691933508548e-01,2.0964103937406472e-03,1,6.4697750958919152e-08,1.5215398084140162e-03,9.0047559945969147e-01 +1.3145842202264751e-01,2.1815026875620343e-03,1,6.4348678613470388e-08,1.3642919137014761e-03,8.9665213237079355e-01 +1.3373256823815344e-01,2.2741462155059281e-03,1,6.3967935253801825e-08,1.2176412033402077e-03,8.9250782117194505e-01 +1.3610798663650386e-01,2.3754183983504327e-03,1,6.3551011294638026e-08,1.0812646902847794e-03,8.8799942652948727e-01 +1.3859460118366884e-01,2.4866145471649894e-03,1,6.3092508508960363e-08,9.5483832038114821e-04,8.8307546612815646e-01 +1.4120390739334243e-01,2.6093062096735893e-03,1,6.2585913866795276e-08,8.3803690218038987e-04,8.7767414052450887e-01 +1.4394932674909769e-01,2.7454193557552588e-03,1,6.2023302270005446e-08,7.3053403062372667e-04,8.7172059932329460e-01 +1.4684666748273059e-01,2.8973407336328966e-03,1,6.1394941467254475e-08,6.3200200416670496e-04,8.6512329018691236e-01 +1.4991473245032697e-01,3.0680649675963677e-03,1,6.0688760739814641e-08,5.4211173498441346e-04,8.5776901245619952e-01 +1.5317613423673893e-01,3.2614017864119674e-03,1,5.9889627488752939e-08,4.6053265202730545e-04,8.4951610951669676e-01 +1.5665840826352259e-01,3.4822740267836791e-03,1,5.8978349478425824e-08,3.8693259688835855e-04,8.4018493625815027e-01 +1.6039556444596303e-01,3.7371561824404388e-03,1,5.7930280341349129e-08,3.2097771266830372e-04,8.2954425460544812e-01 +1.6443030129041245e-01,4.0347368444494146e-03,1,5.6713344569359622e-08,2.6233232615127195e-04,8.1729140621786556e-01 +1.6881725081031862e-01,4.3869495199061834e-03,1,5.5285204674647476e-08,2.1065882318383421e-04,8.0302273941778490e-01 +1.7362788321716466e-01,4.8106324068460486e-03,1,5.3589153100117584e-08,1.6561751488894505e-04,7.8618836080944365e-01 +1.7895819219447417e-01,5.3303089773095213e-03,1,5.1548111407108332e-08,1.2686648460305587e-04,7.6602094101053442e-01 +1.8494126068039005e-01,5.9830684859158729e-03,1,4.9055867710311043e-08,9.4061382044485531e-05,7.4142026035314168e-01 +1.9176888310589485e-01,6.8276224255048069e-03,1,4.5964486069363710e-08,6.6855063481574729e-05,7.1075995300554051e-01 +1.9973117087173056e-01,7.9622877658357093e-03,1,4.2067138784681330e-08,4.4896781323358780e-05,6.7155394049894734e-01 +2.0929502009566958e-01,9.5638492239390246e-03,1,3.7078176219681932e-08,2.7830054961210763e-05,6.1986748583982376e-01 +2.2127627870078892e-01,1.1981258605119331e-02,1,3.0623997996975175e-08,1.5286642565429802e-05,5.4928538900610013e-01 +2.3727398265495139e-01,1.5997703954162484e-02,1,2.2312911881616244e-08,6.8687886400154563e-06,4.4933271714934830e-01 +2.6101219889561855e-01,2.3738216240667149e-02,1,1.2222793727883635e-08,2.0957093882575534e-06,3.0510611085753797e-01 +3.0406159830457091e-01,4.3049399408952353e-02,1,2.9326341147353261e-09,2.4339537412720351e-07,1.1613985006268977e-01 +4.2970035949496149e-01,1.2563876119039058e-01,1,1.6252773555666490e-11,4.5346129582479046e-10,1.8630645609057552e-03 +5.0000000000000000e-01,7.0299640505038508e-02,1,2.7003319866504145e-13,1.3459097865298331e-11,2.9680808459777993e-02 diff --git a/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult100_CAB.csv b/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult100_CAB.csv new file mode 100644 index 0000000..a0ee1fd --- /dev/null +++ b/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult100_CAB.csv @@ -0,0 +1,192 @@ +t,dt,accepted,err_est,y_norm_ratio,step_ratio +0.0000000000000000e+00,1.0000000000000000e-02,0,1.2808561277103168e+00,1.0000000000000000e+00,3.5888174900438319e-01 +0.0000000000000000e+00,2.0000000000000000e-03,0,1.7328354892930372e-05,1.0000000000000000e+00,8.0241666586651283e-01 +0.0000000000000000e+00,6.4197931984832186e-04,0,1.1314830808035933e-07,1.0000000000000000e+00,9.2754160586342660e-01 +5.6368169906284376e-04,5.6368169906284376e-04,1,6.1490921459554836e-08,9.3575002859274159e-01,9.3575002859274159e-01 +1.1228135648993056e-03,5.5913186583646170e-04,1,5.5764546423029712e-08,8.7993831927184640e-01,9.4035617674003236e-01 +1.6883819422422138e-03,5.6556837734290824e-04,1,5.5562372609996161e-08,8.2881575735461843e-01,9.4190210745733616e-01 +2.2608766438318617e-03,5.7249470158964781e-04,1,5.5546453714342551e-08,7.8114171753614892e-01,9.4247932740729545e-01 +2.8404157059841641e-03,5.7953906215230230e-04,1,5.5520121529314091e-08,7.3626193317772470e-01,9.4254591279546240e-01 +3.4271414460979137e-03,5.8672574011374944e-04,1,5.5485828433989119e-08,6.9378915446787170e-01,9.4231295032932172e-01 +4.0212163904146175e-03,5.9407494431670414e-04,1,5.5447584245170783e-08,6.5347598080782709e-01,9.4189420027621440e-01 +4.6228155481118343e-03,6.0159915769721658e-04,1,5.5406831510466030e-08,6.1515277598445672e-01,9.4135483789932850e-01 +5.2321238085044700e-03,6.0930826039263576e-04,1,5.5364022964048682e-08,5.7869493038439745e-01,9.4073367296162469e-01 +5.8493353624944986e-03,6.1721155399002854e-04,1,5.5319298279768461e-08,5.4400466285774107e-01,9.4005430891953146e-01 +6.4746537859150036e-03,6.2531842342050507e-04,1,5.5272707248803108e-08,5.1100054004448614e-01,9.3933117661183430e-01 +7.1082923284244218e-03,6.3363854250941842e-04,1,5.5224278387255888e-08,4.7961131545118058e-01,9.3857301091976741e-01 +7.7504742655360170e-03,6.4218193711159570e-04,1,5.5174028397765888e-08,4.4977227408792919e-01,9.3778495126792172e-01 +8.4014332964712588e-03,6.5095903093524135e-04,1,5.5121965926821718e-08,4.2142305890871778e-01,9.3696984715943332e-01 +9.0614139823562614e-03,6.5998068588500277e-04,1,5.5068089241868166e-08,3.9450638165745827e-01,9.3612908291976082e-01 +9.7306722334337490e-03,6.6925825107748752e-04,1,5.5012384357230329e-08,3.6896726186255069e-01,9.3526310097289445e-01 +1.0409475853716470e-02,6.7880362028272185e-04,1,5.4954826104729512e-08,3.4475257993763458e-01,9.3437173313783961e-01 +1.1098105144972836e-02,6.8862929125636512e-04,1,5.4895376956824488e-08,3.2181081584707816e-01,9.3345440926154477e-01 +1.1796853577795431e-02,6.9874843282259408e-04,1,5.4833988901507181e-08,3.0009189611078957e-01,9.3251028658213508e-01 +1.2506028530395371e-02,7.0917495259993960e-04,1,5.4770603186616589e-08,2.7954710339407407e-01,9.3153832881534848e-01 +1.3225952101354046e-02,7.1992357095867490e-04,1,5.4705150665915063e-08,2.6012902155552459e-01,9.3053735272951088e-01 +1.3956962001576211e-02,7.3100990022216582e-04,1,5.4637552924398467e-08,2.4179150037766967e-01,9.2950605407962628e-01 +1.4699412529075513e-02,7.4245052749930224e-04,1,5.4567721948763586e-08,2.2448963096646235e-01,9.2844302060170669e-01 +1.5453675634554000e-02,7.5426310547848676e-04,1,5.4495560421507675e-08,2.0817972665001619e-01,9.2734673647852017e-01 +1.6220142084806925e-02,7.6646645025292396e-04,1,5.4420961452566553e-08,1.9281930655793753e-01,9.2621558141488947e-01 +1.6999222733301161e-02,7.7908064849423414e-04,1,5.4343808651058076e-08,1.7836708034796184e-01,9.2504782602963498e-01 +1.7791349907274760e-02,7.9212717397359920e-04,1,5.4263975763819104e-08,1.6478293331403027e-01,9.2384162476937248e-01 +1.8596978922976917e-02,8.0562901570215744e-04,1,5.4181326076379090e-08,1.5202791149573061e-01,9.2259500688707763e-01 +1.9416589742659553e-02,8.1961081968263743e-04,1,5.4095711734479971e-08,1.4006420662237135e-01,9.2130586577389617e-01 +2.0250688788707845e-02,8.3409904604828979e-04,1,5.4006973438356236e-08,1.2885514084070493e-01,9.1997194678089800e-01 +2.1099810930889546e-02,8.4912214218170207e-04,1,5.3914938880099741e-08,1.1836515124792339e-01,9.1859083367306527e-01 +2.1964521668572233e-02,8.6471073768268618e-04,1,5.3819422485456310e-08,1.0855977422511297e-01,9.1715993331286816e-01 +2.2845419528141328e-02,8.8089785956909652e-04,1,5.3720223670319569e-08,9.9405629633692941e-02,9.1567645882868454e-01 +2.3743138703228389e-02,8.9771917508706166e-04,1,5.3617125705887685e-08,9.0870404880613764e-02,9.1413741068256138e-01 +2.4658351966761482e-02,9.1521326353309108e-04,1,5.3509894229301176e-08,8.2922838886972619e-02,9.1253955560027800e-01 +2.5591773888765205e-02,9.3342192200372438e-04,1,5.3398275433932621e-08,7.5532705981303253e-02,9.1087940301052128e-01 +2.6544164399394662e-02,9.5239051062945615e-04,1,5.3281994141124422e-08,6.8670799730839241e-02,9.0915317859573896e-01 +2.7516332742385703e-02,9.7216834299104098e-04,1,5.3160751556203164e-08,6.2308916723924426e-02,9.0735679456405449e-01 +2.8509141871439249e-02,9.9280912905354724e-04,1,5.3034222869847556e-08,5.6419840311817883e-02,9.0548581612805756e-01 +2.9523513349981430e-02,1.0143714785421820e-03,1,5.2902054057955004e-08,5.0977324318681731e-02,9.0353542365492756e-01 +3.0560432826513682e-02,1.0369194765322523e-03,1,5.2763859074404327e-08,4.5956076716753919e-02,9.0150036964400515e-01 +3.1620956166809648e-02,1.0605233402959640e-03,1,5.2619215804783998e-08,4.1331743279518489e-02,8.9937492998505764e-01 +3.2706216341494579e-02,1.0852601746849319e-03,1,5.2467662005008375e-08,3.7080891207082953e-02,8.9715284826754449e-01 +3.3817431182851798e-02,1.1112148413572201e-03,1,5.2308690402418229e-08,3.3180992728402373e-02,8.9482727216826841e-01 +3.4955912146368867e-02,1.1384809635170713e-03,1,5.2141743208028439e-08,2.9610408679540710e-02,8.9239068046914394e-01 +3.6123074237252972e-02,1.1671620908841071e-03,1,5.1966205687171466e-08,2.6348372058837000e-02,8.8983479910705832e-01 +3.7320447293317946e-02,1.1973730560649733e-03,1,5.1781398838169965e-08,2.3374971557799162e-02,8.8715050423615871e-01 +3.8549688852892144e-02,1.2292415595742006e-03,1,5.1586570883036280e-08,2.0671135067638995e-02,8.8432770994076271e-01 +3.9812598882823666e-02,1.2629100299315237e-03,1,5.1380887443366461e-08,1.8218613160576401e-02,8.8135523767622903e-01 +4.1111136698685845e-02,1.2985378158621760e-03,1,5.1163420021550471e-08,1.5999962545334166e-02,8.7822066390633879e-01 +4.2447440480900912e-02,1.3363037822150703e-03,1,5.0933132648266051e-08,1.3998529495287250e-02,8.7491014154713964e-01 +4.3823849879243086e-02,1.3764093983421757e-03,1,5.0688866175981757e-08,1.2198433248521896e-02,8.7140818988370350e-01 +4.5242932310778916e-02,1.4190824315358276e-03,1,5.0429319857568098e-08,1.0584549378340823e-02,8.6769744627846945e-01 +4.6707513698533543e-02,1.4645813877546274e-03,1,5.0153029619093177e-08,9.1424931329629911e-03,8.6375837139286127e-01 +4.8220714579982893e-02,1.5132008814493516e-03,1,4.9858342323436783e-08,7.8586027429859238e-03,8.5956889753102039e-01 +4.9785992748468670e-02,1.5652781684857796e-03,1,4.9543385232625657e-08,6.7199226949242767e-03,8.5510400699692346e-01 +5.1407193893680966e-02,1.6212011452122932e-03,1,4.9206029659612035e-08,5.7141869691617600e-03,8.5033522386765348e-01 +5.3088612103309882e-02,1.6814182096289169e-03,1,4.8843847488109391e-08,4.8298022406136516e-03,8.4522999801705079e-01 +5.4835062610415285e-02,1.7464505071054059e-03,1,4.8454059123479544e-08,4.0558310400420437e-03,8.3975095417710699e-01 +5.6651969865407513e-02,1.8169072549922315e-03,1,4.8033471014273364e-08,3.3819748740162607e-03,8.3385497093616656e-01 +5.8545474944198025e-02,1.8935050787905157e-03,1,4.7578400550108637e-08,2.7985573013662788e-03,8.2749204403250198e-01 +6.0522567569354938e-02,1.9770926251569091e-03,1,4.7084585884786884e-08,2.2965069638100229e-03,8.2060387424936743e-01 +6.2591249754944997e-02,2.0686821855900529e-03,1,4.6547077926576403e-08,1.8673405684442128e-03,8.1312210146587094e-01 +6.4760740488417831e-02,2.1694907334728298e-03,1,4.5960112002994015e-08,1.5031458197163404e-03,8.0496608123749835e-01 +6.7041734227589245e-02,2.2809937391714071e-03,1,4.5316957728551730e-08,1.1965642986864417e-03,7.9604006676627426e-01 +6.9446730753473476e-02,2.4049965258842380e-03,1,4.4609748990784013e-08,9.4077428775654051e-04,7.8622961489766907e-01 +7.1990460723743308e-02,2.5437299702698360e-03,1,4.3829304723497942e-08,7.2947353994677014e-04,7.7539697825537068e-01 +7.4690441052577328e-02,2.6999803288340215e-03,1,4.2964973197752139e-08,5.5686199370900665e-04,7.6337517841927616e-01 +7.7567708289227280e-02,2.8772672366499572e-03,1,4.2004589429614445e-08,4.1762443823078631e-04,7.4996039045361718e-01 +8.0647797965291854e-02,3.0800896760645735e-03,1,4.0934789182238587e-08,3.0691314268723916e-04,7.3490225808489151e-01 +8.3962063944851603e-02,3.3142659795597535e-03,1,3.9742373582546594e-08,2.2033048182499830e-04,7.1789197391760695e-01 +8.7549458197612492e-02,3.5873942527608837e-03,1,3.8418872180535465e-08,1.5391163510149341e-04,6.9854898798678555e-01 +9.1458881480863979e-02,3.9094232832514860e-03,1,3.6975698344479303e-08,1.0410755041308991e-04,6.7641117804016992e-01 +9.5751990603678588e-02,4.2931091228146073e-03,1,3.5498410690395104e-08,6.7768671881870052e-05,6.5094867387590727e-01 +1.0050504358265398e-01,4.7530529789753945e-03,1,3.4357699261317819e-08,4.2130775081636078e-05,6.2168512251613417e-01 +1.0580180424820497e-01,5.2967606655509808e-03,1,3.4957017606541191e-08,2.4805903302435083e-05,5.8878345471615723e-01 +1.1168408819242626e-01,5.8822839442212805e-03,1,4.0045213532365896e-08,1.3774580162131353e-05,5.5529443915792276e-01 +1.1804147111881944e-01,6.3573829263931809e-03,1,4.3864335341921802e-08,7.2939725919628522e-06,5.2952413112489738e-01 +1.2478828251837232e-01,6.7468113995528753e-03,1,4.3153680553699020e-08,3.7147705941386223e-06,5.0929319342821322e-01 +1.3197180592204985e-01,7.1835234036775357e-03,1,4.5329019512625072e-08,1.8110274630082786e-06,4.8752067378422270e-01 +1.3954544762393203e-01,7.5736417018821963e-03,1,4.2533732261141895e-08,8.4911005420787522e-07,4.6885542685113540e-01 +1.4763269199399356e-01,8.0872443700615269e-03,1,4.7208361624508162e-08,3.7815867797614561e-07,4.4535885083698057e-01 +1.5609013909395439e-01,8.4574470999608364e-03,1,3.9011648499613059e-08,1.6228594060671400e-07,4.2914773627633390e-01 +1.6527860353479781e-01,9.1884644408434142e-03,1,5.6221258955876622e-08,6.4722227337968520e-08,3.9881598551298575e-01 +1.7455769242460770e-01,9.2790888898098747e-03,1,2.6033034237884508e-08,2.5578481228061964e-08,3.9520397056942225e-01 +1.7455769242460770e-01,1.0930571932876408e-02,0,1.5186618408792580e-07,2.5578481228061964e-08,3.3449695417564379e-01 +1.8360653806651595e-01,9.0488456419082625e-03,1,7.0376825076124981e-09,1.0345045816623447e-08,4.0444331797440625e-01 +1.8360653806651595e-01,1.3846810708926485e-02,0,6.4190483495991774e-06,1.0345045816623447e-08,2.4290188793509002e-01 +1.8902777184104008e-01,5.4212337745241342e-03,1,9.7397861721525958e-12,6.0156424874814768e-09,5.8149984003115240e-01 +1.8902777184104008e-01,2.7106168872620670e-02,0,2.5256604716205625e+03,6.0156424874814768e-09,1.4488752773564938e+05 +1.9444900561556422e-01,5.4212337745241342e-03,1,5.6620997496916031e-12,3.4980925042574579e-09,5.8149940119230348e-01 +1.9444900561556422e-01,2.7106168872620670e-02,0,1.4686696751659379e+03,3.4980925042574579e-09,1.4488750670788719e+05 +1.9987023939008836e-01,5.4212337745241342e-03,1,3.2924975308113939e-12,2.0341385961733650e-09,5.8149937250020012e-01 +1.9987023939008836e-01,2.7106168872620670e-02,0,8.5403047328892069e+02,2.0341385961733650e-09,1.4488750464569399e+05 +2.0529147316461249e-01,5.4212337745241342e-03,1,1.9145849990413310e-12,1.1828503110775990e-09,5.8149936946419711e-01 +2.0529147316461249e-01,2.7106168872620670e-02,0,4.9661818032583847e+02,1.1828503110775990e-09,1.4488750441247065e+05 +2.1071270693913663e-01,5.4212337745241342e-03,1,1.1133299550287569e-12,6.8782670965367718e-10,5.8149936911886513e-01 +2.1071270693913663e-01,2.7106168872620670e-02,0,2.8878315845976113e+02,6.8782670965367718e-10,1.4488750438581558e+05 +2.1613394071366077e-01,5.4212337745241342e-03,1,6.4740066550109984e-13,3.9997079769956544e-10,5.8149936907938904e-01 +2.1613394071366077e-01,2.7106168872620670e-02,0,1.6792722443893334e+02,3.9997079769956544e-10,1.4488750438276917e+05 +2.2155517448818490e-01,5.4212337745241342e-03,1,3.7646307846600920e-13,2.3258276651067158e-10,5.8149936907487443e-01 +2.2155517448818490e-01,2.7106168872620670e-02,0,9.7649575061330722e+01,2.3258276651067158e-10,1.4488750438241218e+05 +2.2697640826270904e-01,5.4212337745241342e-03,1,2.1891304260367968e-13,1.3524673198352437e-10,5.8149936907435862e-01 +2.2697640826270904e-01,2.7106168872620670e-02,0,5.6783166288514849e+01,1.3524673198352437e-10,1.4488750438238855e+05 +2.3239764203723318e-01,5.4212337745241342e-03,1,1.2729779615591947e-13,7.8645889317780334e-11,5.8149936907429967e-01 +2.3239764203723318e-01,2.7106168872620670e-02,0,3.3019375370810998e+01,7.8645889317780334e-11,1.4488750438238084e+05 +2.3781887581175731e-01,5.4212337745241342e-03,1,7.4023588149198242e-14,4.5732535018575927e-11,5.8149936907429278e-01 +2.3781887581175731e-01,2.7106168872620670e-02,0,1.9200745945353731e+01,4.5732535018575927e-11,1.4488750438237999e+05 +2.4324010958628145e-01,5.4212337745241342e-03,1,4.3044669805373611e-14,2.6593440259469870e-11,5.8149936907429212e-01 +2.4324010958628145e-01,2.7106168872620670e-02,0,1.1165221652979442e+01,2.6593440259469870e-11,1.4488750438236096e+05 +2.4866134336080559e-01,5.4212337745241342e-03,1,2.5030448333835146e-14,1.5464068732396613e-11,5.8149936907429234e-01 +2.4866134336080559e-01,2.7106168872620670e-02,0,6.4925693467816403e+00,1.5464068732396613e-11,1.4488750438236550e+05 +2.5408257713532972e-01,5.4212337745241342e-03,1,1.4555189913767959e-14,8.9923462112101116e-12,5.8149936907429167e-01 +2.5408257713532972e-01,2.7106168872620670e-02,0,3.7754249788246357e+00,8.9923462112101116e-12,1.4488750438237676e+05 +2.5950381090985386e-01,5.4212337745241342e-03,1,8.4638337516131450e-15,5.2290436483162809e-12,5.8149936907429201e-01 +2.5950381090985386e-01,2.7106168872620670e-02,0,2.1954072431738298e+00,5.2290436483162809e-12,1.4488750438238319e+05 +2.6492504468437800e-01,5.4212337745241342e-03,1,4.9217139865138171e-15,3.0406855823578506e-12,5.8149936907429189e-01 +2.6492504468437800e-01,2.7106168872620670e-02,0,1.2766279267667349e+00,3.0406855823578506e-12,1.4488750438237796e+05 +2.7034627845890213e-01,5.4212337745241342e-03,1,2.8619735779203942e-15,1.7681567476943842e-12,5.8149936907429134e-01 +2.7034627845890213e-01,2.7106168872620670e-02,0,7.4235833395748863e-01,1.7681567476943842e-12,1.4488750438238744e+05 +2.7576751223342627e-01,5.4212337745241342e-03,1,1.6642358298680740e-15,1.0281820332087362e-12,5.8149936907429167e-01 +2.7576751223342627e-01,2.7106168872620670e-02,0,4.3168090282330857e-01,1.0281820332087362e-12,1.4488750438239015e+05 +2.8118874600795041e-01,5.4212337745241342e-03,1,9.6775208505934819e-16,5.9788720360440285e-13,5.8149936907429201e-01 +2.8118874600795041e-01,2.7106168872620670e-02,0,2.5102217263318283e-01,5.9788720360440285e-13,1.4488750438238194e+05 +2.8660997978247454e-01,5.4212337745241342e-03,1,5.6274722688225617e-16,3.4767103167355284e-13,5.8149936907429167e-01 +2.8660997978247454e-01,2.7106168872620670e-02,0,1.4596923500985454e-01,3.4767103167355284e-13,1.4488750438237644e+05 +2.9203121355699868e-01,5.4212337745241342e-03,1,3.2723715738037559e-16,2.0217048556357911e-13,5.8149936907429189e-01 +2.9203121355699868e-01,2.7106168872620670e-02,0,8.4881018062489350e-02,2.0217048556357911e-13,1.4488750438237088e+05 +2.9745244733152282e-01,5.4212337745241342e-03,1,1.9028820055431393e-16,1.1756200980066445e-13,5.8149936907429167e-01 +2.9745244733152282e-01,2.7106168872620670e-02,0,4.9358258449717300e-02,1.1756200980066445e-13,1.4488750438237461e+05 +3.0287368110604695e-01,5.4212337745241342e-03,1,1.1065246856468338e-16,6.8362234526192135e-14,5.8149936907429223e-01 +3.0287368110604695e-01,2.7106168872620670e-02,0,2.8701796147118024e-02,6.8362234526192135e-14,1.4488750438237781e+05 +3.0829491488057109e-01,5.4212337745241342e-03,1,6.4344340656868769e-17,3.9752596245489513e-14,5.8149936907429201e-01 +3.0829491488057109e-01,2.7106168872620670e-02,0,1.6690076350848116e-02,3.9752596245489513e-14,1.4488750438238186e+05 +3.1371614865509523e-01,5.4212337745241342e-03,1,3.7416193495460884e-17,2.3116109635817213e-14,5.8149936907429178e-01 +3.1371614865509523e-01,2.7106168872620670e-02,0,9.7052688678198884e-03,2.3116109635817213e-14,1.4488750438237598e+05 +3.1913738242961937e-01,5.4212337745241342e-03,1,2.1757492910768372e-17,1.3442003168679866e-14,5.8149936907429178e-01 +3.1913738242961937e-01,2.7106168872620670e-02,0,5.6436077233336492e-03,1.3442003168679866e-14,1.4488750438238180e+05 +3.2455861620414350e-01,5.4212337745241342e-03,1,1.2651968400258482e-17,7.8165163616819754e-15,5.8149936907429201e-01 +3.2455861620414350e-01,2.7106168872620670e-02,0,3.2817543304213808e-03,7.8165163616819754e-15,1.4488750438237062e+05 +3.2997984997866764e-01,5.4212337745241342e-03,1,7.3571116422961742e-18,4.5452993326769482e-15,5.8149936907429189e-01 +3.2997984997866764e-01,2.7106168872620670e-02,0,1.9083380725968269e-03,4.5452993326769482e-15,1.4488750438236617e+05 +3.3540108375319178e-01,5.4212337745241342e-03,1,4.2781557782024558e-18,2.6430886942054455e-15,5.8149936907429189e-01 +3.3540108375319178e-01,2.7106168872620670e-02,0,1.1096973851955057e-03,2.6430886942054455e-15,1.4488750438237790e+05 +3.4082231752771591e-01,5.4212337745241342e-03,1,2.4877448858279384e-18,1.5369544080878604e-15,5.8149936907429189e-01 +3.4082231752771591e-01,2.7106168872620670e-02,0,6.4528832935456136e-04,1.5369544080878604e-15,1.4488750438237647e+05 +3.4624355130224005e-01,5.4212337745241342e-03,1,1.4466220815266232e-18,8.9373801859904236e-16,5.8149936907429178e-01 +3.4624355130224005e-01,2.7106168872620670e-02,0,3.7523475639069141e-04,8.9373801859904236e-16,1.4488750438235895e+05 +3.5166478507676419e-01,5.4212337745241342e-03,1,8.4120982769641967e-19,5.1970809393305120e-16,5.8149936907429212e-01 +3.5166478507676419e-01,2.7106168872620670e-02,0,2.1819877409592908e-04,5.1970809393305120e-16,1.4488750438238811e+05 +3.5708601885128832e-01,5.4212337745241342e-03,1,4.8916298406456167e-19,3.0220992872487202e-16,5.8149936907429178e-01 +3.5708601885128832e-01,2.7106168872620670e-02,0,1.2688244946956672e-04,3.0220992872487202e-16,1.4488750438236614e+05 +3.6292894420865224e-01,5.8429253573639220e-03,1,4.6364894987920233e-19,1.6847740432038514e-16,5.5748467640110122e-01 +3.6292894420865224e-01,2.9214626786819610e-02,0,1.6830081891059507e-03,1.6847740432038514e-16,4.0089008894825969e+06 +3.6877186956601615e-01,5.8429253573639220e-03,1,2.5848114515666448e-19,9.3923575803865092e-17,5.5748470355855717e-01 +3.6877186956601615e-01,2.9214626786819610e-02,0,9.3825133280944794e-04,9.3923575803865092e-17,4.0089009166684817e+06 +3.7461479492338007e-01,5.8429253573639220e-03,1,1.4409930257778671e-19,5.2360956932572439e-17,5.5748470481910373e-01 +3.7461479492338007e-01,2.9214626786819610e-02,0,5.2306076785446610e-04,5.2360956932572439e-17,4.0089009189835759e+06 +3.8045772028074398e-01,5.8429253573639220e-03,1,8.0333157564931615e-20,2.9190432625612499e-17,5.5748470493391356e-01 +3.8045772028074398e-01,2.9214626786819610e-02,0,2.9159837785855701e-04,2.9190432625612499e-17,4.0089009192056796e+06 +3.8630064563810790e-01,5.8429253573639220e-03,1,4.4784506661549344e-20,1.6273219719505578e-17,5.5748470494496893e-01 +3.8630064563810790e-01,2.9214626786819610e-02,0,1.6256163564445290e-04,1.6273219719505578e-17,4.0089009192263572e+06 +3.9229357612124188e-01,5.9929304831339795e-03,1,3.0460553428249055e-20,8.9369777862394680e-18,5.4918313279623043e-01 +3.9229357612124188e-01,2.9964652415669896e-02,0,2.7494267127596789e-04,8.9369777862394680e-18,1.2989632410199033e+07 +3.9828650660437587e-01,5.9929304831339795e-03,1,1.6728522789560463e-20,4.9080375550551601e-18,5.4918314361396448e-01 +3.9828650660437587e-01,2.9964652415669896e-02,0,1.5099388124896904e-04,4.9080375550551601e-18,1.2989632444763303e+07 +4.0452471507452425e-01,6.2382084701483745e-03,1,1.3050898065466762e-20,2.6300898487125127e-18,5.3587402688139252e-01 +4.0452471507452425e-01,3.1191042350741872e-02,0,5.0773042702105162e-04,2.6300898487125127e-18,8.8325468799883544e+07 +4.1076292354467264e-01,6.2382084701483745e-03,1,6.9937037039350130e-21,1.4093968875625038e-18,5.3587404561575525e-01 +4.1076292354467264e-01,3.1191042350741872e-02,0,2.7207956021195549e-04,1.4093968875625038e-18,8.8325469194445133e+07 +4.1700113201482103e-01,6.2382084701483745e-03,1,3.7477445226425515e-21,7.5525921311257691e-19,5.3587404639353775e-01 +4.1700113201482103e-01,3.1191042350741872e-02,0,1.4580037495876303e-04,7.5525921311257691e-19,8.8325469223752961e+07 +4.2354027252867438e-01,6.5391405138533216e-03,1,3.1961797613418267e-21,3.9272266425094840e-19,5.1998394383361224e-01 +4.2354027252867438e-01,3.2695702569266606e-02,0,7.1864204444200966e-04,3.9272266425094840e-19,9.2000572797503388e+08 +4.3007941304252773e-01,6.5391405138533216e-03,1,1.6619794658082428e-21,2.0420948944452571e-19,5.1998396841705208e-01 +4.3007941304252773e-01,3.2695702569266606e-02,0,3.7368234599824413e-04,2.0420948944452571e-19,9.2000573318933272e+08 +4.3661855355638107e-01,6.5391405138533216e-03,1,8.6420272563272907e-22,1.0618566090095683e-19,5.1998396935320956e-01 +4.3661855355638107e-01,3.2695702569266606e-02,0,1.9430882968245663e-04,1.0618566090095683e-19,9.2000573353740001e+08 +4.4315769407023442e-01,6.5391405138533216e-03,1,4.4937156452667710e-22,5.5214841450693535e-20,5.1998396941932112e-01 +4.4315769407023442e-01,3.2695702569266606e-02,0,1.0103747655654522e-04,5.5214841450693535e-20,9.2000573356276560e+08 +4.5053396203226848e-01,7.3762679620340277e-03,1,9.3080083781090421e-22,2.6404193861935796e-20,4.7820827096849594e-01 +4.5053396203226848e-01,3.6881339810170138e-02,0,2.4662321316422760e-02,2.6404193861935796e-20,5.9756227985774548e+11 +4.5791022999430253e-01,7.3762679620340277e-03,1,4.4512347847780556e-22,1.2626705810054433e-20,4.7820834357139952e-01 +4.5791022999430253e-01,3.6881339810170138e-02,0,1.1793728167465699e-02,1.2626705810054433e-20,5.9756228926939966e+11 +4.6528649795633659e-01,7.3762679620340277e-03,1,2.1286177304692143e-22,6.0381960983919783e-21,4.7820834580495769e-01 +4.6528649795633659e-01,3.4713502043663413e-02,0,2.2404923663194655e-04,6.0381960983919783e-21,2.1029510640798573e+10 +4.7222919836506927e-01,6.9427004087326827e-03,1,4.9322149169462010e-23,3.0155348781266568e-21,4.9940989477465281e-01 +5.0000000000000000e-01,2.7770801634930731e-02,1,3.4425264265272453e-09,1.2476768122316762e-15,4.1374975341249292e+05 diff --git a/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult1_CAB.csv b/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult1_CAB.csv new file mode 100644 index 0000000..c58bc0a --- /dev/null +++ b/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult1_CAB.csv @@ -0,0 +1,25 @@ +t,dt,accepted,err_est,y_norm_ratio,step_ratio +1.0000000000000000e-02,1.0000000000000000e-02,1,1.8525079352250616e-09,9.8785096915115189e-01,9.8785096915115189e-01 +2.9984371482239126e-02,1.9984371482239124e-02,1,5.6125666867223085e-08,9.6481911453968972e-01,9.7668488939049858e-01 +5.0172715684370262e-02,2.0188344202131139e-02,1,5.7368970912630136e-08,9.4295778595868995e-01,9.7734152624927040e-01 +7.0477940308192960e-02,2.0305224623822705e-02,1,5.7359021751235984e-08,9.2211047009845759e-01,9.7789157036437513e-01 +9.0901430467097352e-02,2.0423490158904396e-02,1,5.7341720180898148e-08,9.0206552314764443e-01,9.7826188119448110e-01 +1.1144511447985792e-01,2.0543684012760556e-02,1,5.7327278436080491e-08,8.8265322909245780e-01,9.7848017293971079e-01 +1.3211074074604681e-01,2.0665626266188897e-02,1,5.7315257109382619e-08,8.6373954528206398e-01,9.7857178426703229e-01 +1.5289990504080195e-01,2.0789164294755143e-02,1,5.7305201896684672e-08,8.4521998826392553e-01,9.7855886404727399e-01 +1.7381407974318874e-01,2.0914174702386802e-02,1,5.7296729315684107e-08,8.2701440305811191e-01,9.7846053635905161e-01 +1.9485463877846884e-01,2.1040559035280106e-02,1,5.7289510765497908e-08,8.0906252448099558e-01,9.7829314881248208e-01 +2.1602287929165984e-01,2.1168240513190988e-02,1,5.7283268152666462e-08,7.9132023338820356e-01,9.7807055628466599e-01 +2.3732004025248421e-01,2.1297160960824388e-02,1,5.7277769127444578e-08,7.7375641668332984e-01,9.7780441348040537e-01 +2.5874731822910252e-01,2.1427277976618288e-02,1,5.7272811703639033e-08,7.5635034722284011e-01,9.7750445865754498e-01 +2.8030588137783258e-01,2.1558563148730069e-02,1,5.7268232257608317e-08,7.3908950747203073e-01,9.7717877725026825e-01 +3.0199688097128929e-01,2.1690999593456693e-02,1,5.7263888648248112e-08,7.2196779082868534e-01,9.7683404179027200e-01 +3.2382146165476644e-01,2.1824580683477170e-02,1,5.7259665816988682e-08,7.0498402140029703e-01,9.7647572420246886e-01 +3.4578076994952339e-01,2.1959308294756934e-02,1,5.7255465413099396e-08,6.8814074222945332e-01,9.7610828237299874e-01 +3.6787596173414516e-01,2.2095191784621795e-02,1,5.7251209194918393e-08,6.7144322812582014e-01,9.7573532116477191e-01 +3.9010820839825572e-01,2.2232246664110569e-02,1,5.7246828583656166e-08,6.5489868643783566e-01,9.7535973110613561e-01 +4.1247870243226076e-01,2.2370494034005050e-02,1,5.7242273539528179e-08,6.3851561386077393e-01,9.7498380602017465e-01 +4.3498866173158118e-01,2.2509959299320422e-02,1,5.7237499293857245e-08,6.2230328334540685e-01,9.7460934366610152e-01 +4.5763933361490711e-01,2.2650671883325937e-02,1,5.7232471901635947e-08,6.0627133805535649e-01,9.7423772986723611e-01 +4.8043199810202741e-01,2.2792664487120334e-02,1,5.7227165809500788e-08,5.9042947397898060e-01,9.7387000987513372e-01 +5.0000000000000000e-01,1.9568001897972587e-02,1,2.6158158579670090e-08,5.7706516853359546e-01,9.7736511127176406e-01 diff --git a/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult20_CAB.csv b/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult20_CAB.csv new file mode 100644 index 0000000..f43e983 --- /dev/null +++ b/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult20_CAB.csv @@ -0,0 +1,109 @@ +t,dt,accepted,err_est,y_norm_ratio,step_ratio +0.0000000000000000e+00,1.0000000000000000e-02,0,8.6799190307671958e-05,1.0000000000000000e+00,8.0275812715184680e-01 +0.0000000000000000e+00,2.3256233254218247e-03,0,1.2372730386386367e-07,1.0000000000000000e+00,9.4632457805348713e-01 +2.0058052985876059e-03,2.0058052985876059e-03,1,6.1072626961334617e-08,9.5329932912407012e-01,9.5329932912407012e-01 +3.9981384591653221e-03,1.9923331605777163e-03,1,5.6738310479029466e-08,9.1151101903938125e-01,9.5616454474683665e-01 +6.0064412556526158e-03,2.0083027964872937e-03,1,5.6608001510134291e-08,8.7272422873355970e-01,9.5744780974047028e-01 +8.0317728513882840e-03,2.0253315957356687e-03,1,5.6594068450324503e-08,8.3621089518647063e-01,9.5816165938228293e-01 +1.0074378197098601e-02,2.0426053457103170e-03,1,5.6576442004544178e-08,8.0152897901334108e-01,9.5852491713182519e-01 +1.2134532962666549e-02,2.0601547655679478e-03,1,5.6556065604452933e-08,7.6839251363759409e-01,9.5865843126902661e-01 +1.4212537630305935e-02,2.0780046676393861e-03,1,5.6534942520572266e-08,7.3660953980259802e-01,9.5863705948339550e-01 +1.6308703460305163e-02,2.0961658299992270e-03,1,5.6513775461065540e-08,7.0604666070730038e-01,9.5850871127261239e-01 +1.8423347547082653e-02,2.1146440867774899e-03,1,5.6492671740387608e-08,6.7660797092963743e-01,9.5830489482356318e-01 +2.0556792141963161e-02,2.1334445948805090e-03,1,5.6471523319674894e-08,6.4822211143847230e-01,9.5804681483109955e-01 +2.2709365583495924e-02,2.1525734415327618e-03,1,5.6450174592547856e-08,6.2083407386923406e-01,9.5774899207239117e-01 +2.4881403634429297e-02,2.1720380509333732e-03,1,5.6428480819184054e-08,5.9439987965159946e-01,9.5742148292072893e-01 +2.7073250794220741e-02,2.1918471597914429e-03,1,5.6406332637098633e-08,5.6888305862880229e-01,9.5707128837617950e-01 +2.9285261393180915e-02,2.2120105989601735e-03,1,5.6383650362671521e-08,5.4425228846548623e-01,9.5670328059569143e-01 +3.1517800500526910e-02,2.2325391073459953e-03,1,5.6360382254999837e-08,5.2047979971665981e-01,9.5632082904813742e-01 +3.3771244649160884e-02,2.2534441486339722e-03,1,5.6336495039666716e-08,4.9754029509170672e-01,9.5592623452929204e-01 +3.6045982442706861e-02,2.2747377935459761e-03,1,5.6311968950471689e-08,4.7541021740221345e-01,9.5552103436081648e-01 +3.8342415078044513e-02,2.2964326353376511e-03,1,5.6286792532242105e-08,4.5406725554307276e-01,9.5510621968588483e-01 +4.0660956820873895e-02,2.3185417428293804e-03,1,5.6260959316750558e-08,4.3349001318635372e-01,9.5468239097728314e-01 +4.3002035458905609e-02,2.3410786380317168e-03,1,5.6234464922110462e-08,4.1365778857985452e-01,9.5424986965507441e-01 +4.5366092755456784e-02,2.3640572965511774e-03,1,5.6207305925652940e-08,3.9455042986937738e-01,9.5380877808181641e-01 +4.7753584912798228e-02,2.3874921573414417e-03,1,5.6179478069553187e-08,3.7614824148183496e-01,9.5335909684945774e-01 +5.0164983060991500e-02,2.4113981481932718e-03,1,5.6150976306045918e-08,3.5843192466169960e-01,9.5290070544968664e-01 +5.2600773773138210e-02,2.4357907121467103e-03,1,5.6121794300366398e-08,3.4138254065602308e-01,9.5243341110932489e-01 +5.5061459612767476e-02,2.4606858396292652e-03,1,5.6091922947874481e-08,3.2498148866265675e-01,9.5195696897138027e-01 +5.7547559728236698e-02,2.4861001154692225e-03,1,5.6061352556225316e-08,3.0921049314305765e-01,9.5147109583226153e-01 +6.0059610477287972e-02,2.5120507490512729e-03,1,5.6030070507693240e-08,2.9405159706884654e-01,9.5097547977714392e-01 +6.2598166104531588e-02,2.5385556272436143e-03,1,5.5998062695848302e-08,2.7948715860432921e-01,9.5046978622222078e-01 +6.5163799461794167e-02,2.5656333572625727e-03,1,5.5965313012617928e-08,2.6549984977194246e-01,9.4995366190620367e-01 +6.7757102778512546e-02,2.5933033167183741e-03,1,5.5931803386544532e-08,2.5207265608689400e-01,9.4942673716545567e-01 +7.0378688484729640e-02,2.6215857062170979e-03,1,5.5897514056241452e-08,2.3918887655319593e-01,9.4888862705815746e-01 +7.3029190087189888e-02,2.6505016024602505e-03,1,5.5862423673573312e-08,2.2683212366944105e-01,9.4833893171864658e-01 +7.5709263100668223e-02,2.6800730134783363e-03,1,5.5826508251064287e-08,2.1498632324245920e-01,9.4777723615441456e-01 +7.8419586048023959e-02,2.7103229473557301e-03,1,5.5789742948770673e-08,2.0363571386301210e-01,9.4720310944317132e-01 +8.1160861515653313e-02,2.7412754676293567e-03,1,5.5752100612080031e-08,1.9276484608417541e-01,9.4661610396028262e-01 +8.3933817282151796e-02,2.7729557664984855e-03,1,5.5713552731462522e-08,1.8235858123818902e-01,9.4601575413059369e-01 +8.6739207515083627e-02,2.8053902329318310e-03,1,5.5674068340219036e-08,1.7240208995344716e-01,9.4540157519794976e-01 +8.9577814051276586e-02,2.8386065361929590e-03,1,5.5633615030955706e-08,1.6288085036257646e-01,9.4477306166391783e-01 +9.2450447755474716e-02,2.8726337041981328e-03,1,5.5592158456974483e-08,1.5378064607774519e-01,9.4412968581282564e-01 +9.5357949967492778e-02,2.9075022120180587e-03,1,5.5549661984465246e-08,1.4508756395033437e-01,9.4347089605140599e-01 +9.8301194047255791e-02,2.9432440797630124e-03,1,5.5506087185251041e-08,1.3678799164023844e-01,9.4279611508993977e-01 +1.0128108701885358e-01,2.9798929715977836e-03,1,5.5461393197282721e-08,1.2886861504339073e-01,9.4210473812879569e-01 +1.0429857132706512e-01,3.0174843082115357e-03,1,5.5415537165281909e-08,1.2131641558636026e-01,9.4139613082295015e-01 +1.0735462670905352e-01,3.0560553819884047e-03,1,5.5368473455683104e-08,1.1411866742664230e-01,9.4066962723116243e-01 +1.1045027219777280e-01,3.0956454887192818e-03,1,5.5320154240843440e-08,1.0726293455895343e-01,9.3992452749156175e-01 +1.1358656825957152e-01,3.1362960617987204e-03,1,5.5270528660730248e-08,1.0073706786301523e-01,9.3916009549084745e-01 +1.1676461908492872e-01,3.1780508253572049e-03,1,5.5219543149706010e-08,9.4529202087877517e-02,9.3837555621949087e-01 +1.1998557503938878e-01,3.2209559544600710e-03,1,5.5167141073022044e-08,8.8627752796416520e-02,9.3757009303881766e-01 +1.2325063529045892e-01,3.2650602510701358e-03,1,5.5113262472501417e-08,8.3021413273792907e-02,9.3674284469897673e-01 +1.2656105062633224e-01,3.3104153358733241e-03,1,5.5057843902267809e-08,7.7699151406033271e-02,9.3589290210939236e-01 +1.2991812648262219e-01,3.3570758562899488e-03,1,5.5000818173636452e-08,7.2650206535846529e-02,9.3501930485955487e-01 +1.3332322619587020e-01,3.4050997132479997e-03,1,5.4942114181704310e-08,6.7864086299969567e-02,9.3412103744652897e-01 +1.3677777450328515e-01,3.4545483074149698e-03,1,5.4881656300478517e-08,6.3330563453156394e-02,9.3319702520160197e-01 +1.4028326131547988e-01,3.5054868121947324e-03,1,5.4819364471249076e-08,5.9039672676378017e-02,9.3224612978609911e-01 +1.4384124578257260e-01,3.5579844670927049e-03,1,5.4755153567687889e-08,5.4981707378673507e-02,9.3126714438360836e-01 +1.4745336068543949e-01,3.6121149028669045e-03,1,5.4688933137452532e-08,5.1147216489382891e-02,9.3025878838426268e-01 +1.5112131718202904e-01,3.6679564965895338e-03,1,5.4620606853052172e-08,4.7527001244277278e-02,9.2921970160669265e-01 +1.5484690994556552e-01,3.7255927635364830e-03,1,5.4550072149705085e-08,4.4112111964891336e-02,9.2814843794090351e-01 +1.5863202273263846e-01,3.7851127870729417e-03,1,5.4477219808498618e-08,4.0893844833463297e-02,9.2704345840458868e-01 +1.6247863442384070e-01,3.8466116912022454e-03,1,5.4401933000507844e-08,3.7863738664955807e-02,9.2590312354225079e-01 +1.6638882559182105e-01,3.9101911679803592e-03,1,5.4324087195201438e-08,3.5013571672092424e-02,9.2472568495986074e-01 +1.7036478564493887e-01,3.9759600531178111e-03,1,5.4243549079575017e-08,3.2335358230008979e-02,9.2350927614111089e-01 +1.7440882061456081e-01,4.0440349696219298e-03,1,5.4160175917312763e-08,2.9821345636037014e-02,9.2225190220287023e-01 +1.7852336165501770e-01,4.1145410404568880e-03,1,5.4073814756299061e-08,2.7464010866351866e-02,9.2095142860232049e-01 +1.8271097433536349e-01,4.1876126803457843e-03,1,5.3984301447285689e-08,2.5256057329984097e-02,9.1960556864354837e-01 +1.8697436881417603e-01,4.2633944788125428e-03,1,5.3891459599566792e-08,2.3190411619726351e-02,9.1821186960145973e-01 +1.9131641100040805e-01,4.3420421862320254e-03,1,5.3795099440161003e-08,2.1260220259928266e-02,9.1676769729450536e-01 +1.9574013481725841e-01,4.4237238168503435e-03,1,5.3695016587799060e-08,1.9458846451296457e-02,9.1527021890610050e-01 +2.0024875570180334e-01,4.5086208845449335e-03,1,5.3590990490755415e-08,1.7779866813019071e-02,9.1371638383191400e-01 +2.0484568549549551e-01,4.5969297936921559e-03,1,5.3482782979612966e-08,1.6217068121277548e-02,9.1210290222212542e-01 +2.0953454889852235e-01,4.6888634030268356e-03,1,5.3370136317333500e-08,1.4764444045115656e-02,9.1042622098528514e-01 +2.1431920169259566e-01,4.7846527940733144e-03,1,5.3252771332977370e-08,1.3416191878610468e-02,9.0868249678854562e-01 +2.1920375096264688e-01,4.8845492700512168e-03,1,5.3130385048823383e-08,1.2166709270130084e-02,9.0686756571568994e-01 +2.2419257758890340e-01,4.9888266262565215e-03,1,5.3002648160246294e-08,1.1010590947944477e-02,9.0497690899675398e-01 +2.2929036132175701e-01,5.0977837328536136e-03,1,5.2869202155778266e-08,9.9426254423013657e-03,9.0300561425883452e-01 +2.3450210880377240e-01,5.2117474820153869e-03,1,5.2729656073734250e-08,8.9577918038634494e-03,9.0094833158977350e-01 +2.3983318496415290e-01,5.3310761603805063e-03,1,5.2583582736765479e-08,8.0512563184361452e-03,8.9879922359477915e-01 +2.4528934828599844e-01,5.4561633218455363e-03,1,5.2430514608566516e-08,7.2183692176106999e-03,8.9655190843716381e-01 +2.5087679053228146e-01,5.5874422462830189e-03,1,5.2269938977760185e-08,6.4546613854295038e-03,8.9419939474445664e-01 +2.5660218162436121e-01,5.7253910920797577e-03,1,5.2101292472396996e-08,5.7558410608068052e-03,8.9173400696120353e-01 +2.6247272049535475e-01,5.8705388709935358e-03,1,5.1923954828701329e-08,5.1177905355011431e-03,8.8914729948845639e-01 +2.6849619289620030e-01,6.0234724008455644e-03,1,5.1737241713075622e-08,4.5365628475368880e-03,8.8642995762870935e-01 +2.7468103732397836e-01,6.1848444277780362e-03,1,5.1540396500296256e-08,4.0083784698526194e-03,8.8357168291605515e-01 +2.8103642047611016e-01,6.3553831521318133e-03,1,5.1332580797740565e-08,3.5296219939907635e-03,8.8056105992419953e-01 +2.8757232392363336e-01,6.5359034475231679e-03,1,5.1112863591220436e-08,3.0968388085887049e-03,8.7738540100359785e-01 +2.9429964405365083e-01,6.7273201300174518e-03,1,5.0880208665309880e-08,2.7067317725154635e-03,8.7403056465472884e-01 +3.0123030777876070e-01,6.9306637251098438e-03,1,5.0633460186395955e-08,2.3561578823517678e-03,8.7048074222814675e-01 +3.0837740706768402e-01,7.1470992889233094e-03,1,5.0371326046534746e-08,2.0421249340280036e-03,8.6671820650222453e-01 +3.1575535605483845e-01,7.3779489871544247e-03,1,5.0092358798017828e-08,1.7617881783264303e-03,8.6272301413576047e-01 +3.2338007537248520e-01,7.6247193176467677e-03,1,4.9794933816891649e-08,1.5124469700242300e-03,8.5847265217827939e-01 +3.3126920947706445e-01,7.8891341045792644e-03,1,4.9477224591486051e-08,1.2915414103842314e-03,8.5394161645451971e-01 +3.3944238417697875e-01,8.1731746999143175e-03,1,4.9137175098121353e-08,1.0966489827441081e-03,8.4910090681324479e-01 +3.4792151340680116e-01,8.4791292298224200e-03,1,4.8772469667362107e-08,9.2548118094888112e-04,8.4391742071659104e-01 +3.5673116664725885e-01,8.8096532404577065e-03,1,4.8380501519108084e-08,7.7588013039729784e-04,8.3835322248454613e-01 +3.6589901140407050e-01,9.1678447568116651e-03,1,4.7958342571965451e-08,6.4581520153205796e-04,8.3236466076449367e-01 +3.7545634899886993e-01,9.5573375947994397e-03,1,4.7502719998344039e-08,5.3337961568268686e-04,8.2590130182342902e-01 +3.8543876675427430e-01,9.9824177554043540e-03,1,4.7010010262296364e-08,4.3678704333951682e-04,8.1890464220396086e-01 +3.9588693556796684e-01,1.0448168813692557e-02,1,4.6476271698367292e-08,3.5436819519135438e-04,8.1130656367913856e-01 +4.0684758870124538e-01,1.0960653133278549e-02,1,4.5897356773673857e-08,2.8456740669728989e-04,8.0302750235140907e-01 +4.1837472447122398e-01,1.1527135769978615e-02,1,4.5269185345155182e-08,2.2593921767270037e-04,7.9397433562391218e-01 +4.3053107969056825e-01,1.2156355219344273e-02,1,4.4588342232561854e-08,1.7714494951185912e-04,7.8403807597702890e-01 +4.4338991477007539e-01,1.2858835079507113e-02,1,4.3853333491626419e-08,1.3694928443494538e-04,7.7309166765591131e-01 +4.5703711656894436e-01,1.3647201798868976e-02,1,4.3067197516488846e-08,1.0421685361829147e-04,7.6098866853004477e-01 +4.7157351440835060e-01,1.4536397839406244e-02,1,4.2242926756943925e-08,7.7908843518053055e-05,7.4756472502427374e-01 +4.8711700339660507e-01,1.5543488988254495e-02,1,4.1414650909370878e-08,5.7079627897303277e-05,7.3264632511297356e-01 +5.0000000000000000e-01,1.2882996603394925e-02,1,1.4237718642020867e-08,4.4106460002404333e-05,7.7271807170432061e-01 diff --git a/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult50_CAB.csv b/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult50_CAB.csv new file mode 100644 index 0000000..3a2a421 --- /dev/null +++ b/experiments/abc_adaptive_outputs/adaptive_Yoshida3_Bmult50_CAB.csv @@ -0,0 +1,116 @@ +t,dt,accepted,err_est,y_norm_ratio,step_ratio +0.0000000000000000e+00,1.0000000000000000e-02,0,1.4674392899330186e-03,1.0000000000000000e+00,5.9248986362601330e-01 +0.0000000000000000e+00,2.0000000000000000e-03,0,1.7307510689773856e-06,1.0000000000000000e+00,8.9171340168778346e-01 +1.0177136122811585e-03,1.0177136122811585e-03,1,7.5838758720862629e-08,9.4159468555011439e-01,9.4159468555011439e-01 +1.9857459147465729e-03,9.6803230246541433e-04,1,5.6705859009309994e-08,8.9240266889302111e-01,9.4775669679108954e-01 +2.9616491826987478e-03,9.7590326795217496e-04,1,5.6069252208600271e-08,8.4711462277940186e-01,9.4925155684507678e-01 +3.9477114240139000e-03,9.8606224131515255e-04,1,5.6039166901775260e-08,8.0467465923908488e-01,9.4990056552079039e-01 +4.9441453468137076e-03,9.9643392279980783e-04,1,5.6019268173905552e-08,7.6453593140592779e-01,9.5011806651011854e-01 +5.9511315668934351e-03,1.0069862200797271e-03,1,5.5994115740809734e-08,7.2636400751652497e-01,9.5007177253368946e-01 +6.9688732425658359e-03,1.0177416756724004e-03,1,5.5966230173992684e-08,6.8994116645911840e-01,9.4985593906017152e-01 +7.9975877333049901e-03,1.0287144907391548e-03,1,5.5936799115966909e-08,6.5511787420393275e-01,9.4952715688222533e-01 +9.0375027382675714e-03,1.0399150049625807e-03,1,5.5906188934762782e-08,6.2178593113461644e-01,9.4912069357011564e-01 +1.0088855298347542e-02,1.0513525600799707e-03,1,5.5874471492052427e-08,5.8986287948405980e-01,9.4865909623862932e-01 +1.1151891856633837e-02,1.0630365582862964e-03,1,5.5841637158881436e-08,5.5928261221889186e-01,9.4815698982123464e-01 +1.2226868631497618e-02,1.0749767748637808e-03,1,5.5807664651341071e-08,5.2998957075742947e-01,9.4762390100910610e-01 +1.3314052052252261e-02,1.0871834207546440e-03,1,5.5772540323707860e-08,5.0193510339109626e-01,9.4706600107953165e-01 +1.4413719185547812e-02,1.0996671332955512e-03,1,5.5736257019483302e-08,4.7507516184752902e-01,9.4648722242756034e-01 +1.5526158156115331e-02,1.1124389705675197e-03,1,5.5698814083222822e-08,4.4936884096761193e-01,9.4588999184897971e-01 +1.6651668561072714e-02,1.1255104049573827e-03,1,5.5660209093622916e-08,4.2477745483281937e-01,9.4527572031509643e-01 +1.7790561910785208e-02,1.1388933497124925e-03,1,5.5620439129109217e-08,4.0126395464700454e-01,9.4464513142518569e-01 +1.8943162092656937e-02,1.1526001818717305e-03,1,5.5579496743375097e-08,3.7879256452770510e-01,9.4399848314542056e-01 +2.0109805876078909e-02,1.1666437834219731e-03,1,5.5537370057765776e-08,3.5732855522565393e-01,9.4333571639978353e-01 +2.1290843460870550e-02,1.1810375847916413e-03,1,5.5494041716406647e-08,3.3683810467140884e-01,9.4265655443823870e-01 +2.2486639076629417e-02,1.1957956157588666e-03,1,5.5449489906144005e-08,3.1728821255871253e-01,9.4196056847022225e-01 +2.3697571632035737e-02,1.2109325554063180e-03,1,5.5403687182860113e-08,2.9864664823142645e-01,9.4124722069895195e-01 +2.4924035422733581e-02,1.2264637906978430e-03,1,5.5356601089976458e-08,2.8088191865043172e-01,9.4051589165257088e-01 +2.6166440899143367e-02,1.2424054764097856e-03,1,5.5308194631471192e-08,2.6396324828067602e-01,9.3976589717470704e-01 +2.7425215496298103e-02,1.2587745971547354e-03,1,5.5258426087390342e-08,2.4786056585734900e-01,9.3899649845873689e-01 +2.8700804530975402e-02,1.2755890346772987e-03,1,5.5207248879155533e-08,2.3254449493359333e-01,9.3820690729573131e-01 +2.9993672171623180e-02,1.2928676406477760e-03,1,5.5154612219485747e-08,2.1798634636688466e-01,9.3739628809159314e-01 +3.1304302483329979e-02,1.3106303117068005e-03,1,5.5100460709594901e-08,2.0415811171490922e-01,9.3656375785710144e-01 +3.2633200555313838e-02,1.3288980719838603e-03,1,5.5044734368775403e-08,1.9103245692135407e-01,9.3570838462747885e-01 +3.3980893716973187e-02,1.3476931616593461e-03,1,5.4987368594679531e-08,1.7858271598267642e-01,9.3482918484473521e-01 +3.5347932849422357e-02,1.3670391324491712e-03,1,5.4928294224293969e-08,1.6678288444854805e-01,9.3392511996920791e-01 +3.6734893799552047e-02,1.3869609501296898e-03,1,5.4867436630521239e-08,1.5560761270630957e-01,9.3299509251690615e-01 +3.8142378909238217e-02,1.4074851096861679e-03,1,5.4804716510610567e-08,1.4503219901216838e-01,9.3203794139493046e-01 +3.9571018664758650e-02,1.4286397555204307e-03,1,5.4740048881628467e-08,1.3503258233025089e-01,9.3105243697588491e-01 +4.1021473481374471e-02,1.4504548166158189e-03,1,5.4673342919045815e-08,1.2558533497522076e-01,9.3003727550788540e-01 +4.2494435635021220e-02,1.4729621536467479e-03,1,5.4604501710705749e-08,1.1666765509697789e-01,9.2899107304206807e-01 +4.3990631354695005e-02,1.4961957196737842e-03,1,5.4533421704310974e-08,1.0825735904032899e-01,9.2791235883109169e-01 +4.5510823092195000e-02,1.5201917374999959e-03,1,5.4459992149654294e-08,1.0033287360006064e-01,9.2679956808002073e-01 +4.7055811987648834e-02,1.5449888954538311e-03,1,5.4384094856891831e-08,9.2873228191058629e-02,9.2565103398974602e-01 +4.8626440549371444e-02,1.5706285617226130e-03,1,5.4305603177368930e-08,8.5858046959419482e-02,9.2446497910886083e-01 +5.0223595573138782e-02,1.5971550237673412e-03,1,5.4224381462332416e-08,7.9267540836449948e-02,9.2323950571476998e-01 +5.1848211325882722e-02,1.6246157527439408e-03,1,5.4140284521307008e-08,7.3082499551721025e-02,9.2197258525415460e-01 +5.3501273021588656e-02,1.6530616957059357e-03,1,5.4053156424916974e-08,6.7284283618487720e-02,9.2066204674444851e-01 +5.5183820624388771e-02,1.6825476028001171e-03,1,5.3962829690690617e-08,6.1854816289388964e-02,9.1930556383887985e-01 +5.6896953015513195e-02,1.7131323911244213e-03,1,5.3869124363501950e-08,5.6776575491289248e-02,9.1790064052019704e-01 +5.8641832565764801e-02,1.7448795502516073e-03,1,5.3771846491764820e-08,5.2032585745318334e-02,9.1644459524159316e-01 +6.0419690164190666e-02,1.7778575984258667e-03,1,5.3670787124409777e-08,4.7606410068291728e-02,9.1493454315933442e-01 +6.2231830756404795e-02,1.8121405922141302e-03,1,5.3565720640620754e-08,4.3482141863837455e-02,9.1336737639872478e-01 +6.4079639457307061e-02,1.8478087009022595e-03,1,5.3456403114813157e-08,3.9644396800977963e-02,9.1173974191802165e-01 +6.5964588311060224e-02,1.8849488537531576e-03,1,5.3342570422396542e-08,3.6078304681887156e-02,9.1004801669720869e-01 +6.7888243782645949e-02,1.9236554715857251e-03,1,5.3223936227582996e-08,3.2769501299252636e-02,9.0828827984548621e-01 +6.9852275077554010e-02,1.9640312949080582e-03,1,5.3100189448893445e-08,2.9704120284826087e-02,9.0645628120997790e-01 +7.1858463403400463e-02,2.0061883258464569e-03,1,5.2970991718551541e-08,2.6868784947288227e-02,9.0454740586994420e-01 +7.3908712303417182e-02,2.0502489000167250e-03,1,5.2835974187965269e-08,2.4250600101345009e-02,9.0255663398699904e-01 +7.6005059215715959e-02,2.0963469122987832e-03,1,5.2694734198492256e-08,2.1837143886275532e-02,9.0047849517193523e-01 +7.8149688436191966e-02,2.1446292204760006e-03,1,5.2546831255426474e-08,1.9616459575210465e-02,8.9830701658467582e-01 +8.0344945695795950e-02,2.1952572596039784e-03,1,5.2391782583626466e-08,1.7577047373947191e-02,8.9603566365051401e-01 +8.2593354599444516e-02,2.2484089036485695e-03,1,5.2229057970858536e-08,1.5707856209486077e-02,8.9365727219739766e-01 +8.4897635219803258e-02,2.3042806203587424e-03,1,5.2058073821491002e-08,1.3998275507750072e-02,8.9116397050390750e-01 +8.7260725194742483e-02,2.3630899749392223e-03,1,5.1878186482934541e-08,1.2438126959811564e-02,8.8854708945578764e-01 +8.9685803743301484e-02,2.4250785485589953e-03,1,5.1688684312782314e-08,1.1017656276933265e-02,8.8579705871567826e-01 +9.2176319099619319e-02,2.4905153563178316e-03,1,5.1488778690788655e-08,9.7275249332032174e-03,8.8290328620696890e-01 +9.4736019964796692e-02,2.5597008651773662e-03,1,5.1277593480176026e-08,8.5588018956942388e-03,8.7985401779647510e-01 +9.7368991704037969e-02,2.6329717392412823e-03,1,5.1054152841986871e-08,7.5029553413998541e-03,8.7663617324457999e-01 +1.0007969817345432e-01,2.7107064694163528e-03,1,5.0817366934583783e-08,6.5518443605447098e-03,8.7323515367243376e-01 +1.0287303025946135e-01,2.7933320860070300e-03,1,5.0566015224578583e-08,5.6977106454849970e-03,8.6963461461274683e-01 +1.0575436246302053e-01,2.8813322035591816e-03,1,5.0298726898641207e-08,4.9331701646138397e-03,8.6581619733936499e-01 +1.0872961917819958e-01,2.9752567151790444e-03,1,5.0013957732733107e-08,4.2512048206214959e-03,8.6175920934490469e-01 +1.1180535272128210e-01,3.0757335430825175e-03,1,4.9709962886758251e-08,3.6451540922207747e-03,8.5744024247880846e-01 +1.1498883568886523e-01,3.1834829675831330e-03,1,4.9384764651791396e-08,3.1087066586822022e-03,8.5283271434713293e-01 +1.1828817090337314e-01,3.2993352145079106e-03,1,4.9036114280101328e-08,2.6358920062582920e-03,8.4790631463943311e-01 +1.2171242309278298e-01,3.4242521894098364e-03,1,4.8661446750807448e-08,2.2210720156311801e-03,8.4262633308108914e-01 +1.2527177762342512e-01,3.5593545306421494e-03,1,4.8257827199861165e-08,1.8589325294672946e-03,8.3695283916268104e-01 +1.2897773316357622e-01,3.7059555401510931e-03,1,4.7821887782106419e-08,1.5444748990997295e-03,8.3083967525293778e-01 +1.3284333724439509e-01,3.8656040808188867e-03,1,4.7349753765671066e-08,1.2730075094207751e-03,8.2423321360729662e-01 +1.3688347650841004e-01,4.0401392640149426e-03,1,4.6836958462134556e-08,1.0401372810476426e-03,8.1707081329073261e-01 +1.4111523727705691e-01,4.2317607686468764e-03,1,4.6278348210946155e-08,8.4176114900021875e-04,8.0927889456320967e-01 +1.4555835732542924e-01,4.4431200483723279e-03,1,4.5667982816894393e-08,6.7405751738037892e-04,8.0077052520299175e-01 +1.5023579695855141e-01,4.6774396331221591e-03,1,4.4999046178671422e-08,5.3347769011560504e-04,7.9144238638400510e-01 +1.5517446731383072e-01,4.9386703552792991e-03,1,4.4263803239932589e-08,4.1673727892572792e-04,7.8117095924933722e-01 +1.6040616696074711e-01,5.2316996469163749e-03,1,4.3453689564387076e-08,3.2080759179014065e-04,7.6980776142015328e-01 +1.6596879449344148e-01,5.5626275326943761e-03,1,4.2559741881926058e-08,2.4290700940998047e-04,7.5717350719330989e-01 +1.7190792260451374e-01,5.9391281110722383e-03,1,4.1573891299032654e-08,1.8049236569258757e-04,7.4305128588508973e-01 +1.7827882670201353e-01,6.3709040974997870e-03,1,4.0492495774930901e-08,1.3125036612883921e-04,7.2717959912156749e-01 +1.8514901543631757e-01,6.8701887343040231e-03,1,3.9325974176962271e-08,9.3089116118629024e-05,7.0924843003675919e-01 +1.9260105718760742e-01,7.4520417512898493e-03,1,3.8125990898300930e-08,6.4129912441556700e-05,6.8890881249567482e-01 +2.0073448395928731e-01,8.1334267716798858e-03,1,3.7064298656711032e-08,4.2699602425547461e-05,6.6582973217779995e-01 +2.0966188229126692e-01,8.9273983319796101e-03,1,3.6644322099883909e-08,2.7323900361838554e-05,6.3990994786149302e-01 +2.1948311686652042e-01,9.8212345752535027e-03,1,3.7985680717392196e-08,1.6720417597344863e-05,6.1193377870375854e-01 +2.3021027322211776e-01,1.0727156355597333e-02,1,4.1491539113624269e-08,9.7785092043415122e-06,5.8482446071767380e-01 +2.4172186051766154e-01,1.1511587295543786e-02,1,4.3473472069991126e-08,5.4986475328121083e-06,5.6231961517925355e-01 +2.5396049192403103e-01,1.2238631406369495e-02,1,4.3953054260266286e-08,2.9815388633246523e-06,5.4223131152395199e-01 +2.6694356653300977e-01,1.2983074608978755e-02,1,4.4460218608199904e-08,1.5575565234088614e-06,5.2240020835148948e-01 +2.8068480079324193e-01,1.3741234260232158e-02,1,4.4200722327847322e-08,7.8335923142013365e-07,5.0294112582551875e-01 +2.9524550500467728e-01,1.4560704211435373e-02,1,4.4599888080750920e-08,3.7813548572248851e-07,4.8271019291746331e-01 +3.1064683177128211e-01,1.5401326766604802e-02,1,4.3838237031141528e-08,1.7499471801035998e-07,4.6278311509432790e-01 +3.2699352937141390e-01,1.6346697600131774e-02,1,4.4896043648788206e-08,7.7228720422455578e-08,4.4132029412386897e-01 +3.4426108738391886e-01,1.7267558012504954e-02,1,4.2709501672175734e-08,3.2538077327417573e-08,4.2132094315985286e-01 +3.6268443439765319e-01,1.8423347013734340e-02,1,4.6831752665085174e-08,1.2930296311968810e-08,3.9738968537865477e-01 +3.8198201926265968e-01,1.9297584865006472e-02,1,3.8173017516416654e-08,4.9144839529136856e-09,3.8007512235931040e-01 +4.0303890646097323e-01,2.1056887198313581e-02,1,6.0862882784166760e-08,1.7051346821496913e-09,3.4696108451809188e-01 +4.2396875937282119e-01,2.0929852911847957e-02,1,1.9049506760455261e-08,5.9558012750816161e-10,3.4928626679348518e-01 +4.2396875937282119e-01,2.6244115394798116e-02,0,4.6997001619956787e-07,5.9558012750816161e-10,2.5267494543576763e-01 +4.4130122780526787e-01,1.7332468432446669e-02,1,3.4763452759291552e-10,2.5011026185038530e-10,4.1994393415511982e-01 +4.4130122780526787e-01,4.8403676128469977e-02,0,5.2215997198431570e+00,2.5011026185038530e-10,2.2926057733270052e+04 +4.5098196303096189e-01,9.6807352256939958e-03,1,3.2092169686760786e-13,1.5413067555009945e-10,6.1625090633945934e-01 +4.5098196303096189e-01,4.8403676128469977e-02,0,3.2177429606287338e+00,1.5413067555009945e-10,2.2925779153362564e+04 +4.6066269825665590e-01,9.6807352256939958e-03,1,1.9766995706574706e-13,9.4982909968463730e-11,6.1624922897058199e-01 +4.6066269825665590e-01,3.9337301743344100e-02,0,1.9854936497416017e-03,9.4982909968463730e-11,1.2459750849041392e+01 +4.6853015860532471e-01,7.8674603486688210e-03,1,4.8078978435476895e-14,6.4089248616871674e-11,6.7474505295900722e-01 +4.6853015860532471e-01,3.1469841394675291e-02,0,3.0666767306905795e-06,6.4089248616871674e-11,9.3240661022472401e-02 +4.8281263332354030e-01,1.4282474718215570e-02,1,2.8811731490681888e-12,3.1370881680308480e-11,4.8948743131386951e-01 +5.0000000000000000e-01,1.7187366676459703e-02,1,1.6229885515384690e-11,1.3270767874058904e-11,4.2302820842899586e-01 diff --git a/experiments/abc_make_plots.py b/experiments/abc_make_plots.py new file mode 100644 index 0000000..f1a2a19 --- /dev/null +++ b/experiments/abc_make_plots.py @@ -0,0 +1,288 @@ +#!/usr/bin/env python3 +""" +Make plots from experiments/abc_outputs/abc_study_Bmult*.csv + +Outputs (per Bmult): + - err_vs_order__.png (log-scale error by ordering) + - maxstep_vs_order__.png (max_step by ordering) + +No pandas required (uses csv + matplotlib). +""" + +from __future__ import annotations + +import argparse +import csv +import glob +import os +from dataclasses import dataclass +from typing import Dict, List, Optional, Tuple + +import numpy as np +import matplotlib.pyplot as plt + + +# ----------------------------- +# Helpers to be robust to header names +# ----------------------------- +def _first_present(row: Dict[str, str], keys: List[str]) -> Optional[str]: + for k in keys: + if k in row and row[k] != "": + return row[k] + return None + + +def _as_float(x: Optional[str]) -> float: + if x is None: + return float("nan") + x = x.strip() + if x.lower() == "inf": + return float("inf") + if x.lower() == "nan": + return float("nan") + return float(x) + + +def _as_bool(x: Optional[str]) -> bool: + if x is None: + return False + s = x.strip().lower() + return s in ("1", "true", "t", "yes", "y", "ok", "stable") + + +@dataclass +class Row: + bmult: float + method: str + ordering: str + err_dt_min: float + p_obs: float + max_norm_ratio: float + final_norm_ratio: float + max_step: float + stable: bool + + +def read_csv_rows(path: str) -> List[Row]: + rows: List[Row] = [] + bmult_guess = _infer_bmult_from_filename(path) + + with open(path, "r", newline="") as f: + reader = csv.DictReader(f) + headers = reader.fieldnames or [] + # print("CSV headers:", headers) + + for r in reader: + method = _first_present(r, ["method", "Method"]) + ordering = _first_present(r, ["ordering", "Ordering", "perm", "Permutation"]) + if method is None or ordering is None: + # Skip malformed lines + continue + + # Error at smallest dt (dt_min) + err_dt_min = _as_float( + _first_present(r, ["err_dt_min", "err(dt_min)", "err_dtmin", "err_min", "err"]) + ) + # Observed order + p_obs = _as_float(_first_present(r, ["p", "p_obs", "observed_p", "p≈"])) + + # Norm ratios + max_norm_ratio = _as_float( + _first_present(r, ["max_norm_ratio", "max||y||/||y0||", "max_ratio"]) + ) + final_norm_ratio = _as_float( + _first_present(r, ["final_norm_ratio", "final||y||/||y0||", "final_ratio"]) + ) + + # New metric + max_step = _as_float(_first_present(r, ["max_step", "max_step_ratio"])) + + # Stability flag + stable_str = _first_present(r, ["stable", "ok", "status"]) + if stable_str is None: + # Sometimes there's an "UNSTABLE" status column + status = _first_present(r, ["Status", "status", "label"]) + if status is not None and status.strip().upper() == "UNSTABLE": + stable = False + else: + # fall back: unstable if err is inf or max_norm_ratio huge + stable = np.isfinite(err_dt_min) and (not (np.isfinite(max_norm_ratio) and max_norm_ratio > 1e3)) + else: + # "ok" is stable; "UNSTABLE" is not + s = stable_str.strip().lower() + if "unstable" in s: + stable = False + elif s in ("ok", "stable", "true", "1", "yes", "y"): + stable = True + else: + stable = _as_bool(stable_str) + + rows.append( + Row( + bmult=bmult_guess, + method=method.strip(), + ordering=ordering.strip(), + err_dt_min=err_dt_min, + p_obs=p_obs, + max_norm_ratio=max_norm_ratio, + final_norm_ratio=final_norm_ratio, + max_step=max_step, + stable=stable, + ) + ) + + return rows + + +def _infer_bmult_from_filename(path: str) -> float: + base = os.path.basename(path) + # expected like abc_study_Bmult50.csv + for token in base.replace(".csv", "").split("_"): + if token.lower().startswith("bmult"): + try: + return float(token[len("Bmult"):]) + except Exception: + pass + return float("nan") + + +def ensure_dir(d: str) -> None: + os.makedirs(d, exist_ok=True) + + +def sanitize(s: str) -> str: + return "".join(c if c.isalnum() or c in ("-", "_") else "_" for c in s) + + +# ----------------------------- +# Plotting +# ----------------------------- +def plot_err_vs_order(rows: List[Row], outdir: str, tag: str) -> None: + """ + One plot per method: x=ordering, y=err_dt_min (log scale) + Stable: circle marker, Unstable: x marker + """ + ensure_dir(outdir) + methods = sorted(set(r.method for r in rows)) + for method in methods: + sub = [r for r in rows if r.method == method] + + # sort by err (stable first), then ordering name + sub.sort(key=lambda r: (not r.stable, r.ordering)) + + xlabels = [r.ordering for r in sub] + x = np.arange(len(sub)) + y = np.array([r.err_dt_min for r in sub], dtype=float) + + # Replace non-finite with a large sentinel for plotting + finite = np.isfinite(y) & (y > 0) + if np.any(finite): + y_max = float(np.max(y[finite])) + y_plot = y.copy() + y_plot[~finite] = y_max * 10.0 + else: + y_plot = np.ones_like(y) + + fig = plt.figure() + ax = plt.gca() + ax.set_yscale("log") + + stable_idx = [i for i, r in enumerate(sub) if r.stable and np.isfinite(r.err_dt_min) and r.err_dt_min > 0] + unstable_idx = [i for i, r in enumerate(sub) if not r.stable or not (np.isfinite(r.err_dt_min) and r.err_dt_min > 0)] + + if stable_idx: + ax.plot(x[stable_idx], y_plot[stable_idx], linestyle="None", marker="o", label="stable") + if unstable_idx: + ax.plot(x[unstable_idx], y_plot[unstable_idx], linestyle="None", marker="x", label="unstable / inf") + + # annotate unstable points with max_step (if available) + for i in unstable_idx: + ms = sub[i].max_step + if np.isfinite(ms): + ax.annotate(f"{ms:.2g}", (x[i], y_plot[i]), textcoords="offset points", xytext=(0, 8), ha="center") + + ax.set_xticks(x) + ax.set_xticklabels(xlabels, rotation=0) + ax.set_xlabel("Ordering") + ax.set_ylabel("abs_err at smallest dt (log scale)") + ax.set_title(f"{tag} | {method} | error vs ordering") + ax.legend() + + fig.tight_layout() + outpath = os.path.join(outdir, f"err_vs_order_{sanitize(tag)}_{sanitize(method)}.png") + fig.savefig(outpath, dpi=200) + plt.close(fig) + + +def plot_maxstep_vs_order(rows: List[Row], outdir: str, tag: str) -> None: + """ + One plot per method: x=ordering, y=max_step (linear) + """ + ensure_dir(outdir) + methods = sorted(set(r.method for r in rows)) + for method in methods: + sub = [r for r in rows if r.method == method] + sub.sort(key=lambda r: (not r.stable, r.ordering)) + + xlabels = [r.ordering for r in sub] + x = np.arange(len(sub)) + y = np.array([r.max_step for r in sub], dtype=float) + + fig = plt.figure() + ax = plt.gca() + + stable_idx = [i for i, r in enumerate(sub) if r.stable and np.isfinite(r.max_step)] + unstable_idx = [i for i, r in enumerate(sub) if (not r.stable) and np.isfinite(r.max_step)] + + if stable_idx: + ax.plot(x[stable_idx], y[stable_idx], linestyle="None", marker="o", label="stable") + if unstable_idx: + ax.plot(x[unstable_idx], y[unstable_idx], linestyle="None", marker="x", label="unstable") + + ax.axhline(1.0, linewidth=1) + + ax.set_xticks(x) + ax.set_xticklabels(xlabels, rotation=0) + ax.set_xlabel("Ordering") + ax.set_ylabel("max_step = max ||y_{n+1}||/||y_n||") + ax.set_title(f"{tag} | {method} | max_step vs ordering") + ax.legend() + + fig.tight_layout() + outpath = os.path.join(outdir, f"maxstep_vs_order_{sanitize(tag)}_{sanitize(method)}.png") + fig.savefig(outpath, dpi=200) + plt.close(fig) + + +def main() -> None: + ap = argparse.ArgumentParser() + ap.add_argument( + "--csv_glob", + default="experiments/abc_outputs/abc_study_Bmult*.csv", + help="Glob for input CSVs", + ) + ap.add_argument( + "--outdir", + default="experiments/abc_outputs", + help="Where to save PNGs", + ) + args = ap.parse_args() + + paths = sorted(glob.glob(args.csv_glob)) + if not paths: + raise SystemExit(f"No CSVs matched: {args.csv_glob}") + + for p in paths: + rows = read_csv_rows(p) + if not rows: + print(f"Skipping (no rows): {p}") + continue + bmult = rows[0].bmult + tag = f"Bmult={bmult:g}" + plot_err_vs_order(rows, args.outdir, tag) + plot_maxstep_vs_order(rows, args.outdir, tag) + print(f"Saved plots for {tag} -> {args.outdir}") + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/experiments/abc_outputs/abc_study_Bmult1.csv b/experiments/abc_outputs/abc_study_Bmult1.csv new file mode 100644 index 0000000..a25991c --- /dev/null +++ b/experiments/abc_outputs/abc_study_Bmult1.csv @@ -0,0 +1,13 @@ +Bmult,T,method,ordering,err_dtmin,p_est,max_norm_ratio,final_norm_ratio,max_step_ratio,status +1,0.5,Strang-3,ABC,1.9465046380923675e-07,2.0000129,1.0000000000000000e+00,6.1335481779762946e-01,1.0000000000000000e+00,ok +1,0.5,Strang-3,ACB,1.9405420913845255e-07,2.0000143,1.0000000000000000e+00,6.1335481841887063e-01,1.0000000000000000e+00,ok +1,0.5,Strang-3,BAC,4.4091230322142043e-07,2.0000088,1.0000000000000000e+00,6.1335540709759917e-01,1.0000000000000000e+00,ok +1,0.5,Strang-3,BCA,4.1753970300004669e-07,2.0000132,1.0000000000000000e+00,6.1335536512443489e-01,1.0000000000000000e+00,ok +1,0.5,Strang-3,CAB,4.2618069312120575e-07,2.0000141,1.0000000000000000e+00,6.1335477644575720e-01,1.0000000000000000e+00,ok +1,0.5,Strang-3,CBA,2.3581144593375593e-07,2.000015,1.0000000000000000e+00,6.1335515214330472e-01,1.0000000000000000e+00,ok +1,0.5,Yoshida-3,ABC,7.4637421314112282e-13,3.9919682,1.0000000000000000e+00,6.1335500662371445e-01,1.0000000000000000e+00,ok +1,0.5,Yoshida-3,ACB,8.6504078055214296e-13,4.0051193,1.0000000000000000e+00,6.1335500662393039e-01,1.0000000000000000e+00,ok +1,0.5,Yoshida-3,BAC,2.0952750830820061e-12,3.9975976,1.0000000000000000e+00,6.1335500662419251e-01,1.0000000000000000e+00,ok +1,0.5,Yoshida-3,BCA,2.0925363803028298e-12,3.9998288,1.0000000000000000e+00,6.1335500662417575e-01,1.0000000000000000e+00,ok +1,0.5,Yoshida-3,CAB,1.5956261018978901e-12,4.0008142,1.0000000000000000e+00,6.1335500662404074e-01,1.0000000000000000e+00,ok +1,0.5,Yoshida-3,CBA,1.0021188459755847e-12,3.9995938,1.0000000000000000e+00,6.1335500662344744e-01,1.0000000000000000e+00,ok diff --git a/experiments/abc_outputs/abc_study_Bmult100.csv b/experiments/abc_outputs/abc_study_Bmult100.csv new file mode 100644 index 0000000..cab7bad --- /dev/null +++ b/experiments/abc_outputs/abc_study_Bmult100.csv @@ -0,0 +1,13 @@ +Bmult,T,method,ordering,err_dtmin,p_est,max_norm_ratio,final_norm_ratio,max_step_ratio,status +100,0.5,Strang-3,ABC,2.0331361461327134e-09,1.9928405,1.0000000000000000e+00,1.0359013364971510e-05,1.0000000000000000e+00,ok +100,0.5,Strang-3,ACB,2.3088620932496268e-09,1.9922534,1.0000000000000000e+00,1.0358831602597338e-05,1.0000000000000000e+00,ok +100,0.5,Strang-3,BAC,6.6536892391179760e-10,1.9849224,1.0000000000000000e+00,1.0361508548772703e-05,1.0000000000000000e+00,ok +100,0.5,Strang-3,BCA,6.6502721750244762e-10,1.9849254,1.0000000000000000e+00,1.0361508034400709e-05,1.0000000000000000e+00,ok +100,0.5,Strang-3,CAB,2.3093071722382678e-09,1.9922619,1.0000000000000000e+00,1.0358831085631734e-05,1.0000000000000000e+00,ok +100,0.5,Strang-3,CBA,7.7753151366583773e-10,1.9859143,1.0000000000000000e+00,1.0361715612384408e-05,1.0000000000000000e+00,ok +100,0.5,Yoshida-3,ABC,1.4568962390038154e-12,3.8572251,1.0000000000000000e+00,1.0360963521614046e-05,1.0000000000000000e+00,ok +100,0.5,Yoshida-3,ACB,3.8146828101455645e-12,4.1301269,1.0000000000000000e+00,1.0360959182755616e-05,1.0000000000000000e+00,ok +100,0.5,Yoshida-3,BAC,2.4426494052986718e-12,4.0070191,1.0000000000000000e+00,1.0360960178203601e-05,1.0000000000000000e+00,ok +100,0.5,Yoshida-3,BCA,2.4442967500941166e-12,4.0070027,1.0000000000000000e+00,1.0360960176638205e-05,1.0000000000000000e+00,ok +100,0.5,Yoshida-3,CAB,3.8014058394958213e-12,4.1304877,1.0000000000000000e+00,1.0360959194839227e-05,1.0000000000000000e+00,ok +100,0.5,Yoshida-3,CBA,7.1228983601624164e-13,4.0174714,1.0000000000000000e+00,1.0360962725061931e-05,1.0000000000000000e+00,ok diff --git a/experiments/abc_outputs/abc_study_Bmult20.csv b/experiments/abc_outputs/abc_study_Bmult20.csv new file mode 100644 index 0000000..9728657 --- /dev/null +++ b/experiments/abc_outputs/abc_study_Bmult20.csv @@ -0,0 +1,13 @@ +Bmult,T,method,ordering,err_dtmin,p_est,max_norm_ratio,final_norm_ratio,max_step_ratio,status +20,0.5,Strang-3,ABC,1.1219881073608961e-06,1.9996925,1.0000000000000000e+00,2.3634193661145608e-02,1.0000000000000000e+00,ok +20,0.5,Strang-3,ACB,1.2230948721954673e-06,1.9996179,1.0000000000000000e+00,2.3634129809400134e-02,1.0000000000000000e+00,ok +20,0.5,Strang-3,BAC,3.6198563511574782e-07,1.9993421,1.0000000000000000e+00,2.3635590626136665e-02,1.0000000000000000e+00,ok +20,0.5,Strang-3,BCA,3.5584758828125225e-07,1.9993461,1.0000000000000000e+00,2.3635582957140060e-02,1.0000000000000000e+00,ok +20,0.5,Strang-3,CAB,1.2301171998062285e-06,1.9996285,1.0000000000000000e+00,2.3634122138825851e-02,1.0000000000000000e+00,ok +20,0.5,Strang-3,CBA,4.5336284851241749e-07,1.9994185,1.0000000000000000e+00,2.3635712549421477e-02,1.0000000000000000e+00,ok +20,0.5,Yoshida-3,ABC,3.8450623537290699e-11,3.9952239,1.0000000000000000e+00,2.3635273224994067e-02,1.0000000000000000e+00,ok +20,0.5,Yoshida-3,ACB,6.2931012641789222e-11,4.0055245,1.0000000000000000e+00,2.3635273137257318e-02,1.0000000000000000e+00,ok +20,0.5,Yoshida-3,BAC,3.1593890598724224e-11,4.0004829,1.0000000000000000e+00,2.3635273162059874e-02,1.0000000000000000e+00,ok +20,0.5,Yoshida-3,BCA,3.2585834223300721e-11,4.0004295,1.0000000000000000e+00,2.3635273161129042e-02,1.0000000000000000e+00,ok +20,0.5,Yoshida-3,CAB,5.5352932229882495e-11,4.0061119,1.0000000000000000e+00,2.3635273144444007e-02,1.0000000000000000e+00,ok +20,0.5,Yoshida-3,CBA,1.5326772805483996e-11,4.0009133,1.0000000000000000e+00,2.3635273201456919e-02,1.0000000000000000e+00,ok diff --git a/experiments/abc_outputs/abc_study_Bmult50.csv b/experiments/abc_outputs/abc_study_Bmult50.csv new file mode 100644 index 0000000..c0f805f --- /dev/null +++ b/experiments/abc_outputs/abc_study_Bmult50.csv @@ -0,0 +1,13 @@ +Bmult,T,method,ordering,err_dtmin,p_est,max_norm_ratio,final_norm_ratio,max_step_ratio,status +50,0.5,Strang-3,ABC,1.4764839669036195e-07,1.9981453,1.0000000000000000e+00,1.4439206103933769e-03,1.0000000000000000e+00,ok +50,0.5,Strang-3,ACB,1.6587305190660016e-07,1.9979118,1.0000000000000000e+00,1.4439087394358698e-03,1.0000000000000000e+00,ok +50,0.5,Strang-3,BAC,4.8272089810420387e-08,1.9961749,1.0000000000000000e+00,1.4441025830451409e-03,1.0000000000000000e+00,ok +50,0.5,Strang-3,BCA,4.8165295513533179e-08,1.9961783,1.0000000000000000e+00,1.4441024303541998e-03,1.0000000000000000e+00,ok +50,0.5,Strang-3,CAB,1.6600676555060120e-07,1.9979207,1.0000000000000000e+00,1.4439085865513043e-03,1.0000000000000000e+00,ok +50,0.5,Strang-3,CBA,5.7476338965810200e-08,1.9964429,1.0000000000000000e+00,1.4441179737633911e-03,1.0000000000000000e+00,ok +50,0.5,Yoshida-3,ABC,2.7732818508843778e-11,3.9641522,1.0000000000000000e+00,1.4440623168190140e-03,1.0000000000000000e+00,ok +50,0.5,Yoshida-3,ACB,6.4105202606494468e-11,4.0340423,1.0000000000000000e+00,1.4440622404552367e-03,1.0000000000000000e+00,ok +50,0.5,Yoshida-3,BAC,4.1044347809137241e-11,4.0018504,1.0000000000000000e+00,1.4440622568439698e-03,1.0000000000000000e+00,ok +50,0.5,Yoshida-3,BCA,4.1166746942866597e-11,4.0018306,1.0000000000000000e+00,1.4440622567278405e-03,1.0000000000000000e+00,ok +50,0.5,Yoshida-3,CAB,6.3132452129259249e-11,4.0344684,1.0000000000000000e+00,1.4440622413498375e-03,1.0000000000000000e+00,ok +50,0.5,Yoshida-3,CBA,1.2497225234770514e-11,4.004076,1.0000000000000000e+00,1.4440623002069102e-03,1.0000000000000000e+00,ok diff --git a/experiments/abc_outputs/err_vs_order_Bmult100_Strang-3.png b/experiments/abc_outputs/err_vs_order_Bmult100_Strang-3.png new file mode 100644 index 0000000000000000000000000000000000000000..043a394f28eac0580f534d20acefba235455d8fc GIT binary patch literal 36814 zcmeFZ2T+vj)-Kp!7PBOYy4`|gTS<})h?0>c8EFB@f=x>X^CqiEkgVhkHaV*_C^_dO zh~%8}the_$=Rb8%-Kn~FZcWXd8LReglv^8_dMYc*96ii%7=ytay>t8K zT?}R){J5w5;C^^9?`?I27ZJSlJ-n)o3I54_J7bK(ef%R!8@#2N(OH7A-D5Kw>npt2 zOT5C|XCLD6j~8+h%dS|8(7#hb$166R!TGEg1GB^>SbfzF10+aAHRE%`tTvR z0nGQf^c-vS1E!I%*8{!2!BI+~*Y8-0v*`6#2<8NOwUfsjM6XxbFni&}gXuJe5?-bJ z4q+(Z^=#E%4|w^1^2dKwx~}#G7vjg?MYL;Mq^ZsBKgytHK3gH2j^?&QSv2 zU#1Ge9e;mNU7hJ8j^6*Wk4}Cvy~tW*sqsdOeTQCf>Dmz0ah(HKtb6mPstP4{*Bi`w ztn%vgPj7FoDwQ~|Dwa4cSMyd`Y`nQ~>`sHkre#_f)%smbbj!WRbppeTmHZKeZnFe! zAy#dEql&+pB^WoIOTyfD*5#&MM@la?G4DBF_>RdW^hz z;tO}eY)bFg6wlvsg1c{ty%W&<;?U{ltSXi;J$LxJj@UFuYX8yBEL_in9_OhnnZl{h zHL|+~hEMm&&bs=GuiSImoX#W4mRxBNyJGQ8noh5ENRSW4I(u`bD0pWe&t`xhKi0@U znM#bOGjPdLQxSGqo6FwWm`r%h>Ly&r-y)xMrQ0g6ulYi-?%fUdj&!{i7^MJO7=_fs zmm)V+Vs06$-zT{mF8umol`Gk}^2zQ=lQdmj^8Mi)tnE<6)K$L@oq5NS-=P-GHGE~^ zEKXw|Qx8*z5GbWQ6emU{cOBcA4<#}W@7Rk`@nkEDjD|lBot`Kd_7jcYoGp{w+%-#x z2+AFB+sv*wC6|rkTFfvgb2BR#3950c^-{$jl34hDKEcuXWGl_LvV)O|lG{u8a*6{F zg1xV`4D77rrRo^z`i*qxKCYW8u$Ij>n=M)8-F7dU&XwEU8kKDExl(_xaHijRwyu!E z|I8IO@!hS(F4xLj(J+Upnr~%#gsuzQ<4W$bj~m2S)oLn-cgJG<<0mu9B=nrd zCfgqI9TlXUg~7Qz*)JY9Ted4f)$M=vcgWPb+s~JD%}p|_eN$O<4?kcb&P2=ZKgJYd zU9#M68J>5-KtH2!g45q7@TTF3z#!~OkKU8Mzx~kL_7v{6R|@Kc)|Qe(41#dj&3B zFEbLVSnYS_>$9z5_T^oLofOMxo&RxZS5-+o=UVhV>u*PeYT5h`HMwrF?ykv9$p2Bn zx2eU&77lSAUt2vGkR4zRO?Ne@v$jc)@ZlF zjmHJoCmRmQHQbfsX&bYwz@FA!g9&NA!yfV8S8gqab^D_IWIGSz@p$Zf99QWJQm4Gi zauaO#DX|^aGFrN_?*i;Id7ZBwDm9huZqF`3U=o@9bZYn#X}alXoPg2quS2=Gpdwk) zfPt<}jIW?M{)480t3ZmPXPLd<)!*NDR@UOgOzON1T4H+C@Sa{X589Rnc6Wp}&$8gK zq~L+IW&v0~rnryNd1*$0a*vJJ#)k$przVzRgU3Ut;7ZG?WH9S@9IZ>H7+T49lT}$h zO(X2h{rR?r^pzeLEb-P~t{M4~B)6g=FD{dwow;wvb$TnaXIgwq z+&H@kYLe0-c~>HVlk~<_ zz@x2lE1N4?MD;uzUaHU4(Jkv#5J@dr>GrKp*X`%YPV049tc$DBu_>_^a)c?ZAMl82_fN@}Bl4YGZmn@Y}{8h3+Vdz9l7E9L*d;E#-4;jK&!vch_gqkMA9 zbWX?a$Az%)_4(gnHoQxd9X84KCK2}SNi(yMxp3ZB_Et_~0}L%pytfx>_^5O&v!r8s zHer=?Cs+Mx@+WtC(b|x=W^q3RW)1DxYOaj%i4}+XLi;yBxrXY;dN z$HuCSyLh>ZyXor50fS)S&_EIHpXJQ7TZ3U?&XWxm*3nK_oUChqgh0BD)UA_jY7e3UAOg- zmlCcU{OjS|B}>gOAr*YecB|#@?R}gNu!5#^d!>hMwk)T?D(*^3P~OLa9&HinO-_}a zC)tF`j)Kw1qAuL*`}F)Ful*TsE4KhJ@bVBxBb{^e>yAsTMSmICu4J^K7V&nNy|~+B z0ADuVt-oHX{3D4W>L{R%?XOeB2K}aOk{#TaW{SS4ZLtJIvQXEw<1AwNb1(=wYimAC zS3hS$F6Qs4g!q(ti7?e^7MfHP8VTrO|MUjzgr1V4Z`j!=D5A~Ni)IR^f@e>Zxm3}M ztCXCgQB%ok4Uu7S{FBj{!|iI6>q-|dHfYoZ-&F-iPOA8D@&yD=xR<4CSv>^OOiO6V(P^(Ef&9rdav?Wp$)@JA-dLdx9z;rCeODsA8` zm9Eo)SFu-b+U9n4zRvA32}^Ch$m!$Vr|!Pd5*4(+)jzpjc;$tIE0fFI7yGuf>@_Dp z*%+gjR!obZ4m-$VZ#>lT!YQjw(vnh%JRAmW`sZyeL+l963$|OFT_#MspH6YsEE%Jej0))UE^!*_Bp>1NTHTf0`gy!-WKHa3)v5!ZPXk?p*rGha zwO6LtZ)jJ+H;rzUd04U1nSh&}%o-qVZt&#wHb-w-@l*_JNMtFAX(;$o9a2kdKlCSN zJqa__U*i1Hv>{S!S!GLG+&D)aH~p7Ag6Qg52rK@uuTGg5%7z_FSGqBgvcINkHxH1^ z{+hl=-;Vm`7Hw(nJiHNp{LJOpIoQlfIhKy1oH;eTMelRnzn^=ZoxkQVr9`)f!8f@aOJQwsoO`lA>4Rw5GhLl)MrjzvHJ+=JWY zGRWlsc!4u3cuA+9-&Fm|^E5kcz4&VH^$h(I*+6@Lv4z_)Jz+tvPTHK97@j7-79~mX z9=>YnebuMrxK*?X(>Wd13$v^eE^BHuF{-7JLyn#uTJvsU-IAiu+to0)E_4)5ruPgA z%tNy0FK}6xIN=XfNrP_wOyOj__6#gdYvnYCHktWd*zgID23%Jaa$Kg)lZ<1`6O*=6 zXlXp8+fsQ$+YgslvAP#u(tlsNvrY?U7-q-WTb zr(e}=YnauvC#o5WB%QIQ7#Xv5IlhwYA7vR^SMC<)?LdYw&z`V`k|unjbAW}$1Atot zOHJYneeOXpQ{Nsup8iV} zKWU}tBITFPLmF{kPBBoRxkO7^ZnBTdw{$VIp4vlLf4wEVJtiZ`>9W#g`qI1rK$l#P zAK#dQ>vz5#*DQJ4^|fZz8JM+;eYq3KDYV@;95;vYfd7RGEL~JQ)6+=CO2R*1(C#T0 zo-W;-;mO58(z0rdC@e_#$tqcx7NThtn=9XQbj3d?a&^J*{_~@PiPaL~X%vRxpTb;K zjSM{bys~t|h1&GY0b+7n@jdI0UuoblP@*i~bru&Q`1oYvbJ{exUhcQm#y3e**_3S) zNSjh(rcVZ3pO7{kUdY$k2kS!dDO)4B93y3V90MrKJ-9v0I7o|ApO4aW$mvPHqv`XW zKW=jGZk|_8s$dJVysJI>{k%Uno(cs&Qoa6+J^g+6e*9#*(oES?pdcT9R z!zD*U+)x?vp!)1bfrR+4o(p^#T&bDYQ+iGs#OrLlluTy#s;Q!T5mbutVGv0ElJQg3 z?W)Dp4L3C>b=AG>i*-T<0Uz}X*1j4@M7F-aU;FL2q;8=r{4-zn>$JT7LVQ%1b)lJe zjZD6>u0&;vId?SAaZJoYv}(|pY%3OEo7A>s#$Vie5x|@<$c;TJ*8>2 zVyPQ_Sj3$QSI5ncVq#9kU6>c)=4BoJLvfr$XJDB*Tei||QD@E9tu8U6W}1OX{YAYw z9ksKR;I;C6!S(Fd_TRlwvK*aZ=QId=4CPp0P@i2552Ic@@qmYlxVo-Qdcp5xhmxJ` z&ER%#!{lCApWTDA?jwPkoZY`Qbgb01P0O}dxbTAWH&lH_yPGGu+>VHh#|DI^3TBvK z?oBuBSJjBPwd{U@!cc8VFhQ)>J2Nxx&7(kd4YRC>d7M7ap7Q)1faa0uoXXMXh?qUf z0$5&k3sSz7g0H$NH7<;Xlz$a_OY5-_Q_@kv&gi9G`kK@W*hQQGsZ*-Qy2xsLS5wzk zI-n+KfR=cqGWEyE{v-5_gEo#(BdF?dxz}=@IdIX0l{Z(kvc*g5P8hM@Y0`N3&m8`s z{rT+Wzs3Ep#ERFF)qF3W_<|>Z5eLM zDYU_!U3uONVOsevY*q9)UXuX8ZAY|z4{=!5vt z6K@q7)UY4BGYP2ey{{G%4qr*1jLkKjSCa^`_4%pki`)IfoBLgzpf1yBMpl1Iape$)$+w-Z2Dc#JF8blF%KTDnJkE#jh`eNg2L^u^;-QP6$~6Jf-osW| zit81J0*{3-KP5r=9;C;6>`mYMFV7DoK&s|Z*Ku)>0BB9D5$b((Lu9r0F_B`sh7?@P zXj7cEw98EByq`RM6GI|lv6Ul5g{y(UVGFMLQNn~{xe42EMbcp`z_qXR$ zc0>|e-%}{#jPAbq6cTPIJ7OS=8(fvGumc!rNSdxC3UufaztD{@H1d6&bqL>C2rhfD zsai}H~wdAI#ZEYqU){YOW6{>JcyVQt(dWzrYyRW{~CwfQPfKYx?Ui#1~?q%{=hE?;7FmAI!43^aT$G>{)vpN536EsY6NxwtV^gK-)qvNzlAs>reGC&cvyz7oJ* zF?AX9J3f5!w&FUMo37@Tk-lyzmQD|^BKX*#_QV+j0wBZUDe6EI?0Lglenw(19u>C%ngR4Jj!cnbIv?{eSQyd|;1(|j;Q zAbYFeL(u4x>gwip?t#wI^4&T&aUS(2BQ-%bFh!(P*=0mQWe&3))It8WA&54 zdIYVN`=y<6%Sj25)r#|R7fUhH#-lSuvl4YykwH~OJS>X~1U2oE&b!Xu{yj^7RTXP& zs;W84XP7zaCb0Wlq`SYG{UV+D9436h+hHq$G}Crc=~BdJ;yk;Q&;>(rw}k?4}WxBeKtd&YT@8H@1F+v^?qPlS|B&Rvp0xvo+%(&(YS|u ze?0T4@Y2o9w*IPZbLLI1tC3aPib|S8W8)_zE&CxGbS*N8bA0;B5F%KK*&96*=#Jqb z3|QV-w;Sm*?AB4+p)N|_LHOPc%jb32cPL*lOMX4%sqY8iqM8wvHdXTge@$$@;&jU^ zM(Yq?W6gfoCqOXXKEU)ysz{>WYCa@5?|kW_yxgNa`(CJ6t?w%R)t;=HQ&gXqm+PSW zL3{5x65sl{((>QeE9_yNQTP<1w zeq3}i^7PLk^OQ6V?ccCdtuI;kWlQv{e7QTmCfVjzn=s;NW9CwNP=zricU-)EG>*39o3{iIx3&Cl_BdJ%WpB|70Qh%ai=P5-Dc2M|3I$dg_16S0?+@#~fDknQS zH*zvZf^>o^PkGI7&41j8c+$_Y&%#!R`%1|WRio2nn&yUk+^}NK(n!ubgE`y>BPlv{ ze_wk~i?k5e{IxjVogm-|Qb^UYz*XgR84qRg4zL=DeXNf!mSuld5_G*Wv6O$$qep911WBZwgAjP?Hjpa%QmA?%g}6Sc>uMK+l>Hn*H+Awy+ls@^taL z+^HM?;?4l9ji)>XN=Pad;KB+?++vwD!Ak_DMXLDdzuqT3pjh(|Fk0FrG zb#uk)gioc9N1ZEHa_Fz~@eE_dNh8%ovN9tN;uadMgp+T2U$Ll^pwCG7eLV_o_X5V% zH1P`VKHFkWucuR!DlQ*+S=>K0#}`Cz`-#qcSG2-X$oRx)aGh+YF)iGIGK-O^A)XqS zQF)o9H7?ZeFwFLv@vknq8h-FzhjiA__$uIevy{4(eSl;3Z()Xja2oaDs=H&gY8Xo8)uBCGz(MP7xYuscoz{~-vrw@t!KSrK`V#f}1qT_7f?A*|F2(ElNb`%+c#KR|P5Jq{ zYB_9-ClEby)?PZ4dr-6pQ2clgV~~HB#t<*w`!L2g{_x=;8%d;OA)e9l(OOW&ny2V= zwyIezvGaEnNDXY?zO8+>gVMnCn$_NYj>;^LZbqN>m#H1Q$IId$q9CHLU>yze9OR@7zLy@ld42uOKHI6}wtK$wLV*ou z8LOU$JW3K<^Q*D#<46d%U7q!C!h4q7NnQW+3)b+#Fg*cOk z9eGRHX-V?}JGr3svGUYw3}_gYaSn8RiXeS>pOBjBv$~v^oUxL%3&Z`rFfR&#P@P{F zqhv10UkO`e*94)w|H0rfwRq>3H56~Ikba!!q+zu_FP{>)HgsnA_ZAd{4Lj~2otWt5 z{E_G->pe!xM6?WgEv(X|rvFq$4ra$qFiBeN-1{d~K9fVaLB-4MI^&t&j@2kOwQ*D~ zaA>TN4vdWHYv_w-^$~iE^&TcvW#0eR475mS-xIO)d8UfsBpOX!>}E6LxobY>)wY^h z49tgWZmQ|2$>A?Z4EtP>HJ}`-v3tSM6v&Zm^GW1#x_4I1Cx!V7msw(hZr;0>N(jAl z|GEeS%NCF`s-|qbtAt9ID(LdpdVqZ*-M!H9xrR4v;jD?ePqZMV?}?v^E?0To#Yw{q z2HLpVI0qhSdd7)!${BHMltsV>DcHMC$pF7?k+s#yP*v~XGI{l;??g%niT`WT+Fh36 zo41r%GIBZ(809}3JIr$b{$Bc%M>KCRMGfcBRlPa*X*i#@Ds91Q%qq8w4Y(@1qwU_C zd>Mxik5rY>@BieITJyCPvEPY;-6_y=lea}ZHBSGQaANYP=>#W2gMN1M!Dj^G$##?u< zC?sf^M&vYE)l2Sf#TkR<5}}cYgXN#L!Kerz260)TRu;4UB~-T(R`IeUHBUy}C-vq&~+6J5wbPM83j|-r`LK0cG{;FSvE%zgP1&OKUCrQ66Y_T+nAsf<;Bti#XYqfP;zSa zQR%;yTe__PEYHV{4BM%)DMjk8P20HlOqB`%IZ4gpy43V_eKg9TaHf3Eac;ceh`*VI zqBl?OJ?{+fc9t78c?0h{^=-TIqkbcP)@&u`QVlne+B*N|E3Z5)Gf{t$i9{3DZDHj?)P7XJd9x$jR(a=z;q@8NRt5`L4dJN{!PWxFGj&Oe17IJ&Zr;$SX z^N%KRcDE8f0yfmXU5m*3H6<-qyRFDyTHv0V23iAM8M93ST%5;ZMAg;KR?3%P54vqJ zkI>Mx(GH7LK4$bc$Tn_GRME5E~7w&DEmDSxJ*_S&HsA_Rqq^{K1}_ zH#F;gI3n?~j}~*xKSfSK%2 znn=e}f#O*W75D5^jB`n}IuH8BaFUY;jgI6b7JHf}3g_OsV3;kguNh|f`A#?uQtQ>*Ka|fqJlsmkQP2L|f!J8}}Ln+xWnj+3(SggSd0?1N|!8T_E z>_07IQ?*1Hd&6RDqk|ramwoSiPTpoPPkX2&#x@`7oxGiB=RZ>_xzXg`{7#Pd0|Dk? zYK>+S=V)vt;J59~SL(2GW(aDedQR_{W6lX>?+%gvsdR!8O2YyZBH6>Oz)L# zJZbMqo!#z>!9=@BcNC17(0xjI_~I4jm*(D#lhKt9K22>Rl->0bd-vk;`d=^@eh$vS zYEw5WtL4)eW+i!ydbrO8PW6}Wjq}Lz^YE^G^NGH1*N>R9>P=I8&loFZx{*#D*uZiG zuM2ghhvLObRaEN`=cyS_U!j-<<*O^?p|lK>?M>0#6CUQ?=a>-xxSz-o?49)rw*^I< zGvB7W&lkFHQW)kar1pz^L;~tK$U)!tJNbL!j2^AfXG)Y(m#+T~>pDAsnoa&9Pg#qi zXq+5xL2SI$e#4C;4Ez_VR*k+UgnZ{>b48At&&g$`k&bMlJ9MO9`q;e{5RfMCzh=5b zbqOQIPP_O8=}=usNnKW;5|!g8k`i*AdoT}+=Ji-Xb(v}n35nZ)WF!ah(JujGcYWVk z_}CIeIFmr;Z?BIlHAwEdw2wSl8f((pH)u($3-VpggHj|8oCpFu`Ge1Lta&l&b3j1E z0+Go^VX23=@S8kJV<1yn`_rLIak9EDsU*F=@7Ug`zt^L& zmnzn>w(Q_8sKOHDH(aVS$Ci2UmZJ;&zt>R)5BJ}-!=ahL;CY|>700wIL@O3MFWkzp zro`0EMJl{qwH#Xmpba1Y-^f1qfA+9@J>a+hAD!s`%g>H~7{IQi2s>3#+vJ1s-6#py zW^Q8byY_oHU*vUbFEm4gYkv)M`?dN->ShoZ0$0H0zz?c^HZc8h2)Kf!#KMeNCs_0B z8obw|KHWKu5z{gOJkxi@l=MRLLQwcxj$EmIqvsB0pEzIwc$vXRW;X0Ar1*UQ(S@^n z;A0U%howYPb*u|6h)M!Dm-}geG}C4q_st%Dx2-jP%g#)OTojk0SJW^XW5E2$LVPZ3 zK|H)ZI2D$N}M zk$Mxg`Oa&6XP(}pt8yuxNqAB>O?jp z!Z0GrW#Pv-I1>2uSlfIctC03ST4&JEpWehHSG8+j> za(Xt{--4|fMeq-`AAWq@uP`> zvR(Xc8hJWDEF^MjIZx-v1rI=))<|Pi$D?AIHZcvXXXAjg9un4n1h6L{Q)7yt4{sH= zUEkT8v*^=9IoziW-b!h10?AjlgaZkfNy-=1T!53zVMt{??Z*VA2{H)Ra2~=v3phwa zwhykrE=;d>zY5E;v*HXCZU%xx>%R^O^Fk59Eo^DilqOU$ zRoX<8S1^A%K{p|^+LV>oi??$=zk>cX5)+c$qR0d1iN&OxE&Np}jF;B2%4y@bG6l;) zUE!XpHG5>B6)YV9y79xt(s)3h+uWA}3BaWb6%_-DOK=BlnwBn@`YOa0fvBz#_{WSc z$pU zvp_b1lk<#e1E@^nZg>AEM{-3oqO9=Xm5sj;bng>?*7wGbH;Cma;B-lX!Xq>B9iieT z^SNhr=9{pUq9V{JJ`Be^5-A2aY6g|*ZGdXEg;BSHTMkmB{EQ7ytfnM_0hvg>18kQ0 zIM}@EW>SKxXWhTPI7FlL=2Sog{>5l^Z=y=fXWmM5HRixOQt?e>2T!{wc;zg^3t$O} zApfMgs~xy#I|p}9^0td?QNd*&kK0}7bBfutiR*hw9!p+|L4Fk2T0|yO10t%96k~^{ zU@>X5v9lGPs)}X35B7g?Ev#KAJZ|7up8hIO! z+LW%FwC^kA$SB<~AGfP*rGo29ZJxs9enk$ic8HEkz?;IA!89m$O)uwWc^=fj4=4su z3_@<;4OmFL5XiF;lT~wsQIH!2nWP{iv9BlET%kV469ZzY(?DmPZWcu2w!=zc_|izD z-&e5vqBxjpx^|Hl84q@eSo1_ zpqge06-r#q$=iZ#JAU9s;x6iivOXKOZl2C2`jRzC%JRb%@_E>vS#UgrZ%aPQliZp2 zPYOlBj%=z0Gdu_Mcw8Tkbe{QOe(Pt5<)55;y@!wPpfm|v+#&fTjmEumX~6Szjd=4G zUPL)ZmFF?AtO+oVaZ4e~V6*A#K}{ZwUG^FFdqkcc{QZf`njWG#*^Lh2tn=4`xbuoU z3WKB`Rv~NM_UTo)_U-2fj@N%JLsrEm<08lf>3}X$DQAJ1RT7!bZfWLoU$5bQlhR7o z-}^Kr((kM2y8pNk%zw`f8U?KJqF_+bXipRBX1($U)Co;mfd*TWCejjM?In&3WeNX! zbA!{G6%9n&c}%KQZK)1ka=q&ceF0>QpEYgtKj-= z1p&vnIc+j;9@6j2GDQ<}FnvEJm=X%sW67e!z~tWWxK76ng#NpeF|I z^1oZb?Dc@({{NsJ#^8Ur4BzVkpZdRj=VUhu6GVd+SiKPlJ0sE} z9)a^x*Uk8+dk(|{?2GIG1xU2wd`49$YTSN*KWXiVtA_cz&qqT&%3k2nmiCj;>nB79|Ab{dBq zpyMPK6*H4;TVPHQPv~(V|xr~F1r3gi-4RP}3K0~#` z5}^G}w=1F#j9r}I#1w=5@^f_=WFD?GSV1&tL_kKSqpE(#$z6!8T9`F3b_6GHaJH4X z?;?|jqz#dPz>AcOx+cY7uz}l$2xxMfN@EbZgr96rtLrAuH?z9lJ`c3^2oiR`zI$~z zLIwPJ5$>M&?{7eyDuLznQ?&_Ds((}-MW+9rOk;F+jo3DIOg_L=(<>X1P^y^KhG2Qf ztv3l!jPn!~!+OlUL51!l8kdxUd4wDu;3|^GRrx7EIj`>o=$%n-1`T=@(_{H=LXQ=3 zq6}c-9{`;-ru+5Lwf*NoO@q}#?gKdkp9Wc$Ex0-%aQJSZ7i1wOO& zI&=f+72F3=1&o=RPpa;eE!1^v&f*l`!yp>`wJ^@xmL0?F67&y8In^u78P4=|=?Eeb*ksP`}}jJ%HQ z(|Grke`?dv;Soj8jk!8bNxqtz|9{gvsu6(26hXJgvK0YVmO{92)a_8IYgfR|7c1@7v>TGoQwQPao|5oupO?<5q6#f zfZAzoh483{Uo_k$EIGa~jHPLek1HkfU*jf5b=~ zVAwMksHuMk8FXm3j-I*vXCDNkak%D1^)(n6opF%KYp;I=_bpqI8_XV~ zCv=5GNqZVhB(zX~Tl|h0iVnz}*A2a$E#*)5$mK!LhAEGMQ@mZL_#lqGM@@(-qw1zpCt0#(JU7mhNE@cYtZ|3HE5-?t8vfVmn$ zf2v>S$c7iH!IRp%px`3%enZ`<-ARGys*Sd=Dc2x|n2w@;*6~8rj)`}KwXB*(1m44B z6a~?uYy^2QBJTIJ4507jq;}MxO4xz^tXv)Pqq?nw7oUkqn=sRm`GTMswKia0*LS=YHBpi7<(p6I+QbA4sO^zj|vR7hUmJMfovLR z2EF<7;V%Hs`6HYrlE#6`uI1c|yG-W9qy6@jgETHIS_aEsZkXcLjbm5;oMd4N@R$Ni zwi)<$?!e|D3mQwqiKB$LaRW^H5qOXgt%JHEk)?;+ke`v7NW#Bw6obT z@IO@6ICReqI05(eqYmKuO*88uFAo+-ttJT(1oNd0U~>e~ZXzcFG~J=Xwnl=2gBz0> zQNE|is}t{m$-FA=wDg^_3_6P84|D3@RQj96!{v~eB}Jp4{Je_6>VXXtg4zl!+|gfpnH^aP2s zu(2bd-su=xK=G{`?8+^_egq&)+`?-`-adY@u$I8^O^)k`h@#0*4L|W`J2^5=2xAZr zL|jBo3q$s_0Dq^ppl&z&_pn;wd78Lr-B+kytZ3U6a)KOe5{Jo&?|VG}?`f|N4qnD# zihoWoZ%*soE=LQtrFkf{W91lf*xet3??%|qlE z<_So`{0|$Wx%c)$plpGC8+yx+>1vyuZ6Cm#a8T=txVIQD8A_qb(W2P|4Pl}w3ZB66 zX*A_kGFZey70I@}oZ()lh~h9>9J#eH3h$9`Zpv=&%PV#Ks)dlS(2SV>YvZa@++#X0 zhvFmbYCP>63Hc0b(!Eu6dG*VnM>rngA01lq7s9-L0)miV9GK2=DE}1^$K?b?atl;p za#!~8LD#n#)Gl`UrQp7&JxvqlN_KKixNJ~Zj+5&q_ft=U2Kl3K=M};SREKbEg9j;DAqRCXoEvP@H0Ya|Cg%VrO~~7z*ak&32o1O# zO-B`}(^OW~=ZSIx&3hov8G-pVe_jNiP~LyUui4_o`u!aP z&}yW$JODu8YMTft^AQ;T%@Z`pX{t&^)A%u?Rklid-zu`10{VKW?Yi7X>~cq)d)$~U z5}z9uK9#lm8+H-{a3g3;bzn>p*@j%>EodR?@#X>5ng9f$bFw|+0JxdRh~vKi6x|@= zEswHFi1ENu0&?-aqRJr$7-GeoEm+XOkw6VkEdXb$^PKkYFqe{Yxcr2kdlbaaC8%&8 z3~$!KD4I1!UsK?f1SX$6AJd((=#IwdCwMX33}OzC2*H@k#9JWm*OmX z+ka%;|H-2uQk|2}-*|n@YFR|D5Pt`qOn}xSnPZmaN_&rJoz|QbGRcNPP;j<%^RrZj z^2G39!)PuV;1B6yX`4vPIwi2M) zb9RX6R-;YO_5dhICQ?#A&q6V!fEo>H7Zfq8g*yXUsmh%`<; z{0PiDR=wuv77`5rm-NG-5n9p%0L1m@MIa%W5TM~~?v^R_&fxRo$-RHC3}Lv}Enor@ z9Q#7nVsv+Rwuy`L!&OR8ipY-=1KIRabp zWaee;He5*;HQC#4DngSlT9nYBhsslwhf{mzI8#!a2Xm1SK+ccdsU_$ulxN{{VyLt3 z(k#I8+gxeccQ>G(d|TZMcN8MUuBOl)f%tBuA%1TOU`rf` zCFhG=p$$K^Yk(Y!b2Kz5428i5+C2E>c?&x712r!51I}B5{@qvzU{{Jt=r?HCH-uq* zv_MF0F=Rv}Ukjwro|0*FU&=PH?T!FruHFqnoE&;z9cPV1jvju1vQxQk+Z%DHOy8a| zm6Sux)JPbEQ#;Uyp-kUX-UzMv+y{LS9gTVO{BPFDL-8)fJ>JSiu35_766erq!*`+j6IZjC3BG4#2RE;)Z6azxYuR88P<+d2 zC9${ayNJ__u&d@kZS)F=BJ|by8{sBEdP1^A%G4xe8EwlfQZpDNq7Y4YD;Rd4ObZm< z5vcmcL!B85sj={fF*yMclT&!hk?KQSgvK1x`-YF7_M?S>b_;?^4|aE9sWe$n{|$dW z!51B1b-9$XBMOIJw4jALw2)PMQikcRJ)NKZKQRZ+r7RPwP0iwZbWleGIwi!aofnPq zSRyRODHuBfOMsJFa=s-XhVE27^s7b{s0-no1St;fN9tW85%Art5G^5ifP*%0AWnNAd^;b1Q^af0AZh-+B^%jM1wVz z3J-lAfJ%EaxQ7h;Me^v)0MazP2S-CRgRL$o2v7s}pm)pK{4hBwNx-(BvYX$y_Zwj# z`Pu3n%OI!j_4iK#bU9l3)J zZ*W4Q@MrQm82b*_w1(b4GepG!f{;VSkG653dNVNUVTg*;c&qfy48gnl^^K`Ie zBET2mZC-|iM_*=9LDVgY4hA5Tk?8c1fXSut7WTC4W?8f4Hccgj{9y&fb?4Nfk2k8c zieb3P>mRAr5noXxzU9jRv|Psk(Yyble3#Oh=R zUmwWOW^L-4Y4!o=D$zGmQa%>~`N)~F1qo^R1(~IIlZTl@zJ+>C$RyfAC>CSvK0>5} zKp-R<1y1X_Z)&OVwF`e_OhiswCOy)9FPSm!yw zoGpqxaqvpY$++}Wa2g6SBo5^{zJye3iYA5 z=Lu#wUU2|C<4{#8LgcUy&7Gln)+a=H~j~#>@?}Cg9fa`-;zy|;oGWB6f zDfG+4Rm`R2ZQxI#?Izg30bwB=s7xopV3G5z~uN3K4{E$kFAv zI%BUM@;8g10gC`x9SA!R(OU~S(8u3U0Y+r8`+lw~wG5~aZ4^}g>&l#%a4@d6pvwKF zJMtqJ!p#0_VN6(OmVCVNIv#ehAQeWa)9`sKoH~__3^nNJlp_6F78juBv;R?Yolh*n z%mJRhgG2-dAe1<%4{He+KE_ernxm^BA%_G;xr$;C9e<^;ccJgefbmCt#Osik+RAiT zAt5cLzZ$)*@f>2CzaC2K&4 zQm-{Nx6P}3&Vbyvc)l-%O$HXTZ1vC4fn+T-df8Ru?UlK)OvP23S^4~5?F^IxE z>L`kb?y?IA8jU}r;=PSb;Avsx70axlS4UZlAj>FtC-gR;jA%xv2hw#EKk&q{#~>E&xyLi_T@=uq&SP71r3&>=(O4-8~U46I*bW9Jqn>EfU%2% zjc6VQ548bE|8ouMdHsis&^IE2ae?^U0s{J7bW|CjRg1ru)59lvs_Z9Ddy=nc+R8yG zg?<`K-Rpr~|5uwl@2#rIAcM;kAY&mVbZDORB>Hh2&~+{EZ2qv{QENun;tW`$n~d4i z=oUm?K?w-QAB?ubuFvkZtBC`9c| zNd32Q43j9zEP)A!aUnp;(WALS&L?_fa}eEc&9cd~*g&dQQ8xmV?m9JvYQ;kb3?a!7+l}NRu&} zOl*qehCZS2!(=#^PZb6!!m}D|z>0|!1coPchZ$W(+2357LKq#+H*#?C)iLH!^+gnF z%)k|=kWN>#G}9+aF7jb}PyhXZV-Dzh;embi%f24wibW&R*Fz4qj;bw~N3u{lDH0^$ z|Ly;_>ru-GGONO$U$S-V6o0Q84T^l={54#|NI!0%UwJSb@CeqmyF=TlE?0Y&`|r>! zatLz(%q5nXHQ1$bAi$(9?M8|_$9F-`e9;!t`VO6Ddk~CcMCNCtp^0WQpo@t_0@Q;- z-#Q?VOrmL)ZK$IR(GAe_^UPN{o*cD__B0*BCOW_mF&_4-B@j-U!DbhNjxfpwMlN^Q z09^{hd;|8<78LUF$c1ADbv~Ki)rPT7&}Ms9j_7((B(|8r`5d5oC@OUN68Z$3Et-$K*VjM3 zQG`A+OYZWZicWX;oy91k^|vf?34*pZa21-N36I$zwFPkCTFtN2-sfVKqq*M&fo(;IuHl*#Y?p@1H9<|8tUg|XG}uQMSy*L z9HL6PiUs+bOWX7?^q&qt0#Zv3d1V+RTpXOBIqmb=OE;wlkxd6#j8LfiMKm=uL! z2!g4I>Wx5y;=v?ONgg(};QvNW`k&>WApAi%h)2zVsO%lGN4ETCG6q1U*hl4y*^}hI zy)m_?!ziYJPSjdRCTW$Qh`3;c0sT$6fZZe2UKQP7^bCIbdz%Z?YgQu2;#7m`{GNPu z^t;CSR{U?DeYE$Yn$0dXE;ea3WTU6of`pN}`n?(+ho43|qU+a(s2k>*!=qL=CZZcpJmnnGwH1=F6_; zOo@dI9J=@K8k7gaBxu^)kJ9+y#APz+OD0*6Y=}%aUhSSA zp0X>3cmDo|1{XU+Sq@tBRX9I=qF>e?>K0+$6}6-FWz3?dO_T4wH4qMBp=FG{4zzSF<3U8trWQSt-+!tG-62`(gY-8JbdVCH zbvcAQWIK+7AsVp~UGz^+o^V6H@E7N73p6wI$?ynKeg9HHfirFj6rwDzw1hDq2i$qP z!@%7YCL*{QFbWw7f|QuT52-BIS?BN31E`yM0egN<-+5Yn(gfXx)N2*Ze^L*pFes{^ zdU5;`vSbBGKXG8CC5+!UD_q%x(FDWuFoGG%T;rp)tDQs$c^#BJE0-)+Cc zTJJe)uYJ~8`>cJ=dH<=Wm;1Wz>-r7f?`Qf^YEO{p)l+nl2;ei?`U!!!eaI^9f&Bg#T#%AJ+y`W#w0Ut`h|K0Vq(v!xAsZ3FIHl1D(&gbE#z50c zl_2@FOUxWc?HEmnQK45Kx0qq6QXrh5Hb{v&EFF&tr6@^b{})ZYRT_;R?&&CnTYo)f(;Fn6KM~a{8XJT=E)xhfYFo zoJPvpzCJYu2Qk9B5#>W-(=|eg5gORTjgW4D7v~;vIezn}5Umb0GSAn)A##&`d_uBQ z?sHqwCx4f`6VFsE$>7bML9e7S>q=g+bWTnJ0|z9H4h7)OqtH!9H&&MV^i8vOP`cMQ z&b-O z-z}@lm?PMyjMRB7cNVMX0z9vYE-Qf~;{n*O7nBOok|;>B#5IY--DDbTpFqK90_I0U z%Tq#dO}NT1PlHK8Mo$Ya8#TWMt}#Ndt{<>E6P>pLwj&jl{2vS}Il$2Z2u{A}^`BKAMZXwe3fZuYsa z8w%s5UC892Q0yg`4HoYqLk@a{xd0*#reNHdsGHO)RlMFuHs7CU1)7Flfxs&dPubXO z{q3W_x^+2G9wFuGJ{yYSdI(o7E#DEiLFnZhrhZUkrx5yMF)n$`XH&xvmFQ9_bUyCs z1Tft^l#jI}b@Uh3%~%k=;&jx5PT3;AIPG$Lw0rCxX3mB&&@6$%RgjPg3G4sKV3=2E z-iG3V-UxHy&08{m2`c@4rI4m8J@oQDG4hBhwt34D9R*JnF4RsWa)5tM&U2%>CHt6w zwp8OfhD^mJ1}atIGCJpE`39DPl}dEdah<1qHlc4W(xwa>FZ}tYXYMrZUUKFUcv?(t zrh>wx$c_}xYZ{+uOJUSI@4?!dM29u9S2BFYb+o0f@2uEARuNquKpFHIE(~zkko<>` zj|J)Zt7`yP?*TB_l(S6y4C5ZuEwL~&<`pg5{jA(UltDa`3qK|2(x*MhtUON&hM^fO z@e0tTTiRx0yUL*KH69>y{OQDE_jFTK)8(I@=Zy5nMqIMZ#>Ngz2FTU;NAgbVujjBZ z5cv?&TKDd8%4UH%DC97-o@6V6IQF zq~;H00t$^G;&75*ZHB5g(WZQ`iLQkHe3sBkwclUQfkHKVIfMJ$-ylgQ`U{D?sfnpvx7m}UHpY!!262ircpHfD&p+Eo3`9YMt0Fn$q&}C@ zB&MNLME5*B7BT;XsK3&Q+MU&$H1Jw&gIfDF);y5xL9O@+kefS^E#zPkuO&4V*s{yGMw1g7j`)_1CT(AhgkGI!u=PYB~dgfv z*P7p?DeDKiC0MD+KKLPrT$S8;SKM=7x>iFPcUA{YX<#wnslWGIcneXmKMN5{gM>Mq z`KZszS;6og+j}Uz7y>0irwstz#UQA7OD@Ey#^njKDDA?CtThU1*yn%e?*bVO?ii3) zR<1<9gOz-YcT4vZH<%Jqr2iROMn`YlO(R0ne>4nB-0>w&J8-GH(|`FB(;JCKP2PQO z*jOz(=m5<}4|I@#Yv=2ebh3U07S3z~Q;_-3a5E8Cg@H4sM|u%T+UcABG4sE{%>(8y z^YPXt_RW``c6~s^jFw{e85c1}5$8ZWQth?u4OB^ZtS~AO2g`*AQiyAku_yR(g$>tk zrb5(iX4oz&ftM_tT=DeNBB-zac+4b6?wiMi@e3Wi<0JnC5BxC;R7CW{yTVMMy~&%a4He@SLKdrx{L zZ7EWFF-Yg(j>$etHoaJ)5hj2YS>fXUK?A&w=nnKoEt%Oppx95=>r88~|MLYMs! z5?eG5jSG$MeF1xk1?{D>?!r(1T@5YwwdXE_Cz?)Mlqi6*DkF+8-jXw5PU85LIX?)tg;P7}luy-Ph>A2<3zD z83CAC%9toaWH@nmvCJKSyF?tFUq}Xd z-v&^Ojsl8PpgW?v!C>K%tnSs`jPdl7L_(ejC%iw}v+ydUz(*(bwqPihfIzT(isuSyf~8hVhATw z2~5xo?aFC_$JF6Jc5}LkI<|4g{zBgpwN7czX8N%@L=-T$j`ocp$Hd-6Z^(!sq{f~U z(0r4Fgft-pwovMawZyV=k{GC2=PnGK(BWz$X8>4o^IsYy%}|V_^ic;ctBeC0*SHgk zZ9;ubh#HDWrU)jbZRCHX77TYd`elEDauW6~26g{-A|xYvw<0Unm%gYozPE(A^V5@tnybS0nCb~0v>l#pZ4lsy_~_`7-jU% z4_)zBp?}TSK4$`Ko2AjLKOJXdv0>0O4@n~K;_M!XOPAwpG;^D4Ku~vD0?P0pqLO=l zi#hGx1nDP55Me?j66}PA<)Qu)83N_iBK`d~3%kasD<`cBV#x+(KcKMxHyD>abVuDj5hTRU9C)!c5{PeaH+O$i8s zu0p`oM-Zr$2fqvpx{n_VlHk9xHdxkHZ7N;}l6N1TYV5_Cq>FMu}2P26B) zwbTz99`)l2Q#U4t#g=)<4|~$7nQbvd%t53Ov?U_^nOsEf58qr2LP~jcgfrc$5B}kJ zXy4S_#!j#g=_FnOw;@9VpER51vLk_^JFx9{!#H5miir*!Y_-`1ArLLLQXLdkB79|6 zV;DxpR?GKheWJ3iwHi$vC0({vH>Ca*tsCh6eSjcYrG|%S2@|PF?L_v`iQlX(=s+ha z4kMrCyyaa(qh7Vj+0>+o$o{>T>O|>1H*^95vj_N}6ON2T3Pi*GYE1i1=zOBHr{IyA zjD#US%!u%wP2VKDWqtuI;-|`Y;c=cI+FUQ{-GL<1hE<|%Aw=?s8qFkqTW2hZV;{;P z36>xs^j^939F~|U$!z!hdes@Mig7u?B+$%=(lxKxTvGVJjYNbf3QvO4VkQBP<4RB~2Xb^+Vlb;+K6-_1K`yQudr=m)&ihmM> zEE3Pyqi}9KCA^v=xN&wAsHu=3j@ya;eg(7^2@4E8Cp+;T!u7;mSTtBK!RNv!z<`iM zD2?@|k4U*H@^L3PS_(|!1_LwcIfl@+J=T?l(O=v0A)cvv(rl{GWTcr4o@u~=l2o^L z01=hK^Dt$tCpf}8pj|EB#8mpFpb<50+YfjD$&p^dsvoi9*RU>fw4?n3=&Wu|1Cp&( zliANfGt?QDAN@=8G2!4=kigfp@>7DThdtajb0Y3NPM~IqQ0E=e%NozqTm4x#0I~69 zfe%(&UoE;AfyO`n(gCb)n<#f_=(+gKX`l{QpshQ7r2N6i?5O*ql{={NSRAeuO-=&) zU<*gjZU*)m!%Rne0znuFzg^??8}?@gcnSNbwnIUy5(J^#d9aoiFH@vSL|=_1G|n|Y zrd6kNW%XZ$5K+AkT7`)jBJcAc0SnK@x9lP5yP)%3aL$KZ{wku#D%6&aS+`w$^0yVsV^rG^|&m1nBS>^ItNrY`RtuObeV zfjO&a54)(a&To>P;gf%`S3HTX-{t6@HRViO{@qIe+Ya~yQJvuxFc zEx|8gl?zM=N?_e`%#@?cMn&{ba#~FqE%~Sc*^-R{y9+KH;*f@Ok~=YbRgvgkKAvUY zSv`x&MQv2oPCm2_XlPrMp4w;2rd##y(ZwI5^Fd2?z4L+4VejCBnkQEmUBmcb&pQY% zFfclJ*>h?sny z^Cf|uCym{syMx0GbyO(V1zq2W%-ia;XLXlbtGziK&{ze}YtRhE=N2i%; z+v8DXXk7zyu&BzwS8cFaV||+9h9+`y3VXXG)THm|oIob=A=Hd>^6twrAM&%xSfx19 zyHxt|PeZM9$+y8p6r@)Y8*f4z(o*z|v&inz@_|Khr_z_|S~H}#eB`_Ev^#NPPLt|l z3PZmKcnG6G4$xAn9j<+mp2k^4LsX3R;Nc0?LJA|Zd9t(e_Z|8X5HD?Nm&HCAz_0R5 zdRxMi81)zIhUr8x;j{8FjZRNx^)_35GjS6fmZ#>=uTNZiL2kC+(WhE8gJK!_ipc;M zKTbsHH`~ZkPfi{i`bks;bVtqf!hB-Gd~)@DDw|&9s>bm?i9C^_&yVf}M62wy2U)8y zIZF-}?1xrCQ6%rjJBqbeYeK^{!)Tha_sE8ZTal^Dj@@fIV&4UiQPa_+Xs)FU*F(IL zjcdLOic74}7@bD?e?VDBs4XG~OmzLrPKyehrLfQ`GboxK{`(5n|a2g2m-+CAR-e){-6kzUx|Q3phKZ z*lBCOEG%}ZtJG)XAQhv5NIQl?ccP+pXGBKuj8|#96Z0*Klhc)@QU1MZHVS$?J05G2^8_^Q^SnkYcea zbsqK@mOA?g(i85aI3i}N7L$5knA?(!Gl`SMCnq9*y3oK5Ub6ix3yapPi_glc{kBd) zJ#IdLR-m#t)YRv9k%VmC>BObS?-}Y7k5S8p+s`2JOQTGIAPefDJslhN%Rn(#K0)k* zx{@);!WLdA*qw4!u)3lA`{;PscIr+Pbl9ldxxMI-Rh#S9w@{esJnc$BIFtLQq~BdTUEfNhsL{qrSFHTL z*HmVTEVLg5ehk#tgDs_w&v0yVZ!me^G%&De;iYHb>lejODT?b8;`o2+JL*qE^#xa zl}qnDl6%A_zvdzb=h0gS4)=J8M=xJ~Xvf>*YYx6+Sb4;0&1S|U+RW>h^4vM@Z{%hd z9(>I$^nS+>UoPLZG1tl$*+_w$G#-0-LUwPJo!-(~b>23kE9@5-vYTN2)`d?})T$T9 z?Dp3oUB+9K)>|3cWIy`#2yG6+g}3b~Suk2v5AGdq&+g_w6LqKM>;c#xcQtgQ&daK5 zK*Mv4Yw~c4Nn56sEOmv6UkN0>ZHA_h+REz7J3HqMBGD~=SSRmls*7;PL{EFR-9$l# zMbpHTqrcsfulZD{t&%Sk-3z9{x%9Pe>{F2Fd)H2IMNv-PlONj!ls{W6lDN$@Rp3+o zT)*(y5wDPx*n*O<{f@P<-47l<)UBzhnV8SAY^iG|cm+%2EGxisxGPC(rw%V|iB-A2U)gPl6zT4{CbZ#a1izaQ=73?8-?qKVuz z1DrX&ZRgI??x|mPnyD8&wD#-ga&Hk|V!MCf#-s-Cl39Ttz+Uo%*^)UsjH|+hDnq5R z=Fbd@XrDw3&6^;mnBl1pl?N|K{YZM#ulqfsQa$J9M zP~h13wbQ+LTh)q z>NfkN*XoHH!B)DtXZ9KMUhylD^WB`!Y!QF+&Yh)c6V^v5o6<5AZVIRT&=*g8@8-4h z4Z|y+aruX?^0n3q1=Y3oVLi_Wm-UY}-pCkE*30LIT=6(EPyzw4{FtJ!WThMGxV@?4 z=E+#`1L||?B})Hno1AI+(6vz3Fa0!)tVRS%Me_3Vmnrmz?>c|uuZKz684oZFLwB8?UmY73Vcq`ve8GmnkcZO34X;K4Wa1-%{j)a6L0RK+iMp0VwFK`r@#TEkS5MJr+O+4| zerDT0&3>EAj<$SGO&VmjsM|W*l7ZqN*jeH}@5L+2wz#*OVW>D{Pb0!(M%n?0%S37; z<;0}fiGudBK#`GqUS4C<`w_b)q3W@mO)#iyin9C+Z~|RuV#;aF7w^{yDBnuAM+?Cw29QT`+w1^~*SlzvQcj9+l{NuUb=-*8u zq$DLL{7W4DDqNUm^CblgcW92ZEmeeq-X~Ez!(7&<903_^-Dd*Jt7#`63-;%@%@+d`8=+Gt<&xe1y3uXX&Ye3M-4s_lb&K9Nj6>Bp(LFcgYCHAwBCVHMKak~M z9}mOg`$81mWrOTZkA-w*q&1r6Q+*rWd1>+nR1HSy7RrbJ_PrL012?T4Mpk z6xsS!Ezv&HV+w{Ogn6^AiA`FhMjn=onniV)YFaIIjmi|2gU zr6k{u;BKf-4>w6=6d!~SY1UPiGttR1+xGjJB+fpeyc&aTf`SzdaVos)I0l?ihc6qzks-f=+b2kVVOA@fJapM7qxa+j|mATNl6%hd~lWCn)I zyO`w2KQS=8dAkt8gTMZsYQ-r zyN0efyr19rlw-%c!bbgrU3yZ1(*l zi`{X*OGB_~lp)xmV&c}abqZ;I-ln_n!>%7fg?#KI(XkASY9wg~55JyP>2JM`kk?18 z85W^2Tc(>a2~;`lettVq*PnGVfd9bQ%`!IC49xkIq;;od<^~ZxK@tmkr4Wl)=$ju{;<>7# zEm)2oJsNWFP2DXCcgMp482EQis6FBt~b@zK{eEaV1usm8SIlIIev4_mA^-IvM5x zW<+jxXu$+_V~eb;9(4NWGkLdc*@|h~YnZX@&h6W+o3CPp?jObgHN7E{G))TS3cGLR zfmLebtRi~tL(khbtu_w`)hLEKr%|n=KU0z?c)#N-lGhtE_EKuo7VSEJi~6|p{42+U zets_xU7ihT(IH8zRwG$+)(#jy^EHmlp_A%y8qdz)|B3z6Pfck0E6h=A*RA7a70?h@ zP0Fx6ogykMtQ4aVd?7(3W9puyW{rhn;^_!khu@Px7C(Y+tjO^?apJ^UPEMXyreDGi$4OG!Zv(H3an{UN&z{ZjKR;vuu+ zru*gr5w{&TxyB@g&%ildnWx`^kQ)=3|LRXm%m-MnqnHjs-1~<=@oMLU8K4yEmJ;pB3#(7UBSjsxQJ;%O$D3Q}g zMsXxe-0VTi_HEmW!l$2b=^9$&kQuF&^MbA7MKUvKeVaTrOmje49OKH0k+q19zLbj( zf?~XFs-7}620s86?QYW!=)0S2qWSFbvSqiB3$9Jhm#1*oxvL2Lu15{7 zDifpbzt3UlrNC@$D3@iJe5~vu2KVZtMCIcC^zy3gxjCA3q2HAQeEG|zsMCp@F8N7* zCQCe|!=dx`lGPC3=9txaIZbky|W0!BE&_!L7=`@#nwmB$y zXWt;DJH5Bse6L&fm2cydIkS;0%6X|V6IS6rD09E+pJ{3I!VE zIE*`k=t{8{4E$D$RtKoWnUt1kUmJegf;f-*HAzweV@QttHcoBv1 zFpU~&dv=|8?a~!1#`-mN3#$^IdEL45v3^V^z@b&{@Xh_!Z$qzToOe<+4RBy=tSVjB zp13-r{FT&SGArTTl#OA4q=;un`cGjov0BSPC%Y9JgnvynLseVR$%O>77=0AZwq}=Rrfv8O0*k> z!|of#N%@Z;RMn-ZUMe#+P}Ox*m|}0qp9S{m*lta2&4_ROa4HciZ%;Ss-L06+PvrKo zk(R|0)mn>TK!k>juukUCfdXl)ou&)JEyTPbp|n0;m6}{&)s{J~?UM!G?XNwTpX$2A zcBvXS{jk9D3wKeoWmTxuX@`-{*^jblbv%h2?EUJrtD|3y_wnsIVC@4INQ4B2u z31rMah)&983Iv>@eFt`6BeZ)x8J=)T8pd*Q%hNN|PCxIe%1Tu1si~>96GK`p zFVD*-@a@>Eg50SnY(1|oma}Q48T-U9<&beouTM}fS6e(Vm?Fh;X56maTpr;W_g(1q z(Q3+WlTVL;*p*==Ra9M_G&Cljkq#mMD}%Q;6r|=aH|06nY2{Gjmkq(?upOaBsoB}5 zJsR#SH%*Rd1jn6kLG4@V_-neiD#H3we`%;x%6e?(hYl(zc*Dg1cCqvHrYPOsmq6xv z#%roowFa4)Fk9cPH^2j&*-i4$9`Tcf(d)2KR&jGaetT7?mIG+P{r<$lYJ zElCpgu(&@r?vmqIPcVvMJDYq?3mddm%#u}qiG7G2qflGbu{tA_;^*CTv$|q6X0{#5 za`&*2BH2dDf_30g%UEyKDVVvot$)O?UY5ta+qmLBpJGT*%8|Qkw<&y&W{$o#F?6Cq zrlm=kETkr--L(OvRAJ!ZlxER>Q|RKq|+jjuWaPz7QvEIIeZF5R>Il++=*A+_^G*!929M|>xg!F)XAPb@q)7d``j zT}fX-$v^Jd$jC$fM5Si1*d2f1fB%pE;GU*=#`u1wXZ%-0=#SyV5v9Y)hYW7~8!18b AJpcdz literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult100_Yoshida-3.png b/experiments/abc_outputs/err_vs_order_Bmult100_Yoshida-3.png new file mode 100644 index 0000000000000000000000000000000000000000..39dbb97dc75c150e1c83c2a86acbb977899cedea GIT binary patch literal 40802 zcmeFZbySq?-!D2~C!!)qnxHh&NEv{%NJ=Uw9nv*~k42**A*mo;BHbt@Eu90%Fmw*x z`+M>G?f2}n&R+X{&-v@@wf3{tvj%YHzVEs3>l>f=UfvHCq)r{DK90d)PDwww{|JLQ z1V0|AIC>afOb0rg;YG+!Lc>nk%Fxd7sm*hY{8PIZ=2mv*Ci<5gp4-@(SXpwjb8)f@ zuwF8@vwLAH#KB?lAMaqdvN7WLsb${`M>+Q5!DCwthW;1&pTzQyy(k6~-7J0oj*3&{ z4DLvnO6QK)?melF8#ky}Z>&nr=)|2h@aCoFUCmI+x)#zC%axbZ+M};-o@Ms^J=H6H zjwG(t!L0jACz*Xbw>(70w_-LLc*X$}f9(no{{C5m4 z0(0YAK&~bF0mHd-6hi{9Un&lI!VBi%6H;+_!Q9{^xrAQNhhfg3*W+@Sqv-VzBjzBy zc#@vOkix6@%VYn4|G4qmT=9Ha$JcxBu$o3u_K!-np1eF%KkK$Nn{S4rHRg>Uw~u@x zNfC1|zWWYVH23Y$-tHQ~t;WX8t0ksQ6mNU%1|P|#ij%8>#jag&eS3luF*3FBjt=V-PJ#Nx?D2U~lb=GKonW)cBdKtYYB~ zPJXXEEju3VI(Po%fGkJpCq+tKr>Cds6mQSwbi~VsrmVX5J`W{WlxN@sX1HSsS^ zhG<#V{aox+*NbvruVhHLSpAm9GRy(qW=9BCA8T-(FLiW*t7&WGZqe>sJwp3Jd~>;7 zafvwM%Q0x$`JyAUe4D_r!7IcYgC$Cfifm5AO~PB{`Ynqsg!Z@LN$ z;~a;gUM=Mhy0FmMcPLHHWVcv46!%+|i{PB_{?3I4wE-IfQirIx1Clm%^u4d!T(>C6 zV3Z4cFBw4lSuZty&5Ope;Bx8ui0|arcl7naB^7(*7}CZk?yK1`8@aTmjRhXFEmwS5 zKQ`Z_L7h_*ePSPt5{&KfB?VN5%*XaJBKa&4NshY<>g{kJ;Sr=D?MX`w{Ldsd~X2^RNac zV}04fzx|pWbe(U)c}fM+M@74>_F`kQ<}XfKmkj@NqV0l~`3H_#GnSORSeo&U?Rk$q z*{!)^s|_0!^^CkeQxi$@-~evZT!WImXuCFPK~_D(&(9x?H!Igr4Plq$PfrGlZcc1# z`lqxV4T*3WdVA5I3lh(;>r{89UWS5?_26ABN$FhCG;O!qS-s7;Hez;*XhX08`QiIc zJl)#1@=Kz%{xtm3Uu@txB)%dOEuh_fqY*I8T+Bf4I+In{W@{QtYPY?<=zB*YfiB0bGXw<(e>e1CA6J-t+?om ziX?;Yphf13sL01kAsqTTJa|w)h%O9!#avXGKIz=ax)4H;|HMBRDwIie7SWz#Y)h0<} z@u?Pbveiwv=3-=PRe^8(A7N&uKu8CY-M+^zv6n8lmC&B^xX(W`ar}6Y@1?>~UyiZ| zndQ4huMX~skzB&GUo+HVZK_b8YF@9Qu^P>wY+%dR-hC%pw#-^Q^TWScl6J509o63W zXpmwv{%p;qi6|ladV?Y!#xlF=(C<_cH&aB59A?8?@HX2cTANq8KNSo;qG3J~y$9DB zod;1k&~&ZlsZW0#i?pnHUauj+tya#y)2F;V2M6aHm=NM9-?qt6@Gj>y6!R+=ai0zN zJU>FYh;!&?BTJ&k)oHei?QOJdw=AO-RlZ$wGGwVm%!B^KEG*L->V-Vl4L`E)xMj(& zZ!fhhIVpFEs{vv4w+1 z?&QY#mVQ;W$JghJRZQAGnYbzNuWlwA4k_)}O(iFeWdtq?d(~d8Vd*yr6d@MqvvKKH zd6npxGi-U6i}cZMah&?j5Ey##r&fa1P#J+x$K+u=CwN9rC9eKv(J84*6oIlTWz|b2 zGd)?#GgnE2?z}o2PjcY!Xt$AY%ZSL8!;OLB$v4^D%;Wrr9P@B(tMQg?PjU9$7IqGV zHrMK9o@c+`6K(9oESMkq^uwKtAQHlUI+}jfSIK_kG-RG4YnCLu8a(@1scK8(Ic1aB z&ZOcbDpuE~tFGPViq<#zCuHIeO zz8kqd<7K&#HRQ718h8GN`diP6y-X6%Us|rSx%l!itk7HmUh{bjdQi?WR;4Ryl@gRX z9e+w)*NFDd8UWK~OXA7$Ae56(g2jv85YY80}c z>KGl;6`F-KbSnLC`QDCIrJ_4A$Z+23gTw_BI0IAoKsS5w%p+Zoh2fv4$V8SOR$`Z$ zx+iue1L;NT@;o*g^un9v9jgZ5PK&M;vjxZFajYVc1%0RpyqpoYG zXr_$AklPxO4@zUZN_WJz;0x#q_?IVI4N?N@Y#P|Q7kZ6ig7d}xzCIU@J=y)(DC%uy z*`{gA+E809U!R7iSf40wu!Zqd-k3sbnW@SyoqTR8m)q8=1+mo8#$#t%kIC7e$FO)d zk0mo3@(F)&%i55K$H(%m+-_a7FmhG*(|Z$AVy5e>{ZlA(YR*kdwqTWc+dT^28q8rcQ$?~P<+e;i%izilLJ$%j#)WhS8Lewxd95Y-ea3?rQ z-b0z)lY2zc8@8?`TOL-MIT=sVDjO@4@k3UHHZJLb*VJ2MJ=&op6)(N9h}89DHM^(2 zwVcdCvic?QNq)XQKE_s!PMRsrzO^G6#dG!jJWR}yvEdwtZ3D~s>DQc^?^9GCAQR@S zE8;TV-QAkkE29lQtVBUc;kD=}rK%lSE5508S=B%3H*-_L23T)Dm>;z7~El(ECU%by{+7 zvB9lZ_1#j0>6`RhP9oLran!u@EGd*Nne`c87X?)D414QR?lHdgSxI*TWEzwBeCjUC zWLMYN-l&oFO&LhyWVcuMpNek#vaZy5abD!IE<^c7lhss;mdWG_ZKrMg@qVWkU*_Su zYSx%`<&q;3Z&d1t4ID!=e8JOIX4eL37-OF1*wB`nu3nt?PNMIoF44r;OGz5cf+&6c0b`Mz@*wa+MhhCs?r6jHN}Mzrp;1CH2SCx9Zae&w8%vk@OVWj=#;& zDIU|yj4LuGnx@wDk@r_|R4Y|K+K}BF?N?FjtTyS^akN;6EXrTEY3*D~=NS2{RLin3 zzSTip%}0V}1Y6-ra;gOq!TD*myf{sWE-mN1ceFMSvZwdP_{%?=QZ%nG;%UYrZJUX+ ziIFz-=WA0&q06!;fZmcuL1d-l?Yvo>KOghZI5epPFCg8^XDO)cuoVpdLs*H8wIWWH z)-YpaYq5JfYca7tS9kNg&oPY=)b-r#Kh~E!&6PkXD+`M%nViY5UCOkR~d z6-~r$Y;YDPX`?4#`{sV~Ej&b(iJeC~F)}*jc!jZS4&INu`FD%2%zW9FWo4TzhmNiz zoIYx5NX)$F`^^+}Mh}r{{MpRxww=6hGUk#Q7(bbenBC>Xpc2M1xccM_y$xC~yzq2d zHs63yO)#GpETm zJvH`YUI5+gyk3jg*dI0#FPaxjkDDx!1IMLPrX`Lz8V{ezR5_h70l*B+$6OY$eQ*>9&eXM+*dZ0JTV36{fvTM zia!rc#RrO&^

`0Am_u&-S=)%`#0Y;8fIWdh`gpi5EJA7b*?}35$ih4zRp>bBcf9 zyJ~cMJ2j@}W>K%Ays-L6gLWF_xbieHr=B@gjws=5+R{>|r$}0{=PJU#N`LX`WVl(z zcU4zxh3_WRm3OFXLOrjaR$%)Q)_R} zgG#B+>*MjW&~ax-Tl${KBF+b9cy;!`I%(*?|L4}#etFp}}=Wh%9JD!!9rEK2TMe{&K(ulD_$!XbXsp~bP(H^@S($QO) zB}AE^Enf%K051MGb&Q&=&-kn~Q(} zNs?jW!jo^^NLG7p-`T`JBwS~~;IX}U4UiN^sY<8l)f+c0xQ+jOd3*7(ii?y0|AyIg z!0ov(ecaKXT4xI+B`lx68G1vhD}WQV)!N!A4##kcdf=s++Jv~?S}MmDWf9$ycu6bH zhJBTQt;e1u>x25*DIq@A{raq*6RLUyu8VE;wh*bF%X?dY z;~RKUNhDCMB?@va8JPKS{gXH3zC|RI@2+Gj>*N#j!d?p0OeXW7wu+cv0&IYZORBIT z*Ory7K4aCRVgtFaV}=*BJ$6=>G+dkf<0>ZT>d(A6TnZ{+!rh& zuJ`w_7gTpS+QO*R^9${%&(#v3OO2X3nCc!+4dY?P=V#A&UTn0kr3+twI#4s5FXa5w|UV75V2xIN2L z?LN}*;N;=m9)m!FM-o1)+66(arJ>$9sX#Rg$CJZ!ublHo!yq}{J|fL^!(}oICDZiP z0;z|*&YXQ=ooZTaI#5HDOGOR`2OguA(Q`R1H1S2nzwO}3uZ0}9+KEC*U85uq4fG#w zd<=_xV#9S)URrMAk-x?~^p$BvQ4$w|j;p*)3jV71ddNCb|JFZF8P#Td(Lv-_RF+DT zPR>wsI~$ilkI!4^PT0~kXgSn&ZN84nT0B=qOyTus!*G+2{fr(lnGWUhv$m2sKs${c zW0rwB5vaDq@OQwr#bVjx_2kOueriZ4Ny7Atg0w+)JWPX$nzsrc$ThZolunoQr{1EvA$k?vUpbnmv-whnk z$$6?N(OL2I9bHIhCZzY9q!k5lDans*>aMqQw+II*2u*&o>r_<_F7CP?+J#8Qm}Wp% z13QAdcLM9ZO?cUAU0rCG>K#1N*%;tvG!f$ZKMU;#%7tJf^{^T#rGN@G`((^kXaxOVi zm3)3e!b`>fQGQd+YVTQfUFYX6<57-}w0y@M*+?t?`;AHMo?c#`Il1^s^7%TY>MO48 zS{at~PabkUE#CE(GteX{6z%P9E!n(&!M4NdRc@e3TJbTd$Io*W$kDpY>4`VwoxS2R zHJF26ELGo<#m_}FC2Mokyh;vE+P-P8vjZ*B2agqY@8kY$Jv>#7CP>x(LL=&R`U9UBfv>4AhQxtJ2h{&gCaxK5rbc zN8UHZonKl~8{@t?8RU107XPzcw#S5oM$nW~8eRiJYf9~T zXnkF|le|1(xEJU_qm*DMT*bmK@7s+RF4oWh%(O}NRZKeV+XCf3Eqs`|=-gs;N_c&o6oXq%U4Pu8 zuPX6p&P7#W{&I&49KH?+*h#hDkBUoQC@-miIn^rVb5+6x=E_vlvP)uX1Gec7Lo01> z3YV|S8=Lpv0JlI zWDAD;Dq7c?1AdgTJCH*Vln&RR>8h*@tY}r3ICpqGbJWq*@Dq39d@4^?uu*nqbCfPW z+OWx`D6>enx%HZADXq}7uAX^pKGi0zR8!&651^nvg<2K-eapx+>($R3c!!V|46R_c z&BPW6ETb2nM?BgPEr!lDKWT@%sD5oZDbLS4Km5cPFrJ%|`I((ioPFl-V%vYo8dOUG z?CAtet7j_^$f!EyOwXN5=y(PEc(!Va=~v@}o|umG^&`bRAzcO5_%^6m!kzZ`hG~)` zv=4W075=#kePEXsN9Q9y4wcQjl(WUFeP&C^%M!OO%}g6h!tC?yGA-F%Lv^FnroSs`<}(oEOvfY*)XEdeoVHi<%cGtxEG2ZM&g4<3 z(snZ6&HtOE;eDt7p70U;N{7nC63}u*FYsl#Z`Mg^=hd%sQMrlua8$>y#UzE8FdH)n z*%^z<2Obm9XU*00{+_|pz5=>~Xx&!ts6K6hMj{V>hB3nYR_EWt`iI-<*D{k!n@7Sz z16&(#&~S&e{it9uB(PoNF@6~I(#DR!w)38f;(JhFxt4FsK-c-FI)1I{XU{pRG@leM z45Pa0{>gkUS2Mg?z}-AGO(RNs`;VXqX$4gxC*x9*TFzxgvzsRV44PkW{Oe8{twPUl zuwk?Pi0*)*BK>NWXFJzbTzdYXX4za$yF#jOhGVb})?jQX#BR^O_nrY?>pD}Z%|NUS zIZqX9BH{-&im1}Iw^T4{mJHdq2lpZ9T8FYC!83RHjesGkdDG87fdCV2D4y7f3;^Cp zJbHY@N(>sUcAy_W0ZZLCBWl2!sN>KZuf1_*%Wu&y;R1aPWx(ZoZ%4oI{qxV2q>}O2q>C;KRrT@asCHO)%4M|k>8);= zj}EFMgsz*(8*?HU$Am9URWsnN8B!4}HYs7K8YK(9{E)TQJ~7(GbfXBZJ^8Zn`x+Y5 z23#q|czeE$XD2G(k;Po|>;nk0bTTJLPS}tR2_`4KO}wiU zX_}|oO|O?Zi2}HsdZLaoKK&e;d@k=FHByG`$-FAPI zIdg%kyV|138Sl^EhHAYcm#9kP6Ri|JFAs+}*T;mDmA7ZU-;yXock|6nokd&wq*}qCsbioS3i&fkC)r6b+)z}!M zo{zG|P7B`m_eq*Kd-1OdHY>pT%GDcz-I~Hj^b7u(I8OicFJ#@YSAVa1C@-ANW&lgl5#N#Qp0@%G<2|Ua#GV@=rFRlSW-77yA zR8zgg=zfE>bg$M4yQoV)Z?agaLNJo3Lxef)`OXHE@)qWylWoY%I*N~V-Fqa<7RYi?=ZN6Yz}9`N!u{*+2jdp|G%RvEiMt~^95v*us%LA+j&ZTSP!9g5 z{faxr&$LgVdg0LG)w|p2i@VhGs^m73lnd(-EPH`odz3GapTe9U1du}~-NX}R7-5ko zxh4pVRA{#|R1M96fWMXR@+Yi78$U-~WIx^YOsm*&e((kK)cl1p1w(C{tevY@N66?0VjZAa5|oE3yInGy*RQ!;pb*CS^{-?3md-uk`BQ}Qbc*audOY@av{nRl znx+%uw?rYl>Zfao9aw0GP9d-wfwgP`s{a(IjmDJ#d&Jx0-NT8H=HlwQe~|$#@)mK2Q*LVg%~u13f7BWD^te{%xQFnrZC>QJ z)OL@toZ=tJRI{HzT+A!LAjIn<;C}#WHUr;5JTw=I=LWJG_0$tbC(wPuo zpQsQ;+|s}vmYZ)Gm|Wb|nRUfZT6wqBCg+NYs&fDfn4;Hx@9jyGRWN##u34^+flS%G z=i=|YyD`4Bn6bJ-KRpKmz$vtL*2=7IP*Zqfa!xFsSO!4&iA7LfyJ$UEkU2MYiZw+w zHk>_$ZG>{m<=kul`@P_l&pZ4@Lm?@h`sPvV*Y|*NV0A3^w{{+(Twi})o?9F!!K8V~~Evl>zi)ekro+6+>lUUCj(3Q5p`Y|cMcU;czI;E z>Q3&~S*}5?xU-yn^qHx!xOiqksd08T)wz<`iP-9);@A;^x97dQ&odh-TFNR((Bl88 zaa|#V>P73Fi@$tC|7>WI@E~wd^#;ajETTdBto=#9ed=?P68w&*mAP$=T{On;a1TmN zKUW)FWu=dqu=D_H$7o$e>~S{cmDm&>Q4amzK1r+QQ?@@spy6cO4M~#o8@Cr;({CJf zimu*Lq4jmrsTKIrS(btCkyOQE9jX>@svfQ#)oV4lRCHK9ptdJG_8+d@y>+1Ff>S@n zwQyLz=(UG{ya}e`o z2fP6o&NoRaKBgbSHnMp5)KvOOF@JU&d*TESVE!b9efxTTxBA-6Ut$=~Rar3la31hp zJg*2*D;%wFpwBoAT*d7`I#pu-&~Dx-t)m!mv-U$&m?wvcp!tZ>0SVn!ZXJVF~%+n zKaaF4D~bfOER=ykhsSAQIA=PeSRrc;%5jWk(PYB%TKS$xDRA$Tkn3bhT~=hw(y}Cl zwihbfnN!nvI5fdN~LJ&t=E2^7A?9+Q#Q1h8<(C1r$5R_|q8jdEO z`iMlp9}rG)4rnup$IdZ+6Ls7Cwwj_>?(Tfo&twtYO5@VpSGFUbhdgcrUiTBd^XLaV zVEMn5uJ*BHE={FoCiwFY3b=uCoJ{Y}ASMcmu!8eUdDx|EHKb@2-8f6(***c~Oj=QR z@&4Q@>IH=rZ?x*(?;e_nrAbUW>?h5$xi&vEvO^2@vPlTGW}G2h>|9QtX=<<)4OB_Z zXCEZmV0A>_tKe=HxVp2uRvx3z&}v_B{hU>mTaCLGOO-!+3z_hO_-WRwNB7T4O)|{m zaB&AW?;aY;QL^w$*mq`a1w1OFkBzMg2_YR&x(&Ny1g!N>r^OaozN2$6ZgoS!Ke~*ww#RYq(li{CNt-#%Letp! zywHFl2-nZZs$y47p+1_ozw$nG#J#aBS*#I$WeJ)@qS#KdDm|hcZ|?jh^Z1>;01{xf zvs@YIA0GZ0G?#ne_n-{0wPBqhG!&6>&(sV#3q%7SdqfoN)q5_(y;sOpJHD4uG?gOk z{*+bGD+W;YvQgP6&E=8^7;;t-da`c{Tr`Nt-RfJLi2jcTg;P=J`rRNuM?glj@ zfV_B+t3!E)BVZbOv;L`Bw6>BcNS*}iW6O?)#P+c<`i1GLI&xV{zV_s*doVDb5Mdeq z_B361Wh&yMoumBu`flJ}RGyMo8ZyP z`*dpn@Q2B*J8a)8NL7z`%ChBlTnnuYWEdJ*Mfpe0inM|m85K>SJ8H(y?`(FLD}Y?G zZ0GhcKyWOK$6=<&uKs4?H?SS@4-L^+m3-Kbo+5zy%H0_{%IWtHJ(1>}odDZ|XyB9V z-0Fk$)~2)e=t=tA#b~?EGv`k ziDQ5D!tA>qH#BtGO@m#g(}5EClE2s|W6UM}iYZksPp}s}nG116`fOG+*l_f81K5kX zlpc63ZYA(?BL5xn8^crh!ViGkGnv~g2Jb{7h;c&pGaAJ+e0P68iin*`zX>`3`w`C+ zJi3~`Xw3Kexl~vXhJBXBv*99Nkc{EH0RTQc0kZ(^07Zl%b#-BRwts(GNo=gJ-a%np z+W{WE@h)Av4qS{&IJinwn67yrum5;GL?ae85s*s%94ctOUy%=Wh;U2_ zRaL|sb-<#tgC^=5okP#%Om0*rA+>eoL~+qS^_nU}s5)gD2Yoz&fJ9UIK6EoG_O8Os zXr!ijs;!(@?|ldCM!IG0FArUKz-A2&w^8;oC`>vTA-?tH6Q&UiNda{2`&nSnWg5Ey zRx_C+baoF@f`K57Eunq+%wS}`05oYL5wcfw7l`7rXm=Gu*sCF8u@-_j7 zku+3T#pva@N6@OM$kjUghC0VAlEAYvL901w`!bHIKL|mXkR`W%p$Pc-3dGp+j>E8DP3z!o3o5+@ce6$4(8Edz{|eT%GNoDB|iGgo+WyvH)&3 zk8h~P?Tk>C|9+{ROAlc!?4Vbdq!d@*VC|+NqSgn|O@nIz1}ds}MRKbfY{7ONN>T*o z@&ekRcx~)rwR0(oQaZ2$tLBrznLWF%V$u$9H}NP(|8)dL<@Z-z+iU{RC%l;q*(a?a zE3zHm`xPIm8(w^le+=?kbD}9}1vtdmQIwj1YeEhj!F43VqgS?RfR74?wW`%2iN2KP zJIr^5G{}>akcwMy*wj`qh1mf`p<24TeD?AvxHKbDNv=-N2--Y5eFMzHe}#4be!27N z5g<0xK6D7ri;v&E4NE5lIcA$x)v62dld*lPnGG$ivN$T-hcP4?{goVg@*#D zroOx%+{M=fKt0GICAkFWmM7wAe+JtAai1hT3BUetXnu!_{@>TR|9>tXCCUHQs{0qP z=!15s4fKjIU|2$+bAF#uFybTG?FN>jcCZl!cR>p1$kZ$E$TjO;u4LHd1hz+Qa7)(%61~nMU{s!Kg3mOuz&$;;O9t9KOKK4pJ2WDYaE}Gm zVN=M-Z@3IF{CBN(Lj01(Ed! z>dxAMkc$WayE*OAuGEQ58XY_Q`A$zRZ^^yg9j%g>SEq$;ymM={;3KU9w?I0!zvAVA zb~J}@8iZq7(rD|Ni<1Cycg}BlWmK|#cDg#pz1mNGrQ+XE1dw5=&6#}=zypn&iZVqW zC_vwk5xJCD&oT+3jQQe$#s378NQiH^Ndy~A&JO@@!+30uxw7=`|9tQpMQ~Ap zJ4~>!^|7Z+=nqsJ?a){22Wwzj?}BMQ&OsK5OBqjm=W;FBnCWF>+59JAx$HCiL{Ma+ zp&=2i7SeOycy5Zo$oX>_SiN|>Bbs^1qRWJU9Y9g!dF7)^&c~$fEg*A)LJj0fL&DH3 z5X0`mJK+=as9K_6UWPlE*=m3FU_Xj{G)lu^Rlc+8tod%)u&W5-%BwdIddsUft0q1hBagN3SqagpBO0zFPO$O%< zcn;A1l3x>WNpRyP{78E4w(8iK>gZOIOVNHvB_>q=7w`y2prA%7hNVcL*01&{RC@~> z9N5Okn151@LmxkAwvux`SGgo4r@~dwAgsFBft^lx!dF|ysYXJMaMdgPs zXndK%yhx4@2_GebIaF)F9X;4dc}&k;rOSCEJ}hH|qf-!k{&t|1B%tXo=eyq7%|a{| zKk68VrtbhOF|b)1*=JS&mY`Xk=CyN&Pt%4W7dA@bDlEZ4kt*#0mbjwe!0zRw-+szw znJ3V5Jx^M3Asp8DQt~zCU3U;7#_F!2*{U2!B#B^eWNm5Qa*G6>Ly*%~JnQ_fgku*P zIbx} zuj|Kphb7@*Rc;M#&2(oDT?^e>o>X31;An)bLLitHtw^p7nHHZwNbFD1LC^FXDSI+6 z)#U~k-Lzl)JmlOK$XQEkJGwNn4@kz}XN6pO&6;~NWib4f%kqQ`CP@epE?;JkVYHN> z@-#Gn>!q1ze*FIqK2SYE)_Uv)q>rW`O&%VeZ$^;GabsqnOe44MebEkTyO@EV#baE?Oh1853<5Pzkp zVvFVxp*H1${Pp|uLdHRPs1Pme!P064l37JJU?C&k5;zkZ%AuqX8eotLQ!Q%$jX7#B zo}|>VQv&DIt4C}`_t?F~e{d~2YTI|JItwx?JO)avKg|sehuLO;42){|GH~xah0QU0 z+vEEbAqP-DVo(h=ldmHzf@)7Z*oG4%EERwG?+<*r#@(nwq4h=hf@zQ38KBP`!qxi4Xy>39@uJ$}T0A0F&E6 zDv7KtGIaw4TG&4itKQa$>aX5VnH!BxzU_GPB#izvQaJ6c*NU~l1Y$IrYaA8N&_s+0 zeR1ZqjwB@lp+JUIiLE08ZI9uJC!?8 zyF)R@#cwlONWp#0VOcgJ{u*dFP5DW zm~}8;e?z6<)WuuZ5W`BCrlF>;Z#c&&_W+F$Zvt=8?nQpJZTRP_rIiNOY&r0hMzz5V zOt{PH%;TVaUQN6-#RTI7-B98=MPV*bOl_49y6QG)0*DBv z7%BT97)y;pj^rGGC+ekc?@rSZ1w5_$Eb?(S_D^1WB8j62;=CPU1gJb8+}DbSOq(V08w>cam#0P zykI`Bd^|-Q9Vo2TKCL=RA#))!eIAt{%#@BisW|%Ki$#YUW*rULD#c00Lp#F{)5uv} zP3W0fWXMg*J4Te{C9^DF9CTKKdzwJ-u(oRm{3EDL+C>;YC+QC;Y7fA zi9l&x5rJv(ny1@$q`o`%I;&e`1fi&Gk$D(~Znrz8ES7G)8lL?t$dm|ruiBFZ~ zW32fDHXB&tBFX+O5ITWD`n8R!Uhd}dWKfG3fU(IgB<)~~GpCp_+W-}pHUPf1##$e^ z2RvMYRx$d=FQqA|nD6SDx*LeVPIZX@qLD2IQm$)JE^3!BeW^vqF=+S^OMmXA$}|ia z{>C59$Z3;l&w7sj{f}s;Dy9HI5E$vVgXJ0z_89)+U8u*AsPdMS0Lsa|b7DWZ+>%o< zFEUG4Wp*}KWPuQqhVH}N1w^kGQDjAh8e%}xJgd4se;!UX37$ha6!977{gmaXKu60Ty|lkILlXXY#rMWr z4WnEbbuEir+6BZ%6Z*kf@Oc^PXCjcN>_d3~pAylWI~zm{uLbx1X;X_*Fs$C<^GK>d zrML)W$#!70KNs&Pz&O16HXA$!6IcYYsHU3XRM4lA%LehZw-`J1b^WRQzqQC!f zIp~RA|3h^B9uCbvXo6}(Mi6jquaBM6bSp>i_!HfE4TB_^Y8(ogij#?qB*RdH)qRWi z7w^S@|3t>skgvg{b%AcU?;i$FcW@bqk%mTO@PwlJ(=7H+Lf`Qm;{jGn)USl0@&?P#W*2e0`+1jV~D_X`2OvK6~QtzSnjcx^XoXv zH(1I{M_z({rZLAzOYsUi0T20p)ahbYk}^mu(3T78n-Ubmpd$2*7G({hZWFct03oB% z+4;;6kiq0o+EZWxXa#S@gchxZ{8RRE5nrpA)r4|g@ku?298P22!c zTc^wtcnx+AXhmFnEKs9^-354;Crz{e9YkOe|0`mEBVg9+2F=fgVi-vU)qKD=)B}{= zb&kkIs2J1d3(*59c@et{op*5NGz15d9f_z^iB|J@Z1oS--?@z5`mmN{7_!#q+9ltM zo-7v78E!sdR2C)Tj5B_9;^;G;(EaoGJ`2K%qQPh<&%f{Qovy>Z z0{j8>hI?oDh}Z)df0ajOxo{9Ar$DS1f(;Bzdu-6BlN90ZAZJCq?>y z?csqZuTBvKUZQu4-#&_oXahQkcD;JPK{Gbe@kDpg^B;8#5{NgjK>oY`0e%OV(^%dYYif6o8#5EszE9G#He1C)h2`#&)r^tRZ) zHn^)$31_io6S2N(rA>hGB3p(4v;U6?HInn`UD5fDWM%kZm;bRla0&a51LVqP>@F-N zwNiN#92MEW^AF|)+_R=}w$Fd?kZ@YY_XRdHwSxwlN#pY-M%}ck^7%$Z|y^9TS2-m(zbQ?zf026@d~6~U4gMq zbObLih< zLgOV0Pvs@F2Lt<0E`tSd!>dk@p*MihJoR`5nuv}959005eUAG1HbND<@gzly%PI>|87=a6>X3<@>chD6?`AK97Fz7fa)@yUo}7j~&> zdw=;}8{AIaY(A9x#6?n5F$?f_1+-!i&zD$$HeC3v<53B?CFI_(uww%MRKPTy0Fr!o zjk(Z;cH~3+>j9|5mZ8m6toxDt*K!0hRqF0(fniTOFedGLrr&u2_3IXqzke5}baW1R z?(f|agPbabyRbkNKy}i{I6VM#2UDR1;O~}k)HwBjk4NYEBMOOi9R#HDr2sl63$@oC z_}ai0k|!$Lswj4xNy*W>z62boKvZXp$8xJwkhTX({Yx;Zersi>*Y;yS>W^D)JI)Ol z?hDeMtFaJK09%D)hS0t`+8(H&PL;z~aP_f}dHNTgN2g@^zk)9=qkat0r31J%NR z0>o$Z$Ryb z9rW-JB)oR${-;s`nc(RA9N4BO5m;71G^Ljg-Q^@$gcM^PCSX|p%r7;M+cCUL%qRX^})+r7cRk96aSEeNxN%jAp$G49cmV@gm?}ljWLV~ z+HdD+H^g8lQ=C`IPZtUuk2qh;$XIGl#?}c~tiEgKo=!mih$?OxglBF7+7-(XA57Wh z{J!G*t&&Vkm?89k?r^Gv#2oLqt7@ZJ?Bg~+f2sYx0AU}o2}(?jFzn`N=2KRUp=E3z7PZ9Dbk z+F>&KNF?Oj!MsNz+`l5>F5Nmbdw}-4N||4yEMJ#MJ?KfkI|~(h60wsyVFl<1_YN`y*;IAN*JqfG6#iM%^=a2Tg>gbZG z#34yC%=Q3@!xI_?~1Kh0}pjfH_#*n;9oMwHa`laaTBgMddx}_0NsR|8C-G zmvesm7qwm@z|IL?^R-^S(h;e>T?)S`7Qq)@BA~V}{rj)u$?3s{A_4nGC|DlFC17AA zQ(SU-)qZu`cku*XfO-wt4sQH_@)6f>e$bi0ef=ptKYJD75T*9_0k&0uAkqlx2wu~M zaI+nzJf~E}rzF1yEe*jk3KRfc`d1lj1CWUb1mq^E?w4}xfDbUvmhbKEQzJ;VpjWqo zJQek<6!zgEe73)LPy;sV+BpB!Sj)?@^s?a^>>w3EEoM!$Fpck+<^NR<`BO*-+U9>L z7YkDvqzkCVqdlKK7gx|b4p&#V#f2Mr`+uxHmk#1<|a0`e~yQ4UsnO;+wf z&0>4oB_+_|b+A_We6ayu)Yf&EOLGp;R5F&h1u0Iz)01a-kS$9UVS}f`JZ{ZFIY{y7_@9onk4Rnf3bnxj<)#2Y4 zfK&5PH}NH8DutA@ro?w~2E04zDfu_$Z*jr48PXYnUuK|qHE~ZXa6l;E-2_@Ix|qIJ zu8Qlb)oai6zi<^oXBu5QSm*&b0k5 z)LxHd9i&aUr97@hsrW}{)CF%_nZXt36aDhQ^yF8GcHS75meW)&ci%}^k1(a%eN*o( zoif=)gY!t8Wk==|@s|fG!1EUu0xBtk)m{m0(B~2; z>L#eC3k7ndPdHhEHc^wgDQz2|!Z`aMpwm|r73$5 z3w?$9>2+i*tCjG39LP~P`Z1^S^zBi5l(|=da8r@}4^vr6o%AE-1G?x642LnCcjLph zul&kP%JF@{Rus+-gR>iX0@XwSK%Y^2jXJIp+%cv|PU(X4L53&kgm~tSAd*aj^N{^` zzZjzN{4y+bqlst|Fqs#bp9$<`N^F$pB0d%Mf%T9JbuuRKpqoRHTnS#@Bk`KO`o3)S z4df5_7pCsRakL(_@z%$R6KdREB-e!k6{O zgCamy31LbCj5OZm`8LPA1@rq!erA!Mk`Qwa$rO(Y~^Wvq}8m3i*lkE>cw&-VVF?RkIO_kQ2@zMntV z%5dNJb)DCF9_MlF$G-39{X@=oKN4uXLBdytRA*RQn(NI-QPaiXo`s)Ki=`GxR5wma zA$^_TJ(3}+^3S{>^O^KVFysnrR7*l8S@u9~X5m(ynl-eA13hh&P*$cE5-OX$J);1u z+iKdKkU_-4Rz+&K4K$RSZHGH*q{tX?pda3h-?yW^;xdSq{pCM0ET8cSi5xai)YSEV z+5^qiGrqPj@Fcm=(TvIS(l4N7^y(ME; zPjB=;>A^^KYR}H+(7G78Bk$us^WqAP#T8hR856$Wkm)5f=Y|9&A!=V)2NgJc{kCZR z>Cly^@UsP^)iYSO^W-G}pa+u1d4=1e?J5+?ky9et#=jHdvL>*MWgos+ol`RP z?y6@;PFP=${If3gFOQOEPMtQ{_1iRM3H)Q=IeE9(EJgVpMxAHKbE^2S`4u)KNbDlp zQL?Wh3&}Jaewy{=X_-@4#@h8<=3juPs*+1dXwka3uODU?*wq@0b_S#ZWLzuV!9#zn z7On4jvsL)`L-q9Pm|k5V!-skd`l%U#T=Gy){nN7?jO>6iA=z;Yn3v>@F)Um^-_MO| zOysgAnfUCkMy?CaSR!SV*^}rZ5}B^BHH?-t^qF$eOw+MqY(FN)i)Qo}ivKj!I97+o zfIly`E&{qPi6srBC zR%?Hx1V=|{rTz{H1N90mHdgnx^s8*IOssbJ4a>-VD^tYA@b3>j0)l+>!r^!0Ehs-mtk`j4+|(UZ=awN+)!8S& zIKg87RHD72j{hzd^(_7hsfx=4Cer*TFtOlK9nz#rs`^=nm8sL>=T4m7>{VOR3~LUT zDX)t}#J^ctG@dRjQv>zkpF|6$0(-CBvpM!ToY5$aB4OmP#tj$boZ;Y>&_(D67|*vV zi_A1(+MrC|7$B9ROu9{f>VO*S%`lLdz9&lZ+Lk-@?jwWB0V51J;;QA#x{ZaNm|aW_36M}y2i<8*!{y=?S#Msw zQu~Dot0=SOpbh`}gAM)K@GlKt)u938kpZjq zchVJSBF02lGlco@2QiAQBLwVYOxH}Ew|4mhFeMW26a!0*CTYP`t~HBjHnxCeW9|3z zqP6ka)H0^$l!-Z5N(?7LWgO6Ji-vYE=Gpan;8(%Dn9yWD+B8D-1x2(Lfei!s4pu~t z0e~A~Wf!fZ@2HhDDucX*8Dw;<{dpm(aDW~%g6LmVFj}Bw-AS!AIoIC8XyOP1LpGz+$tgG(!CvfmLgfE5qgLotHqur3oDL$RGlgy(cLJn802zv~x4^D`4bcaC9+vpoVvu0>q#yj6*LEkB=e09xYfHXh(dashuD>?!e zSR|pB!cL!FEl#8&8aVQEEzboqm8Qu{=;9G(C$Wk_kU3gMM0YT5qKU>{sZ0yP^KfF) zi&laj^ajY9X3}?hN%;OT??5K&8bIN{r!9(pB)=G#m?V|zUC1%-Rw^@rXj2SYP>2CV z%~;RA41FA%ph_O4?9 z?W#01rl#;nt_j=5Gy#IL*fG;SGqiU+>ivhRugdkq;KbslKeL>N@KH=9dE&kgO3Ae- zY}SGt8EeDQmgnNfpfM~*F4ib`Aafg;X?a=bM+iNx!p2-|>gq9z=-U4F9Z%plX0Y_8 zCWH-fmyy(%8fITmyU7HOf%{NvSv)>DQA2OTD*pPve}!h}*4Gq?SnbPMJhDd)o=>8P z$g0}Kx`)7)`pJd9Gpr&hBEJ3uNjg5C%d_GLo^&Z>xmW9;(&z?Q7=g}?M20)Hv(O}{ zG;3#KU2k{?TMn@c+o7)^UhOTH;J^MFH)avNbGa*vtHK>l;AVr^RqbOq&CuUlizo_x zbB{I?ZVxYDQNNXzv(#r9@-F~f5KN?&z3Z4At11yw=JeG0{#l)r854Sz_>V{Eo<{8Z zW`f^-d*bhK$pHX7lj0w5q3hV6jtY=zUJPJ|wyb49$K@yS#spExwtXR94n_C9>wXN> z1N@4*Jq}1uKYq1^YD@JyR=#B|AMa!Nn(VR(`cC!mCNq+PPp>?j|m9~ms9>$~F3DzSX&(A3<`VFhA`VEQ~<-rMLRkt4pe|d$UWaR`}t>k2Hp6 za(O1RQq`8@`lj*9-m6rm&+^H77!{a|Yx|Kje$7)QnBzJ*lxpJ*QTL6-aY7 z{k#$DB;%klPq!?gw^*|@Xfc~S{p;$kUt$S%Px}79D*WC?a3R{;z|r%o?rtYH{J5%* z)aEA3vVGLc705`$o=Mu$vg`k71>D2N97X8@6vZN|P}6BycOhu4vwaO;C)i7&vl&4+ zzI57Ly4+TSKQmeDC{F(vDW@tomZaT>ryz0L>(3Em0+;^&zA^7m=J*u5_OxpK46(Jb z7H?~iJG}bTLpscP&>s6%U!1>g^#hn2wZN)UgLfTuzCu)f_6g#n#=Jvd_kEI;pVvvc z#`wBz2@8kbfYlYX`6o#r-kI~=gs(fIbCaw(){=`C+1XoQ0AgC|DI%f=95u%i{va>} zzq$@Jl3o#U$RbBahEyH1c1Hs*kA?XWF*2=gR{n^(8fC150Ag*r2cc<_q7kvKCL4U=}9k#S|5ZtV4*;{i!ar-fi!sXDJ10g#8OUhbj zMvI`r#7>>bI71DB>IY!@r(s0C-K zUJ^S-;n}2ajHeq7ABk0DksGmU&s}J`1PP(15NH9E;6?2zV(ilPdvu6O3F>}i4ei5% zVp#bM<_S`K)mMf;;n{mViGR!hQ0>xUl)D5KknfHdLHimB92?&OVhB^EW>^)vS7k&3 z428#4dAemuGBhRW&NY#uwZdZvf*052;v#lNP~^zV zBDM*rIg3NE=R2>=`S|pW2Yh6AbV%?(qK_{}9u_EoF|zZ&LIUnXvTf@20tsnD7ve7I zeIp4LHgJMd|6ONSW@PIeRUAzS)=L=-1qF)HbkO#|1ZcEB)M1u-C=&3@P<=N@r2>>p zX6(H^d(;|EOKCRi>2u3N5dWVLH+-{opGJw_=_M#VuDc zFG|mx%-XCurh|?I0350GANB8KF!Z{A8I%&x=Yy3<)XNZ=XlyRYt=5F7cQXBcYCR)UxUQVeY~)Mg zvsefBI>ONUXB5pW>-ZxFoUEoU3`EAyBrCHlSx%>mWXvr{?~4l1$9m;pGlwoBb%S__ zlrfC|4s;Jve+-nU$b4&@JP@!R+f_FJr=}dr&;BW5AkD7*WWxL9;dl4*y(wslL;U8dL(+F zcN7w7GI@T8u>c&=a8YJ;SRZtye`k#aKZ>;d3l`{FFr|t70_s7>7R{E0mwY#FrJ4J9 za3`>rdqq`DS=zo4IWs{7($vra@E@A%#jQ~xAtLq_M4u?vYP$GvxmXM+WZ4!VyKE=( z&y+bH^b30I^_WPhxRj3_*--DRN`Jong!r+g#9t8_#wjQMl#O%)PmLn_2^FgrMDj;F z{0oc*LM&^K(p$yIVB-tL_DQz;76AN}$w@5;y{R&gHq^4+fSnaF$&oaiBFm6yUADn2 zcc7R`jxXW|7`07#bY{?4Nx|V8r3Bd)yf@Hb<~OxLi58%bMkAeEVv)k2UGlCa$#rJK zQ*mJ~a1LPK$sg8u6Airbg4So(Y!Ra^Z*AX*3RKOd7lG!n}&#Ll8+~!pLj5sm*B9 zC4#Disk+uU&_zC}VU(r+V)Y5*3iQa}X8^UOM1Bvkk$IcHP!2=ejDZKq5J2LW@#eS( z&3NjsAcAtHAC^)p$Gg#fOy$AAAi&d=-eddG9*80{G_=ZObjI1Bd;q$lG;UTK-3NuN zB;84E zaX;%uXb!5#z{ApPCehW*-h`}?Br6aEZ6^@x_v{^WEs&bKveVw7jT=fZ+V3?P zrA-7SD7qkYGfHM=H)x3pj-n$SV$F*~v3IH{+mK6s`W{_oTacsb5CtmHf|eU#Cw8E= zU3`_qT@DtLNFW+6&Sf2FWp=YyDu3kQ!N>oWP#$Ec#MDn>g{!q%&NXEI<@hT*#Bd*E zbO-=|BZ$R75HRg61B1u~A|W7_X2L&Zdypr@IchMMWm5s79@Wi2Ok^lq)hHZSgN_o@ zVb28QLsv5{zD=5aC2;6zjx^{0~SSq(mnSxPZuPUtw^~NGeIDCBnCq&gpqw3qc4WBf4!L zX>*XTMMnJjQOIjTW%KP-aM70!n%Ve%Gi2YER58TJ2)Uqwh==!c~!ecz< zS6=WESn+|3qrVc-G2>*5g=!yl%|WwOQ^79BsMxP_Ruq;LD)UL_iz! zjwq1imqBS8*@TlcGoxnJJ#~k^3)Se;r*$)#HTg;hrE=3iw!Zy7HC#u)AB}Hj`v;yN ztQoVflJKHQ@!Qqe6y5zb!gLv?03s-N~5dx1YYl zCLdCKbJCB>ayP4=sAgdsKmq%G9n(2gt;kp5kUDyWw!)uWt}NnYkqI3k!`*1KQDq_{ zhpCcgGmFL})yh%)O&zWAVosQFbmN$S#(a5Vx^>@NIIh$@caYZucSrs^W#5{~n-nYhZoj~7j;JQmTE{%;Qij<;(; zj-^Zt0pIFpE^P92sWDxw+bDmVe&jgI@dQzH{G;>{|B*D2K8^nR?>*vn&{$78B%`wh z$Rp3$(vUgQw6*J3vCP#ND5KN%j{9@$&(KPv`q}Ak7l)N*N*q3f8?b8jL84lOsg=;M5vXZa~r)65v_gDY?SCHBN&rAMydoH^teH=ZGsta_GUOQ403mEn& zfls@WT1eFG(|ipQ$iGv$moX~$@*T}VwPLBSMDloi30t7k^Pay3bl_0rHtqUP$1n~_vf%l@fw(t~(%;E4H_0wnhVyd0VeFs8|IA4;ZF zKVFTZ7ri0MTHj9+@_#7{z-xG>h)%+_t=a@2`|OvyXeodKHpl{f^FI_;@D79{&| zgYF)XE~f5falNmnm`w|#=E49-)CYbvhstI2JuNC35*DSt4XP0r7nBjdA^^;uE@CLI zs2l(sp@CIj5siQmUGezg{ywVh{&uA5r3YR(A!5_l~_ z$GPq9>`{G^j81ui>#Dj(WmV1;c)+FH(6v4D*3EcIPV63dy+pr>^8Z_wT?W;{(qYPG z%p`MJ5sFli5vsM1Bt&0h-8GytZ(ngbE392Sw2N(k#w{cn{hw@T3JOz!1jOr z9l_;N)<|x`GkALKm;UyYBl=A1NvE-BZq_JYtKIak{yx9E}^yh2|_4%=kS1+15dwPg&S-?M5a ztMmZ8n6O6&%k4!BC}<|NTKvMdSMM)XDYK$xzUPuztkMY3_W}Y?#8sPllaq7jfRb2| z=DnrWdg&iOvEeL8q4Xb0=D5We0@Nv1&KW^A4@ySTt2!RHE880{V%FQz6js@RvF{)% z+Eu~F^}`t{w}8ejW;$*q4K@lNyU5W3U7$bX+8E6Zk1Wb7mO=p!D4?@* zWzDy5A^CQ`|B$YVyhZ3xQWX^Ix0g~~q_zz)g>~cnm&V$o(G}>KFsA_=rF#n>jb$;6 zY_|VndksG2zuVcjw70X`E5M==&u>E1e4W5xZ5lUWl8LWLN@Eu(-K6@_rvL}tD4~`K zYam>=e9jzC`UBcR@xT9WxAmXj|NjSEe4Ad|IC)1tfdw;h(|DPI_|6Z$I@YsMn>0VJc5{28+D!~H>N6z>f!HGe=T$6{G0ExP~7IKy5RVcawG#;@i2Kj|Rt z+wg*5&3*<*_eBA*v@LJ(dvR;E@vDsoabr)}P@nA6u1hYv+WMZnle_G4WVH*g`t;%_ z?=rSOkmb~k6BURloL;r#G^hZ7Nj%h99!@f0I*vKbhQMvLJnDteF>n$ORDUSv!gDlP zn}h&s+Ll7(9S}h35NW5%C)slTCINAh4V;0<*ef#?3q570$Bqv@T|T*ZYwNM*#XXPh zlih*=4w6cwv(t0TA9V6{b@%A9*{^ndcvfAx?7q^5nWKaxO%oAsa^5cYRW@SZk=5$c z@jjfP=iAHJCa+XW8LIpjbb#My^1JU=U)G0Ti|ZVJ(SYl(x?r3nyDMn&xg547o1HdR zsfR?qxIQU9o=3h$-(lmpH*;oely~8lXV)`qSrD<^wshPjX@`ie(PpP&=PzL^^7#Ty zM4h`vu5o-+-j~1gW1e!S>qA#GwLC9eW3|peBK!|uhQ_f|o~&VWV}JvEKYZfH z(-OkKE{7^#S$3$bXZi~$F#1HWGFW!xh;a=eP^OufcItMJ)8?K4+^osxRmh!Kv zQZ0OU_zC(sR%g4p9v?bTb5A69eX?z!n7MZ34nK7udg^VjZ}ojTdgI0o5Z7;(W3X?Y zo4YDb)bvG!sLAv2Npn}mJbwJR9EAAkj=i7XZjm*9vtq8X4B#j5%udGXXWbRlyLbEI zg0p!`ww{YID+-D|b7q2L(+j^NeIX*of0bQT36V~F5hNZTr*{1~npx3RSx&d6hl=?8 z;c?fTj%Y|W=C$gm$=DaNwEf1&fY3Cz1v1(Dqi4#7$~xcpSQH#B?bMO*;>wDfhnikQ zZrZ$A3xBIs5vNrFTZQn-B>nh(_m5nDmptW(+OzYV=|<5=Q*6RcKTS&cJ|B%7je)M_ z*COlxe9YbhiLOBBo+mcRpT6`%9hKyGADrO+PuxrQh_M!JKXv-_{8F#Lbci(h?-c{6 zGWzWMDiJm)xn!rx+XYYjT+C1}2MFem+}Dg%=eDj&6~U+-?ccG8%eZ9rf(6zNt>yUy zk{RCN!u+)_ZKTIRq#5KY`c5+)oslRSyvDB zOHUh_BXiawdZyl7;e7{Yui9Ilcx0tk+?8abXOjZ*s#7gAyxi`X7bi88FW7o+w%yQo zg>N68U4Wu)=o4s4MkQh2?1^prSI|&F^Q)Z!s|Vg|$sh9BF*?y<)-0B6&)4^xd%*sU z#ma1HJwDX;B_18mn1TS|HX)-V!8whV0hfeqpk}#Ssc3(s>!Wg-ao#lX!=HDPOw8>& z3L}TejYnZHbUi)=tln6UVxMK_E$g!%#Od4$71WHml>JyhOSk&2wZ=~WmAla9DXq@` z2KiFX!u4bGZb;gH^g=`Gvb1w&#HgHY-F<2Ih)HTmtuN-h1s6{_ul>Wb^A+H2bsxrs zYk2^SGty-Jb^3Ih>DdZ!EMM;x(76JCj3jRnn;JDC)XC7BEFI$>X?KXtxD;h=up&7gI*NiY0_ zqM7mhhDNpJKxb1c`l?~>-U+*tZw#VQa*bD`PUzuKhm6qSr^m-m)(n=go+Z05_MNoH z=zT%8aL>IDTpX|6yJCO2uc0V-UE9!(E6cA#)xAlt%2Sx0#!~CAu%zm_TO77Q2gkK* z5DBLohRTg)ugByog^OKcy}KY~|8ciYLX>i_*(%|^sn6SYoWdNFsqKKltO6VpdJgZo zVp~k8cY}%%vaM-_TcbK04?0sMiA9Y72JGyoZTTpXFYduW#c4hTKh%x)h$Bn-gNQ z)X)9x9n-QrNG31!WYt@8qxb z%$zw>Br{LWZLmDi{^7y*$CGVprPJ@8ax+c_N~k>yX-H9f9z<5Rlg*2HZ_V<&VObGZ zc^Ar2yCJ*F!~J*U?D_PUnr78x*w0rDl@)={#f+u7`q%&IHoebt3eV#fGb{IatrRHA z4T#m=YJ*~EVUT!1%b;`D$31o#w)N|cQ6*Pi;z^oS9?Ey{X=hVGVjj2T!EoK?X+wE8 z9)2*#%PM=Z4oVa^clBXSWjbb0P*GxITl8srzyj`-Iu1|}SBGtNUNl*7XiYz#$V{& zruQVfW+ba1^VDR{R@0U`e*M*^o#X7jzS|g3+qj?ey*1CE*kPYmu|L>$W*!UnU33&k zqsyJKPR~uYnaMsi|5z9}80}D_L!RNE=i#)@{%wO`zX`i~k>%|-S$HVfyFb|U}^A~=8b$%42T2i^v z+^09^nsFrRrdJx?(YYn~ zb>rS}=+V~P+iR;4G0R$uPp;CvTi&M_ynLd~8xCxd8_g>d z_6(XMLTf%cJ~mOvK-{wY>)Y{n5J%(Z2x)(6!g;fsr}K8~FN;#HyrUFrDIU)b!CtD=6?Ox`d* zV!Y@vuNbX(f35t+_{LH-sG^#xO158b-U%kr7n;?7_DYRhL)=K+1QaaY*$z&CSrnyS+{wF6{z zkve(simZ#Ym(STtE3qJXf#kuQy(&shN)d&-*EVbuR2S63;l^D)fyWm#>^1ZAoqn@( ztZwGKf-jxR-h>1i&Xk>178)2K6ftnU{#!v3cUhD9`mM=) z9G}7HxrJgR==>SdaZR;xp}j<3E!&|GuS)@Obm4` zGLd!6FlRgQ>C^tD*kWA>7r*w-uqnv~%~1*Tj7+ad+AXPT&`i<`JUd(c-qWW>h`im> z11*y;`g-2W#7?3TR*e51?YuW(r9qlGf1qhqO><+uuSg{^v7ZMBhwXcP*Sh*hU$nkb z;L(|kbvKhgc9%zN;X!hi~cdTvE7YRUtaZ<(a@v}u!O*5UT4ParhR2cS~(nMXN??j?ftxqLqJ6norE3T$ulI6xh!;8=WcRz zLoEO7Z_1KJbpjQq&d*)dS@w3xCFG?O=9RW9Wrj^OPcaGXGq``GMDVne8905Ju09RQ zX6-&5o9OuZ3dlPg1Mh2_}v&;{!1D}%l@c)tl;@8)vtp8xa+h%+iV zF6w0*+KLl+HPfuC{e|yK_+0HR`%g%o8kn}+gbhgW5^DL2Bu6G_fi1@#ai`@AUZtol;JTtgPT^4q0 z4PQOmj+q~G$Fv}Kk3q80R;}xs#y%+QkLlfl4d>OG`ZJVH&XYL6^+iH-->HF(*v3}} zj%|ZtprRq;x!>Bwwh;hkyplt%oyZ?Pe(cK9>UV7N)gV-NF;|=n>3x|a` z3-p$G15oZcwKmzIMLndZ_eyHID8DVzr*im*J8s$)7vCfjcuHJyS<_H>^f!A_o~`&K zm~@Iq^*I-j1$r99N(`l<&q?-%?n2cQ-CQ&TjbPeVm-HiyppDgL9r5DQK7(9`3dQ`FxSlWy#KOry>n+{Nr9L6 zl|%O|i%o_F1LdkXI-eOLw2O4y{QU}5kk?VQka(Ws+l5`NtKT{yMDl)VKEFjVP}DTR zv@Yy~uds1Rz_*4Y*NZul>zii|m$DDCvvPc=Yaco#v}DPWNA0Ewi|zHMbe+4pj%Vkm z1p!YUKh~sp@UB>NZY6-%>jhu`^vFK5wZ&+K&Ti9{X$VoRO%XgRtGrAzxguA-tP&H8 zGQI5@`$AM`OUUJ(PFYpRxpSJR&pJf?Zyc=DHZF6L58-1y(PwN!f&Kz%^!jg@H%dHne%u zCNF42_>Ux@HS`G*%O3eb(WOh&53hW|>i>9h(xFrL zP;RXrKQrKM9h|PLv`{j%2_{81@<7-2aL>bn&wp*_zLsV#YU3x>5tt=10xCs|;OYL% z2PLZ?2TOLFer9KqH$jCaIrZ(q{IxIESywe43PV?;b)u1iH*caxfSqz=b<`0sV|unM zoEWPa>m#`9#+DmdJ6{~J>uN53T_9=}S$O5b6&iwtQseE9oY%vxP5Z{%xps55GL%7h)U!^nhtPUnE(9fLhOcGIazEz`Y4eQPlCJ)G^x zuv`ZOb8M2A>$^v`sUc@5&-WE@oTWA{F`)nQbp1QtN6-3=NZ8gTGzbU^3O>s7O|CJ@ zOFP={J3T;j@>ftn69QX540#-T*J$l(#{V@U(X#G-hOYNA{TdVP7VvoD$4;IbgFL!T znCJLm5!0Q8Lvgo^@(jYbFAbxzZ%e8{7ql#SceKiaitvqpgcSNtwh?XULeTGVP4W_7 z@vVP&z~1V^xPj{6eB+E)?^nOo{!8JKqL2INfO+luT&J1Bz2B!g9|&B5<&|a$<%+h? z*35`3--u&w6hM~dZ|Gu6iMCs1%wDiXv2!35>tkQ`yzSa-`o|}*k`B~nRtTEon62n- z!rCCtCb|`^_Pwa@SCi3{@0+*#flFFJo^$`#>mBQ_NLW{~dkfV1fZnrTFVo@dhNF|b zw`w4=m&9ra)b^~r-am2b)C&F6$okq-C*PJyH+puC8}qCuzwLOA;sMvWbLN;n3vtNk zehM%rp+P}GA$N}|Aq<0V;v&fnw+_#HWD4j&q2$Ka+H-k$X1d>&KQVglwkO3*9JS`> z-iG$N2i4O1KHD^#ajH1k%qpHWB)sqb*8!{J@6K&C$W_IHPwWXj`u*OargJ^qk7^fh zx-<;b>rz7gJ&up_tAoU?WUF*?*+u*OBF@SfXf{sXmVI=<3#KU5Tw-Qkb^sUB7k(KY z=*mU05L>?=YztGl>|F>L7ud#5;)0lO%_x`_^8gHW^^1GT8H?Pd3I8p{vNFM9_R8I_ zwg;>Z;oYoY6pJf%sS!7CxXX8ibwzR|P>2%LpT?by`7S)G*&jZ=Yc9IaF9ZA;_qGya zaHp%P(ow^yq~Fv}-Qe-ymJ5f>s0~mizGDIn;flxa0oQR++Q415(){H$1wTP8hsRF1 zRqZ=la>c~IkG5B*_w|3{Q!uT^LeJxpd8Ng+%|{5^iI|{HQUb?m(a=So^U8KRTzS)f z`P+mdzI_nO$gc0B<>uCO6d~(lkCkWRQomu2PlAlH2Uy+cBfdq1+5MLweLvplzZ5+D zr?>Rv0M$90kVL_~sr&C7xqx=3nA`e8=&c^)WY98N-Ma^{ z->Any?q!LJs}*3}vGvNh;qWW`uZY;?dBqxVPAiBDyGlw*L^?dM3Nl^$k|@#yK?jA= zy%r?vd?yZ1JLe_n+Kae$5$fsb$&F+i=boNc8I4r*RdD?LX4fjcdumvnJFVZ|*-8aS zMZAuxt!wwEU0M&_-R5v}2O51hDjoY~%@jB0qM1J1gfn0W#X%SOsR9{2d{ zjY8ZAvZgp8){`esDiFLJeZHdGe>R1hcptVg?H`{S+zo=siS9$#(J0B*{}h3r+0jX@F3vbLz~zqj$>%1EfJv1XoSwc=TSz>YtiBa@fdF8@{bdq8~ z-i$$CTfeC=P=j*+h4I*6EioD@eZE~H<~@YOX4~fbEOQaPf_3)ErsQLno%vkDK>4ke z`S!Emo1=yx`ns<`ijMz^Lmh636*zHyG;vZ%auA29ENE4kAc!(zZ~$%z+H%gFe0BC< zALVl}ZGcM=Cc~M)m0O#paErzOM$LTi1%PRJoK}2yXLn1PR*G5Chgut~8RAIHOm3h7=L*rj> zeMu$!3r_#l`f*u1K|B3Y=>~Fv1~SVN9X6|)Yni&vFJA|c^#{I5D6HabX(!~kgE{j~ z{>Ou81;W+}WZ5M{J8>_~QJXJ9zMk7l)yyW;!S?Td^_Hz$Tb>4Jj!>zxL1Fv$GfAxl z*Q8SF6#SQMT&`uK&JBr=yuPDAf#{fgycdH+oAVyt>T|}-sS#*q+qunek(|h8ZUWsT zTLZjl-_aFX4#2Qh$1ed$7gMams~fijF?>O^Wyu0mWa^XWu2dtaT0b%Jkm^f2m`=5V zlv!R8AUbeP>GqQ5dAcb25*q74mW;&lLh*U}_uWS_gXCQAs_^!M^r~q<>ZDxGJO=MB6L(sBa2jkteZ4_vtZUNwp%KV4mlckvz z&C|*{Y;6_d;EaV7=>nd)(KV|B>uhRXDXvva7=f`)$sD_jbKE;?8YN4`ch5S9hMGRiCircmd3+ z@2#d%9A%owyP4lsNgG9elO!5yrsvIs)teNfVK9XWsl*J7rraUs(1|9BKZ}$r} z?kv8n`Mv#Z$~NJhn_h|xm<#T{9WK5(Sq!kdIxxSI>K9(QFEjfta*1rR?fUR+a(tWp zQ4_BRM4u?h-{7kh^x^8TSU%Tjvr>lw|5bLC!TMp5rRx3*d_AI|!F|=xh;=@JhiSxY zr=C=bf6?lU(1SJG;@%kT43UG3@~Z%C$t!{AhK;h>P%VCKAq#Y(exI2oBoxZVz2e!d;E zrWJc>NkM7P>uXbAzg;CNS{k(K4Y&D38QUu>G;*6<0%Ii)i)vq6@3z8Ah(paUtyg93I3r~b6`hroPLiHoW%KjPPnt$Qvh(?{`-+UMZMWeW;!

ctTMgkL^+fk5Fyzm-;Uy**>>@ z@d}U7Owa+=plXjWy zIlSz84|a(GB=ootpDUVmC|&mm7aXzIh*Gk1t%n=`hRROBiC=oyxj!HWZN*wqN%viy z{ZZ26n^vcvu)#iI+v>Z@Z?~SEwJhNq2cCZ0AzgcZQ`{CMIxLpFkMHV~kA)fN;i!R& zV|9F}Fl>WCqF#o&@Xlu;h1qQv2o5QLQtLrkI|9`_W2O6VsOjK=1WPY*--Eqxj}`9L z!yoftyuM~!m2@Q6|HMC#a~LGXx2V4e!9w++fQQY3(_c}L*JS&o6#LMqVn%?Twb3bt5k zAPH(Gd|E5ALX3Uq*gpZLIXqT-X^^>Won`sMsXbNocENs`8I&0!Jf+z(QERi zVs`x84QHs87HJBOF+J{$R$|=aQT6_XSd6hR_ zEweBbtoVvVU7fKfKEF+Adu<3!RUFzMgSMBK?VPLcyy9#r($~DJa&K$*Ttjp*L|>QP z0IP%b)zje*|Hjx$ih6u|CS$b-2r|9pBT8|iTY=DPqEK)iJBGFWXP^4ad-&$M%r!KR zQVEFzZ&cs`l3{aF{w)f;$*ea|E~q%K;~>kWa-&9o*}D@8Q9Qgd7JtFMn6~ITm0TIw zLyc$9q~g4_2!r*racwut^Zonxs}1~67{p@}XyrbJ3+?>T6qlcZ%}4F><;#||D?$g} ziuFat!7hj2;Tg3CdYkr|1#-g@fbYknr(2tE{DUk1A6nw{%m3mo`~Ud2yy7;pFmOic UH@)#fjMPAJtIC$7O@_z+7Zo#pY5)KL literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult1_Strang-3.png b/experiments/abc_outputs/err_vs_order_Bmult1_Strang-3.png new file mode 100644 index 0000000000000000000000000000000000000000..f88c677c4ef7279bffc4ca5613546e10cca8e2c8 GIT binary patch literal 38169 zcmdqJ1yq$?*Dk!lE(}Bv5G+s{qy#CIke2Qc6zL9WY>`rtkQUi=NO!1&G_u)%Y)U!= zq#ORZw(t9%_aEOF|9{SR&KT!>$1$E~i`@H;b+0w&HLvTM%lEE=)Um_VhcOt;G3h(v z${5T(`0JjkgZtsbytl&@J_H>lG#yoJOdMVA*+0O@-*dFJv~jdFGdl15z}~^k#+sX* ziv>a0M_UI$4i2k-9l>s6|B&O0j#CSq<&fZ7RNeFwr-@!O(1w@;p=xoUV1ClXv(=WUVh5KOuC3!yxWv@dRAv&mIOcgr zLGLm27feJD<^=jYEQdLWKKC(V_QHn`DLIA|KE)m%!k}-&RqgeG56oRdQZe|zT;(J= zk3LU_{~!PLsriXdL5X};JtGe?@;g)4JbCBJ7S#(^KLv>}yEw$vzYm<&#Q4--!t6Cn z6+f@MDEo7SwRE;5t^BxL@XmaYH_sZ~&lHs;p7AJ$M5iu2{%DVddb94&_eQOq@2RP& zVO{!Nuk_h|J2pA^^teJ=dX7y0F1G996DRZC$M-9@S7g1{zR@ceTK6fxBsmm{km*T-W;n}rseQam?T%tEzH zq$_u~=WwAq)*mt}Hl~)o9T$CHS}eAwhd&QqQ`GWX9AUdl`zIGj(@(||%&()>hxvdKJ z1e?n3P_Lc!@ulT1gQPD{4fH3B-@mv6)}sxBKq)Y8uO~d8XntcdO81!gEUf z>y@=iqi3_mr?V$Qmh&eQBNGd(uAI|jPQ}a>kHIsatHfFU#s z;O+e0S7Na^m6kPDHHQt;Z@4%2_yApa>5mdKLM>S=(VsmzBg1)Upl3(?H9qW zAUhHm+SW3UKVJ^8bt^~QdR7{+zUeyg@n!q1BW&*_{i)u1!C2F-(YgQ5*58}V$w)$i z@i|PnXV#`{z7`)g;IY`8Q;=jD;!Xb2yTiK5hXg;)Pq55&`&Q{&^X%kloMmovXwb`u zzUs#fu#Vz}sxAGnA1Gz}&VI5#?3ClBt!cM37h~e*-f|^?M zExIz-iy>HYxvXkg7mv1Em(GM9cu3D{u4*oGTx88~mhZH|`Afa8%->NNU#-36*AO{j z-uZ^=dd1R~3|{aD@63}U?BDf5$095;g>>%q>J!#fl$ObJX=;lkxm&Iq@0=p9Q=>f+ z3(-OK*c@16BBJxlsk@>by<+Esevr_UdiHysplbz7QH@~p^wygn_s z--xx~QsDKAE;KPtomz|2r$TPn2}#tnRL5^llN_LZ6RK(CyR~|@POD5xT;i_3lxA$b zr`4wbl^XH#b&4A7inYBmqRvF?_}Af(=rOQcaDa`B*MWw zi>9AL?>61@bnK4<=N#{5eok8#pcsA}x?`i2YO0VtI7(SCSv{a{9F+F1&t;(8Ei&46+RlslfF9osnS0%vD}pi;VnKw4wy*z3mMMrp9L5rtW&?1s^L2)Y|c$0ZNOm z9bK7b(gPKqX{+^o1WRuGs>Y(GmFb7IT`H9gy0ddiRy}!U9mZ&YGgmdUW*khvzqz31 z$C`7eeAOLJ%x}J1y-OkJIB|D;yV@bLw>4!f2g06u;k~)?Rd!h#pN+G7PWZfbCRi1Y zPUW>54yR?7nD1akn3Lm;Quq`_w;eN2zdD?=#w*JFB|d&KEvq6TK}SZlsDpNxk$EZJ z{4(=_inSp>p$es@6YGnuqT^o%hf5Y)Ze&3$Sp7kju)DK4*IN0#u4=)Ly~MOaBsFEI zq&@@V&m0w=a?PaIeKbUaG1(_wUZ_i%|I3GmF#=W<>tp1-bZYijVjdYSk9JEb{UTSB z{87Z{3b$dYU4E)^HqC}k62NkqEJw3 zUWNBCI!=@2PRp%Syao|V@$>A1Ful-~0q@V|(v(MJa@CU59^ zF5?%C#j&lIf`r}?sIztrb{4{P&#Dak?t2L{b+0!)?{3Uceo$pn(Ll0fK-cS9zu`3R z-5q?`u#>qz00!@MPxjhl{>&rE{;v-Ybm_aZp{eW|ef`DG*0|_+YHu=UU_<=pk$19V z%wLk@15#VsEo0|b?I1HGdhc!yP%NGb-HDkina-R#OnB7l$2{oEmh=50TYp7-^3Q-( z$Tf{~Kj(k)@dnF@tNj5`qAOf5h`>c!&XqHD)+%LEl6YN@Gj-#-s`#2ygz9mzJcdpV zPsu(=DC?djOIrPJuCEx8`X`I~H+);W5wKcGMZ?jrIK0Rd<=8ImT4@DQ-l@L}5_$N} zMpvb}L1625-Y#A4phMKL7D_YJt2D7H!8q zE?MODRJ?CmhPj25C3)qn6h&iJ<&O3^A8*=}(N92gY48Z8hdP5AA-50jo$j-%JC|Qj zI>zzm$BXNFM!pQG`tCFN(w!MU18aM%3j0#$c0Ye3v#{O1eOx%Ng*gghOhzgs7JOl> zbB|f@@3eO|73+ypkkB&)hyA%z6FVhotW>wdQG&qB^Y`)83o0%1LpoK#Q0`y;I%dz(z)@_>HsMtnuXYlKML z%J)&~a?&3sr@7&5iDwAYRpy1@r=ig)3?KRZ1Mg{ZD#|2OR=&7XHykL*6*jTELW>J25@2L-u~!+@QeKxR?9vg`>WRRP|2?sG>mEI zvc(JgH^iwrN?qormJ9pcrUiE|(RJAr{4~K&?*PomA`6~6j4@vCoAc6`qx4T%AEGd5 zv#_|`JWe_NzB9-+F%ht8`9^`7hF*RutpV*^4&2+*k>ny8f(XSWs_Hv457%ExE+$>pI7VNCO zo#1>}+dB#k-RzB>ixU~sYf)=+(wH@G@7DZsDM`(e9`iJ{mxOHbuCE_&zvSDXde!y& z<4Zd8B`&%?+$E3XMp(8w<<@$lhYw=>tb*nFJ`9F4oqKqME${AZgx8mSl&T1D2XDo- zMUf1Slu7ZamwAVJv1;FYPBEoxGt~O=;ONvs4W+>deWlE_$mZ|d{LI3c0)hf(Z+$qI z@l;vsQ!>G1rC1demalkUgVhMxGDV3$S_8ZCJ`1NXq?~GuJIB{XSe>4e^H!F1uEx%m z^qe$Eq}dpnhf*fXZF_BW144S1%XYGLxOK^7YN6}k;{()3F`wGgm?Ui5b04+}-Y$n#k?)A|(`w8`_U$@M*>4e=nsM|WX;LUWH2O6tKCSOk1 zV){|(z3bK$w3)X4AS07QJ^Q%qboF)BfNThV8s2tvTt?NZ^f(o2jAV%U?V-8Pd0zhf zyxCCU7(X%Ig$0(fx)ZO*TNfVL$%3KDt+sP-U`pbdx}NNMRJ>a|7A5H?b-v~?8@f(- zHT*OJ7WtW%Fsud1BN-MR1Q-gJTA0ymxL)GODoEqq$`loKf9UEEN}ZWVBjPX3L822w0D@752VE^&TLTT*g@G3a0)`FOSiLT0>DS)M??* zPivf88~y={b@Z>>TmtOSGq`P)Q_tw?-<;wq8qk_z;JwWo8?+l)9sX+Bm&?X@m#;AV zf=F$TKSS-afZgHuwdVfW=ZDL^0jsnaGm?hXUp|lF`GCre<6ryU8<9RA>rNbt8$>1j zr&)edKdL36GI%A+nFNRyJaALk#53f6QLbYj*0;{N^uA>;9(gBSVOgDUY<@KTep0k^ z#E92LjDJ0C3`9SntFFIuHEsOZ3ck1Isw64M_soW`UD$6N8|B%bp;JhEIb{EfAWwZl z)gP6OlDe>vl8U0vyoCl9RDY+m5R9)qUyG+PIr%(2C`#YU=4eu*9=(F2A@pk zA1g{e+l@CFYV*jhIg{qH9WiH7F`-Bps>{`^*x8u&*pjs6ee`E=ON1u)Fy0ZyXzb4h z+JHE-T!9vH6YYWG@vbmD^_LR%MI$>q_NY%x;59b*DM3? za`s1N77e{#8uH^98@}LmVh^()20-DN3wIqX$qh7RjK;cZU!`Jey-tR|bLN-yD1P-p z;L^cY9Aqc&DCmBn=nAP&eczeY3=uYjh1qvpC&4l~-E% zG^f6pNH^tZ4R~c}>1oHt2)idHp2%gP_uiUMp=Af?X;Qu$zRbO|-^kZ|B3xJ?RUX3o zrtUFX?(1D1R*56a(M9Iw_MKTXnsM_+wTok9R_5fnH~CjyzOH?>nzTmC?0H5)&GFgI z?TuyGE~ljb+UPou^{OnD)&%H6zpjrwg>_C?vIPC=7Cn`>Q|bekPIjph?wSGk}#C% z>C;q7q1-KI-%j!x!fXNoAyQY?oynAR?ZhR;E|a`v*+?JUM(cvl+t4GN9 zRbNNA;qy+W7w*@An@Z)_-CArVKkD7q-XglYHASy`G2DMPZT{yOJu73~Zr_(3rgC@# z6^o3yq>--_rGbHCRxP*w@KQ&dO@KEJci-}Q2*WUD)Y-PAsj0vhN z>=UWTlPLTc5q$7HEUCi`%Wm*ojHw}6;HNBVhdxr2W;rnC5e8c%=Kb!E&5lRN7 zd3A>uJtY-9;u5-6gs^YGz-kGP{Qxi$!ZIoXWb2e6o3)=)qPmBYj`#L*8i$m|FDA8A zZC15QJeNC}_Bkpo7q#6wf=!%=SKU}R+xh^=vtwQ){y$l!$u~>J=1*{QD_V4FTVx!n zc*S@6iR3c&tj`q#)z;b~JBEOaKUQYEEWSojKVFdfN2oQ)pXK|IkZ`SYs7dyItvJYn`5Oxt{aBSdS1`c{n90As zo5mB`$x*rWj!ao(P- zo7(hzhy1)Jx37@;Z#-Gq+1?z-rZhqJBKJ3t!M*nV$T+^ucB=s1fzy)<R}TwwX)o`WsQH>n@_%;rq%3N`5FRQ1(;#U1vPWggC&31ZJ@Z zCy7JC>=XVmb0jg+x`A9zj&`LQGYF-p4k8=UvTiIkakIov>ov1ia4pV_IPM1gylu?) zBRoHA?7BN|4P{{XD56}mD%cqheuy|+6+x)`jVzJI3APL-FsNMrzti%++hYrN47zm%|_0#R7oPj{bG;=rei> znt28rpx@*r?s9()5WBJ>)zqe=@;fM8UT`PIe0u+#nW4Iu$*jUt$)6YxUNe8OH{`O( z<35u}t5l9UcZ;S9ZI!*%P^Nh5XE6mmkGOrN+Fhf#)|@pp`Hvo;E&Dc70?I)Vkeq%lET{o14~4pFBd37Tv!a(JIbMfLtj`nD@eC8ezh{XI=hR(@suWnLoAJJ+Xdlr`Oy02H4y4=j^Iay85zfaXqz4`O1;njxg6D6RQ4uFVER` zC8YewGN{a(N=+N93*4s8y4hq|GW42djN``1Q`KR$?O`ix3lzUBRcCoaCS+*USW!J* zA!OPXN1IqpS&^*yYU+Ctdn$dr{7K6i5%W9Go@33E))uI_4QkIX&i5Ma)>7sj9ad+STGt#2jvAOxGeQ=_Nxk_TvQt1frd z*`2Oa-D2zXunAag>8=c+jjw%n3m5{2m}s8VSD&U>zQ(QT_!*yn!SX6|@Z^~tP<2|q z*s8o*9bY5(t-d)JKkUiYUudo_z6&Is0@9ioyV>b>p=^s9EQy%&<~k~F6=E@8%r);R zf5gb3=G5FLB?=_xjMlRZE&I17Xz05#9G6wX0aN-mZPJ2Vl&r?~u+rOe1W5|BvMY7& z-YFY5m{%>xq`4S|Jg?~Ini`i?aCKVwbCd#uI#%cV*$Oy8*SFPUO>TOx4^R3((<(P!L z96QA)b>g(~8B|N)hp8pjPBvB}?x8oMxFbK038twR5~2jU{knuJn&f)rxdL0KGfSHSGZF-4n=w0O;k z#-Ko^&w5x^!s9K1gY7Lh=Av%DOgweLP*q*BFh02m==3WN3^zT#_;NhtQnB$^e?5MZ zM9aZf=KUip<6Q|Ik@b<_t>;%tXptTzu;kyh1r({(lBeXFQ@iw)(apd=oTNd?=KdTJ z^IJoHTB>&93=*ofHI&%oZr0ZaLxyEN_TrTA6r1dUxobmo#@3Qlr~4X=%CeI6nammv zw_f!9d^zv~!2hu-X5glknFDh>&!?uv>lhy8Ju#P|bco6-s4{KhbukDZV~bA5ZgXPe zshRsrFY5Xq#!d+SYPiNWr6R3yVBpy-XL+8I~s~Xg9_9D%( z#Bs8H(6i3nx{P0v*GctBUE9(55?&|%*@;YQHLv;G5>1u{hpF9{Cf>5-4Cf}9X#BE& z{qd^N9pAOb=S8w)V^y$~AF1g1MRJF7^HK&BKW&KI`u>PMh~8xYl;o|olWuhn9kxU- zJlW}f_#-r#)P`+No-@N-<$>W*3`SeiktyhK>j^!HOFVlG7tVpwhY!vW@A?%%u0rx& zj<6>abmXD3;-}>! zJ3P?>Y^-a}IiH?`U=uJs#T7Gzuymbos(jO#V#vhfkB4L()%Jv|%Egl#V-VSzKN}M+ zf1{Q&&`HLK(Qx<=i4)iU^B9c$5dH3&RLnjB#y!5i#t@9Mh1PaK(2jbj74Ue(xOVg% zl1*Fl4pluHDz}5=+BiNA3sxvarYlo#@tHE$q>NmZvV(o3i04MaOFFl!`BrJQ2a=<; zeBizoxKfNln>Ee1kDG3;5OsP`RuYAexB0A*FogD0A7|%EX$PL|!q%QCEa?f1599oB zkmy*w@P0DdaKr%jj=EI8I$2C=3y`SMcpH2K+GYT-S}E8t9qg&tPw_~%y~9zyq`Uz% zUJ~G;3*ne`bg!yb7QW|K^s)i-;!}R0p7!(tDJj~&*FdFV9{C8d(1~>8K|=) z$mzndbDbGF<^%n)N8n_f>$QRBB8la@moG!;9T3mt*rel0oL>F0c}}7J*&B}WVO)d& zm^2z@Ad-Js4@L)>J5({Z&czdKnjI^og6LK#(5ZfkKmjwQ|AKe%Md(G$vyz?b=KkxH zzYJPqglAab0K?Sx#(^aNJi%Tc_^1Dh?vVcpYfCcXN)w}eu zIeHiUn7I1n|5{$AH|o=1E|3P%HN^##ZKsAlIT&o89CL&ImoJ$LfqP6sh`W=3U<=Rv z?{D(H?5F9jfn%z8BC`b%h$v1(>#Uc3DQ)m+lbWvDN9&&ocDNm5f{ptnwcM{|q zX&Rd{y9nbzfrdU>;w4UD6tKiP&0k;@*`;Jw@frqLz`>&D0F#@23gDB`D|ODW-UVhx z@aO6(7=Dtzk=$+-5!9;l)F33KkXtK$K0!_@S}CHMIn%EeRnba!{QaR{er-+K1;xagMc z)X&_9Jz%oZ8R0?^i}}OhDkdHvhw>oDBxM`dCC>JhCUvHwcnkDnY`m2L+)Ey)6=Q#F z55R_V5Z4UI{wxJw#^&-5tDv;V^z1Duc%!4l^K-PCiHF%aBPcVFX z%s#GQwq!c-?Io$sQZLmK7<6kmvvq@>o^g7)eN&#!DXSEDur%Nh>}&PjoGHxTkIkk} zOHHLNPlrtER8T)c57$BLghC?FhrF$EG~9itf=gj)0_VhJLa;)Eo`wM=Vj;!>7$=SC zl9NwnfI6H6hNm?Q(E4UxuYDsnbOoFbW4Q3;!iu`Avu{L}J5-uGV?dH+>;tNE-N~2z zC%VoSJ;~txSIh-ePuZjFYR{&CfSZz19qxoYUm~JFdJ8?ZvLb&7^%)61#F~qw4%R~S z({G_?`rK|e&C(cSIvHy3L_LZeJMnk|>d=UXmt$bYN6y%xlWWtUlOJM3#sy-QHT0a+M9_mo&TtX0bSc<}N7=uXGQ>q`<_x(vj|N^(F6yK)Y3=1p^Wl+} zInq-DmEN-#J^Ee8N1YJA>Db6t*rDUv6=kl@*usO8JC;dLVkozCa(J8fW%!$s0RH|v zEa{(bX@l^cxaNgG*dg{^U^e921mS{6*5kY7$kqp5w8b@d@9k*=9FY3`=^PCpn}@ON zD%_aKTY||xQnv}~VZq9CV@VpB0jJtN-ewL<#;}^n-H_3c5y-?guOli zwo@rdiSQC{EKlKCqHVt(O2N``ljgz{t`ywTK?MU?Y9a-le}^}uj15a&?|B2O8|#)6 zEW-yu@DRHGrY6EM|OZ zx6H6NzD%3fS9YxMj7J$1J74^*NTt`W&%Dda0{$2Ao~lM z$l9PPJDSkT>jy7ekhczl2HiM*!(}$A6L9ny3*tJ5%V=JhEuE|At$BpP7xG)8ARn{z zDbabRXY}xwWg|1|N{(9JK8L!bg{^`a7IK;T?1;LK108Dt{!umm? zNOs2N3XDZnUJI2Eg<(@TS21A@d0E|7XQRJWB8|Aj+CSd~zA$#U3^`*ak)snPmm1j! z^)wVMO~$Js{#0D?8y>p!YC*g+aO3&?t>ChFQ@Sj<2~d065hQ~V=E@@4V5}}=7gwSM z18g|=0<4LTB@d59ViJDuh0wP-7}~eD%U_r@&cNK)7d1IMODLSX|J?gm14~v@pRdJY zhl=7TmWyQYS|e*Pl8^Hsq9^|NBsGq)H9EPoJU2je{|4hF;h``QFEF2PrROv-Pr?%Y z-seH{$+#|X5=su!rHy8WTi=nfM`Mp<+bTTAh>tx839Z8vbP&G4x2*8M>Jo8a(&g2f z)Jfzner;0b9fOFXf{;9e&yx?U$vXhyD26`aHbYAf1xhgvh9|sJ{W^azqwmUt7AiSX zWCZ`e&=~%oz`y_3nBxDBd-l&ODNnW_n@<9KxdV_zlUnGJEw!Md=?0{j_8`%naDWsg z9mNjg9cda_dB~3r1v^&;_#e$6qBFVV5-V9FHE|5G<0U~f9V6JBu4~Wf5wob^Cg%G zWBgxNA|uxU7i^mis?T+-iyr`S7}5^D_&24SoeTx8U}Se-7z8~r3KCjOulyQ9e${qtU2H_Tobhxne~g*-U*X2Szgf*FjMVyp0~F1+GYmp&lE_^klhrpQO~ zrPvHqn1NToI@_7p%VN=1(9XQe_w#-*YIYdAYXfglnrQT&<^Z^6RzsoDG>*)UXDpe} zt>uwXP+$=KGYJO7JIMcx09DEQSR@Vsx;Z}Zn}s|o-W4NCW zV?A?fj~xYHgGGTe`l6VHni9z%GTJM?JWk&~Vbu>X%%caqBPJG<=-YYfaJTFQ-A3y? zjHG7iFt-?jXo|KL8u^VI(eLA&Qj;;ZFj}qL8>s2TtRq?JSSEtwNl;R7#17auvgyP< zM~AkRsH$R$Agf^Y%iXY$m6DJtv1M1EGW+=aOlpN^-8mOI(XBtX(b~>D?a#n?v>4Wl{R!d> zQnlS@sA-;pU7+%T8Ea3rh8ExyK_7guOHhC$%@5a&6Vx^DJzoNwITmdHmFZT9knoXF zQ=;%;I5{BSKccYigRg5zE%sH=qo;*>8vD%&;=wwcLsek zQQ*NLjN%pV}Uo4NOi0udh2p9qtiR1Eztc?t8UU6w;0>9?6H7Rf`XfW(+e z0N1+QsWTb(l&s;)z$sbQx2P|q13Yn4hbxg>hHStBmyy9_aT%HSsjuC?gWkvo9pVW> zlHy50o+!B*K*P`OG}FV23`J&0f-HAiPOT_+nd>(L&>{<_Kt(drpzA}gdgZS(??)!l zoPu-c7MPVJ_W7VVp1I`5T!qY|{Z7W^;Dfz{%Hm_xJXiJLrLuJ@5bu|bnHjSMwcCPO zin|Td1Pc-h!QYRZS$Z#Qz#DnSoBfB;bu<75nJVw2Qjw!c=g8N^_rtqyxWtC z-VI#_kA6K*fsUx+TYtcbCIj@cNeQ^O9G)A>?I*$~Ra*=)&W+;$_LjN{RoQmmdpSD$ zh3nAw828x^Kn;g>e3A-sT>2rE1oIUecMHVQLuG_dgDR~3*DRUgEL*5+H2HK~ndSro$uzliB@c-!J;T&!0h0bl0~h>2NMo>m6>}u(ZR_QbN^P!iC!} z5`Z!p%O>IPHhe0ia2_4qc9^tkLyo`CQQ(gsaWR-a_{;73Jkh|A(eSaxwt!*A3`*B5 zm%i|;mreGN!BjARyYe?SDZ}#Hv;XLwa`#mQS=MZEI4+i2SF}^hGP|Z7{JLRuo=ZQ@ zm?0#J$zz0<*bhwst|kMh&~ln=$9`FU2*EgSG*l-M)_4*GFRTP;3h*aG8eR-^bIFRyL~MUYIBAeRe4|B}bM<)IR=jq{+2OkgV# zT){Ya^;)5Ps16omu!v>81090)5(Cs0>2DF!;)v>YEKpi0K+3yDqwc~*WFZPQ5>4s@e*iYfHnQf*k*yi6!@OT~%C25-UxvzG*9{7T#S(O| z*mDg`C@VPm&HfC2nFQ0Y47ks|-JlHx_v+-O)Q5-lAu`|?BQ4*d78`qhqzGV`wI%lZ zFhB*RuaAE8dE!WdVlO7~?cu5t)LK?7YuiL6R7dOZzElAH;%+u`Dk*V2gz4H#>m&6? z+8V0Z)x~Oh^un|sgs8RaIy8qA0C|I8R8HPMatOR~Vi)0{&z^Qvf|*1+bsnLv7jwPkeI;&2sFa66~Nj;%N@Em({m`w0iCjF zMkpZXWBFPMycOF4AEkK>mAU@%v@0jjTEZ}2$3y|lTbP8I$Mt0yNJdi;u7V9fNRIuZX&D=9s2 zfWC<4K2I?JEaX9~NC0X}xOE5Fs>d*Y6v1I}nee`LClW}2hBhN~JIR)?T2U=Ii5k5? za&r|iz(EyDEa;^RkR)n<9l?x3Ls@kHaZbs}>{Yoff)>=*Z4I?y9;rZnTs{@zgY5N} zrz;`PAw2bcybIROwLC6z)G#k5HZ}q5Cju3~88p`g;gAP9bvuhu$JK&atca)f z=MZ#oo1m&LMzbAExMdv=Q?Q{8Ncw^RR)Rq*2_rB2zqXSZEljvLqdQ>go&*$_VM*{J zVi%CRx(xL6+%zYs7Z9@u43!925d_+R+-ykVt#SIu)zu1da}vw~($EE^=a)x=?vYsy z=8i>rwj|jClG&Dk3>ljqT0nua#A!N|1HxRF8Mx~37k)w4Vfda(#0*%WCSM}0h`54Z z-(Ds`TTo6@E9zFqG$dJJ)i87pOe7vUGv9kJz zX;Z%szodi6uD0R+BHKy&; zg=_`K`EBrkFBC8!nyCk1uRX;e^eIOaEf$FgzPQlnL)e0a2)37XN3^;M zR*0($o0g3E^X4{L{k{J0Z!h6wSTf%40MC>JuTC+iA6V-!_VT56qNf`%(l!p@s8aac z0s@4A1?S)T=^Yfo=>znKo*#{rwHJAY@(K=1b{#Lg{23{6A`1KH%t!OgtBqCBAy zF)<9FO3`~~G4@JP5YYwryE~h$-x&>UG7kkM<^{|tM$|qx2@^(P&jB(yuwqD3L-%Y& zhHMzS8JNgrQO6{Tx$Q9B3}(lOqf(O!)g92E7Y;nmMkmAU3*SpD3Bx6sF&3}qx6GYM ztOqL8c!=wwA=8KjgAA@hd;WlB@g3rPy`aZ?6ir^#O6msnOCwPh!z7zhoW&qmVFoO^ z9Lg|m;5=(zn;%~MT?sj_Xx3nNLqi*?iFR0lD*w8lqKZ7FWy&uG&pa=rZma9s)#z?h zqE)p7BQQQyiN*%KXQYWt!s5H?&`6vW3s4fRA=a*;0>uFdNYf0TP;Q&-9Tcbx2`LaD^mTYa9m9XtdjB zH1ij=#sg%5_QZ=CyXTxbl*}LjTiI@Fj@x)|>ddm!640n(C}=UYYhL#NHJUB)0mQQu z*#_T1IU$GM%NqKZC(4Q_&E!R--W~^H1g(lJJhr90819;{g9-=?jgH=9;UUd85p(k z(=h7n)&$V$a7Y&^^tD1m=W{4uks<*^mPwGG*&Vr+5v{(Ob4205^7?3WN@>uqJ*sgw%!pVC;a2+B6iw18gxeX z3^1dPTJxdrsV2Nm#jt8Y!#NH~Vfuj2c|h4(s->|>0Htb-5P!-R%EQ)=12Av~vx&sX zDv|ab^Z7EV$OR&wdpa5VZs1Rw<6a;1dDrm4B&m>P_h*yh0jP_48@GvHvQP`fe1?MP zzppslT%Ohle2K=>$4o(svPu>z2^=<4J5?LAVA&&cpKFogv+bMi)CoR#i473 zYa5YnsDwPi`dN&K$e^3>9a<3eWZQH=yX3*hCL&5^VD8O@+sc4caA0l0S$!*r$D%HJks}E%BQSr}XSmi@I5)Jjd z{T?Z$OJ5GqcNEJfDMSMZ%y_SE;JJ)|B^Fel5(xr0s8Eskb5GSfEt3xnGqBBo>mh{x zHi%`bw8BKoL`VP5Y51FE`Cx zKzf4ul(A?Gh+g^q&WMXa)fwlPB$|umSrnjQSW_Ds&WW-*!qXivOFE!l z%LDg07HKLk6*9hnA{8=Qxx3>CNiivaujeWh|M_lBWqMF;`(E|Dx{~*ni z*{ioWG5s}6%*}SNgNEO3e|K=3xFw1>RTpG4+K7T@2QMMHtOFVX^WYl=-;L3-Q@uuF zc&QmKWHyuErGTm%kpYAlL7!SeD#)QLvp}Kn7*)T@gEcT#WeY%2CgWz7e!2Z&(g@68xdb`?mmap|x{m(+j0x z+LfC7G$+p^i^Tt&QGn(nSIB)>_paKeAD_2FRT_-ua=q6DwA;xFlpv0GfXg9Hx)bgGpbSOB zr?7BaEIZ>aoF5bZ9`o5(d~^WWM_TK`-GYr@oHe;~CE8JWwq&EnA`6QcO5pol@-t~J zbVIK|Fxncy!xfekY$j5WcO};2T5N54<+89>Q-tmUBywIIcccAdP=;S=6{FS5M(=Y? zl(Z`4L~dUNfTKxZ7@Kc)!Kz+deo1Tp{r-T4zm^N6jPb>%2adOJcY8r08=UR}@m5u% zq-HNI5_8GObhI6(k8zdS_>*XcMcgwrLnZ-J|4J(EQ_w}U)Vy*XJxqo?RMIC;Z!c$g z|IKI;8vZnt!+-FF9hA3tu}FbEV4W?#OhDkju4EI|*y0R=%$W_5r{IYU5L{hc2e8Z+ zG)H;CxE?C_2!yq#xDFt;ET_qlMlZ^^cDM}|ja%0YApU;EduxAwHFqW=o;?<63(YIU z(knx$MxOK(-Vsgy%tXK0%#0ey2GQ&gRfTeAJ6>^e)$ZLwdkNL;?Y$o?uMEx{2g+Xn z);Y3r5dc6`P0g)VUwpb8DqDf{A*~9ZxKz7oLB@5V9+d32C}ihVpOTfE-)04Rnp}4W z!g55M6B>z8L~8FjF7$>BIAISF=HJLjEmWbaN>cmmRLFVex%g{b;&)deG$$aY1zJ<| z(9SQisF3M-G#rpL#f4g*bk|)#!NE$=xn4%bi*>tOP_eZm`2eK%Hx1aa%U1%-q*7$9 ze`k$>Gr;1oA9~%1KQWwNbCnB!K#9bkQ8Ja9((X9hE5HFwKdVUk2)bE_%q~cbc99DB z>6%oFwl&$4+kFN5#|ANgn^>TNQ=-g8y!=bM{(npfw;sI5Z||be1~&`QRpb7eMl3Q? zBlR4iC)fBu0455{o-0#$izki$A9e-O13uV89P#ZLysxJ!l?N&MJ|xxtn>RruAhQw~ zPRY(TGTr*F92qZ@De_4&Ae9WGhC`1nH%u}JtP6g^8XJ1QsFh4w0x%Zo_bz zlpRwPURE^^5P{CTsYR8ZK3>ua)KPc9gX_}_1m1=4R~ou@50@RR3Uq2A6NkEr)=Fkm8!j(nkyw@y3O$aS7CeZVO zgvPFMFtnB$OmRf#!iNUvrB_e(3gnue|La;fIf8ikb&qEuNKW!AM6!{gc9)3S8}KcU z;F3u_AcQ%D4JOn2iKT;hzidsDdqB#xlNRknmVg|0R=~R#PfyRmP4?ETqFNf292?Mw zr_yIt4Br1qh!(B)^o#?5k8;`EhL>djh^iHGBVB$b0rHvSf1d~9@k4n)(-s-44zN?e zh;{jo9TZ{D0l`q*z`>4ogmM*qhBl#?6Ga25tsj|c-^!?T+tDH5JO@vKR<>6{O;VJ@XG&1SFW0eBZNyvfPx%=|zMpD=?=U%cPb$T*#A8fbX-gSKe0W z8cE&dkc3l#Ql>K^Ob)eoft*HU3jir;Iv^@(jU+-0RKI%y-AObC{DDLm|;?n;GdoFR- zY!VB&Cu*2m3`{P9$Hf*^NbWGG6<()HsppbrNO?AVQoB^KA&N`2b5aiT{yn4q5rt!2!E!g+7 z+mP>-c3{MDzy`;{J|r4*8%Xa$#xuWsB9PU7`uYg5Ku5b(B|v46`GcUUruL6b0^9dg zC9e<-Tj1u3yj{)-jdMvY(KnI`td`Y@I-UAC3>`9*g7zrz`v$a6;$SI7qA6m}PpnI{ zGl0hddMCVefzJN>g-L(zmaG2|it%a5UimPOTaY~Ppg58^GSBZq0zrFDDG~~^lD~?h zCo;_k(x?}li3^jkexbNS|0s3=0?8w!x@dW~0$$|->E527I5OJha80CLIRX#?!zh&W z(qPZKTO5gAC?-R@=2$^jl49%7d^^T3r&r=A4d?cr0-30sQ1kl>@-O{U1x8~8 z)YK%@2sf}GG$nvCt$R#!AlwIRZ*F!(z7F)DHGt(~zG84-677@|Y)pnY#T19}mJ}<( z>#2;t6~`^8*U@H02!7#U)x<)yiXw*P6GXw{s@PvvBC`y5cex%=wEkLpF{aDRsRlF2 zN}m?YOob0c&Ow~}_t8T%zanbAv*#z)`G-FO1A)5Do#y(5p-|A8{JT{m z8jCo12^hpF-$7fZMS!T+0NXJO83{~E=%>>% za2zBK78j!C9(NaBwxu~33Sb71D)y)QaMB_ z0Zl2|>Y&ORF`pl?=u*IPg9eX0DTrRW*VNt)i{&rKrQEP5=q#3oSE8%IW8oDn5?`GXT969U^c^{{UGyz@CsXYMNcTkz-+M(alNUn zQsHQQ={CCn?TUpw+f}TWjspe@X`+ZgD7Jb*BYISP9p13a;v- zfclZy5B}Z-a;BiV8V3Rh9}-frf4RNG$1ujXf&lMu@VG?+Di?{3IP_Q25yBvsBocoF z!IZJ6>2u6Cn`ja4wYvV_2t`o%QXlTohfNZ3NSFssTeRNIt`8A2M2-}~$JjI(kY8tP zh^&fg32@|=Ks~yu4?qAG^#mww2IW67A|u%onQAhZP|1WtwW1_!w3xO}_Se7*8f(qj zF{0L50|Y;36jXkwKWnmRI8YW!GZnH8#C9Emo_%iw2n4}tfrGkAJF%0vZXTo+VK~Jp z2FY&xeuK8AAhLmyD4 zjZfnLq9_Bg_%j3ov`6eD1QyFBKD1nyiL5~j%r-&Q8y442p|kM7Rr zHEwE8710H8_F+_ZuRK~`@Q($&8jD2gJKm4IVH_c0eup&lg}7y=>87(Nre|~k;@m*( z18FVqj3(3wqTV%Ox1~F1`<*FVQqbR_i)$yX0yDGxDa;EM1px+B zk32A^K=*fA3Izb<9$(J`mT}aYm{d;Rf=V0xS`24O5ML#VBC2sf4X0Zq4x-e|Wn4RQ z_Q`Z^Ewx3SW+^)IuiXX^i8RQ><|RM{;9xb;2lzG?mqlW<8$yT$!ZET_F`>GYo#h#bCe9*A$HoCThy}VP z2pRknP=&t@^(&L{U*+N&O2$gRC_@lwZ$P#?#r^FlcLI%d(FH`w63Ibi?*1ow@hb@7 z8@AB|kt;RJPweykA!(7G0;@>028GlIA!zhHVM92zztlnsGkSlRYT>&02>MS zT_&J1e|-rKwR+1(Ts#)afYQKl9ieEvfAAeVZ~4a70eTNkP^j9eg|7q{LV<(@=_{ zQcAKTp`u7uHW?8iBQs>RG!e2%WXr7V)s$UkW@Ua0*<|0(_vQQjo__ba&$-V%&Uu{2 zIk&$euIqDsKJW2*J=a^{j~wj0)qus~lSSI@uneiX5@nh?+C&AIYb^D@0yOu}Sy^;p zM=AkSDNv1kC4x&CD7;<(&x#^hd6SbwB!}*q4)X@+rAWT zkoj-LqR#lwmSLmriqO)Q4dj>i-oy*|gJg3gM6%y+uRtKCIOL7b06RMP+ipBv9X9)j zOb($nU-2i8ow0yh@>A;-^_N)NNt14bs#6jv)9TsS=BOY&5pBLeOeGQMMgoAX&6xr8 z->hpoKN6qdiDLETCF|Sd5Q^R^G^<}?P4$i}*g-B6)i%BEs=~>G)Z3THLqX@Uw)C%> z;LqyclAnw!%8IB6gLz>~kl&x-=FcLsDfK+qtgTTp#9UjnG#Zcyi~BYKE^QH#0|xR% zh;UC-Eh=>a&+7|yp)dS})X+#03G0M9-=}OzGsJs@kBG>vQATi>lN1`=mF}){~AGvBvz=>HVkVnVD?OSOB_93W#(H zVX#qz$Ni4wMS?^DD7jF{P>5$GNg#sO72Md<(BS^VDuW(Bk}Ty*ugVGyijnm0vv|_1 zYRO~+!y;Y*o6lIO|&6zW|)35wnfQ2=)B!;u$l%8*0C|0}QY0XRw zi0;8@8En{O+2qZ1en!{xKJyx^Mn=D{HH0rGs}}J>zrZYvhBi7cTjR3yrxt!Q4akS8 zi8dfZ0OdzXl>xb^*b8&~u3EQL0nk+wO5FqS#JLs{co@nF+xEp zNzkyrnRTG%`6Pj-wAPuR=p=pgEEH>{E$66Ls|xblZP}Oyq?ftm2ZUGOwP)B6Dhxq% z-M>#yQm__{6ZypNKLwgr;kZ@FmHe&ftA&NUb*e03Yv2p|vlKXv#T81AwP!G%rGPZs zZawN?ofSMkfwZtD5zYnM@BOMGCYO*p0E%Q(`{ziK7yKBnRHJhhtj<+oO~Ol%WM9@r zfkg8L6;U8^5WEu>^;BUhSfk>9sWV^Q4`C$RmGjnj?BIB7RJM#ztvrZ7b;!6sO5;ji zR_@yZ9WXfYi$uwHPju#M?4NtcccS5c!z$Mn6{edub=?&viKD+awQIHuc2ozB2Lh)kg+UoqlB2^jUWi~5cUD%jPC zw338vjbIAKkiwcol69I<+oTu98+kvsl2uN2Gx!;5sb4JG1=-(UYgxyS!t57D)q6CN zBgy`ms=0}E#QLiRrcU6)N(*%~b8ZMdbX&`$)o+{ncz!`*6QcCiCaBoV3!Tu{lRE3~ z7Uy2jyu!jzeW571&cDxUP;FRPNEC=1pf;5fGd!W~t)y&|aw10$_<@Kf9!g#XDeB%j z%GR`N2SM2%4_<+i`wZadu#T~R-b~xHRuV%63T@pn9r9j=?wYPd`!v6_;)V)SsEt>2 z$e&B;|LQRleWfj~I9gyA=A4r^RW$Zvn6N#eP4(xf4PR^uRr#DaoR0puqnb`uD0Q(0 z^}XK7*HKbX`G%~e{^Bi_bjoEY89E&d$rT0|JYuI{wDOjYek9)?DnB$&^Z$2SsB+yr zV78U3Uw)=jsGh6om$LK;_G^M5^e z+=KtuA6%8OCe{byAR0YLG;LYIq&$^V?kk-dIMhiB9_!c3S!*1c{;J*iKI<&XA*e?{ z^m2+(?SCYOfv<|Rg)%T)y+G*_Ln285fe4qwt!;!N?F>n!bAaDj;nE<%Z>ZiV0;vC$ z(7?!Tj-=7h-l-|5%c?=L`E7#si3efi(Ey3q*+J`4ov#G(Fg8N?mp;`}t}#s|z}egn z7P_aP7mftx98s4PjSfXiOZPa*92X!bS;V2DjPvIG7m^$97xMTmYo8qN4)Zv>>9mlEfJaM*PG(j$(52k46XLGl$mI(p!!y-GyCU zK^+^f)n^;9aZyBVlx3W9R=obp9}x^vii@1##)yNm%g0G%y&K8tmrdtH;Y%c(DqrdV zSiZpF5Rnk!a`pS8PGy}T2wjJ8M9%;&m`lxb%eY4HvROm`CzTO_%LNf4D|2NgF8T-l zNLoI@u`o%RuVI(A$BI|Qt0}ktMa72Y0R2BkJ18rP`elpvqdB9y>B9RaZ&?R))rr=m zf+y--q|95>J+ngaM-+PV)K8u{fEH@EP}aa*PV57TXpa>(7?QSpgV(`A=?l=$Bni)f zVLwxsE-#*eNRbXvQ()E7&_(8hR3s1*6f90&U)ZS3ivBN`Y9dGqAudJ3Nx$f#$N z(@>0ZH8d6dTY?<;o!j0v@!Vb}rl;H$;AMxJ-8{XB6hMZiG_KM+vO7q!L#=-X=FYzC zFep?wLLp(Em_`ObaMAb_re?gk2!gSziD<48y56qu02=p}p2;AP5RvZ+fB9R3kwm-d z&F!`3>3pQxn;@!9mJ0<~~uB;|FduaqLik0*M2)WNLvCVaP-&FY$nkq@wEHzi~R z!bythWJpvvA+r#7U@AakvVwqUYs#n@xKz=E6aY1I=VzAj6TgtSpvNk4w^)X4X7t&2 zA6a2Zhz74TG?E_UFPLQREjH1Z# z5(k@TDIL;C0%mN{w@Q&d+Mfee{_{rH% zSP92T*cH1EezYM1q=ZTia%e^sRhT+U!bg6gC#YJ&VDgZhW#Bl0#wmHtkD${uj&O#m zz_{~2$#CHJRd{fUJ|f#3&Ye*i@3U!0wM?JaU;J`G+Qf$ELt{V)h$eSp2#ZAUERIo# ziY78J#VdpE##w+bl&`!5Y-~zJS4b`$hc;{))LgXAH1IPjVV9HjwUN!Yn%g;@hJ}+EGcQkt&Z00|oxBo*PQWRdx1QrL|}nF<$yzbew-`7Ga);o$;b?G-pnfe(u4ck&n_fZlPlR9PWaY>c7o~$u+&kE3F*Exs~;oHwThCa_NUY^jrp6lG~ zuczEWpqk{(Q*9)?(t3(qn4#dp!jpFzu1HZ8vH+&)a%RzN`VjZW$%18sKyZGrY!ge( zCByXQW%PP8WSzev^*CgJ;~db3tRoht5hbaL-#^PyGRwG1BSHA=?gJBH1i7XFB}Db6 z%gofcEHop-7qGx#*NEOpdA5#V;Yn-{%<|nofgBq_ch2K5(?z?JXkPph7O?y=g%4&a zDgX^$_uz`PhrhZ4bBIX;k4jV~d$0)xcxCK9V-~<4^-bG)Ff=o`zvj-pBFsAed2(fw zk1KxlH$ego_51&Dvx9Dq^2DB+&K2-yIv0wi_kZPcDJ)nfdSBk_v^3k<1(YZHfBpFX z$Fzm{ct2hc4L^p7*~&Qay$7TG&pmR-NCsw_aDKbjX+g#tdfv1}EWYm{E3ptdE6MiF zE`*lX>Q<2b2`MAOxYf3Ku1GAzjC)At+B|B!_aUjYNCC(`88Gja61^5jxhXgeOB42PMcG8g27Q`~po(H6ivZ zIS9KBSql5)FWS|yC#E^mttAhZ!`_DCwXs~0=C=!_zRZOlass1YU#bliX8kvF?Fcf# zR~FT*L*ZHbpWctlSwIe(S_5$EM<+ITv&+E**t>4JM~j>`_u}jImC;1EN8%KGY9F6} z<3?3aLpJMR1jnW{RT+KWZ41@eh|b`~2+2q%%(TMbgME#Ihg0#J`$}FF#%Fc=0sLqbOR~EvU^YxUL&dh*X3MjnJ@F6Pus`_C=l+>*^>HD-XZz!9Fb9 zMo`ZY25)sM)B{REsAJ+i!vR|7eCoTSmzh-HMS2jB$}CJhb2x{oiX`IuRt7OMdX_t_ zB4-)aj%T1<;s3-PtrWX3_7Le(lyZ;y`k`2gd1Xp!#8-T)*@-H#7UQNTuM)hQ;&upp zln769W4s=BJ05Unv@y;plFno`Of1qX#)hx(5*ivMvRl29}P$PkXJ7W;iu zY`Z1)jc3^~KlS7lpma33Zb}Smp7rko@DR4n@N4!Blreovrb63dgHT15`%;j6v0{EUx}`R=!3}goqd;(AAj=~@BX(O z#)N$vH67$5p&=v4;fMsc!a=yxiAhqpt8A<>AR(h%J?N0i{c$B-FNlAb)L$f;R(l{q zw+8~$(?l~usG}hVi#aHh?`*c-D#G}N$hL?#mT;1eS;YQEe~+#3S0|sd%?#2mhElH* zAvk$($yd-JMu9JOyuP9kJ2rcmXS)qFZwdMA&b)Yv$-_<|@K$6weS@?|0+{W^=e>05 z$_fP;wbX_O)lb3XXET7&#Bm`k%+Pk!va#k-k)GA|6AHum(mmGbPh(&e$e*-SJW0)5 zfO16|q3{(&okV#;N(I!+Ydb3|qWsj^^3YG&v|e;{(?VHXTO^l>QCS6BP_@q02!|fL zjtrqZ9iZi86%c;PJ}5x=>Fyq9aMQ#saaed|#6FLrE+MzJnO~$_*1AGMr6Bbo;xP$m zf-m^|T*{`HMJM4J1Y%@PagNyrcU>i{0O0;sO z$>s4l{K4|3Y)ar6?c*28DATybx^}|Jp zOE@fx?X>l=`)ec6&v0pL5h}J5rAwq_{-c|}3il^YL9HTVIR$R-$T9y+IFS5ZPSKR-D zYBKtCCE{+W#n2OZm8!+m?^T@?Eyx%=OdnJ=ZmJ$e4ylNT7H2+&a5L%iMs zJO?xxkumhNQL4v)cHI+QvGEZ4Rs6ju!stST!F*&T=qdaG*n4z>D6YI0TqPv4V?H*z z@8l*B3wF)SN&l!nvfsXN5_&)SiJe7ErR0yGCRH5rqsmC1E#P5#FF7^YrP-D!ZihdG zvS+Kmk6iujWxZBHhDOM^MD&=QNrhf))GX66{X0LuMlD}Qa37&h$MxQJoQi6X;3LCK z*!^HI(X~(o(<$3ODOsLom5O(-?A0|&YERwg8D5pT{SEU7O8&J1bZTtNboj8L!}sJ}C(fWltvi`-VFf4X;W4U(~A8$P-o6jx`~q z=;A*2og1F3r9Z+8Kfh>;(2RGC{v~o>u4+hg{`^QNs#Z4b!2*t zs|EmTw9dS4;|Y_$b>Dk$_+@vo+`)hk^lYA$>tpF_21MO2>^gF!DN%Qb?e4S4RPUlS ztXl%Y!pxbP?%$L*GfUE}(~H}==B!FY+b6scui9#fU72kk)s)-!D4l-uB_bhXsVhzO zL+;f_ecJQ~CS7b6C|W*!@}zK0@f|U99T2zdLrd(Ze_3R3hsQtX;^ywNv?jOEa$CQIeEg$(_U5*{nuwP+ZNtf&8ZZ^ie2Rm8QYtLt59r!sD zqv7cmmqbvJcw6{hhy)71FIAhl*^M`0MAK<1_)Ip zT6UIPlYe@0F>!=GEP{4qk@SXjDnfM$DwRpqVOq<~7SeuK&U3K2D!glKMJaP-zr12-1Y1m6ResP@(~?K~cCwZp zwI7PiIrrEq5glr#?Ja>|p+Y&yA-bEPnZJ#W(A_g_SmwK0`5A@F9; z_0DD-Ah{r;`Dh3Lo{}})hwXhuE= zbK6Da80^;7U=plP);4GG*d}QG0d*Ul0dBtItI=?~B-4s*;uS((QSZ{-%-tqw3wdb= z-|I2!e(1rp`IYOzQa%;ak;2Wd-;!-3W%6`ans@Q13f6`Q@%yxMCm-FEUuEpFnp3&n zcy-aa=LXWvl?#e}V#iM=>wb_l!|~6bK(|J}orH!Y5JIVvgWM|d1zr@Iht?Gg(l?f@ zJ_F;>akHlrdqdXh>D%j_^-mxt%T+W)XqSkYKSG2VM_Opbt8b2hq7HZY8AIs>E!xE1 zo<5LVlcd=+{i{fX54j`UFgOO}ad2={DldFJ7m=5~xX8FRUa94DK^xB%ui?%eH81@x z?P_x`62o(K^bmd5X0t7BIN4e3{v)x94qu*MPPEcrS_OckMR~=^d#0ZT#fGDPHaus&R!J!qTewd2>^{keaD%g|s)ia> z2|h}L8VH!`?P%k2nVrsb*31C{*P?y-KC9%&$^boFufFrDNOK`U&d8kxL67oAh1i+2Y#koCj_&-F#r$GNOM>Ia$jTZUl{v!{=Dmn+rK?KT-T^+qI5i zL67S`uc2R9b=9dR#a4crL|9oIHSpOZ-5gm8WolW8@BVhjO%i?=^7v2Eop_Zx0};+` z_db-?HD*uQPB`xxcpJCo+S}&eRsCbLijy73{@oHGS;_hE_)gt=HRuyI{Z>;e z?Sf<=)1vPTp2ZJ#IyIQp#CmBO$b^s3eQ%7Oh_4YB+%!ph$f~Q1dEA1mxPREJ+TCtN z5EoXX@UKjBy7JR`OtbR5 z4Xl(Mc>+w2M^-AEnVH2kUDDclv2|tl=H#?x2ffy6A$2;VxTGYFPUzBX0^AT4ehn-~ z?bds4Rgcq_=e^yC#jelNUS?U}TkaEgs}wRX1=BSJHEY$X%0w9+-ugNai+ur&p_b&* zdWp9To?1n6X~L&=WGSXX_Hdc|{A(Hw_n2`FC4S#qZF2n$Ln!0@3?C{sx4pY>dbSg# zZq5XP15AVX&CPQ24OpDo$u{8_b59=b>IVo_l6tF$xQL1hoH1X2@W_T=K&B-=s<9Y( zx46-ZPB!LUz4GL2)amrTY3LiDHeN)l-oICR|58)259^|r#Rxrig+F3~PK3R}|=}zD(gq6iRh4d*_316yv#&z^3TGqbVs)W-w*_7fp zsEOG2s#*b(%nn^l@JlPG!c&T>tpbi-O%D~)ZdvOUl>6Y6v|T^X*^kME$UnSuSS?d9 zI}eFD(STNea=c8f5|{=?Ycr>}nor zuU=0Q6-jMiN-O76v)^sx)#<4}q!PxaAZjsL)%T^Kpr)vLo7p=(4W@yS1!px~VOP}4 zV9<KRD{XG$b=U}5$*dN0@(}&; zp}08pM0S|tkR*c-YI}ZUn57j9&8&;5sKhlr?|&C$b=JZjCeRF{8@h#(%ssa~4UIIU zeV;^2LWCQar{y+jk^HM*{n7O7wY)DIz+EFr7!W|fm=i2z%}$};ykEWXj>y6}@_SQE8q)4~ z4nqmw5Plr0LsHP2qqmtea%aT}s}M%!hV zc{0EqA5O7oKPjuVd6#x>eL6tooWYoIzf>Y4Zf@`D?DSQw13MpDXp}@HEmcpKI?;xGBk_eR`xb z0`$N&ApH9doqv6kM6*RW=VF*Hehjc=>ZAjJf`+UIkj<_CP*SpD1bN^C(2oj}e2oC@ zMZfqN@9*EcH)U9#n20`NCl^Izc%KmGy%-!4*ECW0y1e|X`a-$X&(GAJ7gjotJuk$< z)t9R=;Axj^8WdL2Fop{5{`b@?NSXe51YB-PlZE>krn?Tw>{6?CPm+a(=5d#(Lc}jX zA1PL_6Fr|C?O6&~z>uzBze$qg@m9j5DEq%-*bVHbd!Y6T94fSh)6E~gur03f;X*mvOZg^S9`xJ(32?&=>U$f%`NHc6xNO zToeZ$>-j@`ZoG*@>)Zt=U`(c0&dux#I&vAzP&7VUdfc5l#0X`45Jnr85$cSV&J6SA z{G4LiAT}oV?-SI58jkKR09OPk<%fzQqlg?CQ3lQZI$M!Y&+6K7bk-T;aJvgA0WVoK<0`+yL)hi%GX3;>O`H!N zg-4u5Mv{{=9jgq_#fp&S_CG0<9WM{j5H-y5@QEIv(yMbw9nOs1z%b_$wVo=98;}zp{6DE!8lT0%{rP1Duw^Yz?hOY8L!p|4amh3|5!B3<22sQqpd{k6Ka2qpKs-l^2dGQQ!*$fg|A=ibeRcln4m1-Ldtx3vAf|D>+a*hy zo?rCLBiSx|$bRy=>Vl@Yr4xy=g?r|>xVXxOI!mQ7BAact4hdfVDryC7$VP$sHV?+5 z#y*CppUt#wE=bvE@oJ;9gPEX*+mij^hmERsY3#E@obpYf$KEdSl$y(pmrpo8g*tx^ z$kzG*-~B3$Z=as1l)NjnTSBQb=E7s|uy+ZpbEtwE^g|2S==ZD4&TYBQvnmI$Q2GsS z3Pr-SjJmAclxr*dgt;CtUN2)bX-w``7V zxXrC!vVp8aIf;T>Z!@$`0d)UtS`jAFzs6~exK%Hy!7T9G#zC|p(^iHaCs>WL(IV6K zgoanfzo@aiJXAS|7Nsa87ei&^TIvG4>n&D@7X6D7W(Tg1%Wu@Mz%I=VX~osgGdF@Q zJ32aUw#bxoJ$kgV8}!L@m$9Du$~D{9oVxppU_l2H*f_V9UnHCHR*rLk{<}_zOv-<- zIejSpx~y$~tLBB!cxIJE^-krx1BfQPngt#mH#zscFU@UMu;ucbmZ71cX0un{Zc2Uj6$g~Z zlB5#T)>f?A@bZ#>sJ1-M&BL_i`>|f1WtjhTVlW1@bV@8wy^JXC{a3P%-B_}_u0BD9 zqit4Z5$*0*JTW>i-nidqI#Fwxy5i>th93K(GuryUQJNFaVZ_*T zWwH8;KFgDkZrO zfeaTu1ae<2>naa^V-~YBze30*oNWT`flK~#NL`>W$b^=nWr7X>AH9V}j1L!vqvrg) zI<%Fm$GXA^3WhRbZaq7W*YQwGyKq-i`CVvszn?g4uPvSAzs_f9r05*;5*WP4a7f2> z#tPM@K|`AU`?WQxnSknS?NLRaPncF5J&eZHQuqkU0N(kvDZr0iBM4cbpZb1Wg-lKS z*?Uap$6JIQGc}xIIuz8p2jDF5`TjZespexY{d;OyYwwzpewiDFm9stpnC>wlczaZJ&m{!Y&JtQ51(ln%EQv;X%*IqmDG;N@n;m%OuoIoHFj8Vj`-4BkH?+MN{drU@RMAO4vrTY zTItJ$^On5p7U=yLe#6P>(a462t)djlLv?!M(sH#7KOY@Wqjf z@4z^f!J?**)xJ$~s50F6&GfV*H%faSUtj&(oA^x|Yv7YYZr1>|;s`+*_;Jg@1eRe( zUP`(ujV%FQUgwSLo*Ch+dfg)`;cjKvjJ*SRrF^ z;Pe8@!|U_Kr_m2MB+^%2K3p9m%TIPQO-4QwdTD%U33=*-qg2&kH867?4*v3aVly6} zSq@j2h)ZilZS0brzz33AWQMn!HKms$@@Ypy3~p12E45mE_I&%|IcVLZm_16rRkTRId<%tfMv%W0U)J)Yv8M5Xqr%M39j9O+9UGdf2)T- v&D$X;l>fs;GH&XBcHRBI{UzJA=a$M2OAGGYctaU)Mv)Yk5lcF*bN!zH&t;qF literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult1_Yoshida-3.png b/experiments/abc_outputs/err_vs_order_Bmult1_Yoshida-3.png new file mode 100644 index 0000000000000000000000000000000000000000..666b6a93d50d560787313e18e489507738de65d1 GIT binary patch literal 35671 zcmeFZcU06{w=Gy;Jcwc-9Y7ERDp8am5*0BJ1&W*$Bb1-7e)n|0?muq79;5rd(T;HjN2&US9oCv_&bjupJBl|CQZZ3sFqnh4 zZ(UcxVD`ZO?yA|p7k*d_bh*QiD^4<+PO7#hPOkSHj4=xLob0S@ovh3aPq-L6IGWqq zT;k=wzju;GUE&7kb=8Llg1`}9! z`}$R^TkOo>zF1YYA;}%-n^t}ggHGa$gnEirLMn}h3s;MZ8i&+-htxHC_4K%k3SEua z4g^*vW><1?-ra)_(Dd6f7~b4GtK@f&qo(DwqkFYM&I@@5TL%u20eOk_ct>qID*tPg zaDR+Lx^p2j`X7wIaf%b@=Z{FtVf52M9MCU4AXIJlRIDKM&@?K3{>x}14P>#&* z=}Q^Uj-5?W)6gqi(#4(O+a8Z4@HX@$dj|WYLhvv{Sd5MlzevT2f!Df0S&$g)mIRn&enR zaI@l(aIvlVI$}YmV)Mf{#}qGr?8LT5sDz5IXu7z6dcjVo=2$sjd%!%-x##w<_iEf^ z;h`*@Vnq#ocVlgnDB}(#$?Z3+zFP}UpU*_R-*xD6;@ipTZVdwk(*$o9;$-#qtZn+u zP}cbA*v-K?pNNK#<2sYp!@eYMm%tbEA)>!-H6C}>-I$alMeTVg)d}n8LS49l&w4>E z6&JQ*Tb3*9ht@t559RUV@o*i*1+nXDEuM3g5%HeCN(JuKK3;0(tG-WhSJ$^k%d~Z= zUB~Fzr0SYRwG4xvK%7&@ZQ?hh&{iLbiAbZ4lo*?6kL4+~IiIh#s{@YhOVc^kCX%)V zUvHTA>bY7M^oE2dxy}t~v2C>4`n-l03tws#9)91e@5xiS(7;TXHSk)H>2v9~?xfSu zeYpY`wh(4;P{Qo5q3(AZ3(mi1EwvoEnlrBDHsaqYxw8q;<=P%-W=os5rh z=`&9)`0+|k$cSq(M=pYwxLQr}UNKgWHN0iFTW?G9Cae4Xvh9`r{J_s?LwzuM9owtJ z26LUqx_xrJpWaJ|(Dxw9FFPqt-yw=UOLUzr>{YbP%)K!+ROuPlU-7$%OY8gUFlk5F zGyBk$pNUo_cG4d&UNCB*fDI~mPJ(*av0Xe}r`RT0gkV##&|o3VB^<78k)GM{8wNs= zMq=&mmF=a@PCtrW9b$_usA*S zc;B7%nB*+10X1>ZB*r?0X@`z9C%*JW+Wc4PWSh^9 zrr}`@hM-!jTs(bpf`JF|jM7m76iEb6sq1iO(`&M{F^274NIJ#A9?BUR`NoTw9FgrP zIC_)KTcDhmqfK(``K3Jfzl?^W()520lsd+RuEV35hEehJ-NSkp*bYmGh9(#dy*qO1 zhQPO9ZUctQO=sgt?Y=v&ch(vuP3pGb<%(uj4)B)TjgEf}i=x75*fieV1iy)&GZ?Ua ztss={7*jm#BYNDqOPMgoG+f&_Hh~d+*zhDzOeU?E@ zGWXiO76pOn%zP8J>u(KY3>ZZmemIeAY%7=5h0@)ZDh+)Deac4zxlC5KiKz)fZfu?X zsnZ)I)z98HmsRDv*reIsvDHuK)=(a}zvx=IvoYPdv`KUPiaCU9SmxlZW+}iOVx3zf{dCp8jDA`fIz~3dDIRS5bM-R6S9GiE7&pebcw%-v2OxAtnNQv zE;S=YLQ!t(Z>6(-hw1?j7pXY4^RR_O+6PRwVr6bVW74QGVhScl<-3Ru)$s@Aq!5)pbXT1o83&MI=V*w-KN@5$0p zTCN(kk9VJlnpx)5XUG|A;n&pp55wJr7vezQEIHrO|*LBd@Uoq~A!m^+i1Wzgh z-)(1elB$w;;ZUz#R$&k4^W&l}xKPQg9P5JI67K?Ui>CfN!`27m-g<|fBZ*I0_O|@Q zGZ=6eSoaq#ZPj~Xzn)F-dUZS^uy}iW&eyhM^?~b9acDs1U!%{s?UH7~rQA>|ALf1j zK2{dlRl&aC>MP&j3mMdSc&oAgcMxBdn~OJARZaWg9eoPM?jyM>#+lKpznl4#R4B9} z*7SnvcE6)KIZ?pLpymK$;Xs^p3wc|67We$E_rlf<=eyW^LF|HRx+alNzb@@3x3=BK zJ^4)~X)aG!8Uj=CQx$GJhOgGYrLrrJ&~|$b`)pdTY&J}@dUJ4MQMSHa6#VQbX(?4Q z%qK)7>n$fQr_$(Z2(ILE=z7rGYq+DzFX_}cl*E_2PFL$-l^YJ%l~kATY}jB;>hDi3 zc-#%H8a-?;YUwNlM6GJ)?plV@lZK2L7}3F^u9KPWWmAYK@Sl)skv64eYZrE9BTZ;MZY1+{FkNSnDr*mQ6)h2pxu4pYQV;L0m zt<^L{4HML}w2jrct08V;SI_6*f;w%=XVuqM`fbk=Bz%U;em~V;g2-|L;Is0hR#dW0Fy7d^8G-9xXLSfGbpQqZr|!0P{{?A3-=k#RTe z_^4~lg?rar)(2gO|^!dCk1Zv-Dc`UuH_m+ia~Z z_`@zJ`I034M8$ZpQ%O>9a$7+uAwHg}#!RkY3=nhkhD<47WrlEFhtC~FfOA){zNC+j z_9-dzUs)%my6HhEU$9S2mbEg;#yk(iLEN`}MLH%4K^t4lH@9m+tQ}s&U&pr6IdImd zjF@s8r}plmh)+DMl>?y?8$W6LZ?c`YVWxYiI&ILMhKbd7o_>CZLbLkv${UR#JZb%> z>Udb2eT8+?>I2CCi3JMSifX`U&P9SdK8#nK%?A4E%8oNPff<4MG z$HjRuMq2C%|Fx5xAIH3lwpPtEU+$IK-tC8xkN8cav(V`9m@h2;q^8BsI?Gs8Hke!7 zj5XA>^*%{G)n9CDzG+=N=o09cdoFv}Fo;LCpSR@u!{iI*7HlU*mtuyuQa+Ac?Hql1 zllA)#?z!G_-vTR^=Flg1}1L?(X6RXC%h*49>wfbliHn+pE|`Ie9w1Wn&*_=-$GWJ zc<&SX`A=9q(ncj%lUieJt3R#l6sc~iNMSB7K21#bDsg+_itJw16aYHM3GfK_QnMx_)&d`iKr&*rS~AjRF?_r~iMNxvhi<(I3fU*Eoro34>t+nyF-J2C((d^w^H*m>-#Srbii z^Q@?D9C)<+?Cas+<t&=-U42G zUw)FIx8b2=SViZ`Sr!G*&QCwepQHA){ptAPUPar4c>R8xa_dL^^|9JA&RN{Ly0!(`z!;wKi*t4MO>tY;EK-l5#ksxlt_6K5+g1m}{^*opj4O;~X>poMB7Q z0RizKKg@+X#Vf@3R!I*VXb+qdz)OrDIGdT*#7Q@3yPFMQ zQINk3z|z>6->}r;d8^h&XX<22H48?d>OQv((N$E*UUDJnJiX)7zgms*R@~YQ%OmfK z`LqL!6SOEdI=Z6y!B9JX(PpsB_^Jx`brr9+AT~y(G3QVkme>2g{><8Nx(!Q{0F$_*le#QXXyRYCkO)&pGpEHK#XXD-8j=D@} z$=4XLz72okbHt;5ajCa@M{wG5!B=SG{_cHYOF_SDvUy)WnaI_Y@@@*Xl*l}W>hXfH z5Yce@u)x)D%_W@3&_1AF$`P$$9B~Tc1t7XJyZl!)&nJP(1KL{vvs**PFFD9(Vj!-3a4tY|06Hic6Ly-HMNQ(O~MSZ;Cy#yZ%YY{?li3 zz6VYRvfT>o?;UUA%8}pRTy0ms|Gb-$uk^>O8QL(D+*-R#DMsH9jZGoWY7X*2zb8c{ zxYakd>K*mBzV|Y=ySs}bib9#0sV}=^)NE}kBZosvtxP4?&`5AY^{HARv&zoB%j%h# zbM8DjpVE~wZxI*+*&H%P*hp(PUk~|WRq&(-mu1G4GHIE*Qx@(?;2s$5nGARs7@$A= znM*F!c(ZJSGAt;}Ca3&YnTcNGQXg$0SjbIQ4t3&5LTHw=^4#+v{Tyw1AD z!d1~2_$7?hF=aWDQSE!DrN{7Vpgf^kADa>PTALr~?20dYSPKk-#DSkvj!oxN<$ELI zbEBQGXK%=OZTUWx5>St*TI!HXU9a+M0#Y#T_5yp-`IToi8D_xPWc~DMF1GyHzeF^5 zO@6Dww7b5Ft@!`K^UD=Mg*v;d>{9&mwp#^I;3HKR|W*61Y^Clh>qgtkODMOXVQ zbBH#JOJc(c3$YQ!?>aae1NwBlhD@$Yvz>^^lf-}d{kNca`?OVlYdDkikdF_GU|vK$f-H&pJ)4&JHOkL!mQ0 z_eq;@af+LMdbtBv3d1>%wUH-|3j*DAS6)aetV;RwL6EXXez=?VHQ`yAzIJ8Wv6spX}o>TF5dD*Ri-;l9i! zwoLC#-LBNLPS(#=1(zT{I*HVVXbWW3onn3$SahZjuo14qb~@TNPeh;*p#LhuqXaL% zTunumNh6zD!xCD9SH}V2q^k?yJyq5jcJZ?r>MinzTmHQ4u-vU7{4KR9^;Q(?kz3(3 zl_9-RUYEIZy3C$WR%|(kUdVsd^bY8xl%am3s`~wRq~+~M03uSO6vXz)DEq7a zMaSBiS|OYEO2!J8RPnIn70qve!P@V{i`ZKVGnnRf@t-wsIpP64V_3H5{KtKA86P!t zAm&Lg&d@!fZX8GmYm?LYd{QY?a>or#R3D zR^5Dbg>!VOubK%F#vK)QQ2t@n*%wBhu!T$9!CU9HJ`cQWxxL)Wx6LB$pQ@2-k*lfv z<;AxY#xFA6Mwu<&80($~-qYLSUAX!osp&m1w5dbZqouraG`SZSTR1ofd^9UeR9D}1 z;Hhdld2uO*LnUuzxx8X@+y(EnTFeb3ROY8*exBaT$yxl;Q>2o7fzoqA^lS^m-y7W8ZrXH>AxF2TB)DfBdO@^LUs)r>Y}BMx~3l zJ-z$GXu?98KFf~Z`(}rI#tWqyVf^Q#1yXv|mr389N#B-Dq2q>Ozkbt@a<94a1k%jm z$J(KyRJZ*i0YGo2OB48~?AsH3$wdMyn^MVjPn(AuPoChKJKIgWxJ3Wt>`i7=&A{8x zIfP}pRRNLrhPQWhPtW7Oj&;B~9jwfWb=T2p9^ZSqKjEO*LM#^%`T#plE3F z9AD%L3rb{H7pa^r>X+@sQ?g%DA>OI-&D8gp&MH>S9fTS#a!)2Axy<+XKIfLYSh|K$ z%cOjs^d!bA?=$Vyt6RSo9{lK#<5QT05@lY(Xs15XGX3(T*1%+xX}n1H{5;eLvM?zc z^j+Z^DFye(*}6`Bc{X`U{U;AY`_0T7f0Ggdb0`i5@v*(lTZ%LaiTWY!vmocE-C1Pa zUohy>4-|&cG%6H63mrLZ02d;-1QQsVQn{ZRX%tRaymuekr>^fl&V4mKT9qTZQtC>F;jy(-! z60~@A?}5GEK+g+AxE}}ZlW?9xF_g|Kh|XtW#+E*lCcgT6~eb|fNlD8gw15kHB=-vFicl@ z_Qk%15dn$BMqCGbZQOp5W*~MJnUe0d%+Zn}0=u~j52tCUdX-4d*X&9yk=RgPN?)ti z^sx#yG8L;XWO>{0@S5tX}mB7CqyuviO|a$Qr{6I+@j#(6zWzKdXUI%_s5Y z2HMJ}A6DhKevYwS`T4b{fuwXTsIWTQMCW3&D_8nvCLsdw^-JIi#>6G6mV&CiN7s&$ z_}YLtDS$~AoSLH@(Z{+qG&L`5;B_DK3rg*dUnp4+zVW!?wNmxbxz<8$0=4@|%bqk4R#t^Ua)6vzVlS+3sk`t&R?7__7Jv_AFb4hMJ&?hvKr zj6}ct?aHH3Ju-uzW@Wp@!Ir|feMv$pjL+;&!hWNZyF=;Dj_uNDsiaNaUpb{?Wt<$Q zF6(~8`@KSp5W#&Zt87OSFQ&hc^ucT7iEP4HMW9{!n#^@+Lz(tShOF~D1_CK-AK2*J zl#OXgG$+%dyv)2RejV8>IPq3inZQCJi~Sz3zyGX(06T8?S(@3C_n)m(rE>Hc^v;IK zACc;;qavx9`!V+- zlJ~^5qR~z5f#DyGqrmN(gnp%UG!FL_IbuLrAHlfH<8U;|T0S8cG&*4q9l!Gka+u2` z%X;ashOzLoDRZYB3DZ`#KJ5GEhM*qy$#pu7tY(};^b|EywNA}{se2Da&h84>-+Z#z2 z?|$^E&r;M{BI|?ha2=bdg9*=ldXCo1j`A1qab}NxV+!;8y0Ye5NHB>>26!l0E>>v1 zKc)9?)7Y2C%TMY)=X|F*pPGa}Y^EO!xE45O(~l}%UymL*TnTGiE0HzF72DLn;H6yp zwFki$n zDXB41@17Qp4?%rCgPmlHx9(4oJ|uEF4pL>jJ;u-EJtaKt-xpnGz6n777I2&Yz62GU ziL?*s-EnFdm)Sme8e0%QWIbncZ)%$*`HS^qFs=XLnJ_s*_E7wnO%Z+SgaH{)%bYFYWjLjv1!ot)B1pvN*xeZAg-qJF61yf17DC@-jCs0sy)E> z9*Foe%vbvIP1~)iN+DA6@Z^0uX^s%ElEnIbi}Q#Wc7nl5KBgqbZw<9HVV)2v%BNTk zxL07<284t6g4Fw0%EMi&tDwkA>%x*mPRX*qr-%bVmeFeRo zIXp#Mkvlv>Cr6Cct12i&u|Ymi@fARtFm)sW_UC6ffnF{?4U;KFZ7mMgiVo0R#AT!k zI%K(wDLN1k_16;~ax*Gol))bC!7*+yOFNCxcKhW%y#dT*>blQK>f^#TxYg6pIc+?vu$VQmYQ!q&^-W?k_ybKjy<+SO4r-e$5JaH`*zi z-HxL@_4@`!^FbtEjs*V`{oT62x@xUBV)rXrV%8d%ZSQA%83Is_OfLs*B*84i{ULCw z>^PJ=(X7*;YA9af$sJ^VnNR8@<&gYZB;TEMBtL1fN!a$+H0rQHuF++S~rSj}GQZ z@u(MW!yaR%&M_Q$nI`m{swmPjr*sgkG0Dwe!^;Y62Cu|0@OyzJz#QyWs#c42G?MSH zCEZythtv^0QpAu@4SolX?S)X^mI>SEMQAtuc-i&tS{9;?|!)1uyU z@W@>~=WaDEyKe)aLp|;GHab+ZF`*Rem0)rH&}Q(wZNGJ~0w|4@^E7bfPvVXkA(anK zK>mgK41t1~GVOEd@^?S0%kxKWvb;nJyp>Ni?0HG&sjls>j6-|8`1D{Apbf3CyDf{thV@Tx*vdUl!dujXWh={R5Da_KdivId-5n4M z!t_Eon;BP_x#;;|&y%_P(VbCuG`Gx^aqwK2?vog+-M*Xs!+A3NwGdPUrKKH=MxO7d zKt-FWBV|MF$wzw+Hq~ah#eM*mEg8zq(xImE6s&#}<2`NZK#IF9tG(Y&ZUuqdLoLY5 zW}{1uF)AE8JbM{jRbbAL@ZP|(V0d%ukG|g8LXIoPO|)jBqcIu2)riu z7v~3^Iu*==1$%ASHzSdyXOVHE90dFOK_OVx$1m_gGTl1fCr|L~^}~(9 zMKI9`7&|8XR58#F`b?k{t}Fsy{l?!R_&g`MP+!v z#)?Y;Z;6Z%BWxJ!N^njAmUO^Ae= zL?QJ}Z!nnVC7f~-oh|58F)D-6=mdG75xFG`pyEvhJBC{zoxf4;%e2GXZNh7aoQoCc~li3 zp^_Akh}#DiyF96E6_kjDTn*MM0%YvBA)1MQUV-eZ6SwL(;?H1G=kabk_vCL_{t;^H z`1V}R-!R|d)(q`U7}n4(w7=d{;=v+){+cH+r}i3^1}_J%W0|I zqh8Fq-WYPc6InSIRus-$`=nvuEts+Qc_QBxC#=+s?+lA{tZv^Qq^qVXs#%{RkF7k+ zqoV5Hq_G<_;|9!pV|Nq0I)broa z^#9*(;(CO-UqJbOMtq_E7!gP!IfTnlN+c^{Q1q*oyUeOgw#BLD=vQ_i|Cze3J-z@! zaVjdC$_XfX+{w2%iSgQ6XzUEr(2qhM+9g1qZ?gGlsgj$=8bg&Je#<3zuV^uW(TVA@ z-CdV$6*-Xl)Wx5-z^z%gNlz#ET{l^n=ZeY6h@kPQLk2V_Oazspx! zom0JYCHU`492wNyd;R&Uw;Vji!!$ZjQR(m3$m(e|MaVbp_Ce_dbL)~PhLO$}>>FnE z19Z~WU}Z~2MQIik8Rq_U>YoBO6%}R{Ct_?(!u-I_Vpq2Lt33Z+Edt{m&@vG=xQa3? z@@<=JWuYr3u3*n#bfKdoZ!zsxKQh-J5}kR0Y-NF~w%s^2A)33f$Rd|{<-)ZZ;LlHr z|NeA}80*+}JMN0JtnbcZLd<+Ix{zO=Mi|BpoVAKKS?sT00h*O5S=JU@wYPoO>e%u+ zfisCw6d8YW!<_sk1x{*zk>zsk0!u3X$7|ruRZ^!T_sm=>@9B2?l0rp_-sC4gVviak zzTi*v&DMQ>pc%_UzErGxLZftyLq6?K#g{0P{uy)OVHK237qhB1rU({Qi!GOwwC_IH zgE~nreRhH3&EU#Z+Pe<$p6VBpiv=m3jHZ((me&Eakp2Bou|@zWs_b7OcAm9{3Nc+R zL){#F?6(1LIOP`}Ll2?-u&7Xdy%;fyka#2tp-QoaTug?0$n_o9k6aDrcsdPv=_iL2 zz)+WpJpPG)Es2=Cm<(I`sukl#pXiTEXRqnibyT3=L45=VnFP)u&`9*#btug>Ar13f z_9J*(^9X%^p?mVkDD3e=wWCn1D`G8}tv+0p+2qb|xky<5vA7H6K8zqe2Hra(8CNCi zJU1jRN&?C)I#Un*>WfM@7PAIc-usilP4)`3GBfrSn0MZvMPKv_$E8r#AP6&g>c;al zw*;j1h|Yn-`E?;;voPAYXevyErs1<0F?!1MF1So=D{~2y>B9G#(eD$Dap@R4C_@N= zRj3&1h~zf{B!RdJxRkAnJHS$#0D5#Usb&>bito_C5Qlgb@c);Sw;t+yXqzR|46y4` zL1|{s*wF!C-w9i%cV-q5cz)Wwu(y$qy?m}p6be9XB0yJpsQKkkD~(+79BeTnV7Oa# z0SB8o_l(gV2pE7WSL-l&QFYnvxvOcBo}4Fwfd-v%?(d!eYUPS6!RSQ<459?9s>Md< zozI0& z2!>10q$P3*nMJ<7yP0Y~)*x8oG0$5*(_uvh;C|tW9J^`|4%9in_W5i=rW-QT{%KK5 z?AcWVHP`9mPG7ES6&gs>`J%^=IuN~U9x(y?*u3oMw-EG4^}0DSEK^k@O-`J&wWxKg zWG1iKq&Ei|3y8tOLug7e9Hz;ywbF&fxP6sjNdD^>$9wSMi=t3%4mG|~rN=Vo;83yc zaKV5>b26&Y4^Tpd_sJ^K4okfPH6YG9QK)#h+J+3>cd)PP&lTkk5=;}~ zHdf~n0zkmaE}O!cSpJDKw1RY)5UAHg`3}wT?DdubYv?pB6k_cXgcl=FZ&pRY3&S6t zo3OxroN+e_z5&Ao0j$2c}p^j``2rq^Dy(SoUTU)*+?H^*Tdw zg59$Q$XGGA9qbkPi%==0{B!RH@s^pn?7+eg%bxB^SJeg=Rem$#S76s3Cq5u&EZa{rShphLTug7&9wNklzeAXw5@JCT;<9eG6rhXs{t8=KBitec`@2pw~`QfbjuO zRiKvtFbtvi=Z9<%A~Za{KiH=N6+xbC&2N;f^6%9I@f2yQ^&diCDonG+@q<&!GOm}e zc))=OHabOAi+hX(3!^2RUrHhT?d~J1cq#Ph#67$HmdzpC(XZjjLv42N5Ao|4tARPh zCLt!80IZw}kg!vOLiAM6y8WafIY%dZqc4AX)rH*yw2?&Q#>#9AYKiiJ5V5y7)H)m@ zQUOT)?_vEGX!Vgd0ncriMAV*8ls5+rTPhK}dQ1aVFj3}6kw=*WLXBg7!4Y(6?N<=j z5`b3i!l`ATIHXabWPkO=HwN@en2LE|N}Adjz?2=hss$QF-Xdhw51;!`G{W$x!JPmL zw72yan5!;G;H{0W{(CymvKD1SmfcO-;^1|1%cmdHAq?tNoAJ`7Un(J{#N;iWiO|ja z=jD*?qKIl9h`5(o`v+d=*p!~>7otD(EbI|lbm#)W5%hMYDkX659=P}9cn4yJZain? z$Gg}M!r#MDYYg{R4A7gM!0o7o385-mipMg>;@0NMY<^&sV2|dhZRpz}+WKzlxJ-3t zXiPz1C~AegA09x%7OxkQXjeoqk%OdVItBLgFdbAwV+vDKI59zs7ztRh=0K`_rmVW` z4bwnywhwH^Pe;I$A|sfU4*GCn0~aO;$g$idsQ6Qm(-eH~-bfIWg|y9^MOy)}A*EHQ zpF1nR?Mk-|C;C!XK{Pcc2nEm?a;E=rfByya?-yQUF^a7aY+fAvD}?S5@@I|2{}aRuawwa|l!L(YyX zAj5Y;9FLqpXvSs}sPxVo%+_!8;i4U!HE6LQw!RO@7+jADx@DR%>=g;bbRbv&9E~g7r}ldR&Cmf!QrDlJJp9%f>6rOA*P+jC8rtT`=WWUn`LYPa zuBn>uzT-}J5Jc+)j2YwahvfhK;{SZicQ=BY+C0H4{dpNdPB6JxsUI(aAMy_Uz(T%^ zBLPQY-4OmKwcdfS2+R9*T(OO~dH%_*&E;N$e9Q&Tou*~*mlXJscgUSOitotxhdA)b z*Se&i??O!`!KmUk)sftMx)@;*QClD){sZg;!X9DJbNV{7g}9s_8~wJ`;*gsmMx=gA zWu$Mr)GpTAC5uMKOvD0bWdmU8bHJv)3&GeNx)SAJcszVnB53;BncjAo z0V0STa=u$*Y%$4$=yP{6EI2W`M!|x4C*~m0$$?YR#zk+d0!2$?T9yPO4d+2-p-kGN zyg>Uxe=KZK*jH1Y?v<>`PT70h3XV;5MYei4Iq}2cg_uv zb0McyE}_=1)Do6nJ?OPUG$5e}r5hlTBRZh}GX`1Ix?W(~;L5|;wl z6Tt@S{8k|?<6(H2*QiUE`$vqft}D3qO#ADLfGF2f-|j`GCQzJG8rgisoPQ07D8ydo z*8_jE+BzBJCej14SVM+sZ(uWtV2AolzhrjH>X@{bFL*euhTj6!{2sxI3`&-Z_ir65 zWq5zXFNY0JH( zob9>#i?H4hvrwIM<0DJ%^B?#@abqpuEO3< z4O7=Xzddb0l7*6BkhULL0*J5VcyA-=2wo*8&l_sF54Vd-Vg9G6_mW|wNe7^4Jes{ ztqYX9eb~rPRRkfT4whvc%Fsw^TLNJI9>F_QNmQbcJd6L5Q}U&84}>bnJt(8(pa?O7Xk+zS)iG7j z4@ICNLmGsK$erzRqYmU1mx`*9zE<+F4bkeaDZV3jl+SAUa599+%g7gEK3e~bFjWn? z&wdbfl@@fV$R&g6Ec@RNkqqS_XhCI2DQ}d^)(b%Aw4u*w+ zI-1pNM9}kg#UnrhoiLesIVi(`bzcefouX7WHLwD??>0=a0Wvpqpho%v@Iom$lap?w zR(IFo?}!x_orB0lzqg0sXBKePL@4)_4sd^vT3M{#SupmiiAr>07A7YJOCEV|yQ;H^a= z|Npa|jNIfKfXF~Mr#et{nJkTB?!2S;4(elU>!d5f{}6{uKF%V)oi+2~-i9hP0#XO} z`5|(Hd_n{8BGE$7Y3Br3G=;RYT8+j%*&3#aq1d`)B!CF+*3T=?yvg9`cA+Sxv$6n}fFW#}&pr2A>M=<0x9-?Nve|~_`U z4#Ui&ZVED^0*4+%1{`GWIk&nFB~%IoDt=T7T7zaogj8bvW|Mrg@JzV5qUh`!gwx2! zU?43!3lxAq*&Z;6z!M)-Ie_`kO=anwfeSe z?O$i#L#JaZU{)by#vmp>IwT82@2d@W>Acv?{kqI`E*=GpxQ1Znh$;Z~2>xZ3%>lww zf<{gY`qKfBKg*n_!_m1Rsj!Rq3axd*3=X1uS;%&)xJvbJq+(b&^omZ z+t(a<4M680v@bua$uTP(50``WqSS}5IP|smQD>10)bOM!V+ZBgRp_7=g~;qmM1>); zZ77K?TqkSbWlHGe6F9@;jXJn93P4MK5BRuDtDg*4cx1X^g@{ZHWJ(AKpg_+_OVw>dt{w}_AdL-y z|?{n=0k%|x0xd`=$_1;HKaxDJ@>*Xp3CTL_bbymmn} zXND)hq`anT@TDlPkw?J&00w%v8)v+rcFu57MVC3j0AMH<5NF;ZFvH1x3gmd93s}ky zFh_G63b+=+XuV<_k^qfpQe0Nw5(f^T1NOiE>;(FSRFDRMYh)$)1*8>OF@zNT9!cOx z?}9%CX4a|)iNn>tF05*P2yY3UE^(Y}BjY$=N^!2kn&N;$*lbe%f!2`}zsFt1{~9~u ze-9qN;)L6*U&+;5_aWc(;9fsC$Rywdxd!{Kiw-OSgM-r_cU+?VAD-qvRRy)EU3RcQ zlbeA^!7XkOm3<7zmkA?B4wFeZyGIr()`ZawBL6x$YGTx=FbDi=1@y>wC`iNr6n@a@ zB#yrJEylLs~>^#3w$v`}b115S<1xto9caE}Ns1u`@1x(RGjGN2KlG07L< zxe8ex9m~-N99k#*r?DX6f9>j@qml|)F*gc_;YfmTK#MWlT?ZgTdQQQyBo>2xX2$4| z%)U~5e|9!L68V_?y%Eja2dhXGXbRjQH~9m(Fx4yo9E9Gif_h0lX{Rs-tw#)xzCv)u zHf+SaMF{?7|6B!tc%h0f%1W=j{_l$nAcM*x7>3l#&!c~QaR5OtXc8yjs*x_c0orZG zAPf2P3vkn!!E)C!fB<>(wqa`Ox1qV>PGJnWlI78ERVeC(!&;!(i_e(idjPXdBnnQ5 zVgx2A)nhfN`w?nC|Bu|fTaW=G0ivw=WSpxa0%x#1GWKTLD%R}ZF)Y7K9!QJJ7-Wmd z_m@I!2zS>sfEdInsUl@#x<^n@o6KEmKL$Vn((w-guwr(>+c+Tu5p-XlIzU0*1uVP$ zP%jG%SIJn2+&&gNsecaF@k=K1F04Vm=q)iK2QW~HM#U*bUP$`q=#lpj8*I9N?x9nm zViyq!9S6NG#6KrQp=%`Kp%%7-Gc#_}h|NoplRQvak*FaAohgJZ*FvBAV%XiqS%W}} z%g$J+WC|eBWE7)kp}IFmDgNL431}g+f9|Irbv_6DueodhpU*rXOeuw~hUhU^$Ax|5 z3d&Cxm^-w}ksT5K{E!9oA8cLw_%9+DnLqQc0w>bfN*)`Nh-u6`Vzv;)j1G2!y_54V zv4K#icKF%_<#I5615;d3W>5^xJw>2&b~=RbR!nS z#T^i0)Q=*-1}W^)0RmU$(8DJhqwoeD?{a9Art?3qo z0hlQL$z>>qyqMs8h|0|!i2X#EpIg3Aq2#;oLev+B#ToR40$sI(m|ktmEbfXJFWzcc zj_*b{pU#d+tN?W2Fk>fw#!8Kil7&Kl0o&_*Fb>+qqjsRpI)!4_UhMKJ`T(%N-BdO3 z#&39UMxyPN89j$uOTqpVH|3M70MJwwdf7YRF^1){P;~bTPsLGu2hgWAxy+UM;hHv- zjxm+wSocC0p6Ki;h`2g;p<-LB;7HR~oD_G*>%4~lsl3F4V4NX3y zD`HGy0!$((6quL^qVE-mA!!V}py@*^h(d$zJRy`H$gPWZBLEbx6q+$Zw0MK1`WOZkN-rKnTv0DkR6$QubROW;m>55%x%p!Lc9y1>)qBatNn zHJ%rI=7@O@6Lo$WIBd>Yvj16IO*I3P0DK_f%dj+!ctP8|tpjq%70m+rjzYa2Cg!Ke zPkkC?bzu4k6+X&eHPT0mz!qjv8;;hER5PONKfOGazX)zCb)Z@MNB`jc;Jtpii8tLK z1al3ULPzew4N!?+j1jstrxpouJpe(nBV!=lzUKiu zC*>ya+UN{Cvdcc~0eU^D15_C4Vw*uS$s33M#gB#i&+-%Cr8t59;eU{P{)>kVYC`No zfenmD3dq`p-}Hi^`lDPUwplvqj#hv;KX9}A(-G?$RcRs1VjQmXeA}A1MvNK zBrqR*m9Y*d*~Rdd{d_y~8_wAKR-c772-?Zl0K{Z;8niP&4scKt#B2dMIi=e&hFVNgHnq%?!#bd|u=^!1?O8ewUxWh>HjOV@pj$+6WRqrdV-zEwTRR~Tsl=vdKRr1xGe>221=~_zi(vb zHZZmJ@S-c3{e?g>3kmTqftbMNO>SK6Rr?}z(PTvMF!a! zjDUEzjRd+!S1e?IR5zzWdggD1#t$MqjT{gdwn(UvEk=F>!a9)daf)IK^#y=yQh=Hh z(Sw~s1aR+4r}IbcNrxB`LRFo%L~fp%&yfJ#S*{Fbkz8$|GbEgVmk`zwC2z50Gd)YL zod7toG1*CP_d}W2e80a!t>uKsJjXryV2N%028V*eNd1k_ny8DFiv(<@i0mK{Oi&dh z`tvJVaQ;``B4Enof9g6wrkT31a$y)i!q!c0W`o5FY_jx6m}cRB=yLPL)!WuC5?0?n zbU5dpxCQY$zZv+w@3fm@a0DO09UxLn7I{N`Q9(Q$D8QzZFtjtLdu`!W2x7hn;4uM1 zNZddY4Ee}8u?HF1WfuSB=Alfrr(Z&rQ*(&J$(QWsD#TCL2lDu+U^d$M)O+yR~dDpboA$=@X0L&kmYs$LwM^1JAW)X{y_lr2tiLB@`RiLEbxIn_vAc;e<;t; zV@L%ltNu%a0|P3`ZvVGWC{>4G2pcRPX_Og*wCL)e{1J}@haoNjznF{+zW)HxF36iO z2eAGhN%lLLX0L|q)NMoNNPb*{&;*?d8c;P7(Lq-K{4nZlAa4)W8U$s5L@Vl3AO{)x zENdJ)q6xH3sC^>cl?0SlGNF%rKc1^_KV+!1 z0Lu$;5=^}BA+lt@^)`~EIDuXXkzt15-}XUC5uC^uSG5=MD z|9fmR!0a*3As_hynTg2#P*6XlBI8dvS)GIvLgnFxHcSBUEWi!$A5>8WP({e|JqxuE z0;o}jg5Ob1h58cU@r{w;lCTbk0p7v)pb?Oo#g&4sM9)>P56GMRdA@7am+_+~&S9ZqT%?KJZqqJ=LF!8i~nTL_V}UB0Mv~Fv>TLY1w8n0IBi5Ehl7GHj>c_y&QZ6H#G$zrb1J(ho;~f+$ii14TZ8m`UMcjD@s>M+McL3B)$xw3(qdH2>f~S@E_?Y4?NDcPUP^BTT zoY%Zu`txm22eMMo>)L(f-u?Xh+W)R=DenZTE6Hep8dZyZ(5TRXjNS;%023IG*tVG> zgmAlk(1Pv*{wx2&)2KSs-$W0G$8)blb>gdm)7wMpq6s8=+&{^6UgB+R10c2`Q}7)!Cp!p9o(dW@W!0mPi2@;%TMODpa#%n76qEN5yMTm#trg|9z);)?1Y1o@gjQLRsFPODDI` z@kq#@79S7rWC?`&R2Y8I{s}-33UFq??F|rNRkH&9z%t^hhz@otlDZWmWQ`j<4G-xT zl}c%cnhwzZ_W*2@e=k`e1lo++O=I6OAvc38s*X}NFaLNU-BDscmS-n4(WV30Uaoi< z+9z~kPpR949G)kOiR;Yd_P#uv>h;}w(N1M*FosBjGE>GBcG6(Zurh8TWDyyYGBi+|&_KqL zGLM;uib{(R%8)69kSUpmWjOb}+Q0WY*M8qW-rxD1>pIst@7q6JyKPx(eZSB5dG7l& z-Qi+@y8X~IdkxZek7_Yr*aH3!t|3zXPw@_KC?FD$Kp6&-tiA*5bBTi~P}QY;q(?1T z6F^q?Md=PeRg&BThXyj5v-Pd)!X2O-3$JVIh^oT9_)%3_`PN1)&6|a)m1!W8c^ljsma(lbu{(_n_))VA#mgX=raycI{N}<0}Q*0%GMjR z1H~>lmzvb~yl3MYS{&S9r7^6*>;0m%I*m=@3pok8+^{JAy~#%=P3oDN#NeX+{`^P0 zXH1<{Q@JML-G$BOk=2hl1AKcvoQC0rN&{hfxfbO)q)E)zg=llAqVD8pED)0K6 z^*gDL?P)lCa}L-u(kMcI*90ZL!T8`^T_om)FE2nB$aPiA2Rg*DtDq*W?wW4>_%YSCG5EBL6Y_@z*ZU3D;)h9Lg2Oxu%K7$1*xwDulXPt0NouI?0i+Qv z#Hot1PUR~e!&4v&8I;G$DTM}JK|L*?^rk)qXpui>9Kyl4IMFg1L53cN2P zi`2Kl7m1;E3XP(;2^)i?q6woO#|7@`VjVDinG>YNj~c4M-PeSR%IpVJO~z0a9l3;G zNBT*UKxZfD;Bu#XAU&6g1hB9Bv*a64>ALp#aHq5re&XYC{pFS+Kp>ewrxna8`Luh*Qi0}c z^ARAq+n2pn0iP5z3mNUdEM5dvr=~L>)&VjZm%bD`+rbLf#vn)H0Ebc!YFi;YptjKD z+&$Gsw53eiV|VddgOxA`pc^Zp(Gz88@D#N+U+zTv-6JlLokC`=8$8OONazrZiIb## zU9Gwxi>7iQUSut)lEU|zgax3V4PI<&wgNO#9Vs3n6X)+e066G@?y2c0gJ>A_nL;8F zPQlB}_ytKPVcAIq|FV$`x4^mN28+ygAN(%@$y_t@mw)?z_1cClw680e6+{#;{?ENz z5nMwK>%Ypi*aG5h2O&e6xG%93Pzzw=th72BPhgJD39tTuTbBx20lhD)V6I9=#WoZG z$>2QGp7lY33a}gN^bNQul+}4?O+oSb3vN1}LsF!c=7glUe{!h6h4d~zSiN!p!FmUd zVlryu0GNEO(_4GErDbIuk*HEBHrFp0~-LMpv5^(>9%Y`jj&U<=7*Q|u9XnM;t)pdKUhBO^6kA897|WwSL+x36mk~e&wuY>6TiX& z9*nwv*r`oF{47sq61W`Y-8#SMuK&NV{^PCrzql^{{_=uMk9AKHjRBhxSX=~PG}D+W zJxMygekZQNZ;|xMky=g=qP0gU^e=-fHC5wDQVMk+`wv45fBztVCq8MF@%{g^1bKgd zJpWs~dro1CBSFXH?|~ZxLh!MF+?{{&4EdjMQK?tu8yOVo>Jds%Ff{81uQ|FE#3(bt zh=_9reCA5WloE*g6i-ebmQ??;6h2*s6^ZXb&1&Yc!~yx=FZ+Bnr4IYaQxf|25!F3t z1SZK+3pfij_n@pNPce!AH7-EhsN?V9OaW?7Ds~BwkAe&KH@($Gs>O)Tm9hswho9o{ zAac|2t!CPlyT%FuToCjq27}Dw#g}aJ@@ANkVdH&u(|W1<3k{uL_P&&Q zv~dkMuwlWZH2C>zJ|{Cja-^`{I#9gXVetcSqZ78t+`Y0%>{0`hWAM>xmb50z98p|Gde(2bDs7jlbO@aYMGM?s8HH!k_ zkyr-c9Yz03$oCg|l=4r&!Z$N(>l+3~JWoGI&2NMxJ>SZlJ z2@<@Z@o^i)@)Mv*25kTtFaX)(_1sFisSP)bWP1NRph7>R`V4}BMJvyVw0>(0H9}p$xo>%N+=!nhl`lqO#$GkN}xR% z$QL7}%wqt#3$K>rJQY^V89DC7{$9o0p=Na&s&wnBkA16?m%hV$G{PGeBp58~jc?g@ z);Ji%$91S>2E4N&jR6D^w~&;Z0WiwC=XT4P)Ga+8{tK1kV36D2#eS;-!P6tqFH)@x z$oS`t0*1Me(fC9RE^mEW9!6%24WXw66SPx(*H)=$sqEF$1+(boLQxk+BD8xrufYXO z;qVdo5oCeYJn(~RDB+oNMd!;Zi-F%{rsLJ!6aZ#yR_36J*T#sT!Y)|3Q4l{Macccn z==i`qQC12{E(mUQ3Ofb6p4ZO@{B&<>3k+-@45qt@NJ;~xw zq4q1^5I#o=IJMjMCA!idWX&vf9B&d!)mPNCwikl8@+6vFL1*WIzDcgx%TFrx6|Vgj$%~|tdXFK-n7t)@P60Bvt#2tT0SIRSu?Ki-8jm_z`vh71hQ+nMxY_#kQhS<}bS@SsJM zjR!kL+qH8|dlG+uMp>w90^ou_&I5w(u?SD)h3A?fK?mb1M{a4hUrL&n)2!89?KocU z3E5|(U8@L{WI!kE4})t+X`ROsdq4&o)is38saH?;xd)m;B)y#L!u6x0wK(!DbsQ5> zRp&KVDVBP3aSI9(g*~wSFd!4;aT#`$jGwXziQ5RYqPmPHf@ISWI%;n~Kq)Uyw$mZ+ z_~MgoeM~vUJcDhl^Km=1kR{p?yG9T)G5Nod^ud?c_l)9!3PHE=*dd&@kTi$W>#)- zbz}u$uKoQ^OWu&k7*Pk{joQEPe7KraB;E}$NBb91a*4mCd+ng^SZhwS4V*dA80$?Q-~z5BKzpjE9cyuw-;pp16$7+MnX4mdv$%lZAlnw)fn`^lc9_9+ur- z1>%15Qx0+kznJw9E?zuA)q1X?_BMEKLp#`b9>JbfHa3MKR88JLeqf@aS%_18q`an+ zc?NOq&*~*mL6FB>G>+AMh>!0#DzS_U{_`DfFO9b%`<@;=J-N+7&5Va5s@tb6%sW|r z)#gd5<)<5l$^sdnv`$n@s-zFyEfVsvIE9lAlg`_%WRIVxLM##eIhOo9#z{#dLBZ|5 zeR4bucW+JwR`d-RW(cM|t4^*Vjna^gF)9UFoVS=du(%*kq`TwS4+60d0rt)Ny1$~n z`c$`aImiSXN&ctfrNItl6R~d|^gm%@4eu{%*wmL9jwzkKmkVzzOL}3M_;t!>M|usJ z@7W}cLI77)!z6$4{qVDP@;2W*iL5I8LB2B)zHOp&!wV8TY?7xl3t&Uk&ME(OW6~z1 z274Hrvyw)X$QR|V$4;fCr9`87EHD1y>2Y`9TckYAPhT)z_1#Ua{Sd21FcukP53`Kd zY2t;Znk^jMd228tF+<`dF!kYCp{cA-mky=nSjB*KGyhYEHdE@{o|}ZGT>^!{Dy?Yj zCezXZ31kqDH+CFo61N) zza^Amq+RYDjNI85JXNfJ#%f1Hpk?@QpCW9iKlT)%eEcW!NG~n`LzV673x~X()eQBJ zUy@xXsOs&$9EEZy*Bizt6bm{k_1)f`+i6LjgBAbbA|>@m0AZcz@x`09r@Ixacw9AHu7Hh5 z-9Yek>b7vLCgHi@%Nzd&2uy*0jk5vCmt z0@?IXh_f{U+kLqD0*2vHGX~I5tBv4mQd^Jnz2Wg&nx8I3Pdm}2r3)@;JM$JHx5noC zK$sYIyr3CfvK688n16>*8Au`Q4_-Cb*DmPZAUv)lS#GY+5>U#{BlrhL3+|WpECmlq zxVIl?R0!&|wIHRRW6S1)E+Uo3heRDd;i5*#AA{11=^@J#A5iQ zsr$z1tGltfZ3MBZ;gF1^x$5NRg5k^kfd5u zoMM@?hFMXw#Bwk zVj+`UMPh06GPYU{ZznIp2mJ7{$O+C-+u_cx>KpeL0y4g%ZqiMO?w~E+GENuv2hFm{ zxNJ)caNWL!o6M=Gute z*s2~cofFWPdPjIGFV1aQ8H7qQF1~6E^ecj%i&&u{&3U7IeTz=!{2R3;?aSqgW6vv+ zI8Byt6h5p>u=0rrOdZ05J|Dd0Z3=k zoVSv2og5}P^?85v*B;*Hoy_HXQ0IucNY1fn zxDe{*TFufY>=G?|unCEtx4-k`9Qbxb&E{6W9FVp#clfZXx2oEcAGz%P_+d6CeoBb? z8j@vAp|J4*R^3#Ed|5KE=eB0()HbNkF|r~WZed<^oRwGx6#55+EB38%Jrl3oQo9f! zJ*bNl8gpywlV++GA=f)rrk^CFJ*5b=pDHJo&bhsSih-(1}_@?()R|T^lEOa zIuGYWTja{VLAl`7?dUqp2T_0X74wE8^QJQ9qg2;1Rj?G3(jxVOB(B2v@h+J3*o+HE z;iBrkz$Or9Zej{q`y5?dN;0+zOhBKx4*cFtN!vuzM?@2h}#b)DR8%pn!0St{BDn3t(`=fNsJcgy&#inuS zJf#^9v;Hh`32B8rL53GM9|Iq!ev%lnY(kaKC*8P zQgLkIR8heT+~~am)19(XR-i%VT zYtbA%@2f86JqH1fe!jNzi~X0W`oB?UoH`X&wmxL!CX7?naG~JTA2j_ol5RjRZ4G+a zX8j3qpIh9H#r!cRm59gA4gLs{r15e7-G3p#69PH2E^V7M93Q8elAOtG>OFm0>E|n; zyVqNiC(521lql#o`e0%ZJD<_02zm(?AOV*#7wd-kRC??Jy$l|^jl727^d#GLeUw(9h%WxF_J9#9&`Dqh#VyR}sS#)8HLWxlC3{>0=V^E*9FFI4(J} zZ;&%^C5WZtAqCTCKs%vW?JjBi5o*2&Z@*$d67ohZ@BieaJ5a(Yz~K~_6L>bPrU&%~ zeAiGzIs#S`39)$K75t^y@~l9{&Gn-5Ig+pW7%md6J|g8_JwA( z?NfYL>4Ot5KKp_;q5Eq;+0^mD{OCfz_-gST13yedXjF4|UnzfL9o^k;B>6hXss(Z{ z{`h1?-cn>}-~|%hVfb$?T%2>)cFT#?f3f-IU68Y+r3aUDyc6Xf@n2AD@tFf9-WaQ3 zYw^d`UUp$csM=cFuQ+~?-oE0Dk~x3wz5?-ps!7!oiI$y_T>R{(sK)JnD>L&xO{k`L z6^Ma5z|4U&kd5e#EKhpvfXRaI?+!*42zi*-mjuwwYaZDt&0`)C4 zBhw(9d05kqu4X&0T#V6dEF<$j7*GiplEIe47g(g6|C_$l?^H+w}sm zKl!%dn|IE4kdFzCL7CP5F)v_A8w;EG3Q*P6>E9xpaY1`{FEl?6VMG2SQJ?zT!Lg^l zA{Jn(6$AiQvRgTPo=(;x1+n_WToiBj<8Xa;B-ysP4%*3`*R;VJf$5l}Ae2c3p7CC-38^T`_ z;j5?54b?>*+~->s*i`STCzn1Q*x-6~PF+oHb@s~JhqEH9F%8;~zA@ElKQ$2=E_`Ni zjW51b{ie>^Cc-r@(JX~~l%NaXzmYy9leH;KK_)<;W$~8U@&IJ3KsuOFGT1 zE?T-}^`&*~!*GmVSy6p~+S1uzE~)c69Zyw*8evz7KY{!~B7>D`TrgrPPm&MG+jJG=r>?1zU1ldPR z+chTS18gPu^O3YYQBma2(Wt@IWy<`7d4EGt!}-I7pf4Nv%$y{g4!4(vrlCpmc6l1-Br!eUy zX>1y8&CVXJ{f*GJ>w-xu2Qc_+h2UqtiQDutD3%7g*T4(%7L?sQsOl{V`<7-xt&a7v#Wn_ZB1&J8T*r@4$^%0%YMA0a{G*<`6UG zgvcniz@VTt+qHLntX~@&8)s+<)W;fGKS4XmPwi?(97I}GyGsMN`;%ptgI{#-bL%pB%HcjU~x%w=|q=QX@6zhX;X!t;BMLo z1+h6vXj_q}S!w2^X$_O+*EnB9#XMnr|_N zt==8bmH+@TGQT=cdbyZ+^Wm`PZUA!h4u-Ld8YkF&Dw)uGB=$Pzn%Wokay>NO-=uak zeA$@ay*c@@7YUC_nWaYngU4Njf4hYu2GFg`L3D=LFr^D{;a-54(q=kn{FbU&&w}{D zz_c9U0QG)Qe+Gc3Jins~=cV>S?xB)`r}qsEO$A%Dw*G)tR;~mVqSK5y?M^a1UO(|90t@O329|0CmCm{ zlH7U6z%l25BcQ&iBVr*|>+Zv>^P7;gE8@TE6;6cH(N z!FXwV`gcgbFtaxJh8~kFSs#y#K%8nUlVY3^vN%0-OHeQA=3re+a_Z+C7x6#(XNH?9 zP>(We?NGLjJL8>w=65)>>u>p@R+AHQ1dT6E0%o=uEyDDh!4{m4&v+It z(@+%z+h%>rk$jJ4Kl)@#&RIZ25>j)mMU8Uzyqbq)9RO~egKItjI8F5fGj$lADqsRY z1A1Hz+(grzePOL2K^5hJnsXql;3=g4BySO=v&XpOwA;cay&UBxhqYt5c-D~t6%{t1 zF9dUM<1|cfBN8fy^Zk<+h^;R#Pag#{?%NEbJl&s>EaiHPQC2Xp92E_LEe|k$ zg{x{blub)wY9biFEa=nlm*Npr-{qVc$!7-rM|C61NqCl$*E4&4w zwC?i_C4KvRtli3z%|sROFmE|%XX$y(3k9n{&C2kDBgXojPS#zhbof^=)1#@m_o$_W z=ew;Z5}Y&CMD}Fa76Tk|%eMm3+IcYcLam7GCrSLN8pI(kRwPPPMJ?>2T6s;_5_@D)_gOfC7b0LVkmk>&st&X^GvDz zE*a%iHAiD7#sjseAD-?%+Tz>N#Y|}Ci}u4rL__EbQq>Y z)qImdaW z%#_Uxq{lMD)2`tjIoD1yPNmUz*ATghGX64wW`6ybYOd!R+|H?WF_03fUz7; zh~%0V*Vb)FayE5xgi5kSaSj}G)uEuf&97!U@Dv&hVT|uwKOdxb)pc~)fLPrM^q3Ts z$3-ecjDB03WdS0^WT31>tA?PwvJdnLPd<|c^GfPVFh2t4OUihC_*VU(0-mGT%A7ti zkDe}8@Kx7@VsC$)f;kZbpWmf_57W~+rG#Cb1dw8P*XLMGViHOvYS7*Yl^f13KwsZF z)j~svQKQ}#d*CLD0pgi9^A3eNUMPJMrM?$ocOFWguw2MbwO_zNd+|_{*c}FU(NE~s zEKU$sZRC(7WOO_~|LN&PkjwfH)JEI_opu27tp=YVQsj?bIEl1c+|dvm zDer1?NPx(M86mxJ5_V-Y@Pbk2JJfAUci?zeWaO3+i3Nwp@G`{uFhf?*Mv$j71Mwrm zsR280&h?+b_G(|Vc)2Pkx(GV+jp#!i`UB5~gSJ}x#l)E5DPhKN))ImJv!5Vwh#f|< z?SPzyt)S407NUiXq~vX%~M!Z8uk}C?j-0aMSNqsRRSrG6t@Rj#Vf}>uPi52U zAc?_*Rw&&16YCr^J#e60ePvr}=NPjc)nSc&d)MAN*kUss9u)SH;GYE+9mEcj(|})+ z!`wG*f48JgUmfg+z{Jb(nOkggOWT*KFixK;L`t8JFD)GWs@$v~DJCX%KBrtNPBr>w z!rj~O>lkU?!Yslb^e^vU?3lgimE|Oc8od*A2tx(0=j!%)!wcr65w$dW{lZUm4!!=2 zz#K=f_IEG`(W@B8fA_B&ge|R)2B!*J_dZOe74ANVE35P%hxL*d>ew_%VyzGT$PO|8 zOoM?q-HSI~S1cRN*9M%5WuIuZ>F+Fty9U3)lL!hl-0!7(oks)P(^KC@Jv+vxH(@f~ z$*AxC%BFmwwxCPTEg5~-{H@C`g|p&>+xRj^WhLIyhrQOt18v)DLvbm0BCpA;?XLFO zrX~eTit|)$EvCDz&6=LiX;uA#Zla)FMJd{bWIj1i=2Vnb zukWwFyV*4XH`1aP%;vR~+t!r)sy5(E2&?Pw1j6FiOQ|zOeY{!kKOOENXBpK6r9U2T zo?xt6mtFO0klNj7nSdb_dnDXDjJX=P(xqQ@oQ+Pv9*xaPl{jb=d_$wx)W|Exk%p(> zZh8fq$Ff>-v<#1m_{2LoHUSC8>HDH9-_=cfthFn7m=+^X%?)h2!*BY~iuAv4Ewb+0 zU$LJn^Zm_XxUwy_3JPxs+3?7`dxmR;E&=X|@f zTO`R=yg>u`eov2zr+v(^E$1`Z=oaw~>(E<1EREN|J9HHET4V@0vuEYjG6`S4+ThPw zWnI)`LYg_=p{z!=^ofS=-Pe#ysfSK-ygR8PdcJHYK%hBdtXM~VeLBCT4em;~!vWoq zwp|Uqddu4z?cKRX?J(E(iML#53cK2REpuXVGc~4q9xB%tsxw{l&2~1%Rj0DcY&0g8 z7aRCe6J(y7bPc&LHBCg@Rw^8mTsN>7^6Vt{(vw#^b!=l(1^TCH+opAMl*3SWBr`8H zJpRaTBALuz#}cx$oGN8J;F(IFpdZlW+GkyC+!x$wJQk{{0>jp0x@sV;?K+Wc$fh_=f-%PzAGR8(Z_ugX-PpuY5xbE506M=FlG-tHkTD(f9X$tOOju8!qyy=jFQ8i zl|8*M{G83?0bY4n|HWj1*Y=ctI_#mIp*Z(N1=8>{=E?Foc%nsw4W}wHUVJJuKjrZ5 zCzv+!y)SglV&gH~4`V`a#cNj5s)&uf;Xa;uWs8QN^#@0^)$451BvH`*=a+&uMXo{v z%SbIcXEwWPI`c^5uylu;aU*2=;2W!#@lG}Ln%(QIf9>_gVD3^a_&EFX6kXolh6n9( zHcA?MPWCh%-hS#N-m`eXv9E3D8@^cho3*G)f^}b!*1Bf&_G%wr1~si3{&dKzM#X1G z&b+Q9&z9XQaq52XT*!Ig;2|UGLyOD|3?B0z4{&%qVfX{HH(qvmrmt9##w1t52y0rM z>9wHbh5cB~NIadCp3?Io$@1>{)>2FUES8`5K_e$)D03n1)GZ--LYbf4p>bG|nTqVq zqjMoD;#Z|#65mcv zJ-@a+Q#_O+&~jaXM$Ay^MVHaA4`Z{5tjAK52=lg&WT*eisOLzjeDvs!QB3~vobWRr znJ?7_a}h23^P^UutS_?Q?rYU)HqLV5=-3=SbO;jCfz|@RhL)&qgH*)*NUT72fBxB;m0x$ z7dYSX?`zN>JwAG(*5Ns;tC_ZGtb=0R&U$}voo`E#Wp*hC^SF)NuG9iV1e1<;--6a- zg60Jzrwk81dFE~sRxCv1HS*$Roioa;S+7#u$ox*baot>{hB%&h@XHg1wof5JnAXE@ zT1rmmYYW$Lr)cWh$tFPX7izA(uP$Nus|sRIYHOBG@kD1N`lnlYL_%%~nNO-_#x%xG zE_UXvW9`SeN^3F`P}%?C$VHY8>zK>_Ay9nfZq6 zGInZbd(JCo$ziUy&~g~|hUND=uOZH;Kd9PX&2Wlt7Vfk1f#6)yOpf~IK{}t0QFR;2 z9YBjpyN|hLyq+tE`@3oVn=3v^LE^;bGq_Q^w{Sz#D^a1Qd->w_l_UtfnJpcEo9y7& zV;rs>9_`3hvQW!R1GzhWMM%p$IrQ+5C)wJ3JHosqyX(ujejnXS2b z*{pMvU6?0HS(WMqwsLsFH`!#e@2I79r|#pXHhXy3t`%$KMuC<)E1v#FUm;}o+49|3 z15|O!b8DfFA^L$^@3wWX$6C9p6i;S;v$#;U8?2M?PB+LYG>;qk<)5T){NDo)U2)pD^Rrg0v^8JHLPpZ%+X>iGI$ zgW+5uNT+BEbLu80CSUeU4<o|$Z?red7Zn8Q5 zcrqQn6!G;cDXL~gO&Ql$BI1C<$kD4D2{@ZCSIhlkjQ*vN@3{6f$7y={JqM1)Os=NA zme}|iqU2R4>~}aW?V8_e&1&G}hcuInoRQRo%B{tQX`ukW=EOAd7xg77vEs%vfoD|x zJ6smDs~f$>a3Y1ihf~vjk$1>*`QywvZqov4rRzUKR8~Ky{g?ASQ)fc| zS}|{w9Jrq=ReRq!H%`98wDB%eFda@z&H99OV3*hK_F4<^<789?8L&yryX){!)`=#>Lj0u^ioAcrLYd9`Cs^hFdzpFw~-ULo@SzpphPyN|npxY^<7X z`GVYpJs#&_*Uufd94|RG+Fe7QfrQ;KXq*3+s0u@k=|e&|@2-_aW_O*D*9#-%T*aKC z$fBu9NyrRRrg0VgI*-c_bZT2>WoFrJ?*iOP4-0IG6n*wgG^lpnvBGtwp0gq8ldxpm z$PGdBws)DYZMIjsT4s}q_%Edv!oD{NUH?WtFUgl=abvKZU&jVJ^{k{Sg8Q=T+3y^^ zx!>fNlhLvy;HOO&c703c)~jS231{P83F!EW<@=p{a;k>h!~LQ4FV0wL>Z?;YOc5;c z)?A~y%+1S0|N2nP+i!~5JAFC-N;CA;e{ZRiT2ACuDVwWw8z#?H#aV2uy8(E3Yf&mO zSDrtpKb=HtSJ`jhU|dzCYAHvQSnW0nZrf&a`T1&vcNZoyp_4Oao!(>6Wt?YV2LTz9 zHEy{{Waw0O#cJ=TNYl4k5n9pKMOqX5unSf{!8_LnuBojQLxKtq^Y^PX&seh{Vz_OV z5a0wbBz31y_j)lvNYn5kx4DXR&RxTyGyI0tgq#+@B5wy+$@(&!g^mLbU2XOVq8CZs zv21&%-~$1%pfz1R^L3D1;2mn_hdZ3silUW9HYR}cow9JxL*m*kJnr5YS=wqG(uqJuUQ{Pf zasM@3p#_$sZU~hg!%(io*=%&n`!&e<7+8}vFLGimGiR8Oa%48f^_8%gT44{^T{PkPo*UTRW9v11p07Mu zsd(fu2c={6i$y-TADyb<9$RG%ENV>L_i}-1=X7>df_V`rPWelAj{&7cM3{_W`oU zn;jaP32xtW?E2lQyaicyQV~P=4G2c4dF)ZbGPgJv|zf}n_PrZ)?xcHufN+| z$??LA!u->$4S9JzEjCu)>uu-P^{~Ih&L;)CBXi$+uF!l}icZGx4*9c2DO7~n1=A2z z^+&Iv$dGz?-st!9-s)p^?MIEju}~Rot!uPT>3RCKFbuO5T&FsRS=oOmP^@D$?&~67 z4xmQuq&_fFT zFL4j>7tInGa(_(p*d1^h%39h<#E%&@Hcird(~8x2y7ii;3Yke=9y)NrDoY7Vej}xV zt?V3w((4LO8O%%bH7WxZ+lD=_oOvt+9)5Y5-Yf38wZ8v`+y;3%=5h0tMvH8CysmYl zfuqJ&si$QMD`$F7QT?deS;@Jn&Nb(8+(@zWVehW$_s*sG%e`8X3O_kxD6{QXz9lV+#$F?(7^40VaMes+D6%$GQ7g}KmUj15%N2tO@9sads&o0vP@ zkSQrK{a(gGk)L-cNMiQ>COK|*%QUMYY=|L$v!+{etiCSWZ~VllvQY7&HADVx=Oq(1 z-XaN;DxRRn*l4Of`yU$3bclrM1q@+XQq#ADvK0FD1E_G}r`sp0cDHRE#cIv_p@O_8 zbILR=KsU*~|HGMqRMYRaUgSQxKvj+QJ1=V@|MnlXt!Zp_@Qu94d@Y-OS9Q9W|D^sGy2XCb(dm(8d)%s1Yw_<4?nScU?mxtMCw&POmG~@#w)5+6k>rKA|@%v4+zce<{2sp_+D#W15 z|Lg(F=!jUI+qoiqK!O%a&M7l74l1g6l}oXNHtZf@5uXU@1hLL5aiZt1@ zVu)FY5M(dX;%0pMu5M|%Em>#5@Y5;SMb~{8S6(5>-xadH zsvRQKrTdu3XVvca^_1aX&qf|zSnx?cUtiT4aGF2y>(Bw(j+egs>krfiKj}%u?OYVz zpJw~w{w(lI7LO#BxH)u-Z~qi zBE0RG)K+V}gC7}(54&&ZJDqQA67+51jIQK@yi8DgMmEV}_4DX1{g7~QHohzcHt)My zYnNY z%I@MB0lKb2{8ZGLLfySrloQsI%T8Eqj`Y4syudxU$IkC?LBtI)qB6Vg3yU8SA4@9@ z;w!tHdh6S2x%JyCUtY4)4LH0o5>QE(SAFN}%1oJBhu}=`HQGa%hK!w*is0H8ocW5P zV{g=>rl04eMFl9nU+l?F%A0{bew$JE(Vq-v^jzuTm6+e_(HJ)5s_tEka~?s zn5)@b`bEO1)}wG^=Bcq^IPO~)4HgBtOPF&H_9Y=>K)5XRs-^siE&% zE1&;LVR6ZTiJY>2x3-0s-{Ig$A@)886Y3y)I>(mVzk8XeKbTkjs9WN8%n7m~L+-V$ zz&kRNH-&3zX#-Xd3yfze=tgKJ*FrRW;Iefj_mA2an00 zb-?ChD;Z^vvj*qFETlk0(e`F=m|n(k`}u9IKe+a(_8|Z0E@$ZBk_Q?_ zKvmf%U3b6iIFzZnVZXq(rRdAYRKs^-!AFoYzMiWU(XP|>-0G4h2FehvDxq9tG}ezF zQTmGLVFxF!U7s5}A&8!PCv)sZfo!qUW2>b_$7)gKKx-Kfss~t|o!yhELX+RWQH;*8oGf|G=VQ zWZIymndaxy&$;(=?{-z~ggO)lKH}eB#z$Ho@i%ooH@i4+N>Jf;u)8LDdsr7 zo8O~2olP!|D=sw)*E^&1}BWmbsVLpXSQHSO0V! zXt=CF&Toq4whh7G=rElk)3wcX=>E1c+o?OMzY7x;P?Z3e$kx>Yf zK0BGp_Xy-EuXYQxoc|3F zJj*GdruPVo=zD^g=k4^Ik;1Kr`<1+fEfKmg=ZHmLqfAWn%>owBRaVXxE_nH#F3Uer zpK-szi#tt4vqtgm-W?B~li#uu^- zT7OuB29y5U@Ot^_y%pV+Y4?297yKRjHM$~PzHO%_jM{`cJ>kh2vCIULHixhQIjGsB zJu|}}dq?G7rHwlFadnCA*vH>Ma|?7dMz?Q{vh9j?{Frdy(Hz8ySI&!ISxL0=p=NgO z1>FZmx3QYPA6L`KV+TrXv;I8tjIAysaWOZSsNk-^$Lf{nnwlNI{qX=>ql$8}J9W^= zom^Tvfj~Wn4qS4Tk^R#MyrWzVIbr?n3!56R&GtA8{3>F$a1wQn(UEo5fr(5r06@*Z zcN2go)G#k1AE%#EF60yJ1hqq#q}z2&E|;x(F9)3k?i0{oS|pZT{TI21rzT%}LR~N7 z!aO2h*nO1N;nSf@cW@6jqKCFpzV_|?4q~0OO*P*tqWmW2AYO?@|2FJ>e`)_zP~^Tj zSPSWu&RChQvPIs?1tkw7(yrXTn*sdv`lR~09xlc|Wg6|Zr;jok{`E349mB0J#c62+ zq}@cA8!&+R-i4y8cjpExOf9Hio5wnj_$G6H`0ZM<@he(&ZS3k>w?<(XVAkISos|$y z%ezqP$r; z-C92$nml&?-rq-S*rC4#bSD^@zO4Y#COPKs6AE0^-UIi_{IF8dkb z!S#uEA#ET*NOkbQKQDqt#kAOeez>w zdvoa|J61_Gt;ZMk++?Y1c}cG{><8A#94pq2`9;|&Qf&dn9_ob z>el+Hy4p>XFk9Y*4IP#)5l` zwz}U7T20=X;l{2dQ(Fy_8PiPkZ%@pZ^pT%*wDi0De7h}pC4auR{0ypC*S|qa5+49^ zUF$CWNr_v!{`0hwW=tX(+i0MZ z32}`}?d)C2&+{r0GjALcV$VF?PpfE|Q{lMUor@n8dJ(Bi;otq`{@$xbdv9xzQUA?_ z7@jz_$0o9xBM}J;@lTI(dYt#YdXbdNThMy5C;VFpZ!NFCuYE7AVJ%zcdT~G1#A5T-uBv+HVQ%5T9ds+n=nOY55991*AnV@4+dNEp7kodwV z=F7qQ(Fz8#^byVD_>b(|<-oS(83kehKu-k<4R`~#{v%xB>4xo&D1@#e!7rDCHusv;C!yKz;0Tkpk&xEa?W%@Qxp78;CTkyAo zMPHHi@P|FexS@Hf@#oY1Ld3I-c!F9i z@VIdZ>m})RDTHv)tB4N&eKVXF&s1P70ot(W@A#)tggBco=RE^{S^;J z{^U)yXVS_xN3Y_rs?;{&sieBe&)t)>9$w{}lNmmq+nXIdogQlgBIL&4QHKQ*D4mQZ zorpb243)v1WY{o4iJT~>a z;1}m)*|MZ)o6={EJIn*N{v8(lzPGm~+3+@g12#a0lMc!|C7cfC^h~hjRLi9c4Fxvt zu7=&la=WT2{qt`^yu^!%5}H`+>ZKQc-oH+aiq~2)_wn_fc)BbvizA2)0xghtIMBI? z`Px%cHEifD*}MHt*r&JFh-nr9ivG@?{1O(}Gjbv+X#xH=8fv+bjA{=~bc7{kT)R1hQnN1}vTKod@K%3NK;`IiE=u14~tfU{gpF9Zu*;eRe)V4QVWn(|&%VX{Y@Uc`*r8>Z(^=8WG@F-Chsy zHL|gKF3Nh#K?iFj>$IU5%%!8C7J9bMPgJGW#hs&i{s@2MT`aNY9ofjLPgIVvjxo@$+;ByIV|q}4Ge|#ox6YC- zv}r+{akqsYACz?S+78=s>j1yub?z%{4RmH=)))3!eXQGqIhUHKSI*UT!`5wx zl9FXCA@6Q6ieZQ{goeOuvaG~xiIHsI9twAdDfF`|Qn|76-RgQxRP~(?AU@k7gs#-J zy%6kGAWNnF1r}|dovkJF0e)h>(UGQ+U_pMFN11yXwF9UQVx+UczEbrrL{(BOdi@+n zkd{fLao(SEM#pzgx9-A@zjKn~&Sf695H?*)y#a9g2mmPzggSl$kb^jn9GK;r8(%=BP|n{emQerBtes}ST0 zekc0(zQ*uydqx29?$!o0Lp0)Wr%zLKaPec&u}47$%T+z@jTVw(Ee2 z8a4b1@->Bcqu2k(zNgO0Hd=3s6_ERqMFySO%leb#gTGf+6w|=PTAf2Uloj>8wjCT@ zKm}Hcm2gtwQAngJd@*ke%QD{sKI6@Sh{u9SVn#~XJDRI#3_l|dOQ*>a$ULg!NQUi0 zJ~Xp}7OCCx?+x#-+nQaWmQI^#QWO5A|F;(?J9$~?GLiRu#r6}ZkVEbNzaB2Qx&PFF zh8_gGAHTW0-TpMxh8j0ADj=LgIO!evj{5(!s-?g*^T=slsGm>)%NvgjgkJdH|2#(< z4EjHvjsNy`JT&;+)leHuYx(BR#Gla-uY+5<`#a&!5jAQ5-MxhW<7fWA?&36em<5wY z!B>vxcfjCYa+vKGTbb(O+Xf*?m0d0%jnEF0fg!4p6-6*i#JiW@fx}P=?=lu@{z{fX zp^7{(*9L`bB={Thm#a^zzEhRl_+w>upl?62)Lv%Cyz3}|;GH)=2f(tCx7f1FhS+yW zISQLwgzTqSF1)unJ#x{hKs+x11veEWl}Ds`z5-jm78L9v!Z42*<~ua?lK~u`Lv^Ql zev_~gc;Rd<+EbJr!HO}!?4bXxX%+Iz9i$^60#to%cA%Y@ksZ|x0~56AFEMdD3Y_*M zrW>vVCecR*QP*AUp&Tx2J7XI2iWfYZ%TUS-_KhNIY=NU|aZ$R?-_NL^i>QXVg*ZRvpi-wpz^CMgTdViSOGZzDoKM2Z)# zDs7oc{fGhh_&7m>58iS)YmiajoptO!PqX_g!YGIUN>(y5bs%}w9HhsuVZL{5U=XTO zTk|scSpH{l$9zpU*80uAygc7CdL6Q#`9ck&Dx^aj(sW)!)RrBZP;Ci%?|kpyo6G}* z(Ni7XU?H`e?8?zknjL-r`DjD!u)p1EqQoo+WLl&wuiYJU$d*cVERXLnP|KZO3$NNT zCXruce+KF9aT2S*tO%G{FG|dTpOS>qE;SAJ%k7F;(o{;HZPg8m3w4zB(FdwPS3US? zjLRiV%)aWMX9U=ZGjCld)2A2p+-8Ju>zb^yv`m7RD}a^h`QvOIo0t1!Yr)`Nji$%EU9C4vmzNImk##wDJJ(`gQv8LQ@pv=Cwg40hxHaV)9xVy z^p9OS%)K1IpyCq2T3(vqh0_k#fqF_QJPy`B$3PylP00gCR{Ce{QKEK+8rzIBQvmBj zB>#DamoV@2YFc?r)&lu4mia$lE2$K#sB1lZC7btE>B4XSo@WiQcC}};I)(uZtDBP1 zteD8QotOlaE|sj7BxfA%wlawu&l?~)G!W+vW2)%b$zTu?pRNF&RTE6zJv7mqvF5gr%52%3s3I2!q)g{jiw?^m|A)=3&TAL&$mJ+Lp@cc zN&Jlb-;Vr!6qrH_n^y%O4KM!f)dx2#bfy5TG&h@qutXfnTX9ei;{AZcWBtT>_5tKpQPJ&q+C7aj)F-4BN@k1Fd>_NrWGkLM!!Y$#=LZ`xl@9e z0LKm31PV}i_7fUnz+g53j*4bpHplJ<=`zoc7IDMJrRlHI%ya($e_M0y92b+21$M$- z*9&YS%7t6NElLh}=sFMkXcZ4GjMk-sIQwoiNP;(G(Z32=0tw*8GHKwcTpyW$z+}}q zj%@hSpATV7seq1gAnj~US(eWLGx1erWuG@!R>3_ISO(fbeu+VT?|t6we)Dq>lNS|xq=1z9EuM=J<`GLyhVAc0mJDzG-lC~x;4IsFnnBSjHr^k9e@xV_$x zP9KuMOWpa+D9_|UiUmQBBQ9P(KE z4&||50UPB?IN3cPponDO21|l6*nesXPe2&oz6WM`lqvHK_&!zHR&5I-KXAqo?)^SF zm75k6eGvQ!~<%Tmr<0_n~;)EkLjB;bnjZ9aip$b|&EH=iuIvp(7mA?({&1uvJ{h&3^-=`(aO~vVD|Y!5s3bKrZ=fq@31ebF3T#)CKO1@!%nBUoZ4k_Q+U7jh z%BGhgw5F=7h$SoZqCA7i!ox5Sn4y`8k|CVmL5dh|AHoM8GPA8OvKEwnstWTwf3;K{5j(80d5I={a4vIg*(R0vn5YC|I zJiH9SM5VAFEKDzhfMr2Y0GEl1KFr-F&TEHm3dWgY86 z9D+c-aGiEPuIz5Z85GsMJLBPv9cy?J6F`l(+^m4eCW*KIdJ+6c02ERHOWi1Q2h(b? zffCvj@eXN3%>3q5jw*8YqLt|iCY^RLroBe9B;MtF_(R$$cc2h;GGo!GTD7q_j5A;p z(@-z+OtF41prJexgycE&nY+eRKcJr1BTibTA+y*xv{xwS7ow^eqn$xK zjHv?RV%iMx@3$Osj6Hc1D7_R$TE|?WRw+QAcc@l_L z`3-1w(iBiCM(uDI$XbtS+;;@a0O28MwhU{vqof~#bZC&&&Uyg^b(0P+Wb*3;s#K@E z0{zI{nch^+Ht+@#Q0E0&trb90Bj34_5_j&ciPc!AL9uOU<1q)xUn|)l#_-ciARh&2 zsL?%mb7o_XASzgR{|{IXk^9`ioUbxb1l>hEsBgd=BlFi*@My zs)7bDtwO?3n!=DajQ;TN&0QH^PJ7QlSXv}o!NQ6XG`|-z#D_jnU;;~=#^>fmRd$L#Ngy+Oy({S-egBZQKJ+tAIy4V zK-`~~WahX7%e3$|Gi3t{r4upl!R6Gm0Z2}%YXw}P*nR7RZga}T%@B$5mXMjG=HKF) zEL<3sNsc?Pv%<5dAZluZtv{~;BEk@1svpLZ98cLEX(O0NXwlRz`JeG_*#0F_^)nUz=iO3Gto= zLy0-i_KJ|Ryu=}+py;SR-W=N=2TezZizs1|s1CyeHOy6G*a-|pDni3`;Q9{P0pHj= z=;t#D^&U$_@npa|T-zeuujnj#21GS7*4Pnxm6&q$jYDy5h~{Sn{45CmMdXIIvihJb zG9bu&i84a7eN+Z`=v#Za&(jWV4~(`JqXBw7H%{*jmYkMm)O7P5Hn(_qpzlpX;UBFK z9vI9iskDFt!p}OGic^98PX;K)8^|n@Jve3rJrr6TJkTUF0V~+{l`v)FS>A)?1>yH? z)3gM{ZxI#_qeKDbmfi~#H16H`j!69hCXKhyyq$yg^ws!}Q>QNN^>z3s zVjRUlFdCh9hnmlJ{@<1WWIiFCGBosf2n?7<01A3s${c5y%2n)oB95bMfI$xtFke&i zb6V!k9}a#Ewa(t?@6z-Kyt%SV3>^m}4&AVUz%}iTa_oN$varHpo2cEp@J_}8)LrA? z6=?_y^p!FEWq>Y#9yC}pcvfcmL};jxd6n>8O+Fb4nmfh1x@*V~KLaKut@W-lr#a-r z)qK~4zIV3?g-+xhPei(|65N)NI21Pd>T!}DZIFfIc$Oe-=rHazOA6#1z@kB>S>VoK7_9TYa`aHP z;}?a0mWTmEIwrH}Ih$vM!=a!vPtihA6hV;$p*0-FbEQLbqD_gfNd+0V2*q9y%zLWY zkf|K1yTZ1=Xm}%vVA2F#mw)>eFjBsUhXoH*yC#xG+kF`IB7TA3pKe2jIcNtLUl_tT zZQLJFNrPIHdO;=T>NG)LO*6rD>;oqUn+o6}g+8nNCPFc#Z>wvl!~?QNy$Oc(y7MEH z_S&J3#09@z2k7ZGf=my z4-~h}XP-RJrlXGC_l~L#Nbm#*g7Cx^xa8M&=H(b8Exn z$nWtQf|=&VY&F?>3c$B=cTtPd;eyj>vWPnH&>+h^BB8<^>f*O}-eN%MDIf?xA~_)c zDL0EQctLdDC!^1|ieqt%KTyv=^fxE8+z^KMQ~ZFi2x&~;ZKiM;8g)#B z;4j_}=;x)|Phco_`~OzcH`>8fUb}KRfD)p=mp&dx8hUCCgAO<9;WbCiI@W#l!jy*r zK@BLM>om)UeQrAH@n+M|mU_YiP=b|Vvk6wfp$jt=$N7+2>$yv#Qeuh{D!y0flcGw%0#yvZ{Mq- zv+svp-Pv#-cj&KHWz=(ifXaARP=ni%h7>zuuj>T;4)1IRNX8AUZqvCFp_+OMuz5XD zHI7Q2Jnwl}ZK@EeG?L>e0R?*p9zL7r`h#AZvYEX4N))osLKl+O7m=)z*;bijO<}&q z#n6P7xtRk`i_(hg3T@QtUDoC;^Z;hKL}}Vp_1aVyPLTI7jQl-9 z9u1Z^Ejn=4ukn6*RWQ;Fhz1{-V`0McqEl2ad7ojs|>!W@Gb{ z#V61dXa@trl>%<|jGhR`&gHIr)0XKiv|cCv1*Q!G`WW8=-~y}-;Kz9UF+eD6S1|Z^ zB;ug$BdQ<}U8yw+Z7Kk7rlYHfaF!Vi zN1*n$(717b8KFSfs#nWAfH%(QUZSK^#S9|m>J|v5cc2AD>G@g5`?1 zU;h2A#~MgJr3UW&J1DQTA$1(3u!&!ko!CLF$6O^$ck|Owk5cyPPlFQ_bb>MrH{<9= zs1udVP$f=~LIrSUTX11uMa@|4|AA5&V(GU>7^}Xh*okFJEVs(E>)2M{CQK-oMreN? z3=zsO&F+){1)(?^&Lw!=w8NZQ!qT-3yG|9AAL7sr#5tgg?j=nd*A*^I+_|vs|DNww z;Sk~@aJxQG5ne#4G-D?k7;|wzwUp+1*p&B&!~S^uci<8`2U>*{t=Q@F?uav@0 z?TlLEIGB|Jc*dznJ4H39Im~sMgBJS92pkTAB4CgU5_3RNGwkoA|D9F(D{A8FrMNrj zp{}k0Z8G@3tJ*|ZM~F|!fNU1G^9E%}*YIHDo%K2?lK~$iJh~*pB&Ub?GNA<=_5=*0 zxf!_q1`|t4sx8m}@C|ktF^OP>8%)F!t5lWPs4U7CTeTs3pEla{fu~;uxGS6|Xdfl> zV9hb>Q~JB&%q?>ep;ZurQPCg;;I$`@-^L)5vc$1=7-vYssW5gfo&7(xm|KJE&3iV9SRnI4ItkIL6}B)C*|YQ1F6ttBj5qme2=x-p%S18 zOcI7bKhge=735`V$@3Ht{4?zzA-k2Z*Bf2(r4juE^>z34d6Uv1NsmpzhHc71w8Xu_ zya%31*)t9S6wt~o7RiXu_3q5PKxL3{H?8_J`rrrd)C*KUps3(nc#kf3wITgBrUY^$ zZsY;ltp;I635 zRq|{ef~bGf95PwMEV5{&!;P9J1qxdfty1=d<+sWc$6SGWe%RsV1?5XSayTGp1cZ+d z;mi5w@1P7w#cAS&vS78Qo3^}7*D1E?p^$p;q?N&D&`c!j0p4E*++zBt;pJ0@)1m&G z`1_>FZCIsV7DJU6R4GrCs919^4|yMMfHP3*B_*LjR^ZwOFm1j*KWq*Mjr0sT_WvlbCX_pt_*A8E zUh_bq&fAE+LMW8NIVDjX42$jJ%XrT^8UD?y8DuLccXE97)C+(meH#NeX8XyK+eo#q9txB39qQm= zf&Yo6P#@p%LM)$!P5{)?NOD|7i$z5#!gZG_PkVZ$jkq4o&EbZ%V=EazmP;wFBfx1=*PARz+_@g_)oGHu!(c#AeB%gk5k zsD;eK@2&fY+!~Zr22}#pk9~}~FJqmiI(eY1@i2!IO0o$d=qmBJ3}PM$sW%y062Kb! zc%i?(EXF*7&cB`wI1EF5A_e_Pniu8bAAix9jDuSzji8SHc#aYFHR__uUxKWi(xyyF zbh^OpT{Xc3o$*3a$1+eISdtj}cq?ECObKuc@8D63D8IcfmW9?h91)_K98JkcS=x|x z!T%Q*D^LFeJ{0b7Xcp!Kkp=g_;5Vr&Vsgy$=PP;bw13CAn018A|I|~1^M_yos{k{d z?ht!lGK@ zRgIGr(vxDZpQ8law7Zz@9Q~^4a^+}YDDM^8@lxz56_o88e-i~3v+pbDLegA^F$ZXw zzNb-?CU1>Xm{}-d14&3s!9?)?v-18Et_n#@6VT+Lh-iDHvmwbiwxJkmbNu5bA)Zc3 z5H_PF@?zW}Y_@~c8H%>{{v7qor}lcIUjWj|087q-Ljoos12^2PxC(M`3hJ0DvR=`k z>>FUu-y%sH@Pbyi6RMy092GqWps%>C3C)SOMh2ukh|i{Y7tpWg3BZYH{ObW$_3|6l zJ{(77L~=A`4omOis0@H%$X{BW$sk^(L*vlS0uU$y72UKuXvd*86q^0#O+c~otS%3Q zr{;hGjYZ(>-%45S3iv!D5{ppjKRkql$sI^#8YBgDxmF@>z`zZP4^^Z!F<^F}yHOEg z9mGo^5UV$DZl@eNP_`MyQctH)OVnQ!p3=t+tVq;VX)ULS2u>jMdDa6 zl>oVWZk+?mB+M1^bfL)WFw-kkXsv^*2t{ip9tZ1r9-SEghaV{eC!mPRh+crK`Nt{Y zVYubHFQvq2&0Poa^1@qs&sq|h+E z1t28zKWr>S{ZY;qLUV;Ai~l%Rhz3{&rQ}i*z*uwO08};c4!BJyr#S~G{HR$W(SqRz zDrF?tL~L|7A)>bf`xbXp^oO?~aK9b0rzxp`g!H~`I+ zY-Xx+Xq2cL2E?E-!GZouIvaw4s99^gq6nHHjD0e!m=s}`#h=TdT$+TFmnYQ!ElT+} zIAGQxg1tk$RiSmCFaon}O_WW@&?VeNZFqsQU?S+7PEegg7i%Q$^+vD%2?jI>-zzsL48r(3p)0DfO6X|_;bIu zeh%j$TxRyqy@-e9)UyHn@IYcP3aEDjIhimv&`zc0EHZQ7Q%L!@TJ(L%StDrvP~sUz zxEFaVK)0O6cGXp1v~z_ztUZF?s10Q@B2HbSW&r3ebLg#Ye*5?voW%o330es+1o#^~ zf`&O|p7Wo+K&bg+WwL{78={59t2&fn(oAMD>=uJ+@BF6wvjtV@px;MC^`TR$2+-K_ zFdWGHg#y%DhhP%&zG&?mK)fAtEPXGso|@1a0A{uT5MBz*Vad0t+NFU9&(F3Y77Ect z`;yeC&Ug($PMiQNtB6n@63g3KJ$13=DVNj0rv=}y6V(B-l zcDBi;9q!*MiU8XcW-~Sr0Le6gHwKYcJZ+t6oLtYmV69qe^mKynH9f2c6?#ZrRKBU! zgw7h{E(uV_?m@DxgUwto3z!SEx*0>PZ+VvhSrlgD-(~+V{|(eLr4xK!8x4dtJIJag z1EtJM5q4EVzCZY=KXgkmsmr3c{n8YM2X*c?P~Fyr9c?hvu|(OuN(WdTNjtju&})35 zt|ytCodqEviOmSL4j3Vqe2?>Aw2|A+(CGY?IOPZequh;7SXnX9W6idXs{ZgbXyi)& zRJHhskGd521_?amGIS1I9Is%-h#yzVlnOo^xpX=)kLG`T>{$<>t8Ts>kI2!N@;C@i zKnI{y*+A;j2uZVX1BNBP!E0-jZR*Ib$t~h}Y!57^ ziPszwl@S`|;o*=t1YD3?Y_PuG*aqYdK^-^4Bee(>Im`{-um;wkX;l>cc9t@v%#KOe zvMtTfo)oS8&<>a`iU@$}GOa?x7(TEYO;8%UoE^su8%ZFv{80uKD4(f7_YT15b{;37 zgu^)p45@=qiw-IBjm}NN6fJ+5E&hr1ovYVo#GB4je>?5QZ}P`1ND%oq5Yr%Sss8F- z*{_KB1W}jU>i)AuNG^1AL9{+c0l4sMa@RjIAvV-%X2w=T187Yb<3Ywa`8;P8e*i2IcCQtU~4jsCGG=|ubG zY@=Xd6^x=|D-#Z?Du~cg1r|J{8evV$X}lf#-XrK#5m%sR^Lw77)9RK{)f^otn(d!U z#a`eB#~N&fRNsc}5{(2|i1Oh%z0KDmMG z!lhantMnaCG)#l^a?LGA=8;+M8WO1 z3}^PJ3T4;?%rF?1SNxtlGa{MDnREYq7fZcqT3~&#b7n;21=1D+s4uR_KhR|I$pdhB z9_I(32+yMrmJ548k>6ttz^CO?&6!B^lJsiF%NDmK{P6bd z-Bw5Gwqy?;K@Tf*FU5A3Ra~>~RJA>0+YWMEJIqK3u05+{#4kBJJLHmT^Ub2P)iQ8} z=S}8Cyh|$O`1Im%mHoGxg6mscabHG3IN?%0af03z&cb*G-mx1rjl2N(@2wYu3+f%k z^DkUjuvo|UEZ5;mkpJnvv?x$E3B)S-AeKmQc;RzbVJH|uA7Yfv8m#UHQb!P!b=%`o zy9!`%8zwZ|I$p9^&t;m5%mLBd?6vi7K$qlYmn!pcY+q&+Snf1|Vz!<%rV=H1Ws0Hy zROst5*VSpQg?Zav>o#zB)o|87BQPQmd#)}YgLodTt|8$0%4_FswSlVjESg3Vdf?YC zmPE1z=$49JT{t?1VO@g4(J_34X*D7`lsD-N!-kLJy?}A=YK!E3_Q)A(N^vIF=2kFUS7O#rXTE3f1Wsn<{$v>d$-_WV) zD=c96Iyez1%?^?-0nZ9dv7-yH!!ZeUe%^ewk^$a)CIx5_s2AG||7@<#F@gatNkjymd#a3Vr+h zLS0Z%oy0Z{;Eda0A<&`}Ab&Wi7tY)i#sjA5*?VOe5X)^uR1)6++Ze_xe@-jJnf2dI zZnTq~hzpPo+VcS=OPW^0{r%4Z5*UqkVFh|MkZ9{jO~%m1sS1u4Ek~dzZ4sCCh0uTm z#R(|;A3K%;q&A1BZ1&x#AJX{*G+KFd`Zz;|YG7sO*p6_dev@{*9}55cDn953BQ)~Y zy;HmoNl5X$Y2%kI0AU@XDWkw$#NvbA=Rs-CGpGVX^47xRKt+VGmkOsi4)s`lK=Lj+ zj<8Kb$2t^OrL3dH@I>p*>jeZ?DSS?Erga%qw|Ot8kogl1os$*bxZQaFI>dEj+zYx} z3}xrzz+W0TNqrrTbII(R13QvB5)hAzkF8y+wVv-Yd_M2#v7GO7-vTj?TFc(;C;yg&gYJR&`jeMB;&5t5+=fW1 z(LD1$pvDay)qGvvwKu3|h%Q(^o{a*z987?pa4M`dVW6-Ro_A4o5Zsm|pzb1Z*>p$v z!eh)oT$bnNFo}RPOH1np+`5-^Q^Powlp8G{rFQ~OqVn{-&!xksPb|ifeq5BAmlSjxU-N5uSbZiSV|UxBUn8Q7N=hp+^)W&JpkOKYp8+ zV3tM778bXmxp^g}kM&{V7&V^elODRS>YJYZLRi^!HO)QZGo@&;gs7qu; ziumDPFHk5tSYNd*APz$Om;`+?V)iK-muRB6GS75-=D|i{Q~THv0E1zqry%ZvlZ!e~ zBeT`??MX*b?-BFA==a`12!8nN;<|TRUDAJtHJ|fVBZDm>;xfYa(qU6{Vz-u3~;?b>~SB8P>opSxrUy2pxWHn3k#( z(M-qRp^uV?TI<8<6-t0vBNCh2aLy?sFjjTAP($uw(}*Z!fG|o zKAAP7>-3_Bf9HqAcR4)&#%uvBh20HTD;S!>Be1rQ&Jl@ojK zvZa|o1SX(ERb?16jA#0_MdFc)bu4f+W;Z4@>ChbH0C<<%i!Oh&jZ^rR4iXhEhB3e7 zP*l`=l!$*9C7}oRuN}fXl&|V%?YJc$2s3eVg-GWPAaNZ&`)q53~WS74y$>Nu}tMCX%6;ytM?5I7rx zHjIVL5^`jT_SF=}x5f7qg2oig2^w?NS84*%6<1zN56R=uBQ)?V{7D7j6ZEBjYT^Ek zNX9>M(xZX8P`?<4dO#yxfL`i4C-^2gBx<)^{{7xABJTeND0S8*8nYh49!b`|aPk3O zVE!S^Q8Ln|Ms8Qel$k=4l#)=I|(r&K+gOK zdh8s=+^2MF3Cj2|1u8_b(7slJ^vdcn*h=`ZaFQqwh)(kKT910Ljg*JTVjH18G5kW2 zD;&&UtaDU*I^zR21yiIuzj=`}ZR``b&p9Yt7S%>b9oTh59@^3*R6$`>jcJ_?o}b-bQk)tim{iyHl2SLHeW# zljFT8Uva?ib-Nd_|-tL_f?BFB*3i=kG*Z6$;T% z9P`rD8nq$SYOOt|$iha~<`fohkGir}n&dEwb*$B0)j2VxG-@s(RMHrP3hV{jZH*7CNGLb%mpgxa#uG0MO=H+7aO;?j($AWN)g@u?%M*+tL; z8OR<7uqKN}l;EUiv!B05BN+5&fw7l;u8(uli4SrlaQr)BPOkpkpG@>CLVsJL3pMr5 zbjn8lNoR0)&@t#Rj<)~s-*$qf(1_5aCVXJGL9S_7R} zs06RWHAIN3(HA=J$g+@-uYd+P=r-a=NpER!p$Q}NCuvio{lf^AuG-iZaFZ4jw27G% z<82b0k+5w2D`)UlP=Ku6u^R|Lt$>-+2!I zWAy)X8>G908fg$b(#gy&G24&4(YNoi39@#O|5q-h|J*~wu0SL7uOuJ;*`9B?8A)y< zz(m{MlK|bcN0KdG2R6??Vx8{~`ys&jI;Kr?6h zzhrv^8OEigdB<@dutvrI7Vtzr?I;L_LSUXODorOkxeokILeB}D`n$q{9JE~sH)dF| z{Ls#*i_3vO+@m(8a_*EFi*98}9LTQ$p}xR*FW#+(Stz^p6pHk3gU+ESJ zD;js&ErI^_K41SoNtv$&nK*eQhKKOG8J}-3tfz3{kPWha@mp;RNgRp1+%&e03lDt> zT+(d-_x8fb6z(`g*V(|}ygDkj9s!(-`Zd7|p7hruBOeKF9Gv5_2K)s_g=YO+as3pj z3qT#;B{xzfi)VTYLZ%!H58r4S`hJ}lwkDL)iSG!p^?#s1^KY5A9os#&sY~qk4^txs zw)l26NFzVDIS;Q`fwU-QPxg|0FGYecdl7zLE231>Q4c4^#)?)SU2Rk+d?lqa1ek~^ zx`Sd7chIilQy#}Jfd%N?K0b>lTVpIYvRL$IeUm-B?C>rOH+{|Bn@WCnv*{RirZmz} z6JnzX8grXxFYo*B=y=7oB6j#m!k^_!k2MT~z>i ztBm55?eb|cG)+un@GXz5(dSCHrleU+ZAo!op2Tjfn|yNc7uIs6h^qwJ{GDHs;GD_S z{zb2#s}A57CqFYBzrsvrtWsUQsu9L|A zfc3E_b>ibJ_g%mnOdXujp|oN3?Nl^M9|Lenj=zLLq_sra){>Z5s?dc_Y9Q66;CwgL){o5*`h8 zfdg!smDe4(Gd?Rlsa*_p=sS8C9&Nud_?iIM>?0PcI*xmj2QjCa&gRC4CN93&XE5xRl#Avs9t$CC;SyB)xoB+8MkMjF?b5E&mq}S zPC{+kPHs={SNi$kf&+_o2sVWkW2a}vLJcbti&hK&#OL?3^5b!jU7OySyJPwC+;0J8 z&wB7-3)hTIgLHM@Fm{iGU)L&0G-Go67Fwo>hPS75zFkFbGfnC9& z;5IL=SCMY=m?T(N!sESRhy4faDn~j_?vwq#qwNQ}fW{S;R8vu;L3J~pSmBGbbk&x5 z=g6-6xPvIlMa|fBiqZ#FNfUkhYC+Cdvw*DqXy(As$c+u8<`j=-(`JHQ_qL!R=Jeyj zIlHP?-OHn7I~|gH)mgus!HjmruVIYxv+4P!LCu>ek_!q;6|J?V3#jUZ-SP!MlSHEa z1v{V~l0_aymYt%oY{?J~vH&YTXmuo6Q4lTDgpd$d`ibRQy<5dQ>B)3Yz=$0KGPqBx z68f%nqXF*YL*_>$a_a~vPMDra1VS5Ri>kEkEqEhdNn3|k<6#n0l((eGMJ_Gu!s#OZ z{w-~o_8ndWvq1h*{=b&5?&uPq$4BtQYFU>&NF!&1uYo1v^1sG-GQ9`_?OLv!U$A_Y zB-09rTw;sC?T!O{1f+`;|DwTqme)XMg5Y)bQ&Y-6$z+_yo?Swv7IyoFr{ptaWwnsj%h=r?X2>c)8_>ZBj;KK>Xlh! zzBo5aPRhQm{P9E9Yuxq4(ENro$X!5XG#;6^MLlC;5=8-JJ#owD1>Cydo=7nf6c3Vx zKDsvg87c3`$}1uFpoe64!3mQ+@YjFwlAB$D#^C=}J^3r0D*RTqyGv>A@4er71M258 z6s#f`wABB##Bj0)zWl#`Ab)0F9c&*7n`${_kDQ!=Epw8`nn(X4@an%(A+Je6M3Ge? zyM6ZD0nXN2sjaeTQ)IbH@D<2_6CQe>a1Zex$kV$Y@@9Nja{Ru7DxKcyK4vxi#ygy2 z_urFDx+MYcRp}@1=`qi6*xv;OnY>4mcF{LC5Nk(Dqhv*XwS{{0eBOx8_t<|Gb{c^! z2v=%b2*Mla>c4v;#<2SJo{~XdLsW!uc0PB{*YZb54D61)Ja)rO-#w(R=67Ze34{qU z%g6+q^B6o#>epsvvET*YjV#)39`Qf?E8ER4Vmb&rFV~y&bN)5-GWpd}@UqQ6WufCi z9rVAu8#IRib-J$=3%x0oRcE0V|L)kk|M`?ssB#8Pau5>dJz+SzQr_DyMSf;Pwcmgk zf`md)dCPX;%q3ZcrTQtrqxT?Lh-L*$!N3~|Qeg|OAhRH3elH=m!w`!2%Yk$BbISc} z=^j{33^FSX3OCO@hN#YXWM8Kb-S1cjAy)Set}c2-1GR74RcsnU`~47XLuGFT2~%z# zIhikpgqo0+#=JT+`N`AZ@oZRiLNO20s zAm%kb%~dUf)DyP*Bqj|L-!?jL*rN%p0Zh~ z#Kqsm-6Gc2#OPXmk}BonKfs)uQMaBXcQ5ENoiAe)T%s0Jfs@_B-SX1;1=``yzumyO zn%0AwLagl2vh^bdw%yw)V#+~QIF^56=NKx&fMY`Yz3N`c`_5d>c7=kyP;+JXK^St} zcQPqF;n-vjgBVZL&1{d{b4fRG+vr0F$aJBGd)a{QAb@mmb{I_-ADRK?)BA1YbhC{( z;iETpkoIc)9;(3#fY5iTQg!KX_Z>UCa6S`HZZFA4%gMkcyzr+xy2MjkjlYkHa`8#5 zV|jAW*cOg=gLp}qr8r-2^dw(Sx*HnI+HAU>ig*PvW;bPV&}C=PngS+%Ba$~xPQW`> zS9QH|K(BVn5fvHj`jG^MsOlXPE#_$-Qsb{LKzpv=hLd}3S3S5_Wn`zl8F)J^rBveY zfAX)PCRds?23Fa9r(q@OAILC8axIG-isY!EyfM;R8{H2ghn5R;zvfwQ2f4B^#rKTt zPs4j*#bTd0_0XjQA)c)JYKO_T(Kya)dHHP{I?0V0R+P;KW;xltb%$D~ck$C%ufGq% zIP&Ip5XcuQM_E=b1ff@i)SnU5Xq!AYxPk7EEnk0-n8~&uXw=>}MgDPyp8;*q?noj z7nKXYCBHj*9=Jhe`svP#enL@i7fh)v2X_ z07em6iY~wN2R09#69J1?8tbSe%S(Kb6MK|rsU7y?oz#FgJf@i?EkyaeK!14z9@zP2 zI%@>S$S2k*M_QNiFIed(-Umy}k4pWN8SCmocLOGmVM&;kx^6Q6HB1w842E!@R!R@a z*D^A(r%3ehmLodhOypdh(og41z;(PGKdOIubwUo&^lOF=&iyngF0GR^NR3^XNAJ~j zKCMv=tO-tmM&n@*!k@%Uw0>mCll<t$f_o~Q^_y$mW%)8j2jzK1%*41He;~8i#UNv45I8y4lG}Y8q>DpqguOLDOhAHIk zJl0Oe)(%B$(l=JSjG$~iQYSwF5zlfu&PH0w}6V1^P5RF#*PnkCEWoK9S`g(8PxsMm{v794&aj)gtj`kXE+;4k0 z9cx&ApQPS56uUk;$e6aJI3G1M9k_g?%upa*MAZD7w~eb^;j}W}jp?ltmBePx;A&hv zA~E!?^qo8~3Doq3WkJH}+PNV!=u+XhL}sADs!bX6Xe$p+cn3@GaP0Xsd0JTD$vqNf z+qS>@yz}+g!!<0?(^4IY!|?utjFT~Z>9FH)K5x*vh&6JFy^o&`FJ_AI6dO`hi|N zcZ5f&H_CmlS1tBvq?w{{yxtyMynU@vqJ_X~R~e(Xop2Id-6B%;Al88Sl*iG844*BZ z?p(t@6PgrP-M{*o=uN*y{s3EkvxteE`<=^tx=`xB70HV?2bg7gb7TzcPzCv7tG;lR&F!B1sXscwcz0GOQ>j9^Mhifzwgi<0| zqjxR|I;q=kwUjR4-zl#{?Ks67BovZLL}I_wQ(Wou5ce|h8dQrv8Zmf0@PH?90uQ)E zBu}rRNV{Do#aF01L)2stC#cr&i-Uou*9ab2u_NO0KcB-~dJeDtm@0Z>@8CpT2EU14 z$EbHRzk96wjgAvGbH?K11>MbRg%96UTyQGk%6KsIa@X~k&J<=?&X*9?7@-Wshe|}X2_{b*j`~f| z`#;Fq*LaxMr%hO^xvWt1v!|s!Pj~s_tEX}b1lP`E`qkEj;=H~WBrh1OzHs?u#(|I8 zIycR#qqQQPx7yg)1ZyXoIgHUUZglL2Nos+w&{XUeyn~o?FPDblU=TZ?u&p^Bthqzb zc;7bbdDl%+aj#o_Z*7L-diQg3pQ@6JA6QkC$l)Cc$9KaZb0*h|uihT4>huixcW;VX zU(;vX(`P%mT)8KCZ{bn8!MM>N8$zPT)w32$mBtq4=f`{Tt*}`nb<4h^GQ!95l}F!~ zey2Vct|hWg8?O8M8vb+!(4`#1FXIrc6V}~Dx3<3c;(g_+z%#}{k+krH@^|<-HGNk& zv>W$w8-}edjL1xiGfN_`nngV2FsBz9CphqpZdw{7Y8RU4?c*DKcKGrr-&PmFj=BZ@ zY^4!uzgI+RM9uApRFBY~GHa>D9V9_4=>;C{TX)}l)!ZfC`8?Z==>c6h?zuAT0uzcl z%Us>HzbC5u9W1;ptUUO=I#$OVSoLuUtA@Kh@z=E@Tuyk}b46s|Pxx*1k(YD6$Qdpq zsB*V7QyqLMTS#E2ziENrj`p)H4LQbdmr6Enxe2dmrK;le>a|^gnUN z&RTua($p0F*D}5&D<4qJWJ9={6b)p1I}tt8J2ru zASeg|QJ~zpG5O$_7h{>nE!+1di^NRyK&~!v;H!FME$8X`#cQ`ttVmYhL1v<2&aKPu z*XDWg9oCl#I`?vDJ^3zI4h{~9d9%kC zb|ecsMIVaMt}5>1d|anka_5}&JMGvTyX<7w7;pt$emf^zGjr+A_R%Q*vWFZu5)%?S zXIX4?A3x3a`P!Y>oX9Gf<8NjsnpFw%?N?7pUg|S5x~*exwq&l%g%pcg{Y@N?ye!MU z@9011*jaPqm9dBV3dXc$kGWTssc#Yx5lInltI8MbJM>6t2J^^~*5ZIWrE%uKi!P3E zTA5tmk>jzsI!;%&J5QnY+D>CG(<^>g%J1(6nw?`Qw_-A5)4nA0fZRtujStsPBj~#( zJ|-Z0-J2`(g^JMdDKEarnq)`4AE=+crqJ%Z<=WYEFW}g|$Q`@8@$gHE%A<6ynQ&KG5o;FjJ+xkisp6Ig}P|8 zuUIn6^*8u;lrE2?DXl2`{@dtv*;w)!dF3a?;IXn!wXBNNDDu8~rSPhG zJ>KY~WV5P-pFde5}JaO~_zTGXK!!T4+D$6J52XH`duer~bnYuoAW4$S@b*hr-~ za+-uiyBu--$Fm~8O^p+{iaTnH637X5q>Zh$oxmaLI0_|jY~}C*VeK0G;ly=#>bBnf zm_vDX<2^r}`c86ztE_yl`*@GK} zdN=>snMnq9d9|tnU7L(c*1c<%0|MQ>KC56y_`%0}F82c-6~(Q7UiDg(GblNA=Hg3E zvRf`{B^uR!8ftgD)c3i?N&We$up4LHIF`ztcB<6>*#30@M@j&eQASQ>uJV_jJo)jm zF?V~>9Y&Y!EY*Sp!`^E}8;nTi40#osOp`43!cybK<9(p+dQIVVaM6J*$1AZm{zu1w zLntV$mgwtk5gq=mk6gCZeGt&( zvw(og2*>#9ZZ+3nhEvg(#R< z$zp%;ME==T!rj2MlXYWrfN`A6p5D{!RC!BRWllQ4jv{R5mb3ROwu@ird%kDnt8&x; z;Tv5%by=qz{k+2#Sv@dd^7r(y9n|rFj%{8lpH7-P->wraSt*;@WOY)}F7sCynC=Nk zSB}$4%*E8m+Z!lV=Js?pHrwO0u5b2lW^Y@$e*Ih3Hga}%-tDZ8323WL44cu~c2UaS zO%Aqr*Y$^rcY75A^LVPlCpIN;S%TZ(CEpZ{h{@tA!@%Y{`!_atpL#H%)K}9!cLWKx zcQL%rXFM@6b6Ll>2rB@;hkMl4?esNAizurn{%hJ2JHR&VFF8DE{=rDK*=)x{eT5FE zx3!~#zGVIZ4uJZ`cYY$gvcdwlnU9pb*p+XuyF4rfGxWJ2LG>8zi zZ&@Nec}{lR3l~nkz{RT{=I<+hAps{wC9soOI|JDl7j|J<&5CBGmiWBmh`94L*%GST z?!gN6LMH^xZR)n+oIZU|%$G%e&Y5m;D#y82ccgpuQ6?mZc8UdWMVdu@N{oz%hRF7x zRVXidAnDH?buzDxw((vlJ=Wlt&0DC_tUWPB^}bx!konm@KAMui4bwWBhujh%DEn!< zJ=$>lb-8H__FcbK`C7kEyN%0o-epHlG|Uq4r?2IqO>^!UYA82A?eh$jufAI* zjt35;^q7t)xqynV)mFk?xzn(-P6mt4>jZRXl8j@w=ZLt6d!9k~!-p%F>!ToGJcE3u zDUpZctU6wq$ih(jwwifWJ>YRPBRE$-(Wsa`XSgbk9ne<1eQFc`<)iiL_X}zVKA4{DfZl2u85wwOr}9auZ`nGimf0+-`Osij z|FocG?_sy#{rU7uYipgWefG%DZ|i@Wdt3>-IquWGZU=#}_>;eN9?Rqn8Brd_@7EXQ zlzxdz8H^rLc8_0Q^YEU-0^aej)1HiFzrNUHfCBB;fAX*VrR-ub26@;Netqpf`X!HN z!i7?-9;u$6WKo;2Epq|jq`O=AN%u2Xk@c31i%=UCfxOg%bIstKC2imNB_$H_L;3rP z&~xgy7Wo+f0(|`e%4Cm=kuJ^~@Wab)BAL)%eynX@Xj)p@t1(&#bk$uE>{f<2fDGMm z-JHLGTIgMv%6s%NN=_bJ^chz*qM0m)TE+03yGGO@aV(iAKN-hZtt^*ht$6+OemINU z-e+YrreL!~Kl_rKoBMd@2hUK(RCcygfXH`o^LpTQc0~fE^h4%#eG7h_-+9i3{sUe0 zcWRVs-KcOXW)u|`ZUWTzXvW;5&|*AJfxcPc^c#903gw-3$%W)Da(Ie@&!{%R@W3P& zoG*#s6 z3`AzRE$*zl3p^u$+8+b55wrrsyOegnB(JTV1T}RdC<=`O9#9cuT2|6~`7!5{Md2nv z_k2zR3Nk{x%79x?1*lE)SV$duAqBWS6bMPKDP6O37f%oMZu{MI`;NLVlE+?5wndW3 zlP~yy<(z6Bn2p!DBX!AoTifCz3@4R57Uj&Ru$S zApPrUgxem=+<>B4MrRmxQQWBy5V{ltYPSqyc4Wc}!tJ0duG>}>bvQ!dBi?PNC62zB6hx)ta#j&7`s0Nd1Spl9y#`FMZv+GaE35 zMec(EB*We)zD^e^6yv*%C)5|{xVgDiM!$h{py6KJQl{1owCp0j$vjt)yXn8#w)HNm z=bDJ>f`*FCB3cQrWPw3Tj2tXJT&bt{Wsw=I%2qw!fYok9yO?6X5Ur`6QAwcbxr?~o z+;b!oQ}XpT)?(Zpf9&NHNAkegbVVr~g*4v6de8H4GJrTlT0DX7w`K&Q$9cBceV_hx z>~5&l0R@m@*|T0qsBj(P8|=F3s&v8x;!xjjAShKi&^#Q(LESQcc5}k!iZ5}N^iNCrUZvpDEWWli^3iq04TL#oo;r+l%-2tRHuIyP>5V7 z&(X_0%2j-i+>KocCAz$xzCsi3=a;Fx>@Iz9uB!>M>vBGE+TN~nPY>L@NYZNY&+$lu zFKb0aW@dOLG@L!>{`}ThszaA{MzqHf>z=n|5csEVw^;=qUjm-d`1;64HX&_U-tyyV zjjerc72TCztkn&^0mR)WHTY$J#jU2M``g851_igFx!Dur7%C@Jaj@|DbNM`gw+kJ6 zkc_7;`{zVKN|F7YAc3dfr@h~)W$^$VxDlBVE{#l;YX`b5|bN@)A~_dZ&*tw~K@0(5kVYzCrNZK9u7}^@9>t$Pa&A zDOs_;p-=A%kN+_1qq8>gRf^WvJAnRspPFcLePNgu(Ge#-tQ6(_W%6|KAgQ@3vmDqB zA7Dj-wR`JcXQ(n}pZ-xPeLgpLTI1Q3m${z^d85GEsS~IA`oVL}TF^={acljzE%s`k z&d%`Y`*qChE_-rpyW?hUg>^R}Ezi}lLWV#@Kg#^8={Xf1JGO49;`X#pxA`i1OL$>i z)3wa+_Z(#_8LJl=YsazsJ%`hQ>A3mefNnJ0WD2i$vW_#n?NH{iW5Gx3l!|D3Zn`K#~Lbjlc(xk3P#azn|% z!C~)6q}zQT#XA83%-B4~ja`)rJI-X9oJno6cxkO>qNwB1A2_;9it~WZ?MDLUTVQJ% zL>Z6cC1ihVBTnY7g!W?Os))C`B84F*y^x$gPx+3&!F(;kWqB*C!UVEagL16>PJ?$! zE+q4~r!HNCU^Vs%;uXcl>b4MiA`5>#5wFl9=^$I8h_wb)-0$+gEzI->6ItEW4)w-6rQ+NGoNByi5CdGpn$(=l2kqM{^O3bzCbI9I zY;E+BrwNr35W^+&!ZG8wwFn}Y`j*U0*+l2w*6?~Er?$%V(QlMIc|IB$BdNJOP|h{I zQetRm$Ou4`fE4}W)n-(DEQ>(2xFxjlMu7WGX#0yz`!wAaDxlh;bbQ9UXg}R0aOY&S z79DgB{Dw110ykHXtKdQ2Ju%apP4ro+2JI+{(on#$*IN(QfJl%gaYoG&dA9~xbn*iWWal5+x~=Nx)!TmIdbMXc zI6H0Z#vwa-m~~za2ZCDEAz`1HRKb9uGn{nVWyZFS#SULfpJ&TWce$b_i9#-9VJLa8 znmkLz)C}1ppYO!EuF~6DY^kuj!o2F1J~r=Gs1!HwNm})-!X}i0Me=}mS5ZO1Msf3MF=*+sV>H4A5>X?IQ6sv0 zDkf`k+;g~Gi-_)+5CMl`5#Su5(1z`5kKMj&$yYaFacBy1sMoT>17DPi>2d5+R5`*O zje4f-JgcN)%n=Y$L!#($kb>+-q2w>0&6@Yiws$pVymMf?b{yV=R?v=#g#cY2|Asow z^a}7z96J|?+AHQC@0rSUj|a?}BGd~Ez%oWje3~;gioU!R@dGI` z))*~|F9!A}4jJp=kjVa9`TYM;O^t#3k1o^yT`%eBKE_{lZ(EJV21%4~490Fn)g7_h H^v?b_X8uD~ literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult20_Yoshida-3.png b/experiments/abc_outputs/err_vs_order_Bmult20_Yoshida-3.png new file mode 100644 index 0000000000000000000000000000000000000000..63ea6bfa0b3c9cf1f9e263fe64314ca140638f28 GIT binary patch literal 40503 zcmdqJbyU=C+b%p{VF02Ml7eE;sHB977^KJ$(t<&Ew*?3SDiR_k-JyguN(oX9rKHj! zHRLcbeCIXy^St|A`(583@AvIL_TH>@ukoJv&2O$a&*MCfeoTl?Rt4TU*(Z)#%*b_w;>xjD*?0wyNVMx05 zLc5gN_G+(cTAaJN`$FY<=HT4d&9N|59DGUS+JHlQ;Yc8Fs>Ec>1*d5ocdKwCt64!k zgJSu7nMK)bZaJ>*#nH6sO+#3}Kg+^jaTukw^%b4fb{M zXLG)32zPR5bzr`Hp~|dswdZ^PXhZP#KNjk{dQ2JTd^Z00drHRDdaeCR(;zCYvN^N} zoBghNOyD?MGURUI4!;%evD(Pt(~|dGRd)NL^h$>uL7MT)_U|uGJJ*MO4Ck!n%DYSZ z*f0ssIfXa{v+-~(YkQ)GmVS{2aaRZXweaBxU2BPY!m#JEGR=!PPkhtGdtaZizG3y* zS|V)0w0`38;*SoM**q(~ShFiEMr>zmIqgBDzUb=w;3Y5OT*>rwTD*YPQEB4ePiDa) zJ>Nc9dQOU*e$t;l#5diUrmAC+Q)FLsXLqn*)rPUmjvtHlO+(Kmd1g^d?U@0$hK(kA z&be?cgLe@I?$fLRGD~$wr=J`YxVb~D-szvJV$^q3bKhEOTz1Ab8`#y;`}wsSJ&gBS zE8G|fN+WF()8e5crw5AtsO{@Ayc6$xM8gTqu&={c_Z`W{~;QsI! z+?ZnPcJI)&J@X6R>*a-i{8&=CBeWBTI>h|;Hx4IO?`$u8U#MMfmz8Dn-uR<2C0uCZ zhuMX>%reuPXIQq}c1b@2~pgYRvs+&24%NfDAx zGgz7r#v9ghAu^j&__aLm)hx%gUyoFeke}RS9}qrOA}l=Sl9f};6Cd)YO#NuB-{@gU=f6?4)qWFSgLpa) zcRw#+YI=E!JwD2#V1>1AAUM*{+pW?n3D3{NEms)2ZS0dS$j9e48Z3tI+JAX@!*NeS zH-CN&<@l`u#oFUZk|+JP_(}%sOAnkT{SK9gW{%#FKHVPrL0(w!UiKlzaF&8Z6R*VR zlYaX370(>nrCoAy0i)txBQMUR!cM9F;oUeFv3Yp=+>6ZD>G%K+*H3Md7FAMyNf&P% zdcmXba>&Iz^Yc#1_Figctj+r&H)LtECJa!V(8@=_U>4Ri9p9w1at_3Ak&$9=Bi z-iC$v%_pHzA&Snr?si#}2k*qyAPzU-3>On)?rGdMFZGK}{CB}+sXG>VmCkWLWhb^@ zd>`Fvs;@8*Ug0}^FjPar#Hr0yzuw}{Q(Bp*2_l2sE|ZUV*ST;5)ul512jLocr^X7C z;CDT}j$RA#sd_F-$=*G8AC12{X|Qj}vo60Z%5>*Bqk(D9w$DsP8s59WM^ANNeab=4 zr^SI`gz%Beb-8ZKjyvT*`exTUa{xz;@NN-5>c)Y)OBHork1e?eW@a_je`Qp=OTYZ7 zo_N9F(b91`2lIN*XVhl%4lG`LMWI!yK{!&%Jsc-PRJx7R`1Em^#A@eho=jTP4zB{E#t=*s$C81T~s~y$#dUd z@zSYUXU5@%9fVyTY_T2Lc@@yUu~DA7!gPcC(N>P;LEeZ+o>aw$h4Rh`@?8{{pF8#3 zJ<~8fR{P>i+)u91)~)4s!>YEDVej&JNFrIYJvq9B3f#SS4T7^)Q6jm`j^6CEd3*K8BW#O7S8C&9qSjBDMe1|MI zi+{kIS7C2GtTQ|*OWH6Qlp+4@9P8~WXk_nCULP^s+3ekVH`w7)JLobzn7vTxSGcmS zH@@82@j)?C!0Az}lcv7NpmV>~IH_*ZP%7>6vi9!XzM@Xw`AfzWd~v7d)V%1rdDX7a z(<`pJK}^Q)?ohiT3Q1u?AwS)8^Y5p2oDXR^{#IXu&stJq$|+J9o5o2s{ne&3@nhYb zCO>Z~b$EBF-56iynY4(8ki#6dG7RCJP`$#N``MV?oMG~YNO#vnu30*zP^PW1{j9bK z9!2w0^siQ55OtVOi$h9D;V=Ga{N{U-Lhi>AF7~8!(|~5bDMP6$H8!Sh%V3SIiyBzl zItM2DSZ?889@vJ~i=9fP)deGF8RndELE4phA7>t#Cw@Jb$yx=-#M5WgEwon&D?pkx z+=))MYT4)b`|-XARTqF>TJ`dKj0YCd1A|5pJkq);B9Ha8Ec|hO`o|59*s&^k`UlvM zy4CszOMPsYoGo+L0wyo;>|yDQ>2-9dpB0|q3F>vjdNmwKv18%z-ndt`Ln1mDjuM7# zs<-V$wB@o~IGlgp3#*Xj8CG2yXe6G?70Xmp3?qd_Z*69>+B3JSt8Z;D__W762-_H8 zId5=3#BRu}4>*i-W-c)YO3Wnki1BzNN}k*L`$+b?hJxDaF^$+1dW+F*x^V4C19!7l zDX)}u2W)#dkLBnE!A##XjJ*CTS(EWTRTYD`H4HtiBd)D#nP$EVMAr^8=;17QMNpn`bkFcr-L`V%JWtO?P~d%QZeOW<7vi&&bXUs)cXUT<_L0 zRL04uEEIOCgcX*r_UO*exs3aCB+=Sctl$)TrC~7D3u7Z@LSQ#kdTs;4)J~eC1zeb+ z`KQk3>twV=E`Iz`j9tUAP>m)=Lr*oA)o!hlZ$8UOiAj#{0WB*IQi}};$-htE)V2Mx z=lfh@q78nga+8NsA(ZfVAG`MYYOkRxPGG+O+5V&WHAr5fx8$!?I1l;kY@dsZm!pw5 zWyqdaor=Bw7vkx-GeYm)(nIOV>OjrP-=i*QPRKXy;F@zp9$BB!PG?F48qV+`2?U!}x;zp5Oi)-r6N! z_OdA9<2EMV+obkY;YALIE?a(T)pUWKt@LBQfyE{!Sx1B?Y;;9xxkY{b_fuMxA2J3f zQ;O9%#fy5iM0hZ1nuC3BMpkw2KKE#om{cliF8!D%SiNN*mRqfrXE5$%T}7BEJKhcX z>5ez6``X{T>&?7*U8{g=JqK-EtulBj>9giVVLFDh zz3VvrC`3+uO#o0F*>CfyRaAX@muwrL`quAOKAWBK5w*z~dwf%5C1nA?GkDYwz;unz zhHy-+u71Fic@mppDeUJFwdDJ|7i{Q1wX%@AXxi?tU}kuQ*)g zmBu`y5y-KX;;g12M4*jnCZs~-4=O9phZGfV;{Y>fQRwyTV9J`>w%RalSu@8~wYiR; zv~%gFva_Xv6#V?^R>OIYGjHBI7J4s3xuv`JSP*})HsQuSY>d)^g}V+gG;GXA7i#Yi zqXfeh;YX8k9@c{||Dw@5^~HsC z#4%>LZ+H@|v*;~v(>4#gPGvExd@Ik!dRZF9xmgzJj<=ZnqN>U0lROkB>t4?4LZLs~ zCy9CKb6*dFOpblI(8+=WLKrKai4^nPsP@!?QUhb_Pj3vjMi|{f68!46WLaz~>;6`0$nG?!+LRMmN^=j7mpgSvfKj%LwD zZn8NX6cO#kLG>9m*=J!XPzkw<)27kWCA{6tYh=@yRPR?;p}YeCY}vVG@)++)QTY~S zdamB|7%^KN!_H3g_g2MbJzMuzb3Ao)Zi&}P-CfOTxqD92-Kx1FWGmivuwf=zc-_!U zpei+>S4Hl0{G;50wSqv~TP^ycCj-Loj+UoiWSoJ}dpB-4TSmB1FD2?z?m1(FqBl_o zt*bjnnG5ZgT+|twS z+^oyh4XiIyYJtqri<=dnXnpB+R9B~EiOGRAf(9`ZB+r);Dx=#+y#fegiVm@qt&ivq zV^U}8j;hAo$BjoE4treEAQOJ@Of~=p<+33vK7e((6_A>D%D)r~yScQ-NvkUcJ(q6- zuvOtTn^Te+Bv>WBQ=of}v>436&n^6Tb8KXv3g5&cTyjkQ!iaE?v#xdNgR1z!au*w@ zrM}XJ%O*zSqZ;qe(w(ZmdMc&S6Br+hf=THonN3fBY}Q?y6C1FVdn)_H_^}`E)a+7H z(m5WVw-o>=_(?LRnW=mi4+lNLs^rR)YQIfA#o%ZbXu7^wODk3yFJIgyIjeLeF`_PX zgQ|MeP7-q7vIYOpr={qZ9f{}if|_e`Wy1U?gbRG+cw~ELJot|(^Q{Tl{;sLWzcSTd zVndRO@}vk<2=h7J_=F)WUMv2N>CuM(m@g*vLq5X+7oaIq32VH#Y2D3Jtik2Jr$A#O z<5FCJ&rK_U^aO{jjK|g%o;{-S7M|@IfgOSj)MhiXG$vPGZCpw!@aYig1z7%?wCFFZ zWarIiX%A&tibI>k8Ciw`)1FwDp?9J`jh-@8dPUJuK|E2XqbzEWiT5G7xn0t%vj|Mr z;W@X>6cZ<-G)o(x{qDjO-wnINvPP%#cmkFcWLXvFW*xdUv{EQ`?H%jBYx1BD>Wfnx zi8ww@rV!a^6ODcdnv>L|pH_j*jhDQCimoobXskGfDXudy_!X-Cyx<(Og_e$8;V}km z?$uw|f;)C12CAHzww6k}--pXiFuUuq=o|;a<{Uq#_up9CulqBYXNXI`-XwDI4ehcE zI8dl9Es?2QP1>B*qh{rOt|=qdiQiH&xZ4-Awpz&$cuIybDKWb+(dOBOf;;vmd4uUn z(OdE7mG@(Kvq-0_LnZ6=PN-Tq@_Y^51`*!kNl&enN#&xaa&ee`IfV#ATD zft_KqtD|!xLc)#b!n|DO=~rnzqR96;4r)EUdv?I*P3&|;`W4DRsYh5WAKn(AjSOsV zOK*tM?8Lj4G@wyU)sztJ8ODu@N{q6UniQuv!P*XZ>sI8Ivj83*y3 zPgHg@4?Fw``DO?KLuI>w5nEV+TBJ;wW1+{jg_pPl z;8diXHh9}M(ER(3&yT`~Y&z~!p1Kynjp66`D;B@Hxj%jbNh$9zt-3`Et*CS&9d-ZGKv}K-qbdkHj}ne49p}>CE-4NP3f4@TVeYHA?mS^3cyMPrAe&tuGf&W_Vi5 zZ2W$Ddakp}Irs%nnAv`P-I3eWUYjdsn)z7j@LDF8ENiO_p1z192fgZKRYn~09SuqN z$m+57#t8(IW@E#w%y}k11f64K*1eg=2@3>Elf{o)ciRd(lUf_#^Q!*I$)(WZ^aI&3 zoeNV*p=~>SS$kkJF-G3t)(^-RoVPIv|3$5ARRF=ixJkBwhu3D*ZC5miAeT9@xu=+T zCq(2Qlr!P)C>Jo@^x`FHT5A=XHWPNvd*i1@ z`In-!WESWiil*SFmKr&17V%Mn1%>X9_#BTcA8Iun5kBh%-2D4ORWnoWR`t6-I^Q;J zXMOni@hl289G_CLYtsH#XaGljeeh&M6VS#O;mK<^w8_v9@$$w^;`u|Zo&rv-vUJ9)jI zS%3cHH{L0Xb=A=zonV)AG)Jwo}o5PcIXY0+s@-J=we4{h! zk&BO~Rz9xD>ad`p`|M-*dgVtRMpI@e6P_RbplK$MgJ2Gu{Wnf^D;8M;TFI#dd}vcV zX(f%U)pQ?oV6cJ;XPhJ-uE44wTR8gBZ=xmWgM@OdOP0Oq?FaOR4s)PNjL%h*R`aMe z73(@0v}2O(ha;jcOZy3E>`l7C?lyLc*G6StteVhz>S(4|SFU}!JacEUE8A~M^Tr5uNMCy1uIbV zBZl)`fsQGk{p}+MkJW8G?Bp4uO)Vg4mK4!Eoh4MP&5M#%O4Kvi(wI_11%+_5Fb= zXr0&jd}@dK5I@ag{h3qHQJBE-Mfk-klx1K2({-I>MsC+j^YDlI7pP zstz>nxZch15r1s9y$&-Cqw(Wc(;1lT0a+dkWA>D$U?yR%ofAaF?@mLkuqk6W@or%M znV8$TApsx!pYElO<~kcdWarf}aQ^i`UCGiQK8nM#SKo!d-HoBwt>O41rPUi6N*g|) zuS_P0YBKXbX|55ajCGYVW=~gGa;-DREqR}>E12fW4rs+#N|Uz<2ZL1nr+J(oeJQhmiL2A(v&fcD(fLvm7}v2+5?Bi@o31>SpSdS20U@7uab z2PvO0E$-{9CJ&70<1cl`m=sH+;oUf+qGWOSF|mtut!rDr!-?Jqdn{zg&YU3_Ho9*5J6f9|hv#`QN> zzu=j)+#Q|jaI~L7XcrGZ`wuMO#`rPX!eRzlsU2X8$7Qu^kubF5z;;EWW%g)ofN^+h zGY8$0T#hCwh&Aj@TuTD(7;@vh4ZR#Cu)Ef_s?&S45 z(ij-LkKNUXa6|stIpLR1B*J8S_iH-??Bi?kTt5RF(}kB#W@6`#$%TeUOhm1Kv?4lO z;_5ltsQoP3ZaC>lBDSgM>jB_NDregrTEJcFJdjArEb)jEYbU-ZoKCGJ-W3NE?=$dnV zkG)s>4KL&2j8=XI`sgL`y2;Dpv)P~U%f&r97UQ<3NWbXf_k=Hen7Y)xBNO^zb|0(l zWl~%K&ljqQle>d3Vnbm|n>iJ^R4$|O8bygBRg=baZ>c0sP6a);;<_EQu>5(*mCsnm z9~a|c=cV?m4|kAWeu}AGu|k$n$Mi#C-4VsHb;FihOzYG2jD{`#3O^c;+nLjt(m7#n z--~tXd6E1un&wlxj7MeYIO5~2mw`hTD<{+MpW>1bxoi!RuX%pnV3||arR|kYmWsH~ zgLjBis=7>4u8YUKq^A;|G7m0*mYFdNOiWl@8Zg>DY_>HNP9UdRyq58Sq~o+}?;+C_ zXLL(tAXI1mCxRW9?X3r*FSX3V(q_eI$ffAjiVzOjs(FYQd9y>69%1bL0{UfLY_7i_ z^KV95HxtuJdy#S!(cie%r4%DxFz>Uo?!)3~g_Lk7P?B8-$0H35WEOx2$bJ63vC`)Kkov{Y}_q5?7b)wtKj~ikeOq$-B zb!&y*{vzW`!RyyN8|yqOKg<%k^Sm_>4JhKOe<8ZLS6si@hYavHlgp&@03BPJD@;9OxL;BD0mp+m$^TJRwka zdi4t>-Jzhm{O8*9>xUR$1U`<66kzBKP{>J_4BD~0A)=2>yGE~-^TNAPXi!1q}(e(lgQ3hF%fMsK}a8|{>#suDV%s@G|pqbiJrMY#|X=M{ee98 zM8g3;;r-qNp$(eMG3>&$SgDew4S7T3H>C9RK%Nj~(O;(osSdZhscSCsy||~UMt7{& z3jy&`Oj4$BX2}StekL7Q`|zV`?~Y^zU9W$rR>!KQ=JXLLl<~}5*S{l9qOiCpB$AB{ zGMS`>+P_=>aS8M-~F6WG<0-{?P%WiM#ziy0awIImg%(6 zQ1oe+C#I(daW1P}VRHCee^tBSgqjq)2L#$vS%*uKH~t2#t5orQUE4=pS({;ChY!vLpT(&w4?iC?@Fz?X@a3-_bq4n+cu)Bha1`g$Yb+y6>jer#l-* z529;*hOqEi$~gc0B~xC?%cf0Y*!mbBI@0P~e=qqBZ#7IRF>=2DcNmS}2miNSQck(f z`!GiK2U$g0o?dmIY`MY?mNQcdp8vnzE3@8Q;42EjqmW9kr6-KUvkWuK-9c-`!8(b93{}lw zLkll<3}s-F^>x9q8?R& zobe7nxMtdMPz=WsC4rujVig4^1k!nW{>}#7D@5Xrj%7hT4oHhPpg+9RgjMDUQbjWS zmRybbUGQxfC^grt!MI-K*HWm%{zJzd9M-@ru)o8Z8P6mQ-QO!S~}FDS|` zDY4Fd=Y}WWP;CR}_0BVZvjn6FMR2>^4jMd7zT_E8f_ah0X&tsv|A*CN~ zHx6W+pcNpQ&TJ!5pY2j{{MTmh?alG#N_bDnFJi;?Ap8Q{&jOQ9VCSQs{s56mFurQ3 zfu$3M|Fwa~T+v0-js(`dZKC~_Irbdr8>1vCjE=%Mc#SXGMCv;?gJ8VRtnoGHnyrZPr#r>z=v8;y5&AuU&v*IZ}d&2!-#$X0lbq$T!=4;y!-H-BhYH& z9Tw(g&U4Yxvk0k_*a7o7;kJk60+^x-k#IOu#^y3maJR$>8O)}EwNXt0DN5XC0ZeCM z&wRrF487u%!+{kbM&R@BC&=TYLKjU&`G?Z1zxC+a@I#P;RqeNSL9-|@v1|?`jrM*h zpKO>9?WD?Me^`MQD{(tW!~8}tbGPY7&& z7@fOlr9iH;sUn>2?(P;LWKSJ7`6*ZIx$DZ?%fJRRPy+*PX{C;l2ufz=;f5>;j`1EHJ{_@O$ zY(GuwvmrOcE^K_Q5Abbguc42$eEFBB`z8tdYD2k;!e(vldZ0pyxERZh)DpNg8CH9Uk5mrLyx7R0^ zok6EzvFr!WhaNZ6@>V6{q=zD@$^R|SbY-Wj}0bja4X)sijMlTfiTfa{|bBduY;INP; zYlsAe*q~!4>)D3Ge-I)pZLN8{3qZ(V*N6k1sK$c_Be0eFOo?|eOv~Fvg;dL6JBq&5 z7WAPZyf&D3SLH;p4NAijP177cTLpKw_rVRBT2aMp_iFe}QLn+J zL6H93xCbEZifU0HcF`%vFP}Fs28bVe}BsG)J3ICwZ zk2qV!7mXj1&uvGUrM|=4?S9X11tFBsq4Td8>3|XC;@RSnchY{ap;h{-k<6pB(Ytq! z!f>eiv)bPr5_s+-EVT+Il$bPD)+4cV8VYjO8`H zO|^5HQ?b#A(H_57D$M8VzB=1$^QN=XV?Eb>LyTa8dwZ`kg{L|75F<+02@m#T-V1pa zA@R0z8SWk1e_fpM;PYo_*2?0d5K}I=NoO4X=dhfQ%dZEK_?TziN7g@erP0c4Bz!4` z2^ZMsOD*jT*TNLiP#9fcbdM6cclD{2Vx($2B^$Urog~2qxr|tdcw`~1$iKM(3{{Lj zXK#0Rin$J$eDF&kRlRNq<&f=mPN9EW3kz-Nv=<81zjvrG?@urg&blEzrO&!0O4w}d z+iN!uWGn6DqO1b-`_ev7MZrqPGRPk4q3qH)6fu!UXy74m-)6`P)qQN4&M$qQMcB9w z+mHO7<8vZC+DXcrXas6@P*l^@wbB?0q4!QZEx@ZW0U1XpqZHK^_`}2L5iEeK+|sQY zL)bcj_6;lk_3*vtCP?*)u&8Y_BfyA~Si$!AzSoGi9z<$452$c&!u=Y&UqxHccjpG? z=WbczuXY@)(B(Do3cNzr)pLDd9X&G*OXz#Qez~(UJmp~?0{&iJtLp7FH>#zt2L)qn zPBLt#cV(!j>2ZDrT4b^l_U=6tsMSTX0Zom+TF%VMRREZ@am)(VNW}^a^W+>AZ@J?% zZekn7&8Q#B#A{9$qL2^LUl07k5Beai;gG@7dnw2;`Q4*932BJR(=RWyofQnQ0~T7; zf@%?R(Q^JUYz^Vng<)BLAK+LsN~~J=U15<-9;m1WJI-{BL)$Iz95~U8MbEsx!QSMs z9{$#k-(TDZ)_7RqFxa7ID&r0cd_F-t8%%1P`35mYDHk8qDK_M4QnrQv?ockzaQ76F z#+B#EIgLL}PQOSi%=8AAcu@Wv6cIV=cp5gzWRp;7(S5$HtKfl10lUTpfA@oY`InQB zCxBQuo%%lY%G15$LLVi#I)eVxDR*}$p5kG20fVa4&OI-#Ef#>rP{2ONy*zRCH_p6q zp?b%A1}d7O^4)Vd${W;K&W!043o#Pueflt4SI747VBVK5*2CV4B7+2=l+u9Tyaf1M zKx;M!W@s9DJ;5_Ea8a5LSw0am!3zziPJtD!4EX)%fvTcwR0O~e{ggkB@krJwWffo8A{(@%8&O+79wjq8I-!b<|60m7|T_ zRkbICS#wU{_Je;7eCq21m(j2OKd(UmZu-BC+yA$0j>vE8p2rkEf{;IUDh-)3GFMRp zOM=Y5%Ly#ztE1~uJ>waPZBWsZAs)4xpl+A0Lum2--!csU$91UuuNe7Qb!xE9>A6GU z&?!eN{r37xrq|#j%~=6rEEy^!(SJ9gWEfU^n>BGqDj{1^pKUF5C!!zctkI^v+?x3U zvk2}|t+JWSEF1vuI1o$T;|WeqPUCZk7XUj9xoHF?95YDIgsle=cTdj&^=$_7m7=u! zO1i=hxt!P35W#GHHzd9BCiV}fLiy+&Sd-_oL&|Vj7(#t65-{xtpnSrd7`jeQ#S?r zIz$jJ;r4l05p$-qUE*!ena4lr$Jn5BNO?lcOS(TQ7_QL1u|P<%v6E$eP%Admc}e2CBhs}Ld`34W%&c^4v#$)t~P|~b+FpE{rVqT67xy&_(w_ZlCBv^HMV#Mu6>Mq)keOm!# zIc5LR)7bJ$=(UdAuKO6KE5k4j;XrKXR75X8+KOcWlhF$NZWY`-U=|p4)%pFaBIn}{~8;4DpXoSYs(^rC5= zIS=OVuTPI;ya7_auV|mmtBwox0HVTt8>MUCwaiq?8tzEF^Bj#=PbfPegWBag!gG-TFg|7H)9y4qD=5BT*%+#-b~<-L!!Pr_gU*ZuNeh{2R>mC$Vx5qs>ws8`)fvQNJ1z z*7$*mGy5UW$ZuHHsd6a=6~2INbxZFE(G(bc16OnO)63`{6a08FwdcR{g-v4gz|Ur1 zgWQ{M1wEkOr4vE)(<(7hg1WGnJJF0Y0I14bBmX#a4P^~5LnN$&WS$B$a%#|RGIkoE zWmB#98KtOKyd*RWg#esWs6~G!^y#C-;v20QMq$(h#L+u)se1VeYR`c`{{OkBFsqr> zH&)Wgd};PCNEOVo-kw2*oe<^eZWuG=^9?uKw0{{*}^7E)XztSCseqLb+pPaBc%& zt{Gki_BSGmVL9c{QdEt-QN$rHOl@`ghDF=s z=d>_X**BPWAmq~g=M~tTsZiJQg2VQVP04)^xF_GW+*BTnAkbUnzO*)}t;Je1Fi9%H zV&XL%s`l9_1fgy0KrZ5(k&~zN&LYCIP$2kd5LKM?P_P2a)h*<&>Vw#?Q}GW+r=?Eu z8|4Px?ZgANPy|`zTNPdc)d1&9u?q*3%Bx(ULquoK6rJ=75<9bHW&Q8Fp{#+?JHY`y zVSLzbFK#GSMvoyHPsZ(=ZOfb{HR5vYITZc1Ym$2)l0KS7AqO#j%;L62xu5w~eIPkl ztgY4y_0`f`;zP!Na+{;H$C?svPT?I%Xg$EehVSKBN3-thEWYnI=(O>nlduBuZggkE zUqTZhwBLEW@j{E%a|@K-l;Sm@4aBzRU8)u5TK^}iFZlR{R8NCv-omOTtj6EwKx%Jp zKMI$|T(I3^gbjHPqf+c?0PSPV8ot11^c^F_Ti$4va0KLVM5!N{zNjw7uNAhZRt?{C?%0F4;tM_0*3^s7cPpLW5jJWx$7O z;cH?vYSc_Y#&wjutxk(y_L1{1h+1jzbz(WiedgoejjbD8heD+A-&iT*prv&>IZP#b zMACR_kyduABfJ0QEExi_?e(RbufKYtfO0Xnd|pRp2N?oTN1ww~F={M?QcqNCKa^@0 zX@!Fie4&czYlg3g41uYx@PfECA%8Qq7Zp@%AfG!zZ7h1OeF)cL zAaBLOUe22LmLG4)RBf;Ie_y7Ec#_P-&Kl(V7YLl`GqQwRGtgTp2_&4uVW`qd9H9ZF z=&mfZE7hz3?J@Ss9$30}^Rq!bWx=9-XZM*GD9k~tDl?mR#ed=x9p;LPTtgHR1y`q` zK<ERW3;GwyXzoa5o6fqad+ur~u<+bu3hT2a zUlpCh7x{6$mZLuz5(D`s5)RVcL0&d~=RpwAZsfYZocT(3@_I6aAo2DrG1R(=vtIoD z#qFmHXsWlg zGhR`{me+sf$kA|OTxPpY#T4|i&I)ywnf=Va=N7PttQ-Rmp(hxq18ehqe6ENWeD(Mo zLU%vbQZPajL<=*z34MoFk+2v>xnN#@7OlPRtyU;YbqsauVVHRT`T;w83F#uinu#c8 zxs?Mj&gmhu?g$OGR|6g;RwF>Dkb_8`|G^W!n*3Y|y2b@VhAg&Wuq|gm8%u@`*pSQ= zWEI*?fF$JCd=esOQS@(uQahbY)kSo5ah(vJ)ZZa(cR~P*-Id>P?LCzdf@=7~Z9TS| z(`i5lpS+LkD!Oydr>k30Yl%(d*J`FXB*IK+gl1*n*G{rpwZP`SZSa?z8jp)(D#jyp z?Zfq3Y#1FHMNVsu41#kI^_MTd`q^{%iy?O8IXLsq(mt}{4bu{72yE=8*||FY^_24Q z9+q04_mX;_D_`s}X*#)@f!k+kZPLo3kyJjN4#CVq)4hz~dRuSgG~Q;9;nLao*?R5OJT z8pQfYAVKik+=x%*##ErLbZF6uDuKpX!bQ)G#ftN`F*}p8I}+^~E+B3c^<6!s3@!x4 zF?j{JZ%^9cQ0ZU|?tENkc#1K(&CO4ciPrhumlTR&HnqZgGZ9pq~R0Ip5$ zgNZ<06r-@8oFVv2%m9?NSos|~{szUt%(V*>Cl9F&iW%1hWE6W$eeiGYx5zHI{(glT zU6h#`gIbU5i}cmQ`x-obb2v3$1`FkWkQ@Jc0(Dsuw$MQYpsPR#oZzeyPP>QwE8aW1i6!2fc~iW4fO<5hlG%v8(1ze$iT=MH<58{+@Qo zk5$Sw4U>gB^z2G>43GRVV4p|m@(6fOb5SqN)I}g(@3z6G66JZVK<*Q&*wrj_B3=f zD5B;Vjm`aGL6}19m*e4?Uc|N46JIWB|4zThE{41Ghz5Ta({*^beZ$&s?LA``c8}4m zY~M?;hF3s(yf6rjoDx)gt?G=tdl29&#s7ufZ=eJ?LFRjX%{uLv z*U6Z_?{Rc4q!SbuY4;l#J>G)@NTxqGk3I#wLdJm_sO|am!NW^fL=Am*1XPePlCgvg!>?Z_LQY4|4t!AFA)c%zfv)m%W?y%5P{~i$-aM zXN7EGFxQ2YpI5bME@J=&zqHSPVLTjU*oBNP=WbpCw-uRE=z+s4SSe8`u^RgKZ5B~| zL;83qac%BW69EbkWmT!AYq>N?a5`OT87jSYv(}$h6-2J;{=&T5Sdja(`}7m`Rya%~ zn7aVl@a59{r*Qpj(s-+!{?9N70#S(X$m#;PkEi59zv(jdK3~+JFGGS;MovrY0EO4m zsK{4vZRST(#5hjMDMBh;eTsAcJTwNf(-fQ-7u%V`zhC zt-2J^TTNxnGcBz<60QJ;0v4_~1_<1R$RyY8gXj}h402${7{}uVe9$z}yB|WID$0R+ z85GPkq+xjh+vrw~g9(fP!MF0T~2st8Xdc%^4>)*!Q#!4DU}gQ|#A zlEYFC!KA4d`k)FG^n%zDG4K!mkNMER_%Uq~TQ0OGBLcsDp%)wqg}_lL6>Wp)j9-Gv zr7u4c-42iqdKhgS440?rH&g=uQ<7d{q9osKAs@vF^tS&}K>mL`_9ojQlM{LC)=({p zq)tWj)5xc&fS?mC+Gm>7Rgh#!t~p>LK(pWHkbsWg3FWPK`*3a&IE;a5pv@G)Q{nY~ zg$3Ok6ybY((a{Jrco`_MR{AXR#+OG{(19B6t25!M0GcMJq1fl~e}?=CG+XHCmvt0x z$>+|fT$+1}T2dXs1ffYFgV@Wfj@d;AYD_{TATFV5i&4+^3bTa$eRsf1oxnmw&=#;w z#=?a&5KNmx4bfoU+DV38zyso}a)!-tmBa}tsB$_%qr=XXqiO=9p$?TKvY!?M#i;jd z9V`=RPiZ92`g?{2Eqg;rGb#E5_H9XPw@>UP7ZsGpP`70GM3hO$MWC@9frHi>uR@o) z%%7ftS%grb4ExGS5)9AyC+xv5M1||t;R~9G5qxmkg&Dx+Rt;a2G)h2vJDE7~Pzv%^CDX*moQ0>7d*?Stz_&>QO+d2F6=V7b;oSmGs7KGC)e#V48U!uLU?^6R zF_Wxgfk0<8)19Sdy$r6GN$?pTJu_kc#TIp=%zSx+0y3iA3}wJ=lQ~EZ+v&w{OSLx8 zp^d_eBPuM>Njl0=LY$RQzD`5&@GUa(YBlaE2O@4a!G0;yRe|YKcZp%Htk;6m_V*nXMy~KJDx3ks0 zGbU%*=vEC@{eM=cHJQ>;&T7IeLjG1EOSY&wLB|xKbyu-z!)kn~jff7+fn%25IkpHl zV*lfYtof|4+wzNy_Y4EftC3M!Yv(yCf)LjYMBUeC`=`N?pn%o|>cYw#a6mVnE)AIm zm2J>SjT}}lxFc?&LtJ#=J7=wkXlnpy6-0f;WDf`;5K{XX&_^F)MMQRQfDZk=5v)D! z_l)Eo51|MOzsDy9%4MPWD(G+T&yGiL?l6Gmw*jeda;7>dM3Sc!x)g(pLq!qyg17zi zlgu8b|AEE4eh~7VUfB9w087hDKoa%+XND6Fj~XA+24|Joa+-= z{rl^J)}|K(3c|<3-B0X(0WtDs0t9Pw7xEG|R{<8z52Sb@X{eUW>glywC=5}rnEwj2 z;H06`n`|Q6LPcQ$@9ThTA#2bIjbi#O5e*9MkI<)|3U+87Y4BB>Z7lvlXbdrS&5`ol zzu`=zaJg!9BFBHGIdARuyefk(akk^I5qeA*hfYTHSd)2v_XhYFEW&5!0QqI^c!hhuC(OX>c67hN~%50)D<0LVS- z-<&9F6NbP4lDag*F^h5RFPe~mP#8J`i!jO=H~J%W1E%)pMWQT-D5*l&gDGvXS@ykX zToO{T{M=+x8z$lX(+XsiK!=}916^?w0dRL<9+s#5uKm{fh&mMhL+gPMVD@x~e7D5g ztLID8*ND(r{g!;78Wj91HM?k&k<$(JzNrtUd92TyK}D$y`9>2#%}&_4{i$B4wD(<0 zoB<|W)f*p1w#>Jal1k9C2{xwi}O@sKM0cVf%Qh_fTN8+&&UXtFTg9To9EyTOeOf5-SSTafnf zOAr(8&gG(~E^|WE6NlECiBVXO8s)s`$=g&AauIGPYye=%an?dlCL9Ks^^)G#q<$Dc zs-PECf!*`uBMu8a;O%YjWz)d8-#mI+=_ay#pu@qyzkt^Kt#6sBxq-I@E*nl+gR1J$e@&aJ9jP#Cs|>y5%d^K9Fm+R*-W=-V=TE^&2iE*JcDSX4O0>$J9aXsraiQ(r@E?DU zIK;Xj_>V2u?aD_{r4qPZGcX1!fW4`ypa0jtKlrf>PEncsP=OqHfDAu9^SL+!rM(iY zB$Z9HH@%5-y(9l(9iuZbtQQ_C$)Mz$IY{640-d>`(T|3z&;{~^IGiamKH3&*!4ui? zWemVk6b%p!h0u|Y9QkKaCMHvWplq7~<)Vy4;!W_t-SJpNVjr+BmuO4bK?-4~VF{14 zi;5^+G-k4r5=Di2H0bAd;N*c$6bTVAvI4qOQ8Ss5O)xX(G3z%?3dW&Q8LcqZ6WxJR z?EpLt7aj<|UHRb8-t13RVf^~VXO1FE@U&VN%mM>Yj)PJFn>%!fZc`eya37Yl_NQiv zkRvbNhl>Yl(z${(d`{j(=U8QOtHpjs3>~t0k)tN0PgO{trm(->Lpz z)BQY&R$F2Dff@)6vi=sxjf#*`CmfUZ799~_?!pUe&V3q%@|kfYjFtg>>VzEet|6Eu z5@`&cvgR6xwu29R7r!QA#25GjAnZfKcBqD98ba9K`&$k}*^e4icnw93YJ3ZU;z~Oi zDs|r97q~?ONf1b8sNpokKmHE~AO4f7=Y%kPdv2)RWuW+tPS8Pp9sZ$k#%JZ1ZDUed zx|9XA+F)-K6+ax!_ycL`sSx%)|0-F6DNcnR3fVzOs~KRx3@(m`ZPEwQj)T)6#G0Sk z{eiw8x&7oL=TSW%ace{C_&i$Vm7pG$+T+0ur~HrS8+3>WBzv45p8p?y>2?aEL!7}z zyndYk7REo+(20s1+mbIA&n;%EVny86!#PF`M`0UuFi@0Mh8G-og}=(IegS}P;lCx1 zL2yD#xWe%Q^y<2SfsJpb6ur>-gZ|1K5YwjtQMasH;Quth0$0vjN45x~>zYv8L9O@p zX}r)pc6euEPMf+!;@@`aWYEuep`3M)I2B~xpl#-Azx4Sp zOg|!{zNfkTyyuVf%H-lTI9z6IRC~4LLw~47n4)o8oms36nSQ0*?JImy#P4YvR0wWu zpFt!#>F-;_^Q1YwFDTp=NT0t5K6#SB^N9O98%Sghe~MZanZZrXPGVi23C}#Bi13Y8 z4|M^i5!faD@R>%Y9u{L)=N1Zak??z_X5@hNumdB+Q^)oHwD;xVShoGTPtrV(C?yev z2q~1IBtsc8Pf-b(A|Z2n-!~E=LJ}IxM9MrDk~w2#&X_qeWT^IeJ>K_Qt@V9tAM4v| zA8YMn9lO7p+|P60_jUb-^E`j&RUwQ3~eXPI9-xAFX?*llB2 z-#p>OfvI;G^bEhcn!M@1(5W>~rTV&JTudzjK~s~=+!tUIEyeY419JzqUpU>z59qz? z$bj(rf1`~)*K^jC?4d>i=?Nnb{HzcTTp%;D`Xfy2vN&B7+t zOpPkYF^r)ch$|(yRnBYkXSd6;Yk%9mp`MgB{g~F3Cq!f&0!w(6*w6WtQnrxO@68!u zDq(Lo#$fdD?g*5cDfLRHdYbn=^K(MY7@2rBJIW+hryJVnTg??H8|7M}=zKTS5#SV%kqNe=MZzW>2 z)Z(p-BR&EicDtSNPC&s9U%3Ey>F=wg`s&{dT1{%j@CAf9Y~3ieJkxc>N@jU)9%1Fs?c^k|z5Q(7lP$7^}*zbdY+1TI!YPDhJ< z-$#NIPu>;u1yLp*Gs|HwGLVN1-F>@qmQZ~Qvg=w+OAx@w0DC^4IJy7(>Jnr4kO!Xp87aCPrf}N4dgbKR> zw+^EFOKVNf+(GnT+^FEdi=*O?eMUrLGomNAoLepB{lymfAta&_>n4a4$2raf1A%}e z#a@imWro%$8Pigh*U1)IvFn{l7m`Qbutp?{1nJJP&iOk$Z6COQb3qM59FMCDtw=m= zIpo$$t|pXV8V8|V@A-W6D*9{JvCI#Gy3RG%Ps|0TC8XZ*o%jKAvcdVRQOMUcj_7Tw zTh;j>?i#m!$aKRf5{dX(+n~olA%fWVb|TV)eYAi4eCGtIKA7B}zuoQGT|!-HY3iRT z2ev-C^*Dpq>Co1=`#VV+`}Irld6U_x;Sjn34K%+YHl)_Rs{8303bl&Iy87`wC*RT! zlkp2Omh=nnvFVuMz6vugiVj|CEoL$9*+PYV(6Hh@BSoJ3b^iH6w@7G!o@r94h(`vS zg(+MfO9Y}oijVm)UXVPnb&FNF%d9b}eyl9%3av5N^pQl92#`8yH4V3;4M``-lk?@c zKj$)i!EvOGx&+z6#`VnIq|J+8)WtiCm}w=R`R@3tNb|IhY-@HNwR^y{i7f4?_SG9G z@=3%|m1!-;0Mv3rd)@5ow*4qx-(KoIBkx0M3Ze%or`EP6r%Fty{R-uh2#q+oz~8Fe z|D<_2dMb%TWId;x;;q^d#E@C8sSmGK1~M1zwl-vQw#)=*9s2>4T)G)XEr;h6kynBJ z1PY^wRzpT6BjN{*!wK*(EKy4t{QsyXxPpK>cyqoZ6E7YrkYLLh{bNj>y!hwm4H6wFCJtGJj7z*;s zzO4Y?GA+PiL6fMiy10O7&D^i~SNEi2)b!wt@Dpd95-3}mSBg+U$f;)o60R%-oI3`N zBqd8=TBwc*VKW5}KxJ~F%SfCa3>G4VrY8?a}?2V82RFi09pMurje zO`olnhi_OIO_kTiADA|Zb7 zRn?;<-;T0ZV@U@lh-*6EYib>({!NS(MG#Kzj2}|(X&lp7FsT>VNSPXZpY)3I1rhfY zkw?u~zfU}?jQacQ6!A6BxY9Llt5X7~H6RPs{L$a z%iB+{3GF%n<~YxZAcQFRD+`^IGCFS`Ea!R|0cc|naY;6}qxOM>1W|P*aP)+y-u!N; zl-RxljFd*;Y};(Ud$|sx$Jg^nuX3pPuTZOIgn$3piGJk(7m~5WpT*$B-oiI+`HvsD$-K#w`0LJ#Xhlais3R6b0uLl?-W$CZISOm~4TP zhHX^YM7xQOJjR$B#FB~SSd-QO!-Y5I%{lqxXA}p8qqp$^ zn9hkC#pVqsCgD_7FWitL2=z)V*8u|p2BNZk1Q|-)%60QPc|57v)MqLX4IYZ>QiVY& z9z^{s{dl|O$J$A0E)$~kg{sAcp@P5;48f@m>?a>wpY~uCMM7l}q{iO;gli}K92uEf zOCzB|ODy-PeldhvPFzi0Pfcei^aOt*-oZ}f5|owC7c`0QUeLOdKmVtZ8{{04Gi_jL zf-i7NuB{IwJ=Z8TnAKZS=%LVUvKAvBwf6?ta;bMNkaH7p#=zN%E(8*@#>oUiWT2!sdlg1jh&Zo`02Q`m7jlN=x7#F-AiCt( z1LanpCTq+B6Nw|CzKszZ{v2G_T1A1?GoK`d9vy26iHIt(>g4kj8CBO%*snor)Y}EQ zwR$!u^>3F8Fi^n-%KoSNtIkqizvAyEaWs}DoJ)MbiQL(7JUr?keK$EFI3#Iq=XWz(vqu{lF!ylu` z{P4PI{J4GH1}Vn7hz?I%=7K^%${0`JG;s_df#KJ6N?cK~ z#;+L@FoYl`58zr|3(80%&k5B)c?kx3RfRwOv8fgfV=%$E$b@dB7zz&6A*!gbKI(zi z5Dp74MSB|qlYwq=|T;$jy1`RYV&Id;x&`Aoc0u(UiVWF z)Ku+i80QysvzH5hNl;|1_>fdKZqK{yTq)QofnrfY;)s&?(j4JKo(Yu+6GU;@*QK#2 z<04QCE{lAEkq#-ZTq5Po_>qlT9=J|LU}sXZbw295p05{<`H~E6K^k=Bp|6N+{7ltY zAb;u0c~I9A+4A_`k08r9d`jyWIRL1M%wdCK1<}2>cX4)yuO#HFBhANczZ{Yj~hm=>&MFG z3U5!+%eMxF(k(>8vTGid%=mB2$s*vcB1vaJ_&e3%Bjh>MKdFj!D^hG*P8sA!44Xh( z7EL^siQ~&@5M>HvD7y(rbRAMybFVX5kFHaX@NM5fID-})6KrJbP=-&+t%1n|erW~% z=Z;m;04)ky`mH;&gqzCWHVp_W0_FiOk|lF@so7*{P;R0kIfoYN>lkrV|0Tm_5UY(Y z_})HiI!nGE?C>CG2aY2Pe35XMze29K-|NAoN<6xbWZ=65#xS`?Ei0N*@qEZcWj|4n z5Mzs4GJZ*7E_LXSdgKXsXG}-RuNlclB2CfMqh=cs@_}Ta1mybOa3llkEWD=&DHcQQ z6lyiHZ7oHjV$p|p#^gpGg)Vi4pw~8)N-a`ulFUaPYT+jTD*m{>o}+;JyYh|H=plZi zp?-abEJ1?*6>EtKV0?zKXX~_yh)D47fV25k;3jH8I{%WcJpI5j<5rkcUQwv@t+h|?p z*Pq&N1$$|ziPJ=o@(^M3>lLo48kNX20Fnyvlhn^`ibokjOs|iIw?mc{Ojy*D%~Bzk zwtro^mj1w_Uq6#DMgx%SQo&n}_yj+qNxA2~ME&-syel6GYbuKPo>SfN>i76sBkHp^ z_-R3tyDb^0MI<%*Lm!)&Wq}YuMWMA&YAIv&UyanGbs@@}I=sN(_$3lUo93w7Lx7Ru zMjjM_cS)W*P3FW2EtQ2np50h^a?+d_ z)CuW%Qdbn4Fo(vHaoadbfJkV$L`n1U>`&S%KQ3+gTT*7L&$oh`BJf#s2I;(H2pU9o z7bbJ&Rg#SGtVy|@)bRU4G+w(Xk&u7Xb^53^Zf4<2-v9Hf|A)J3Vs=9u@d??xuj(gW zWmz-q+R9X>lgt*1Tn&mH8BLsgfrr)Ig&C#HHICFEQhcU?@;osy@xftg(RWilmGTA6 zbxfliN#q5qpPDS{KpUj|EQH#zF}SHNv@Hd+uK4%=d}&T2PA>BwzSFc^(QguUXg}fP7B5>{QFvaTJ4bK`j9q139{ov2f{y_Y;HrfD zj(U_?WPqA1IcjPau}-T;lst=f2Qi#~4hXP3Bli>?rf=Sc6DuXpA07o`}HLW)li-aDkqvHe>pMhRz1DwBSBY`|MOQ^-c+(3L&Dz1iLtRvn2K-LXZ7OoIU*jP( zvAd%QZQ9rVnDu6tDH!GXN0ijsolmnaL%MF(XdVjB3S$S!B^Qk~CjO3-qKa&R{+JEa zMwYXha|7m{z~VVHV@t%Ni+17G#rf%JT8rb|=JZ@Xr8Z9*bRFN)F~r-$I?s z6(3tp(U$Hx&{*oe;;>Jp9|0GB#p{-fw);?m9kI7fH=Y2SzjNbx!|1xEGF)(mx_nc1T&1MB()&5$iv=o>VxrDkgrxhOYn@PMMYD(5 z?XDgrFlz+ByuNaB3JFm=_6=j`Z8zE5m5GPUR)EHKCNj*n5$v|#&51%Ho>o6B|9?Xu zVaw>&wJdDnP52I&eVevFp5m7d4>|C(E*u z4Q6R6q!z$n42kxaMrmE^K9N=lAejM~2^}Er8)TGa`G<}204^Et6J=`87aq50!tl(b z#bNq|*ynUFQM!=qzdLU!2f^(Lq8P7r9haoA8Ex=2Cc@0V1_v}2p?#mSi3b;{gtV0M zUB0sk?f7&dwJ`qxsO*6B5Wa-NZa)v%WKiW*`%h5>*N_r41>p#t?Ty12q`?Z+p78K^ zT$KD->OQofU$3nG-U{S&{0U3LX6B2r3TMU|eV0q0TJ)$)5TEaw1{<*`jqkRV_{NdQ9GF_8Ub-mgjCj0#6p9%{3#as zNj$SIL^f*-PeZg*8O>rhhZ&L(ty<_(0@5JpBEzm!vYzbi+gonxC*O@(&sBLC6Gn7V zguquV1lRSDI^*t4KoM}8PPY${C`slE%Y8J1xX(7_gp+l^p9L!namV$qbXFIyA@*ow z-h-ID;Lscld>G%A+-f{N>4ONoZtgo6S7ij{tKW#Y+@To<6A6*`o=G!0di|#(bv70E z5xO`t$^pvi@fPQRuiFBPX3+PAMtldNuQobKPV}(Xu$T~2J0S{g*(yNqp||Q?LgTe? z@ASl|Uqb13Qm7EkV8|}D_WhY?8S1KCrd}>>Muwgzpg zD{m9=bGFy8y81fb631Bfekz*u;3!dw)Yo6s0cJml07Mu~ITFdM|E8N_X|>@8k@^C7 zGpih6ArE4|1Vw{I4JO4ps`Q0UAx{9p_ap2ZTg^3Y{EKp7`8@YG%BAP;EpBLC<<@hK zr``P5R7;HAeCw!75Vabs-|Fc~KJ0(anX$N;f1+rkVgvtU&ddG(_b!e{@Ly2t|937M zV*W|)@?bHI)S9p2ciV)n`bs?xR-ycNeyKl&ga1uCi98bVyI!!s&LJrwdg{{r{kv36 zCZ;cA28JDXD6L8=>`0Z~pR+Z0ZS2kW=f7wb4f<-GS(Q}W8&|QMtl%AoE%4N?hvxzk|BO0mh#8e2_S&Kn(&(4b9Uq`14S#6qZ06*IrX*aU9Aoq>HS}**GW?#7;wYo<^>u1Ki$&`*MkI9&89N);)99{ z!q$IudU(fA(^1h!597v{dF#=;wS^pTJ=njua*5=*MRy-(?=p|AQtDB>*`T_1*9dpk zuEj$uZ|&NZ%RQQ$_M%t;^ZHJ61^q+T!>1XN^C;&)Nu2r79$v_^GGG$)Wio0?^1)t$deUslKZ}=IsTn zx}_)4TgU8{yd85om@gI#Rt(LOl`&twSWW^fl?WAaJhY*j-u8C!2U0EJ+>k_*hPcR; zTR0;0r8<)>KfR7Ku8ZQ}<5N1DX|<=#8D+=F!6;%?^TMz)t}KWr3GDLYsgc&f-;KPw z3&MvrRaEYI@A#^5wYOqyfYF$4xLWVZ=fMwSl1J`zjCGf862RDBL##5pDoDHlPIc}r z+qT77^;JE?9X&yDwm8*xSZlJg*pt@BfZmNmE#dx_BX9-1Hg}ZOHuQVDbP#uFS-4of z_ZSGVc(f)WcdNJAdP-g|QGjPlLRUkQUb|E^ed&Wmlw%ybcfa;EtjL-CT*LCp`H5ZHlXZMYgXzNJT<1gjmzI?9F&xj+Ky8; z4=P2=hn|~{knw->`Qyvzwvw6@yR zD8@W*iR;Dk7n+P|gNi-rwoBgLe1&u8sX#8{1dZg^J!6N=n>Oo*!{cXA&_?Rh>zl1V z^3Nn_@OI&}a#4pZ=iD_WjOI^BO758reuG~_O^0ss0{k_Z_ zRmDDkejpW$x!{$3eY;0XLJnIrPH*AS)!89r^+!g^BE6y~VqH>A9U!Vcn}>^CPs9R> z`hm%(Scs3`Mkg)y3l=xpwWwhGOQY(vL=Cx6;RY?;49myOB3sWtT^azTI6EIciAwKv1Y?1R|W?+jw&LW*hE z!N+)kG3f6Z?Y1 zFGczI_}+ZUKt##18KL9WIe^U2*O>O)f(wD|{q1lph^+5+Sm=kQhCX(w(kQCLDit?P z!BXb37`GpjUYe2j#Y+)pK}W7#?!v8}1V*M`l);(exz8u5^IdpympMYtm9b7q7K|^> zjy~9@%+`hFc6pe+)IXTtNcgN6LJ=qT^l-D07d`K5j?zyY$A)ESq`36*S{xo?#3I9H zZ{Djv-o23d1W%CHB~dF?cHOm! zn@=P?waVcy>#h858W>P*Io`ZFBBrWwZN!zq3_dRzH-6@xH&0r4Bo6(tI`-b<%n=Ut z#E0D5hJ7;JoHOUH1=+0H%Jr_CFGtQzr>uKTCwL-m_tF~f*UjYZu{Ibjr43xY_%Qo1 zGPyH(an*=#sdt6lt!gg@{s{$!G|gD0Jq>xzj%ULp+)gVR&aGKLGlgsysM38zT6XB*QS9R=_HrYUi zjCn%zPCPhlak)4qo@Z%_=a)lkzcU<>nG9ZZgXL)xG~tf9T;{5nH*&IS!Sat2Fl{Wl zv~JJkNcp6sO?yVtYNUgcKbL>IyNX+>u-43?E=n$5Y*X5$n&a*4=1*8N&MP2+(uU$i z4um6asV!N#`FWy~YLafN5z|}vAtkCMXgm&Tx9eJS_Gn8Da%O@-rj^^h(q@g-D)Z9G zKj2Y3V6gARoqNoWrz-9;yi}5&hk_*~ujsyim9!6?OjMD(?S{5DkHz%a_lffFdVaBX zaj^Kw`UK6ofzs~y?qpWaJ;r8y{x=X4-}?-EMx42LF+w-6#LvTW{lob!o_StO#_k3* z8$W&MdZ!au`XJ)k!J*RJyh)1h>9=3_8Qj<|T=NfVH!u{Jv1Al+P+9lhQnIaMEt4o? z*P00||3yvz9Yc?2fN&maPjw z;1t|Me**aw#YDp(q^4c8o&niep!b?cPQ@62hnf-wk$0^9ah* zbPgbg2s?`+{*9M*?SAgm5Egtf(D-UNR@@tnY0O@-=;b*%oDDf--q{*%%WE($$vDet zyKydf(W_U0z*@L`&62@R6h_f^_oO1 zOmT>mR@lI0re6iuw-heix!NzAelzI5$ODW7jA0xtpnv&xkv;)rXTEE?$b*T+eEIRz@mVNjH zw+_-!c-7V$Cur7-zww**1lfnc-f=ZL4N`7Cq&gsjLuiu3lFQ)57RVaQsi&C9-wdOjehgo))1#p^RAT$o) z-RV>6U93IB*4-~fFCORJUntl$cR@URxkcAIrsS@{>ebSDPCLYurWO2N8_JcT_9^*z z(yzqtgl)R_MU+5Y^XUdXoUDT_lD zd!&h>mQ0LT zVb8JyLl|De-HfMu=~hQDdfbuZcLD#}^+GBz>0;GG&F`PqU01}aQiCiwHqWBwiDVZ0 zuA%bQsS4hcbrCZ9lM|kD0}R1>^qr=9#&n;|8E08+{W|#<`z_Ne@u`^Sq$}6i<0By< zF?sV~vUR^wXv@^SlyoKkbZD4NV7DRscyDfe4{z{I0l_^zbC06Ou0lZ9s{Bq>XO&Qx z?>53hO?L5%@A5@R-pqPtcVX2DYwMJ-7rKU7x1CRgi{^3*atCs0`o+XsKmnJWIPymR z-rFsFb+E3=aakQvp>eQF%I%@d-PwqPmL1|EGq-jvx^IU@z4c^NB7{+ir-lv!QB zXK`*itIUPQSEMxkvGM#YB&3)2C+TF?4wi_Qc@>Ml@o}1|@@MzajcQaZ`xGbQKdZ{; zn8M!e`KltAU%y3)x_sUzZ@N{zdig`V|5zL*p-so$8GmMg`{T8bFAR2$_IaL=>937^ zX3!S?yFZV9P0(1E-Q(&_$vBN~zLs{DmQvuqPR;5jC+dw?!;y`?nskLZyL;D^a8G!b zfBN)^gNy4l-St2%4GbpS9C2GW_f?XsZ2hUs*Bq(!QKy5S1o^+vNMR^n%`2<XW{s4oi^)@HntVY`N^{(^!I{2~u?MXTtil38C!pQHDcnA#!+w8{kI7A-iFpsg1 zR(7Hd_Tgt%GUHTBc;^v-;wo+x9e2#}n=AL}rT>-iwnc9Ye*%^?4h1Q<4{{s#*`&#d z{yK-fUjR|}M87=gw`$^G5yjV+->8ZnwN-6hE#gh{Gr9z@@(y#TD!0?|=%$RcKR^F_ zp5A3x0A02Bf*UwJ;PrRSWz|?{#TrZu48}V+j~+c*@uKwF)Rl** zty$t{pk5UwVrs7a1uWj@tWm{6IoY z@3aNib)^wSp+=H__=^6P%$GI^kfUVV{6Kj)%jW{2Q^e@H6)SiXb#otdBq!?SUq*j+ zaui1oTuZNFdUb=jfZ`{Txtpi3@1H^=UY z`zhJn4EwLW{RXj``}hr5P&@K;Nmae#vQT_!D0jB+Ff*UmN3P0Ud$#ypcrDDj2AGZX zRK+@#ako7dIwQV`!+aA`CaX(-7#`D>A`)_x)ZSOZ>sRBh@BN@jHfi8+4&S^Y==`qa z(gQ;F%J(#BBje{$%TKx&pcIMEvKfr~ZON*Ebv}IlEm+o*bi)t~I?iwuTu$CA;bQPv z5i6_#HG<7X#oLXi=HI$=f0W8ADsv%i)EH2R8CoUqOxy-rJFo&Y_#29+ zf6}}vZJw$)-65k*I=J+mr`$416Kc`rsD16LRtK_Crzc2@z9sPfw5ndQcRmWS8P8j{ z-brKtC9}V`L_kYsPpN;2My^9@ zd5QhEFOPSM-b0&D>%(5?he3*SI$72pVooc4B$W}?Ym)V)L?*Z%e_MfSL&6=SdBfJr zpC3s_^RNw@YO-|jw*nb6M_Zr~oFfyTT8*fcD)&3}|hJy9oFlqExZH*F~sP^i)e^`QsaKQtz2cGcu5ZF<|H?#DLbbmlG( ztdEXZV8ZeB%7DDQ1r1&nO8H_B3E8Mkt2yt~wrk<4pc%X-#* z)hnLl;o$mszI5m{EkqoKFrlP9cgVD{qTe>fbE+?CTGir0Njr%$tY0G5K486dDu5%> zbXG?0}X`_TRVdnvve~lQxTPHx;g< zP=21<_$NyD??ZRg|LS@NE!V;i{a-)>|IaR2-~sYp4~UoSmVHXBnmH%Kou`6DnKGfE z%J8Hjlr$sQ=q3Pe@uE%&e+=Z+KN$d2K=s8%8PZw`T>s%TIY0ANJe& zFFRyEesL0}88M$ff2N-nbNZ%;Dp4Jfn`|ZGDXyR<_u!yRL(CbLbA6BquJ`&(pifs< zhJ%-UVO5?j|05Dn9Dd%%_G>&BA8txLW&ZJnq+BqcB!Q(YpglN)4o@WYQq7aib9Da9 z1#ag*Z^s3)|GW-PgZT}z#}r*|jpvWF@|-f`G?FiPnMb7Sp?k1iS8(gr^2u*w`k|~& zU?@Ayp!;+ER~R2z!wa83-d@}V6Y_WEh^}f#@3)fk5S<)sb!PTO*b?cos>jAX6A`;# zaC2~Qyb&$I`7Zq5w{oaRM=FHt{=9dw3*72Z&DTt;p4;1i&Joiq)vAX=fJyr&l7Uq{ zYfL;lXe}nhbXBb#fWjc$rZk_hORQM6s;=-!WnWhnR{`IR+X?=CtQcf@jF=rY8g!M| zc&ngUZ@}B!tq>U$-M^JB)YBnRV((j#Td+Zcgu-(6TOpZloT2Lluc{Qqim7{!maG_;K%UU%+WTzfe*n?o<8krJ?W4s#P*X> zW;7pa_Rj_~Z}F$o1k5qqYikHtU;sDH* z=P!-e=Upo1UoUvjKMD)L<7FG;ESJcBgO9v3Mnw58B99S1*8=80pXO+ri0Ma0zrhtH z&JlFlW~gm}0i;@G<#$CeZrHFvKHa~Rk9A*P1!>2xA2O~zv2KU$$&J5bJR?dsP}ieM z8b_dOzSyg0hw;z`Xj8Y23dpm&FyRHU9 zb_oVXxj$RT$dcbWHgamGxS!Qff7$+EEIJO}|hV5Q>-l};{_N{aB4mIX&IhqO)cacWYrvhf34SBKvp*T!_ zGgLSdEPi66ed0z7@7y(A+mCZz+3M2~cu_%7HmlG1)_R($Br3X~?{46h9rx8lLm)lR80!GOY}9k6!6KkqYcXuvsV1 zNt2vx@ruI%}cZln+HPB$BQH3^ctQ(Nxc{Jdf5=xi$MTat+CP4ov+5f~JjJ zs>v6MPl!xmK1l^mfD`(d3OZtfVK`C`%zi`Jti*ECOY!jK7R4QT-QEB_O5N7IYsW5Dvy`z#bChRC^b*a9XnS#?la-~X}C?2<9s&wBKJ zIbrjKXAu1Afr4AV9zkXvz^K~0!zGWO`?21ebxCw!lYL=^gf%N@^@F6Pykd5nfqD*P zdk*@Fa524`?(T!M;WRe8^AGZ zad*$Dt*u{`Hb#;jo7eG0_DjLV2yM~^(o6KPJt$vXS1%6ij`fw%Vbw%+YYQ!97sCSQyvvP{begWAc!;-wc!p0{f$F=DIc3+2-e{rm>%x6e z=PW1h~xW^U;i9qPW_Sp7s_sYk^idZKyhmF`dd-ovCehIhUETbB;`*e9zXZn{{lw4 BWx@ae literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult50_Strang-3.png b/experiments/abc_outputs/err_vs_order_Bmult50_Strang-3.png new file mode 100644 index 0000000000000000000000000000000000000000..ed6a68a5fe339635282b1f073fc27f263e572764 GIT binary patch literal 36637 zcmeFZ2UJv9w=TL-Q5#fD1d*WFCZZ@wvLdJ;Nhop>1j&fxjIDrzfC)jOD6vSAGlfV{ zvJ^o;vVda9&weLoc= z6^3E^Z{E0e8^b8!*PZ2icf*VMk5(6W5w@4suvf7$v3I)jz!;OiV}IY$#@^D*@PwoB z13NPt>r33c7r2EuPng=<-?tOy;j#Mr6Wlfr?(uxmc4&mN{C59_rX7Z{RG|MTteYLg zF)Zlm&1+Xwog*iE_LLCYHYK(`->#%Qr=fZ<^|UeuoIzO>O~ajH_7=!*bej>^c#l$aH3|HH@slajdn<)*Dt&jC(!H9Fzg_D zeQ*ogi(W6E!FIumH`9^--4Aab5uN*TDp|MKvGY!kLx+4@x=mkM{8HI+uUm-q0lv3} zgrJ>Rv->V@?AECrFXniRiFV&TmV3nBOGYe=N^BQ?^0*tyt=qCO-xSlX@3m<^_w{Td zuTiyXQD-5|>T$Oxqjz0Jmw(ui%6HP-lHnjgHl71N>bCC2PFnQ2zK z*j~4`ZJFKh#^kN>o7Pgd<(!2Uxx}=*F7_z1N7iSFt=VAvFDL!th>8+o)K|LjJcNylZcOQAYvWoxF&FM!b!6Z- zS1p=IFV320V{#t~6udp%TbkIpRm+ia3vTwhqw7rnr_Sx|D=tgo-m-disT z7GFCjHdDTnRCz@47F>yaUY|vup4j1>-ziRDi&|#!AuVumWpr*shF3*tBTdl!iomEOqi3*S_Yw<WK{TcP@%F6IGj-;eW|Dy{WxZ>bC0z#)np z=>>-49U1!J4(*!R-WT*}GD_xTm$ddCqT8JLOhapV`I1qu%c#5@ci~+v(^#JtCcF9< zW$V9+7nZth5)Yk{xqHVzG+&vEIpbAIdQt78{aiP&y^^H@J@&-OM~q6BM>Z`y=ydJB z*$?>8x4XFP+w8H*?~x6$x)*6H(`6j0n>Fw}XVQ*WEWKdR|Mm)fo7}x92Q}f9{zq~l zw)h z_=twtS`AXz^aSJS{d&uoPo15Q>* z*RXoICl{rqJ^7eeQpABjaq3_y*9OOd^&Z!WwCoPa$3vyAi{_u&FJ=b`4L-@~^IUH` zw&k-r62YVE)Z?IuGyNv9y{bqfo^t|b0H!L*$(RXmhHh<-r)0RY;5ByT8Pxh>-T0$elO+R~J^mRY7yTbKO88HT!+Mwx0V= z`Mdl!BzM*C0Q2pRbX|+mrj-_2{R%_tgq7jTz9*_|H?|)iQ8?%E!eUbPJc+OHN+uO0;m>ZkT*c*;a$AS!^o{=QHfrV9rncNY4{LIBzZ;uetAd zkR*F_D9mDk2}R!N_Ey6?K93FvpWDxH;e?xqj6{G(C9Jb$OYw@eThn&OtvIb&tzr&U zP0;(@^wW^e%cFJIHspOG@~hy3y=x7#Q)+fNSEaGYQG?5cU+ZzufW|+!Upw^}kGK zMA^GynFXVhSi0O>T#auX4#u56niBmP;<@e%0m%p)=AE3H-6%Z!^pZ&A{fgh@=TE3MIB`d*i*goEX65D?t;`JgpgU|%)6O?bzXS zbaPHh$8$V6vAz3OLEqrgw`d5rSu+#*+ePi&BBPOZ2@|}9v(?AtI;Q#vULP{@TW`yS zq%UW9ZCZra4PBmSj+H9)a-01K8G}B&A~D8OYo#s2v#o!Vt7z=K4@|1`-fl)w=lf>s zu~L3?(awWUuR^r8C@uZ%$eGrHU+BrW#w@4n7SsKLkZu;;vE~j7%x80{JL6N0eO{*t zhtB;^l#9LX&z4BZ`VxVKQ_er=Gz=aJcOUm^IvuKW+w@D5#I_DB?^9G$-T4{wd4rzO zo@=DZRrYB5CL`@58Ku=rDeqwgXWK`?s?TklO8B+2L&r`&RxXs=LHukT55avPfT!%7 z?)J}Dis{Rjbs#iQL#VKdT9znnvdYOU@W?6U9=1xF&hkC*t?U7Dp3x>%uhg}zcsi=f zp+i@Fh`;4cq;2)FctYvDrszu^Zo|{m`wdVAcb;)eC&ve;(`lp&v2)Nw!f_?4|y$U5u z=&1^>gj@V}FUG@>v_-FNndzTH(ZwF%jWrKim#vPZ3a1qa4>4M#zQAQ%qr|Clwv9k~ zs`V@krpj^|d3!cxSAhPY#QJ2mneX#!K60u#N2@aWmH7|1;bPq9ZZe9yJLe6KEcbcE zY^~Htn2bi*HD2DICn7Fb^ZO>6FH3bU8?|Nd^o>Wa^S3Q*g|pClD@z|txfaC8&z>TB zF2g%jej}~w&L42xJ%M|-3zJ@o%vK(e+YYWd$L{{V_FNZzu#M^-8GdakS_$H%4i!;9 z1}X~~%Wu$0u0i}^E1zdYSd(rwDBC$FD2QC%qm zNEI&|GbTk?ZLrD0|46#PeL!6o09O|Kr=<6R_{Q(ckDWc39KYWov2L$iZxi*Y>abJ2 zLCaxj6hn_IR|&vfpE$g^`Kx$Z;nek@dcADrV@$Y`%wT`21!qpi!|U&o+PSpu_|P(z zD69(1GCuW?vemfXTjiN`Zplo_??9SzsbDF>h?advruAvW7L*+IR9$M`A5jVDxTgDF z%LR~9E+D6fbquf;=R{VUNMQGcyCiB zF4|jTq~HBqW4}|kRer2jE?f5+_Gd(oO}1WL(wJ~-iryWUOVFi0br7wR~( z@3vi6*5z}^#aT@~naHu|;7&1IovmS=C{b|1=`uO?c`R3`>wDmg)>pQ~K&eMmcKTF|o?}dM18763`tr1ldi#?rUv*2*Y)8v#%wj_ok$^ zd{_zF{^dmAaNk_);Li&nSk=Bh-${binJqJ{zYvvaRHHDz!Q?s?+d2Ggn^A>1r`x)? zElKss)`eVvpY+@i4sXZbP;D1mY*oqa?R~aDI+lz*%eyAhC_Isxs{i`i%p6K$)@G{*%j!~MS{>nqNdR8FKi6NoCO+uv|t5*st0D|R2ZR2t%+Z4m5hE%b0< zeNyAnczKlbhx>d3(bDPje!InG~3c@Rby#s<5dTlXAH`w9EK8yJaXK<1n+)%Uh(C{se9v& z_u^^`HXJnF6+5kqr>J5)mNWyW1~=nMSg++emjssq|(Ek1b_m@?kaH+e0o54_4+m4jJlhz&KQR*R#~ktPN-W*1T@Jg^NKo18_7NC_>`pl zf$Cngi;3EPt&(X7@>v&b2P^5!cFuV1^2S=%jVsl+JZ$a3r}*X4aT51p7uW&+$0%TBe*|TX?qH+xE$wC5NYF zhxOS5^tmP0#y)7}Ya55)Wb^6uRVT({R0z?#ytkKK)2&#K-66r^)TCnb*MEGRQCy>U z&){XZnNNF;_tY3UyY6#Kty`PO(C^AiXQiBD#OP=M?3)j~QWQ^~U)tK7_6p65g7S|l z5XbUIkJt95PhOm;4!1<5(l}%t;qGlz{17(^h>;WqOaedde|GJ&NK}993#;#zWB06- z>T2_PQ5TC}Zo8I6IIC&xa`NnIN`aLwF+|6GwkqC=t>0~ZDu2Rq6lw>72D@)eEM6P4 zyY+1%tc%Q|BzEj*xDGYPqbn5)Oyg8%YY8RkC3CgJo}iVBx*dCl-$S&_$nj8h_Sl%M zS+r&)6giEzCin8(Q}KHGOg1CoDC->5fuDq>N*~Pn5ZuL+lL_Ubt3O}G*A3O-4q(5KsmAV#h6!JG$g zF|>eF*TtPOcq+9)NUtq}VM)%>t6Z zXc`l(3}fQ)sJrsVJ?Y#uP92?_LX}K*nOSxohVdQM^%GyVk8BF4T@5bW_P3kmmywz` zsVWH~W_zTv=`29*8yP(Be_6|@Z90rbU}XO!)WmtR59;L@6Hx-Pv~C&v@#N%)qUc0w zws~o3SVY>n5lf5I0>WJ3-tKT`cO&as0D1foZkYnStY(uoyJ=V=7kkj6?(8~ZXV5OF ze^=MAYBemFXYG3ZtSc<7d-M0{XlO)dB+a^$)eoo3rzZ3^i@w}H^}&d;C+yM3b0g=h zZy4ph)#O#QsqZ`Hx06Qng4?elvEO^A4Yzt%HZGbrzoT1ywxjj#p@Z1CL&a}r?;g1> z7_T82dpTXD?EckTNj(gQG%A12#BMyYw;Gf)TK?6eq7p#!6QHuI<6676jXb@sy|Tb% zm%^1nXSl_XEmqc~L^=us&XI#h{-}ApI2%^wNZ4A;$R=Dm!)+tWo9uDxrMOtIOE8OA z)`|0H9`J~d@V;Bao7or&YAIHZf5mTK2Je$Ns9SYX>g>eBR1XMafX{ zJ<}*+!=YJ2WshX;`Isbey0c+gtD)aDIAeJYi^IyJU$;Yb&v??@WsH8nNmPONnCC*S zbAwFGGs#lk&G(`oQyN-hT{w3u#msGLS$V|r`%|7`oZnf0^K8^>E`tSFIUFL>li5v; zbbjH&kvx58YbqcbZP>D1!#e4tw~N=tQ?e;d2K`=)tpjRz&)W|6d0bmn!8ogTxLaDI zqcy>aaQx(h1wU=;!uV=C&6wGtn*1-~!b{AV2bE_1@N2ztiB9_Bm)L%k%v4ZY=wiQn z&J@hma%6kxy6ZjlxN9fcBsm2sBBx;Q!|)+t2=W|JLAXuEQ}{QG>#-g(T|Er5(kH~R z8o$+*=d2HZw$kd@>djJ1+OBt@)!oT6F&odWcK%t&&Y^?)CPqF38u1s@asxw-h}e%^ zP?_TPDj5o}GGdK!t`DFvP!Sy&o*E-2Dt_o{Zg#Aqy&jMv^CpA6M?;yU^mOZ}A#Td| z+DFZ!9EUoV3*M-Qwx3n2wWP|tJprgDhCMcqCtdzLd&MCCLBAy5pte^Zy7=%e?-_*v zl6hI1{9KI^E(wpGvY4QDp+9NBi#_YG+Le_lY^nQja6xr0#HKq;>0(oc-^wBLNBaf7 z92kDsw_otbbMAuvKU%~u^%f7-q^ulbyV{k&C$`?RVtc-q<9Ju7B9~qrS7~sNhm8?S zito}lWm>le{*KmSc~QYjhkutbHb~vgd}nxdG$uwYJ(K2{f79Dd(H(q2*gXt`K@3}%AD4axbT{%ln0k@ zN7Jp-1Bd~gob~r)UUq_S;&%<-Z!i+J^Pu;SbK3^mOl6(V=cYy??HX0jE3c|B6*02< zei-~vvV&`cg(_2iHS%HZTbr`gEd7oTR2Rx5qul4dn!S=2`0DAv!&+9{B))!ko+0<= zP!ChEi;Ku0_3}bqY^?VMJlFQN4>4h)xm9XZTgy%~{g%ZyY5Il)`f~s~{T|F-;6Jk~ z`3z8A>{01y7hPtn=rd-wp`s&v>Sh9TS(<;Pp=P^9jwfyQx#|Pqhhae8n44D0t9D1`4fth@@-1$t8a3P)>pJQu>!%p_ z+Z*;+cOgTmwlsO1boa~JM=!eA9~*r!S)ErEUpCdP9SsTGbX*O-K>Uza!eYo$KNp+H zt8Nnide1DGFB~ls2yyOtGyP%cdTGM<>rh_*+Q0PlyNO9ilM186gB@H_fLyF!XN1vn zdpC>1C{MUl$$f3h; zGB!Gn2D_}zv)nN;Vh={-gDX$)>fwMCr|PR`Z3vr==7=kep~v$Atp4_lt2Se9JgS=0 zQ02Gb0i03UN5Ns)^aioVmsz&wXul5adE51x=6agd!_Z_gfQs=%UO^6GzWIYy(i@gW zJ#iXKBf3dvfSI@D0>&2xx7c@=Ks*&|Go~KYwI5R_{H>qoF*jR(91& zmv!a?TYBDv`qg?t)ySB0zLnSFb@p9h-)&*5X?ZDoP_E7QxV6UGc5BK7h2S}!O5Q|8 zDZ>auNqYUP2*VpX`%bfaDnBC(KitET-o8WEsSRRA`|##TH4|$K!zAt1&}!eS z%}HfBJ7yLF#yi9Iq$Fk1mT{%Ie~M!`(5d90;X*rK&mLouahdM?Q%XsHjuM&jqXDPe zOeWIuxueQ}U7FC{_d7R-*S^{ext{5-`?}F`F^UDZ2lqUlV;wMLx$(|;FGletaBr@^omo|AAw!-@=*pZhlq@auPr`P2LbawC za&&&cDz{B7eyJ+7Md&EOw8nU`;Vu2E5JAV@w7HWXhjH#ijx*9cMNl&ky|(6KT>WlT z4gNmdVdZZg1k_afUYTIw@g!G5*!BR8R}!y_t4DVTO-NAf*Xr8O9|w{S>wcJ6_*&)i`jov(>Py;Cn&=yN9;+&lBu*JV5A?s7OJ; z<}t2^C27QTmRNOE)nt8EhRp=PYE9`k1%k>WEY&A zEfO7j_egdfw2}0*Qh|3b$?JN<&I1Z^COi!saE5=Z z)3B8LQ0N-z*w*nBziRXMs6GpHS*oq_`=!w~3*^=LD0=G0^|vSuRu_#HTL4iOwo^Ub zs}Z38#BKSPm?%1ilU0o8ng>=uV4P?+DkR}PPG4tkl6%?HC= zU??;TwA4?pygsjz4U?f+j`h;rMzAlJZ3k$0VQD57Ax&u zUR91i@EYGwmhG$N=^s9+pekSmr9?8LCDi4e@9B8=;oUV1BI!fjlf{JDVlK1KL?!nnW9+gAp)qP09dyQw@eSj%!&Hw=$c@|uuk5;bh;D0$b^FU70|^J$N1dmt#DD)|?0ZI)XG#g%njm3SUdy(M76{97 zq^8zKKiYeP?cg(U#?6aMKD@g!H)f}S?4~n7l=^-(ovID5Ssm%`PM}oY%?O4^%wH@T z-SM6E^&Y3PpB$c*Qd@}W+8CrKe2HEk zvzYxLC#tV}o*}^g=<;RdZ(ijTd+Jq-Pkj%F?VojF>!OojsT%b+_2N`LoH1=G_4p57 zONq5BsxkRFVd-oM?N2-$RLh_g5T+g)6l34f`n~Vk3B5=+K~IeHS7`VH@hTv?#Md95 z(_5G0%)GV~%|z`{=~20E{n$%I@zkM^^|O)pufEEqFnzoOyJZ~Z(Ee0$@REI)+pj_k z4^euM8e0TVwzSVj5(05i6d@HKC=qgd^BjNuD7;^LKC#tJ#FkJs^+Akl;N7DG;R$I{ zzWdB(T!9(0iv`&`&^5X%-$q{uxCd&9treqJIjfNB&+lX8OZv2~3pk7Fl+3fFg zQjg!8K2NE^CI9Z~&DK%4&y?ld3!n|qT7zIN(`RDT?XvLgddE7$n`w?({l37hLG@7IS@@S+( zZ*}YXLiMi+b2oi$MB}t7?8wEL9+|(?mu;ltz5TAohAN%VOE+_G*(?#+pGQXP5h37-a7uWA*k3*!JfI04D}+DTK)0aNor5ci;@(Q ztzOQ`1~}GaEDSSdui5M)aH*wKv9T%R4z*!bck-2U4~EbJRb-;};&%58{uphWfwHCx z2ru_&LjfmWQ!_sDndw8XpR_%RkgK0yXtEOZ{PqT}@kC0J|H&HOrsl2n z=@_xmK+R9tB^S^6&Qw`l_fe{+WWWU~iyigSzg5YC^Ub_{SGBt8U}BQ}*MOw{C*!ru zPCs~4YM<6{uXQ3ByP@zHj)}LG$JaI_!?o)*ZM4f_+Kb=r8FCjUX{;}1ct!315bW8` zcr6#F+EJytGt(wew%pXMB;D})T~)m*Qc=RmFy+L^2eNt7{{BM@gACMLt+_&_6Z)2c1r3k^%EK9U}u z)pMJ|g-c~~`Lma5Fq~ouO*$O39H;z2#(4Us@(boBsYxkA!l7wt-lHOTp}NuD6uA=X z_wPBQ9~Dd$G$e_~xIVE~DanxDe%f?Md6f~@`)zbkjEnt;VGILqLAg|$)aGC`W>dmF zRLXrvOeOuu${+hA9h`y9$R21o`NuTk+FImyXeo6^ zM^a+mXAaQ{4Ra9khR4r(n;)fJlV1APyacET3p2~SA$4n<)zH+~$ajvS`J$n-^(`ai zqbWOfS_OdP##^{5@^09Hm4M*_)8*qMq*Nldo&*%hNGM4ij(6pcX^+ zg?mRfw*eT$PwfG&1~^06;B%7HPbi%XuOu9#e!Y)L=z_NWDZ0_8(h`Qek+wtCA$h@d zh9{$hc6ZSM|AjTbOX7Um#yq4n;a3~POg!nw^ily9eefAc%4^b&9@K7?RJDMp0%mBs z&e3{fSStxCyau{u1_4VASK!;Tc*2Hif}7YeV8Wss7W080O90$-i7V?18_P{^IswDV zC-xw#CIa9&6On#$=^FxO;YLB1TYzm3RRelC2jEN`SKjvuyPa15GAh-xoxtGdziebe zUYd8|9{PPB~1Dod$yqb}I&yghUtuL>{u)d?_|Dc>~vd7Xbm;|EsUGhYs1#;@g0}; z=G(ixmHMdTEE@@Xx9Px&6HE^uxbT@hv&{QnC)gngfBHYbj0HFGKkXzFRs)M#4wuKa zvrT-2WQg;0YXf`FE^K^2EP`#ivw1D~zl#IyzjD*Nyy4UT^-24Gs(BB_;y;})6B?x5 zSVPJ*>-6G5mAT&J2p2y1cozeTG5`M%qA~dIZ{CEP_)nkz|Mt$)|F##O8I>&$>!ltD1!g-4o||j&(PC~1zj})AebRgErSCo~ z9S-JHwPPClsJ530+wm_>T~Ckz@2losXDA{PDd}}S8hRZ;CydKu!DOoXV*OacDV?gC zZOXkV%s}~(M{2H?%Wz2cK$*kSi4qV?G*9;BJ%9jAfCBmh zqZqJMpw5aZ+6aMJf6@{Kg&cOWPCyEF^^ry^GAGa2#I2)kf-UFjW?=$CiK zsvg)1lz54t?jSF7+ypsL*Ma{C&u+$psuBDNwLCDYFNl z*{dKR;}$vyTe*f-$RzJ=uJ%G&a(o^v4Dm?l7K6GgS?OGBu~lE02N9U5w_Ujwp>Pk` zIl!#tYKV}pkKa_^D#QyBG_G({SxPoQ8Qq}QbG{SR%~QJ2Vitl^`>Fsouqm$ZV8+KV zQ)WCnRx*xHX#s96RM=ts^)C=I?7?dh2b$o=-id3J2C7uz;1J+yS0Eq2g$@8AF1r?) z5qOX(BCx1&u8t>$Sy4>l1p17UF-5-|PpK+?+#(fblSxgC*Op6mE`n&7Rtla9BW%po zO*%(|e=FT(CvY*$;c2?)&1Nke4*L#1Zs3ByX9kuvB6Bh`fW;4;U1&_OG#rl78_e5H zK}IK^R~G@tn(eYv9Zb$9mdDWhISM#h43)W^{$=Q{(cFF1-S?o5iv%KUqk;{P7+lR) z(ML^n;YNOd?d*1pxJOIn(<4M6jKlPRr_#!Yp>ApcYgU9K7&%kdYyeOzAn#;AK0=Z3 z&}&qsO@LOghf+QP%yNRIAl#Xu2@mQ7k8T;v#W)Z`&IAI3k#h8z6eq(2AVW>AoIpn_ zRndCi=`;>)7{PRazs>TV2E#CquE2wzU&y{^7_7_1mct?H3ZR%+B6Bf&mkByBNezdi z&^Y?A7np{($a9ED>v+V39A6Rv_jc-_4Fm;6P#KN8fM;UwQ6(Q`jys0Yr2$pgNp4Q~ z^7Wtr`ujT)s+IoPoIv|_=SM`0c}7fi<;uM}t7tvfO`eJEscaMmu}VpmJ>;&22$dJu z3^;cG{`aZBKx6h^avQ^cNG@tGE@Q_nDjxr4_VddNvyGKmvzEA<`_oxUz)X~@(M`S@ z{-j!L=EZfEuWD4DgHO*gdPF%+b^VFJ-gWIP2b-bL{$m$^Pg$}^8l*u-m`dAWWnkJR zfiJi54+6!`-Ek-!_P9-###0fTdR@-KqO#MxQBXm}ad$KW?%%96N!bj%iL};Y=me@U zFcWz|TSU%xzUh+r1c;lWR)xcFk`-gbT4SyAU6MyJ&ZMoR?h$Vum|)lr@(L70xA3W{MD?u1Wp zLjBe`o03u1#b)(qtcruPqHtY<%$=kX7BSb?c&rbKIB>**M`UsZte}>ej^rn2p^T&G zKP<=jf|&rOrug|Hd(ul}pr2eo38KLP`HOBVksqR}Emi>RvdR2v6;=5#I94Mj!F44e zv7cF(FXi9{S|Fsvm}qdVWu;!dK(~`Tx9~z3GHYcI!ISvF$7&!1@i=?nQ|8_;(6JB& zr%P{5QO~ePi36fzTw|0-B8vXd2!QTeH4*MxUDG%uwPG3~eM)A3jp%&+D^M=B>aA};H!TgGdc*bT%&4?Shk7PoqG=4${=jHx~>fP5y5QL0{JkzkU|hz zJ1nCm(TCsB?($wFL7t^ssUlynsj-wd`o%j^9Sb^k>5ND;EZY{KqqL^;GL>$m?q*tB zAQ9Q7P^|ZEkAug}3ig=R41EHhLAmz=q$K_V4@)9S)(`;_ud}$sNq3RQFYP8oD#RA% zWle(}A_};H_Wq@wVkbqI^j2%2M-w6RfB)xG1n-0}qJj;qvI$lM(qlgsr{X^AfWbGPNAc`+wm}^P!o+dn}jpzqUF~?N?d*>0c*!w1-B)V|}UNYI&4n*Lh};Jj@_y6D{dSnZXQd2BERB zg3w#)Mz(viS)qi=$n;1;OagK(e!6GiATHv(t@);;4{kAQS^R7x}skF_C~BQ0uzAMG3v~Vt zlKv#A&! zZ;6a%b-wF*55Ar@`+7R`mPJ~wTHe|;1kZ3vZ@^6rd>!W-H}lJPP^-SHLPsg}z(PVw zVv97r?rU){0#Di(wy9}z!56s_bw&|{sQ473rj<;ojanM9G%4JEifDLd#E*AAw@`7U zKBod4elWxvdLoE?-N8(kFQO#WN!l;){oM{O@)8(V!_j)5^xYB%7b^(@NW;kTL|cmb zcz3={R5uMoR}mIyqN2|GGZpyZsj+}H$VANJ*#P8C_MoqQN4t*#oeK+p^S`!%5UtKD zk9Ny1J0NU{n79$RyBx&RBPj@By<`u!&NJw{RdLt~^ts)As28jBC8(~-C6;%z37!B6 zqNgnC-qDWhL7!7X(Mbmud-jRxpI4@LW*6)0u}%@veZ(h~TvjL9GZm$Qe$7%=Zxp@X2m#lCP8( zmSY*Te3$`BtYcqCo(DdV+&OLc7!?ddUOCXHu}&hEd+T>tH}&7+eQ;^W6?E^t`*kMv=u{KJeL3 z&@Kg~p?9u;e^)@JyG!eVX6uIxnA;O~Yd-t#PjQeQppn@4_*DBhbggOEA-%AAEPUIi zFG#m_t|R*%EI>b2&oGiBI+3IWL?nayZh8b0W%Ng(=4=Xr(D#dR)C=6MowJZwiE;lx z5d7^Lry}yFVeI5V8MA)Wjl?&I>t>xF2cXxZwA%QCOki!$CJ$KzTpjziC*Y@4tqYML?`bX?e1ih;6)JBg=ODPo z8G6ykvtreE%#nUq1nFC)2AKB#PmjbV(fzbBV!jd^12oC{1W(d)sRK7-JlD*^FB;3j z9LsNkn~c)c+qdaY?GXv{j9fmu2E|=;8*9XAIW>6wV{+cL-el9bpwCgJfP`IDk1Z7KJQEX9_u6zm- zbf*AX?OhORTcH0SN~;2-=IqrI$XeEl8m9^s;iQ18%sH^SDtFIeDQ~09Jqb<7OQ;4# z-Q>YGZ!o3n33LoDJaIX8RzCc-*cLLiYC$5D4c*VkcMkPqk)VUJ_G&pS6%Orq7jswz z&TG(QlrSMaaAB!E@ zYxVKdZZi-m6p@q~AJN4g3Crh_!)BPs3|c`7)1U?MR}kjz^Xw>e{)Gqydqi14*G}8_ z5#;wkO?<~a2ta%2Mo}0n1Og9mcm9fkO&D6V&1$N{2m3z+iwkpQ*I(4cR;rKN+zrt? zgjJtZsB!TEnt_;A#~pzz1hRtp@=qu={SmvNm2UtW0$l2s_&N-XDygcWn7TI(NG^{Nk-=En3G7+< zIreqKFq?f-r9WTFwZKXBCi0LfEwF0^SPlhLd*=yB>vmt9hwg|Jf(3iL0U<)aBwvE29HND88o1xWNo1LZv`M zVQ^^`CO>gyb|{-j&0Szn+Fi}YrF@zJ_ZD)5Rr;BDsCGojvmg38#GyUIl?Tai_r{md zQea2$N8>IVej9azwIAQ2trGBB`OMk^gowJKwwj2x6I z*9Z102MoE1P-ND(S}j7k^_9#=kPEYN3n(`7kjKJk9XN7FZ& zCT9272cQ3dwh(?fH?|dy#zSZ-NODkNB9LAiCg|FX0&zduMejGPmmIB{Cq8HOTsbKc zZI#z~JJ-TA?7=>Ypz=d-#JgNP9=kBIb^P*!yG4Myh%keDk|rwi?m!~79%;|jh4S+r z$==9!kxr_!dLMmyj_(K`DiKYmx)Ry5kbz!G1eLoB%~CY{1)ETvW?LEcmKSh0s8a|v ziO%zxe|rY)i?4S`&QGAhQq_YLgN%moyb4?3;l38=y!*<&`O2PnXm2EtAbN9K9Z4K2 zDX>I6SiW)94ueH}G4XG-*hOGG^NCP?P5k(U$c-q3!Ng9(NikYAC_#bv18*fM0WqGO zcZ(o~5RtZ*#$F6y?Cxj&A$zd#NGmY}+(zYOJQaU<4P3-q=Iai9)I23hqmGC_B`rWd z%K!%Xz3-6X0qHEe(yOfar?s zUBQ=;Ykj2cE#LwN$0Cc4bhM>_MJ9Q!G*i)0oY#Uz<`yJ9B6bY5M(e>;Sb!$zyP*!# zy<%KIscDYUhj`~a)A-E^TJB__dT}lS+>7!E(L5zh%_suJCFta_=p;!Uxcqy{PxMUQ zW#KPkoc`X5Upn|uiniP;dk?%}s6x%Ex}J-1;1mjxX4XS6P<6hG3V?-DT1BB(B8#1{ zvQ73xLs4T{j5?c{p}|kS^#K}&2gk7%dsLCzL+WjF?L<5gGi<&AjRLFo@Qf049Xn6U zM+)&$V~KPFeUJ$wkeT<4C7BN?e7p1ccpjWGE>zF;{3bl&riwCd-J-kmn^o@5P(v9R zLqYXDJHg_gb$~bG>eafI?2Bk`5_1u;$-I~APTrd$nY0|C}7Pr9s1Dp(*s?f^Ts}(t0xyhJqNpq zEjd*&i>UonL|^5Nzn%G-%p0Nsa>&!e2u^86gcY{euJx<)-S02YL6%BX zxi`Rr;%as!-!(J4-WmEfPv8}G!-Z@O(T*8JL}LMPkA|HZqJ%Su@p7R#z!xV#KNSb6 zN6mmRv-l?P=glh5Lgk!ZI3ip8tH{D}FQ70vR`;1Jj!aTsDBSIz4V2zrA%S9E-pPM#i|nJJsVc=+dq= zlt!ORGKV?>@J3;$EdaX~pw>d#HH-pf1YZ>JBQuwO?{b5?djQ3e*9yxJM%w4^U0bz6w~EnH zVTgle&Ie9RK3dczeEwc#Yd-mgRnK9ZN2!Po;yJIkHrG2=wjn+J{DekQE7yOQH?Y`I z>GS0AQag$rU=ejLYV><^(Y!T@aeEv1Vzjl27ffQb9H$Z;yXD_>BHELvzeV9pS^5+V8Cz0-H-I@5~-LjB&Y`8IvBf`4izX^`Ih zAp7he7K7|fgnCNt-_Li*{H#J`7&DSKLafQO#Lugcxj{u~3=(ln#aCQI7ikL94*LO{ z+++>G#ww~s=g}XZQ^QO}9pasM0@^fX4H};R;7$n#g-$`-N1Gk} zby`{s(N83_^9mU+v8SZINei&2gu2hL}p_o)8X>Sxl@pQTMy!4 znI;IpbVd6anIx_+kW~JfG68iC*a|enV*QQ!pKVRQ=byd?Qu z-stX{)&9S6!XQN)wcU5lB7z*L12VdZV7Lk0sM?OM@c$HBO^~FKkP;CaPrejkxXl6x zl!*vQfVjfTmD_q7^hW^Q;kp?>M-z8>Bk>o)pu(kGI&=(P-`W?Wr}B~gb7b%eDKuE( zt+y|kohCJKRnO2zlxVd;yhY_$4djK4KjZJaan&5lUuc7d#SNfNxC2=w%6ccZAmx+5 zzXqKso&f64;dResoY zZ*|dDM?EP&P|q)H0?DfgI;Vs5HhC^3$kN#1y6w%NRrt+l%}& zUHH&xCAG+-PkHMkudtm!zezT-W58E70a6xv^m4&+eFf@$&w2+)yl59My+!<~Eb`t{M75c3MW z__yn<@u-miVOsJQO+dEv!Y&5~$)X=f-``JK0o`W?M6euB*^1#f5UtW(`_T#7@OU)} zahN7qu>@4)qz&}7qApR(Zm5JgqhR9`t`-^eK~s4MgeCAWvs^aczt70@??&88!}p8i zH>2Rq4ag{2LlCP3*MzIA0y@YU3eSfT zfWKN0iv`l_FrZIs@Z@PPP2tkKUHa*xbH2v_KsN`+BFT$g#p8x)`=#Z~z* zCfI~1a9bb598LZ{WC{Ufp*6Z_7=cnJZ08dX4{a22PzZ3q^2}83cpCEXEKsA9RtV?=={LTk98KXV0H!1m z@N7Q*OV_992hE2Fb?nRi%esJnTR<0ji==8~0ZOf~`Tp?^2_(E5sMop((nbsL`>)%9 z6-HYNUUq<@zNG;{L2tYYfL|asW5D@T%!hV;0$?xD0Ar1;0P%Gl5Oya~ce*^S&tCc*#osE` zQd{1jjRqt(xl!p88hndvtgwZX;vQD_`vU6y$Pnmo7Pk9(tuZTzxt#<$zd!k!Nh?EPTI4boCc!T^K$I*;<$Da(v0aT4mK|q4* z3iHtI(gXyTMTCN|oUg+LIq8Q$F3kJOER>6C35XhXK`}s^FpdKJAL$hJLP!v8oJ86H zk_K8#dR;n2AEIulzwIvoFX1gSx&_!a!paP`jESEQ27`npcR8HmOd4Tp4YBZ=#{Fnt z8q0$FoVyQqqoKrbOjtV12oktQZlFyK*C3n9jRNjJ+XJ) zQ1qHl6O`5=ZC@a^~w?a zLzXP%ATD0=0IKbuwOk<-c*G3P#T3}Li6QHzC|3%U}Pn)25pZ;sZ9n$Z7Jivm_8^(W`G!) zp!a=q@L<3r6goR&3zTj|O2F1kIpAiAhn+UlTN-x5ReIx9;Ta$g0d5N=)MV(#B0=bu zTZ66B$Qxba2||@5p=t8=a8OZXSuF!%;WMcRo}LxmCtd+o1k&%3?vQ0LjVzuuOm?@% zJF`dmy2*46NOhe8nN~Vy)5(_!<4M-}>^7KPe!d`cDEHUVW`D>>(Rsfg?ThwL0K$1- zD3I3kxCOWpl5EKg)jQdp-Qb*nz6k;ehbiJO3PVDU0vimVc*y8a+<(o~}?o38eh$hJ9{Spk^i_ zh1_*%@-1#nx_=p{7(ov(tZC*NJejC;xMQ+7-AAb2_F5yIrD2ClXvQN&fUNNWCQbYh zB+QPKD#VD9V3^Z0<#|^oTH@t|hn`((q1eNu^iQCHcCkV2vNw>S?f)|0>WW~#;nq=* zG7A=4x&agyv_i-QJ!9m@S8t;ooe(4EpNlfciBJlICkE3XbJvrxx#R&lilPlmhx-=-rq2EoC4C%hcp!nC4kXz94sZVoJtM?NeO)4ZFPtIhE28by=ysAImuSKE zY`1}X${H^(Lc5OXg1eXNyB0bq$rBzdVzD)!(+>)%?PB?h7%c4wnA+uyKA{AA5P>C9 zmf{5Z*Yj*_1}fc@zn8i>><9xtCu%4R)|aNTeZ>FoMnWX0%?kxz??_5-5GuVKe`Ffr zjZb7ta{l&UCz`4e44;{?@#o2t!MVGI% ziBLV-WaR`;rERRz4WsI3$YzkX?3x+%r>O!jicP{kDCe<%J-k16Hzr5zpRzcv9pvBm zxF}Ab6aH;_Of{tF2iW_D8L79hwJ#{fc{}bijb8$bLk@Tm=zEUuBiM=$Z!Mpnx^qj=)0O3{r*wVYNg?6F!Ep@ zJ4?RS|LOgsHGuT&hm_9{t!kyZn2F}IBQ50-ARJkb3y%XMx-762{HEQ|o zY~*t_X#V{l?R|MT)oc4N(u4+OC=wbZL}nR7D48~A~GBjx= zL$b`v5Ry#Eu*iJw$A0&Fra#Vk&voAOJLkHN>)O|@y;;8NyS~r;-1ldC(0JNe?LM)? zRe*v$3+DU!sgNXpnA|4;>2B(;Y2rxCMCmC=z$h^T4L8B>E?TVOFcT7xEX-Y93%y?13h|rY^l|g*b`J{?4sUIxX+_D%<3(7OuvVFuwPkzOd5_Km{N71;D_Ly#B(NrLU4DllAA#Q;5c zEj!uA;k@qvkaI|s5_4cL;GZD`2m*;i8yQCf0vH0juaJqc{4?uYq7IZvSup6G%l8N$ z$wqSa9WD$m1_@ZCf@A#FmYUv`BWFQPF>}BiVv{&Pt^kx>B+s#kF7L5z(Scj?xWjn3 z*YQZS&qIUs!ilw;u&n0@6x2LVmZ1VHfl?^LV+)a;NP6B`n!$@ckqS)5Q$>`9qdYPU z5rwfjI5a+f6yYBb(#_h0ZbM5rJgtG&_#=BBxg~F%{-xVKEN-9J4SE^bjVMD=bk<}U zV71or9w_mHhZ5zCb%0)B!ru9G-U@pElQmyn4W>U=6F*OFGbYAG3q4i>paI*~Z+8$a zB&n}}Mq6!V7(GT$7%AQ;h6ZyWoO)&nb+2e<^5Jf_Fs+#s2AF+D`cz5So!!g=h;e{U z%cjc{FwI4e!JbFwlH+W;5v7VarKBO)2pk>+jE@XKPfCEl#Qv?SP&=A{l)o=+#60~F zM50M128e+Z@5g=XJLG-NR(M(y0#m#9kh8%xwZ~Q_m*&yabz#s{;I(!r;E(+CL);Nu zH6S12r0zr+q6pj&I(8L-dXs>Feqopm9jUx93!fHeQY5aE_GgdFs>|9~-H;x%fA198e^z54+Db@w`v{~d+aW-Xr1 z3BOsA_NIs(K_Ma!gq^ox2`e)@zcPpRyx3t-M6Lw6CrqGG?c26Yehr%fHkKhg>483} zs(#%Jb~xp1%gQ0F_6Y|mSeS-*lEYdx`W09&=uY8)=)3 zkP|1`usHX*7(LV6QWG8zSIFnI2{-$2tLM1uw|jeS*e&=yKq`So@s4p+nPB0Emk|*1 zSp)327D@-dzW(2cJG_7k%|Akev>hE@PM`#~he)orAL=|spHF;|<@tDI@w}q7^@ICx zSI98&WF_P`3>esNdP7%9Ky$wjX(}ezg?~wuq6RPmp+YnTh#+~AZmVd9#n&*XotGq7 z+$j+5V(`ri1cjNfD9=d*py3k9W}kmi=+z&Od4yD|_lbVe%YTyG9=nx%;Zy+U+)xWR`f!|6G4 zcVXF;k6=-z7(7aMeV~>SfHe@1SO1){wUo`H|M(`i^KE23L7HPP14>Pl(nwP%G@w1| z%ITmY5hj1jvh+EYp^Al@>_ssJ4g9V*+Zhxk|Qj;>_zBxjuvP1XYMs`~76h{2wX+ z2FTh5i6*FdPQMHfmV5Wgbz~3o`h+tCiG6^A=s!s$>6X;Zcyv(?$i&s3&3UEd*^x3QJB80o` zp5jnr^m}_B8M8TT;un%4>HVjVyrAb^M4m69I#feD4iD$VLISS7eGUe?X9CL5!2ydk zvyBG69h*OwHGtT>Ns*V!MCNbr&?A%3dtu=n7B}{zq2vv^`ga1&JkOCHXJ!dt)0C62 zIoRU>aaHd?&(6#elKUa?n2^*jSaD0l;Vltnxms9pHY>E@{?RDlT$lY7%y8D*0EaCS zZYZ(DaG8VYh&T8pI?TZbCOasANXuJXw`}Mo{_e9{l6a-}j?1jS=6Fg@QN$$}%gUcj zgW^gBbr9l+n#3kLCqOtq4#^gmsv0&6E7(4QRzlK5J`l zncb;}JP4`=yN6)&e$gg2_P7F`a_f7>mME6CZ@^EX(Y%?xtpS#mqZ6XYdwe9&q%Be) z+RvJQniW>2L5$hPHbUXR7IF(qO$}0sqJU5=07m@z-9`}8j=H`M*o0){)juG?37XcN;#@2d z^@9R%BZlg$uk2d|c*nXckakHSB$Bc=gY(H6uy7J>Hn_NXZ|`rg^X;9uoAW66Zon2_LR-ZN5@ks z{vSQ_25#xU(D}o6|Mx#M1WUnmnQkYMR@ct!pVQ10JW3DK&Gt>#bo;JxkVJj zaE2^!;0U~n%k+n@YN>G^xU3~Wxr4I)yB6^O;-&wei4Z{81zBDn2(+$)hw#r>CzEQj zSbc|TY8d)lW1NGeuRYqjD*Tl-S7hx>*Oh?G1a0|%m$c*Yawr_8pB}VJ;ltb&M<7km z7`fBA2T}jTb`JUGk@lRSPW>;2fDNxrCMUHM>x0P4nW4_p!UM$dT zIyKiS%-2qLDW+s5{EX5*y7|;0LmlT29$GczL{K{fr?z-PvY5i0SpqpJl+o(?i}4QM zQyWGgJ(2pLy?f{THC30C^5CK?zn(KHMzq09{ec~y&;K-_^LKqIK!=iP*C5?697d+` zzx~P9nE>Wp6WMK~yLRIjq{Pw7{ZHeRGG37Hm zmB=F7O9C1x(5YSM#1pU-F=wHZWRMps=}|*mEeW3s`?2HBc~%G}oB}|zJ0M-17g7-H z5siV=c?giYYquF`X_czAblqcL^}fe4g^#ndJPGacPznZF57ibjO_rk2oK^04h-o6 zSct~X+(WYjA#%?pMDQnK42pnDQv6y9qTiB6_R|@tY!r1h`1UpYY*itc^qSqx%XVrK!3) zn3^g+dLp$Nspq3UaEVNtOa`E(rA8R#Q7NkLSu!HFtUdrJm2KM3ugxDPfpyX8q0&8v zPTs9tkA3?!gaEn}0(d41enLF|3_5ZQA=5h<6`P|vW;${k3G}0kl_+h%!(iqIMA3yW zL6??|1~GV0Z2MNh1K^~qqmc+ir)`V@DAiS#x4|)OWS`zYPy71mU9q zLfae!C}!Yyb!hh(I-~>UYTRu%6GKhw-J1D25u}<=~yM0H&^@6H(m&9@`U5O)zAk_Y+Vf+i~!8cX}(NnmnP*LJDf-deW@!c-l_>R~5S zzQ%f|_=6>-Y|$T%LBc}7+hoe6uXLNGm)13AqN0FrcOoM92TI&R4iFa4&Ks(0Vj5Xo zNtY?2ftj6FZn$a!(^VF-=DKI(A5jwuI$_ldSXFXS=+_QgNWCJ|nU4wPGU z9kUp~Jc2=jS`$a6wUHWf0+4iF5+fV_%L6hs#X16L9eo=zBS zsnBRW0*kh|oZ_Ndk2R3{S!Nz%Jyr{8=T|V}$sls=m_^d(;DapUR@q-*K-fdHV(s%1 z)(LQGlNQQY#~5ZWOo*-FA+lR@ZW->9n>l#y_)wswr}NPme;ChidnF=Q(B!5sz%h>6 ziD6wvuEu65rqFC($81C9Mpq6Ii&?_|n3119&W{_0M~E5`++HY3&H208RYyS9^OR|1 z!$s2}(UoI;8xakg0Z@(Xp7EV!ANn0ej68A4Euk6NXqeTfHy+>=ajs71Bsqjj|*A79{}WWrRChsc6C%^c*T7wyhb~+nVO~ z1~`a~#Kxnwl(jrN8MW2by^o@Suw!!r%9M*X(Vls;w0f-_&aN}*-$G_@x%Z>nX0XB) zD_?ZCo?^S)6*_W>|G0B6Og;`LU^d$9)4*ffk%xB@X^j&0--QL)GUEXUupyWkw#J#> z9AX6fb$*XWxIxyjjbpL27M#{Jt(XE(>e?Qa7gZYO*k)Saz+0n(!@R^FmN#lN>sPSX z0$)u!7+xM_WwUPSzMK}jc0$%ObmUv(?!zdc)+sIcV`yVk*k-!Oj$7k|ya=*2Q~-Tv zOYr)j(RAE|Cs$;sd@-wf%~ESQ&0;vxo)!VEPM_oB{L?lB7F5ahX-5DS$(tB{YG|M3 z$yAMvb`rdCYi@ht;5e;}9B{P>^M>CMu`tCUaL(4;e6ZRkogqXO~m@Z?_$rjK_w6 zB2hSFvsBZMlVbw;Zp#S#eL|S)^6NOa#(L)G4~udA4q1FWjg7YH@6O6a_xCCZl<$;` z>%Nhx;va(cmOfF@2S2K^j*2S%DJ8oTBd$02X@D1EEMIpHd-D^FHEn8mzs4Z33RAST zmK|!8zQn+`f1Ey~kx+U|OI!K5OGJLvUOOB9?>rBagL9j|jcu1w-F(1|f{aDZWJu5N z**Uqy`#z|u`L1&xRrKrz8Y3wwxgQvf>)Ez8oE(@c8HRNY?NlDHcc}Ik>7Rd9>w^F6 zI)6{FUIVW&_9wu164OFeQXwr^?!q0${-p8HpK&udt4^YRLvgo?wmk;?Mg-$w>1Xk? zQLSAe2@CF&UB%UFH~7y)9?q^!=i zu;J{ou;fVx9_mUXn*fn z6gEWQG5rmwBqKVkbY=m0OAn~2m=33bY8CC<4ZlHv+UX+!cuK7TU0m)~FX*Xf%EX+h z#=`?UZ=>VY%9nisG)#Vb!amQ>=thBvNo^Y-F9u`iC{RXl`GGBI7Vv~h(_!f{jAPhV zud$zXK3Dz3$@N zbxW<4G}vz$Q6iAZ1h5$KKNgS@?=_FE3!GN^PNgbk%6i{L4cGDKTuQ5JK&0r5Edb2- zg6l@Q_}RRdHrmFbKkQz^X6~58vjT|%yh+YY)x=Ng0X(p@f5|lFJ&4l?urWPdp>|-F zh%F-1haMcscMQkMpwMRyZ~PGLoBW4(%r#+}_}3%3rg7aL9!Vi38LqYw5nwTF=mWI4 zbz>E?I>DnLL|8$rPc}+nsDmd-(9cL)H*1KQnHXZ>-;l#WQ+Yv5Q<5)_8VQ|j94>TS zhLT`RBOK0dn^vS#5;hS4B|6J(r3Rfo*r$=XAYbsAUj9A`s9r*@?e}M)QQYisFi{wH z_wt23P4#!r*X}jT(nG>Z+s8q=D&!|2?GXuLPorDVpGxmUQ1yfO!S8KrT6|v>{RAgh z+tEIa;mDE1%74~~r8Ml;30acklt10#mV%h^%fvD;U=W;+vb#NKibzs-OABU5_#u3R zU1jO*D}NgPNS%C3u^(XC zWP^hR*AB&2$K|Z9Ry>LZMJ7EYYWG0a`-wpi>>8Y9TkYxfGrD6o3!=T;4i^Xh+c)N$ zWiji9>sR3wM3h(^AT(C{1@@Ox>4M8fsIFP)05sP#dvUkm2HLW(EQM{lv~<0O!i)uG zj*FTuqhI_NfvTWT?|QwcnhUEBApT{_Z`anmLW$J;W>e5~6CVeV$DARfThcFchR z^}$Zp*7TbkrsQE8DsO6h57H(Pt%f4_QPV85TiFM%jWU*`qt0B=m$hPWOMgb5{{s(4 zmdiEN7U2F|Jxqp^BFz%hWf<~}MyXNv;y6om4dtUAK~f&XmqrjvcS<^}3uUN^3kfx> zF(L0@e^E_Z#~D2K*&p*U5Oi!{_5C#^kHwR3RW`ZDX* z?+~ZN9D$|N*Zk3^1C=SUY?TA6v@y!WI%KO&d8VTK+4XqoyV92ba+H+ppbg z-SX_ZhHu|5=x4q9U&>+B{nl}D#ay~ilTXf{{RTr&u4}U289^eNZ*)f8DPwvdn+8oX zvHk@)n6{3OVbjRRMewV`?z@IglIpOZBNpmuE#t8>^5ZgFs!_Sa>rGLSG0tS|IC>e$ zMm~KsZh=CmR<7|5Us!{8Yv{s})dd2QT%j!L^8Lw{TlpyO!604=Bd@iDKW2EmA^qbC z2Owe%ylT##d%(MFEB~k;TeFO5tY>*nR1(%L)vVy;?id`5Xb2L_>AFIs`AmFG0)ndPAw_ZNN2bIYc2f<08hO;`Y2k zF-W|F-Dsj}9rt{+ED7^QM1QRB3LXgRSDhh<(p9W72eD}|xMk}<-U0sL!l3TUqA&0i z8})m^yntES)T~Re7+wY#pAm87GaFE9YHzIEg{(D{raQQ%qM!Nb13U3q(=^hS)y3H+h5X3g$TnyEZgp~~kejXBMq ztG*2k{G^#frEuz$^5chBza4rS%A=zztFUZgO)IM$_&}lWLD*%5Ql0~x8kY~#=XBh0 zPyRl1yQakho0OJBoI7{iXL0}z+WmbI6Cm})eWn3soVPDC9J=y~9zT988KthKhQrUn zqiMVeX4 z@s^4aOydO7>57ZHk6ljtI$S?ZC)m{x5RejCx=eVsJl_0bV%int!%o{+J#Jd%Sf2Rt zE%47=%T`O8X$ykSD`siQBWi*$QQ|hPT<%@(C3D4&>brO6?zuumsx_l;5L@VD!ecB^ z(;6?R1hbayHn!W$=KxT}v75JNEkZ{d33n5Vw5$tn|CsJYvIbQJd1u0achnWxkLa?^ z{aEj%%W^A`9J4!C#F9+w-6zzF@tK*KafYM0r;Vo z)Y0q-Gph5c?CY-NuCx>hTk)p(eyqc>Bvw2$GE&5G`-eg{zfrT$&jqU68SyN?c(G)= zIEA`JRo8Z3Yq+>7cfH3mA*$$HCfEfX5RG9LlnH1IadA!x0hexa8aau)1g(Rzb&#h)@9En+SbC2e0vbn+6 zJ--xR5VsFJz-`o58IUK}yMPY>pN;Q0kLfpAgAsNd?Zz&Onc@CPCe)4cN)s?fU_jaDICl3R< z`BFAnh&9e7BB~v8CMZ(+i{35;P4gFQ6r9N*zqNdkk8f;T^_&5P%Zz2=VRIg6ZQ_Kgib{*C%-qvP z_0)!L1}mD~(|*iplhE#YC|tSnM~K&`!p=PEx(Tnmj9#^ybq|Qf{rqdeT-rO)EWJ69 zP(RtMim%*a{nXMz^T#o$ojK~>33*_$D(6-vCZ1C>^7amk{;6@=C%2cJEl@6PT3O%h z70!8Zs;9JOE6THA4@domM!Jk~XP!=TSJrjLp2x=pje&wAt*CY z%42U-yNw%z!o(G<$gLzGr)t_>UK(3*B%6rD&uD6Dw)hyp#og{IH0sg8IT@6zJ&w$V z8k|V#mMm<2rbm`z$uB86fS9#v23}*k?!h2;x}`eRp6s&aO$cMy^qJ}G)L!qE_FMBF zh+6qHdRpJiaZ&JL&}Mx^dj@%O(LJoJD*>z8n&4lPY*6XYWqjkt4URv9rIsNq(LdL) z-D1Ziy-S9pvMqI@3IXDXt=v@?EXq{yAUL?%u+qUgNZv&KaNGAeZx6k8{>*7wL-rxi zn*3U+R8mq(v?TfPnLt0>L#Cj0;b|L~5`jf{+Puj*xlm%`WHzXA>6PbVJ#r3EA- zyLFM`GW-Yldh_-#10MYGKj<4ZW+IO9%PB{5veVMiDvVafN!}@|K3NBEgpQ7!4X*1~ z!gNn@^FXzG7JR@QPOrg6a+Zfj<)rsFayT(K^vszvpFktN5NoRkMaQQAwnX0>QLgg5!_ai=d0EUyMQa<>_ z8}hr^;9o&MX8Ot(U~-C^rK0Eh1Qc%F9v_INiv>8U)5&okh=wlaeS>eL3f=iAWd-jp zJ5@tae_yhY{WJUJr;M0A9T`f8$^oq5Uj;2o`M_|gr4oTfPln4x;x~*$PeBS9YVues)GJPo=GJTT?JSvxs0V+k6j*?tAWkPsHBm&f&`|ii5w74;4-`Xd zs8c7S2-BrCYrFCck0BuRDzz}u0^on?N^0fKCxWIjW_Vnq~>B?PXf$i_;Zo-?S3@$RO z@|e^tH>vl%^C&!gakUqMB~{TjfrCS`1(7(oXdTmA@|N-;yl55PebVqgKR-V0`IaK3$i6X*{>LS&03N9q$x1Hb5e8qf?EMx_Yvuowg5;KV*Eh%~cuhGajH17L!^Y`3$tE^C~S@i#6q zt#iO-WMsgj*)m~Sxj*#b!+v&e=)J3dJ&%pG3F0eUy9-o*i)A#AL5DU;r$GPfOa_tZ zutQ9u?niKA4rvcg;zZcu#Xa+CVGF}9mWVQ)G9)|&u+oa_ASo_E*fD{s8gzwML|lfP zq#fu7TjB-lbQORtiu&P0Dy`&NfKK329)q9j($5>$u3mite@)EoHmuI>iHnXt10_hX z>qWn>0&~I7N*htTb~cHPyMUov0jy^;*a!`WLA`JF{zIT~nO*TDCkspu{_7EQ{r-ve zt^^m?=VD9YPmX*w~nA z)=juncd3+z0fyu`1bZpfc~Tc36g2}`FP*M0^6Qx^S9TM=X zVr>rAgeZ~e6Z|a}k}dmL!ldG50_u$${0C?9St6uV=aK}h!}`t%3KEjnUNW0ly1?Su zeQ=wnU#L-Pqx>gRh^}1?9H4b##YiiqvICS&?`4_+CHQsQ8|)EbCn+wYhq)1q2QwH) zOa+(9RLLY5?d!mhH6`=4IoZ4n( z&4^FUSq_f=!62!5y54c6a+}uLq2i>l@{m$4Vd1WV;v5gEQqh_sc=df4%0T!X`@)!n z9eRmF6#VMErnPo1P^qQxn>zWrB%j)@z$@|>O|;s3CO`IlN$Yaka+~`!J?FVD&z$OQ zsXE=oMi>OSh`Gz%ysbr&Kd9N4zV28fWk*aWV_&|U=_zH>hg-uP_<4xz$~gU$0aaOd z^4(j@fC)4KgW)T#mVZ!co&-lhkWu{OnVpAJp!g|?!gL}e|Ji5KGBErgl-BsC=qNC< zup|}ZtGH$>?uG8TGZZAc;_!X|+s-vhQShZ{|3LoX%H}fBJA)v$36qBQ6-ZRhiUnQ{ z4tTzN+`}0zEUfkd4*6;5B*aA2Gh5|6eoS-8?RzMG(<7|7vdzpn#`l6@#YG|vSA}8< zQ2A#`N1IOnnp@`UDavh$eo}X^&PixwIw-3;6!I^?FV1efCDtNDmHU^e8M$fVepE8 zzV}W5IQRl$8@?a6(1q&cg#Y;QGoWU5zluk)D*erGFfcOO>e)t~lrj_$6m*{vbpN4p z30{!h7=&&6&irGU0ZpWAa3#;wC2y@ zK7NLZsH*S{T!~z;@$%E(TU(n}y|3-(yc?4PdJ3vT&&-Cx|?4_0J%I|oFC@V!BJ&F?^&35u@dmM|TeTJs;`Ix5UVEHS@-Dav#^ zXg77s1yNwvqO@}~WaVV#>vsYAoU4E$saoHh?8wUUU0vuXF_$mbO;d}Pa{uwzW2*C-oNNr2 zPK)D3$8H|`!J5j|svPayXSubVsY@ueqC={$hqnzn8@ux(9Wj2e#30E<{DA&@tt?ez zp#soUrUmbGPGl$Tb+CB`JZ>(axU5iAB%LqeqXP!Nzy~{P}0e z$-JV@0~ZJHC5pN@i?cee*v!(P0?A0u2CoHQ-);(#qc;a%|95uD=*s?s8ub7ASAVG9 Z+RGwfGD0)xu52B`s|6pUFvbEY_oWz)$7ULhr?u~X zR#ebz7?f^j?DD(E^UWugZBrYwioK*M(ek5(?uFlIGekvh!a(T2Uouw}uiBX|d)1F# z*VEIBfE&R0To}`z+>d_3Xop}9pw~UuFuTy}c7Dt@c=6eC2(txVl^*QIFu?1Z@@+ow zg1LTkixRwGPM%>nhF%Xx{=fa>KKNR%(yj(_H53elPEd@=i5j9ZUP+p4N9yMz_4XtCX><&Pgv ztT%1kEV+u+=+xp!(+QW+Wy+nsGzI3r&O(53Y++%~boZf9>xxCE>gK6ARwn1N8 zfX@xR=}&q0Om*+6_e!htaT^nb_Wffiapn`9Ie0Q{NliHGlez51`g}`}Xjx<#eRZ7Z zKPfGGdaZ(o{@fdGTs-s1@4X_q*L&y_9~+u~e|{ufHU)PX;YzVBSZ$eQs#@$YBc&~b zb}?tqzd8S?dAGpp=XUVL3t#q%CWw};91rG{I!!Y5p833UG^=<@)$gdQ{wlSB6#GnJ zsZ;#cm&aCaoL!mqZBrObo;7taLQ^>7{e`MYJwtqAY8Q{s(y_F4$)C4FztwLHMcX&0 zXO~5Bdrsttd#|r>@gF4&{7qdC)sRgU@`}+l3%V*&GV_I{+w?Im!pxgM8>J3KXVZ(P zn=bRH+n3BMh-OLwZ{33~^yU0Z?!qfwA=(X79bj69b*pVD+I6-OHbMV-uhY0 zqI%%DOpir`iK{_g@!rW7m;*kSY(M?+rG|*S@%XXULBDvXw{SR?GBPN(;I=kdpt;;j zA}M-}r6woY7IaIBl&$pHc7DezJ7ue=UHqi8XG7L?B2oiOTgaU*TN|1@@V4XUy||eD z@-yWnM<+Ya@X(Ms3X%QaYf4!wkZ>}XhQ%M0@Q zpeW(f-IbAdA&%}Xk?wY`-7X!gw_=QJ^K@eOKEqd>-+A=qQl~}8r3&(y8ZM^<(t1A+ zzTAglaoFVk=k2zw$|qT2gJE)W^u^8J1xu!3k2;xY6(4^Od)94!>D0#`FZ}GJ_%D#% zy(%d7&xVg?wgdzwMpu5Tmz-lb2&EU-~m;0vo3sc z%$Oz&W=kwrk}otkLr%XIC&oa)!Ivz-=pNh=O{ z6Cb`0VdMLE{v2s~r)?d`<1RN{;$#S8G9S`AnjELtFnDMl%Xm~aH-7i5#f6#X{-E*4 zkq6c@KGv(EL7xxwiIH=wkEo%B22$JNw+IZ)N8R#0a-$(uVcwf%?ThDhsZ>>n2>)`( z)vp%4!jqagz16oj94KO11g9kDIJ*&=_BUG+ojN=^5UN@4M5y*YkbU`wUjFyf#jP8^ zvv5B?AMOYmubHg02vMw=thv3xYbq-Iu;AJc7u~tZf?mn4thZjrhN=TqKe9`5J;0Tm zRy$pIyC=?kD&uPD`rLPdmM>qp{&6za0vpuePo_=U6BNHBa z`Br9LyVd>ez0LQkTAja(6tvpg7Y>HY3|L(=&WEVi8uyGalO!?wYGJK+ql~^VRXiQb zrYb1qIPf)~Y{NXom8h#O)Kyi+O%kmfG%0qibCRp}dP&-$(--SG^)2qstfK$25;3lF zysf~#SKjRwk@U-<=BP+o*VAQPW6`1PAoA`$8q0K*GLwRMwj-r$Z@2tnt2W_u?Nw}u zrp(~W^}^nRS_EqOR;GdJ9G4CgDLsLjdFBQOqM}Nh3C>w}PC6<7MwN4U-jQikusW~m2Vv;LXYXGyLoNls9Mw!h zxE1(|>tU&%{Yj%in6#T&`p)D)y($pXdYjzutv2}%Yet+^>E@5NY5qM)Tg)ceHaR&? z=5@52x#d)`rmuJeoi4JZEoK#srF}ac(vhK^tf8*B)O-szc&arc4{6<@yURMedx9qN zzI=-dgaP-^g1n0Ta;*hCXK!EWe#E4xFSY#3Ny^>x-Q|$jks{I>r8kP$eJ{qPy@+C0 zZ2O@jPY}C4qudQ)xM{*k7PeGJj8nagdQbbysg}?(l2GBKd(Tjmb=IXd&X8fq0vXoz zk9Qv$+b=uvrs&yGIY|#A2W*J^+!gOq)#0jf>CAv-)5JBMZ}oE1#-y0Zd`ec6Yv|Ng zJ!1zI6UeNbUh3hd9-~DK*o_kUY7GyG7@GYDzTIFMtvrtn5ii?!A&E;(%hfNJ-==<# zlDoK3n>V0fnyTovDo*_=mx_YSq0-AqDrR1bIwoXq+E|>Q!t$?=^bfQBH659s`T`dt zXiEj;n2A*^eZ`_%ac!byV%VOT&jkDJTNxw)DHk$*FYurh<|94|MTwmu$x-j zX8;;plic^0ka2u`;$L)59-R|fCM-_O-LPl~RdqbxE4)V?zw%N`RCPI@lGiL=&{OvL zZ#0X-dcrrUu+?(jOud-WSr`!)r3lt@cp_t;t?GY2cBv2hIf{CKw0%TPn(R^_LkPM?wrW;)U|i(w8Pn6C2@VO z?>Hn(g@xGG^r(%E?lD5M*(91Usa|DJ1IK%LP!qQTbNz92wuYy{)|_Xxd)hl9-SOR* zG;!laHu8!}*0sR2ahJ|AH3 z-q={e(5v;>;M(6QeZdVWDJO%5<7H-#9BwP(`+n-jJxHnd}a(GFF z&EzHavhsvkj#>4v3DGR9j5GemTFHEU^hi+-$-Zbbi7?`FH8-eXQTmw>ePumBwKQc% zNNuZhk3E^jF`-5zMfB?akYURv{n91wC#{Yqj{>-`Zi-jaA`}hBdJauKVKqFtVRC?l zFss1X%Q(Ay9w$(}>_wce?v=%=5DQ-FUAvTMiW{kNBd&`aiksFN<=*>AXO6(tyEVr? zT#>?NWRqj8!@h=>7jQ7j`QS29JWI#}NH93vp5kL`J$vLnrtXQ47bWZfM(f9or{+RMz>c&Z$|R@#-vXQyn(Hqi(-)roM}kU#EDz?g5A) zVCB{yEG5}FJty>HM43x8r}Cgn15C_q+wW^ysWGlysq`f#Ks|RUJon2Pg6WsBLVR}t zF|U5tl%K8q7MuP8-kmYktR|W%M;!iqS01lBbK?=j|v;`=8NQYA# z_e#v}*QX*V7qZK?{3Udb+k55D4tsmmrBT6D%+s=qScKF{%wBp9$GDBLLWo|?x6aJd zeHTJnnfVi{^HgKiJFtVV=U(EP?bWc(Tw{h6`r32{ZA_0GHKM@Gq8cpNyR(lFi%)tr zmPMwoe(N%Es*^aRvs2}cihUh;OLW#?2UB`G!^1Ja1fPj9Ti=92ok zY-}<8(_OKD`uV4Z>YlB$Ue2|G$*m-w%Xxzdy*1iuC4QHlaT&Owg|#@F+7vlth`OFj^-X*5vFJQGv2$BmwwD%_3?Sy+H$r%88E*l>zVLM zDw$emKSrUi4`Z{LLZeohsUPEL8B;BqSlc{>A;1K$M*J+5y-t#dO-ZeaUtT#jC@dS( z?x0X?Vsvtv#5MJ){~7<*2kc#4ze3*5Vb1I?o+`5bNb7`PCBUK4-Fm(HQ|TPV{!|Ke znzSL;L~r^vZp!^U112x?gQg}P!|um^w>Pp=PZj%D{|cm4%l9VKnUY-|oD{5p7j`#h zW19A>@!svniRqd7hP05;=8&IKJ?`)NypEZE+pr#)dawalf-j%R51=I4<1 z9G1YGI;sn`Q4s*olqO10c}lC~g&0+p>qbRA5QYt;G6Qd>t*@o86OKsV|9yM1pNEmT zHLR;rd|PmUj}ToKKNiO!rl34J$9`c=`x*yE5z5ive8`7R62 z7QNr)35%|!1GdkvA|dQrXy8V9L{|-|?A_Tng43nTrX~@mO`_HvBu7KOw$tB9Jq(S^ zPR_ZWZM^#zA(QwE$;4g~)S1yGr6YP&E~gfc?Kk=SI_)>+BFMO0o|n^Gne!zF5xN}lj-SgD zj4*b*>P1nP>drmGa1(bIkd~>7R4>tKzy3Qb(J%3xWq{rJ_XPJHNajqRfF&|MMyUf{ zz$Hv5+py@5FXvd&omrW4qn^j;f`@ynLIVklwQ}y*oBaH)0)U#V@y`B>yXadS{^A{ z@RoUp(s%vs>^_n#^BcLiAB)Yu-3?of3`OHHw;#zY!UB?f zx_><_T#AZTv;Pq(MvxmS7AC249xPy+7n8X2>yyJMc7v+f^Q`c>WS8YTTtFnJXr+DS z9ARs+b6o5VK)r;Iw&qjmFMNkegv#}ArbR8aQ8 zx;ihGdD;8~uZ-iyb5QZK_VEQ4cAC>aL^4SZF;4W7NwLu)Lwv!LkaHCquzFFPVwLLw z$#LEuj|$kFs>3Vy{0<9T6OIeIZGdLRpp`WV@C&J+tnS!JNno z*W9_yzsy(jhsELW488{rwH7R`y}1#(Ly0j!<-Dr-!{w`C8|6V&2Zfj?x!r$12wXF` zZJm)*eUaCSFv9l7OY84`wfSx-z~J7Y_-bMc<$owl|hFa#uav z5w^aS|3a{S`AAxNR_$;MWEFx#%GC<$T*H9AbNr1&lE&kq3mN#&z!1qcVL!V5yc3~I zQw&j&=U7z?A?>N|6P+zIUF`{2dsY?H7sneT>yp-W&z7$?E@UMm6yd!$6NVtzfupuZ3i1BfD~RCFFY%Agfw0`Y<N#I@=vgNBxvjy_8QE4!l_Joz;(# z(DhLO)@+{F`$zSjikvy~jOtHIUDlejOtHSP(<`@(M&}PT5Ckzc!NVmbJhaut^c1GL zJmE}f4)g6bb2^E_ENy$*I^!=yqNN!sdowv)vDjNiueu4~`M~ma!Cn@_1IUVQbt~fzU0r`#|3p_*4L2tXM2)o zsYf16YtoE%BuN0L($)GBcOK^$v#Uh44@(O>Y2VSvlPfY=@iGt_xUo`$9h!vb;`jk` zre4^d63NcG@Z(%V!X{}Hsg2tbPOsRgJfu0GjQdpiJbmTQp*D7HE7jQP)Y;b&%kP?n zYKB&gJbJtX-Rslyuqt<2G$r^N#$WE>3JrYksd}MfiPin$nFApo#Y<#;^SU8P*X{pl zJ33C`SX2JH>OkGD5LM+r0L!YrZ7IK+{>l8xOhQ;!XyC1+!8iwP!}E%nB|J$>%Y<#0 zw5V(krU9dB@l;oNbp!K6J#gL{_vey?@xHq3u;upFmDs&C+@3aGD{LWmf<*GK0N};b zFIzmen^n-^z8TIvy`la@I>)_NydbW+ab0jXMoj~7s_}OA>3~mU5^%UInoSJrJWiM` z*LMy6QO2*_b*iOQ87s6M48tbAO`qLqizB|&d(#d46hW@*Wy6uq=Q2Z)CpP@#(=ZnP zKcHHP1AO~vJ#K#PPjT^NzEKy@v6KaBEJp)@fE9}ANG+s?Z`=>G`o2MG%4I!j=s7|( zison#4mG;@VEf#{7Cz<+htK~IXpdbOZAtbnep@>LrGjOAOW2RWB`Cth37omKWdd%w z%9%sVOXcz8Y)ApSkP)||0-$SxV#jzkxvVj+MvLZFFEb3R%*{!t#=mX&Jbfchzk8Bo z8nxzUV&p&bk$A=3$!T&+C};=ppvpo5v_EZ;b5%?TyW>P=?cVjt11|P< z-etSA)PR9|CoUpHvK5M9OKWzm3$V%%+-+jie|>TWugbPNva9xy&rq6?QF>s$NSGfV zqmD+^^@h2QRH8m1BOo`ofJ_8jJEZwTinn zAv|$xZ&Sja7$sFN|MF)(F($m%BDRs8yZhykVzes|Nq3i%E$6kv8XPz_j%_!*gxRIU z`!d^#gVd-OU($W{`>D`0LDsE;f^mP95{pafUatFuusHfL@hCPO-;$_u-B8H8u{y0- zgizmqS(iHIl?h9pJjHxh_XeT$SLKKn-wngkb3!U0A>@f?3dZde9&$~)xc(+#uvXYZ z$e=QbqqZVl)!R9O)xwfd+cWZx{Kla0iyG{0jvK22>Xw!dBCd9mHfW0!F)87^H81Wp zx5wH!tM^AgV#~6H3@*OQj0=f;_u*jOVkt3;qRM&>0orJ*^QYo*XC+wgK8jDTBcH{* zc~VQdsZwP`-IEtgo8@G2U^F3fnD@jqm)sZ2;7dD#*z#2#2?v8*YHD9iUD0@!5lPl} zk7nu|Po)?!MW!j~aAQ@-L_7OIwu%R;*v`Hjaj91X96w^2)$;>}i-;uuuvf_vAj=G0 z{A}vPYl%zLXZSQ2|K;S+2cgv5F9n%lqVEsPKb6!ws%u)c4uhR1CBZ5fuw6+teeqH! zdk~+*?Z!9f7bzX4p0=TFw;T+pPS?FnqV(ug&Walr^;Jog>-jm)b(MS7MPisf5Zfl= z=4hQ!wLF^g?adbqg994Ihqjc@ktD^XGNj82L;(!rY-bz%=4$f39uLChVH>$Y{yO=1 zSDva9zAB`Uw%ki@%Af6bf%TlaA$EkckPT}mHOjm`zIS~{YLOPiljv}g*7)puRMa_9 z-Kuowp3J$o=LdC&B6$!%TJ51Mts4cR-YvAk&)ng~+<5+_JDU3jg_tfeDX#qHCq-_I zYLcQXFDxc?g)xOatNo_Ra;x(`F5onIeU2cv^w}LN!LqvkhlynAHec5EP(QKwu;LT_ zx5cbgOq0#Snz-NMEV)dalBakK)u>yz#7KCj<3CcI&4`O_dM&(uTxXk>uK-CSb~`t> zd6CVGDAqLmGr@eS%~IR2s{O)tkwZ@1;X|cCG!fQx%O5~z%`X!O`jVsA2%(tx2>6&)$jj#ra*xWA=Wd$ zKQG2b%!Xj6g*R)uCkHm_6h{+6$25VQYa_f3x>^w%`PCyi#Sww&P zjCIP3KV-4DgbaQUs1DV|*=`iBRLJPMlpuuN5VZY55^lXwi0qwV+SOP&DwgW8EhCYq z(g|uhO+%mCH*y>;Qumzk<=)RFegDIoW87;qQFb>ig7hjTtBw#2wAnlDy4&JruFnrFR*N_U8h(y0f+5(ociuOAbo z9eUI5JoQT^`+(uWxJ2aoS3wa}; zXko$N-~4=N#aJ35D`#o9`?bOII3joDL$$&4*FYg0EI5>2uRHguqEgur2-B~C{JOc5 zPfQ52v3ShJ3Ni)-)5J|9u2z}zX#FGrj_n{ZsS7PV>daPSxVi9F-Z}kALw_^2?zm6L zbLZxogCL057MO5%H~vy&s|ZwMsbQv9_3;c=JXGtAo~3cbX@_N1|2jD9QHhP}b8nsw zchu@Ggy9{sYMkrHU60$UbVpXNbH5M%I)2taJfo5ImSJ8cQ$u9(kUeS5NYQJyif#C< zAv3P(%l=u5GrB)dF*(G47%d>vY}2-nXBL>oPOL%k9b>6~^EF$9#4yN)4Wz?0y!_`v zSZvf-_GyK&Vqes5^q191Qq~7}q{SRo0V_sL%f)uMGn(INVbL=d+rR`oKQ{DSm}VKm z!^~WNY0%U(2v+Q)HM~!_#8= z{DyD&9Suj6z;F#~gZ;KGvs+JbuK}HFX7=hm)Nx72SK6|@!ya|*62I_Rj@dDs9M?w( z=CKoF(=LhVt1(Y`qEs3c|KU`c4nND9)`a$~>8TBy;D&m4Z)=&0!P}qo?Q}mC$*fZ; zrg?kY;H+to*RdpF|F^%HzpMk{+VJ_lwSU8~`*hX4E8Ci83t8ig23eZOYu(e$j^9P} zAXr|hKE8jJ;|F$QUFN`3FY%@CE2o~`dOX-bO4f*R+?6x%LQV2#1d@guHrTRt9(!p8 zuuO-9=^6@}ac4tW__7ik9c5(vz_$u(!%dv|yh^a@|0s2#8_2^a$IN-2HpI>C=}N%` zH4I;^Dm$coxRTd&Tz^n9ZLH5V-dvu3>#(-{%bibW8*-a-x$=&cHT1~@)Ufy2N6Srp zI>8h{|JmRjUeOp?ai+|#-=V7PXRFo1tf{|hTW4|wi9R2c||mnq^aUW1M3b2?!fv7#74zubAm%YVkcS@2~1*apaic8g`@;&1n3YN4Xw_`CI5 z)2(oWyZD*H*C5l5QA&Wz5t*uiS*65xjI8vBWRG{{S%-Q}wr3i3gU;MIFj+|h1&P%4 z1$1eF@$pUSei89!Mf;D+;ud6GK;^cBf-H?w&ebM;f%+~)F^%)gO{I^^asb{tg4xC5 zzfrniQH)WTj+{+Up-Dsi5KZj1*eC(j-Dsic8K+d%)YlUs8RI>ro+=HtKwpd@E?c)d zS(vbqyO6)B|1IToNA5nv-%3Nl*s(VX@pa(0_`7JYXvuqe32ljzZD*)Wf1N+@ek49f za;?mA^qwVkQcA!syH#>3S#V>ugB(Q^{Q)F^3##|33JmaACWVDY{mArD^3gY zq-!LQigWi2EDW1BRI$-Ub5yUdynX}IGf9depdI{KC%&u?nr^G+a_ziTN6%aU-p?zL z+tUf4UP){wrB$W2+K;U)*|zeerikSpPfpp+K!y2PuzEiVkA$&{*_`$@56kxGieiaXIjD0wr=il=Q7b3^8-Mh`t%aPpyq!5O z+;JT$E;wTTB^KQUg&sX5qIW@7nRm5lIdCoYkcKob$yKGw;hNxqHjQ8r1U39>zIWZCPcr_vxFY$Ts?)&NzY7f| z>;$GxWO3@mi|xE!l9hLM*-Y8o--*~;b9jr^tlp~pvnL+$hOWSAYkmZd{Gzat6rWIE z|GAT8QvJnpmyTU@u_a!r@;tFLm;$U|-~90*h2RdpOM70LMl|<|%o_Xz?}M=|SBrn; zvO3=G%FSA5|HJq9Wbegb4E8YvJ+Z#9k0rSA0LG{57}$h<3j`37>j97pheM7K<}iHs|{t=_EANDMW3F zqYwPthDj0g#cahizOi^F!+#VAWy0T&^`-gwYp0vuU0wx4OEWTEaFf<&#a$;lSC`}_ z-Yav+I;Y$_gn3g9L>R`0zbeWh=YjQ?%YWZoi2Xb7K;+26e%*L|%z$1GpnCbkE4>6y$?m{~sHn+6%jm z`W&aCn}^jCQQ)~a7AEVq#JUyCRru~t4*ku*U_})~=$i+$f-o#uN*djk8^3EqSO3=b z20^%D;~VA^ml6ge%oOwZkV6BRuyB|Q!hyHQg8|-gieB<$_}!V{HBb-7FYgP#x6@Vy zvn!M8D-=C1`h{HPwdUaspYri&(-$p2a1-A9f01hoZuY;-au$=`&47t)E%DnopYXg# z7XRiR42$7|Jxc$nA^EuH47{%{YWexC*hKs`BEW zm=v${1+^I2mxd`qtll(8v{7JfVRGGsF!&DSOH1wIhW~$4s?8w19YtK{g{I5HgaHp& zh(#{r;fVdsh2WL^?wPC*BDPY)z2?3Nj6Rc_`s&qv^AY3R{m#g}qWb|0SOnRN`Zggh z5dY^1o5r~xXOzc&e!OSsO&x4WO^%H!Tbn9QonwcqVN#y%DQA@(e(lr@i7ToM@?bzc z31on|KVT!ehV*z@kRP-&qhPBWPUa)qSS}a-y46$p&0Y$ncH9)n?e&E*faIGPW3bSAN~f(A zthg=#jm)*=0#(6If5dyy?rhz$?+UWv$*%l<Q)+1?sRtC7PjHuWpB{Vh;K zN2HGf)g8^+-H}tn9qpZl;>AvG_ha_cAHJVH^n^6{r{_7Zax-%I)q|Ymyz<9SlQqf| zJVv36$#%7Oqiz2&ds;qNI;Wc#7+*9A6mcDewAvCEwQnQoBCZK!0}q+&K{{3dQ0MP% z{RYykpb0A5nx3(nQrgkTu1=1qDVv{k#;N%t>mPC`gyz9i*xxWQF{$zcx1y7fq7Xcy zPaiWz_cu_P4K+EcQ%RC@aocR$LPouw>s&^?UACsij2DD8z(Rs<$(F3LO_-6 zDS2L{qh}Hp4nbBNgvr4wr9St!Pgqr<+B6Ir`Y2og;%+j8XDNFu)MI$?0&1FpbaH!g z2NU<}VV-?Cn3}{0)2K%k`K%Ql${AA>oXYJ}XU>kgz@;#jazhxKOZy7EK+~C90;^;! z+gk)C1+3Zjnyk-;kbb0NP%&NyV=v+@22^pjJeM@I*(maNh2knXQ(&{*?C%VlSPdL0&&*0#sC{BHOLR zTH!{`!rp*do`-sE`w#Hnz%s`|JEt+y04q=XTya z7yl*O80Qz}M;hEq0M8sL6?>G$16zgssz~oIG1;?W?mmXBme|V|Bn<#4p=j>^7a|M+#LG z2-`O#?2M0Y}3*)O<*N{1?LCfKh3&lcbxa?sHVrQde~DXBbWVk ze3kdnx*^Vw5C4@B?*2Ma5vm_g_57m>9?o8v&Q_slO(~{)6r4T-*nx z&6SA?lakUOXTK-tnR!Wwo;rw3VDkG4v$9U>w8RIUjtVhD3?ld#E>XgCukQ~!_2EkN z0wcP;jmsGQ2l@l=1|X_f=61v9!#0=OFoZ^NzT>}vIp}sQFQ`1ImH^vP7&(x^%dCP2 zSJ^jP-+f13piqTV7vs6*KUO9XNBq#_itMelC8*)M_`Ogr`n>^L{$`81RA%op7H`f& z5n)2}x{w1}Z=jNgcAz&UoKunLPPaQHQ7t;Ff!iVku7K(GJG6-e*c5 zcxR;%2Uenh46b?YhUs;yo5O-G@EbXIx=_Meg7_6P1=;9Z7ZH-(sQ-y)Uny{T6XXTG zq4o;~84pTHt+GFx{>=wOo}7`(g-|;U?)i-9JL90ZyFLyBPZNIL8-?v_<4MH$BK(h6_hMfuXQB9Ko7;2=53X!YPP}`3 z{Kq=U?+=UF7W22Vg;K4LNE)Q)FN?=HB;=kTRYTJ8$_73X!F~>LfZ6 zpawltU<7f#<-tyFeTNOWQ;em;(Xq7BsEcw3KN~!@MW(<<5pE-myhouPl)>1f`tf*6 zPeR_1X^jRid$jFF1rs&_mWDJVm-HFGzeSiInC=tE!f6*@!JW1P4T34@&+>FZkobKT4<#wZ=>ZCJ7MU5aK)fwlaF z?ZoA0*8nJJ6b*(OHG^RMs`}Z{==8;QW2d@Ys9h2u@_GcC`s?T#@F93Yh_vTJfolpJ zQ-Kss5#|fX%2mj5=3!aqTZ>)J+q}ih{s1X}qH22AWq4#C{Hr}mC$Gmdsl5H-^QIQ_ zCV$1d+U;C!Z%O&_V`xnN@9SoOoBl7u#aoo%+x|aX6IeF)_hY}Z~q>O4sRP3c< z9>?8;g8NX6H-Oh>h;)-Os2|A6_di)SfCRSrMgOQMM-<`tvli;+m@ z-%^gOvZF85PG3d3!zw`Lv4-sQ^z>eCDLdm;`0f^n$&skl1ZCR>Gskayo2Va&kFDU; zPFvtXUuC7Ev$Y(u4KMPJYapO;`+?a8ou)nAQ>qQ*hSPhtKfPcBjJ*`X9V5I|?ff5f z-Ay6>#53vRem;PnEypMY_HEpU(Dx`({PKcaA{U^=#0Q3!?%XE(dYWUHf)k5E+ zG?}i7K?pnf(SF&J$d;9PBT)*<-{fA}lpA#h*yW`DXL4COtGm(LCr#k8AXCZtxoRu# zT(9r4-9mmw77 zBR&|asdyE@jB1F&l0GygS$~*B#^25UE>!(L*t#<*G2Ae%?q6>Ge2roHI>o&|xCPZR z%B3RtoyTK5rwW7fk)fd_P&g~H0IoYEIf1AmOfHiI3&s@qMC5GN1blL}!k1AEN-uRN zI!dETG;o+piNC>-*m;+>+1|GlpR}bM+_JKI^hqclQA1h!h%B_JI4j0Fdn=*ud{e!p z9E!30vb5|Q&{b1k1ES|o+&Ej_c&%{uj|a1$U_>D3y>;L}QWr_A3{>!(%*`U3d^};R zG6)$-hU63zr0;uxZMp>&N~;T_p#?@C72q;To_g90np3D6SMPtb>? zUFg;t5A~}w>RiBs-x``CoNvf3G%6eADPWZH>O8-`w{m;HG1Go^YkK!~Ojl0S9t^TE zb787491GjOwG6=e{F!=S(Y(`^L%Kk%9lzGLgtV4?h$0X@gr&Sej934pFa6a(Wmc z@3kWprc%)N=iC<{khBDPbM=94>5CG-5y`c>Jl)$z`3WR$GZYzdvTjqa!FQRJJ69{* zVJ3OA+^3|o8uh6umxJJ_a1{1sX!oUkN4d}4y%sce&W;Uk%Ey%h}i|J_#(?A|vMaaL04!uXQQ&5t{5u*`eg;jDd z>u$zvm45fr`OqC>Y*GO7W$s8BYHnQ627T!`$_)fh=n8ywa$T5d8AWeX*tPPv5mk$J z=c|-DRN|m)5jgDzDE}X{kh_d|e><;D_q(6rM<@Z4VT1GQ31)##hLyoQ6+&I1qNUK{ zNeJuuRLb7#-<3p#$cb*tf%mdFnV6H;BTCh_XP-Uv;SKe_^)?Rst=67)15E@ zTNrhr-N-&B+{E=~YkR!xxym%MdN*lX0-shJ3c5;^gP43JTuv32^B-s|(*SbLGrjZx z>TQz+!|}Z9DW4C}a4Plbelvsx@ zwtA+7J7dtuXJw80mpGucwr2`5U8t?+!pPt0+bm+qu%!#y)(+mXOy!sbCL$dRF=*;L zMeH%L!^AD7ZwZalW+F*tHdJ8&+iQPw>%qOI7q1^~v&)&OX-z8%dUEdgwx=qW`V^t4 z?H7lFNdDpqlyKH|A3yKlOn~^C|E;z-HMQg{SRn7&;NJb%meOq4sH;x2&!zAQ&NVE#rQ~pAAwJFcKgUI#y zt~IBuv!&v-%zuA0NHMZ`0s^n^U+{qZeFI31u8e7iIOfP0XmDBlW42GT6avnT0=w=T z5@Efh$M5Qnz`mlH3#gn!t#}$_Sgd&9ak30aXt?*Lj&2f9q$t zP50<9ZG3^wBOKY}+xs4Ny3y$UTj>3U5h_Yi%=1$!VH9wYMEDJwLLWqE9swBO@dAsl zcBc*>G^dvdGVX(ZFvOTd!d`8L%oOfNNA&S1B*QC5<#g>ChIjF*c?AX*Bt7L;C{o1W zj-VyfxCC78elsrw(R7V$+a?ZqK#Oz7X4ioBVGQ({CE@|%*Hci>4hOIirbndf$zy5h zbFV!h(|^Mm`6nDi4R)pp1AsWb2W5-rAG?aX9*!CnY&(_F6I@uV{c3rA8xdLaOz+=D zh{>(nMQ;q$D`+1JYKEqWP|Cg|XaAanC8p!G!$R@Pfi^FM9N$e&kvHh8ld!V${$Vhc z0@ia`=}$|)Zy+9#0v9N0A_K_Gse-Y zu2T*udy7I&k>{eKsK91?|9sXqd7uhzNbKVfPw}>^-1Qf<+Esn)s_g#++k1Wqno6VE zffkpXMyaDbH;aF3Ik4ZN+4*Y#8gz*;wv^{PLjE4+tp*ZG6Or18A)k-u8AN=g z@U|1%kbvHTBDr!optr=jwc;;(gcE?1QDEBo?9W%E+8KfoS-{E(@!-gRWIqk~ELAPy zv~7xe;5MX*R*_N)yZOHMq>FeJo z#zjNMK1rW~$;Bgy*N@BbN|sMh;O9uuYy~6e;b;Z`5a&nLjW;T=8-VP;( ztTWY!0#D;(We{XEh;81kbV046M38aA+}}Qx9L5y|%)}X?TM)dgu z3+PA1BMau|CT`slsP8uwD7{fY8tQ1Tbi;`QXsTE|H_zP2O9kwWyiIy5F@VYriL8jh z;!Omc*NX?8t}e`H&=0I9!?(&2TdTA7&xcZ+(!|gXdNhpoHpFRDRY<6s95Rl#IiOyQ z<-8AA@B92VL_1(6k6~<7!MNi1n+?T4%$pcS1|*MQ_LwrPz`7XdNB&}$$*#O_`8n6G zWbEKth4z1b8X|3dmJ*VLFlc|Zl1Uo~Ga?#3>*rF_UFbGe1D~H+5&WVnAq0J4V=Roc zI|wJkVP4R|^U?zlw9Q(qf@c!a6cC<7x`A!;W%OoCO;`#fB(C@ETF#NuuCK486^x;hn)SsatNJU6(7e#-x%!Yeeue0|K z)nh0dO^TiiEUzmBOzB9`m;Ot4|K?~}Nn?J2Q>Yo0YRctEemd&hczzTVn3xQc*KXwu zI};!m@%xcLLUQW@AeG*H4}EvaofvIKB-}Zw^g=24eF1h`0vQ^Lsg2oYb6+y`864K)~zf!8U_6KxtyUNTIA+B`-Pgkn6*c0Gd`7ZQVsrd;O5&U7GZ zqY*Pe*_>_(QwDv=MnMU%T+h;=&bxsynOhe&xnO(m`RKI8Bj}P=2I|{=HghSQ%F=Z^ zRGq)rW~A{gVZ?p~`ru=fzv%CleprqoD_UkcBVy=7t@%&|nt?b?ENNC1R(Ji03XPDR zpc|#rmmohmgEuh=DlGv&A5{_q4v}+x{mF=#P6N3Mka{555j7^7Dg9fpKqrUP@IVvM z#o=B+oK$x(L#ZoxEJTicIBili&|e=TS73nMjBuqXshInqve(xD4L=O;2NIxg)jn9F zJ#s=e@%{a0GDDW{O#ivQmi8SdIAG#Og%|Rl=AspVvTZhf4Y4zr8E|4w-tG{rqe;PY z>b$K%k9nN}>z+&A{XWthn-RlQ@I4bEF&@rhh?C(OZSLUFyISGL zq=`Th&==|0i+sP)i3kR3sGw7zuk;hv^vJ6^EFPOxZeAv=6p*#Npp@IB_J^0pL4b^c zN8+@_-v0WWC=aPca^j!h&m_Ty3167*#qvabKtM*#b^7EuMqOf-Ez$ z2ItYtxon=-g9;lYL6!oV8U?tOHTMq9uFu%0zBP*v!Yli!9!nFikc2O8)ta&ZA5B8# zH;=hoy&N)AzyT7D6m*D%0^AnT&95OpJfigW?*bKh2A#`;Tf2ppmr@&q>lJ{7$xyVO z(pyrP`+5Qo#LhR~-h{pqz&%n00r`k{$fA$`Ds<`sK;D89(fGiq79 zP`h?jhk-?~#N6!6p9)T6tregh?FavDc{BV*m3mc2@Dpq;v~f2qvYCG%Dl$IsG=L%GP|OB!H$(m4jL6hk+dR~2@+#aZYV(aPm`(`QP(?>_e4Io( z%NZOm!?!9Ra@AgpKqd>G2I%C}&LpENTpx$6@(bdCQ{*xNf5>-B16%K=bN%)tDvh0? zNJ)m-mH}?;9#s~!{PK&osEv5Xqx0x1BEy|EBv4JShRQ2MT%m~E4Cp-uMIvz+sYKMZ zCy4@2)_OFAz%15%=*WvK?o$Lvt1Zy&IycB^^ZtAr_hw?i8Nsvs(Il;EBS74R7!i2; zYoICP(9u2%K==)QS9@!Qe;WeG>>LoIrQ5qdYHOna*_hCRR2JV@NK z@eMk9CE-tnUox=7iox6pvS#f-FXzHv6QSafv;FXmKNZftXq!5X9;r1WY9FQoLEJ~> z(&!hM?fTm`BVFVrA zpw^Byg-%5)w@vDKGbJH9dbLW_`)}k%U6}hWnhfi1ppDdzKF~{FD#%6d7&yKpqYD^6 z*eFptP8RrgW1^ZDA9AO#9`8ZaYN* zwzncoN#TcVunwSuGt}8k-ESEJkmj&iL!1@jw9z38YH+-QT^BH(oVJ^5uO%&tV+#>- z-atQ6aL>F?Rk8;okp?C{kKUVc+EWXn1GG>-Pv6)tGw>YQV#O(nUF*>6 zQCsn(zX;uo65~!EF|wIHl%v9B^{9OaTpKI>{}HTAfCpOfnTmptjui!J`TzK*r-d6| zV9}cboU&DOVnA2LNN`~6;4CVFA{o^Yh^qr;6DoBlN~F}8tj))0y^r|>d{Q#V*D@$~ zZDwPXq@jlc7X@q4E4uU9eBTE!?qh>N^e_|n=X2LGoYHs^wNnIusTsJAajuCNI82Co z2JsC5{)SY^Kp&klV~saFbGjG^pBA8lbtk7b13+DBDzJm_$s~|W#6(%q)OkGZ}~hc{A29A7F~z z_tU~5dHr`7hk0f<6^+OnrGI>sKJ6zkn=JU2^x6ZzAt&8S`(+2LM^f#k7fZ=gCk*qR zv_a4Gj)s#guJl(2TQ5>Jm)cT>5W`LIHAze%TL>me24n-jeMfEt7jOOt>YMOcU&FS%MD&%nUfZmefF)|W}HVw1TZ#N1$ff`gsno;l_ zEwC@+&>=moV17Yj6cHV6(eke{Q~Da3p9P@$hmMK0wzZ)cmv|yX{wxioC(Rf+y}`Ge z*+@OrP&FTs1ju2slK@!aF0fY7&1f+o@ude=EwMEaU2m4rP&F#z zyjXsxEUm$@WPdBdj&X)6JQ3^>Vhv2}3}zO7=qxQp_A|$hq84rdZ?(LAU|-;0kKSPd zTm&BUm@6=l#t3?k0mcMdv1NK5Dw-^(t?s^_K-@W^d5ODFg!X_uHs`R9hT0Lh`#Ak} z?P8qet2{G@RHiy8K~UL8D3735Ld`c&7>wAS2Nb=37WI>0&neNHowS6If>@%w(?S73ArEZmjk6U!LA0n&Lv=E-LwZc@$&T} zEIuskV&)gSz(mGTa%$*g2}Ff?-Ywbsx6RQ}gLyUxb>>lufUs_X(TG-Ve(~Q458vNz z%22kN82z^pF697A8scFh>L@urmB38RUEq`YbzgaNZc+Z*3>oaGvpQ8_q$Arb>sK*q zKPGmA%|_PtKl(LeHAQ3JNgrhi{ok84{jZM$V~<~$Lqb_M1ZsS!y5v=hnrG^$ad-bV zYn^?xVBR7Jf2(q^Gzu?H_mZm$K0-nmd@rhd`x(XoqIVYA1`ehpL!R)f~cYj2(cHjGFr-gy(=nWjQRhNH6-154i<=ZDn|9g%6v8^}$RU;^ZqX>iz zY3`7G@W2axZ*zenUp;6_cuQ@ZP#Tw7h|~Wh5IBQtHxcSW`G4G|h`3t?8gMHh=+7HdVU@2i%MTnE9SQgSHWYN3HQ*1)7w*HJ%ZRYBhW&V;Gg&iFr?Fgcwtl1cLWL`={w^~ndpfEDf9cgm&} z2!y83B~_x6H~qHqpkf_WaPw=ZwK~;vd5SuRPIZE%LRfU#kIn#MsnhK2f)0udcP==_ z>;K4SX|$P?&`ByKAEq>!_ujj>%N;n5AsL4Mv>@=5N;fomOn?>f^Wt#T_5Qg()q@XA z)hJT;fO3f*SpY218NV5xui1hbI25$B$lIohVkjKQ5$xT( zX`vkWQ-ux+Mdw2`13wl!EwB%QA*5+_6iC$CZj^n!%10Z4=trBEkPtfCeG zi6fY5V+SpDHkSM7B+V@8pfLOBgY&<`hJHs!-G#(VJQ)y3M#?)u>lq|HUfPfp`6?2} zO=FgmrT;uW*Hk2(<9pC&Z|vN|66bjd>GJx{iLI@XAL%M8I;;I&yep8TxG*O$hCRPe;Og4@v!KKDUCP#Wj-*p2wQu!norhM)jUkO1Z*DK)OceJS-zMu&ePt zfcD8z{ssoIy<~>5(GMAqhT?p*>6GJMVmI0d@O5aE6n1XQH-=q%C-#f@Vp#PQ?P_JD zCXnf<%7Yn1thsMECv`rR@DdaKupW(EdYO&~$Ht}Q5cJtygV;noXZrOLl6Kt!iKtiF zTj*NN!P_0gauFc6w)l#?f1({QrTkB;r+FoHx9@%ET8GE`?h~Y1DDg3A&Jc1mcl}#!#JBY;GWvv#=ozkJ8u$q(&tp_UPw) zr=bJu31X+=xDk!LMWa!mwq@*^pA8RUk9ieZw-jC>(o^$yPKO_^dF8=NtK(z#_aqLE z&{L$W&E5C1;PflEC{jttG3hI})tHn3*fRUX?HX{OjJJr?km;6*bUoe3)uV?eH)lTC zxL}e4zaO|fqT@ewH6)$_&tvgg0HGlXO~i-R8mwRRQqhl38k=Q^s>tdli?Z{{%|Af^ z#E=F+4hh6Q=o=~8iAzuh2<3U_APHRJLzhO$C{>+v6%27#&J?JniO90 z(RcUZdBZrRpa1g3wS^}JtmvK83x>iua~HI=l6?!@pUeGt>ZL;!9t~PIe@j?cQvD(B zG}QfN?j**`$?aS^6uo=Ob927mvZ3ki@G1+V=N=N>D49{f;0eXG(7yfPiK9?Pp{aP+ zWfS3)!COECS70SoG84!YSXXC4jHBtmkI#B<6?!vo zyPmSartTz>$%yyuC6h29or61&Pfcb!p2j4AGH|&Fa~~wcCTY8qZSBabKWt8jyO>D^ zfFwU*|0OijLFjGQ@%_k6-yDH9$+2vuKjr5HO#>4U=zA1ScKylZ$E7#dDaAEI&KyK^ z;MT-KIq7L5&q&{g^hWKg#&0p*m0-Ijc8+=I?kA1fSi0Z=?|`khnS0L)|z990a+a6a#~ z!aOt@t=*(Bx?`SK3x8wLY$*-O0j2isH4Nhrx>?2&&)1AX2Bt{NV+q^zshxW4Pj6&4n9(&R^UQy}jcB;umZXl+*NMUt z$`d#Ujgv}~_KmJN`|SWQA~LutIfGhG^KW;M0!yA50fM9veK{GZ`OC{v2)2BTY-74& zNCgxz^!{t2P%%a{HqYL(glLsHVSvvD2LOu({xNzcNqB8zrj5@SK{e74rSXtvUbo-_tX1X=|_Mn-#3!1{|Oje zZZoJ87`BtU)2Q`mZXuHDcG3sOp~^Q#IZ6ArjC?I4+sAnA3MLQo_ri>GA&hkYdOZy; z%52O3$8P;M33Km1yKkw*%7@cOhnPdnw2#nt4$vYM6)49#-dI=iXj(O zElIdZaLe?uKT^l-gh+rzyA#d*+lJovsjY@{^uR0Eu05Y9;O{^WA(<(=4!ZXC^!$FO zV#WILTJ*D1bQgMw(W3kltH$NE_nS zI6x}iI{b~+z4bdsx@);BAyqZ4($lT}k%)E?D z^yTpI2ty&nZ76Y_(FS)T03=CC{DEEd6F7;$UFIdG6{M+0Ffgq?PhJbx$xO+I%)wh{ z6rnAeu;>IZMMN;OfA)jqIU_K6eCL!Em{4l+#GEoL) z?+A{s^HBjxL6>V^K1UJ<>W`yDYZ?>gU~+$WC3&YtKkTdTSaJJObd`pcP%(^pJBComBqZ<58?K3ifGE4>J2r_t;R|a>NKcr5{L5$D z9td>lmj+~!vJ0bWY;nlIWcueA6jR#ECdiDLN8`P#1q2LQ4`iy_b?&lQMRWSTc}fEm z9BT)`T_VL`M!fQ;pdV}zyACUU9OJ`9D`392dRE*G}b*QkQ) zVQKOeGV=9ri83HepCGKoS#`echD-&dc1ppF!}JLKO~8{M1O|Cuht3DwO6*`L+)hJn z@%vUVk$=9NaukDuzGs6@yP4RL7)&vdFB#RUB>vga1PwMPZlmF4dGw$@8WYcZwgUV! zHXlJ{!AS15Z^q#Ukx(dc5(XD6ae+=+|C!l0*Pt#nzIj9qlro)4%_Qg5R7?4oRQgWeSQ*^l zBR>%gi7W{Mw4}4Rke8R?`J6tIpNI37D{7>qdpVJ<5fX49kPKyTb5|KbKuEd15w1^ zRNn?kNn`6sB{VU_v0_KC^&MX_d56y=TE%h+GJ~h5PtZ4o6RA&-zA8(Iv|-v_V4+?q zo$t3HGc%4;fJOf*$*}-GTw0RKU{OkN{sLlHc)~VRahn+UN|Ej@o;nGZJLr+&4yqDspALjr#oH4GV|mUIS_!@b9a2yTX^=yeO?Rg%;% zpxDQWnjnnZf~Kr$Iy6Jp1zl`l0i)WA{bZ{39+B_6%xuIx+qb3#Yut}a#@Au@YOy_o z?x+3B%T(558T1^2Y6R`7a4ircqRx&P2BO^%{uyP5HPN?-Gi=#3h3;hV>gLpD@Gtb* z2$W!4yc5ZKt{QdXwA-v@>*nYkBxZednwE@Z5LS^Kh(c$WiF+VfH}`+i%U>+W#gzN2 zcp1JU!P36bMJE~SgoWqPOZ{`&4AOYz|Md|q-0@{dzZ;=IR{U!b2)R-uwue+DF!sNe zjC7eln&$I=?lBbNXdi-obrG|F4<(C9IY%BE%HJrI7T^E+3gn~*Izrqzhh*Ve0OOkd zeB|~@Kd;CAA#)N*d83WpAV1|uw51<)LzF4b1D?8(7;=szW;XWIh*bHN6ZC4fpYY5? zVNdY+>28QBV{n2^L_}}#$UIlPGST_y-4v(X-$Ng*$*86LKwgGR1NquR1#q~;Tj*~^ zrp9a|_2=Dv0xnO>jF5x@nr3vB0}24g2|z$Y<0z$M39F=mg;s<4?Aa}>OkO!w9pwWg z8liM49*pT{3=`&%iAo8KzjT9gmvx#Ptt=sW0+!3ORa`=c8$}mU!I-S&FS^&AFWxNL zPrxY0Z99Ks?kqsFVT>le8_N}%o7q7jA{Ha`g6a&3#AG6dKIcQ|95QxfNz-MA4q&oe zcjoRHq`r@~z}k)zVNoX10DcL_-~|W};>{+sb>U^$s!Q+bd-6&V(?Q(l8%P=h8_^;1 zP9%9%!)&S$qvQfn9AtMP$0*dIrlDP!#F-U>MEhhf_Jcg~zwYS(w}Ilt1^z%KoQ2>0 zSvwH_MBlwOJxT*Md+cTkZg?5+Nt4SVdOJ`TycwK;%{hijnl-i@yIB7 zH^>_2yAsZ-2Rir(BEp~-Bq+EhPQPf^e`c=r6cYq7fLFzI&%&urxm$>41F2sOAql<< zk&mjGH#?>B(`8i`?Iw<$*+(xR&<9r0oHWg{jYwXrCAgl$&u^i;(;Po8{{dJg%s;5b zom`#~!^KoAOTCQifwu>qh6V0;G!dQ9XN5=tKtCrBHDA>sQ<)dKr1l3<6+-5#<36R3 zR5Fd|D2rNA&jHAk<$QHW`vyN=BZ>wB0o9P%|Hf-1Ta)pFjf8u193!F1h$sdyh`|usM0%j~;Ye^7lKz2s@#I=6td= zlkf}Jy-x8zJ4tGFXt}a*>s}YQZgms)2zSQHr|4xHI*v7M+!56Vs_T19=LdX zZXx^#IrB(pk<;^hPyYS%Nzv4msMGHRex0@-Q{C{bXxBF)ydXnG_7?+# zL{mThhf^ogB}(v+GQD{#ZFH+!egKYK>D`%Q_NVzrHpYt9i=26ReGx{!V@1fd4gF|* zY75r1&ittET4ve<0e=0P%J%`{f5PBBx?lT~fimQ{&;BryE<-;0{ z`Qj*L-XDrFSV?MTR}Do}3V4pa?&-xBE9`y($=a#GS8Btt7ZuPm5!Y7ZdE<5LFwk4E@2H1ndA|a?VulF+9#B~G=)~|T=PXg6X%%0 zD2QgRDwrth_Df~Ytk(xa3d2VoI(U!WR$6j0m6dm327H(?ZSv-$*YKGjLn}l%K#V?y zBDT=qK{pC4;+Ak9WzQ}5&daUb zMn=)>F9#b1P%!{#GR?4^1V5cf7`Y`z12);cu>e{Qdq!)6zcEO^50-c@aE+SJr9bjn zV;C?|G(IVR9unsGFor6XHr8bZFpgm)E{pvKLDfhYE#uv!`(HYKlpa=;QPH-c{Z8{j zaYQD5#-CYrhJ=Ld@>I58NMH*fjgAvo?9i;$hHH#S5^tG_&G{#Hl5T0@(bJRb?TKcC zU@77Ge=|>hZaKbweQ%N%}P6RUx;`h}bOg z=1-$8lw3YJ4MOA;X0olu8UWxdXgXrk2AVFA_XjlLE>T2|f#q>V{B}Yet|+MU8*g~S z6VA6AacJeC{@EFpPR!_(y>fW`E0tpqP((n&)K}}oTaJXNvK`Q3hxCBuC#m;buP$&U zD3gwo0qPlJ#K~jiIIkL>gha)Dvv!)@aRP=6d+JU_l#UX79MLt4Cx4nCBcG4X^IS;= zSj^^my>mu!`S#UaP3D;!WB_+Lx7jfz@c^Fn_nH3Z2Uu!kvdBy#9SK`e%lL}J!t=&1 zeZ~t0x+rkClPKU@qDvNdk;U418?1*btAyd{?yu;qM?1= zyFQ0=@NB5UX6C;E2FEMm_535n;PZ)UHc)jrd&I05+Bmb?rQme#D|rcD9goK zTph=N`>oA&#HzBN-y*iV9qsioqKei4(h;LL+dWUmH*#zuM7+*`9mWXdaNS{jgZ~Iv z<18^U%L=^xm%0SK;cIMN(UOys^E;3OE@e3#t#sYaP5GB#CACfyyA~q)qQCJJ3d2a} zNdSQ7hbP+UNQvuOCJLIIsU!To2-=cl$e`)TQF03u*n!;;q}iS>uTr>#&rK4$NwYBd zvaC@2YC2F$%b^3JL1+FmTI%17v(IxSZ?B-oAdNr%*E{0>{_+2JPVU8X{%`A%|6cR| z|Lylg;_r!H3LbFC>hR#mv#F7;I=~e7uLb%4>rdYPSN89$TP_<08K+0dOj6_Hi@M(N zgwQ7iy7KqW&c}B4xxdKA@1COvO-@TK89m(RUUy65{Tj{qeOtCwEo+oohLEbl5)}R-F!AZRq1(ix{W9+Ev`h_-R8)nu9NPm zzVmi6{If)7o=Y^RpW)row#uJY@QZsMN7X=f6F5)kWyHDj6$bVC=`(+vl15y zfN+iBJ-lJpTMeACSS`J2c$qwX@`q*o;P>$)v-=(9Bx%6ryD(&UT(*{caKyVAc( zarM4KU*h=J1+RIVX8-daUUJhp)5Z*Hl#G8_j_K!oi5E^VC}A}Sf1gzmER>)aB@+jD zI1aO_m#rmFo;(S9;baf$#*>FVS1Sh#8YzN7Qkc)QTIuxZ(>*{@-S=D`y}%JB(D$2X z>iWI5vVg}9(2}(^S@^WnN_<`$+~GK^lzygC>CmC;IhO4*xsz{$1YQ}-f~V0isti$9 zj#bzXg~_S@=I0Fyt5{2~NHwJsO76XYudv-Wt(3QSY~RgHvAE~^tk=z`W!!KgY~RVD zj>=P^d+k(=%I=-awrp2?^ym?f-M5eNCbak-6!!`kq*3PA$vyT%&FysT*CJ2N)Y`{K zmuFQS)NlCk%iFrU2B$O*^|FTVI(>Bl`q)+DiKnyFhV7>6k~ACk=)ly%aoFolA{%8z zKxrxULf=Otp= z$cnor>BzOhEA`whA0H90)rJIde=$b&+v@!;L6twx_c6{0dcMAv`C7Q+pvOj?`JBQo z8E2zG0l$7Px?@MhW2?v7vf_^G-DhrvzQ(8K^IXF(a%=U@9+iCoJj!Kisrom{Tk#OL z7fa$g8ZP$ua2&q%Y})1VrGc--P$fAH^As*i?W!6Rhlz{X!OH1&t1eh(P5t26Bu?e} zHE++NMU*gyu^*3!8ATl`SZkXXz}1v}*v0GG%L7MP1XTSOTV@`A!;%HHr)F=Yc&`0W zbYrT4``W#>iNuj8-{sBi%{eujB*E!b)71CceXA=tTYC3!rukh3>Og{1ql@uCrcBasD<{oAz6M zP;^AM+75gz>Zyr3?(iHJ9xpZBeL?_IqF1j*(q8ufsyUzJ$6E$fdqWAUsM!NaDFLIh z-)Kpiq6N8IkFCu&t77-xp{__cG8I|(>(^tM*6?*blV$AJFZ)_9Hmusm86A4WVjLWI zGEO@`GtEakS$SVnwY|*$6uF-Rm%hGUl<7EbIRbS0M8Q#&M75LCn8uLz-TvJlEp8~w zUi}wW=f}(47g-eMt7H)><)Xu~O+h+ICvT6uR$2C&$$^f_`y)s12jc0e*4>IREUsyN6%a@z zCFEH~vAw7a><@m7=cZl~Drj_TB{OqGAW`qNh`-~D-j{#tpi8k&R{!p+o~@r%zUpIg zhc8PCz2?aRXQ#*dMYrU$?#L8e_>k6Zux#z_Hx8f8Y9c)}I}KGVN>8Y!YQ@N}@BP^M zHng`s_4F^b;j>e3I;B6%p!pHPgneQluTpGFhtQ!X9CH{qZKK-lwtwsZ7l+~RSOfJ1 zqUY-?xOJ7T=WY&Z+8}1J>FvbLn>SgTTf-!sdg`-vpIN+6%Q6eqYq~rVd>1Taa7fIvv9Od&(Sgg;cpB-~{{17I7H~CJQHWWVI+$X|Vaa!}um95Fu zfA=vG6Rhoy>TXj>49Z0J+bTA9!WrzjgE*eNNn?gFk6g%Zv-PSu0#v)LkssCW zO-7Zw-RASh6pJ>tZNs%AlUtHc>wcSQHfnx(gJ~qq+T4#XP|*IG*rgv2%grn^Jb#ER zn`YZf9SNRug{!%+lDb0j*OZmShpT%H)3yk0_$p-8Av=94$5bU*OWmfcdjImO&COhS zq3qiwb48on3-sRw4j2??F1b-1NnIt8=(Qxf<=L{)LkugVtAmBk`fNxz@M)XTg-xfO zH(f?*4>K-bV_31Y7JMYTL8#ZO%?9Zn&?WSyir*f*w9XT&x4|GQ$bhM|FMwL)bv{^5 z2(g_y`iyahYJcz+HqS16v%`lej+%(WOuR?5odh0gU(dSORrQ`4U$umhy_+_Q*xhSn zoB(aWH@{Yh!IhKL)3+YEyzL@y>+r;$lV8o&dEaC6%=g-u-NIp@7SfN1X*_cFWx!6& zp2vkiDe#0D>zn%lag=t8g?D%m!i+}?m)m6+ z*KR$pp8R05(V)ocxhztGYQOLxN79xY^1iqE(P+gTwsgVUWANHCcJdJ54!v`04K@0; zyY0$P#gC*6xVK9RZF*u@GdEcJNL{>gdA#AE@}Sz?qPx3Af=de#dwWYp57%tt;5fiv zZcutij8T5()?wXZ-;7s+b37~(#dZf8rEQJ#ag)ea)m%;~y>2b#XLgRmHaK^RPiU^p z)z+?ek8_^8@eVGq!@x}O}sx>MV`-EN$@@2%_;#tk0ERkAfKHB;5!$BY`hjK>9cum~t7 z(csM_Hd)K}vWW!Iu|c7^cllk4e1q8o4*3`;`zy&ob9U4&^PWixFn6v?JK{uarV2LG z8RxKlanX=wh+KI8@Vg(InnzJfdy3ky(NxgIokB|*64h&Sblnth_neO_4loT7G3`ko zIx5KAwV!cL;VQu=NxQXCb=(xXvftV|!TJr)@8io8S1WmtL4YrlC_Co1= zrmZ~iM9TT5r>431c+s-?HxIfL$?HoAZ4wiEs-4!ygdm#XGY-bQSp9RnGH+h8^c4n& z!3Ae4sO-!+$_XlRCyHHLI(pTHZKi;dzhYdvlr~9(V;Ad}Z`h}n;>Xrx-kjs#HFR|F z;2J&3{#O?ZjkcRtg$SSb8WFeZ$cR^rR6NWRn#(m=CT8llRqmGEu4YK$)XS;j&g=SC zdY+l$wCM|?Efy?v)}L|N^o+AEtSEVLtV&V{k9wM+m(AwQo8z^g+d7P+ELVbx%R61F zpCi}%pv!A{MdvfpdgEK1D=vN{H-UFXUx-&GO2Y(>DIU(bpd4d8R&mEe#LP9J#`r)w zZ+Xr-DZ%`3rB%1awz3O+_v?9y!f(9$!pdW)OXn@^w%yuXbv<1@tzr@-);a%Idxadw zESe=s2ezi$QtciQ3yvNP?BvXtGvzgxj+9@r_SS%h%|vqsm@B+yok9;_Y`A9QnA%P-JsxU72XlRTW4 zF)ne*TRy?#T=Ci#D_`kDno(9v&B zqi1IPJ&ls@mY|-UI1r+iV;v`Nc3GxTlg%#+<&z0a>i0a_MxzY|RlHpL;O?MPb?unA zZC_CGZ`Ldg2Yk2R!t1BZCZhjgK_cQZFkJha_rfoaYCJ6NV_OM>O{ECaxuPu z9qM;u6U?z(GLyd*%inv$B3KJ{EZ2ESWCcFW(VPdRn?|U{;07E9SMF!n)owuxqq2w4 z_y(gkn|}haknypN>H7OLBTrZaYI(KJJ{_CBd0&O*GL$q7v<59P`;Zn@JF1YA&g5|) z>65!h0MXu@OXqF4R7!n{ZupzCSEL#1CLit{Xk~4{X-SW2pFuh6J0hZJ^ybFO$;~AD z@6dXt;CuATqU^Q28@uwjsLWREiRFR(z5FYq$r;P_gJu4_dGu>uVmS3C@cTad!7iiX zwKC#bnP&x^{VO)~FB;e1b-q54_2)bK`uY6|V;si^Nw-j6?i%!c#ijxGB1)hye{$#Y)6lrfcEXn zpxSfW{+iZI6iOO)^PRy)Oj*|-v%C`K#!6wf?5JSdq8zW}pfQ2rn`a|ep{3R}58q>B z(u&rpetMnAh3cQ>rbsJ%z5^{U=5B#*!9jC;9D9$ocMAtcqQQ+DH;UB1dp)Q^z4fti z^{96dgaqmXwJ684s=mNds~8bh|D&kWgmtf4T3;DT>?G6U0Xw=!TRFxD4qvu~;AYFI zXxWLGXu112BhOG`Wp1#;Y8R-dSDX&IBg%baX`x4c+%C`rp+EBZWMc-s4*N_>V7#1W zK?6F@jhG8%FZSa;!3;x*nQ4`eXlDf9P9Q9F*$fJ8hACvKkMP;I>{)L&j(X!JoxsK& znMUX=M#r*hUp-o0@7=~VT~07q`cgl>MXY*0t8^N-YFpIv;B&Nif6d9DCTi&M>@ei}s@-#PkWGWe=R56pJ}*ki8I|zFK|N^0m5`&A9v!$b?0z(uYKA*M;W>&5 zE6+5B02Br(7Ee4-T2(7wQqatkn>0?sKT|P6xgkcC-X;l4CRI>}^!PVOFbKE%8*0k4g2zEAkzs^F@OP#?iY?NT?Qv z+`HsBGnFlT@!C{>Wm~FNmqp+O-h*4-a8kkQq?>JQeSUMz0$I{tta^vsy^Gs`R_v!8H&8n)=#wA>~G34|UhkH)O9T3k&%KKA?{OS*LLv_M;aqI&vT^qRJl z1K6Xc>-lZ7tkRic_KJF(^_X76uQN6!yx*cIg13rTznNx!JcEJKlDU(KWR<{bJ@0sBEiiDhf9>gqQMv89xKgixwrq$?Fp z0;c^$`ZaY$^3e#m(l=t6J}IknO~Z(N^Ofdt@$5 zy}5M#408$&|JV?InQXUw%Y1~ap$TE>!8z5VW}!ODFFj`ZsaO9Nq;K{$|E=KR z-@Rm^2iR3zAc-<8J2iHz=N^GmLa^ktpH{4Ge`D0s3m+m# z1JXlFh{=L2SZus*LH;c-FWFQVfo_HitZw=Ai(V{^_n-IrwZ|$N3^Il-5wYq9+sl>l z8TBu0p*f>!qOrJs`SPU)!D|n73^MT7AIO~Hz+*bJOZ|pVgJ81XK^z&46xn>M9QvEG zRDtN!mfxM%R~NTR*#h5hhKiFyapeSlCPwBj^7dVLzf0o7(F2Bpw}DCZw8IK4frVG) zwVEz46N$aaQ@;t?>V-=>DV5&k8j0jc!;-TS7$x;zSa+7imzO-)EfX=E>mdI*>l;>u zdsGL1#X1a$B_qYhk=oyv7A?0f6R|30vUEHseF8}A!OvNSrOXm+GT3LVYa+FGnY7;oF%opG<3p$>X$LZ$2>KI8>JV?Xm)f%;X6IRN>JHJ)@asGf2uU6@iw7(Xx)TAnMOoJSbsepKSNrTjaxW5 z52=nAy?vl=zNP%`rh7c1abD}hEFLE3_!$Me8sbT zCmXakLwxo*4(dtjuX{W>H*YcqD&IkWS=Y(yyHoiNVz|$#%q|~vWO0DmV+mB9T(6kT z-TBO6#AF0Iot~cK!H$Qws@<{jPQrRr8T^hRLq#Z|X{~%Z1rME;HYl?F_^+7N;W#_<*pid~$;GR#W zk!6(v+k6=VuaC0q2fp5* zjfhJM7Jq8cbqVci3#V?CyC^#oZ0L1R$T-KSJV30sGPz38czd}|sZ=favaXAR*yr<> z(TNyNGO(szekM@sgxI$&$`?|jzJsWii&J(!rpdQa0dS_rsx?yRA;}5=kM?##45o0GP;@7b-3qxPl>)kwUT zy;n3kHEuP6T-s&SJ#qf6TW{ZLHa6qR)qP&+*F#0i?rm?i%&Smh-^<1;A1;|xqWW9S zjrS~Usz^NZ7SfrdV~W{UolgU_xn4iWb{L7ze88)kEY^$TQNLKaSTQhDua*W~{bnob zkk$d3WDflkvmzAJj*}pZDUi4Zh&qL=Oc%{$`UuzyCa^ zOI0g1WIMyaGdgb*$D_!w?E(h<;#=RMeTaq${r7rjMVl_K=bcaqwQT?Wa=<54)9e%v zXW0*(k+^dNi|}KkYVmiWgf4`Vc3SIwe_O#TH#rBjxIVEbEN$&Qz-zc#&tBfPMeWA6 z^c~OdRy$BAw;fT?<3gx1Jm1l}CI%YiW^X?g{VeZ0TnaXx9|xTH)8Xopfwt0BHrOjM zP1H5IRu2lsc*e^D`BMV3Oq-(nA`W>l*N=JN>Dy!{iTep6!jVD;kEfIxsBYEq5gbk| z3VY!fP90U@DF9OA0;9glpZPp;guo%~(5ijvwnd=w7TBtD0i;8N6bh_ll@y(%KIt<% zAjN#Dqk~eqmPabi;Q>M`bNG4+<;UvTRhJ!c*fSoLk7oJ=F}CMR7$E5lS zlfV=Z@P5rN!tA(5ys*PgwPra1xg{oFyXD**WGEL*-@6@Ajh>^x5X$^j<7bTnrg zv|yCyiU4$Orptk-Ys@m&rM$(g@1<)3gp6FV0?|bovN{!b?W%&_>cMEMDmkCp#z-3k zUma%6Y;2m5k!W~`!;*@^Vju;T;}oL~NsJ1i@j?>200-&3D%cn?x>V;feHh8u)rR^YTwK7B;rHw-3Z02k`4| zFkrsd7K?2fkD*`_yu1n0Vh#t};`y2Tyxhsd7glDT^Y21(k`_pdRG=RG1V@Tv|p<4Yo(TLX*4}?tmafu z>jH*9vmxWQ?lV08u7WR)f=X2W^74kw0cuV|S>$hU2|h(wO*Be_)WIrFnj1C>sdp6T zFaE7s+mmVaj#z-#kDt#+qtKkxy8C>+Y^cO#6*60g7SbU{aM$kLN=9#P@5il_^;O=c zeWogOZw&lk60Yt?NE|u8%eGHV8T7|=)|xzJ zJ1Cc=bLJc$RC>e7cQ+BD-O^PouH?V>ZB-8D074%RjxqNtqVVrL^=pgn8ZHT@CqjUz zl;K6;r-RBw$PYhryW$;vzez6bef0PUuHFKRekaubffC0T@#}wIp^O**k7WS= l5^+zz$p2$kS(ZPue6zIfj$+5-MD literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult_100_Strang-3.png b/experiments/abc_outputs/err_vs_order_Bmult_100_Strang-3.png new file mode 100644 index 0000000000000000000000000000000000000000..0283039ba94f175d9994e45f954d3aa376f34130 GIT binary patch literal 43913 zcmdSB2T)X7v@P18D1r%*APATMC5mK;DnUR{vV;Z&1<4{&QsYrkB&kHnk~5NX5D7}o zxj{j4&YAvmaqhkE*8laYUj2IY16Aj=G~K&*uQ2DBV~n{xA1KM5AfqG0U@#}-?nIr>+tx+Q;gzc+vnz1w&o@V7wn(DuraZ+!$DZHSvcX^&tI&T$maTT;7);8VoYXBf z$M9MF(GXqrJ&Aq)BNqcClU|)A_W10++IqZfV<=w!6Zb!4lbX^WKKv8?p3kJ6LoHrm zq3rS-#xp-XKEL^R_^x}voCSornC`E)a;&zu-6D9Vp%~cTgO=_q#8zWcp9c}j4dh`>`GKyF%3h?$OzbjuQ z8@EIzTMd_+ygngt*Eq`6KJ@zIDqXSpy^Z0hlcI~2xm9HBaa$8n5^GZ(tgbr)!%D1? zjs{MnK7!-LWzv*8BQzD8(*3p_iXCtR5#wQ2<$NuoD^GUJ0@XF-L>5YIw!1Rj0_S11 ztd0fiYZMnXeid@FEE)@%6&^B4jA(EDdZ*)(7sqF()yYpzYtw;2T1H=T*Sd8Qhxg_k zOlEtt*10hcsERdTr=M?TPuW_?^@S@4E>xLqC*{Vv}fW-D>?CkPi|N99!%{SSx)-_aGlD%}Q3HRh= z&s$3s&lk@ak@HCGt#+)|vuDQHw1^2t*!P=E8B6SFO{cLah6ebG%op0Ob!iGZ;bv0{ zy=i$a;hkpE`z$C*ZqKlGv3+0;p@lZ3PE;B#z z?PuGIKThSWx$Un+88`Uf7ZnK_nr_)c?mOtx9w8b z?CZlwTEZ^ADXC__-!sNr{9!()MO>?r@_U=IEJL7-4_%<0aIBN-jLvX<)o}Y5tHhR^ z##h0D^#QAj;ze#^&m=mmMPApm9oD-?*>=n)+OkD#KW&-?WPBV!ypg&z$mRH+h0PPpIgBGRtwHZLRS5mc}^XpbMKa zW|4))l%?CE&9DnKxOdsr*`==*4!&r3Dj`en2KOVl6{37?vrb|^Ykq<@^PA`{`(B2l zH|(L3i~&32nIq>P-+yV>1N$kG#>&KqLu&XjQhBo$-b_-txOz)c4m%js1`0#*=du zM$bEW(-cgnqzV-4*(&%PyIOz8b26njgfy>wbHr=b>E15IC`N$!c4a%Qv2qPO#huW6 zsaQicc<=OMy?fK`+6tU`YU|+-MB7Lz_&f|J@6{c~Ja9eijuBSTyQW5FMEBv?9eLhg zTqU#Fb_KF_y$%&S_%u^yHh-s$`3SqGUSzqoEDer}-;d^S#ZYKS*R-Ee;P{k3?6$KS zMc7SLfBiSOzctj8+#sTTJ8LfdgXz!q^|8><$HME%pQ@#J+R_W+L~Wln&X+7i`eSBuj_ot_?Nc3>SD>=}xqk60yIxfJJII_1E^E)AWhb6zP;g%y9Kc>G!KH>aG5Ew;eh^)#``7~H!4eyP)*eY~vm{utr6^Eq@Mdbs$@fcc#YWje zJcQeP%d%xx^BRFbB-k|Ue?e>Kfd&6gM9}4<#4_9f=}>C{Yd*_}0g!nP)UR3=QD-Q(<3ce+kKc4Ho& zBNs!rGrSyJvCF(O%(NpgBvRdad1?P~e4s|X?-=d;g<5_KNc9_f0zu|3OXs?Bm%?jr zxQUMisJ4gj7>-Z6-r9P3BV}wiwKtNd$LCMnv0yeIT>ASmsvRSftrx{lu_BYFjUI#^d zPpHCdY)mOj6+{MX0UlD1zKHAgDs@5Miw4e_{H+>pH=cpLjs(Tjx&Aye{LTBKOHy8b zFSn->d(tcZc+hv-=O*Ye&CR9dG^gy~6*#i01>H)QM-$@}epK-5365oc?a^~ix1VhN z>SMVB8>!pEp+ixy3&KNb`gTNWdcO8t$wIk^Y~5;{oWH34JDeR&#WvR0JDPjJv4MY|w&Cw}+LMwE5!xh8R?9~;N5PxjmOVCh{;ZJLD>hw_(- zwIMl&S^R)>puPimrDeTTU}AeFGZSl?9IrhXEHeA;PWRBk()hE~5n4B&HeorLc8{3& zBc(C}1+QFCbwPVN1tni~!GN;XX-Y+@JZal4?+=wKRJYXxs|#8r_NMOV+?tN9=Vl`| znEjqa>-~julzu_wt>nGU(>av_=TBv*AQ+PNPuye8-gb)<(rYrGN@0iF^~BCti8^q4 zPGqVTsg%3^0<@#0IYl*GDf?F5j4>xmfC{VjHoz~8woX++J*276z>70G<-OpLV{Aq? zZ;FLMyQjxUp+&}sDa_%o+H>BfskFv7*py;YCXy2)Qwl6|OZe!mE8O<7SEOw3`%VWu zl!$Dh(Q~|*y88ahFGKsOq;J}=QFL~lM_ee?6PF64m|Kp}n}3|kY3FEfD?gp10uwLM zoMISyX3qCq>u9)|lSS=I3s_!#Z}@n2EWOjub#W?xe<;Uuv8B&A3cF!r9D(`!PGa}* zO~4~FZoU&w_ttt^^z@hL-e~kvt05k1z_L*0YgIsAXT8FE!7mO!< zwVUx+`t>*zC3z3o4_M5Ub$gtk4`QHS()JprpmMp`9KS?Z&Z=Wf)m-ZfpzRQ3aV1mW zF0;+IQ0uB0W>oL9xs;L>qfG$h*yQG$#X1`DOfF6HOxdA&>9_c99V@J69-TUFDI}ip zuyPIc0@H}@^{4d#of^Kv;~`FjAETm$Qwd>4nSqW3iiJBPTRuHag#87AQ9%SOBu;V5 z()^P`zuj#Ct{Ar%szueT&=%C0WtP@+q?{VnrOz1%uHItauc&cay6I^Vb0a(1T92M` z&O7U|Lf4BW@hiTsg@$F;hTcS9ZC%ub%MW6 zu)B;5;LFzgQ!V$BWH{7MXcQBF8ys{ob7|u5>D+H2?A{O48v=OQ@0)_z-QTFtFTf8u zFW^%wxC(#&Q*7aJ{M?O!Jpgi8{N9p}s~Motn4x_pK}%f=S<|MOSh0JNqDA)KNodk` z_V6VRnS0+)xjoofZs5kn)>$-Jw>^0IRyOx?kn?O-oq0=5;}_nX>A=rAR%LnXkd3i( z0JZRc4eNv-&!iV*IPd;ADUzmc!L3ehSu&TO$Is876Y)+7Kt{3Ms7sd`m7-ewNk-8^ zOZ=_ZNBFhp&Sv8E%AA@s+IlHs{<-P<8ql3c>JiSp`9Mv*BK!J)Yk3jr#Mjxn6e@6E z-%_WPt+p%7l+D+(zphVhin*Ddt~WfES<^0H?fY!jj=IbCF(9b5e#*=e$bOdjYlQWJ zimqk=!ge!rg`>WT^IpsHSI5O}%b*?|j86vDF82`#TH6BMatoTZHh!^Dc|u`-<{(cU>xpj&|yB zrv&Rb%>_qpsB2>L)+-2m3+6LH3oA{6!=;ubN!n#|`2$8e1cc>=cms!w1G}xJ2kijn zcByyPtuS_ZS!X=EI+R#L7;PV|A*|OnHkmnDvSCCzis&~be1+WYRT$SHG2F}{xw}+r zRk638ihUZWK3zufVKFmH(AS5=-CE0Ksm4rVckzczkB{K&iISq~qg@HbFRG9Bio0%i zrthqF+^4yO3HRp;PA`*k7GcA1oHFtgTkqAdpkxY_ACL-;^WZ97tSa8A*qgH|nC6k# z`s?qs^V>&oC~59)`b*c`V2Ry7r+ms!Zm-Yjlr(UaJi+(R7fnR=w}|hg{UEMX=_x0@ z(=Y#qZOQ4X-4CzmxcL0w+iwzzNo6o+CMw&D747CqCS$y&yFE{NE|jh)`Ooe4RP6H) z*t9V+x~{fSw~!226kz8PqujK0js+gaj1r`i%}n1gwngL%x6NgDuGzFn(^#w$1_w*a z>C34vA2v-c8TrK;rCZ>3SZtw!;FhXyMp2u07E{Yy^&|gG-Gi;sVMrBC83d^FaxL+s zopjn}>3P%hR`Uw4^3Sw9esep181CO$V2i|XP*41xoNb%sEPw0sXCF5udQ=4Ggk*z{ zYE#@390PRxtNR*(!H48gTmJGQyB>Fw=Z0ClWi|zu?>XKCMZFFiN(}YZ;0eCwD;F>f z7mkSgT5^vCPs&qJ+6Ely@jWJKaC)3}(OIcDVt02!qNTWnkL3tv*etVb8oypLyvIc^ zTFk@q!0z}Fy)#&Wq|(VV>g}C2JrA~=#s&(y3aaU*d@ct z)sWQ-#kpA5wJxoK%yo_F{b7w5_D3c`qmxIdv5Yzcz6r$%g5isC$t&{rRv!$d=a$ac z-6@$bHp`DwpT_KbCca`4$q8gn;SZg3L~^^xYCf2uSFHy zLplLcJ-r_FC2RQ!3M+zkP^8>l{2^?kb=ll4fT1-t)=GT6?%-1@%Nh`(ZwwrFKDAMI2?s(%^}R zFPPI8STEgupY_lnEiyzpJx`m?fvwh?-Ba)*T2MJNnc4Mhc0CGKy{XtnrwxK;SwUa? zpV_pzYyX6N-dybLw~m!Jpl-@{YfNA)_<8B-<^qlo#t^&GB7uvYk(#8*QI%<>s2hTE zwcT=V3nEIyTQ(cE+hL^o2DROr#D97X{hDgW*{~x&oaBCdc|%Xhs}kgQsxM@jhlM^Y zUZnOCJ5x(aR%^`H?z9!fnoSFy?q|A}{(hJcuZq~LJU=l-N@`#~TQKCrZYRJqU@F%b z-cL8i>sfG?tEFj1;cZ*8%e)fn$^t@Fo(@>~w44Z&I*he=afsq;dagV#)egpyh0 zhRP%CuhD4!%&8*vzczxcLjLX;TX$6@VP^Wx!msU;13cI2U@Ug{+;%r-!}e(T#Ev}j z6?ALzyj5f9J~bX7QA@_2_FyC3Nfn3!RfjUpqXeV*8q6j$Pl&x)0E-K$kNQcMjym&c zYcH-Ne16mAo2};$71mkP9V)3i8to^s@0cHb@rb(L+NH*4X0S86&!_9Fs`{Tu!vSH` zysj(owCc?<&J5Lk<~yqOtdu6RrDwjIny7@*ib}9Zo5(3p8C$FoZ2`83np+QP{DZiq z^|9M;$RH2tQ6JB%TM5^^FTV8zzm}9#0u`$E8Xd>Aw`vw^+b4mLaH5{(XWg#|N&_^X z9y-awvUJsR@p>eI^xZ)A9H-}XzN%269;r3EH|{{vrOT-vUUJLNDxvkbK z{q|3gj%DA7^M@kk@|Mx?Ub?K7*kZ0+zP_61Td$|f984N}vkY@K9x_`u=3nXdWGig1 zX5?fzDu}mLb=v&%PRC{Nmp^O4w$L*a=&4ZbP{NQtxTP$8_SJ3O5g(`0YaaxYd31Db zg}wV^bjUC|DnogONW2M(R0E0ec_&nD;5ecI%c6{*33SpFUn`Hca89fkx0sH zU0vZ;O~-wSh>W7~P@^8t2_s8!Z<$TXiHXfhdi*)V3YjiVHJALJcWa`aJ$74Wv885D z&GJ^Y!^1L?)B6&3^Qd#k3Ti(qaD8z#QAr8+eNdZ-&IUc=4tX`EY9WXegdn`?}@J%L~q@h<6F1N#;24vXhXdHKY=w_nlfMX%oC z6@O40@>aQsx{FoW^E}o0`1v^)qX0IM{+&`4@yI7;b&?j>+kfskhPKOZpNS&AuhO;~LqIXA zwDBL8zI4IVk+VXXFjH@j&JEIloB~^0F3DxKwC1CuByke;!c{ z%(dUVH|XOZpBRFd6o1GJ`F*jx@_j~zjdOEUnCnpYjTpCN8 zqqU*3*8)cHMckiv%iSJg4C$o`cNK>93e@v{3R(l8$}@FI5vK6Zv{l1A6hG}|%j4}j z)S2eWJZ8wkFYwXrusctQQSvf-aZ)}Xi;9BZFG3C!YsUCg`OLkLzlkdH*d2LZJ^`A2 z_32X8AqH-bThDx!m;Tb(0LNq;ysp9MQZt($ajVhkygzYZ?Pu@l-=@bf4R_L(x%op? zw?D_laTeD!r<1N6Er2H@O8T06 zrONohUdNERyp{&m@Mm6o*dY(nl#z!PCcAZ;H{#+qxZA`^bCndz1U@8*HRC0B+DK?G z$kMqv(-A2$1{Rm*tsk;-Zhq5$PU@|)$&sPWaZ#3tXG$(txicL(qO8ANN!hDERMBm# z%*ixZnpGD!rR7iG96k66yWCKhWZD$Hz~l8y*6SCq{6xv-^}SkptK7mS-WE~+Gv0D@SPXI6wfUg+}2_orU_fEa?+-V5Q;(0$3QwUy7uSRClr($)KJ zsputVi_bFm8SUwqHB^#f->@&m-+p=b!BAk;)s#wp&M3)3zDH}hx% z{z{9=QjEM!vNUU&xmx@^NG*jOC-(+7HZiQS(?IYIDkkK2D~ZhU)fv_ZBB+u`igH)Iz7hT<7*2cbu@?yK5t!3p=eJd zJ{kRbnoVxVWu?i;czJi~J}%VtA(x$%h1UmfQwk#c*)ZW_Q*Hp*y2+*T`;5Xqlm!Lr zSQcrhFIAhd>Tw6YnEd*#8;bz4nxN%l!;yunr{V_c!|&Oj#!tlVJWZZvOA!_Mv58}r zWqkRho2qbiO#NlvLxmCC?J1Y`wh^4!*37PE#kP7*oqlPzJk|`+FoA5GMwwivbVtZT zRmLn`vc4gRUE*p+V67Vs0#@sc4Spy+zn=|>Q6-FZ3df~e1B9&he;<`d5*g;I*j?@` zd}ncyh3^{TNyF0ZeND@8yQ55;;zswrt)^SKre@Fy?Q0eY9QQlM_u)FD9wY3D8B&M{ z7i#A{PpOUtzJMZLUm*V;V>%Q}ePPS(^t~ZpzVZEd_A=x-EJY;gq_)lb*&x*^xx@`f z__$^Rc+dSG?@ndzV5n~0Y2+ICMt6Y1ro?E|y4LQfd3_lr+pOA%2yPan@#TQKY><~#&qj=_C>ayQPI=t zv&^W{9WWOP;4B!-&LF$KuDM&`4L5J#F(zbHSAGo=QS!OKSmJy>5u3&sMnYy-*ke&W zv!#k6kieQeo_1Y2HDMWT2Yg&B(Z~rS!{I{NyVQrUbwa#jOdbZi5l9Oua4=hE%y z0|w-?&!)YExKxdME6-_rmmJ3LM&5y|5`-0rDTM#RcIP+q%lI%(rLTM~Z{K-$GJV72 zhMOky(Kx?(1&Wh=YGmV8`uoelwosV<`?r8#2kr$IxA@#eZOX?TAkUfyxAd&#K-@ zOS+aj$zH~4d(t7ADXk_MDxBg05{s3G`pm8yMeH|Ox%sPaN^2%KGB(r+d7au?5)p|d z6>!^|(KimJRbX3Jev=fhbz$_-Fi@hpncJ6r#~d^0DVcs7y42Cmu&u9|rltp}lhs~f zh(A@jG>CK@g3O%nBktQ?j$E-8tl`gZ7ytf;JbPXC!D*t~xfgGLCzUqvn2Fl`%bFYu zq=Ji1G5m%6w7J3OK*z|D5K@Y88EHUr2E#RrBow68(F6)7HK*H2 zpB=?VUFg1Qg!9G{-}HS4fM!>p3m0kFp17P*8F=<_hxpE{zq(GK(Y9sU&2QJNT@b(A z$86N=GhqgDabFR~P-=DX`7!lz>v9p`hbxrBM)z)qzaAN+j7hm^#N#W;RX*!&`Ca*( z1|ylwgA!QV@%d+49;;=^29Ix!+^8zvyulJl5USM&ZljpHXM{Yvw}4a8`|K;tH}2LM zzAMj4xjnypAI&>!_*Yu6&oQEg(7wr}EG{ZV@po+SMDA@)%$xztr|;QEzT6^nxvF#T znB02*j{4H^r&!`&9Xgud>w7@p?>$ph$bd?qcnxv%{tHIWkgIc?|Z z&Q_zQ+%0lR1ApUoIFIsH2Hc3aeS*J zPIt@D0P230pro_4mWjhc@>>zu5piCh)k1n{zT)sefY$~y08z{Q6EOCU`P>tKU%LK& zbyVABaJd2We6u=Vh5@6@sqXU<(qayW(gE2<{}W@%$@V;EMyl~A9rkiJur?_#m10Dm zxQseOM2?qba^>4OB2hl&Tfv$_c@h}@G~zf;R;u^&LdsLr!y|QqE1BinrUI6lE+gM3M*x(@;XWFy(P~dyi55r1GsZ*z8d|M!ZC9|HTxAku`nsbv@N?J?FW! z{wuy;9cLXIliW>amfB*fSW2lj#`)!c*PFqc$nQlPoUj zj3--PFKZi>SPEtAXP#m%89TYHxWk<4#rYa)i&D%s;f5nZUK7G>60xDe)mxlwe6a>> z{pSL4OM?#f%J@8xr;IbxlUjX8nNz|?^3JP2T^g*}y6nO8etI&=yXp021$|%%&$U~n z-7)e!`+hY=+-$ZLD-jD%uqD)KLAFMCOe&BPGs(wzKr9Ucq9%y--yjoQ4 z%ecF2FXxYFCo06br|Z&Sq7CG+Z)3=p!S(X@%j93Q%8MVd6e|U{(DiFoTR))d;3&R; z>#z*P%rzC!v(*9XhEa=18ocJ2at5>90#6}Fkfgfjd=bwdDY@fO7|C*BhdWP^AL!>> zS}QB$0s!vwVOd{*f`NH8Z6;^!F|Vxn+uq95qoza;&Nbs7FhEYiNOCoTy#ntz>eI)} za@Et5)Zo#+CBFFSp}M-m{5(Zca)TS7ddA0C9GRRAFZp^CUW3FNfnYO%D03fJ zFP(ntItF&UE(We^dT?Ez$3Hxt(qK~F*$DpC5ALs(d3a!dBKyu!iGiR0WqZ?%-qeu? z=CI|TI)MWvdj{#r(?fWLlW>tqU8Ba3PqltbQCNMuE_KzGNHLMs4F$tzniTsd=mi?} z&_~|ACbrVZYZ77CJ=N;^mHayT^s^yklKtwoJDm3mch=|3{0_l$5%sX;ANJhI7GarBr8nr8dWdu=agL^`Q4Hl&fSsc$2lq zz9OA6NKxDDJgT9^i3~2p#=`9N%Q>P#+l@^iO5P&X;UmucgQc}57 zU4K;Ro(o2grX_nQ;tl$NPt94hg7Lo#!iAIlBRr0tL6IZfXBP@=U z`1|n=9hP;whsp8xtG+deh)0I6*Hq6{Rg!ujn{KZ&7>77&*%JjFZU ziksx^N@DmgK6<%HW3Xd7ePpmdYsDa_zx{Y7&lL@YoDt;H>wCCiy;Hi<9JZD)08&zi z>V2`U*@Z2TMmvy*ktQ+)fG?6n6l@-H>=}gy{ZK3AWDVEjaK|I4DmGG5GwR*k!1yxV zujO`a0|E3~Jv?>i{ZFh=<@~H&&;otF12~j0vGF&@D94{kpp|mqLfqTgxG(0s-Wa63 zyHZO}SjbyalzIgwL52Vln=+?0d2-I&2ig#yJ7BSfh;ROW-Kk+9T6S9O!hjR?Z;#Bp zt1ch@bjOfeJz+*ZH-XfJVZ#1~3=^)8K;Wkq<5Qp$Z}BM;@T#J9S06#9i6EX5D{rFS zfItmxlY9#p_DR~|;U`<>T4ZbT4efKBZ*e~9J$<`Sq$nLd|6DQ@93^-QfUONqwbF~! zMECD~>}!QsAA)v1vLSYr>;aYB#KohxkNkurdf;AK*DY9hf7v&Q{CI<6xDXG0IXf4G zKeu9VFJ<>V*I7nlAj8YQpG?5|XjcHK@yXXI3Bp#3EvVda2zqAp)4h6j*b`hZbLJam zFy(z?F`P5|I@!8zBAuITm~A(l@bZ!eCD8sF~91ZfTV3lRk3+Q)ZVOd-)PM+vRWn}pNf`47dUYx z!ld}tYr@~}QR4={lc-En4~9%VtpP*QEK)W@;bzI@$Uo#X4rSF+ovCF_T(au z3jO*t*pYtz6ZaY1yWBGrG~b5;uBo;U@2?lE#xm_C&F_;oSwc9Rbvpdc2kPt#XNi>6 zrURuGse>oQ>0;Oy*izHlXB&hWFW=7fz`njLIsg=M&I4=YOCGKByALCxw+#ge7!%4M zoFebCR?m2Rkao)a`eZ%b9|+(Ufr^Xg{La0?hrc(7A|;GieQ>3uvKcdoa@!~wRs<@j zg=KydDyN5<*H;y530?vP6TMDZ`j>xtu~jUea~ZXx#8$+b*_1L~nq)tP(cC1k?p{6h zM8_$^s~UFI1-(LMz)1JKX6iOcAA^w>hJ?9#iBnQFxR43rq!m|HxrZTf#(t`^?T*DQ zwbsCQIA+9KX?&%L2{SGtUAuIZ{jG76Cl67DCtw%1{KZV&!w=%CLYI$;g`H7%9Q&jH zD)aUg>y35zuXm!}dhoiti+qVV_%N|}`O7jOi!hu-7s_25@{R%nr@y;}@oOT>o zc29=w3Eu8nUd+65djxVSbIHD9RpX^I7>!r7nA|HW^WDwQcoEWBr^b7Sl{8KXo`r}Y zeUgY(aj)Vd8z7UV#aXEC>|=Ls+%Dknet5ZL9~_k3CEP5(uTnKuhrApcoyseq)qno? z=O-;Htch-!iu7Y!IW7`^MUv-GBHH+GpwtZxDQ9c5ngt($x06Ey;mehLDbwRJP$xar zv*jEDnoGs`L(i=@-xaSZhSPn0e(!7*p^c=Fi~~$9c0Ken-2)G72^JO(f2>mCd5!@@ zxLHC<#O?OvN!g;+A3d>qn{8FqK~3rlfv3PIag2uYwbZ5qZ~;bCHatUE+hacSh4GRZ z>D9f~K)@<#tgW}nGV$x2qak{%I*O5r?i-YfI*`8HqlYL_U;zfJQbpc%vA32G!6>>mero|XEAh9ryznX8#God zFLGD6Sc|N!O?RdCVb4$*JsxlT0_!5DJg7LT_RaaWJUdtcE#mhx5pUT72Gaf75?H<5 z_W|A*6_0#i*QN^L7ZBByv!Q(RhV-byD~+w*x163@{u44=jSb*InE&?UIMtt-khmFoZ^NY0nF{@pRof4&s;o6S3gT_y zE1o{-;7mNlx46}TQ3r=DxthD$`kg< z5ujj`(?TFi#e3`Hr=S`yUfK+8AAI=Fu++;%sz189nf%&hSLk`cw4b(PBkMz`8>GN! zc%ne7g`w?oZIK|jXglET=&=ib-Z5pAl!F)2{t-D$=+&N1^9t}NI+H$3$^Vd%(R6K1 zZH5#=WCK?`S2V@p+Bd<3?VgJ4`ofT8!P>g8Fzc03>r1-`->+|#By%;Sr+4oF*%DSJ z;ifs2HU4Dz^DO*Z_~Mxx^y|^@xQ2%%}OnKU0S_gQ4k-{N#}CPjy#dJVGO(VFKQk0PulFYS2+~>UxME$4$PM~^4>WP zDTq;!xNoswW-lzw-3}lN=Hg*jmh+y`bkoHbG>y{A5fI-3lI&>Q|1u=fpYT{ zGT7%2f$sm&7cjf;b_Wbn$m_+-yBB|hbflYkHJ%40rw$Om2l5!8ufVeGVip}>#EnL3 z-JsRE0YM!Znm-=A$Ajrb9iQjBz=H39Wz;r#g$_l(97-HtK8|jN>^$!N8;8dL-|AUz zeDTldLqK3=y$O;=uX&*`6m;fi0)_21@D9dAR%+To71TeO3^Dc}!Ii{;1zhAaL^D=+ zLgB?Jz(z6(j+sDr*@8{$$x-8}M_e?2hEZPB^nfx^vd+F~X^xu65i)acSM5E@U@-%84H9sqZ|O$MJiouf;8BZQm<;9(lFfEKL6B&|Ox1AGYr1F4`8eE!p_?H4*TsHb42S1+PA)}H>m7p|A3Y5BYwndJ zUq*MsJQ$8;?XPKu{t`@CL?wo8{k6m=qm28|927F=Amvv|o0-W^^ytl}CELWI;c^)SZ?Pfae19) z7tfS=mIt&!BEU!%c3t6_w4DC36Ff$4YT43Y*(H|wbZ^z$D{Cnj3QKd^bkgqz?LHoO zoC4M;)@$*gePoOis8L0w<1c_mHO6U*j-#HXy)vF5l+=R6YQat`CTl?$+9(f3&bM4Z zlJP*s-gGWa((|?~IjAcEFpoP`R1f1|8jbutrPN2Eng~@V)Ns^hd1IC#&^LHoV{f|F zs!b8(%OoK_-~gl&UboqmjvwMZLGwpcRrQaH6v+kH%NQH}{iykhuJ5$&=(k+$d+XWIy%GnWb}?ix zU)QBNjcHFXc+~TvBk_L0I~dDoNrUjJ5Yo5P|D6fy1S@Rl`M+o28t%S{#Q!(??8sux zdI&oqA~xfVYS8mHHI5-s1wto6zrIDVE80mLbvkl}KwUa59*2WYt96>zgppE}?H6Bd z%ae}~OTwSY3;~N~mWV^R_>fO>HS*fiiNNI*#i4_?z^mTCxJA!zqaF&ZJbn$xn{ZkA ziGbQ>!IwS%NgnZ{aNvNNupX^_8Vu}TJQudOx2;l;ZX@$bGjCTX$wSmXDEXD6 zcrs>cCbL2bGIvIaBGrXf4b-I)Vf>%mlBawHnr74-rx?n2O)=u8I)>EcvaH zVikEJxa1Q|FJpkGiT*fpXIn*qQ+>(^qZTfQz78}ps=?TMoMg~mn3(EF9Qc8rq>B5` z(IvTHVOss3V$CfhIav-W$bw*)9SqxlOzi*5-Hs18I^Hc`MCDG&m|GH4&rvGaqzRd?(Vrp*KPPRHp+>a73Gq6BwP4eFu zayAsWU=#tS_jJL~x4p4o#f|u2wf8)To&5h=L+-cvYwwT+>7Y%a0lFKnx-QkwB+L3S znn3VXf^z&WD9MTlgadNdj1NPh2U8Rjh5_1)=^k$#5no~p?MR8Cp`j4v21dqE{5U1C`+OU< z5W>hstwZQtZRBlHTW&#P=RTNxm*h8abq9!{S!mQ71t*SH^4CXB$j@YySkeiYKSVy~ z?38lweaAs3!4-0HR;BO|an!B~jS{GnOn`jX06tbf0p7ud#qF(`K=x2XT7CyKkg+W# z9?WKjZ8B%P6~i-VO^^rAxjpqRC)E2UKxipJ_aIK&(1(9~GfSMXyRw>z+hgAwWg^@K zG=!t(vR@by+k^UB5wS%jxl!F-ADWX|j~mu{%OUa~F|F=O@d;I1ccqIlvLwUEa=Z_n z3yFwsj(|LEL$&`FDIyGr4eWh|IyRAfI1Qas0Le9{NX0rVuZ_3NQG|BTf=;*NN% zZRqd%gvMfaqQAf2yy_#Q@t7ee)HiVRxBH=N%=HA-d598kwU49sZ3UEYRU#4oCXli1 zFeO1?vyRLKv6H`O9?9xK+NQ~?P>aNeSr#YX8IT)2i2K=K;^|XI7oZAA#Vi6}e!pU? z$trtBxsL{mLj(Xz&jJimKS1srvhRQh3l4#M6n?tCIu8Ml98v(dH4ZA{-gc#7&0?%WTx4jP?OwnH9w3FAUhp^QmwG91>?g8oXrwcZ?jLvy3SWWTtX@(8H8q?%pqN2i z8L|ugGmKNPn3YifQ5bdu>=E~%fmtzB^yLe*VQ((~yeyLT?-t}NPCTy#Vt2<>VpOEt zvVT+@aJu|>klIksbZQB~gWmEdaTVOGC?1B;q&rPZYi&4ce>E`|)|O`O9QxdkvPEQ= zAIDh3KiVA$Kp&P2omm6-Aa|RsjbXdR%&_I>Z-h_l0_rZEB$)jIrdmv}j>^AD! ztp)d{QFHhgYG{PaMHF}j*5(WL;KYNBzXBKzL69hB(XW`sb5Cv2Tkj0) z@)#!kZV!2d{whgws1n@mH^^uE17;BgGPHa8p|a^fi-!8)qgS2jIt51D_!7-0;*{vZKl29Tji9wyqaQqb z?J(nCK#yR@pGSX7GKEpDfKktd-kAhw9)RyzVnpSRWQkuHP^OROSg6wNSV4dN)HnNs8O-~sjwuAI zxN!pzx*0=rXs@NDrz;vq*lC0cSsUQzQ0abi)SEZ^!*>WmWj_YU(XG4;hEIXPZTzPk z)s91RP#c(Ie;1&0AAq9gg>kain$%3879DwinXTOjz2|2R+&*fY)f zEvpzmbZ!9o(OBX|)Kpx&GhfnyjRnpa2|!XySq$BzJNFYUVzR?SC}DF zI&l}r;@Rwmc0d^I(7W6I`}^w-U#D=5-Ey3X|!@B%Jw=~sh>cP-8H0{wjztk~~P*xcGySo4zW`g=st@j?X zvK;cXKo0r;J~t@mO+%Y(KYV@dGQ~7>L<#DQvbUf|AF37$_k!4+d~osb>y$NtSQW{M z%K85ah4a^BS?)*v8y_{SRJAuiJ+UaTZ*w}Zu&u04bIY}BtDHvU7EzFTG59z#YbjZ>N@isaqX|G2|=*a%t_tyd)dFc2Fdq#N2 zL3n@e#hL$;WffRe@^;9vy(8O(b-qpAKAv|B4)E-SI-=ju;=9)gaTbnkiOU84DG}tP z3dIc6Bxw9qKWzYr5!=-^S%+sj2ZKlVH-&r=7WMy#vfx%%w#LU)P!yCXD# zmItHtS7V+HqoAShy0!}H>t*s?BvG>53;BpIN4zeyCqBjE(0#bGoxmtungl!4SoXmt zc;L=e3D09BZyl;kR!uYtP6&ss+n0ud=!<@2&xCc*{dMkOUz&bS#ayo{MI6lXXQvdl!IPgQeFZx0^3p zC9IRe{~i){H<$XdA8!nUISm<2@8%<_`@ixud<8B5n|;erF{e1}0AcsZj=&)9vS~g5?W)2$TmYRJI_1$g zB{8CL`t7x}+bluYE#|6#hD39Lef?hGYK;e2SPmaUwu_?$)ab>_-0%f~>W=_lL@1ha zXyYj|cc}o4Sg0w4=km;S31HBc{H8;vL_ew@J$dd%+$9TOzcB8i4G=To1eAj#VaQhx zU~d&U_Y=dNHPD^0Ak5_`o;-uc#X3Lled4dk)@h19?`P)xHDfmrwc>&DyM&xX2iOue zfFeY^1#^Gg8$`4pSe4h{1ctA~=?975Wk!Ym_53Z7Y4hUN?A3P|@1>O|Emok7a z$TdRbtL2_>ScoWtZR@Qm9AN{8j_7GOviNuTBbb|)mp43l!*a0D7FK_vx`r0>9t4#1 z)hP553{@cHl+GmODY(czRKcvTgqmf1X$E8bDtI3gpdUZwV9pFe?qxgBGhQZ~!E%6NVj%s|QaVW`9mE{i#_X;@W-4aT zZ`9o6*|9PlJ%V6l-wSABnj5l27yp?GNo;=tx6it_5=FRoUt-U;7&`9T;TWJVsPzDq zHeKq=KEPFq!KY7w1yvp#EDe_QP_X7(`~r>hiz3;X@4ul$#b#BY)Q@3HSFrf;eT8in zqPYUxodfmaThb*uRnv8(-y#!hXNki?@eXo8*g{!q)Z;K{UDpZx(n%AMoYepG*0Drb z;6Jub3I;?Gia;EANEC_zWOhIaqpLZk*`8zE0!AYG_{)BxH&BC1j#w=^tm-8Af=`|FNMCr&$7WI?#vXc>EEiz z0xi+j#i+&WHvPMAZDYtPL*_O>=2t+5RRp~3b?!}O)w89>p=c4ta1fJ|vN4Ou4}^}M za)K%`RCi)Rg76Y)W;vd>H9+q;X#tutT-j^Tj>z{z1@a00(TDS|?5BpxoVCG|oui=3 zjo9F{;I$-ME*kr-Jp+HGg%>+>%jcr1mC9v`6JNC&fc(_?<x z3R^Ab*lh!R?>Hd0)J%QHjl4-3&tcC>GXy~2Ut(|BqkVYXY(y6rShG^+KYMaTt`>? zIEr}=;h@ja%{bgzCiKQrd9N891f(e-R~lkX>Z=a=TegGt(K0c0|3aCik2J$2XC1X992&c#T?=7pon)PH%y`fb4 zS$y38)QPB6;D|aaaD)$eXm3R4G^o@3KCSMC!bk^rOajW`ABpH_rdRq~%$8m|aOTm! z?5QM`8YU&dK1;{&@+_S@QE4^i85~qUw?6)i5-1Y60yGKayR) zu>XOa=a2^#UR24}PT~mP-fX4L+fx$x*9CC8=(R~kRL3w#*XQ`=bgWHK(B@ zjlO!sOdUGSq8;IYBgbh!x~=C##RI(`FHM8ZRU9}-s$EG6u!AgQ3GJSgtOJwK@mhH$;M1l2`V5#Ng^~! zf}#X-L@|JpQArY&CP)x4VIV08NJd2o4Wb|@`Hi`7d)(*$U)6i})PL(%y=T=4N_Vq* zt?!#*j4{Wji?Gft_0nC&o{3NXPzn89onBT+))h^$DK*Mei_oSmLaMw0Wz*H_>FzIq z&v_TXg(4Ag(eYdGh6S)@(-<7+=WxHuQI2=}SD?bzP@ygBkTcUflw^*CO%9fYi0e1U z7E=}YeExZp4?V;uzzHt8ra$ZxYP_B%GHM|ZNcPJzp|)kVxFsG1L6@`~rqwkj941al z_8r7i%BT-5{6L~4Y>Rg|Yqb3HAS9YaKo_~y(<|rV9x*~h$TRPMVGx&Dk+oULN_$na zDLST8W2E!F1|EO&#}1HY*m34(($!*EgOf{i75MEqKjv;m&BMx?>OuR&iIx#7>i&>! z_*Eva2mSpQM6sMli2nZnny#qUyto@%r`-O!zS9=c$3-X8Yz{97 ztp-+Q#Kd!9`yHcz`=0sGrzkqU)Mo7hRU(GT znet|~GS}y42AsvpIWgxQDp+=>G}W2OQv6IZtCwT#23Vs(CYP-??*5*9Z?DYgZ6iaT zQue>n=bQt15{?`m(myo8`ca*O48wkKzZFf-765c^vmnKFs)XrM<-1m* zdaXzDLKail4&!GjEg%Gy5`zN~^c>A)=q1aSzOh?_Vy9J7M(o*$)e6~z6TW1QIr1q| zAvJ)PSA-4uOpF7+(Dm5@bw5~xve~^NUwm)(M6ymy8wUde68?1Yua*ue>1$&>8<979 za8>rb*EL%BUAMSxR0-+ddT)UxYXOL^YieMS@o>LSKmPT~%e)@1&J?T5=DYFW-IMY8 z_jm?uvR5_8Yxn-&jYpszeVb%i_6FDsNp6!|{4X!qRLUOO^{6b+bqS_1iF1k$3f9yT zkR(H@e3pGg^KdHsOmaaWWEH8=8uX}Y(#J&#VLaqW6h zOY7M5BOl*iS2@!A{aeT3X_Ztqz(aIZ81yPm2M;qbrOjTO=OFsuP?U`d zu?S~PC@UkKYe^zY(krCewR&j+{HHR|xDZb%Shcr3$d|aU=?&-DK)Jmd*J?2Wt&_w)WD)a6)gQ%14{|d zY7OKZE-7ojKH(>7g~GH2Fu^;{hIacF`zwY?N=IQ}t5~%rS zo1iMRai|33<)ldRKvqZ^THe`^6eRZnPtbSP(;DuRGibT1e>$jGe=!p1Ot50sg4Ss? zr%u(5W#2$mF_y+-zmc`1zB{_c1eR_5gDyX|KVjhpJB{cHgd(OgeSj`%d5(@Ns<@U! z%-S&oVfr$&ezuiUUF5V2wzg>MqZQ9b7o$VhFNYw^Xb?845VYS zPnCEe^RZX-F=R6kL_4R+14%8Ytu_-uO9DRqAJa+mLdL)ms6%BalC!^!qY}VtWa@a< zc{8{SH$i;16}lUHnwKc1AXZA0Gz92bnJlt3IozAomveR z0Hfv=`=iT0i#p!CxMdeUn6>yKlK5`%w6GjrA#(hY-l)&3N8Hnc&v*Wvw$%uF8k56* zhexHtOfsMitY+V{*(+UtpP=(5B<0Pu;O5OLyO694d@#C-%>d=N2#LBJxejK97lUq; z>LhPH%^q3u=pN6-@n5orXT%Q+UK6D$F3N(MwNDB~jl+}4n@n!j68fPXPBlA6J24hL z7+g=r#!UN~vU11CvMVI9_m5fdC~Fi~9d6R!p73uq;g6UN>Ze>r;#BS5!$TX_m1tbA z%~_iGN(mRRqoJyIM@7f7t>NeA%v!Ul@@daKeXEHZ>Ji6A{EB0u&OCKXA_A`9>)c=uyWe(M7B%zs*fv7&o?V*UYYKfr`M4J}QzUI& zOCw5T2JJu*1p2`5j`Kohx;Dh6HC6Qv#t&=HORw4IIBEv>Y0tdmOV5tZx3lsv9*z{) z7M*Q=vDpVL`o9?J*ZC_SC7{&^f6<9)Wxp;AU`^qlS&LA$r11Aqqqh^uVA`plByPvD zPVL>Djexx--3_gHI8;w%=~-IcWm?{bTGOPp1>eqG|Ghfcnxj!&7(1FL_i@&wO6~~N z*Q=!|fjWD9*RGS?qqT7ex5>5aTV90NN|{bI-ifvx`iGT);n@ zl^I(-p@DF;QTGOC2{b?`hXLSPyG%& z!=h6fI#jD<@<N>n;r6Wy0`C7s_3Y$7P4dU`K=6O8_Bb&RIA}@(Z#ruWo(4@JC8kKU@0K-aE(c zaxBFgCk?#zUGw`r>9mm966G-}Wd8H>pQB?t0b82qBFU_tT0%G+(IEP5$Z;I5I4}Yo zZ=<{$asWVGzHhK4xpx>kTNyTb`tm{S z3X#Us%9inYNQ4`%yJvV?7Is=k5XVjVPsXG*M-g_TiWT&Ic1kQrtvix@f{)hPT6qi# z)VWUmk;kKOX{Y~gU}EA?692uDK*XNU=#aOG$|r18t2J=U*w{7~cqAq3tB(DIE)W#f zAkxQOI-hs<{hgOwQl1tH_l0l{{NrJHf#eY$Yy?N{0s^ZTY8b9rnJWg{im`jHp4>$< zTLdeKL=~+*{SK+s+OEIo;2FHYaKFv#{QIf7Bq4~>ztFwYpnLlJhH$fyrwaZVT-L>< zvCz!4H-Y8ey0-hp)*{%z`q3m`BGOJtwL5%FOnCO>Sqn&(7x=9djUMQw0-ofHT3Qn7 zhFgrQT?Ed3&Wddn?^8>X65f+!`M37Js8xig=>jU-x4$Y|7l7N#18g6SEu;t^uy{|m6##FH3!T{lEZ*kG>ETdvYqEXOdgZ>7kL8jN)%@;?fG$} zHTGV)o1x61XkqjJ^0ib@nli2||ByuF@GZ@va5rShk2yb{*u$22?|;v7VVN}+;@};W%{+YkH^d2JsG&5Zr^@PcOGpT z_mBG|qrKsrG{Su%VVpP1QZhSZ)u#`fqz3$R&(xi}UpLA~2){>zAE?ORihC`wXH4w( zmd3NO69)ap@_euh+5C^|N&A>Q*7mhr*IVQAAFd1eg;gWd=cE{-i0Ld{i|)q!@C9H( ztGK0P4nt$CVKm36<89b?1QiH#K7yXj$*DUwLjZFmeL#LgVnKpyk)8iU^@f^3r|3sn zIcdY6b$wmE?N5}u*k*#vHrrmE_9iE0mSD?J%YVW5n2Pa;PuqE2cIrE7N0-?&Tcm=m zDFV~s6|U-A)Yw0HfD|`yLzX+Eb6$lr`6suvOnY5Yan*@~2hs(##{T2h6dVbi&tr7q z-SngSdS}VrV} zxpy|R?t|hHk#i64{p8v%zlAgaGQNOljeHW%bl>U`mSN0$Sc!9agy`dc!C*1-jadav z7arn~Zl=Lsba(l2=^!c`ccs${LuS>lU;%AfRcwRVZU<=X! zWq$SItPCWKV$_Gh#34-+9iSh0h>T%913XDC$T8_{D{_}!RhRqveZ1BX<);m`OO^*;86@2qzmk|m^7iE zYtip;J_5`SBAY7`NQE&nL@*~!@S8l$r$-M43b|+i zyyWCDJcmXvX<7)1E5Vh)J4Vzj7h1%W&&f9?nUMKSCv{56Y%;H~N`<)Fd6%q(u9k_9 zA+@yWL;!>wLz_dOb$L5kdOPC6^8f3Wlr z7BSFe$$ZqjZ|-Oo+qiZ3JD^H2<@6W4;GI8Akv{gh9qR{b(FlxfNj<>RxC0D$$g{vB z3ZkavB7;Hjyl?4&X5jk8)$h+FqQ?lMipa5b|9vI;gve&r7tA>2rL|i_<DivB1?O%Ar7}jZ6o{JGG{5yhr3EZ^RA#}I? zL&DT^0AcSw9KjSfbV@)4s`erX#Q;Mv7qUOqk8d?4XHv^-WpuHa^r*lw1H}Xn5K{U+ znfj~0*YO4B=32`Tb?Ck63s`g}4^yO%q`Lzvu z^oTl&Eu zivCj|mo}Hj%jZBx$RqV59WKxmPH$G6hpoBW>fY0YkD#h{{q~Quq4`Qag7RIodJ4UA z@d;?EC`mP==8^%jP>i}&2SXzCDJ6d^HE0~nfAm2>Rxg=$T=6e69&xn+8jJkKSOn1b zv7mg10&Txj&RUVU!UmjF2L#^K&osXGLg${S6S3p*r{1C*IK-pe#WgJ7efE<=B0)#)?zv!(y1v|c< zif?L%iSDN7$ef?V{a9+~-k*ppR*;+z&6v;0sm%3BSLHLt?Ekc0ktG)EypQm6Ao@(srMVlQ)&f6b)Nq;5= zgKf1qcO3D>Je8Q?dRsK%%dx$!VF*NbmnD2QM9F?S%V!)JG)kER+RhcHk5ruMz{5n^ z3ZMV%;Iv(c`t(HUz?mlKF04AGF|;3F$)x?rc!qaz?~t2;lzS0TFUSIJQdEYvy6I3EFq>ivu< zpS4_Bw06yN7hd0;@CyMqcwsnz4kzk$B~R- zdriW+N`^!{bUmGA3t-LyE*)EF`lRcC=1oIhw~ybS7Se~2S_9Ba1lFiD9l@Y;KLwa$ zgsG2?FjL59J7c&ulz4Ki?Rl>7w=QSXxQs5&C=jW37;r}}32a?M2_nRv^wbnd3_ugN zP>*z(&y^Gz)&0~iq*14Uw7~GTZ&GY(iQ5RnN|~p}#8S#HGoEHbsub9K`KtMLjZIofC5r{%aCd@Il z5U#tzIO+~A%ju?=-E19<`4bt~O2BalMV?@d0bS+ubfiLwAVXePlHNS1yd={cnP#-y ztXCc=dof8Iz;IH|{!YU*Q!OOvP4zn0D^6*0cWl%8Mg)V-s2@OGOgMc$N7@e8ssO$) zL0nuO_Z ziZ}lj=ip*UKvZsz2+xQqf4>q0g8;QpUx96DvUY|2nj_sABSs$*`ex-;*_+6R<@PAm zy{#GMZ;Dc!2x}y?HOv8nR9mDi$qW0(mKvZK$80IcY~oN?OIHKd|JVD6W#g%fkDtAI zIUU^9guXN0;Q;-@kmir5_Q-?{cgG*jLt%+16haqVTs>bN;zA3Y<)ULMM6cZT6vO?n zb@=SU>xMe-kduYy4f%s;Dq7#l(9c2Aj$sMx=)TiKx7}kHp9f7=h56IZSSRPR=n6fC z<(B*@ME{^z`Nz*i_AzR#?K+|^h&3Ri%_8a_Xv=_VzNfs3QE5eO6d#^VajpN$>9wkK zY{7#{QboG()IrtlMbI^=5ScgyUPmh=iGGQfVJdeR*&9TlZ(2Tf5OXbDanCg{kR@li zA}HDXe^Ip%)=ex1_vTMb4v8-4@VZ4L6<3SPf-FBA%J?PebGXbpL{U>n(pZXBG~-Tf z9UCl^1+imJ{v;QPo=Pev6kxx}5o6YLUoHw3wF?+o@!u7S zhJ;#bZ)+wpINY!DLUS`IhVCl9S}^M7d`{-dD!?=d+oVwfIIT`R`o5vgWw zYvhfnu`CB2lVByXanw z{IR=jfRWk}ees}@j(udtV~HyjtkRt&`S-wa^+ozdks-T1dC30C%-a=}bAi=6L*8SP z2TDpy&92{H>mzBFx0#TIS@JFpPb(PJ`XQ2yLhqtN8b0jtrx=bvR047c9bG7azoc_+ z!YJkzGIhgrh;~n|;ef_vY0X*!uk_LK@}yJI#DF(o>P~w)Ef^25lM`%~(fjK45gn+{!=#3t&Q$7m zi?i@lr69U!$%GC{lq^p=OD`GS)e^i9+)_KTg!z4j)tUtXID^ds*yUC-E}=L~7HiB% z*U97Kt8sA_6pVyNmXjrF(NNXH5l;%c<9t)_&A+$dYiYmyY{MOg8kR9NeD@`2HBdfx za)n9c7R(@S;Lsfpd2g@B^Mi^^pf}QJH2&;tDVG#WdZSUkFpiv(7)`PZ13jqH6=PBG1AVX@)A+m#1cMJ85 zx49cf9elHWQy5Xoj9+asO`o4mnMuF7eJL=t1z*MzTHpfVtKYamrK<1G7hDQO`7IGW zjdUcxOD_l)#@H*xR4HinQ!pCG|4WiKn?*+0pI>6yd(}j#PWl z@o~S;+x^}OGkFulJ!9z}K`5MYAE_Ncdu(`Gi$X6j_Aodf^GYUpc0w_skRliZuv#pR zKmT0ZgIN7VK9eV1S@v@*uDtUnCaRrApeQR)WNuTCNJx^eu_bgKZcKpHzCC}a_&RII zB*ws>;QpAUJFj}sn^e>+h;`uPlx*vXvUOf*l-sPa!3-_kCp79>yV;|d1qDG|EP zQ-=fOys4=8hKtXC?KDi0KJob>){pasee=m_P;5u;Muo5qQQZB3-c(rdpA;DXU%+0f3PLcVC3c2(q-? z2UjTqM38q34g9Flp7-i0lx(}R&h zv$Y<~bDQIy{cs--o%AxjOaNAbMH}h&M+&0`#OnWQMfOl>m4u+txN!?K3|TcMC3OH% zOMioU?!M{#PG{Stvq=G;{@|WbL3^l z_P*TE(F>&up>b(nSuZXfoYRZJJkpt6XrN5f=p?I7pL!7g|8M`VGb#U5Tfk^h2P$1L#`YG-u{y$;4Na1#K`Jj=y_6nv#g^|~E=KK) zj2bPGfi8+x#(|bgKb>-YOt$(b8cYEgs7}_W)ubNogd{)KPzI_X?MKI%3qBkWrCm z8b#J~JVG{Ycv7N$k+1BjvX{QVv7+cHQ*DoiDQo^Iw2*hZ%;vFzyh?Tbg>6BDhh>*Y z`kE+Tx!%?gu*dq7_o11e1HZQ)&N|%I*G(r}$>f4;U68cD6(Q z*@YkJ`(dY(anLT@Q9W2e%*V95e_u(I_9%DJp|{mL^RgbBbhm%}q+{L>0mz-QPOvx= zA~N@^1$u~;+wf@W8QUcA#_XG*%QL9Vsxx}Ud9 z%#3G(<_M#w=ce}iNqqn?ta_A%DV!Vdcm6 zkGU%Nw8xG=FV}Vne&sF6cgg!+Ke`4rn2Ju)e(i8aj4#c9@!~~z6(*F=Ubrx>>>blg zva-W&@V(uddwtoe58uo2&;k-N6;RbVa7lsf+a+Q3c6l-6MCF{KIDOee=yBA1f(O7b zn$YlMo(skcd~n=Beb*pEILz?Ww)=W#e!clptSwhqrg#gW60b&ACl{(bk|m z`_vJGAZHeUs*e>NkaQ?DJ}mtK4gO|TRaJwz%v2N5%5#@q@vY92acuq*!@pi2QT>e! zUtC$3f6$$dKc~|Q69B@L@eU5%XRq(iStp_wR1N*@q`ZRC5ZA$C)$QeF4SiGA^aVp% zlf}BfYrVl-R#h034NY#Dw(pdJ1erP=RWySH;$wDuj#K2-*3h_8rei(ysgv9;4EeU< z{WEwJhyF49=_m$C!QaF;4sl+%2NHj8Lyz;5e|_KumeA09{`*V%4?lA9Ay<~|b&$*v zy=zvkELqZ4o3(c0MTWa!3E3RVSzlCC^k@J`>|~7~?=;|ZM=F@B3E3ulZ}_I0Ai6N{9D=K%@s2* zP?!?Yj;imR$J0HGJv@ZX3Xo;RMY9GzeThFEYBq2O)wKck+QNV_W>O>gPVH#KNa2>M z^~c>MBqR>G&QQ!;SIOEZz-pM_!4>hyT9Yx>ImK}6PleTgey^FU@A-M_Stmx!^cZ>y z|MQP#w>B~`Utk}2_`*_8^S3(x$31M3C2Gws& z*>hL!f8&MRyG2Rq*zDD|Lb+_re6%KcP8HMDdg&u33L|4L%*<`xyLbLz>?q%DZVhc! zsl{*14;vE0P$FUf*~7nL<6Z87QyrcjgoF@5?X%ynNrH&s;G#3WQJN^6Us zG+Sh=eCM^LyY4C?0$pp(T$+0YZK6zPH^d>|dRHgPAF_zzv0}j>NH0VjN=5KY#lZ#gZ&o#tJbbv{ z-wasPjy>Dg55C|E{W;0XyfDZcV@OJP9;Tl)f)!kKMYJM?(6Oy@9)G0zYpLuo_3rG ztN30oy)#vG$8$Iv)dN?QO+7xr##Iux|>d-Sk+2#~QW7- zu6vKl+W-{D;O_ah6M)w$F|-~Ra}QV-nk$CLas5k67OMFC*zFE7U`J&#JNDFg0T=yE zlKn5eMa{d`7-h2>{J8jvo!lEO7nZnom1N?fe4O2j`KbPiRg*p^Pk!06JKc%R835P4 z&$02eK} zEju}OdY?=eGV`vn)5X78>I>~=e*i&op!q<&!Gk`xEELl^mZdR}Hf~$Vu6U#K9lzZz zYgyeTBe#abMb>B148oMXW8S>ciiQfNx8J`XX)Q8`>Z;#rhcy23c zz|L92ExaM|n0I_@Fh4(k>?4mYighv-o$E$U(Z(Rv*6(u8pLZ8OSUv;C@9mE`GSJtp zdOV0Q`S96-f?@#gz1Oc_|0Bt;b;9lHy&io<(%&4_I6Es`x2J#ViAH%~7E-${QBo+N zFZO(z6`1|-nCj%j!?)G1g-Bbyt>g4gA6obc3a7cc6Q6HR53jsBAp^oDGyCE0jiK9| z1oK~_BFyJFUA3yZe~(nxX8WeL2HmLK5}NSHaq1Y|%28&nb9x6`RZpM4kE$kr(gvBO zCmU9zpjIjK#j0&8j5idP$+?iQ_11Lp-OD+X`Ho*yF{0DTi^PiWjd55i)d@|t@7J*& z$10>DQnkvdy!$NTwT{5!r`F~&DkezPkGnEGQqpdeIA<;rEdGSc3AZwQr2w8$J^icW z(HE)1t@l$rdzV%^T+X5`74YVb1hhbMwr8oV94;sUy<@+`e|>LaI5)3gi<^+q6%e3x$fP2YYDgRp`yWy&$6{w zt1mhzHe>FsBy~peqDQY)Cyd{1a`M2)syEU~I>C?aVn>>UULDsMDjl`q{517X+wKml zn3Y|sn4CXhM4VnqL5B14V^X6>j}DJ%3%lCE>P}^@JGB|)LwJj?-M;INN}~Bf&a#8; zUycq_O5b5IUDR8`dzX9Z%uiAwcMo-#UESMu-fgs1MdFg`>vtnRG@m zvx8mH`YQ9_x4s1h*5*B%g3Mg@nQ5J#Ah?2EIP@T*3Lj>a4!57L($6ec3zg zW=}y%Q(jq@G;njZl%--~`2KgWtPBe)3Sv>;joltX`ZSZtG*$5a!XIZl`DHUY~1L_Cf$N+F3lfv zRLzstI^jNw_9`hQcCYEgq@^Qg%TpIQ zq2Zu~;^K-^`oWL&ueZw9$k-kcYMnYt%c-_|W}Emb%TiTbgtxWMy}eKCVQDJy5#*e@ zdXSv2#o+=$Tg}Q*8(b$eB+c>KzPLG2-da~n>)MMSxz7viOIkt^El2dZAs$}FREw6h zb=8b7nI0LLZeLRrxIf(d)FKo7Y@fKPamIp~v9yyM=3zU&RU=G4`dW(biIy^KHg4#+ z!#K&w=7zO+(8R#<&FO)C7~8*!;>2J49J?~v(M&Gk(8a^H=$(Z6oD^%4#-}Tsz9mlG zpr&l``7>~c@gKcu!tB*TG^$EgJbm*{dyT>5%ACQRIh+;gPT~5(oV4uvDxOtIp4;9u z7#VVT)=X}ZiTyBO5mGT{5$8yEyKm`hkK_@_{eqPVaB}dih#sMkDBsvs@pPB@t5R_< zw22dcIJ1-v_5TsmV>PnEU&>-WQe}Q(1`>G@Mxm7?PA%n8ynm{Cm*|d|#l$xHaQ6kf z_163O=fq0#k&m$1xCsv`L%!vjK|<10T5No`e0r4PUu*#AH#5jYbuZQC5?%u$*a_jl?=Le`}U2xbvyZ4b~^npo3A^4WU=?}USzX-o| z)HNR{5eUp2R&n|A_qXD_{OX5yDs8b|9r9}gia%_eVr^Q$Q}{516<*# z#t9n$%>>HY&m7M0GW}t)Q)|WUtdU-GX@Mn)dQZrlL)OsCuU-NQ@LVM`vm=T9R%f=$ z*Fz-VDKGejgM9XvCzvK2Xee;#eaAc(qq2sK`-sDQ>FS3^M5a45z37%}qqOXX31T|(3c?-V4?Wf)=l=IwUAwHzAxAt`=G299%HL5c_f`I?OQTqirUH=L z-_z1?qUNvSv5%{YLQcr%6r-EYe;U~eJ)7-I3|qhGJj_BouQzoqT`MBGGtTPeg`LMU z>bbIp&rFME#vV{ww)`2~5I(OQ+5%3l1?Mg0vo&G%7ltaoKrJ99$G-DAiCt?y9ZWak z6-Ju;a4j`i$<0#WVN7Ars(lCc?moqpTy^$2cR1_VLxq{m`W`1voUke@ldx>LH@qc% zMCv8fW$*?Pb2 z*90nrzojXI?AG%YzW8zJb-jPYJbIN zm^%RbWwyC1=CsCS{AFJZw#1qk! zN}oM_>RWbxs;C(X<>i&GuwQ(8?#!9xm2xm2^$~c@H-j&zro1FhD+<+|8{0TO!r~zy z=)#g-XvzHx0%afM>c{N5=aAdm$z4Rvp;_!0_JY zgqM(1y&!F8@dClc`;O>O2Dlfx|jmx>5ImhLB*W-!j z{m3hSZJpQkWvWce`qjc~$E`|Z-OlE0JysE!WY@c{*ga|N*^An@D{;!4i;P2~7gJYY z0x1s;*Jk4D0kBva6h91K>9}@5>#%Uc*)jrw;r#Fi&JDN^uO$hK;&9I=PoCW1&ny_| z#FzJ5J3qy${7UXto>A<|SK?U}{q=BKyNny@CloRvC$3Xx>$Nn`0lVojY=A}>2rBfC(oU0lXe{`jT`QoxW7ah<5cFy4!Ll&%x?lk zj7&8s`noL1b9ctU*S?GY;@%c~RVtt~P~_-1YILA#Gqg0)4VPoAv(2pHdun7PxySg% z(mtYUPPB6N>Gz!Bie*&KVP`aJu=(2;TkhB-nx4%aBcjQ|bb*=c#>5N-)jU zZ72->-rEnTy0vAQ@y>(kxuI((vW+X|EYnY0zfduAKLtz5^F9srHe9gmtIM1QCbVjJ zO=7J-8t&TBnzPn@pl>!i+Bo-Z<$kY6!D9^`*gim!6^rxIif64bIpYX2KC9LS@JcE4 zJC>Oj;?kN$B-Pc?-)aK`rZ%h;Lw8#(vCP&CjPtNf^t>Q#Q)88Laz8M5ZB*%^K+7-m z-gHcdgvjiIq>VA#WIF4O(`0^r<7xju|?H7;$q>NS;4 zpR3BbE&;M$)0G_Mule`PZl-86zOL!M@vKCq)4bs(bLuTzyvu0p2Kmbe-VVNzZNAk2OO&b)GFqJbn<< z6M7dfJwOgL)03}(c3j6=gW#8?>xaNS*3E}QN=~5b|Jxwg{|;#We}w8To&;8F^b({H z;IPVWUm&9L`|uichN9aLrrZ>;+D?hUw5C@#kB?6FUaF&kB4!bRh>%{XVq|vy^koM1 znm}w93(arup_}04j>A-y2mxDTU%xr643&x~@b_y_7pcJyeKAJBuD*MGTBYMten-nL zK;(6ER}fNeL{gu2>_fjg!}aS=IJDL1qlgfJ4*lvCgRN^1$_#6pi6*wKhkyS~J7(p_L?CJ%9` z^~TICACn3@h|NeQ<}U#+rTMljkd>MF9GVjLOCV-fkk}*iYNE77C1v9jL2alE8XNH%d`z}OXt?6+xpOOe zaZsl};LmKXlZ#weOeRQG>3GPA9;=?xz$Pmes~B+Y^X1#MXxnSk9@#r+ptO;%*al_B zbUa@@oKU>xy7x&`)-DkfQ-i^k`xd}qp;qMy8kt89b@akIQVZ}aN6rcNLx34`93vr^ zW!>`jUij`?>qnysyi{9B&cZ7IY-r9|x&N9&^P45Potgbzdi=}fKm?Y#HtjkNu21;( zt7PXk179hND`dmhj@iauM^(s*mS?TY`CjDOR(*VKS2z1%_Jf@7C!-Z zP*06@)vXOdZdpO>sJ$@E5D!utiXzuBeCp zOr;w_@qCWi>xF;*`6KUK)!jYE*BH3kpK`8v%wvR%XZotsF@}7V^<#7ddaRP z<4`+9y?!k!fk!qh+V$EvzY%?&-7$B-sOfU(6wRuhVoWO+1(Dj9yExE#je-qD|zH8kx6RpaNbi(xwP}a|f2umf+IDhfNg->~3OWo~)VyMLA$sw~JO>N=5uj3xh z+BO?3?~5rJz~~aHf=3KW4d0et?81G|jmNepUtH7Iw>AiW*;ibJwbX1k|U9SrGQniuuc7=#R#(g=c`VCUP2V7gApiskgk<-i@E>Yr zdu*hZ9|WWBmteNg<@Se}C`~pVdk6j2bqqhx%Qc;4^k$qw5-f-ua-~G=LBFVn8}6t+ z-U_1K91GRv=Wh=BD-L~i!@VC}}-0}lvW4m(nvc*?Xi*q2gKr29EMszZ}(ky4ER>jG;(*<|Jb}n0h zVgF9PV=TpY8`rcWNsrN=Q3;vE&|m4^H^{Hkk&jspy_kNa-E z4G7DP9Szb~$3aXt@p(yarLU9B(K933kMPyVamI6+m7*P{8TAKNWlN6TZm!d{F#RK> zu(r3!lv8nDxUVzG31U9vd{5kHnU6px59-?>Of}^^$&Ezk{OM4xkJt*E8acb+f%onM1PUj}H(tlhuX8ol z{qnhjSaO?(9=!d%d-vL*(_78yf%|-*0_Q8GHZm{8op~5hb@5$UjE*EuFgUw}e18*w zh^TULMxG%}qFEikL5B!^{PE-97G>r3)XWjfTEC9%;DA?KUG9rD=MB=xRCm$5d4HA0 z>HCk|gakfj471-nD6}M?aU|tNOU(m4IB0IfK?DPPS8(AqF^`blaz{{c*8n5=ZB^xr zfDC*Yp^1(BeQnwhqrI!!vu6Xr7fE-4T9NQbtz^F2ufvd zk%fE@VOu|r(k^D!hV8N;Jz{Qb& zThZqvnI%u5HJ^V~SnUd`#SsgCm={|;1}wGZ(j56v0D9q;cF^900+|fgv&FsWuh@#v zV}gLvj^kvBRZ}%H0>OC=0uZ7JBzN3&@~uui5Rr(jrr1}AF-nK}4wli8BN>H`QCfHA z1L={F9EJ+fWc|-y3$=#{gh{k_$}dU7f4Y0m#{&Y w2me5ScK^@H8UB}RXAr-%36?c%OB=SndM10(Bx@B87sIQMxGCKBu0nzA`wg3PC literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult_100_Yoshida-3.png b/experiments/abc_outputs/err_vs_order_Bmult_100_Yoshida-3.png new file mode 100644 index 0000000000000000000000000000000000000000..3a320fd9ab313c488a125cc06d71ed53d7b19e1a GIT binary patch literal 48788 zcmdqJ2T+u2*CpDZ2!fy}NuuG1N=Bk&lptB436g_?WXU-gP%;JtBq~T25XrHTs05Lm zK|peBQj>f3%lFkcQ&Tlncj~{l>du_1V*}m&_S;X`d+oK>euD3-%9E4QlcG>4a)o;` z8YmPI{CJ|4&29IeS8zEvS#p2Zcl`xdIsN3`17{S9xeocC!2Y+Z1PWDyQjn2G zdn7E462%(y9!efvxcuVMcY!+rmrma|U>F%qE7J^#BHX%SXH^ibF%nWtWrv;o&Z!&l z=dzUGz4OnmOFhJQ%=+L9F@p~uop*EpC%=EAjjxao_baKK&)s6hTVggrbqoGG4WEz7 zR7h+cMSehiJS0I8AdfFk|KI!gnD4Ck=KY19EKLc!uisCVaCEQjJ;vD4XOx`ZcbJec z$JmqU7TZ1StS zZnbi}OWr8id3HGJKAvWiSI%lz+^e1CFkX}8ja#vLBTJ*O_@z))1pet7C@{C2^JDS& z^Rx&)IUTMm(k`*TWHshFtHPdFW+pQ6;zHMAJ|@XR5OXli&5)G8JDV&S&MfX#QEG{m z@W+k1m+I?hoheuy^;*oG7sBkS4B1yMchx>U(Ji*o_RiwNqv)Pg`N*OHv(U75p>eUp z-41`%RJm|AcV_~WVpp#lVXPx8m-(FhnwE^6N5T~J{7tH+j<}>D}V~ka26P#5=rlT~w^8L1Q_zQzxZ%6CfD>zhP<@Vqb zU2o)>KiHQ|ynNdiZs-2v@+{HjMxof=!<@;$m+{gw4;P>}6nfMWwK-^+oc8JNt8^V>UjbtrwwWa( z(QWAFD~e&;!tiDNv`J6f$hG{uJTAK`Y}0M28!tXB=9U`iIsLrW9m{Lpb%+~JKJhXW z9h%*hDLni*HC(T%BlyDgbSC!^Uh$nj&&m5aF$e2b@3piQ#(g$aykI!GU$OYb#_Vt9 z`zLm&iD4V~`GQ(n{12vBtbTu#_VlmDHZgSjRn#NLbj6-E$ZU~LaBiB zve&eg3?))?=9s;g-keAxiJ*`?SYu?CDdo-X*HGeoUq4hB$nKfPF;D06$#19pzK+$Sj@B9S(~t0DWA39mcXyQlH`BkPw62$Z89S7=sq=m zv|U=B&C{^x0dv}s@j==pM`CX-)mdldNdu+)-<8A8+``*xl7}vP`{VerHJmK1Vb7%V zeVZZc5sWoeez;xfs37rH0bU4q;(I|ebNtcas{bq|zh-Zt>K9k#QrGufqI=}Y%T0tt zdMWvYQVb8=M_rv=)uqG81^8HGbSg8C=!NVJV40V8755v(pWXJ~sb@*IAFXI#^Br^T zH!P>;Za5r)(F(7_+-X#Q@l1)MK;}qv=tOMdTU^_x5Wn4{u}Rg&_MdQ2TYWPiXH zH_A|9*r7ZcP@k2N6qmzs*QGFGw(vG(EVIwr_i{5H8FxFwJxk_h7Jna+rLXmI>q|eiv;g3J!)DCJ7+UStPOsvCA z#c1oA2C~M4{uK3tnHM6ZNvSl|Oc|c&H}+5DZf;=Vr7&^6a*`uVlSV6yyK3!D+=GU{ z_woErL~DyaO+tj#6ZsQxg8nG!!}fL5$32Mh zL%Lzq+V@E;(rGTdq_UtkgiXqj7rF4&cYE-aftqTm=zEr`d%nn;7y7m>#rG(Dl9U)T8o|adn9xXj9GWU^@ zL|$kr&#-dl5TlcCih=Q6~H64b_NZz?!KqpTyyro0KB9<$O zpgKx%W;WShLM`_E`y8xMQ7s|aUtZ0tE)o5!n?WtD9^7G$Y(lX84=Tc!DTjr}jHd(` zsT27`G~M(=nji2KcA!}DcVmUEx>bZ!s=aZ)>M0u*J!=C9=C4ccDtK)VTIyFv&eaHS zaV+w(E33-A-Ed2*MqwSbeN41=Z^N(0_;e`2D8>A zud=*PX`DK?dbN&>yKR`uNUcBxBKEJ5q!VYwzIN(Xw}0sDchTHeyNNU0kvL};(Jx)q z--P=)FnfgLmHvlzyz>Jr_?_mWA?uuJ7WJvyLH%~<-m@2PeKswhT=kYB&L;l&0P>li z&*IOFcd8;;pE-*g&MWbMao(Md5h`yBqP$8UJwIIPaQIo_-GcvKce0>Cf6sit35v|* zTaOft@bKO|BqHh?9KE=p`nVu*f4S7S{+o`0qijwj`|(;8d<3hSytSdkW~D?!wIH0W zGpvfWP8>JV{dEjttdXSSWP^79pi8$3L*H(@gCAe}G9;7C)sb@N`dbjLWpZ$y3t1V0 z9GI1g#Xk3<86y^^=}_*P%+>A;wY#Ez5XXf^1U=XP?g{i86i$>tGO>!=n(`D~$V^?R zgo&D5bcg+#he7s_Z7XCQEzGFf@cSw?1F!isl`%E!tqB<3FUhWb58|tncW2`B{eHZ@ zd=2xG1@x!P+h+kgG%btSK}yDOEe3$%~|-g_WQnT2vLG)J-+kH-J#S*rD+#WK;n!I>Dv`Np~ek1SP2`98yqjP_p#}R4o^~Ob79Z%|}tWe|5)Rxat`?lFCe4&{Q zWt&|}-81nHN%)9`m;re+))~N)*VT?FX8_T-KrrXm6Dn~EA&Ti0qwVGj6XQ>&>*yJm#rO`%uxZcXGrXygBc0br@mi!fy zx^N|%Cq?7$R=;t_1?ome9kg|0>`Ux{d|C&NvQUv$M_H~|2|Xv9W>iHh3qM_H{6|s! z%|KkHQ!rNZE;`~2qcD$7Wy8L-?Ypx4j3h5MUu+|7c^4~Nda79#Pt7Cwke@!k0K2}# zSoWQkn)D3!&A7y72IH_?v{pwp``|~ajSKp9qYbyk--urmX6%=ccU4*n`$i} z;cw0ofv2SQxjgo2s&E^ygAICXFoEu@Fl!j8`bEaYrW%?^UoUpERC;!{!zo|(hJklj z@lOH;2GUE{8z-yT#!irFzJ%@Q>eFBxX~ z6|0OJ_ASLQ*oxh0ZvPMY?2op$JnS0xt=1k2tmQoK=y}!JW!s`$_>0mfoPi?C(xGD4O^;#(t??vq*-E zPa5;tXy1#-MujOB)_GN~)_5x{Cioxik}sa2<1vXF&c__>y&Rs>!D*af5d6})%_8pQ z;w#TKz12yXaz5*K^wHsdKN9}7#Jx5jm*r)(e47l36Fyvz!6c-|&BMU8^$G?)s&HG5 z%Lz;0hR7nw!3PVxXB_fodxfn%!ud9c8JRf z5}69)TQ3RU4_V0M#vFXBxhk{ex^x%7hxXw!GOmF&4=6^;4GcvJwNP^Jy(jR^HtgBx zc(1XPTbX4;9NTH>R60D=N#h=dDu)u(y%m9Y&4WR-?sX%Kik3~I&Gm-GqB3zT^BQCs z)xrZv-yM4p4s%V*0s58<+Nm4dq*)H?-@g`PaI4+&$tUvetJ}qsxV<@n-*01#{mRwT zY|#v~>_kz*tU zXQ`u?p$vZaJ{wCP)G?UF-t#oVJo3b2X{_|xLQcMfN&uDdnBQh9OD~M@dU#En%uat# z3?`khR=APC`y{bSF!!jYyH@b?_L&Ov2I;w~jbFoGm%7y?4KEOwIC>8+^yu|Bm7GC^ zJ|9etl&JXZI$4|XRn>((ZitB1;P;dL5cWLXE?+-Lj^QQW0Sy?9zftt`b$LOOPGjiO z`EtAM_G|)qOer8)tLVrR-6RX7tqo7rohJi0#<)pak=nAG!x;ij$w0NY7nNkPqltja z+;5snYnteA7N#0CR2f7!evS*oz3oINDf_5irEpfiQjQe=)Y1+{^(m3yxbnPkw?4F%# za{K6N+og&rS=#((cXZ0iBrFV*^p<7=?Wmvk(sp!>pku0I#XeuED3*0!HftPRP@LD$ z&5j*-*hsBoyS)uXTj{5L&mt?iN}Mci;(C%t%EW5y&D&!+apw)i&A%R&FfUbmTuIzt z#Ynmq(fv6Z#~-<`{Gxwn*k+p|>fqvdR-VyOMh_|meFF*B&%uKoWTW1x`ldFdcg>X} zV_#&X;p%_1ahLyn`x1k2A=3&>L6og2j6I0^DQ}Xt zQnaz(?#tFd?$KVZCc%9?d;jnfTFlwRJCxUzbP|by19*s@xco6P!US=h%@ z&4rT%B=MvP8QLwkr1p7ElSlB26y zzaU5Bs>fMEO6AYE7>DSt0PN+kGTF;K7b3l7-W914#w03O+)v=-C}1hAJhK)*e!z<7 zq5O2`MLgx1VzloAn~>zz%*;xdGd;tMon4L>==NX}Pp{mfF2&px(Z>AI*c%xh{*SGU zxq{YslJF$2hQBT62J`UO#d%QvMTPTG;>E$3)M5XFKN^`85r^ezsIS!(y>ip&%V$DaxY8+5=J;|LKYGsbk+UqF zM51>Z&K1@+WqnPS!}ZUlmmh8qm;MaPwL3i8^-adnrKCkQQ}4T1WzbYq2wkiD^9)j= zgjSv3?>EV`jl%+UQyMS59!I{ucq5#v7G-y%B3CBO1j~&L%#&;XFy>e=wV5PMW@`dRld2>_f zp8&1h+S~Ac^XPt+xFXYPQPi?q%gqcR4Y9f@`o>{zs7D1;ty$R&Lo2bg{92zbEGmoJ zFZN{U&g=(ab+7(&;{cO+GWjB4s`kvxP1~Pg=<6}xeuXWyrY&`J4@X>7H|V6@S8&`p zZzk4qN0)kZJ$`ZQB979WTK-wN)R-<;#8F3ytmrWYQSulq`R;~V)(ut7TA?(>x9@RDaE`;B8pf7gRCjql9JIB zubZr7H-lD+Im5eq^=|y8oD2}E;HP0N@;JaYcMA^NzOx?f`E>83OfI>*`pppI%Cwc% zw3UwKT%PoCATr)zjAa@hguQxjUo1h|X6lRV&V_o4hMP@a!&cd_d*Lh$ARi=FDOV9U zo;=%GEnZRaYi_nN%yy$>Y>aO`Nx)S!ZkU!dnOr^bftbZu+edK;vViTYsFRP)c`rOE zxXAPnQ%$YISiDWzE1mLx@>@kDxQ-zbO0oAA7RN4BtHs_!Of zs%Ct=n5R?Hiz{_$igcv~!X!5+-s^V_>FTJHKgeVazD%vh@EKE#>w{^QOdisAT%#@= z{&i+@i~a&BbrV&1%cS*bl;z)I{hg<2A2}-;e`S(vUqNvk@Mx2ursQ8_qHL}E{`55r z)H#a$eSLR*oRXx;b`B9A{8ocMc%+JyW?^}TZQ|8B_GdRsE>N(*X&LDoG7^i{zWKaczVTsN+mQsHTNXFP_f)4ZdayN({SUX^ zR+Q36)@0V%SRG)tY3`n)V&gGSXeF7w6LzRW@~~guq55s}jIH8}r@U9aUic9K9@Fow z@)s16QF0{FZQ0l6=66EqPV1qwLyF2i=$#}6>Bmc&xxp;n0qdDtpw+EZ#cn-8mWe+Q|aU&}7l~Qw*OYmRJjsGQ&%ZGk78Y z4sA0D^<+TaP0^*VcYoq8QtJjj9m_C^iKc#))^F%;m}>noU8a_y@G6ZA?byWvV3}sD z%jTID3#zFllRUoUGHq5vbjv*z&?p&Q)c2kv+sJ%o&?%HfErg}N4Xvd=(z^@1nXSN$ zEGjIcY!GcqMXpER$c&88z-lFT>3b4<$ap2$GPfUNt}C8X>(iCp{Tdt<#{XCwNcmRG zaw4R;+ct+KCnUMDkClWJh`BA7Wny3}CG`$%GX=2bT8_2)BjnY$)0Uj2_RpaRiwa;H zS57#&)MxduSyhES{Fp zYwlCK8||0_=8!&Hddy=goW^qMppo0}%~_9nkO)UvwW#?*W9-EF^VEx`EqNASmmGr5^GY0@nHt4u zdG3};o)+{XE|0Bky7>mB#q#F-9%NR8D7JqvJ-|Gxrx4|EC*nF->+O=@E%rF19SarF z^Wkdtw*I~f`V)=htCaQJ-^GHAP*Z1(m~Agi)?V`)xruIQI%}I7POZ1FujW{KxVkZh zuzG2JhkMhl1(<`)3`sk;L677hTt{8xbL`c7Vcr8YW_R8_i#5nhW1GyJsoWm2(XZ|R zqTx1YagWBXQP}d2i$8B6Y^BKvi7i1Ej)Sccnsr(I83kTGfzrICfyY?qp`lo_;?I^HN#TBLAt)Zd*N^SP zN=am|po0VcsmM@`<+=P`>E!*ue!V42^~6#1H6LK926ewKmkbN)hmXFwa*iF%TeH=t zKR;j|X-ASc>3l6IKDuE$a+RI3NQibs{*eRr>_y-$xil69&%)}m=9A$#*B=FwWt&5$0qJV z5&k22i?f}FIlp+vV0E<8J=F9;anS6SbI+Qb>GL~ctE{a%Rm3H(53TS2!{e(=NO(VG z=j}jG{tV^YMw4F0T4Nun3+8hNz+>kQEHep(=!$re1X~gOzyzeWL&m0vi+rq-X9HIvDVb$sbuzzMsh(7K zG+~-*Y_#FANIaTi!N;;6q=;&WMK)?Zbo|JSe>d+8S$X!N7ujWh+bQ9-&=V~lxpKvA zf4)CwV5__HVz#ljgvfF2Vxe8rO$tWy=-JHd(EZ?99=5lWw>c^3I)E$HBE)EeMf8vgZrV+4hR!>xX(W3km@Be#%*rQ#A6~gwmQjI zz2g~iIyIz{Fh;Y=atX?{@*%bnz)LFH#Ddqy%+2t@nr&YhI&_xIDYKh#33FY>2A`PC zXN!wgqp#H1G+1^5c2CAfSZ{fBKxo+c#9u)q|47&I2A%Y>s_1gmkcQYRbpn=EHLTHj zQ^SKB7d!lyrVypG{;V^0O3!w|K>r^Ntf4NsJLRl@y%)r z-M)w)VgdBJQCryz$lT;ja$They5tv9fOnxk{xOGr2>7rsYme+ zH6LdDK=NCi`jFI7nI*pa_uUpEnddBzK76OL0GM}l(znsuU*6A8e1EC1yU4j_ccwKt zKlg)q#BD{tJioQ)EPp$`l&rs!Jox0-_rTK5l?4w9bx-7nm%o^XdS4(&JpZuxa1L3K7(552l(9&zw+p8vj%zfNJT!D#K7o z_NNi4gh;WMT|8%hVU)#8u5WJaD^#o6?QY>KF4&x95XIwj-c0K3>=cVItD)%_U4BcK zhnRzyX16Vws-%LhXynFX7x&ontKK$`#Z`zt$_;6WjjiUbh>_LF%q$ABev!Eu>i9cl z@^VFw%r%RwNddZEs?J>ajJ%c$7i5a1Z5QV(ihy68oprK^`}|Q{MoV{zotHxQ%nma( zyZSDzVSh@c8~Tgv^kcEJoUX*-`$2iH3s_{*)T>UVEIu4jJBZX3$~H4!`jR=96;*(b zJO93+a_O5=#h+(nPL0M@E0f|^S?NRiox)0K@~1Puu@&1mqAg_K-$NV76)U4}ZY}h( z+ktSh>&n=xyL_3=BZX8X3G^ef4y8{v&Q(HO-+o*vH)G58OIgq75&YZ6kzJXx=v|c| z>+0@f)UZL*YoM-0GioOE_XWrHB+iZy-5T^mE~yXbFn0!A(b5wmO+l+Bj+(P6l`&a107j(F@|MBZ1s zULv6bNaO9RR_X+F`S0fl8TNH1Hn=5n%)ZpD@`XCuOjZkIAEXf8k`PLr3zVR!C* z0PjhKC48r=L`7orHfPfP^kQZTso@2xnS8TA ziFWthx=%iK;H|oQ86C;u8e-{lYA8lQ3QTYTZnRo4MCz0zE{p`1;P>BoW{(47IWjN3 zY$p(jK%Ij>#a`ysUdXFliEFmAvwl$!%XGVGD2$ic+@SW{lu}b{kW@48X%cuH&)sz8 z4{z-&=F@#b6mrbYe~3k=DaCMkc16a*`!mjXEng7-O^zM82ngzzVnz;}*X!7&2u5jCWdjj5`-2q~J7kHu8r$J%3?7BK8u0>{bW|^%H1CgX&``9?y z1n#eQ+5oB1oGt{&UjpdU317QWkNSmnV`XU`G|+%O3zhu~tWg8MTML9&Gfxpp4dIBi z`Dct@_=Dj6tq}~00oi@UEi=NuiRh5qw*J?s{nsCL`<;Z43&w3AmOQW=vH60BX?H#9 zrlu{2$xFmsfqbiW5cI9U-JzB!;u>dF@);T5fDlb%8q7LBu0L&#vHAos(ZLz%bYxQTj-N6%!LOr%*Ls{O6xBaG29*_JkMXW(E zAT0+(3&^JtE|bC6(-95W{d+hTH(7)~+E?rMl`S2GB+JDKA@q2fHhzgZ==pB-c7L!; z`ha{<`$)v(x+4j0jh!=0-L#?1UV*kBX_{vJ=RUonXI3+?cR(0BJ%{S8F2o*bxgCzL z>{4Ve-pA+4v7tnNfV-=Q73U15k__PSMG@_rykB+>2itH)(*;`%pV$qKx?WcNS@@vX zaxnK@uo`vkZ~rs|I$1(!EL%HhIvWNgvQ}tRv^1=aE{k|O!O_KP5XY?mNOVk$BimV3 ze5G-x9)?ENLD^{dW?~$y zJl)3ly?!6h+~U3#ajsVsOmRkjyVEWk?Lsk?p419NCd9#cm`)WTRdsT@M>U6gTk(1O z!ZWevT`x{w(CE)I>_+qn_l9TTfvi;|Dhy20=Zk^da{p`sMvX!^dX_YqmEWv zjkC*Nw?3XfQ48v&TSecn$#ZfIUteEqhv&p+Ro`7#1FymLzhE>SKJ?cXr4C^F8>OkL z07i}WGwwuwGaoFwK);LQW`UdxhP-EVv`-LMV@wBN9DZ=%tPWbkM}6oR#8rQAtDgJm zGI6&)!=_qSqAzsolU_I-?-g@*WCuFW> zKa?}tZl^Np+*jcPvI0K=*ArZ>OI5LHB|P;uXKZ?hzLX(0R_1((JjB`K99eek5Z&t0 z0tfy!Pj|!gRRv6``4sq z0eFJBhz-G6_mDZ89r!amAH<3@h*EsxvtS+0uo0!Wc; zRpt;YeiiN=EgIvk*N@2Z3+5g@;Mv+3>9M(Bj?xYXrw31^PlJ{dkv&)#AKgg2pOSZ-DaJ6Q65FfEJV>_h)>5+=p|b+Tsh+c6yi zoY@6t-J!WX@Qv~(o3-tO*Fcom2(bg6DP0Be+m7T+XgGrq*V*sX8L;`d5u3B8;7A|T z2>5$QOp4>T(x?Ze+VwX7Ar6C2%mZ&g(PCcZulxE}&xK#Yf~hrrrUZQ7*OIv)JRbPh zIK+&`-rt;f#j^5x1w(nx0q|A#NjKhu2MI|&>pu?|e+w!TY7m)Oav!Y!&e6%Ii3vC6 zydr>y6|wO}STpoHFBw=^L{%p$?%cxHvmEg-0kFMR$~pF1@4UkpEWlzqLQ;GjO>-R7 zo4$Gv-^i}(Zh>5^mqa%Su4x6x;Cd2G;V3TF!Z1>dnLLv#`tA-b!6Z^6Arf{E00G9koTjxIZ>@0BRb7FWIv7d&3m{8yl>{$*N7PPYuVkNf zg&J|f5|GNj4(@wF^y)^evN5~8`F`(LxtXU7-ACVpjTbY$l8uO%NhJIwjhjKsG?B}{ zL|1J|ronzxIzr-OuoCRggZFQDWU_y7;J(I8`p1E0g}ryRtL%lHrVm*PIX zavlAX-o`#y**)+xe~1v@9(Xx?l^@{H@cJ|fMSS*JsMHO@l*}IXpg)|doxc1sI%8nZ ztZAGTT)BFuD68_6yhjNvquKk8u)-9~o5B=klf3QsU>bif`I0k<@NX>-3%T1N201Xz z=6#_wf+TO@`Sw>?2gy>pJk^rS4sGPk5*2hCb*Nnh#GKF4&reMUi~1o>MXE!eWGp_V zeff5Yk!?T8dP+;a$Ek6TQJMbLxgo~7btv)v@ z7Al)bEB)ZIn2kc%=^bAVkgU6b2>`{3s+mfyWiTPL4tc%c$dh_83NzEN+DsD;EymPj zFyrs8gO5R6Wk+Y^!WwwX+hS77W^+rA9L~qj3m}$x!~|S#fe*i5EPTKo^x6Y<+K(8F zTC9ROVJ+La=dWmF?ielD3L~~*YlqJEvb65aqY4NF_vbJFv7Ewleu0zc0o-2tBNWH&#-h75SGNXUY%;)<={VS+1>dL$VL+a+<8j!HYll?)w zvlb4LkRKViR9mCF>nd>=DJ&V9+vj3)Q#)dn4bqk)T2n^fxTMK5a{oWi*0$%WA@14~~aN?s~L#%(}gmDmN%8P!nGgUq`{vWosIzW&a z<(wA2oGy~#r*Eg&EcWR;Bt`}!?DYW-cHB|55CA^oB<%-}-n#&o5k(a%Akd&Kt#skV z3ld_or`p(oz}(;m?<{4oZLNIgQT8xtSsF%H+pAS${n$`B4FLov)^|uCQ@C+Gw_oWG z>^H{ycXx0Djm9)^2Z00pTQ6ADcXdck#K$qkUZkBm)%1{-H=&1IXyi3BP~Bp!_AjK= zDQPoe8UJaTj!()i%ZiK#Id{#+mT6-2^!0?-mj58FBF<;4>i*L5ModT(GxhK=8$0XK zE3NI{ps2Z$5W4+7rC93QO{Du~lvL zkP}8JY%c?BT(+_=8J}Ft5kJX+)|b`kkEZg9cYOhM$<<_1L#eAIVG8Vcz^{K>%3`yG znwsO^6s%79T{&0;@pL4z+L-aj5*%P${%no}(L#B^l0k5%6TBA{mZ z5UrLKKzrvTav`6ciC5ii=k%?w8GY(nM!GISr>LVv%pK4-O88BG{{D2Afps$>>0Ca~ z14UD}@oh8-N(NtzIfJ1TWB#V04kHZ3ZE3U*`$=)X= z(9=v|cl^#8Z~In}+MJ4pb*u^`nJ&cDJ9JlUHE`?&VeQa0)Y2tvt4!2IT2|C&n_1IQ%&8>xV&&0lg;QT)hUG^?^I@Lgd((#_}4EhaTcQ`#-ZZtLfEdD(2Fn4&%dT~ zmt-R`Z#x8eN>p-%P6rc}SK9f02b?+W1mj3&)yQ-1XBA))V;|Qsz0!ePsiIUtECR|f zZUiN%2#tA|dmZi0IuqPKi1hHg!VsjOViwkrsTx~-7KSVXcMF<9m=GW)bt5wbTaf%&2J zX?#d!mfV&Ox`9<2}O^wN4(?@s8UNfPpkXbFE8%NCOEq6_2Nod~LD~}$Q{(dA_ zL4s&r?OL7)W-7e!JOT9JUB^b>UvQ0GY?Ft#=yH)}O(gIDHWfpDYu|}8AlvW*w6VA9 zl%;LQ(e{RR+Tj9ejqZ6vt#Za8#^Zq2;E8mS@;}-1I?!BXa7bH7*X()nH8GRReP-(~ zJls-QS2&pXER@IG^r3P;Q~IW*KdYv==yc7i%==3~8{hruW{T2;FFYfIYrRwYv(Cd# zYB==kR#CTV>uAQXclv~$M{-uqWY}GzORx=Ul{0ycl21J5){n*=cgvhTb0cD~~cGd%5P1`A6 zBVDRe&6)%Vl?G3s{x=?_Wap6(o(v{}?EHKn6$0oHqGsIq4noK93p$G_!ZowyO6^DK zDY}p@ft4AQzzmQ#b~}!r*8DUVPX@pX&{2q&cw)WGaSBa9Xtw~&!Q(P9NcJ66`Z~z{ zNXa5}w?>9);`%f~9QF40rh)xg?;ME_Hx$9D2;`Qa#*DX}K`1o1;(d;$zk0R>ja`}Q zsZMjWmrW9`P;rEvCE-b(I-=(IT1&{MLTf^B30_HU31QThitwdyG88f8@uzwMlEl5! zVbgK9bDRu-SDCcEiq75rt6u?-04@TU50Xj02izoi|Y8UrE zu~eTu%+8_GBafL*==aS+eO4i76#m*de&M=mQ6O@ME%%P66V<~*9Z-~ITK`gDuM*lH zw^l}nkGZ@X7pRdB|KDH_PyT=O`eRly`soQ`!9DNEhTumwWXOH7{i}sJ{rIaP{_}Ap zAVC3Katof7`apLA;YI)Jtl|G#?BoA@9fXYx7`g>Ih@8I~s6n=N$gD{Hds6uSSCe9n z0{DuOf?)iA_T!@7%BlPMrzjW)=2oGRHaeFRnXOFJG2s{oq_LoY?Z8(#|9;qMW7Xcn zEy&Z4%+5$5kC~=~|37;))Fko(4ATX>F{VQjNZU9X^?P%1d$G7mjQRcCl2jd z(>}uRsi^yoEgA&E(7NUVBu_fDV{wLq8cyu>$r$5j1?;yn!YSyv_G&q6je{{i9$362 zMw$rVUwomvYaX%YB5Creae_Z!+4x*++nM7Z9e&F7U^6VrGv^uR;wg-Bggw z-UZE!qg=}wF6x~ZspCxl{&e}+*NiewV@*;#XeR`Sok5=CcE%OLk=VxbewRokiM4)X@Ba<10h`{5U#0cSk9 zSvh{lb-e(25lVtzi9DL{r}FDxX{?Bw;1cq(p0D3r2)G)d5KBU2 zpyNjPNQu20;czYh(hQIE{gbx>gF!qGXiW*St{Nh;J{Ud@W$!buoTx>3t-~21i~^K& zT1S;NH4#&G~^j1E-Vpc?eF}On6W&n?tDsvudD=lb8!vHmr`Ohv;3w(x7i(6ni z;mig0u$`+CSvUX_gnfa=o(BZC^4qPe2nnJhc14|Xg4A%=QWv$*s2y-8rb!-QBX^z9 z+p_)R;3Y~QoECLoNpJ&7+u*VXG^o0oC>^g?5trPeJPhSbE)4KIOd6L}BFv&_qW4NU z(${Z~+wQD5&LpB07C1;G=>P~(H{OM0qkI5QuIu_EB<9aW4jAKIA6V+k14yh!WvWtB zqhP_l+Vuf4^rmNGEb5;I;Q-_*DI($k-g)^QNX3dqvs00hzh;qyS6O^KaM@b2L;=2g zn?GlP%h&$7C7S+h+0+s8@!neUaeUsa@y zpW$!?UZy9t1Xh6HJ4}tSRzP|x!c15qOk5X;MVc!!$BVTwyNtB<*>to%mm!D*yX(Lb zCL0f@;0;~WItFhLDyRqy+ZnfKVz0Ua=xfyM&wKQt1G!@qn_gp@1(53& z$H#IoI8?n^SX=}ciaeKTjjS!G>a1EhOO@f2g?orfMjb%L@l~nE5 zq-+zGS$amYpNMfOqOu|$s1X%Ju?z@7s}uZzWfWD9nd|cI5XXH+q!SP)IEVu#K=QEC z-9|7uKt?r0x$Q#EV2BV~|8cA2_%7HqWy1+PU?1^gCEblJL1c zW2Fw`FBdI<(v&klscMJlQL~7j{#6kr^1^Hd*ej5Ge#~}~mzhB1w=X+@f>fw-1);Nk zjwORs9gN&cD%5PGc!@g_U~EX zKy6bOk==#{`27o1HDownE{?;da2c}7m=5{=URy7#{@?K~5564?E& zNFhh`=Qx2NGlKy1aX%1-J|jfIBiq}^`_bunS#_)go*)6nRV~9QBdX6&kt-rcE6@wt z9_t4S;~4)T$erCVx+4>I$az2k*7spNY|J=ng^?|Q(i-@eB>h;QPzw1y(-dwh0#qs_ zq?X680@&9>&Ps40<9dXgAcTq?M59q2TfI873R1vGR3ay^6j%6gTzL1iK?D&Y|HsKW zE4C(uoLd9qm8fV0kSIT24cfRIDoeuh+4=wAtRWxdQjgH;)B(t82@-f12}PrfueOoQ;zPNH z$dmVT*|G_rfNIe3-iJ3!zU`Dj$oJ>Ovl|c*ikug3G=4R$r$02*(TVZGt=LT=;}WGH ztA(-$9O8K=5?BUFUkK&7T#}&JRoN;to?k>33yPW%bp-ib74btI8yX-=CICH@W)Z^# z)>Vo_vq4ax)2~Jdr`#PTMc&c-F{J{911dfdw$$;_C0;;it=rZz*nX9!=YM?vSXQ~E zesKqkRG-08Agn_sw>1v#t+&wzPCuQ55RiakQ-xuh*qMq{gZ};>pT579gtfMQ-GU_tOYWq)+-HSzqFK zEeZVF-jLaedIHkeZchRvHlYsEsu8EwG$4oAMxhyuX$Ve>f=^+EbtV@p1lIL*a8dk& zi2L0met(`4ryrk$0le5fM0Tuz5Yj~!~r>@;#l&1MUGepFWP@%zf*eLfJ&)<3f_K*uD1sUhUNT_0c} zRFGBZ1tH}4P$F0ciHQG&3$psHqGQVjn?8&=T>RH;D~PN7r3kdW%_s)uW{rHK>UCGj zqsDP{q8;!7xO;dbqw%o|kchBFTda?SD{dShL|TD)^Gqw$>AtDM+Q3`*909I#)fGK{ zu^w!y0Yo5^fFNVlgeQYwUd!M66d5G`_Lp%QkxTH!B*|I0Z+42U>d z5Q(r-*K#0cBF6+Fo^6Uv@HXdcA_7;zAp${MkPygs`<@FveC508b8^8OnmNZ`*~wLf zdIoI0Du`DC5N3QAMC~Y=2M^yA!JMn|?aF&VWa|PeGWBUPYr1i|Bm<n(@F;lnNffBRp6GZMUQ;xcy zsH~>u$U6~1F38aXMc`1%h%xfY8aaz(XjDr!TnDV=pJ|OeF6RQDv%9LL{oq<6Y~y*5 zxm19z@senqF5|K%D_BCxwEoJOIGZk5T<@RPLZ0NYgTyiq6UeoZiVQ=*`aGJ&>Oo+v zu%j6gY!GagHz~S3U=D4$5HggGPvt^*XJ-EcY)`I!sm~$sVA05VS0jl#prHB|NA_ks@~5C)5N zPA$_x(A$J6{C-}GX`4;<-F^^X^4~#%X1cN!)ye3TuS-35FS@N9_@A{yD5`G3zp~C5syy!TO~i-G*(d;x2F*nUS72fF|a5B1yIY4HXoD9X3r( zV)yglqp1>IRtvnH^+@e2X0IE`XX$u8jt(E^xcAvM*_V#3-k?3MZbEBy1_0FCfMpD= zLODzB<>XaZ-@P{e-`IQexE|NFZTy>I88a*r$-IP8NvR}d9#YbX22n!upg}ZYl_APn zDru0=Jc-h%(ny2StU)SCgVLnA-s8O4d)v?ceLnB=zQ53?a!{KJDQm`JUndMRvl*m;-OQ| z1_90}2Rad+QL2*Y!#pyMQ0zNI>mW4awotJdij=zb%CW(JObQm8+`rTaVq= zr6`$lID#qvlucQSFP~5zUuN^^FFhh0SPsD~W8*T*GKIu#rvH46xOUccTS~hMo@kjpJu{K)im}t(V9~Ff-O9S2i-XX;NBRvvMx;oA$=^YQROirg> zfA=Ve8nJ!oF2yE|!nNW4Vd=3xN#m3M{LTw_@>_0AO@ISIAlf!BXwjpXmu6ofmGUmh zy%LP6rGBE-=hnzG==TzY_tRMAa&)E;FSsOMFwM6@<9s3a>g*w^5ctNV;4jGR2&%9n zINP(5=!&R7Za@hyM_91KSi4p!5}XonolDkt%z7s$ZqZr0br}LwV*VzNQ*A9_KOo*@ z!>@F#c)eFq=KMHM#r~|X**=CS;s%4dvNVSY?m-U!#-s#(&keVJ;PT2lr=EO;1?2x0 zd5!H5VCX~4dX+@o`ULiC9*LH8IY*Z9in2B?x?B$qopL9Wx$h_sP58$NGymraLnR~% zs1THpJdC8 zpZ%QydH)j+)SbcdM=fmia$?2;o+s!yzSNvxmbdcNXHy&r;9?vSNuU`t05_*W3;4r5 zL7z7exlVvw*HZePFoolj(g}>;)|s$|b_!E_;LOn*Mr1lWI8JfR0=9QgkQ+bI8f!bM z*Z1X}9%7F{>5tQXOB?DTt@?Kp7PSdxt=4HHnn@kc@=LOAEMV$RvS|^mI(an~u5p2M zQW8T#50p+>z+XnOo#dZLCM+UIMacc{2@>((zt-&kT+k|$n}jg%u)Usp4zqzLvG|0xUyHQCN5qHHyH=39YNZykcdM_%kfX+nFS!i3wO%XZ}`R2+AFoZksh@{ZU?6un+VEume@-Ntcv z{_LEu)C}=PN9J*j_88cI62v8LMg7P*PLDWUnQI`L|L)=i-=1d9$qy!Sn{}5Rn4ad} z#E<~i>L!psCbSfDmfx2{7dP%s>-IvNav)BOSl5WiikN zh^qhp{;b%datBm23I8r!904l4dVW++j)7?O<{p@v^;SkqRiW&|7_5fwqWxuw?1p}% z9?ap^MhXLJq%D-v3Bq*s%iFU4|8e}U!bSf~zU~X8bGYj;Cu?@dFw3;()0?3bgUXw2 zg-qDy2xyy}j=Fk{e-V<`W@Dx>Qucl3S-2gxMRF&ku`)!^;9pb;(WFW5paa?1EEh9H zZKxmoGq2?}U?o7O`RSW+Tg>Pj$#3a@cdhYs8xe<>VRe8L-Pt2`c^{^VPfE!M4Q*H3 zmVJwlI9vp#4J-%?L(lVRj>9T#I{f%TQHcG+06X^g@1 zj+|oqNYu$s{j|}zpe(u;&ul(@x#N@5Ly6YuFZiNL`{&Oo`xAM>$oH@6opiRccF1iQ z`C}#X|8A?WmP03KWbg0vW;gwdMx$(!-o;iax0;@r7mN@pY2-c8u zTC!!kCxctq(7r>k%D>knMZ9FPL7j7sl3$jxKOzBfO`gXCAV05%F18$nG?EINTQ>l& z*Z`nuZM_tba)JhH>jq#%Acv4~DT%y0k@{6%cB4;Xh3&>^JW2@!6>h{AZY7c*Q#R%A znU|2q8~&*j)t4uJv`Z|Q48fG7@Y3O#-%RwWm^fjD zh|-F!-*M+(>DM=MK5QD^yH_i8W#cj4qo5I0-s17$%CsPguH-vP6w<9n<5jt$2XY? z9zm92g6^d|w}pg}NN$ArfqdA=zNQea)`Rp`@GGFb#0c@_ z2EMuVW_AYDvgt#d*(xZFreJLGu33RNR|5%tFcTr)*kA$(cQ4N^I7e#&Yv2HEZ?qpY zP!U@sd_R|5p-k>h%pXx|kUF%T%#TB>$Kb+x829P88qygh>{F%sRJ&3n>3&3WU6NW< z6?`+k6rLfqK}JDV7Fnt61Rp6&4q^|mM*32SOU9^5{dv{mqBpQ5*}=kc(n zk&{RYz5-=F5z>X+@RrbfQ!dF1-)7g>gJ)awCDnTyxybgDpJMbGWVcb$Umjjnv-PDq z=0wz1JmX{GHDNdb`-%7JGLU&oPcOL(su!bY$8{Wdb^X^%Ed!-YWyIZeg>L)-MQG zeiAh=dwU9MBqkn}+pdUsecUnB9(B$^6d>oQVE3sztDGJQLo+?1gaRtoh+>gJDP#T% zYE~&>zhvlR45e`yU?U4;Yk~UxKCn~yfvN*J@nxC;WbB1BPtwmUXGtr8!UQs^oxD7i zOXc_?AC#kv1z-id@|aWNC3aO5?1EPW0ukULqt;e*4i4j48@GY}CjmXO#Gt}k$>F}% zyF|6Nz+QUMIu?b@*v7N3f*ZMS;%bpSfrfDsAWD|vxb_efL*w$*jL^`wJF5?J5ohhLT{9*R3Y^&@f^^~gDJyN%--uf!dK2i72G&JsjM z6A|UZQD8R>nQ@E|U%KDy(#8RlLxsiPNzF7yx^+|OZZV^ltOfEBX*jsrsbe}i0N>BN zp73G-@M_Z7HKHAE&F0`TeiGdiSa%EOz%;HG^&rBiOY4<9*%$A&L^voFjn$#=z~qwc z5$M;}bs;*d!?^lh%54EGR}M$z!c=yT45^)ww4(Lzcge=Z%ZsNzNNs8l;$^kq7S)D# zB9MpO?7Eu6dQ$ij(IW8?kF5N~58hFl>H^37!2C7ed*l_V7{cCB5OU6Y6Y|z2S7l>Z zf8+4He8LxmV_#Aqh5CykwM8(`EZ^tmXbKaQCwMoH+sk8zi3C1O2Xr%D9<1;0i?&X9 zgQXo(y(j4Mh$L;#*|&A9uk?q4Vd6@q_nW)xTI^Q7rHnopZQd|HHF^F}ce|y$PIgz+ zY}kk1mPyv%*FW!XYP;Pow^D8hTcXFyfdr~yzaci&%G>wcOc6yi-MKV!X1p8M7G6>x35y)ok<e8j2H7ZJV)k44rZna|?Y?Whay)<(bF zdv5-Mgdc4^mNkcmK{04K-o`No|9y=}Bu ztTQK4g@@i|O_pc5_yB1+SG{>VcR^16Xn5V>cUzvF1Rqn5fU7x& zR?FVf)v1kL|Mly1ATaFreA+)BD+Yk+oWEwjtD)KZ#$53@g7=PYS5#m9nr}+uyO(xI z;9yBX5RO|or*=n5=s>;KRuhD}!$?#t=hRS_DHb?FoP_a#wH=&tcAgrLKeS>!9|j(1 zJq$dgIwx`}E9?fHAPs{_Wlim1DoS#)dzkxb-r$XzWV$bRv(LN!b4!I9_Dz{KfBK%I zugp89cc&3iA&C015UZKX3H07e8(n*Je6Lt;XlB}#>34PJ6@U4CvCfhYa2pO?lPke@ zy}MHFcb(@Pd$t81oo&Tc?)Gjk;2}=G&i+tCxK{Po2%Nt#RAkE?JSnZc81ZKi+{npjQ4~ zDSN7;a9H)G9YqBo)qmr-hoaiOA4!hNy%tN9M-0Vy;TZyGLk$UR)zk|q(j(z9; zL(%s`X5W0XGXqWT`*1JX!!7jS_@SG*8+|sN+U1g;^Wvt`pO2A0%MX)XYS#ohEk*a# zx%h6kS%6C-qG7DpRHr%}oa@~Sw+~SbSAhroH;g!ftE4Dtin6^K^?kl~&Ytz};)HXiJrUh=(h4o8 z&-n^&&}IPC%XM+j!Oi$(ql2jBKN*q(i~ z!8Lk9zR%)T({=F&*8@D%c%worbp59M!DDbvMtOZ923qh(EnO--N8_>i+DVyYX6mPQ z@Q`*zamec%Et@A@Zq&=jgnY2%OV^hu^$_lxEfJBEGrv4qd^aPj!(Yfs3)Vv#4OS@h zUx;tm6%$mwSY=Q4&fPJqb~`@-n_!cct8sjxp1$^9jWg!lTqku-raS$Ku$nXXh}vk< z{IzdmURvCUczM4=t!;c;zr7hstYGNtf}c#hD{B`^`Yd)dz#50&XPLT?1GkL7;DcmS zLkCTIkKH}A0?Zj)$Kjz&)Q+xL!}FiL2gh^1hNF3BBExK9Skz?VS^MUEh}#zEGE)1zt>@UX+W4C90oN zOKBuRst+!Ex*lDB_x79L9*v-qib!o-_INw*Z;aTFb$I(B(+;nx^C#K*FN+D>^sspE zX4$TZ^$%i1!uZq`Z7-d_`yiHwH*@vt8?2{^$2~#?x-$=~I_a|Hf%+x(MO~aiLInfw z1s}EVI6qUf?d<7#pTEXd|HkjSVsemu^v!O8xm!QoQJrYP@AQ>-O4kDAA}*T}y7h$x z_O@e23Y8xh92O6FCjkb|Cy{|(bWA@fU0+o)#c_fXu;_QrH#>b43ek?QX+F5vdqIAd z*AbVE&kh_uDF%@8u4D1Tc`N1X_(j7OUi#i~pKw}9JL|PK#Zp7=3r z`0P5-h1WwWcvAx29uU*!EyDTX1I~i7V!zh)sHfczxTI6F>|>CO2g^K1^Q+~JH0-=a z_R4CMx+iS658#U^Ra?82wW+tq?~OH&Ow(YJbJ@{5WMxj)7xrKb12r%@jg($!zg4Cl zFo~~8M*cRR?>kSB*@yi35gJNj;!^pZB!vP-*K?1Z%e*xR`|;YR;|O8zKW#R%J9Qsz zW^L!1i<#_V$k-6*#4-nVw19sUUt}EN($tY%b&gU3wPh~Rkz?e=7_DcY8?zK@C8~?OU`u>@Uwvf|fWM3t?f9eo&tJ;9ClUaGW)Kp%DI)9XXxum#TDM#I<-30~Dk=Mwd zm!^6gy}aio?oYb zb)`+%pAh~2R}jyJ%ldGx{rmm8kenZtYGKF7pH1yrvX$MIg(1|gBgF&@48(cWZ41-avHA$IZOcFn^`Hpb(SvC8&@%pUBy%6` zPy6bsCDjzSY{W>pYYvyl`l5_DP|U0^B!hI-K>3<@>hjHgxs`E`l%6<-?((I!H9jN1 zZd>s3F8-XLn^Av3sQTu)%Hi#C=iLpxyJLE?25shZ|A}^h)w!c;fT|o{C>Ac+zgKRO zIgX}gUUwuk_E3_}R~ z9C^j|ks4w}>o6qh%P#Wjg1-|%iRgS<)Xm8+Zfp|<>pK>Wj3Cf- zHy%|c?5`CVgAA2aG-FG#^E3VW;v9+c{duaFQ*m9A&%5yEdt@y4X*1D`D5#{Spexoa zv%^~qm`E&oOF?KhP{?UMsFFc+WGaaJP~rqZ(I*UDb9|ww&S> zG|`9(ul}-xxf#DJ8?ufW{D*-@A)1C;V{etBn3dKX;JEvU8%^;gh~~9d7Kks=9cjwPV3a2bTZ*kJ}cAyN1|v9A~=#&^?e)Y3in5 zvqybfqS+ZpfJxv8cPsJ1oPX5G~|8>)Nk>6U;~gG_++qa0i=4cXGrM zT%a?^uugza8*YYW&X7?aTE68^3ktq;jC_zyKGAnN>03ZUY1|1+U&1(m@t9QBu$lCcS^sto z%dmloZP<#&u}&&?oyMAtmjLp6Yo?xWdCRm^g#PMAqI{3{J@N7o5q*|)&g8Bk2mQi( z%xtGoIsTlf8sP8uG}AZ~az=ai)hRFSGfbnNJxy#&SL3X+c8JM-#_n+M_eqPcIjpLv zWcN}#<bit5@hUGf3UY@R$v{Nei@ z7Fex?_jC-iP&y-<+VovZscCd?)i64*TeeDlENIMKy79RA^eW{+&i38>G4hUMY_|Ix zyJSC#KN7_zCz|1><7RH4_5NMSSTzlS@Ttg;Q=c&nsZosof(?U7UjT4Fd@_1xcR?Sw zrbwi{=$6b3$v+(mWdH5n+2h{*8|$4-9IW@a4m^OGW8 zlZe{6{qdo1OvC20cEAhNIsNM`u{4l6$a{7A!_}`{I>Q5pQI_`(;bQ#s z%SqcyRz`vYZRO$Fx-IC*Xslf<%;Uzr_1Qb4`P?U9HNoUfgeE@NqYLs+!Ge&itUsu? zxO=Z|Xj@yG%uLI0xqxjZ0X`%9a$3zQL0ZRyrtnJ6VobFbbiarSVW^!hRBN^U`)LK9+D|?MmSVBU7qYq@SHK_;!lx znlL3qduJ?EDYyNc3sm>?SCL|vyT=Kq?7$DE0+6&)B$7&$L6O}MR0z`o)fRC$BB$0m zc-NQ`Uv{>W{BA{+AH2Q44rDJ7GqAEc8DjZ;##3p>qUqoKW^nIUj=njIl}Y-4TDTU( z$_BAb+HKY`Tl75=OQ>2SqYXyFa{m?C5DX!1`=Mkk>o5mtZ(>(Cqzh5It3`#UEOU}c z6X%??`T4)?%_MsM+VfBRySgEK{L$~mH`aQ-E_V>VOWt78S^ODT@Ka#x64lpJMfNLFGND+zDQ2C!kUAeP=j1^&L>dkE-K~g zINB{!C9&6oVTXXOy4dq6%ck6z3&B4r|Da=2&$B;+>x z;Bk1jbRz>7qQ*2BGPk(xIzwrF;T`K-5AN}}g_Cl|cJM#_bsbtM8*+YB>je|ExqDe1Y`f67vMdQ}HuPC zh}6N9R2!HY|Ikrv{Vz|ZH>&IPYJ)e)rvYA{ARW6p7-um-`aME&R ziC@1UOt@+NCDvk{!M%`=G_J}T%l>0k+;WyPPy)fDllK*K3Z|kJ+MI4eJ$lj*QD-b{ zVfnu}DV{81tecdwo}PrgCoZxeWgAfrcJQC()?G50HY9&;+EmJQ?z;P~dF>hyQ7Rto`ZhQG&Ht>a(FTkQvBMb%S? z6>OdJk*IXUSpxHJ(LGJ*nj|8A(DK=#hp`3vSVDo{0v0`iIL{wFv6QfEbEnZT7I{_XbT>j|sdb<{xHqt#4309>JPTlY--_PCSv3;J(D+0ma?UYW zM=w`)dFvtCWO59r5LcATj;ANv4oXQtrsfJ*UsClWN!aEXZeU({4TKUZkZnIu%b;C* zcKQ|2@ol{=p@Z-$f?ZnmDkJ8u>nlRv0k4K$n*x@`CW84imP^?VinK4>^$HKd>cCQ_ z2JuGpPeAPd)JyEah9s|fPaxOpR~txy8AAT23kn{A8m6A|Ry>_U{RzY1xw9odIF zMP3F&qY#VfTa1ybf9}vWa4<;wvotCVCn5tdK1yLp^3(y12S8X$F-eMd zlv!Ck7IGYaB=ziLRk;)J1-i64i0H;LnCE$jhVjzW1eh?XlkQz2C6b=R5q2=}4dn`^ z+ah3kBrjq9Z3}PMEQZuq{9=kD^DmjaFJ^rs-XbtNZ!8MXo1Ejy~WuNBJPi+ zt$?MCA6rVpB`v@~Zhmhce0I`&ww3fLV1ttPMIb`(rtJVINeo+CNYBqP>?j_y@;K3a zhI-Jl_8^jW9|jn%WYoFm&t`Hk3@nvtj^z8(nU{=$I1pfp$`@wq)GO`vD8G#+qW=oJ zzIWsffz=zwg0U56K@0h6B>K?%Sz7`?C}mt{(vTVaN^e3}r^?nIKkfccQ%io91{QJ& zr5-dAfKi%&g&I*S#{{1+RfXrQYjiyG!_bNB0S}_KIgHX&PYv-~3A2Nl_&ub$Fm5>bapJHe!&=+ z9h+cWu-q2%8S5kekhH=$B3ho~5$ct#ulcSAaZJ?tW|)JuV%)N5^Gl?EUJ(o7MOlK1*du&0n$gAk z;wilt8bx;4mF~%GM@y`fZ(wxfxA<)nGgkf60p=A2*vO+CkdJ6(PFYQ#N{AGBsYp$H zdF;leIROx_xtDG7Z%@z@2!3Zoax*DnDP4$tP?61D$HK?^$S`l9g>6q%n{rs&LiGnz;`OqZxJgiVh~ zgn%_}lAFo)ju~=z&xPU0q1E7f#*ZM0YgZBGE>3&l{uyI7VaXw6wT6C3vyy_QBXw8k z9F7HLkWv6=CFMyUOf%U_H%fzoNIYO$8_Xl--|fOYzGql9C$C4Pk^YhkGNk48CNx=| z2o2BkwIDnnvVDA8v@Kn=#P^?jlN>&Nqj(Bo_AJ&ca5(SD^AAzuRGuzl2geWRURJdy z<1GAt@1SuEcN&=3NsP6+S^`Y&SdRprzTUC9^fl)qXieIM&4V15)b}z>8yZy6gYC1i zMMxwREe7VLmC2gY;2)&*ZCcAQuMRcqJvoXl%6>__Z^fZiWGLY0)Kyln?C~&%Y!N8< zt(E9Y9yTi5v1swO^g1n43;7vVZkERRPK-jdVt2Pv3r~p%*M??wux%1`o3KV=)!aQ% z0n&n%{#yDF<>+UJCn(5kH6kTa@|s;3lOueCqUP??TNlF;(<@J%9Tc@eN!p8b%r>+dCMY(I|SX^xQC z^8Ne)JcK&{zVrM?Sjm(6Z6#e*vHcWB`twL8PE*quA_EXLliUj_yvSi#MA3MS@8WHy zXpSta-bb$uu>fM^il+Nlv|CzH{k(M$;~d`m5pG_ijFtmOs5o3%W3kd1I>WU~e37w= zjE@bKp_5Z7;UObVI$xQ^T^ac-k5>=zRM5I~XaW{9rrs@t13UJFh6u5u5lZ?nt>qI_ zD$Nz9}b^oWis?#AD{4 zeLl#Kxdd{n9F*DtOFWOK-I!iLx@N$FpL)@>NN7mHnp>9+;nDSJJR?P%An7((FW)>LSQpFUi~8+MJSDxDYbhlDEHAsx2;pigQ9n1+En6V z4(CdbzY9q=324P}Z!?E|n{`x(A&jJ8rRYY_niO_WBBA#36g8`#%5U^w0k(*qF5A|Lou4 z!H|gdaqkcinY$#EF&ATw;jk0HH7J78xbOp%H~*Sp5Sg|YBMI&$GljyD1xQajaF$5X z6wmxRrh^eO1IvNzr;$KPkqGzS@;LYpltE~30ro2a{tti6MsO7#xG$*;4$uFhYBjM~ zTgknH_{|=d=@+K=wR-a&KrO{3u>YeqHcpGuhJRFWuKyC@e=Jk64;!a9JcRo(%}B46 zqrW+NuVyia6Bix9NO%2;?!jdy7ClYRWTqTF(vRO%i`~(CdO2ZSQyo?G|4V7RL&lF! zZw+DignXy{E8F65gjMt*%tdC1@QFSdvq>EPIIaCh7Gy*RgyZJWkeTV^U{_vQ8I1Gn z<-gv~_7S!dcZa`!^&ywtzVyj+-G8|#U&4C`3nm&X5to5R|&_osPS z#3M{ArGNS7A$APH?g!P>!XO?K*{X|>>W9QT$T-q!3xA~D3V*SEL_!Z80HiMggig)6!Z=k>a>d5d7OOQEHNk;08vhF5#<+2*-#SR37od(_g4wg326=^V(-;{Lf2 zseu;(`S;ks=low50=z74^xhs6H-QhlQE!N3KE!PXDC;$w2?Z!eOhHg6YQgVSPr`p! zW1sjAm_`Kh8E)2c^Vh3>4bS^H>hZH4gtPGKnm!k;(MJI;CKnKzOEFCMFQ#{d9-+pD z#SQg1*B(qz{AY2sL&2*)bqK^;GIj6;1Qx~Jxh1%`!_TUE13?m@7}Kzm+7uRO`v@jndQ6T$6Q+*lXiuUy`UZM;NXiTKugaD@xq|Y568fff;T^Ws4n|UR#Gc{QiSy zOst-F>svIUw14Aw#ywAhSgZ)Z>MyM5`RxeAD*i@x2b5q!IsXPG2EdxPe)9pxfl&|> z)WIn0ut&uht0bUUyoY@BaGssIeR!_a;6pjO(F~A7%^EqYHSDz0=S-tM5NTOj+6fyT zwVrZypx(jZKWZH%7!JUxgbUs3)D(25MU#wx{<7!eLm5+yeQUJ_5nGmOQvLF|m*j?I zmGaIA`&>(kpTDn*kj74KJli*HbsoF6ea76ct4b0<11)`!rMjj;;E;C<+Vt*Tv@-FZ0RYRajx_Upp z@Y&&hr%>yFWo1A7;97_W%;YA1_#OY~Ut6*<`(8g~mZ=gTQFkfOXKZaqQLUM*y7xK# z;)fl)FD8A%!6^p=1q;%q!94L2sbhLK2$0=zE4i*xrk3c#RPr2=jg!(bjN=KOoxs?~ zY0?LXVR;d{@m@7tx&bW}nzq%Wx3DN#Hp; zi#jpCGBD<#XgE4C*2tN5fDV@M{M^kkhNl?RnFP-iyZs5pCWW*W92mb=2+$%3QAMJJ zT`opwMGFoID7i$`m|Qiam}Lsu%iE@*IwbLHqZcf2+!Nn`q#;JLhIvGc>jOi$rxwkE zi&=*0fqy#07=n;l0;y>If5B%<0ekwBw>7z41i_4J6$4}dy0p2KcJMAwbH16T@+kEQ zZQc_NBbqrrMJht2hHI^!LSYe`BrC#~^xZQ_)_4Do1G=IAMeC)~$wP~yKzYgjO7qcD zMd4gUPrlvu%mPq(ypioA=zPkq4$P+tFJoJY*TVDd|4S7{|0U!US`JSa3MF@;5chJ% zbPj5_A{8iZyOl2+Z{_x|QcA~lI-ccl`vPsB9ae}Y9Blhf-*KZ~`3PGS&O zEeQXN&?n9Go|9)(6m(d$uv>xooKH;w1p8Sao#5@=Ra7vO0Fs>B1u2o(IyyppH6qZF z4cX>+CJo`0M`cc01*xu@c#|Z=2d0uDlnqAuQ+$E4l^_5-Ku_M&0*^MBNGddeijggLi?InZE&aAlr12c~ z6*u!HN|}Ex#~`Q^zuK@oo%f9&Z)UG7L_W!WPiHhOl-fuB1c)sw*+=(*vBVL8pW4tU z!|pH!mL{W_Wbx*n7D)YP!hgeD$ozkH4iK$oX*$s8ROfag(3sjO)!9aa(rKHDnQ2zP z_{xZ%D}E^Xpq{{aO+tuT+9$vrWzcf!VUu-2>-9CR2gvd8f%s`C#Wt!ZGdD!hGR*CC zf{CML&GLJq~DX< zab(BNy*teIze~_j-gIty!l_4QOF7)lUR}_5tivN=eE-Hlkt+pzZr{8z;{0%@aNG5p zjn1nT_SEjpdN|2AWcs9j>467I{awx{!ji+2TXP5el=|Ak22Q*TOO5}~bkv$|kt0vV z5A=IIKif+Dopt)BDeC5*Im?ot&9K=&ooAeX?1q(@Qyl5#cTP>(L4Us9#I}% zzjn(1d;9;pb^qt9^?z#Fq;Dxej=tP^?uz9!(WMxHuQ=lP^G(RtbEG!1@V~Z$`NP#h z;lUGwZWGgK7S9)KfG=eCLWlIq7yR9>9HMqLckT7_BAxR2+pC2vTeJT<`%ic6X|%L$;A#Ul%p-qpdC6{eXVvP zaxKw)8zAGGO-w?gaaa1RBdhpXF0ts0IxBjiA1@9tCIk4qW`dxzJ;B6D*#b%AY*>Y6 z#-SdjB^~iTmKEVdEeFEXb86)LrM7d!2WG>l0jTTZ3N!^RoC+FM{LAUn#kp)D1I+k+5?A-fjx-=k)1V6_w z7~(LRMI3Q)V4+IWFQ8B3L zJZVPR8ly3IRJ3*}tl7P`7^o7RH39R%c89A*=0%=IetC_+z%MN{>td=SU7*1xO~<9L zA(lCEY&me5Y=>K)3o}Wa+yln#5)yQ)RFGN!E`fV|!xaeo7j0GOeG#2g9NAB!kZ(Qf z+i#76A=2Wd|LCW6PR+!I-RVl$uVcsWEYUkvkzzNWkK_ok_)0PKNQH)8Vf4r5-%d^* z1a&j>%G6mU<`9vGYs5pn9qMtCyQK@PRoOypt%U))4o46U2I zr;uCa`qpl`h9hc|(tp!u^NI%*S0&jV5N&BuwhQOI(PNZZ8PlgmEWwX_DCZ;U)C{(< zYV!EsYY&way)deAF4wfIbJyYg2xL~Is+(SWY#ba4r%X6>Z@oX)gtD^6p>^4oe$ z*RpBzEYrzxEDdA}F5V(dNH5k;am=Ztit=F;-AR-shorGy>z*3EeW zE&SFURYD!e6xb~<(50SsXFa`~b>DOZZ5mG#Wcma|ML&BB>J7)4LT?XGqAeGPsf0UA zNYd*!=WR^i>%Cc5hAU0b@>o zGp7S(I%rVU-l?cTYd8~#l6p-V1CcHi$!|7KoS5MAxN-RdJ)gd%%I|9=&?PX1J+%{% zsicftoxuTk`CTJczygO`;_YVkqD^Ffj84hRn7NcipS+zXZoy`J5>w;mkb9swXiADz zjLT~GI7O##!O~+JWU*_78yJI?+w!w^w5cc^W@zfq?wFnXVMFvE8A6<4$K;jj@F3Le z96$sMc;`yI3l=|P5VW#1mi6SxnYX^jTYqqML?nOur~gl77E>JQ+y1wSNyW36xsHad z$nz5Gf&Ho-dmv_VVhuN?dpqhp3b%Ojt1t5Yoo!`*n4!~`(qK1hT1V%4J{S3~xcI$e z38rYQT)XA`=K}MzG&HiW5COq)U)jcc`ORFttk*BV1ed~K#WnoaFf571qC6>QgO|r(0dD?2AHv@ zfKJUIv#n;aiW_8NI~%g5Td=f2_+7_g47F;NOuI@iA~Vp&rQ}<@35ez3WQM_RBM~*P<>?r0YAID?uk#$Y?qrGV8qJt(Ih=mjDC53`F(aaGT3OVYEUmPM-rr zCvNiN{uZt^#w!W*;8gZaj`B{vd-+bFc%>Y1mdB8kM{a8>0`l6YTD-~p&Q5gA^0OQL(#V$#Hw?eQyhho2DdfP$SRyK& z=erxT6A7=WME0ORP>KAZ_OJcR@B85X&8VLdqG|V9J;C&pF{BZRp9_7CsynN{FucDF z^A1Zzbzv(X^yMN)`zsTN5p@SqnJ_7-`d*@InAbo86S6P&v*b>t=(+tW&h6%%SE>_0 zU_8J5()W#FCk#O@N`yB@NZy#-1Iff%(Pi7LWcvdb6aVF%CC#}kdWn;6{7ZzDHRD4?4naxh0f%2Bxl^PV*qh%7ARrvh(!d+;!{^4c(O zrsY=aokpWA4&!GNP=3xz%T+yijobVHIm7PCbzP?P@&cF}8L;-qoEWR02yDMceIA;! z7-HeyE%6y_FJAYCFUWsp5DPOdcY*q0GW$J+M(G@q*YozTS$-%*m7xRLk-X4r>-nJJ zSNbaJ+MaXgo-ZM}RE1`$t|Lii8y~5Jvd&E z_K7v3X?rlRz0h~7aAlC3PwWSrc6ZgEoqogHzELYxG9K8}qVLu~o?8eKkr`N0NrR%! zlS8mEG@@HfX9`}^Xwi6pg{n!14O=UrCyOnDy+FLFoF&pt4ole~Po?g&Dwbgm6XQ-g zX#ihbs>MW<{X&Y&xhJCMRZftMej8c2^k8*$xv8_Wt-QY=Su1<4BiUKE4v?qFm=yFw ze{0O!-+h%QtrLBlq`W4y3)WXI>p*{LeOnb7s?-8CxT(h3_FT#rfUMJITS~{q&JZy& z5eZ|WD%(k#k-4aX{B&;GpEws%H1JIOURJ^hFuu>DGg3%_Lc=cnX73camr`YCmqdL{ zoTaZ19d06tMm(aC#5W@eQ7N+$icP?bB3`>ujLYUNa|4NMEj2eeoezcbu8%%w`a8)w zzDW`}Ss`~0JJv%uH#9-LPW>3lkp91H{Gq7zcY2) zMf;x1^{~m&`}?YP)*Jtx=4Y$Xn=u$(l6=j>GYF2u{j`a_8t$s)h)7-ikmDc&=*pc8e=oim$woy0wNetP~J>eu>8GYf8MP6}z`(q6y}g)BM^^Yr$D_!}UW+9A{lS!2P_sT`)r9H@;z8 zK|WU-!djm+k526(dxsD~6-`G8`Qozn-FBW0&PkqEtCn_RJnli0J)<4e;W*S2L}dL2 zv_kl-?XUN*a}CgFb9_{Fev!x-zxBFXUA1;($B6W{_@iyWHrfgDp+01SY_DZ=4YaX>+Z?8Q|%1PC)dAITkY4d$wf+us4j7x zTq^G)%Fmy>(>WkOWnk!pYU+3vTR3TAGP2F>C;3)otZ`n<@iRJY%w#v?pQhkzxbpDn z1!NFhd?iGAmDTJ>oeO^V=1vZl2U9Y6;i*En1eKWEMv1SQ8{x{__y_kIr~IMte$lm| zW^o%8L;l0rHx0t)%I)Yd=1A7u%O@u7nwGodi*~{{v>Tp$9#pxpf*Wb;#l*QmC?=n6 z;yYoutem!K$}@EC;+|^Ui@H;Mtbdi3vrfAU8ik=x9IlHinZCz!nC-&J)h&HDCfsav z`}nnJulGj-MB93X9&jeF{46MtKi(pMMc^>5J?l=DOdGo28oHN$go^0R8hHj=Lk`<{ zG}#_lHrf4I}Kw^bhn%#(lhe$J9Lp&P<6WLV&9i<5I_fwG!_K6 zO$j%kC-t^6T0GMfF>BU9Zopb?gT5+>?NR3u|L%1R3I~RW3qG3>N=z{Dm-(K z(b)`2u#DRTMvH`69q9-&F7y#AB8f>N7Ik>WSO=CgkI=(|mDh*@nA=#SxPIG=11j;5 z69+d9p-pk9C*??6(LjoLlcl{6$;oSV@;&+U8Od18V^@i=jIVyo21?B{)r@X_$dhO9 zncJ**0j4xFM^aG5tJ9XE2XzY$LzNeVz|G}_1~Msx;sO6TG{PFXH>6s=5Eorb|=-vF}nKIUVP&ApB7WYDVxOw?j)V>05zJ)QwC}CIp8M((Jb?mIrRtB4e@}#G)G1Jicn6N* z#TihA_<7O<4yt7?di?w?QhBDkPvq~!^BNu0LrQp%Zy492Nr0Hg;&+_h8cbj7##!E zlwU+Rs(|DeNw3^rX1~9q9q;Zi67MjJYAn=3PjL*UT2wuh(Mcc;#- z+&_d#ZUwxSShKQz5?kcNk#qY0374<+1a^#{-~TcszvYs>t?%eDkMi>9D!XToW*zyl z1l=}kw9yg_%{Sv75OgjbiV;Gtnvf?Ul;wKLDyHc;wUNTh-Ys^_l9(6org^I=;(ZL? zC$O^HM!AkXFR$!B7@B7$b+R6upA0%o^O|6bs#ArPTKcS8n~#2E4~H#qi@6vu;^5St zWyb1R*H~@4GV8q)>19Mt>>qVreRIVToIN&){f$DOngve>Y$(5GyJQ>(P?+IV6<+95 z=OTN#lmPm4CNW_u{=+BtW9#DnDsXtIR-_yy{p3kM}^Cv-BK8bp9`KJH1kd+L>-gRBF0Id|WzD&$qeR`Q-H z`F3S&Pb5$Vy_45T%jreZH`V<)5;g5Ib7u9=p4xqW_>!bAlllJkbuCdSkH zKj&P;aIu%J`1t4wI^Hx*%u9)9!tp^C9sy5=VZVnPs{OLQ%~RF?B5f zi`q%hfS2oe+%dBnu*(3#d8~f;r9AxTsrPXU!VgjO5*V3kC>LQnws$)J%NZh;LkrH1 zekQ$6dDM#B*f(xscP4@YMDs-D1d=6Df@LiHWY!TZJ=!og)J9muV|ZTjmK>9!#z9?p zcplDY-#X7URjM^-mriI$?{>u9kDW1FlvCsMb+tM3T1$h2XBCUT(0#z9F78RQ#VX>s z4PI2KeL+N+5lM?HQF*B*>xQs{82MD(mcGZYuG-lREBl4t zx8OFYERU9ze1Ik=N1Q;}Svzrbpl0a~BJ1ZJE_|@{{FzR)?FFpK6Mg2$&3u(1*s;uP zH-?YdUTHz)z=i%@h;n)GC=sZ0z&XL$?@T(+Zz;455_9nwHwGqs*r2jRpc%Oxuctqg z*#!?Sk;b(@dZCV7y%Qlwa5NRz?h`vQ@{b2SOFtfLpNj$G8t7|fj?ZC8l;rSh3>erzEG!HQ+w(Hkt-f)2XWkLGl$ zyaRXVM49MNzqV2%G0RkoE@2?TqSR)W`YZA0-aV>qA}qEF7459&)kLm4H9k7z(J7ef zOp_hhxmTS1a5X1tuG!Op(La9cu1N#cD>3hKSd;7tjQG&XK#N>q&^aooQD}4|ZQ@eH zfcVwrBC&Z`+~RVWy?HZID{Zt{ur$7v!?M@>!NUz9Z5M-;brWKunpfWBKibrPXrXkI z&cJu*QjQLN27h6x-Xm}DdNz+O&$YQ-xArlmrFxIt+B(p+Jq6xs$a%4B@xwKg&v`ag z-8aiIKGz|kkY~>Awo1BoH?_J4^UH74dG+pA$y&w3rLCA5w2SkkckJj4Vf%SmbN|%N z;>nD0Imn&QW9+|TeQX4w>nX_In>$@}$e?~(>#lwj;|B+_UxnxhPk3Y-pX$!!d8^9l zvl0^ph5SB|>f|X92q*X{1iM@nSE{1&bzFx);))(k$CAoxRn1~n@>@STPR_s$_uG{& zzT?uy%K2!#;7E=5#v9vDh-V#lq@I7q#?u_-av|Z> z_NgtCQwHDL!2oe#zedcVqrMFn(XnozLh%ROv%Wn~=qLIcoi zLJ!e+Uf;Go6XRoyV@*i&+ci?pS6G|YqQtfm?lo??3?X5 z0jnFID3BMagqCvO)b>0}5h-imfPRn$=F&i&RkhbOn_On>f0)W_*x3_3x991rr8QO+ znl*+DI(WeWBV&b>eh1I>BkC{!-5|06g0Bm=Uu=hS!_1n`$$Xw)e^)AqMCeNdK_oV> zg^LNdKL+2crAsmZrd3Z%_Vf=v`LI&KdM$wP4KEA zNs5oCk+rZGl2nSAtoSs!grU6=&79cE2R|hG7X5=fvDh z1PN%7iXefSA)IEf|Gq%Jsy?WC556lBLkA&aT(xujL6^kw0{)8dW7CdC9BY_cq_40} z=C~_O8o7|dGa*k_sWU5$v**-3o;?)hp$R$C7U$3Ec?#DgHj&FInBL zpBxfB{PY?1ns0NI1M}Cws8w@Hn3}F;^}rPNqe#VZT^(~}PF7A5Atkji0(4KtA};k( zIwE5^X6x1@++6t*X`+5#EydAOHLyl_Qqqsew7%c+rIOEPjrtaWkkG{+v%7P(kGzDY z`-#w4<1uX@6(@`#k3aaTmoUBQ8yW|rhRiR3kW@A}q^)_Q#tMaMZPjI!sq2KwpxNGS z3`WY~SEsn;=c(S4P*BxGICtB$qLIe>Y?1m-b{9rX-Sz-&;_T->dvbhqzxn~fEnoB8 zb)-N42a!tpxc@C?{A(}#sTwRH7wiJIxeIE=%(jo@M4h|9gvFA(50%DA_Fk}poJh0D z4H3--LvJ;ugb&rZmC#XQ`~6XIa4C=OCAXIcToUr7O~ z)BvIT46@lK*1p;Ru#@R%6HW&OdX_<0)l~6&`GHGWJCuT^u4JWi(V$CqI*!#kLBpbM zUlmO1^CB0hkN6?A37z^8!}jcgN!;s> z+;GdTTu6e-25j5I1GzfY(EMbgw&x;kyuMZ`ZgPgh#DK#!G_n3fsUv2AHqpyesM4IN z+jXIX#mX)LxngBz6>7#cFN_u=w7sjLNmdPXPEf0920AcNrZ178ZJO$gqroU} zwfNz{+y}ig%mdK75+4-c8)*h{uPsuheFmn(p4sWx&k$WDi z!%5K#`E{GX7!Em(PLN)UGSHvAlcb*8B!zKLytSf-Q#Vr*b0q_fut4T4H_+e98sWU_%5`~R&}6h-WOdL@vA*iwL_I4 z-=5XHcwUaGag1&)`E#k&WjBkny+P<*4jTil!28$2f8U*DYyAm;uVkF~ts3MkYvb-D zBT>m<$acan9xVl-)gy8>@r5i>x)XK6UsH4WfAx0l-%zJve7ewOrsP-=igP+GxiqEQ zC`C5y)<&Wk!zc`*P)$Win;OU1lk4tjD9yIpbt{xnhOjAPXou>oEsYXQ(?yLgD7R$x z^YkC=*>lz}&hf*T^M1eY^FHtA_DFddD)dsTD!?Il5sDtD*X(4^(1GW)8ljxemV8l< zlyh^9dy8~B+@J_8N7TKIi~b-K}vTcl-))BvLk=C|YSwDoE{ ztA|Fre&ws0OGsAqYezu~o=5K6WUPdeK%t5hoZJr1zasYm1U62UFSIifZUXi?Cnha} z%C(jTb?j`YEHz?IJu}6{IMy(9*-#K%Cym!ygbLc$by?YrQ4!adCkBV@llCb?8yYvt zvg&VMi>jPY@sQCy! zWs{9=u5H0`w7Z4wC*BR&2!iXMmnL5-iW2re+3%+)MdeK=kZg-v;^*6UC4$y?I3Chk#ZCc1 zVS(1L*j()C<^*)B!{ffpukAKJtx2nJ6osq+`%Y82BKd%1nT=c{p>z;+iP;DUd&Dtk z51K6Xn_jcrx+%`tv-x1nrTwOY#`_yurzOSiYg=e)?|EU(b-{L)YvT|U850|&Wg|{~ zBIsq0BF`RQUa|W)+W0I*)*&vI$kwyiebjdwHlEK9%$N76jibq0LD5!+AI?!MDOxLU zn8e668tutA$a;ipe}KM9bNDTssJ>=fU`{-FK3+HQ!ys=rZlHztdtVA3swS)y<_2=# z^Au&_-Wy|1bC^5!`vmzZ%!RV3YmWDqO=kF+(*zG!XGJwpPQlr_+eB%2Z~x?B==Df@ zPO^~}v&fa`#wL+J?5tij=lY;%#BuAN58&*-I!ug95oRj5Ow`%?9$!?fPUxLK8_z~U z&qgQAZyj#Bh87`+oC1Z9UqF98nS>+3*)DINc2$+lBb=oNw6*`MeK6EJEdIJ(JsClo zAAoFjus~?U+!Avlx+%pg&lW-JYXpNTUJhM=$JkD1cGe^kdyrLYblF?{| z<5djDORdF*F@aCldGQ4G>rMd4Owt*kobfG@9JtkVFRUUGthj60_{?`H)hfG%*A`C*Nw)p32N-vjQI!odT>O*3e4SpL$DT@_2D+9v%@z0P? zp*4BMQ#i%3Cg=tZaLd+ahPTq#y*{%X18PNVCHD;2zLS7VPR^zsU;EpNRR0?m9jVd= zw>HwMelq*!u7k%moJVr9zVcJ+ww;sD3X?sF03l~WRPQ1Gu1(hVXE`8Ml)xX&A+cTm z^LsX1u}FsPLvuAWcx?k7JOw_UM&{oHCc*9*5AQ-pszhy{LIWAop#BN|%{RL)Jwt3X0 zCb-O%bOv5^-`(j)z3swtMCdO#g~SU9&7#YyAR~EAh{U$i9EX6lYaka#pl?A^fCXc$7cLr9llrMXAg~= VkEqlrBZj`^YH#0_m%PHn{{ZyvORfL_ literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult_1_Strang-3.png b/experiments/abc_outputs/err_vs_order_Bmult_1_Strang-3.png new file mode 100644 index 0000000000000000000000000000000000000000..334c283b8eedc74b3cd51ec6ba60ebd75778618a GIT binary patch literal 42905 zcmdSBXHZmYw=LYDs9QuuB?t(*RZt{|r<#~5?@sVd9S9Ar9(!C+`^ z-@2iW!BD}Ed#VoXgAeQe4tMwvbC$j1tYL5A>~{BoIY#NOvxAMjvyGMMX;w|106#$4|8KoO=%()jNGu z?^?=Vk`$Clt4x;%dQ46}u{|VYVrH-;J?FLC$q^w!mNNn&F9edlcBl(hhV`u1eS zs%uJCR+ci{1V-kJ3zyp-^pkJbSErbm zNq4_JPaF%=Z_Y|TooCsioL&A$-ecI0BX^9HjgK9~?QRQLwS5vWs|}bgEo!{d@Ts8N zNPH%zj@62kS)_bQe1j;A`6&g{dGOrh54@FYf0qTaN{S6Q)}5MUz^}=c4!^q879>7< zXLfu{duF#P{A+&s`a&=+x>jWnT|o`ecvW?6bN>aQy0t@XXLX!CSccJ9O?2mSNs*1 zsg8@8`EBx6HFP?SK6MK&TR{oxg(oQGOo|t3nUi0zdR)lNsbw0oyMmF4I)pd}mOQ^s2I3eZvtNKJ9!_s^!aVuToMpsepe37&GScpcOhKi)Q@Gfqya?@^O zXBBUJd?ypXvoZNrfye6dy!+-%QJ&pb9YdE;?>l!rmVUocmRP9HZxZVJwA`i7%e-Tv z?8wp&YeM(*)(?)jd%LGae}8zAi+juHNqr%_d_@TJN(qKWmD#TNZYj)rF6P_~Iz`3r z^A&U6+5JjpQd?US(kc^iI3FQbLtDc#*8*v*pZ5tmpEI?q{?^%yi`i$?_*UMNWpG(Dvn{ji_U!kgj0c2`$a*VTIY5OFhv= zJ#wSQGqA7@jY0M2);}eikJbEJU z+3IvJKS`?WPyHp!k5)5r1){7EhaTA!Kcd*P@7^P$8lW$7Eu=w!UpBPvzRMfGr`P-Pp`0Xl^5@ z=FM3-i#jLg_F$q~V@LVMRC@QOq+9^w8)d2WQJaB?naYmYhsI)?(|LJzgNuuUwBPRa zKO70vEw~?Tzpz8sQrA9|?ur%S?#`-(z1!#;xh|Vk>D@)?<*ef)y0tfC`Q9sS z@uxUVH0z3wc=_X2YJTn)CVDwNnOj^uJ2;WR@kMHL`W@A8$5XHL`-yHu@Ak~1K|)4W z#=_?NMX{43**hym_@>$`M%Jl`xsKu^dYW;J_{EoJgHqN9svVE@ZNu7cvDl6^&QZaw zePgqz(=WF$FiYT8<7TPTaH@S4Lo_R`Tuc_t9$?KLkfBc7_rcUA_XqnzxT~x9_ELLP zLDPccD@|(QC+;_U3C4h=qHbr>E7NIW1n^N zWo7Z1j^7&`ab6D+W+Y(WSa(&x$VF|Hn8vhi?Pu1NtBK)88-YgYEAFk)ebLg`nF;yLLw%1=Aw(VLawIwPn z_gcmcjJD8DIM0l%#qDlcx&*UIGId&p+4(q-6W5$Ga2`uaVohb3VtLti0;5FR-oe(Uvp||Md)#A>D zLRaTNsY?_#YR+py+-Z9U0&=m3F@7b}vL&_?vQm>ogrDbX6alS&$|d z#L_!$CY|-Ji0I=P6IbHwPil)Ep0Ju;9n3byPbJ5Cr0L?0hbTr0qUT%KNX`yWPIt$p9(lepEr=Iz#Bi-R(JC-X?>gvzpMa>zdik!D}($ zK`$U@WF=WoSM52X2$}d+MV;pL;Wg>SMt&@TvGY=EmPp)qbVRadFGHu2+DEzx4NYRL zWo=5N`}ljywraoQ?ExqGa~FB5?_F+MfZ66q-+J{bIc4J|-?fp6fQ2IoS2&s%Q+5bW zEt2in>9s2`&< zMw^P|uG9)YV$FDzy%GPSi{?_bplH^dnigGWUa-{0eb;E*+OHSA4|5z1i8gsnkzO)jNURfpf>}Tn^1Gbm`kChDm70ALJnz=R(3Z*RpZ!zrnDAy{1 zryP(<2w}wWbN(3KpyPLyTir?-56~@}n2y}di`(W(f6C)$X5I7ou5O~f116(@LA&Hn2>H=SgEuIJHouY}NLmnBEAty=(;;AN!{u%2Tl=c*SF8 zpWYqn{jV^ip9mz_j+sV)FtA-j^KipRt;rKwvVi7NjNHdU(~Tj>mT=Nq>+Gw=&9_J_ zHctC!s+O+~db)JQ!RlI$^_xG2)h?%*$FQWT{kbQOr%BE18I$ z-bz)`{9U_XoaP$f`%Sgft2rEOBJH{I#b!aGc$Tf&M~%Z{8JMkMf8N|zv2Clt z#D=oDO7U)wcN{9sLHITg@6DCWo$0(5z3H_qZ?0M)fC8D7fab=<=&|-1WobNi((6A| zat|gEY6F>dDga7!xz8lW`IP=x4Z4%Pw4+LNmz>}mV2QFV)NLXeJGaUzW#M5P2|ct^ zj26jB3RI(F=nSN(c;N$UvlF*9!j|W>81>SdxzjpPh&!kHSmzOm`6>g_0A!9%?~SEY zUHc}%?u?xcQg)QY%E*M@;=B%iqtk%YJxC0e_;ah!$f^vEl}ztX=MHMBSREAilnP2r z+F_3n#A?S7TL1`ZY{Szw7YycGwWqa+j08l^v2`~-&&pYJQfyJ7GVv^N-IJ*R;OMIL zF72s-y%UFC4?pRv+?nc*(eVhgwB0}9_63MLt+wAOi=}>XIa{6Logw?Py~9(kAAm!_J|ccx&cIkcyJFCTBv@*<_fEl{FtWg46i$P;K7a4F`!I6=L&5ny8h1n3#eXVr zJm9W?CFbGI`h;-l4zJIGzZj|Rp;Vygknf(zjF(3-2Qm8f`t}uClJ~y9W^V~j4AV>7 zczRs#r+@y&-ZZ~G9p1KqqB-;Shm&*{<9s%( z60%QzQ7ze1#rVQ*Yi*%(Ofw5}IV~gp)ul@Nr%GxA?IDZ|*_zuYD0CH05etHAQYx+M zAsT4s?Ev=fy=QWK*CcHqYvb__jCRT~+uO8ywRdb1yR);~az|TmJ5C9Ae-Q!HL{21Z zRB~sO&6Wxh7uQCD?H_Ct=n`nCVhe(|8I5x*9nuORv{p3F-LHO0t7No@)u9$Tfysh2 zD@ZEe`qQAaW25#L-kGu!#~Uql zj+t!;ve!~_`sE~;ZpGAA2fRMdXQV`1t@w6#m(7aX)t~R-+PEo88Y7+rz#!8pqf3~+ z;~9fdMBwfTGo_k`dYR@vb(H}Nhq5bH2sT~?5I*>#sPdit`I_bVZ`D3DXtKgJwhcr) ztYD;0|5VwVjcsvdF}oos;AD9_V1dp|yPz<_R;bn{K);cZ$xJ8I;wpY5NIZ9B7y=EH zcZssh)Izm_)O`C)8k+}081Y;d^fY|2J)=L~>2IysH4E|8>d!bf3~wj#@d+8tI7!v+ zvr%kJDuZy66n0`HcjoiA!-B@UGxj*F!vLXW2EV)GBuT{Mb^#7s=ufWp=$UTSi5STr zmR$PDUL?9T|Bcj`*4M#Ry|5}9P}CDaz!w#C>0M$@&gFBot5f{0v@N;xr-9dUb!6Gv zc!KE||43Nvy#S}v&ChD{#~JHnD_!^4)}1?zp_^K2S83VT7OSzfa0<6pGX&qfJ(qX2 z9F{xY;t95{s%zm-(IxIT+ zn#&}>i8srM`{K^8qwf@-MjRdKBks7q>#LRu@N*fq5AInB)iJVKaudwPuZnWWTHVUf z*}M~{F*9MB8!#Tb|Eye4MhP4KMeWLut?2ztTBCsWT=)87sE*@a*1dRIEL(G9>kY$~ z+LyFv+k$tFOS^}US3-!`JtpT9*)s4%AuS}9i%LkN$2yeF_T@2_HYE(j*2;yA0N z1?2OVgqFS(3N%cYzkJ^~vU>82td~fzDk&{JtDf`M@J0{ojd@-1p^Hs#C3z#$PTS8e zNM`qSNOkQy%+iz5ZHREgY@JOnF`s7fti}7F_qHROaxd9J9RcrW<~7p@_p53I>gnMt zo%k$14ESu$Bvl-gIWTlmi` z5@zn(QR!)rI;D=pb9_A?Zt(Vx1FL|J5!5{9tyGL3st}T$e&TXllk#R!U2P+2|4aLg zM|%i*nuXK34LrIB7!7@~QH!LoHqGvux6-@oEiPa22lmA?UFM7&{x-2R*-mn1&OY@@ zAeq`hAv&A(Mu;=ix4oO?d<*=w`~N(*Bj#UmDj5rFC{+!=p)<4+pE_ICq*i9S62(GX zELEB@^}JQ8^+8`48=3TE$x;>sU%< z*3Hl)!8$B9Xl;H4c4pCUY;A;{TI$U{QDAi1fq-~73!x#>&eSnhK=7s(R&=%B2|FuS zqwj6FAB&y(=88?(e&jIKk=jH^N_G4~__|uTTCwDBycM71f7f}BP1BKScQtWFzmbZ9 zYqMQqUGiU)oPs|RNZh&K|4ucCXLd-fpH7OhlSh@Pbt$vl2ji(EmQcfjxs)CM6 zq=lVb^6!J-`KDrjjU!8Z+vS}c+F!1ko49r-Pow7Eu)&E;$G}u?*6Otnd_4C(HB#Xz z#~=wF%n~@@^J8-kANME4wL3Ivr(sZiw`rF>o^)R!n1SI*0yU=3NV7MTvg)@GouOK| z!Gj+{_HqHdbR%@n8Kbw8rMImTNOg=Vi&sii6jBGY_-gsEK}lWd_Ej5U+GU>3TYJu| z7yN>WA?j4Kn;~;F!6mHwTLh0Gg4u#Y4kfE7)Yh9zVUevu_KzT zlHrcYqg-c~Y{{Ei&J$Sc2Qev>oOJ<(e6dD908O=L*v5LV^lIAiQQyD*?l_(9%$J=w zuRlLtMN+v33U;NmuZ*Wu3`SzJ-q#~^ABC+Y_Uz&y=rYG_7nS^76@=llaO0*jFve}W zlmewTPFgm7?5`ebs>vWc;Vo3k5uR3U+Be>qCC-aq9oHrZ3sHQJp17*`yp{D*ALlZG zCO_KC=iuHCHI1Uw!&{nE`OgS@in?P{v!wV|S|K8La#E-|aa=4JkHk&|)N~yyQW74> zukm4z)OwUk1{@qtZ{R5a+3-b<=0xa%T zQ#S63r8dDQ^}ExS((voG58iFJISS;(BQ-7>Y_gpJcFVD;yKJUV-ViNwy-@Rs`Ch7R+2S+mS49SCbk&9SV?3LgexQp_8NNp?e*n!t) zuD1cp6k-R@yRXc>M&uph%(T5V(hB_#mJ`^H_H8iwExeb%d(|r?Fw5KN`TK>3UKfIO zuP2llil+6LJ`Uk;7D*TJbCsq!qHR9! z&VpJRtA7rLc|(#xtI?NbLiXi6Z(8}Vh}{KEKip>n#~M0a214;*nA822ZPnbrpk}DA zj9t9r|N2Vvy1HAd$W0s&n~4%BhE$ANmN4Jgik8lacz>SyQrnva_SY#i%Z+ysTMPuS z!HSCkLt+1ehIKppr*9MO%5&n(%D?>j_M%(-@T^dujRwDkJ`9~~W;H;JJ{<0?7dHB&t$$h7p+xrMl)=EaadVnZwOHoV6 zC0Q9@6+SMiD{zNusVYSZT&#dny7!(yqQmEYtr4|nCk$y7b{jWfB4Vga)qXK_kEVF} zo7sYxB-nT3zHV7sd9>-ZpaW@UzkNa8NNE;vOH?gPJ##SLntyO{c;nb^z)PZjxsd_2 zY2&wIp^&Xn4(T7I^ex#3+J@OKF0{Nk@Ob!+pV{f=>^8;+e2Q{2ACJcmUoNz=?r(Fa z?S8v95Kj49z0)cGd{FlRZ!=tN3v1m~&A+-17fl_X+rJPT7eOnLl}$S@+c|tOIr?oE zgmashA$K@-)){xb+#yI>Q#QwI(oFn<&8jAdp)-4@B;+T>v*^_aN>qAXAanN+DTqlh z&0+wwFQMKbv@$c;Y_01-r!dUhxw`*U$L~_hSa*vA=>`Zan%e|ywjfC`s;@a4zfZYZ!ZCZfPYfx+{jm_xjNN}ja_NI(!izR4f|bSodDrN zB_W%CqD61B#NDyiJY36dw!h@dTssI|Q-};A6VG!+sb=}2qz?KC4XbUD7N$RNM_NGD z3sz1Ra9p7Fr3usf!H?i-T!rISgW_T>vVU0Ab-V-R)XH0MAR=>*#9 zewP%fH_vieu-iam4%^fMaJA0#2XK&Su+n;_lw-sM34^SX9s(YX&7@5=gXg_iOnjpSO%7;Z`urJL_F^E=Uv>r?(*lA zyJX54al`F%pp2z<%CUJnCv^7`ipX?!5q{g&pS8V76!!`^w|Y4$P;_o|>H*xsM!;ulEra>amIN?~Zejr5bFIVF-IBwOYEi2>GVW3Z+a>Vr z=xKfx=-__2^=dYU!RX;#q0?S0(tN&Nnh$OyDmt&f;!$;!pkWcYoPNI-0&Q-6{kSum zf0hZTe%{)X$LKDrJ?iWDw0H3=r+WMpZyHbhv9p}?W`!*&%6?Pf*N;f%H*>uoEAOhV z6d8Sey$wp4_cMzk#tBTx&Xu)Jd>3V+Rn9LfjNt@!Cz<@vm=O zlj4hdaESM4r(J<%l}&d1R}Rh(!%PhLvL2ioEo0|rwSnWCTt04U15BNd9l4vo-Mi>G zSnGK$ni;p=VBGfPh*X5uPL1d(X${TdI(M&XTDgvs+5EimQPwkj;tBN`q66j$Bv;K? zNx;;)iN*oC40Ya`S)o40d`3nF42OX-n=b8AH;t=Z<}c-{+ca(5$2_5vI?T(-Wft-H zzA?7>Evw|7;msRkE}C041rj^^Uix{t4!CqXgT7-y_h#|R3f4d+;gtaA4!P3J-h_(O za^k9HWi3%vZJU0Mww3x!ZL|MsVEl#E0_F>Ghu=_!Eo|hmCbxpl6c1Fx;yg}K=hfw`t z@?WJm`+r$CGY$LPz*9CFuW%7V<23W!6a-YvW#bW-+K2wjO*dIhGjb1X$>%B67F+VA zb700s2sAU{w`DMx2un7v`Kue9**>AqJkm1@^@M)iJQTZI!(jXgk}N-f5Cy?d+^-G| z6(wNV3ngh(Z)Oer^g&*P2z!u)8oyQ+3kr;k^WxSOI&m1$VYo14evGfX>lZ49PoS}K z0nKpT3TPWEly=>QQZ`5fWo~*_iJ@&M(*X7KxueM5*pu<}et4*D@{PB^Hh+Iu?DvQ1 zeKO__GtXDjue&HNkbMy+-U6S4`QPwCbd~heeCR=f%+gePw#6zE20Kdft{;Yr+&8vp zj(*Rs81Z_**tVcky~u8Wu(YXQc3+Ej2dYr9l`C+NjQk`}-AYJ^YWMy~eHnfQZi|C5 zdRoq#nK2HlGkx8x`{8$lP{)zl&ZXBGF`@Z%6sI#ieLI;JdA|bLvC%t%u2a@oa%l1F zZ^}dH3je4486<;QF@~y_~4yqo7DOGGwR#5>;TN!et3Dad0nW>(f2Vz|Z zk^SU?<`^;hm$By5jpf5tTdz2Wiz}ZNS5~`NfJ#WG@z(|9Ir(rozR&*Rmj6%t)Wk4( z#Ky{MO<~qExORXAZi6@%^6Zggj2}tKz?k#VrPFZp&uGndLT{`wjJW)@>ub-Mb=FbR zk0k#C6!lonXUNv#`}O5t($}0D(nIQ5K0M$mpZ_X2;B(0;T8)Byx?1FnaOrN^)*d~* zx}a0o+7p?ddTXeB;mXJ+Q{_4iN;Xz(DkY%}QdA5*6i*p8%TWJZbjw4>+&^zYVP~l< zx!kd|vpJV6<-PH#(tFcl6)m$1JaoP@jVPSm3}%f%Doi1C+2Hzs%B)LBN&gvVDaO1TCpczCi`PN5iD2txI6mPAfi3$7SOR=X7WJb}J zJ`@P7fbXpTiU%fCWP4l~|3f(gp6T)_$7ZKoz!~w2W>&DE${aRiL}w z(kB7u-a*^KQ=@#C{<|+uja!vLjVYj|qm$ev?{nJb7v_gqxc4hHFFOz1w-a+ZK7(tM2f29m(-7Kdkv+nFz{!_`V~o z(SPnEe7RcYJo%PDO=0rv;nqT3o_XU&S(hGGuy~L?%0}I3*N-Fi{<}h0z^`*>%cKWA z#v%<{qmO=eU1Koal%Lwy-=DK+8b)Y4l+AZeTO)6{5_~YdcUBkHD5<$#FDLZ@gWuM! zB0cbXbsa?#a7NW-h)*IBhf1Qtb5;3LX1+QBl(O6$qBU-pQS4IX9EclH-rF!c-T8Sd znS}rW#i&bz06N)3WJkyfRkpx32}6ABv>=Caw1~>)0<1*^g!iU^o1W^*)GrJejuR$s z;mt;(UQ&L1a#-vF^?0epVP-EQl`5J5*=H4q7tATtN=3JnC zTMB4k*nxVC;)&x{_-JIM>rtLMpIy03h{EkG##!xdud09(A=BLkv=7~u;sb+!5BdFd zWdgaH@@wezKaoX=5u}s2`Y-%J%8BKpZg?g?>yUNp=h7T**RvD~jCNMfX+C4yKpBC@)y($gj#(2%KzL3A z4-#%poQQJm4g7Hn*$IRucbF-VGAyZM!f-vgW(IWrdY}DUY!oI`FOL^45uZTj0d;C? z;>_DQUi{XTs9pe041Ekh{QnDmB@nrDkKHg6a5GL(Mi>*Y&taqh%f6Ma*^^GsfuU~Cf|aQH^kD@NALyZz%920iDL7z`Y)b{V?Bc5Ps% z4fN*YHO1GoxI#(Y@$`Y`Y>8#p3gb1d$Mq31OMnf(cljGVUEGkg2ARC`jhf+|GB;BN ze-ja(u%5aFPye58zn(EDBY&Xw0E1`^B8xNgpw8^Haf8{noGF9Am-jQzl}9}nS^46R zVYGd3wJHpMu#>+?mV(DUc)sFAcQt4^+-GLLE*`_&)J3SF=?KL$9E~S%?Rj^zSv`J# z}0G=(oWE+Vqu zpfa49&%Ot1qKR|qn)6}?_qB=x_42=T%}f=m>`m9l!s9M&rE^oJsNYqZ`Ad@dnAXFB zZ}_(eN;2=y5x8lhd09xut5OoPYB`*zIN%)LfSf3V&Pl_t+ZkUWc%$ zI(l?IFLjq$oyu&dlP%VJvyYhNW_DuqB5Brva@arEdCrqDKoMNqZeWv zu&yJ%MZMr6p==0X-`+X=#xq?o6?7T2)MR8Q&L;Dnk#n{kKy_wII{@pZ%2)~aKf;4! z;L+65b7~T7hnpG5sLH7PRU*$6b^6>5kvj+Tt%D7FLLvm+eL7;@-F+ylW{QYXV`Gd~ zzeTLF;YMD5d9vTqjHMjNVcm;P*LTl6Tx{Bny5D*CpmTKe|8dpSpwd0{Rn#K?DzIQN-aNtcv#40N zIENfBd4rybKX^@9z9H|cg+%3Z0im!VVKwo!R}MUcZWbk~x63CbJ)FC?OEPPB&2|o8 zE>*ihtmVQ4OjSbZeI^scw&kqV?`MNM`iT(U`aVB{3GL|mX@f6d%U(MAS<{xz(2!YU zDz%HgOV=`HT6>C;>8gq1!}Va?*4gv`|MwndUghg2g{6%+zTzR^n#bXpr*ixItt$Y< z6}L`|c!nBbjo5ip2V{jxs|v?$iV~;rh-((-+rR#S+Tq!SCe!2bjm1)qUn(GOTPx2; z@IgJ`yY&=D({$J%b>NYLS(mV2?^me)W9mCAQ{-WN_T~0Ed@FVw8IL?uSQ7d$QN9RS z;{tq zGd^>Pu`emByp99RTbsKUaxmPE?~>Z>0FusTNpa@{V7f;6kdeoENIxfT&${($_I-PC zL`CkDi>4TOi*uK?f%bILLojb<_%hW#MIIg1zH$^(g zBCYb&?QUj4S3Ucc_u*N+(wn_4)+{{UO#FYu@T~TU)U%x+eB*+DGo%6?#KE7a;XSVr# zwc?Sk!aCS#bMJmOrECIe=6ohtAgtb-hy93U=C@E>(G_Fg_ZJNNhQY{`+@}0>Y|S~g zx>IfjQ!sB$i)7387{z{;*E~>++Ehf`6=A3FH_;0&98JRR=ZzeW`b68Rq%7 z0`PhhlcA*K2dGe{!T;y%(#d0+7x*Q$Cd)xY8i1DXjNm(nKU=gpgk!@(bP zF^VN#a8K3S1MS0IuNjMY+4sD6YQ#tUa07>7gGVnJzGN1*DORdIa|3H*65wh{=GA!^ z<#hw%S&z}0hu%$pVa^5wv@9SC8;OQEyy!FC@|>O0R>U)~ojDT^NJ7Tt5|g$^H7K z`-To&J)3f2fVqLP=5WAz<#vg;lN2OUM0EVCG%wcWN=`$elj|6}gws zS_NG@w_LV#OWsE9MvkG4vDM$2{!_UJa)uYJpK8P4JtTOLGV{KMA{nN$@2J_h+ZKG@wJp(Ae78 zp7ZKh{t0w@KMSzkkw+$BFBRc^>FK&d+oT!fyQAb!W5~1%;u9h_HIfuBV)cE8->Z{K z)i*ufxlzi%xd+Vv=4O@bqW*>=bvH@hb-M01ZGwrFB&9(Y9&*dkhr}D<wYi)H~Dr{Pr_o{mLtD8J z)2PaI{rREP#bwY%>bvOC&1$0608C;k=96q7BVT-Tx0aSxDsFe@AMW%$;~w&4{=d_f z22bNo6c1rKv9G`hg#WZ$g5mly^E)+JxNIc zRqN2JRT)|c!m2Z<`-zZoA;=Ak&H$6CjEu+|KnX@{tj@(j(2ZLH2X)wD9Yh6;Z~sLF zsv#h<+hiFGLlE_^Gtu#&}P=$nu}ixQI<(8clD%=~*{-p0rsgJDVJJ?N!t5<2rkV;+XAn;@4q{2N219mZ4D#OMBJ)EPi_610|ZdP66n6=;x?!1XEb z*?%}gcLGQuMHI9VFQ;c$GFDG8LMMMuFxcmdyeAv$Ex1@T7Sp7usVSSUuYq66ZT2`K zz2!iF{ZW4PWNu7O#5fyTckE^o{-$8d-zam zrS7vK7`>m*xlwfN z%(-e2UpN;d6SSu)V(F|GEa0ZWap)vy4wLj;u_zNpGt zN;lq4Yjq(4Xv>E(Kl#Tyj$|0{WaQmxA|M(Z6B_SS|7I-QSPGH#x09nE$cv2x@V6o3 zA5t$PC+vY2;yUdGl}#In1#uQFu`yb^hR^_L1*{b>wh!Ij>EH)+nCA%QlJ| zN*Z~{-=On=8Pg>MgE|dG83xnHY!1DTWWh%UeO~yS>r5d9(xd*CpjpyTTf`&uTbYx4 zsz8!wr=Hf6Z#=|>AxEm{y}o=ON@0)?sc)!{c>xd6n1Tl+bj*i8a4{Bv z`>KWD`8k4RB>^6uf>`5ns}}>{K?7MA=umr-4+8 z=)y<=EA^%ksM?Jnv*hKz`T|L!qN$G>eT#c|I%eLJxM@VcGyoIk!YU1}Su7D)cGSfTVQzd;~YeB51A2BxG}^s|f;T z4iL4ZkWwmPOK)`GeS4TjBWOJ7J$D*eKJ_f#n@1W*clrI0F^z(yU8zJMXO7TwIuua* zOGTi?h$4uE{c(~uNNPZL;I;b5yD;StRK$Tf%-re{ zI(XDDs}vKyHOzp&g&I8(?$Q8b5Q?qbtU%apw~-sHK~D)UD?ul`)-OrNaOrw4cecZR zdrjp7jlJ^6Ig}e&=V0qF!A|O0WsT-#FQGO@ z;JtWffQO$1O4Lx7@bArbnX)2c$qdM%#>Z6zR@~NtGxVyBAqN2Y#}%{J21 zfpNl`TMMG^9M#F9M7TmMYRL?g_9#-xrL5w=^?5+8o(vQoyoKDW9>5=JKz-Og-J91A z>CosoJ$bKIqHQ7V<5g$?R+Mp%Ss-8B=nu2H^*bWe)@w$)Q`4FXsg#b3Nw!f% z?ieJCPK$rRj}41yUWg>k@y z8^qRb=XG!NN(;C)G^Gi43-O(~bq7=*LU92ao7Xr93&GGn*8vMiz`7$PAFQV4Bb&C+ z@NG5T_+D3sh(7 z+t#ANyC*kRiN9G{ga(}3uM{w$)BdD8)xT%knSWsg+w2zdzQU3ZCa(pu(|45Z7kc3b zqWfoIm9CiICl|$|`Y)y!osa0y6te%Q!%k{Dcq!xcJ{qPDPFu86eC0zR6+q-`rmV0xg@ISuf67^Pg`*c2b$=_im%UX=GWt4c{PBrmi*abxw!Q7n&$;djPm?hwRpUZ;b)HLBnPM ztqQ}3zn%#OBXvj%;HGnv6dst-1m+N;K=;dUepZ}e`Q)t&I5Y%GoKm%U4S%PN;XhFXI7`NC++n()Iqbmp4kTWSRUNRMiM60N1S}dTk&~J%ioEPg zFIDFj>ey6}c)S6imB~Oj*5Ac+g}6~m;{}d`yfG*g^(zKoNHDK;V9{)~>~5)SY!Y{4 zW1(N&8L&VigkfP@;C!us#ZOBejk!U~Wm&N*NQ0G*D(AS}#e|BJDO2c{u>^JZ2z_yCG_{a$HOr*#7CW>&2%%|LCeD_mVYrkCw4pc%Y;wrS-+ne& zLS180rwsyXKFk9u88~MkmpWC{B3c#^|3WtZOrORqWz|~-WCNxmKuR_xQ@#^`yYEm%fZSMf*eH-d&J%qbf z?kN7wnMzAf;x6p@JL(i8IwR#XW*#7z5?Y^Vu`wG=SW0i|>cI}p^Sg#RZ-s18HI31H z)$c+P^a_tglzJC%be{f1b4)w9pWY7)`%EsNl%T%~)j5}29yxS}qtG2K@(*$Y{|q8E zClMnJt?7yz(2vmmg3TvlAW1nU^4SwP7RMVxS8ru7_d(9$7_%d%w^3yXim)j!E5%BP zqOCLlmHQ-E=x?EbmbN4R_Y%1;EeoHc9L{5yYimm8h)&m0nC$gXTX#cmlOoT{8P6WLK^f*5U$I_@BUUK4*I5G*rPZ|BtjzTn* zPl5fy9SH_fNG%2xav07JP(T8~q=cfC>nf$UHb z;J`2-oZ&xJ#|Pb1){tEM$guJE zrc$U;onjR_yt#yUZFr5>zu9bx)9~;AEFd$uD28A?{Y=Z2hUl;a zUf9B^Rdj@}yejZGF)m%Vp=rm=13J9*mt2xzW%>a3mJBLxBGfP?vc}BlU`{n%$|~U9 zKcP1fAYIuCZb2EDY1+{yAZD*ZH+8aEkSIG1MnnZ(B4*yg@)8VPTZy^P$x}5xx8hRfMP-L~cBn!WeLyqL$ir*bU*R z>r4RI>)_<+k~K9%@Ss(f3~s%GRgIDUqZ<4FiC|omMIQj_HgAY=8x%#J-X_90 z&;++oWtqE)429{1$Fv76LxXPoPxbUc%pf{VAREK48=}^o3d5wIGjrklU3x(07HqlIJz_cp_UKn)_ zl@aFKqUi6ZgX{GuL}2YjZqkm^Fbi>|kC#DqY5Q>X2~$5$*CgBQIC$6X{M}# zKHE=&b={y03Ot-260#=`+6g7yJyoKC@WM2G9$fHvjC7B;cnYy7%US^4Bz&ly7JC zPXbJ)Fj4$X3p#O$h5aJXL>3DC6e#%1H1DZGF$dz)5_HQ8F;joO$hShAgSUre^f~;y zXqQ;&F~eHyK^#Uqn1W(~$&~E&Sm-(B*8c|azDTQ>&VhYi`5)v?x9He+Xt8_OH06of z6jq5iX~d|YC}RaJvbPkta&Bl(t^y`ZMjk}e`;|`5^$Z8=+~vR4>|o!+-P*J7&@JH6 ztwG_mre8ws4lZ36sc^_XPj0M$ZhW@T)B-d-ukA~yG1oOIX5mFolVCHx$c`%01fHT@8IMNM^oEY(!rpZOszjdOX9C|xEE(X}JnSb7tU>3yBF`smwj3v|5_iZ1}}`%C8M+e0M4p+x&!LS9~K{j`T!Q$#I@Rq3RkUD42o9~wTAfR{#SeN z8C6xbt&1)YbJj8-1}qg71r(I5qGcv2Du_fya+D}2LCaKSLJ5+Ck|ZjNj0Cj=Bq|_C zMiI$Da!|NmUs$!Rz0W@F-gC}6w}=~B^hH@J_soyG#zCr_q-W-?pB=d?*aTw4U5nL1fKihsTGQIX2~jCrl+Ac3e9sIPXi{YbA-Z$Bwr%<)+K z95p8@y#Eqz`2-7w>X)yCjU1j5J7yx)t^#Yimej%=0gV(=Mc*oQuaTeOqk%%V!G?vm za@+9kWcY}lJCmS_n6ccNpXhsXeDAoa77U_|poqi`sf4*Enn%z-1@yRDeZB?kBf2)5 zTC~z&=?D80eRta1EyEJ`!ltu$X(tfwAB)z3yDQbY&aMPQ;2T;_>ds;~?TRn+(b{!7 zv%!#Y{>|>G?}kTkrwhV|Nh(_kS>lw$n^q~zf zz7lBv>(sgY$0pvLXznsbVGAW}xYOcH_ND^Oxayq8n3vl@vkPS(7L)_lK}^J54bXR1 zWxIyzf31qMKf+%)+swgfa89?)qM`hww&KULBe@o>)fvA%H(-9wtYzCakk_TrWWnvQ ze;OoWejZTbunXpIDL8sMbbh`_(-hHNnHQ$U&2m)QJt{83T6*E^-Cz&oCt5DF>lLaC zFG)gwqK^tA-;i}X!q$kMD9ANbmWi5adMC1=rXGF_m4JvG#K{c-;>k}PxfJ3>q>PP9 z`uIDUg)D+ox1P?C7D#hN6H=VT$I~@kgf7yBq66X~%Wdl~O;y0uPS)UU>a{?efYG@ov$uF z6;^AE_M&VGA3gp~x%UAYwN>|`_Q`xc2dxdEDY zOOqELL~x^KB>=%=n8ldfPY5e=nlvYem#wJ}Ku`#}x*e$*&|tX*zH-wY>i$5+6B$;z z#Zg-dGez#&21+Jv!M481hLpn$z0)hg*J$SjLi3_4G|CSKnfmztXd&QPeJEsS2LT^6 zL@sc?R^THh6a}RGG0Nl)EWe5%-qSswUh7jIjZIXJm={`qH#@S1)Pp-Kkj{GO+em-! zCb}7ajmkdEWlx~mn|;mk^qYX)tR2qeMMenA!iKR(9}2vv>En9{Br0+kVD=%hEEI!G z!c~V~>Fs{nZ89nIAt#n$3SiC>03z-Q6*}G&O}jbn7FAwJ`Itp64}H#m{7reg#;p(K z|78CWPO4$81S&wuew(ZU?;JWwFTCLn_Fq*MOX=IwrTpw#9~<3DnU+8;lz7dtU4#h$ z9|@+YTEcD{mGcd%7myx54oFAn#$zF+l8Z-qbbh&0MMfs{Un~<4puakRL`KQr6!QD4 ziGn5G%FC*f*|c9CvcQfSovPizW+qM+lb+c)Wkh7^-pO^%n~{ljQOb*edn2%}T%I<#=wGDNp{BJ^7tJFl_VLD=SgSL$ zGO+9N+hfG(zZM?MpV6-jiq^19Kc>*Jz9TN%-|z5)9g^mL2{-$-Qs1xqJtvv1aCUbs z+gLQazZkC)zzGu5`NAHg?6jz19Kg$|+0m(lD!Cb=a$u>t_iRoX+uyH#TxkE2T0$)R zG}a8{AF-nGX*=c(F>xLstQo5gyM>$E3)|m=RaNO!Y z^KD*LcAL~aQ4#EDf9{*wd4D6On?El*T>(2!Rs9I_;EPQ+gl5_@ZR+*-m z7nB!FXM>P^bwc@UkB8^}c3;Z2vIy^+W^K6bhKfs1%y^*=!2kGJN|Y@4Mwy+@r3g97 z@63LG14@pV-i!L}86#Q4H=p$5hKAW(%pCXxA52~QyeH}10twfDHviiX0Cw3;fdD$M z;OWuwPAeexg%5T+@88?8{S>)xZ8O!Xc}TKYuTgo)FMHF9_6>dzqbNEH<2v>2>zn6| zyZ&v{9Wl6Tvml)TJ7G|n2qzb#y^GdK#Y ztT_c>R&F?lR@NsVpQX0^mtT^q7H&{Q8l?+)j)KP97d!p+=$APnr#lYQRw)llGPj`oT)Y2WORh6^3u)c*Zm5%b{Uh<$in8jMpd$Pqm8sEvGM zG%^(KiTo};;9Yb=-{)mF9x8k&eaS!m;jHK&Tb&z!*4GHN;Uyp2uIWs@Ht^za5A-kK zwLpUOw1{L3%aZh(OnvvLTv7gXnIvU`oMk(mZ^9*1Q3&H|#8_(m<(b7~OZ%NSt7X&U z7?m!chohzzsWTmq$=*J6vgNZ+_Zr^u!>2V{&bc|o9Y7mo@>d%q2DQghIq{YtBgqtx zCqIX0J3wWtvsz=QQNYm?d3qW_q;=9qfW>3CB_yeK&*WIS=Ii?ZV09!j&)n z0OU)}t!5lhRq@c524;9h*cBBFg0Za`1D{fnQfmhcGWOp(5IWY>>*-l*)?Ct`i@v;? z(Y2z!i?`eJk>H8Fzmv=&j!5*t^2GH1DC;F-R{=jHe;&i5q}CoQW8d+(%B)mLG-QDU-4XzK9=L`?u9nK~3{A*{9WEwNeO`FTjfArkeHm&)Z3g9C)y4ZFebMXV6H7lWx2jry@ ze#Ibkc>0&mHWFb!{p|;M4j%-PxAdg|d#d|_U3;FX%PdgnV{Cbb9b9?4CWrkw27%5q zzfx~%NnkQPaL+ajvXOM@O>OTzfCXs&jBZYGS_gjD;7fT>>_6}@?OA^pwJg?TbroCK zxas$wPAaD`j;a1TX{TE-yBY8VLws)Ks}xoIF(&UBC$zV}GOOv^-wezUnrX)2M1Pi= z!=8!ZHEekuOC4J2i?>D67_oE~*%v3VB9FzQFar8n!rvc8K5foPX6m}L{4lb42^*h+ zNW;Xk2H=EcA ztLt-a{{-3b7hm5E6`&T4{HL%#6vIF4;;wGjLP8C%CXp&5rcpB3x?m!#S6IJ4-9kxd zq-z=hj-i<4&O$eKHX1Ch59_{pID-J%nd8ftsAnM=WBoBK5CW~ORtg%VzvMRJpN+HX zo;;tzg?{dm=4&69iv*po09Rgd@)BiXR6Yr&PkMwCAPkDlgNj(k@v-f9UoCZ72P)am z&>L#%vw2{~f`8C-Xp(q9JD;H%3w`Fh>Q!RqpH!<{_dLfInec;rhiLNHModpiy(eX+ z37XYswvUm=yj&Qevr-9w^mV=CU9Rohr_;d_?h$>#67D5IA*7oJG&-fQfzm{T3+u$1 zd|W6Oymtr*-9G&A^BehOVsn4;7d{gxem~ylhM6hI`yw5N1Bi8CXTGu7G}01YN4f3o zZMA6^bZf2tq-J?@(^nQ^*8&NuTAOM&p7FCoKV4&)>|k+vyv>x zj)Rn&Ko%dCy8(eVC7+F1Bj;h~2nH~#HQgArPIT(f-I02g^DlI^dDZ0eh*WREz9~<7 zq!A2~C72_-^PM|V!%ge9d6}j5R90bK|nq&c>5-axjq?aVmx)_nU+GtrhH zmtxQW{&z$_-YCs*9Ph({3j%}=JOFaER&$dMe4)(Kznd3?#iM#%F1#M>3W#=uT2Y_O5_GS}un zvhZ%>dU5M^kIA;{;Ir2d35u)5$~%>OH6OfkI9>PlF^{cU3J5Z3-;3`GP$L7){fHTv zIDKK;rfw=_4Bjn_u9~D|a*CdY`ENh1%c+ASm%Gw+FUCOtCD%9hS;|c#z>(Tytj8G)RZ3vcIK(!`Y z)-TeIg`<2h3HHvjyXz^Tk{EcwI2LNs!v_$F#dnnBzW|XwT;qyugj6{;oML?W$>UE7 zn4CSC=xCn)SSf405O#@C>Nr8hiE`PF;1MXh4HZ&GXdef7B*mEI>+y*x)tD`t(9%+ zsAYLG3#yrARsMyv^=?4gKYrmXl-$+jssFGbVnYf;Y-D0XQXkI z4yQ~2=yh{w!ESJ=p6s*^HiBG}+rx!6=`ItG_Kfd>x46x0-1w@0u(kh(o(;mS>6X&O zz>*rK6(^JthBZQwpQ~se~7t)B}5?210GnDGGV0rvbK?g8hQlNZs&Xd%Ogm1 z*k6yJ6urp+?GqOnLwFJGyvd7C27E6c)sKf5-Jmpc+$T_d7G9iOlI&CW^+Cp0?XazZZ^de=g;6(QeMxtQFi30g2CaAY_A1XmIxAp4Eb1# zMBT7lM4U_R3YO_DAgyW5cYbd1bB$_)U1e|hvcA&sL!=j4|CK(rlcY5pG@sUKi!PA{ zgqX;RiNmxu>#f(~)Tyoe5y?^s{YUNuysP16$f-El#YcMO$mG>z@AZA^s1a* zl*j}iFF~x09i)JAQX)hbq1x`sJS6l`&P*gIjmSFEJl*CJ;lE%6o==AGu4M1RaS^QN zWQS0CDOdUEEXFg0o1&Pdxz><)gBj2TUOU`&j3^(lR7%Svtc^ypca7a64nQ4PZ5(Qo zZX0WPh($A=q3ernL~p@TWx`{RSUENmyDZ01_bV^HW^>vT7X9(5hNx1W$ZL5B$e^ zF2XFhdfjWl)iXv7t~=1d9|hl*j+)BhfE2@S7X7M6+DNExxm6q>0oi_+55Tnky?u*c zchZ3$7RJ5!;M#f3;w;7(GFv?1+nL(>JoWcUeZn;^kTvWLrlp{P2!84cnBAtRW5%`W zbVYMg@i=Yu)8MctBeQQdfZ}E^%`G~k6kk+A2_psUUnz90Xa%6Qzf_FZTg5`l_#TBd zt6=A3&g-VFTxXb%63&0Miw&4INJAXQgs08jue?B@Oh*HE9PoBOS+0%uL{Rt6)RPCh9kmYFoCxifcEA4ey zFnuP66JGMaetw&H=<;M>yRnTF=1TILi7+Y#uQ~+NfZ*#{5CcH}j34@l_kh4zK(Ff$ z57*S$%Ut=8$XH@7LZ6Z`V>Na*?1T3qs4Bq=pZHGZuLiRrNyZ)0IU^d#oowd+_^Irf z5Cw0ea6NtUP7y^a4n=h0O90`fcxodlUVdze5J+Vv?3oRTkPV`d z$jIhPlJcVoEYXv*Lbhbb6>_QOAv-GYAJ=DcJ#+%a6rMu8g}KPpVVdLq;pg+G%cD&# z4|(1xMhZXo#|HQOi|Olw=!iIs;G1_~M)~ng(F0=#wyGFlrcVOeZwd|!f#6J(#Vb$H zyu9aUW&Zu@%x6w5!dSaVg*AM*t;fyrIpGjKM(-s+imkpS)L;G2+W6-zZN7avOO5vi zV>f->5zXXQcF9m2Z1s1imxtD!L*RqI2cQL<`6S4o=7S}t>HA}$e5vh4(04Hl8S3V* z*R_yZeTQA&L1JLZD9Cw=rP>~LgX9%$noT9VaLn$Ql$4auivHwIko6YkgSX^D#a~1% zqVa;E4q7kkzjMdzm6D?0Fv1-6cO0|*wM_uRO?}dRcV?&1d!|xMAtmGvNbX?T38XYL>3wSv+AUhQ{TuwZZa?-zeZDO77@?-z`Q3=Epd_t zuS!;AdO<%474pyn$DK;0w-KN~?hn03w_~U8ApM0-)Hs@-P*hw=E+maiqNksMA&s7% ziXIrjWN2`9`A~-{>#_gNa?i<5B<=XIGKYPv0=pE;n+XVE^*1PdqFX+4Q4k%e=~>sckIB9Aa5#4XZD9#+n|~Hg z{?jS&a$Bro^fV4}IYCg8GvChGO+{98M!z_t;$wfJWcrS0P zOXa3v4R|+NDB;yNo4h?NODuAj0&c5F+y7-5e}9x-M%y)FD+7Q)ZDg!z^P516tB&)h z?H^J?_gM3B_+%kC&lS)}>Gw6i)ixBNZ}>z@6ro6xRzSs!aTcS+4jT#%yQBf*0m~Qy zNw^DHY(oH^gwi6RXf5oSRxI~+2R6yroAgS#WaUXZ*U;Lre;LJRY+g<>n-ZK_c5g=l zVZj;)whV!j4*ll|$GosJgZfx>w*{SDpoy&fs_;}8l>PYt>|dwhA!!S*!zvJDMitna z;?N_N+nUhPk?z2G{^s36Du6aiBwpA+nx%wl6dUl^c&zf>w+eI9TO}zhrEP>Wv|ij* z*hle94`}u``kK*Y-*o})2bzQO>2v7~IQdL*qPv#xm2QZln$^2FP_?>&^*|}z7OR>) zkAsk+FunlBXfHm93SJ4D3eeAh>xMm(QU@2xiLQ=dr(t&jYmoEt*kMEIjTq`nm3Li! zu3%LU21_+Wk#;dD2MG2oKyZcv>5{BLh+hj?u5nV7ENS%?&ncvMY#G`jgvD|YhI+(( zfYopLS%vY-rp^4%Wk2B)X{1NG`7`@H#VmA2pbue=k~-U0LTN8c`W(=1uEI8iP9>Cd zj#PSCVW9D)3Ke{vF&OJwaG|8BBTx2b0SL+NsSGp1qOc9f)L}L%rcAV2*rwZ`E)Cye za&8>)#)oObBTIBKc#)UwTj>gEnk2VLLvJ*yBgA;{nTL~HOeSiTHF3<=Sd?#X(2T* zy;daPCfj%?vYySJ%}Q!cYr1D*Qaxjb{*!Cg_#VkY(i~8a5V4p}2>NlZPDk^m++PO( zw;_&H)yWQ#3)|ciSWOV2XeebBJ-}(LNmeZZrNEE-0}Rsn?tmz;KR`$Kn90Jmol6*I zn3nUhdMPN$D@|60v7qJ}J$Z`8T=e0NKSVtsvqdrGILbE9XR?W`|9aDkdN3lPg!R|3 zzU)4}jJ8^qE{xnEfB^jCfHbmZoZA4CxEf61-l>31gm(;&VT@4?rEpfU;Px=&S zYZ0qw?yIM0*6wn~qN@C|K^zROjrGruPuG6fPTi z^o8aZRp|fqY&e|gck~io6S7A=Wp*k0o4=9`PAY?|z2i|s!YbBrxCHVLi0>ja<_Gne zaT!ZP52xZR29{c-B?aN2MRoK`_8pKu#0MidtZlmW_>Vg|epg&v| zec-V8Q^yGdY-6WG*vhWhlQ$TG%7Ya2MrY=FTy>-frxMgH5}D^!+tK^X@yAt#MO8Ur zITRo%Scb(Yza6CT@@iVcp=$K>RWaNJZYFRgSt92qhzclqIa(kg=l{zbyNE%xQ#r>5 zODwd|*SpjAD>8&w!oe1}JWNRxU-g3wa=%jT7L0{n+2Yn;Gk6Mtp+&R&FOi$NAqXnn zA2lKHfdTBvPu(P`#@s~Fwu4$Q`P?9DSJ}dKS;-4+D1Y!v;A&)dBGrx0K{VgX_i0YLC`L5;3_hO9LH*99W@)- zbl6%D2`jK6{JaCRSPONFbmW5YITB4COR#2DHg&78J7@XU|NI`k*}K?tnvfWK`1!PHN|?i_?})RV zunQ3~Y?MpG(szibZ6bjAzYFpF$({Z0p1UpnAeHT>Je+0GdT|FzN^Cr<+$?gU1$sn} z7coO*n&`Efa6e?E(WrccXTsU=|J_5t@ge`JBLBNrlEVq#^S6)wtw^HwWR=)|*3kvl(U4Q~@Mb3kX+R8N8lN*r^)SHx7@O!S%Cn_2 zU2JPR$>qti@{LhdXNg+uKscA+op=zVW#kKOmIQ(9E%cK9A*}6g1uw&UBQ$FwHA(xn zYsv&|#rfac1mr|NTp`M{lk%Ja?n=wDVx4f^pQ1R&@D|=$D{C z{6o7qV`y@f8ePjU3IRvm%hl1$O7K7{U-6CNE9HiiB&t)Y~1u(5+O6qxRQZa8g{NS&sp6+E+}p-^H-9!G=?63Lti@99yp1} zXabn;gpcx6?4)X^BcdE_s2`tJSskdIi0A#nf9b`% zbf{&vn^TsRcbZ5FuxY}yq!MROZv)$gCf5muI}R$0f89?Ev5^>V%wp3#%()XRg5D|) zC*uHE9L8hPMj3a*53kxa#y&mm@KNrAL5JKzPHvca!)aPrSSD|Pvi?Zejii)Tt>;!x z7o1f(!ZEppd*5VLO}2gWf0}l1I``qJE!?u)9G&B~MZFn=A}(inTx6t8(*2t_&2>yX zy+8OQi*(r+i6OCl-MW%~0rh8k4vRM`>@`oxPuXa=q#k4VzV`F4%HdN`x#a>9qwtAOSbL( zJYP(B;%kzYuw_nzp6h~74-`s5s!h3Wn*`5&+Ae&;Ah6t)#3|H z^4$4khrtlvI}xE6tU{{cSgSV0V=Lh>_#-Q8e{1*mAFhzkzC2*jCPj}gqej3EEOJLi zK)5_Ba|F~@+@S^SZiq_PaBovECa)g!j$WI0*<)a{90s9XU>9%j?mi(YgX1ih0E1!n ziMcs%BqOwY-y}PNq%&7J$K185eP&x6p(G%N@4J?_eJD}$Is4}b z$B9pIW2YeFL+dmV*8fSV-@WTRkub(!BrRo=n)sT`SJN0QJe9%VU%aqml2dAFgi=x4 zFnZaC)|)53hI=A&4Ig8>AY;D5>({S$>L#U-_{?%)6DI(Mby(yMDG zKJE?vB9DUx1_poB`7^j*B(M&&RbdB2vd`kkGStlbYntjOoW#U1b(f&U+XR>}e2s2Z>pU7{bq4X=KRlJ`G0dW zKb*>YAn@SgaF5tsw@peqDFxWF+Tvv^4}AIfDp)b!|t0mVj_9~wDq8Z!h-RrY2IcIP56;j zrMee102vjOZ8h(7@~+$;)@HGxP*-Y;f`Yf?YG{864J050mz8@p6ILRPk-fkAkk zz27d!S|a+R_FSEzosxkosSFo%;y`B&*9&>}Y3auA@2uKog6z7gT>o8;A^l=JJXx?Q z1XN^|ph8YE(W>NuCV%qS%=wEy3>7BMh9B0jim;KE_o6nLvc_vv`^7wZIp;+}ex-uT z&K7^~RJ?(5Z&T4=YDQz;gA2yTQY`gLtl5vE#yM3P;=hq7-ACD+wW{`uw)H~&R$!Y| zt3DngW>)Xyru3=A@!^Uq9D6#x4)>ZvZ;}TYYQ9=4@bJT)g4&-@!ahe|%8;nFJ0R7f z_8aEpYUL2wMr_Ej2Jd*G3A}<7^go`Bf%^26DB~1^tmO5z5nw+By$jYI&Oz(50YBX> zDM{2~$zEmE6c=$!3o#CZ<0}^$(~V&CMT#~Z57TUA>aex? zil*HhK;DqI^){rd(OXtF#Q|aF$o@aC&EQ$P)+08-7Z_BPa)=EZbZrI$UywWD-Ea(G zq#F)(>G8keJfq(xJrw5OT&R3L$1&L_&&a{Q$f&%Y)ifvRvGJ9Nol`A#PP*I=DZ()@ z2#cDMb=E+8c>){YCRABr<4b>Bs) zlq-)@zLuQ-&JGKE*A?YbzBcIsDV z9dcz(O`h@7mPV55lxTgdW)q3OZC2LQ?pNfbXo$kCY^eFZpt5iZ!@YMnVZ6Gx|<>wmV7s~#I@4~gqG5{(@ zg0%27N7EPe>@tH}^-$_5eJ#QU@_T{N)Jk@NmO99P-pxV(eVfVqC#!3E{`g~WOtc1~ z7-lrT#~Dq!d}=A%0<10_jK2-9X71x6Y}T`fz6qPw8bzt43ahY5y+d8ltwAlB{54&Q zd(W_M*P+zat#+soOcayIfsU#R@e+;`Pn}P{SZb3H_tMe9uEgIL^BJ_BdV1znWRyzc zlsMlho4|U0vKU4`c>bZ5m4%c^Ng_UiEl zZp<+sF${?!(R|Cz!;D|NeTp|#{)z=4B zK&bJ>)tMx%Px-ErQD%$v+dPN+TE-*N~4o6g)7DQaW;!A@0fKXNUH52 zzqgo0$VS6NzK+_kh3mr5myC3by-J>BV!-twvglq)*`(s)=$3(?Ng(@DJgd3qiEngO zJ0L_|TJN#cL&7H2C!uCrEfn{=wS0c(S_RGzDKnCzjIYG*l>a*3A#?p^614jH^Y)2v zzS<<1h`yp6b>sIIoa4wN4%9>bA?}DEbN&%=KKp9nMz1pkf?LHqi@mk>CmwR0X@=6hSm(FW`6o} z@f}oaWAlp}tj3h1lRM&D8>5lod{GKdfcvYPOD_0|#PPK(%?q3(!(qoi$$U@MG;RAb zZv|w!niU?JJah3jM-50^3Z8{D&7PfITtlGDA;9IbC7VjcAmT3=Obb4mCG{Aq!J3|Oo`UW zsC{O$;qo?gD|#2;lwkbF{R zFqrd+U&jfxB(vQKrgi+Vin`$Z?yP4aLVm?NolC0rZ)juI6n<=I2*yxR*d|_mMJLQK zD0FqjMJnnCI)cPCnJbd(`~zBGU0yR+g7B>0mAMXslq$=*I7|?Fnksv1Geucz(|P zh>e-+q}}^YIl#*y#<|4nYM|%7ir}i&Bs~NyoxV2dj-QxC*2V+o&$e+dH+~sibT2w@ zV1?-l(VZRxGdMOeyS~QRJOIDKgWk9Alp<6DEfvhrjgHvJ&5?RzS!KcMkwjZ9*5V_? zy*L`$ajs;>BHputW5uyd)$J1c82fi;)FCND8=PV+&T<XHozH<|?CGvzduzyLZ9nIL+DbxgtV5Q}k5GycUU&!X-$A%#v|HXj zn(COdI`Z;xVPba1)9lFnNMHR2uW#{h5o0w!%lpMj%k88TucXMeB{?n&OUQn`8PisZ z)wY1BOC3_#36W@qQU<~=%{88zl4iZNj598N<|njum&aB(nW<-73Ex?DX#nN=AQ+Qk zK2vN^Q3xlxuyfh!hRA^SA}Ynhf~5j@);xspW~q+_LPz0zR&)xaL`Bu z1zRpe)y!E!6BU{J&_a`kD9;dCCqndfRNLt*_ z9DT1gsu52>m~!)opY7?gV^=iR#%RQz@<)Q1f#BqC@j}6)$HecnL(ug{6mHU@ZCe7> z!b=edP!Lxu&UK{nz=s!C3o_psfI;3}6G+UOuY|e&q=j}%o+rRYYLqe6d12)>HUIcc zZgbLC9>QL|)#dI6cBdOWj&;M8!tI;qqzy$L3EXq7LuQrT>hSdOu?rPx7ZS@ICbq}Y zez9fcc21#3%JqvFR(Mkv{Y2t!rWL11BH1vYmWfeIE+hAvn#odBwK0E&2Sj55L!vTp@Y>jq0sR$ha~@ z8&SE>j_z>sc_aK#*}wm8E*dCr!G?F-USI8-+LC0%A6Y3jPyUQb{!G1r^$;H^Z_-o6 zMuFXRJ+7pM$;Y$X+zkUPtI&W6=2cz&dCO5mh=%6JFET$xd&I!A-QJ5_idFrS56Q&M zWlWnqdN$04ZNb8YLTVb>kx#SdJn33?_PVauQ{7~!!V4`wiWinZx~i|>cB%TkaGb=W z+C?Sj^0IDo>E_;BUSDpaVtH(L-0(bjzmr!VC&9Y@^4bLX((*w)Q$? zQc?2_?z^jt8p0Meb8on@B$T3Z_MK?qGgn>2OdfCDaVn-90+FtE>AW#agL%q{D3NR# z0`qPhx!B~7+QzFG>0z4&Ed^Uz7YGbUH`WgXG!mftZY2bt+*(InSpzGTCZOv7PZvmj`n3M1*bk{D)Y^datT(&ZLL0 z%5Bo`WS_meb+MiV@#^_CJ-1RU&UH$eG<4Z*INmRI3bpT)*Q@Yyk;56I@e!j~_TL-x7Tym+@>qg?h+tuU|fCaO`k@`o`+iRng<2~ z{Qd4M7yH>;#B{(;HrsC)pmf32X0)UQhT`wzLOMf()iV2T{-XP+#PTEBUeAStzs%jS z_Rj(EMR`RA)S?G^4}3~6u8JMr$oOE)RoSSN>R*laAl81=dLc*Y^Y`&P+kR6>e7mdA zlCD8vX%l=5IwKC^CZ{T`L)IImalcV^Qi?j&n9uKiRATa;b*Xj3)(rWKqEzdSWp6I% zm-G3yP)wtsR@N+JhXf^?o$!%xF5$3XEv9J09o!Na;bjJU03E-IyGxDU=s<_;7I{X5)0Sq*~d+)wEJblk(B5;s{>sQMJY40d=3bvuz4q>wO(k; zkCb-bd=IK2vE8#fcvc-e!g1p`tH-SO_l!eRD z5m28s^i45Fy`x>gSm}If-dXOs##)stV^ov(tdqK9z!ex-1Yq34UANJ+4V6%=-1^d- zj{Dy87<;2b?0Y-1GR}YbxY;;DEAM@kf%DJKGu6|~(jb+Ngo3+f+0KheR+v$p>P)dU zkdsS0{Z=%TDME5`*sr2c*OWV|5)7ra60mNs7K6d(8i(J&=GvHpvw>GQXBlj4@}4eD*v_mWo8z;KAL8 z2EnKP%AHYz^4BE8$m8}2c?@pV`!}cBX`=5hY{|(Uh-v)xE zqPr25docat@YNW}DooA1!H3=Mqd|L3 zRRJTIGaj+t$9N~77HoaX5{!IWPPh&9>brrGb@tPC)Y#Wj(u0vd7vcv>yb#3g)PMVM zU+JAi_*s`$v!L%RWH4+(@fLZW;o-5g1tWC6kJvGXk(TwtfP=KFlgW<`Si~bVLyx4po#@y@IuwF*cu1}8>i*k7F$B!S+68ax@bWM!>e&)B8_I*cP z*gTw_x$#77+x-F~Q;-UAN@7zvo$#A&HLMO~aS2fc4yv4D`MA!hme4Qc5kB5%IPVFv zzs^3VkE+Q6;d_#>wP^6GCTZq^@cP}eeT|SfCy5|sQ8x<&9mg)lGy+`^W;V3S2Ww5; ziO?JcrjD%8;~V@{)OQJkZQ3sMP4Th9K0<;V44#}rVyE(mJ)pw1aF^e&hV9K9L&c%M zJy-M7ajYso3e}fn-<5ZFM09~E$v1=!d#g(zfU4J)HxnHFrF7WJrXRQT9FuD$xC@D} zp5^@>h#WCU#@^P5GL_$Fb68f^ja>3LYg%Zda%_+*zgp#22k01_vHQ-t3sraKeoF3j zl9b7g@fJPzaN`otQ{YJFbtgb!6t`J5>5Xgl-Bki;+FzTcq4_H2m{sH}(PW_^UZ#ly z17!9G8iRWiG_Kq>jESQW+PN9c9w9QGXB@7_bp?+We{23Fb!*$$wt%KCi?%|htW66bvJ%^loO^3}5b5L5S!P!aT~&^mitoi>6s8vTtA`F9`n(lXj?ijQq)q}8 z_uPiMu>eY~T6IY#42?@EHdl1C7p(8lQ%A5MrS;_J{ zhxZ~r->~->vl*@AH=TVrTH@{UnDj)QePh5(TVfYadJ0m^bF0?1^<@7R%r z{opm###jNXo<+Wz`|fU!!eSGDp7FWBI}eSXewLb~U0;}tpJWBc+^IMWw6OsN#daz& zNKTSQ@I=Wa!^omssW{0Nv;Vf|8)xsQgL^|FB17>oc$Nd#Uq?Q~-Vro??XFZG7k<5Y z`?ecCr*wp3l#h00V>}idlx&ITR~XWn+d{jy&5lIQucHv>IX_N^k<=E4IKwAXeu4u> zUvM&@q>)*Jq0e^}FiJb)(o=?}7{EG0I6Sxm&*_qteKy5Xep3!^&y)YvcG*`M?;XQX z@Rz&x4{iT-tK-->*Q*1mr$tPv-{;pu6;nS`ix{v^r5 zw!8wNp{7I3@v>+&!`x-gy|czDc$K2t^N+OWq3_!Oh(fTf^;TAT${?PM(nyQO+(n^n z7W*x4r9oZ9-CXZ4yI%GSzRB{|FA{nqnCL@QOl<7SWTg2nOc^(#v{?6F6Hy^dR}*9A zeBGDk@hUZQ<_in1f-}+)n$IuyU~3<$uC-9ObL9$$e_P90&SkE>jhKlAcS+cE8l}t` zeR%0PK|!wDH@#i5qUg!q-xe&G0au?hoL8$~YA@3)owYL_U1f~6*P>+LO6yAm9(6t+ z*csO*^pAzQrHH#6m_PGbT9YuRc2Y}ZhWMkHj4xl>r2?(j59~{wT6HNlj$b2vGoAzH zM#FNA3&N@zcQJ#CF(;3H+@$$n1t8ghR8?JGIj&nLB&^%FG;HGS*wcRZ&L(`Y`k51} zB@%pzT!n^I{sYkZ5{=mHLR8d4WH>Xbsunuy&6COgX;xh7xk`Jz1XV@b!W{2+4TUp& z8Lw8Qs>DnY+~ErvdE;pA*i1{9gmS7pNIl3sw>RHXCBwnqJ>i{`o1FXUsR6}ujE90V zTPrSe8Wstel_i>La3Ygls!G2sP~g%^u%S{WQba&<&yCQ?NPnGPvN?r1L7AYV;m034 zCA|AG+P*mjrCg`&TZfE1?&-fM??f!T26`IfcQ7K($UIB^3H)oAmLfrSzf}QJ|ODIsojHP?TTCx zqB!;3P0WoF4eNQpa;ug59fAmzd(A}s5bY2&Eb@^6vo(xyOt1!$+?H7I#K+2RN%-1} zNB~)Ba>dcLLjG+u(i_S=i^EYk1`Z}w39=vv)|vzeElxCem+QKOU$t2%PoB9Fry2e9 z;SqMFejJc+lE|gwtfYw|YVoR&kt2V=d21@!C0h*`F+<>ARiMBPI( zOMJA%iR1BdXo$o@afX{D7iF*!DrZ*;E8t;98@vlQM>LF!nut~FaoX;N|JY_|hWst; zn2!Q>K8F%e8vR-R1w`Pj5Io9uHmCZbI zS0i;DB~&d~vP5?v&2ij8In6FU-)p-xX4Q?@7JI!o)~yFC;~i&Or@mM~eKT!goR{Qx z^t&Qu{pDGX)~1-bvx8c@7PnvF#a86YV$L(qLq8L2-BH;?B-Nqa+n7a4<;74k--_W(Xu+4Mn;i8VSkNI?GzVM47B#FL2E#&3Z<___~OcoQ)p)nk@fZ( zzX>+ZBVT&9YqV-|vEjfcDcy5Zutyx&DScoz{=jfH)ECj5?Z@l;$G%@FxKdb5ys=udMd9&I-uDhM9{uZxLe0vkovKsYuY31q@3rTeYs@jmTz(325*LZ6h)^ihMad_R zl~AZt@Xr&~XHUbye5lJA4*d3F8urRICiad`UmBxipW45$w6V7|GraC#{L;?M#`+!y z`VPl^w(HOB?O)jOb8=e!*BKl(FHJeWYhzmBD(7B2(X>OM=zbvoC$RpF5k{fX=OrIM zP;rV`7(NrJ(mgD)@<{phsmE+gVq6-cq|`lq-?m2rxx;s;0`rotNoRq$R;y=>WYE7sd;EZ=T=X?k67eW?Glt7+TNXMst9Dmyvf0r=lZ zxCPWzrFtn|k+I|SE}X`rH!Rw zfy3Q4&(3qa zFg&8FIKs9GH_7EzY-y>{7VOPsnl_z1MSyxQjyfA+v^t5&F6@cQ&X`qA!%aGnnX`|o2nPMAsuL^Dp3f=c7`AH@G8-r`n;m;YEY~Ky zZ#g$qIvaeCo10s+MC*#`Cq+%k{q}U_)CIJ@$L?fjftNc zBEGq|Ra_P8U6tJFcRMaJ&SP&@ikFolp#w7+rY=W%TdtWf`d*vhy~BfP5u2CM_c^47 z|Mu$Gwb&o5)~9Z9C5h^>>P;6e4VR@(1PO3hRc!W{#bSCS&$E52ww$l2EIr&B>}2qz z`6zt2(Ya6`cH+|g>-(>2`?N)q3wnF43`RP(Pknh`8>z-S^y1O*sA7ZRL!Y_LCjFzk zf%GE673-}6v+?)?Q~s?!qt5Nh?Fz0@w{=yVS!sK*&FDtG$Wh+Xa;KaCd&TZlbYKqs z{%TIyQe$hqNBQ`B*8Dln_cmkIuV%Bbty0m}II}l@^xuWp)YCf3@Q%9K4IAfH?wPyH zrKb*jOGcsA<4~8sG>REZ%bZnGnj@FNoF?~Y%YTv_{lV3j)f%nuD$lPbCZ*sK{}5otpgPOD_je?MklZKCeA0<V=B%)f@;utbP6!RSPRBa7 zwxciCW9)7y1iF`gKTVxfORmi}NKX>52-BlKPbAearlPN^J)5Vl+yAqp^!~G2GWBLg zOeut&GF{CfyV>%+Op%?jH=4b>P9t?jxLS`m8omp($gSYXB-eH5H^xrf$O*P}oUU=KT#v;K9`#loaZ8A}d@9Ko9Xq>eXuuE({A5+avw+HLuTe zM8-1(>3C0%;dLgTbmqdZ=?oTLF=?l+ ztMfpH-6@EPmE)WIL~ey$$ZzVgvfG`E;4Nu&U9M0smct(%TBORy>+Mg_<4czEedNy2 z+AAzVGR7|6mW@&=gBi_JdUWn~%RHNKB1KleeiDo56w57? z)#X?;FmEX;#*waT6(n}0^tFY(Xyu#kDt!9t6nUEa_OK%)IGD=wIrBrMc8d_)_XoGy z1lMI2UpBG#F031_xA5lD3OHDXT9t10Xj@QdKKno})E2JiGHbGJ7L%Kvo~~`pBX_ zkXl`vxidvJQ`f#-Y<^(9&GQJGQ16`Vw(|WZ-q%Tv zcf;-7cGySFcy$VWH(RUT99`4Fsj|_-CClK^V2_PNlXx2;myNWFwMN$I8F$l-nfAib z{gG{|@(OM1QsbblYU8yyd8hyGJ9@q2?V4yT?+!g_==r>TsE3ywzZdh^)|(``$*n``&D-_J(u9 zvxA-0!m=ft1$LV~P9Djcp~c+AZL^xe@!>-bg7il8+&v>UkVN`jjqFn7VztUfJ@&bs zN7c2=k_V8ySG3K3eN={!P+>9-CiBKp*>cYzZB=VgjpXgvPp!iH3kwm`k+(R;`F*a?(|C&mo3v7pE#2c< zm2|Be9(f#QS+8%fRHe}=E?yyHM_-dux%v3iuM@BT33unSa)O1nGF_nwG^%o2ZzrA>6b&^sX_4l9e;V zS}I|WHE6nzSMe#SRq0HEfBsfMjW4~225%-tWh$$nL#qGCU+QC|<;^V#6-)0(XWk4N zqpEsg3yZ45MVtAIp9zMHTkfvw0I9lMFV#%Y1$)wvuEqqRO(shGrVRv(qHQXjx8lAv zFh+B^4z7+|p1}B|UGg_#kCRx{>+DNXRn#P}w|>V`dH;0cL!l!_XH|83{3xbZ7u%pC zm4LgG(P+qL-j%ix={Lb2=cw3C(X{r5AS&bCFhH4(^PJ@&72DaxBQBcz6KnSwr&LsG z#csVU*sa`Ok~XRjvRdIz9vXHW)m1kmUoL|QXI(L$IF4qNVDTLFKcp_E#@~+XMRWZE z01~FPUV26KMf=f5RW;39nTGz;vi4ttCj@FL{SV38Vk5oF_!Qe|!=5R|(%y5B*gi;` z3g|7@EStiQQ&c_igmgG}6f~`JftV!Be6{o+J@tee9E>XatHGW_3H#)OwN^FmY@X}^ z?{R6?0S-0ONgYWKTo>{ra8pqh9dNUQ3s%J&d_uhA6`UCk6WqKkTjS1G;>{Aq1v6MC z4w+dT6DwA=^n~r3vl0@pZaQ6>!Ko7T?p%W+?fW-_h`+p7;eU0~U@5c0=OVRQS@Yed zuIwtvExb5u=Tim|9J=NL_A?4)u>SW{ZgfavRY^aopRUVYNsV>TauCkA-k6#7<8MQ# z#Wu`$+-4$Go(i|dEKxPzA-B64;2POQ{6QPOV2(M1aq1IMbsgXt?ad5kj*5+rEUD~` z?Jp1B8cF!BYG_3*oBhRNn{O8d77LVz`4zdZ6pw~5 zE2nggz*{baP;+|I8=xGe-vSkB8v-ub%aD{}C3*rmdCJLm9V zy)D|kC6HyvNsn6vt?uC#uFh4<16f&r5m~_oU8Qz;CRH)Ed;M)5;i`AS_Gc1<&5QdC z{auP_$*Nl_mTO#+jZ(i(?`Gw)v*$thcMW^c(6{s(N9a-=%3M~(Ci94s>8SAXY#r?b z(&;(c%=OH!fCb6C%CE0jFortNJ2I8oW^1J;0|qZbQ#)>=8CX}2B|7fn>{)b`9{ve;@Adrq8Jn3dLq zii-N+qvu+~?cQwqS8DdImd!1^qdLp0{+zK`77T45=Rd@$=6| zE8XXNDz*kJruTMAmMiz?P8kpjZ73w-d2#OHp0n00D9iMnkClHvO81Id?6%L2Aq#$l>d?#t2CNMST*?Fwk$Y^#rnSOcoISeIT2 z1$~_LsQY%d)%nTAV0uC-qF;@kNo=P++2ZChGNas=>Sv3q4y~|@O!RaNL5p>IyyK-h zbVod!&f{~LxjEZ?T-zlPRVMYs^4Y5~af7HkdJzz^o-n<4zfsyY*92E!-@9wjUFF#_ zQe{5NArg1eOMw=avk)UR3S+O!E~4x7$GiU|ZM*l)$LbNV9^abJY46B!PR_Z9j>J4N z{I)p5sKkNmf6V*MhppiELrwLNk57O46qeAg$R7T^Ez*E1_nslrp|Te~ZKDr?HJ?r0 z8|E0{|Ggv8!pg`29x^NQg(Qt9_B}@>Lr~SsjUFn)Z@ZCqlF;peJUFw$I(G_I`Br8v}ZkhX2^#=TIZqr z9~mvX+ug*mMp);%rM;@d1&BLNT>eS)m}1OF&-J05uAg>OErq_0qp*)wB*w}6CA$2{ zg_hr4^V3-g7M6C8s2*>3&amjLAz*las3XLQqrOI5RyIXZ=_rc2{()Waew)V@7Uw5v zs1)I2k{I7Py)iUkUA7oSgS(D<5Fxx?i&h?~E&Utky3~N%i|~1PA4;*;m<5#v3Lh_FT$xQEEzlqU7+kG)65+n666NRe9qQU&thNF#Ck;3Oa9XI^k^{JHa)}aDE4{KlP zsA*1M@Cb;y^Ymfpd|OM&H}-zUIww{?16*k}BVpv)cF~kcQBc1&x2>d)cCuio%D$tD!EE){^+@W`SABx<*@cTL2chxfd#8;{>Ad9>0|Np@Zx zRsa1kSwABI!mcS{=`cOl@h!vVs;L@cbTazd1SQkqoxwIMZH}3q%7BP`e&S~n^zFA4H~r%K~`^heF<3(`ceJp z`xrMfvz+l1`FLU39Ayvc)jy?quLh(IU(EPqT=~LYbA54DjP3Mo&WlB(3X}@M@7!eK zNZvH_-ac*4>9=y{v}G_V>7R@`sjw>~4<&zk))QcxR~lwbMh=h+?hPx@?0*)hf#dpAFUdL0k9_A8h7H5RcIf2OovVv zGYT^vef-uL{YsJfuK-XlrrNi+%w{*)Mm#6DlfN3FA67?3{&_+!gW`x&uS>#@sRWwHxD(-{5R*z*=ybIUva8gZuv?`MT3a546tBqpD#Lrtb#AZyPaAQcS!Lh zr^UQmawGA19C2_zjD;j|&{9RMHezjtWAq9;-&EtH-BO{c#%&4vr$PNZ+DhNAF0!5y z4Ma+9Y))Y^M}VD@ao6u)hGb0_>U~4)C}Rh?$J^CV5Z^k_Jl^Cyl-k5uCFokNRhDU| zC$^$Vw^Cy!$F1%z%sZ^Co!>G<(}ossl>Ry8+?~yXGq1}d$BW?NB#d?JBVr3(?U{15N#Hv9u`T|HXYJyE}=w&b~ElppC1#>15fkSc@i~uLQOx zyQr;cu)Tw*V5)~z= zRjou(U)MYv;bpUzOt6-~rKiFC#3p?WV|p=d9GBMR$2mOt=b;l&6ZuOG=p|+QS)tV$ zQtaHvavHnIeIvQL%U0H-wG<6$8Z6$PB&{{~6XXR~A8(1duKjJ$+|*6CaND)ecr@`` z7t^hZ4fNIWct2m|2M~sb)^W%d<0+v&wv|x2RK|{mdWs90UOipY>GWWZ-Q)+|H#gpg+{y7rXH88; zd@t>%Z?6nDw;t66iWQ@uW;B#u(x%AQ7diFtRna$iBc`E0KH(_E6{3CXpX;#_iw6ns z&DcX3pJYzbHrlbCm0WLUSN~Gm&$>F91xv|uo$(73hBt_#G1qgCc`jgTkMB+P+y}FLZ*qafAwZKZamGAB)r5o zPBP)|4u5>#+o9phPAi{T`hC{O&}+?IhZ%kTxe+NfndYtmUa?S17JEH{zO8*LoJrqi zvs+z0?CPTv&HNKK3wVHo`m(J@gGwX@5?+)>pTY@qa;uK`spIXeYfe%mv()Y|e7UvU z-Y!(Ca*KSh=$XSXpYxEmR`O`q$?I6UGw5sLu347;c?#0wz8T?^JeGZemL$Ii)^;zF zc=6qxm+`S%Z}QM)qNmSxD=PJQT-y!Psofl3R{lC6nUqln5gd#@7511-1oB!J?$^X< znQYP2LHAFtE5C+(|{GN9b(t$8KUN;$R|Ed zejT4`6l{XbPnv^LC}syuIP=zA5& z>^U@!W|zIw5t){6$$<*6?pi%kAd+kv9M=2fDeTwSKE+aznCYzN8iTqBqS4iA{iC%A z+VdRk+$a1GI{l*PsEaFqL*=aaqpIXk8D^q^7H;-N2qaqD+K?|7KjW^j#XV4nuhZqG5 z@wA+0Pru87Cz&i?Z_V6yg`kvOtcCI}-s50`zW2}_WTDn}i)XifF1T;?r&Ao1z1N<o!b?c*H&)U@sjEO zmL^+Tbvvl#^l1OP`pNexn-||r0EmWALpyIhEiX5`S$R1u*f{j|BcBVBP3*-w!@f;W z4GK`3X6mSj#=Q7(uK(G&)!Kr>EGWV-(>5i4eALQxGvwdWCbRVK5LV2lMDu8Tpdu4n zrD6AbwFB(fPnY?}GnZBQSH+lE6sbrjT*KPz%b=!DEq~X*DMiM;ddnG@0VzkQSS;s( zJ#p70GjjXNLEnaDm<%PaS*W_GswF-{-YrWaQy{LY@MxIqrcO-ZLzkZ3=*asF9$d_- z!L=G*lMh5)FNgMCpcA|=K>tTy#kqF=nbB9NgZp+3w<4bDKA$MWef%l)iP8F8YP^Tb zmg8Getj{Nbr4l1u$M)7(0n@f7L8e^7fD9}Ul6l|fsje9Lix;;5Lqe*OLXsIphA9EAn%r4054@I6*rfUb$M%8-G1P-)b9K&?By(v2j zr15@@vN8A3(GPY<@kfq4ipq9|o)I3RfgG)9*Owm|e2!>ap$G>x%98PW`FrB| z)np5x^wRcU-!Z86V)OF*o;q<}MuooCcV~xe&+};7GoOQNKy_=`zkR9bjrT!=9A(sb4(B!^K87k!I-6nQF_1a54Q6ooNcR zT+bD@jBf{JuN~5n7IXF7VvEZ~V@+ZbGIayw$q0<>83NBePIx#4?=#ymM!Z%kuEt&4 zaTtUB^3TIv5Z`#tw-{B`*iw^z{>0*Lc)A_Lq4b6v{WCN#M2kcWr`pp#25|mCpfPsr z`c@Oj2Wk|Nb;cw&4uIma?B2g>l?pa@>=H^~~Pa#Cy!u&BvW^KLc7M$}gnf`|d z6g?)dG~N!_W=T}j5U2_gOW!D9%YBlY6d7{!^&Dl?_*Y-Lj50wz38}A^c18{Dtd&Cudc-)@tfthKupcf!^!tS-c#UL`?y zlFT69Aj)!-7i$$N_4xLk^gnl4chkY8(lpj|9P@z z^{PnZ<7CH^^T~Ql&a|FXJ0ifS(D>^wNLLN;-e$2IkC+q0uv`9u3MLNI$)ftGmhv7# zQCDCRwAD^tV6Rwaw;g+R#zgfA$(=fi{vDKnMfVRy30l>5)ScI@M1KXCdC6@cooR7tvuv`n~-KCt@qJ`dz5A;B#HO{J+oK3v#SDlmm)4N9D%<7|h0IlJt+(=IHaNA1B6y?`ZStQ+fNAEVy%@_0`?KQEjV9Q<< zecLNwN0LV(zqPb%T~a~hPoi3i!JQk*R3c2cN|jFEwjIJNRo^7Glk4d{1v5XsCl0dp z96w)+sJW_11tuuU2eK+Ob)5aH4|rY&p0%KwA9%D{n@9Re<>XIA)oZG(t2zPGQYs;j zw{vImdsG}t)6V*FN+_CLX`4)A^5+~=yhhrVz4Lmc$`hZp@2ax*I5JXQ(dw$IM|p9-o+2}as$Kh0+6BLfqU3}Q^p97Rx7i4zb_nVA|Jky7E53>&Q#DD}6w}sL*{NMf zoeY*1th9|s>;m5EBwMxa{tlnoy!!RTyyf3=ukKMkz${dyoeh|FI%$>HHjd$c7z<3t zIsW0HUlpJo4iny|yv**d*yc6_-eMH%ar|*8{!-LD$$imSl zYzuPJZ7)=%&!}F;-^OLu&A(6)s+;zW{AC)U>(Ef=78p{POklwL+y4%q%lVr9M?=;s z_v&pgKQMATdS5M=L6>;uQ9!JE(h94vQQfL1SRjlUp38i>5^QxKstzb^cZ2d)A9G8^B|&?k)^Oz~=_QIPV~K9fYRHbm%q ze3rdL7Ag?Ng8zX?O+7%iyI#uhI=0-T-GiEnZNXpJ2zv{^*IT7_ct-W{u?Z&$)MNpx z{07EZ$bC{jeTn5k>uAB9km%NLixcWZ01MBseW(2|2H&KS3fDm+1+kM}a1)|);ECWL z^E#1Fs=!8TZbU>6AELg5G!tGx{_+3T+Vc%@nAC1{tLrC&3eGK11-wpjYpl>DT*GV2 zcyD9YY@si&e-{x_FpC3)viK@4A7_>yRfRoTO?rrr>Iw5jY96+W*X}0CZhLc7!zW-I zVnKaQO&GLs{sGy*#+3#>d#(=URw9n>l`~zfLITS2yrD z36%nz{lCqE6w5k{+|hHZ!oor`@GF>&*Z9q5=2lAGGim-7`l_@C94B3c7QF>4KhCF~ zBGTp3=o~LNI12P@<>wCEt3Y^&(b?cT&bN|LDn& zW0L=Z&ithNAreKRPix-NGvFpwrHwBs2$Ac&_>Qx#>gH-qLxRui2UE)y^{}Vv5kYn~ z1Q*8Wy;|qOIH4#!B4Q0Q5LgGxh7c`4U$YkOUKudqjJ!X+6Z(R3PlQA`|UUW?60J{Aw6`CJ!78y$3i{GAl<8Tii2S>}|102WY> zD()O|p#lanFRN$Gk?2{dWn@6fc{$)RpN-`xK_BVGToPQV=EG&r6uE*bluV|sgJ%C$ zO_*-l7H9S=gkiS%UYktlZTUFUZRF4HOoeNjd@gM~(I~cDsg$GeHt&$$`R@nZKI!yy zp+!z9qZL4BvkzkA4JKQG_%dMTQxcR2`ozOE4E@wfV*#4p1me;Ii3UuB*vvLm5T>a! z<48S`Yy-r9_8K0!VJ&da#7Tkj?m?d64kCsofyzh>h_;#}s;&uy-w5|M=OaKK@#h;^ zN{-Nza$PDlB|l;>8GAkJShcU~U?2qkk6C2Z?QsU#tg~p)I=T|79OvIJ;o?kjX*K>t z-_n{VqA57MK|kY-_%oWOnAm|7*b4{z^I4&rJ#O$CIv`%7tZ}m`Dk?0f!6){Ifz~+N z_vY11-L!y2X@=|2^)#U=GM_*4J1)fl)~H-CV7Uf<9;*8<48jd1&hDg&95Tm(QnWr6 z2Y>hXr)lvZ`A6Zi{U(DC=uT840})g-=rj?i46e1PUOET_E~C1D1-Fd^8bPNQ=EN$f zq7R4*3GsE=4U;+beS12)T2J5BO8@c~!{(2wkCYTIlEc&*TjT9o`4ErS=(le8L(P6w zLwJXQ!-UjM@8E#Q#6`oyK8_+^^UV?0<>WskVP@?+b3*&CZlxE24o4@ zH>WR3Idfs=x^U~dID5(CO9G}N?Z0bssB09+O{Hs-7|4?$fQJILNOBM^`9yPjINrL@ za5(3=%kt{X%(UauL^0iwl0;Ls=!@&QRm&an}*XAFP{J%px+$21F#+ zt|wxD*g&L(c{vl$Xj^9hj4a9^h$(|d18aO0U%oqq7vin- zW4e5t`VDfli>=L|PL<2d%9lbMLLH#NMruh1q*5fDd1lc@C^&D&P84rgQaJO2T2m6- zPx+eec!2p_PWw#<_-T!e-)x^ZZLMcYHLup8vaZ;auZkB1^t&5fsIJQbFAUb|1Z0=N zoj-L=#!X6T>RRC(HXH{Q&nvd3!nLg>A*l7E1f5?F8$-M_xYUWQkQ2zugz#ks3-2*m zA=SZVuYRuME~tdzv4-UbFhOpgFK>m=F0~#7(O->%GMrk(!;QyHJqA)jx&5G3u`%`! z&osFEs*I}sXZHp(JL5+ZzGr;wYl{p=MmMGW-kfQ;3f-wEcg z$isM>0b^dqo9-L!5`#(mHYaPetqQv>U+G?mB~OLgl;8CNfb?pX%V#WSd*2AV?{Sq{ zAFN$&*iMoR&Hrp=LUuwYJmZ{^PjrWIvi+g!=)T_GcVds<<3+XpO3LG>C?S0dnMs~y zIc9l<_JulCi4eiUu?7HT$+HIFcxvSWR=Z<7a>~q z2GzcyT#bkSz60d8Zts_fQ=w;z@*&&n#z@f(L?Y<%*L!QXC(>B!;Xn5)je~7Dwr}7D zWzhbW{rhyqXWfDD{0>F~PUCL(56Ur!8Gs*g0S!BVYOmi@2@BZu^FmE_A3j0`{Eew zI`glmKLe??!KFs*8?Wtn&BpPX1b2(+m3Zy|fo3{=^S));4^G0bXWu0#<^J=!_&#vL zmvx=h^_(Xe<6CX1NfKHHxbOeK>N*Z{pC{`DBM6tnLZAIo>2wML)?mCq zf{E;cd*~`Yp=JH0Wkp{u$zQQB{oM^=nSSQD#{lD4tpb69uH{EfEJU3Zp z8h=)OgaZ6_=I`_EEm)nmE+n7Aeqd8-BE3dyz){Aly`#=Sn5OhpcK2;updU;5+Dh)T zP+6Xax(955B$Q+U>|~?MZTBYv77oCdECgqd_^&{=YHpQy`deW6VEG>&JM*dL&$9?) z65Vn{{ngxgNBs)Js+_>$r&v7WQxlSNs7%odD6K2Zj?$(DyFJB~VN-=OCPQ6ja-Lt| z?J>PPyR-Wje=+?v8c%hp4a|niTqT@0?UBirzYfzAyg7!1K}z3c0zRt?$BmSePn-{; zMBm6vU=7Sv&tMARXh=55&qG;*S=Dl552CPS$<3bAI(?_AJ>~MSYqSzwq`2zv&^w~K zv}XUD+CfXKY*fU!^W~>6jHF0Y#hGYGy;rL2333R}vll1~@A}|2TUl`UqJpv&-tM8u zw{VM#x^KNGM0gVPc6t-FDM&rI?&TRPce_qLG7fY3QCoAJg-AOZq+*a4I74s*=`uI$xeD;D~)Z+vKrwIQZ>XJ>1|YLIz3CMWqi z`qq;wln69#oxVu*DbRKWUOF$UvGoGQYu?d=D(1h4agN850fr14h4~SjcEIZW>SD{K z<{^LE6Gr*|l<()ji6|c|xb}pn$@;CRA_+xmB+Wl{lhL6WC7M-s^tLr5{o8A2m*wvN zd21;?ZXB-3IA5V2b#S8&E%-O&(Olhxg^aS%IS zBYHatl*TPY*ES|FP}!~k9Bu~b-1s$Bo}avhGXxIk+; zR9@I@ZEr_Ec`z!pLAtT*mpDbAGvA<9`kqa-7r{lj<_E$vggUpRuzhct?pZ%6AJcQ+ z?8cmNYNmuc5cL2zyUCfHo~7z!^n7%*C1P}t3p3YONrnndw%@Yk4`SW1^63j#8xLa{ zuG}A9=Hb(ODs8$DNK~7`$Ock?`W)kl*wD+lT$)m54x`TLS5X;9O}qpKVej-gdHM|A z;8sslMSZ@Va>*0qg8cP*8ao-?Sv0(y-LrV9_g4tTyVcV>mcZ&{{v!75w;NuW1+u)u zFia)36DHKIA~Lc3g$;vD-WXX`F7awg-4EI~GWMkiv>qj}+BTR(TZL<})G@Ki4md;Y zkp%iHOUwDyk_eX@M5uLHRG;{GuQwAJN35Y*!bi&9+ymTw?!Pg1tqoG2CQh09vlktE zSG;8K7%CtQo7=@og7NTI3a0E1iveuwdUy_*?+>!JDQRVZny022}N7b5jhTr&o29DV)blT>{j4iiU$=KCD}vmUuq5WBal9#MOgaGmMgZ4rh(oHQ6oE1 z79P!G6(xi)Pp7U-T&;V|q(b~3B1Z+)k>Nv3KQePY0=`BS2$6Xq$N#n7GzCgpfurT# zp=*Z@jrKwmWTeQ#Jt@cHE4X!GmH z?SHvLu3_*Bw+<~oS`>K8ibbU2Q@t*iH4muTlggTW%7^24Qv@+)6DId+#LWi(% zY1jWVyeud)RiG1dw;f>y&kYvmRv@oOf#F|o_J13}Mkoqb{a^1e|g-B;6>fiVN{C{@u|BA!^Q~MPWuJOI`%GmeKqc|Qbt=a+PEqM`%B2UJ|MdnqI z0i;LoepyNi_Z{s(p$lVg8^Dg67JGrjw+!2gh0oJUUk zcc}gTcM8y3UXF^2>M91`={5NF%fkQy;4c3kuJ-?J8!ASQ59u07q0n<;(Ds0iHiS1$ zmyX~_mk6dy*RS$0gI9cv!iRB~OnYU7kG$Udk`yHjgvG2reoq|-T6PEcGop1x2)`r5 z-XekpfU7v}dy6h0MV>lCQmhOm|M~7ML~ES|H>kq^m#7b8{u2;;^Ym`Va!z zd=||7vhMp^vOq96Qt?=7+*-bbT;s2t7z+w|hCZ|kZ4cQ4H;|fVRB!T1kMfRzs1~py zonRCX>(MX@%*x0`h*X3S{qbXUqCORz-fR`nyEt1q9oIxyrQrcp#Vn+CX}}fk2rJu( zI4HTE|NbI1grGXqudqvn$s5@hvw;Uyt}@q|8a#|p#RaU~WUUe`9jETI z?5IIOvJvcgaI*q`w2w45MrE#WvH_`ThS=xpF43S3AMYB;^tsFS6 z|8exhzwAA=0~S_E1n=)bt3U_v1rf-L6Ym`ceZJ$PG{#>s#&R$GJ)XXR-~cDhF6VR9c9RDoPj{Rr@tO zC1^1!{>4DS8|P0#pie(-LazITf06}t0KF6Wlb~Du9=9?i47ogUoZnD!7IRe z6+1=C3-A7;4Gt!wxWeN^k)fJHSnYARXWZmC;+$GLCOgna%54$PkJaHmIT~Lp|+hJ8mI;YqPvnyRxD4m0+nj?w%rL zlz9TvRT^ngi7x!t1QeV8bQ3Y*>X;)TpbJn2OmP%A{^c&;JdqkL10^86=5%5`GJ5dInIg=CH|>M zBbH&ECazf!irQK|p~24#v=pS_+pJxTLKeEOE$8~s5&gH2)Bj3YpQwI` zv{1?+|5+WQD2`0D|4!Y=j6sN(Zku~1L>z(Fjt5)i4hoz{tk~+D!kXr4LQ(hu>KAZ! zq%NR`AD{7;2}Q&A^4YB;cI3MP0Y(C3`2Xiia_I$B75KUAp*uDSjB#joZ1Y_+z*Kz2E9E^?LTwk7% z8bJvnRzi8jg@|^s_8pRD&^$N`AtsOXmpk+$G0g)F)l$5)$j!cFRwoz}qtN~2?b)6T z#p1H;Bi~E1fRWk=t6xC7e|Ppi@SMqDhTNb1Y#JvC2~-`rWfNKY5V;2RD^(|uzzGW7 zXR7W9i%NdPZCu!`CQU4I@IuRNwYC!}bvIxZ7HA3}cl|}{FAK^I>5iWSZhL5K^PXvI z*0!TPanOnl=&G}@CRl{>954Rd5WG8Z-=!@tB^B6z#`A|#-LDbfpV+{$DD8~A z#-ksjj&~$C=VUi*L0U8YW1xZ>fwVV^ycoEOvBTkmGqj(!`c31BiVy`E zwU%zz*#FOUgo=98i|AQqZ!YpY0a{&?3i_j?gxy^b#cKd0mQHAw7?`p`Fr}AyNG1w+ zF>-?#oc(181Vl_wd4Sbm** zIJB()gDazs7fgi*r5Pw4Xa&Mf!n+w5x00HNxUl-K%jB@2A|O3yedJ`^eAn-#Jq~SY zt>KUkqU*C0Z$Ulw-(XAtC`kZgFI5RjK&mw+bwNn}Szxlv9S*@`U^-t{!;p78+e0Q$ zP=X&ko$E-J-h*)IOo_IR0tN!lg*?0mPFUvpQ~qo8IjUjJl&=CZtOMDB z0aUSUOP(?CR^7My_Wg9a@VQ z11Ry&zK$R*+~^~ziGwizm0Xat`&|%E7)ys5GRVKmkleb9Ec{3ZFj71xBUH^({at2` zK_H*oJjco-`)^-OlYWYpjZXbs127);}u1_+! zP;7o*5T&u@c=m`A;84h%L!G*a0&O}bmdXxj1rsb`E~IHQ*m*z_ob?jXMaT#P;Dd)a zyG{;)-&N+gyn#?M4u=piF^IH~3dTehB<&r?Khj>g2W|NZAGVGY#0ac10iv9Yhkc-$ zi_`;K>a@p^{@nw2}mP| zVY4Y2c)*I)I%;IYgeO4mm_U7K6UAp|f&+D$_4mJ)sA8Q{UPzG}&YJb@hh;Cae~0G% z9gwq_HfK9;m$Ch*+7ZY=(Sy{+W5bC&;9p&MKm>p`X_nzH(F+R(LfeZ#6?ED6lv%@6 zX%1hm!h8JJ>I)}B{cPL>aI}r*NMFM;uht~IWJ-SU6|23~ZK+*tjT5C9> zCRH>oLsrk)Up`H3d1sL4c&b#mY?>#k9goxIFF*kV`T^5`Bc{7CyY2|fvx@%#VkO@o z51QeL2IxM6C56cChIqonhGg=q3+{OX(WH@H2?d@j0#qR8=o*N#6LkdBa4MPt(mCUe9n(*+H+ zTrb9|xxfSK+`)tVu{3cQNQ7Hu`@PQy{@uJ|b~OHQ!4xSt%nFN;F%#u()TI~$Fl=K_ zb2~@kc%E?n$P!4d(IPTCloAYJ-X(w zuv6t|_0^l)y!*cq2UK#bCQabd%@v!MnAt{53<6a@h*-PImcZ>7KVkk5xfoLvCL|m9G(UtFGFl{yS_K!1c zSkG67p6}}{3yACK*l4rjeRh>f$$SeU?gP>ui9{xD9x1|+HWt%qWIVgDrfocC0$6Ym zNJ9PG(i%*~%>wDG-Wo|417Qf&2@5GGA|zp+;BL`I5@07pl9u|cdI#bQ`{P5M0ys(# zDdDlhb+DC2*d^F1gvau@D*mgyL|FY1!Lp=(;m<7w0zVGObOZJEqj0mNSp^Hr0NNjhz>l8zkn3(NLf4vf#x5|II0y_i+i*z zjQ{8Zncx81E!k-yEVXhBr|uE5Cd>;%eI90gJcs`(L15WV)FmUuB4TkvAobzc8IdOl zlt!l1-pWs6Y$t3jfPJxoSeh8m`eBTskrw}s7NoN98UhgOg!EILBV|m2ek;ylpgv}y za+QQ`hlY$JsT&*GNY7kORh}H|V~}rUsEx$e^?Cw>lP-$8j^Kq!M*70~H<9L2*bL^7 zY5o$;Ao8M+>Twiuq-E*PO9BN>(H%IDkd_23D3I?|G9f@AN2wO+7`!^ARW55bOnLrz zpR-@Ks1j%sH)(>5oL)QlsVDH-Ya|zW(VX$3w*2;hCvFt@-Z)0Nn7)NQqz|2cBH&&= z$e#bXu`xhRdc5Rgu=7+Tf+fUz1Lu)lXSiUG9+yES%{OO=a~xsoq%>b-srvGoKb1xk z+3yPg&}R-{ERbS41q{vt=RX*hLS&hSdBnS|NxDFYbgumQIbY=ee;b7R+e3EB$ZC%G zzqkKCczyJbxE-6lK!+ufd3LqV3 z5s-#pVe*}@`0@M_jvnT~e^G5J4^A00AZfQ1c4$~Q0OT19UJ>lV!3}@5kD#7b5*1%U zE}8KNsUAso*z;Z!9&7`1#n(t*2|_Ssdz2x+R%l_l zf)a+cOw)kk-kyhY@*tY@4)VocAYh=VKIL$H)?Xq~juFCK4X2CewXz(L#(ggjKnvD8Rqk@cY!tQuVQGrx-}wYk3hXO*E3R*n~T|G(OM z51^{DwOe!pf~iey4k%_Nswhzf6DmCTiAWN&wt;ocmGrOy{cEQtGZOe+Iz1x=NHB|#+aYhNNqn;f2*Vn8-o|RDhmmELWK4WMFJ<3D z3e4)MoXzsSIxQQ-Fe#=@W~tRr)Gj_LlicXi|9g|6{|Ry)pyF{1WBVFQQa+*9KYcZM zn7FlQd;J55f!A*Ijb13Y);c04CPqQL6q%?3^$oLKcU|C0GW0`Y4LQd#S-(yZPa!bn zrnt(#S6|w+W+$qzY2}<^`^DGMHCtpVC%b`Loa-GR*&Zn>%zSM(zD5kfWLRbxg!(ZN zEmfs7J~d~#Q}nZfAf&Uc;QXyiAxuPMyh+0#zzgUWn#1Bh>)J>|))N%$25%dpb%(hj z_7uo;KPqMZ9zi*1GSMT@_p5&v%%0Qir8q;os(z!sf;dnF^if@^rQeu6|)vcU07 zE~wL+ksf$>fF)+xk}DJEL~1?2_JI`7tU)N#Z@5I19gyw9KaJ4b5InK9o!w64=}1Ix z8jBmbZ>uu=g9)On%9TeFSgv3-Fnt@Qgz`WIENENkYpp+@O@*jr7u3fLoJe&hKKvb` z|M8WX(;di-LM|UAs%_^8V>tG#*Fv3C(#hQvP5>y?{2eI(Bvkln;Odo3Z{8T99T)xK zO*cZ?1|8c`tTlmj+b*W9_fBS7Ps=5&R~MJRMMGlpSp;=vfww+86P)}fyOElZFdI5Tl=LjSrt>y{F~sJNcdF_lH(<{Zna40<&-H<#3d#EEuVn_QjXA=VEjyZD5X+e zOD%1fUiXG18iPM5omIpg&jLQTK9p>=b~VBLQq>|rxpy$e!i8_FO*HGE)Nq~>Z-plF zZd2+x-Bw1jz%OjFu2ee`3XL?+Q=rruvlrc8b=pf!{UCYzF$CCrY5I-eU$~9sTCF$D zs;H<4$#nUq-@e~{i5D<7T`5{6U9t+7`fnann3$UW1^mDab;%|~IBNj*VKkig3rGW2 zR>NO$Mxr;Hqf59}AcsqAXSUPip<|qxR;oeA6xrFml3)BRr+Tr4#|)p?+^L3>-oSU+K9n58iQ=sXQntErWUbh4sMNU#k5$U#+~ zUIBJQaG3&q(XGDYXi=r}?R5&W7-N~+o<(;7(1?PT+eejBUtw?X7Py3(fPpKcjJsQJ z3qmUcM1xYOapDPvN+o}bTC_X4*7q+0p0%ujn7_9PX;(L;2_S3Uo_!qIu*?i@Y{Fhu zQ!h$EeHQ{;b8DJ*bUAgK07_sX)ftNSe0LIsIac2Smd=@%^AkAT-V(`v3AB=zG?^{( z@-RiFaDPkLT9nrvuctikPiXy`sypY(?`^ z4(C|*ChJc3(WK5QM>~GKKq7VOaXmqA9ax`0xXnP%wy9Uyfgq zj;mPvbZz9PP3KeF-mr2e+xNIty|tR37^nLn?D_BkfN_*|tU=8&Xm|a5^?0GkoLrcW z-i8Ba3eepZmD(`LiwcEKbK^iyQ&v$OGZk^T6E!V6YqV9U18t*RRBW0td9-$F6FoK& zWgZRtioLsEU0g|{0s`fhruby6ucy1zwPQtxk7Wz=8cKvmLh$h3v|1bB2R*5pVRSeW zU~-sI*;6=v7L%^Fi0w=uuf2*uP7KauP@1iCVn7WG%-3x{m0* z{S@97u(}c7f%l+3MWT8rGuuL+LbE~r>X*@3U`j5lJU?e< zENZ{`hG%SuR#XOK#M?Hh9)gvRd+z7|jL+fr4!w~W@^LumVVh{W^w6rkSY!5^P`Nu_ zi0~CP$-fevwYLtshfkx__MTgCB!~*d7)(z(fScy>@?M9s<_joQ;TY2iLwoKTY28nE z$xx5mc(q=^J!Cq4;cvu-A|%7)bO6EHF2JN~hG&S@Z;F}}a)#Va`C^}(qy~ZvDn%a3 z`rvV)l1?fEC9@n3J^|oLH5sRG9zXKX=_^=k$|!)gQv)lVuB`IbdCigeZVBofUxBEW z_6q&9XcLcFVyR5c!J+DmUza;>pbnS}Qf=NI{{Xhj2&C{gGim;VK%P{#nhF5vJ7pd2|dz$;bIaoEl!-auZYI}i>`C3#=7mYLDsmC0;>2$bgk+wbDuHT7gy1x;EM{S<| zflNe#_%q+Cz>uU4#hPfNQsbYm+pG*;?9v{a*5N<-dkTBsHK#_?GgB6Iz8qPZe7)}6 zsx$w%9Y|1r8%}>{Tk=cIqhJ15qMZfg-UwMZe^MsPr`KKrY35cih8(N!@P1zs)ps@j`Kw5dx(gpNzm>9Q4%b__!blO#6Dbi?S?u6w^NTiX1Fg-mZX zf2jEIQ=r1kd_4Nezs<*0Zc>j)A|$g&tuHc5%~b8iVIX7LoAzPn_9!BCBzM(Cc~9bg zE>*kwA8$Gw(HIc>;pAg*8wa*g$Xa%CS@tR?Vh8ILb}!XsiRfd6`(}1vUke|zdCcf-WZQY9yCJm2P9=nl(& zED!|8Hz*LdIuG@lUQ1IDsR`NlCk5cB*-4p}Tbv7zJ*pXyV>@xJLp175Txo!qzE&pG zH}SvkW<1l$;2c5G%A>9dzS$Ll=V!iMfhYfsi>ch)dfr#AJEHCO;Ht4ayCp{DNrq#K z279oV^IpxUr#j{)AFCj0jh`?gv_SzzOk3^82wWIPXg1JxrO8epa$oAS@3mK_usK;n z^%Fl-cX36c-9I+lOjNtNeb)&Npk9OOS|iH_7@G1y7NM^3TV;$^3PYQ|&+Bfrh@zr? zwUGO-LsSG8nUoeid038pp`3Je^Y?td@4H7E-h9e_t%J{j8c;I3owqmOfkaE>^j=6n z?wo~{dnnPbX%5-}_*0ffjtv83n7d&1t536AG1hbOsvI+5hwjKZ~ePcqSCx- zs?`0yxOrUOf=8wvaB4yM!e!sX3X00M^Z0lZ1qhAZ4BnT%yg2{xj;{dgw@)8_P7aG- zqK=R8GSDpu2oJH9J3#rdB94Rd&3&BB1fSeLC`#Q}8tc)A_x(jCGm5@`>&w&HDj~Tk zap6DioFKx~AMjzmp#y;fOZ6rtXhdUOb;!7SyDdz_} zx5f{Sm|wY`tCZ!7saR)bBE+`;VVRKkZs}USf9#_mnh7p^TS@dPW@cW7rYt@(E8?OS z`DTC2`r1NjFGqaXgpZj-{fdFKY)0%LppU8m821j;J-XDjy4ldw_C&)uqgnsh_yLit z_H{z2#aM#9?j$Z(`t@ZUkJ<&n3Jk*@o=;Lg7cTT5^T<1KsEIG`mx8zSmkdzHL7Ht1juA z|5znyt;y3*momD?A(yq-#!-?h?i`2uV4zA0osB`dJ9L`sJF6stswD!W2_ZhchS%{? z7fc<(3yAOqZsEEDGMORps9H~;1n02!1 zU76{N2Qu!mP{|*xJk+&SbY)|``Q*yy{|HvT*Hys;-#ohNk%_>Wg>VbJb>seIx3@?g zC6R2aKU`h^njiztv*a^RybWc5smeO4BU1^|eBIc86F6W2e}a4zV0gkWqMFuKj!mLI z$*^bmz`j@iB(~@?VCTPxEovdtH@*CeZ5wmajA_?7dGPD3d7Aq$Z%2)+o>kB{m4BVv5xq*6Rorpy86K$|5;Qga3bE-JQ6y_Hz-#c5mMtu2kYvheie!yiJskHs z+0c(*N(Azf{vWfrJZ+Xeek_c*34qFu6seCg4WZgRmIshYV(MwwH4(ut0H#C_0WWsI z*}H&u6n16jww@gwBFr_Mgw`&|lO42mBnB!}ptZrY!}Y?4Sh{HRTzJAJ~jfC*?;M{>IgUV-5NvHp5*=A zfsf~;iKtoza2;J!N0^8SA*C$Us~!%1pGBh)bfN3!Il85D%?iTK3D^)(Zzg)2i0MY= zCx6BJLzA2Djk!=vI{zyczwf4Bo}1Q@$&pqjN;I=F8T!G9bqMQdLjwhLxtec*J_NN5 zXe;`4Ve_VWEESDasAW*C$~B;NkXwTQ*pLlr1t)jkpfd^Dd$1a7l2bvxOVES-wl+Fo zt03=|0wn-&Nz60jB~AzdwE{s7ZN83oEHH+u5p$(l*O6)vL84EUlOcus+$Z>J%AW)r zi3*u`@40ij&G7MSe#)i}hNPvo!z4i=u@_0g#~LsJi}vfKxy^}9RZfU+MJA<9oLIj%CEIK!5h!LV*TzTd! zdRiqKukCxM98fm}0}`G7%qJrRo16bCJ4 z{VxGc%2cs%3RPT3(imLe(6;|F(0){J%N7WR0v$I}j(f@o=}D%ppHhR~x-P_w9@ZfN z%Y`gv5P(BJ6o?umQrF`z&jXuQe3#}v#4KX4ZWPo$#wI3w4Ggy^!VypTL0=EX4Y|c} zXy$0W%fS-gP6ba*ImhENA9IDsnJkQBUq$ovP?HCjSdn{-@rLuBRNkni)NXDEUv~l{ zKa|KijfTC%8=Xz0wF)q4U(wNn!6SwBB`na90Y$t}jy312;h^zhk zR3LzY!C$+Gs@esdXX&F#&*yT(Swzu);^UUvCh+msX_MUO`-e`Xeq^s#UM+L&07ZAo zQ#7sRomif^G2q^MEEZm;efk+^jSC=14O+bu9gLWKu zVNWeOTEIbs+^3CS=C*yaa{5#nvGY$s{9a!UX!yvv1q>*kNi+^zJH8c>M!3!f_^(t# zD=v``nYCim_VI`AArQxIr>p5+f`y6UOMB_(!JcnCTSui)=9< zwFE3O68e7>kdLQho4eVD{y<)tJzu3Zz}8H(5&@hfGcGGSF;XG)8$It9EkS0?%|MPV zitV!F{Y2fKp>q~I;JI~p7KgeJz!LJ{g$#yzL1Hc zDWTS106vBHphfEs2~h2s(7geWeQ3Y1c}lNr_>}Q?s%JHH!x!~i`09Bd1S=+PB763| z;j{;cK0|#{CgwCoh*0wJ0FxQ|5Ha4U{>d35BHMh*a{v7?$Np=JO2Z}ytQiH`EHTVOm`p=V z%x~$BUkkBk^>x0ppo@X1(VS>hURI@L5kP$!f4vq_CPCH;Kr0^0-;9tyRz?$YO0DGf z^eLXEW-*{CdYManZ-Uy(z)7B-M}$97siB4rqqa`c71i&lUBt!Eu^U6X;6-501G&n!W`y2}v*lSF`qXo1e9E1!Vo(on}!vM z1hF*9^VLr)c4jm-{ebRmiAp1V38bw}>qa-&44CCczh@H!+qA<+*8>n81|R-bic6CS zxn)J}$BtdpL`Y|FcRXkRfx4?r=Cix>3Q|>D94)t}DV-S|n ztVQh>h}kxGKtpNoxF%ej`#g(A)qhrls4HICpPloCNH+t5Qty6S{qg)WFp4hDRXji* zBO=p#3Eb6AK_z-5q=??q4Fhgtg8~hEs}*~e$3di=vosqw&IQZ@zid@3aX~rh7zwPxl*=*>Ow{? zB9=hMLS)V_INd~y$f5&+ zO$bOIIo;@JGKsFla%C)_atJm8ah9X>8DkN$C(I~J@B)6RcJ5hKcl6Ak^yWlbv+@LK;98~T`s zTo6Vw5g}?Uamu6dXAxr0B%>u4YX1Q+Xri|BhteV$`~m%|DQKB@C&M6!^Y7n>OnGgB zUg5_&Wrn9fq6332rfD$-+x0Z4K)LI_z@KfYX5u&zhXnB{P3yCLeqyp1NPCFhll2Rz zgJ{4eExPPVp!^cZ{uZ#7!z;+FLY8?Z%c*6%VgXWbVI+%6(J$peH6~*W4!ZIFZp%OYc zXW~C&{3W9aAK-GL?$a?q>-Z-9`DoXIX`ZiWrAxN`_KPU|tD7@zam(>;j%*pfb1^ucj{JY4tcB@; z1fPr)WMzQvUxrT_^vZqd9jYF2j>(D;)B#VQ*+{~lj;4!kKMD>M+e1{F&^(joa%1gM z-w)Esb9Q4yvLpAUOnM}?8VoFi4KXHSE-+*9pFvB1Kix9bL$R+|8K|NX@-tWNxm>tl zd>_xE3C`=4PF-^0gAiO{?h*)|Z(kn=3Db{&aGMC3P| zzvWH*BU&ajRK1euJHiA#G`zEF_R*E*d!hxw#x;Jl)aVHUAE>br4?JX{g@q^-R%O0p z+|QbEEZpn1E+(^OAT*1?lgd=wWUz@SX4LyKS_Q{y62sUqr2?^CAKVg>hi?Fe-r&6_ ze?kqUiDIi$I|Z%+`UPOor2I`}#%#D&=!y>a^dW?ZYQ>^JO)wLNaM^URE(dKrx@I+| z*U{6c=283d6!(kzu!2|L>wuc#{6946u?v?^{Ok;tE1ue^0_xn15cCx>fz(u44 z!s+~%d9T4I4gGH!##T3oDrF79f&LwO%dCU~?c=ooLf8ATJ=rRnhmx4lXp=AHryi2U z(ilr)py}FT;WBDMzR=tns^-||0#q`&jUvg}6H1RvvyQ7qI$;RcK!}PGZ0Qq9CxO8B28rHO92)8c7Q!H_ zIQ}4U&tRb(tTx@AMTX=r>t0OaDK(?xOajBnW)KoO+D_}Gh7XdYI$`RLlOoOD7hNBB zyRmVU0qJV`8-MPR(_nW8vE?zSbR_us`X~4H$1)0%6{X@KSi5y~fC^{gRx8sy z$N4Z1rmq=e6tTV4Q{^uZA7^~v>(b|1jell1DZw`X?qV>1F~_5|CvBS`kr)4aCstHE z#Nc!q-*5pI1L0?Y`dLP9I8>yH*D6lT4a8@$7^i%IbWdxHv#`;AT@b?*(p_o@fzHG# zUoqbM>!(pLr2}o)&JtVbc_wim!4!fA?YAZ)2nWzO^tkjm5&9rYlGM|k%w}>$>c_C{ zQcXM+u{2R6V2mhUA7ii2K1~W^Y6Q|SEH8&tH7F1PG?Dr*h$7R@PpnR7lABeiDCwAE^$WqlGZn|OODmvl#SlP85gbbm zE1O{nQ2IA6(xZxjL11Ii>81cpqS7<&nP-xqDES!93kFh8&jW}ugszCqHTGvo>HD+* z8?@w8ADx)lL6UtSCyefgnyfV7^9jH2A?MF4NlWS1`y%(4tuYaw^Q@5^d)&Vr0boco z%};%Z;o;b0;_ir&)4%2K>vuw~p}sopGb``9{jzUAq+Xsm1SuNY{m>b0N*j?GXo61S z7VvZ(I|t0T;z>a|#^1{)wQmzZvRTu->6L@o0#u4k!OfYWLl)#;fPaP4EIMl5H8U$PPT_wE0`c`N?^U;lsG zqG*yEmhOM9Mqrnw%lt34fT_VaB3L+y%woVuG(si8a5jmb8tO-NWA^qk2c3pZ!wiEO zeX`WR$4b6|?gmLlx-EU?AcTSG7YefIG6ni~@C^L$ zy?^K46{o#^HRQn1p4$z>_ovj+S@-1hVuS;(5BwYbuCIQ(2VLqltfmAK3C8+&8r_sJ z5=(uWr)^DQ-7j4huIXyy%$TeTCzPhX1`0;BgTl|Y#C)rz1l>z6Y4VInoJgT`Xdpx4 z@5}%@&j_3_1?s-*w=(70$HQ!Ic9#x_rggm97|Eu)%ANSR;%C5d3juj21Sigfqr4R& zUb{^->H23Z6WbJke5LU(FYJT{8Efu9^m)t1N}g!b=c$DTVLHqwjG7Gh&w`~rxv|v@ z@0lqcqBC@4dAByOi4Jsi2M8Qw{9UNgw+H~(DW-6D>%*7d?Ep|tbW4f4X{?l+n1CjA zj{<9|=)C}m2^kY4^pi}J=DG%2?WmmP0VE0RG{Z!(zgLIS@C`fmY>~bfbCpgN_zc*Q zJi+>@yGU(B_b3?Z5D-wE6#Qh8o7tMQfy>{k8=q#^sCHjp@%`khYm)b#=dNi{HxFGp z^XIjyyf)Let-r716`~UEcvym4+ugrhp?gqHaK41tZ$GcyBY446GIhr8=ZmVo54h-j zPde*VQrMVa@YPJesC~@Q?3?dXL8qdx+nr*DV|)6yOQgqnuziq&@FKyK>7X&mn6Jx{ z$%dX~t$;w0=iHxv9*xzyx100!+KBg~T@C4?Eje3^D>kfO3U;}Bu}OiqfN<*q0nGz| zRM;DV)_)rnlserkeJF=vIU!`SF=7Cb3or%lmFo6u)8qw02DN zb@%g9?{c5Zv^rR<-vss9JPvW4czI<$$K9>(0dy;}ZhRh?_~vYWypD3#S(pA%RK~J0 zGM7sRlFb`FdUjSuExf5a@d9p6b6D4I;5PUe6m`oTJoq`av9Gltpby#n=YReT2HbTU zualFXji64(2FTnuwcN3ges_0wuXs!A3PB{)hf_?NPd$3m`@x#BvNHep%$?@-VsQhc;OGCgXs7d&jw+|N z!o@~SnNR89&~*h$uJAFt>kMBh{ioO|xv0bYMqHUO35z9m<*2vbSkv|1eH@N>NVA4G z`UW0j>m5n6>k$NHuFy7>>w8;CkWi9wrR7W4%f*hSCHfh5Jvs*u9Qf_)%855MFLG## zw%h7xu%Y9B`Gc#YDJyI0S1*2zvTK9XD&zqJ5`aOjmBPe;gvBb|&&6|$`z;Nq5L7>X zp0kBPIq;8#t0$^t7VF6(Hfj1cKJ&|y_gz@0?|=Ivl}0vEEp@ECwcFv5vX_ zBz;lU*f_F8gOTyDShF2|_>%qeN>i8u9~TvrnUFuSSf@9$yV1*_b-6m{uM1vd@i1Rw zHJ_aHzkYN7ol9;m-N||)2ZSi&tfG>VUH;^m%YJ)4XX0+|y<;H1X7%dT?|PJ2vwvyT zc<3i;Q5?>MOxCm{OrH;&Jb7|&(`^>dZr*L%Dm&YOcHYcp0y9f`-u%b>1y|bGvKxv6 zcknG0HQ(Br@5Lu4FE4*ip)yH$5u`B!YLTkH zi(5azvcmm3_MhFh$E&>cG)i|eR2*FG?JlnWlMmq^&$U`J(>ZnCM&%a{(Z^D^vozAIjbc4u!n30fWb#}9$LoIo{deU^)r}hu-@m9DrLKS> zCl81vmp|2~3jfx$Xv*=rTvP1gE%v=9j4C6&RO56SD)h|Y{7`WNdrZ#KG9E`WY^pQM zabMb=;67hKQ#IdPfDb3Jc%mmdAS*lVd(0HS(`VazYLf~o44jS=ox6OqWw)DOtxQCx z)rMjN=}l$j<$7p>%MuKfKo^NsjXrw#q^@qLa;R)sw1%+5yWiKJ`uy&tCH`MFsHfpw z5v@`Fu!Qia?3{aDc}JYwuU@^)s}|{FI|z^>ABio`Rie+PZi=0Yd3l(7Le|%=I=Oo% z*#x~jJx>|UPgwyZF7J#V+QnKEKmX;ZDiXJB*)rPQkDy%zma56imoHnNWUbnFj}3_X^e>(rt&yOwf!ofObQ8hsXn$K#e|lDH!5t?v zl}u-ca$9x?dfeUWOp5Mqivd$tneB!}os3v#KZLA>4zC(@zK7Lhxn`*yomc95pZnsZ z-Ndi8gbp|lLy1D|k2p(w53gzj4>sf`yBVVmpQ|LUm)J zwqPFCHh}W(W&Pt~MNQ4Sd6!2Z)F~^>rkDpE zFLX@%4&+TFBxvev`MN`rwx4c*{jw+7tWN)ICO{trmnwegr*p&YN+CBEE%(qby1Vw< zV2@~Lk+1OnZfJVqe##CBS))>wYz3~Jc)=IJW}u>lJApE|SUDTFd{9x*QDFU8S#m~t!EQWaz9mY!tpT3IL59npey1%Zq$!pE{+e z#%QW75Ip7+8uQ`tholN%X}UUeaLbx)+q{y`JJ*Oj*9dB|e?Mcf*y&)6!RMEz-@18o zB___v7`9GV-mq7aed@(OFqsXA7za7WzYjNRK`(a?hW?f9jt?I`RCjjH(1=5JuYyo6 zKHBQ-bIvFQKat{bEQV9iNaeQgv>AhS!BJwfZ8LrI=-BuxY5TfYc%Ly4a!7Vcfw)$M zuH7Xz&g|q+?^|_j@ECEcwxL2+MZD0}g+jL7uR9uc@l@;{4(RDX2DkbuY1wih>geN> zVWUu{w%N=3OE!lk&nX`9uf}@hFBu85v8jpIJ6qlK<@yn9zi}=gei5&kMJfC}i&~3XrUJ2m*U@vh^qFkUE(sANwQK zqWlLCKh4fx{#vqe<3{ygve)pO=I$D~$8jYR<4UI;LPsBETMPYkiPUBrgCy+)3xdOO zQvx^UwoLYaT z);(*wd@=WFmAWYgE*=$0%bO26mAJ2vYV;hCdi-rPg>h`~lLfd>i^FwV?l!HRa(j}+un0F6`@!fW;OF0yJ{^=Za zz+tZ9eee&x9QxaQ`_M8Oa^3ry=sav09&NYK?R>q+eYGH)*(08w^Hi#yT{vf$2dc*H z1`liLkHCfVQWqt!e_kp-bH=e#zgkVMub_Ru`b^B^Q(?D%`Vb-#iQ-nV?N9`J?UL*& z>ExoBT(Mdy#Tj-R&Tq}j%L|L{3BBFV8csF47{9YKm23jTKKY(8ykoPQuZYJkJ-e^> z9Q*Ecb)$uRUgBOyU8@$iZ4G|p(64{{WY6`pQ%!3V^E&0)&|=%^KP|r&LEF$$AJl%k z{Abp#llu15J?c!**MwMKEadw}36)0%lI6bHU)XnlKV1>~Y9wL&%);F0DCte-hl^8; zQucg%SK5DFEIpuOg~Q#Bd%lOUK?~z|w9kC<(ClK=&R_d9XXPT48cCjrIXAb2e_fF> z4K3xXWr|{nIBQvdM?c#!`H0QePZ~AJW`5U}Y?Fm(#H9ajvAyg!>9ZC~??so`N}@vZ zL`xwS*LiyG-FvZ%JJS@guU=H%-!Wz7Y*~q+aP`ig*UFyq-P8=DPIV;nqCTLYn{#%> zjqSLyK){%+h(`eECNwBv>H0ij#TqT0&#Str;EVXY?d#b-5B_%bs&GyMK;au1LbGFg zoc)TO%`6hk>O|u77B600g}h|$y#uU@8uOBgogZ29OsA90p>>!$uJsVkin@?cg4n;c zpbt%X34fGkQlu~cvxQD&7yXwP`H70&Uco%Cw4LFhp&E}LKi2mnguI{+gY`!Ka*ZzN zLCsSaYrDN&5_qA-c-m=1%%|SRF=JMIbxHphL;b@#9mx`cwRCb?m)iq;cFX*m%YaQkuwTIv>^1I(0)=Ki*xMx32{-wJ8bVVx=e0?JW$2pH-b|(Bb z7iw2MfVh3x9J6|VUG|*Ur^nf8bg5HezJIN+t#4sB`|XLnb2w;^OU&dJ)O?8^-@?xs zJNXx)k2KKO&r!SN%}i_4f+gFGPZ`B68G8LSxXxsuZon?Bbm`cmk5_$YVw=)FAQ$m5 zf!olcHt`|sNrejfkjD>Vs6YMXqWDRyw@YkwV~#$)Uyo{|Cia2LNY`x>oh2#7^Q>X^ z=CfJsi}{5zAwP^{?PJ1oP9zAao;zPF@@d5R-HWMNHA?rCQ52^FFxNxf(T4}%R}Cq! z(H6FI2c~_IY)WW&@#2M;?^)lDCt_bO8Q8Y-Oa!p~E*>usz~u0OibtbFCB`@tb#--% z6b@}OC|)-Abcw(Yp$_|e43Tem@g2GAc3=Nqr_+MV8cK7{-pn|gXXervuXi$;YpU0Dg8^~xw{%>q zO1-zx2d)=i9Nn3fvs*jp0iv$G@$2Aos*$RBslVTDI2wDd%q$D9e9U6umF&H!(gU_s ztLIvnt@a$K>E|*tmoKz-XG_9#B*)KI6ij@M^hacBaXVg@Hz|0$Y)5 z#L9o~6jK6KHSC}o*R+#$ue+}~9+A%xSh~&FbK`zXx8vz%r3##-ZJm-$<^~eKrRz)A zXhdZirsRR5?K@qb`+eCfCf3}GEh$Z_;xN6tme@kMz&;d20(IsZ$sE=(^n2aOI{@{% zfv*^E0;MA9SMhoUr{LJ33_|{mpaQqi*CM+$f^3!@H52*>@{c!|l{Gz?INW5ia99_* z7lk9u7Uma{g-(6j8#R3k5VQYEk3#k6;MXCC@hw z=GjO?4pof^yFNAp;;UExVd8*>Eg=pc{FFxb)#W9(*2=MKF8ock&K~DU_>a_s?d~Qu zR8gTyg_cg7I|$7+cf7}HQmw)h%n_ErBzIcPqL}3j6CJwErz34pqry>rv?tDqXD5x)yZ;`AWcN@O+<%(f-Mo zFJAbVEeBt!!2JXJHFl+*PsT@hZJ>VPOmu%57{;k|ck4!_o^Rmmi`#X75wv@J@@0lM zL?lXZ<9lDIX$Rg8xU2h}yOmsj1#IiH>z$4M4j!qb8QgCg0yCt0J_6yc>yfUI*i#L@ z7!Q<<7p&R^QobyLI>=Q_s`DoY>BOOt;_A;npEkc@H!}c@DK1qjP}@$hn0tfasP?Q& zkvsQyBFD-n932>u!I6x%HpkJbH_b9e@26jO7gnIvqtWlPj71NE^JC}x`%X)^e(I*8 z={VmV81X&J%`%06r%Q8%Xpw7Nf3}?cJ}MA>=Qe*sQGKVOY23D}e!jgzW{I}j z;pUq4yUZ$TpK#pk$f~`xHz%^Rt816k4(^@KM@7tPTL$iW?C1yP>odKSbNT|GYU@Wv z3JoRl>24hhe=U{??|6X?NiA&YoQ1b__{vEb(J9d9qf}oZ6dCa;#v9L>C>5b#A-~?8jW>UVd zHh;S9w2QJjS^ZtCz_USiFv|`eEQ{5WD91!0icWjo;yiTP>TRT$9Z%NOHfA*)L&2-F zX6;(v?pB~qTe==#3zlWNIL$3A_Y0MnK7hnjIB?6u^`Th{nzG`(Q#Ds~xg|Hwp5_@F zwdcTxQ_5(JABbN+Wyc|6b?`q1DiYVcnVpI2s8*a%sGxygHWiJ&M4|n%% z+P?yjw+qsC<8U|zZKOJZCJ(2ip2+GS{8aNkk+ZAOXK7DHzehq7tQ7S%ic>jC=Y8zF zcjBYf6Y71@3+X}c%vB)+wqA4M9PYBc$N999qiwqDQ{9>@a6^m7x7b}uNtfs9do2>y zh05!yDtiko8uLf$(d!vFn2#s#wC@eJGF$lJwIJtIHtBhWwW3Ytqo~94E0ZOXuRV?7 z+Q^>TTsgfO%chba&t5 zVIbtyS;G2lFR&z9@y8-iCmyYgR7-gG?p@)N6`Co?ex|R)`nOfdD6&bLEd=IJ1-7CQ zOdOtH6XLwM=TXzJ#LU}IyNM1JHQ1QxlAd4&LV$B@4sOQm*v@+y744^kO59EuvTy=a zc`#U~$IV`SDc}4;Ftz39D6m4-O?iqb$$GJS?=x#{`rv4gKk&^cz0{0PEwW{sZE%*` z?_9!w84b1>mA#lW(`NfFo~)!9O3$hcxUavS`K|%fq|}{XfvDXz8?c|XVy9{9!8v2= zYc+nGKv-GNFC3Kq@z?)3{`=p7SpR|UOWmDau7B9Xfw2n!Z{D1 zn{ykT06#Nul+|t+SndJ0@4?h$;NZ%*H|xPvxk*t0O_<<9!DG!Tm?muCA!Hl>~Wmp?Hm(3UNkzhFBq(v|u z-24e1bk09x^=z^0J_feeNg99b zHV0#N%ZY53ilADgC%;Dg3k&HUtdLunPWr@ivB8L7*8+(1q<1oad+-e>M8Z~BsD*7e ze9a?VvtQAA%MA<&8azeKYS$2)r`ZT+Fk#8qoqXJqy*Rn|7T&nu!F|>>fbcSs(KlT6 z?MT4{>E{(IECRQ^0V6`H?c<<0_8=q*e3mqDz`+8mFiFxsjJ_i&1XkLC z!q%3AX_sH#p-A-@?Cy zI@P|8sMZVkkDkbfEXoV8uR(evTDM==FNZ4yeN7eOHhBa{WZi?;$!IHlC2S&z0fg8X zG|8HdN*2l5(>7S<(sB07y#^l}*Cns}2U9eZ zjENJ>Jg1p%8?)7{Ax*G`3mG z_6x4b#+8xc!t=iMp$RPjoKu)4@!)Y>_fy!LigX^!urKWx@#p5&?SV*hio}pX`9T%@ zk_h+v*E8>;^-Iz4uG0?MR<2wS_)Ln}c6U0PK@;3?j0u$UPBI<2?VbAi-g=pYH(U60 zGM>~U^X^O;^!Hr7absS)qlCs~u2yIAXe_eAPs>;Ta(wG1d+2L??XuS@M)V%c&cf_ z)!DTpB~S1V1%t85#V%v+*9|65OOkvnRJ-HNOiw*q;K0Ku{^d2&$7>VbjyM+ji`7>~EU=PktY2>0^BhU!Y+}$ zRxx3w%hWGVF#emyKCyU@VuL7r4bU%jfp$uNl{+9T&cqmxCIf@gB-5HLN<9_^wH=dI zEy?X)Xy0EbQW!furcA?az|NARgnw^w?U)7P zl#cE@y{b^Th5Z>eo$4AW^q!n6K3X5C#;2n5=)}1aeyJiyIsx+Hb%fG+YbKt2>Wde9 z9WXcv&~PE&&8!-GV7fQJ(0h@WS>CLolhbR0a10xv3Qtt0x*Cs9?(?>pxlD|Q==mPI z3MpDyDl6X#2@4z1K7QfO*P%G^?1uRGa+lIU0etNfoo`jbcOKW41CwDr+ z(&mEp;!mBZ>Wd1cPe(U=g`=H@^&v0f;n_xxhl z$M|6S>TMV+-F>{o=KKw;%=+l?_uQ~ml0_f>z$F*UEode4xLW#IC$L(ZY$8=3uIg_u z5fx@f5;!%%Q^?Ih@;L=rY5eK8yK6EW5^#LaUOIRIC)pl}3-ld6YG6_2dk(8Ne$T&% z4HL)u;8XpFbNS6oRKj)spJPb;pDN$+A^xW%6Y2WS?`*%EGE&~S`y%Zj*1>&>dt-N> HIR8HY47>D& literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult_20_Strang-3.png b/experiments/abc_outputs/err_vs_order_Bmult_20_Strang-3.png new file mode 100644 index 0000000000000000000000000000000000000000..525352480fd3dd2c0efb86e52a28d3e82bc88aa4 GIT binary patch literal 43726 zcmdSB2T)Yowl>;gLJ<|%1OY`wP>G`Ctbzy#NS3T1AgPg@gWHHCw?xSTO%9Twi7G*f zl4FB{#3oBl{l?_nd;a_W|GlbLul}lc->KTwa(b=RYpprw7~lB5Z%n`Y%5s#)8INNy z7)trOGHMviVfg348uBCXVL8<01|Oo1vJV{9ZOt5A9@(2>lpZ-gwYGJ%wlF^LY-;ad zVT--N!*`8GnCtu#N5`iQqP)B||2~4p*4~`=vz}8cT;qKnK77e&Fl6v4{p=V9 zosm#;$QM2^_aBl;!w2TdwFBqT=UQ;?%Z#gnax39p7{EPighNg z>FY_c=BgK=9Ywu{dM^64P6cn~bL=bE(Mz*PN` zPWQ^{OgE?3q}Yi3$oBAh$KLirJe|&CDvv6Rq4(za%8%QpaOQDt?37G`TwYt#sTKo; z78ZGRbc&q074`$h{@fk^$esJ3rDGaa<~=(wFyPp5)+M=mcg}V?OxsXC-g8-A*Y(#+ zb<*B$Cr|n8`;$^Ti(R=!)q7bb;H_LybKhOC*KS~>Rb3~K-#>h@c5{oETcD_MkKi^LJ567`A&Vb<%h{1r zKCe4HF|M^Kw4HbA5BrytP8BH$4`rt7&a-{9%d-V-DI>e{F4IS)Hg1ZNcK&phRIO&y z9X&Tf+FS2r4Hj2hSW8z=O|cuRH+`lpK3qp{H1siZ!P3&QBd_6H^nCe3)scnZYiobn zq*QV%*L3l7#e?~S?rXCj2t7E(2$3GrIIqu#R#9Ts?A8bKxDUJc#%)Rn&N?;2@5m2~ zEiW~&qUsLbIOjNpPv&6f>u3QS&Uc7-Uy9&-YB0d zXp>Zg6U?;;MSohww9|^3gD=N><{NI%)0z@<%CWk3b+ny{{yb540vW@yZ`h62a@ADK z<~QX}l8i`O+FE&Cp?zlCb0sRa6-##rHcNO${wMdNu06U%cf8(;DJl8PGu#n z6B4^CojU6yX}WK(jh2oDHR1DR@85J9@ch%#sVa9iY^~2ESOo7RC+$*y#ypvVx8f6a z=W7~=*!qw|v}ZGovhYWq9X(?|whp+Ls8=V>sJZxPh{<;AXVnUw+bvAUF?l@2;duwY<`w8Z5DWPV`*- ze6-(=%3%3xuFo#f`rFI?>d*sEc==AI7xT;r=kw|v7)XE~BJ4>irsM?;-;&e25By?qhdn5rNo>`vlH0Rc zik>FFjNZ%)dMs25Wmj#@ICb}G8@ic_6;oppY{)SOGJf1)vI#wMg5mzUL%QCzZnliQ z;vxGcy6o+0(ss4Qv%_?06hsAD1^cUFq-{jO#`eCd2iXVRGE*W|sNZF?< zzF2e6saI&|>DMgIr;4)oH7E<@uCI>@`*ZwwA1QtmlP~~LHpBHq=JI?DrQg!{#pE|l z$2qg^yLbd}(uZAZC)}v7etV2EQBPmvtpI;cKMY6ITEBU`HCGJY|brw-1pQIc5|FBRC0y+qk@A!prP&NetDw$$8EVe_VPET)KCe$F>Eu zRdr|9m<$@5O1SZ9aom17|4eE#-(HI1V7bAQBea5#-Yp{hu%kBNzZ3DBoZUqH3j^!* z`QX8(z%w`44IEkorXl1h5wi-Ed&b2w7)-dnrakuWt=U~48A+_Z@QUS1Q4;@Op99X^ z$hT~V#VTmk@HYidWUP<#h}U`+qdm6v$6?a$2r0Hl*D5oi#ePWnQ`rbwgTNn->tRK+`AMqHEX1dYZRR8>&BA>TA z@vZQh#cbQNgGWh zvj!(-GIOy{V^2x#e8R@=?QZwBM)D=C$w_Ug5^N|9P+l3(DKIk~REgqGcZMKpWxuPg zB2o0+`JDUIM<=2ojBLxE0h&jB#TSAlx1JD0^A;G(bJ-&LkHoN zt6l0vUfXLnPX~FcHWIPr{yg}!V#Np^?ycC{uTG?&6~gL=_}q^1X>5}f5D+Mew$7I? zm<;%E!(6c3XK!!4x|b*a+r>c1R+vu@JjTPcTkVE3UZ4<>Lpf+uVo*-nTmJJE}GKFa`GHqN-a3-B#R0@f6xr(v}HceaSGwb}lH@73Arsmeui%yu$! zg%+KRUNLT7N+rL&LLG#DP_rL6kalZH$>D^S5p~!ZZaaV;=3@=Ay=@!L;#FlqGjYrP zPmNS4kh6DAiRrrpseY{sW<^BvxcUandp-_njip;vo$VTZzMP&%LsVHqXdF1(rOF?UT|@25`js^HvFKs?Fx6 zeY@)S=b;=;Tc`K-Tm-gycg=mW$CbN*$Qf6VmcS(G>AEKMTc~+a{LqqgeOd9`&?T`D^8P|^lqOJ%Ih`s=*~PB+*q5ov8R6gcJ?c;GT zkv8lZH*K4|Mn<@d=@>$cyFRg^PL_f)(lM;8>N`zFd+#fYjhWkBEkTI%K9 zZ0OfcJ>DR%p;33;P|V0{RkL!nYI7pmz1vxJ*8}3cd6;{k+gwqvWiQ|hd;_UF*SkBh zSWeb(+HG^^Pa83tUQ_)j^HXU89-z_FIXH^&(IRygi;zZs=jlaE7K` zEkYwhmbnYdy~Y;N@FZd$5@G(UCgqDzM40E+EjJGL2TwjAK|D)ynU!1BRon}f5gT2I ztz7217b{xij5Tl}I5`DZ4!aWt%J<+8&5}Le0|zHumC#ppbZ_ULy(HS_lXWc4W(dAtK#v1&%I~3<+63_qG(6IB5 z+JU}*S_w5nR2Z_~T$mvM+Y{vP5}Q;UHFY705GySL7jx6+6~})m=!ffCrr#+)BfI{y zTT3r{cx&mE=$EQj_hN+eoc-9s)AZIiC*yf#Fb{@@d+;(IlX4Xz3%$8UgfZETfyho} zv21K5Jav(5u$1G}5BIs)h*SC94479NKSzEz&|TPu6|L^9jgxl~KzP^2;;gb8Q@ z+^ablRkgF+gy;FE(qp|fXnkVfT*O8~UnDtIW4YZh6it*l>j2&gv9VKey&6KlQMIz_ z?W5=QCLp0Y-9+%#8Wf6I2Ei{Y4*A;M3&-2ni%8xoN|D)6-IGfCnD7*UM?p0mtF&cK z=H`Xh%xWcjkVIlC=k=C#{jWV;}`w{WwVj}*ckn|vSC}j>l{LC5J@kb zpH7XJY}mzpV*fj`|7&;gwMSoGxIZHTu<4k>+i}%xM|a@$Y%84#a(7F!ih6Vdt4>`l zgTOS?6U;-jtz6YgBJQo``oxa8+RjQSJL&{&vtG02`o!foUxAxnUJ~bD8Ma2lM2(@_ z9HMMy3Gv1JzUO#0AO}j2$Zi2VhpbDGTJOiHaDZJqti<7VHL30XwtOrnVA!+U^X0ac zgU09Qrfzk;o5Iu5JPVa6ksG*k;sFcc#Vzp>^LQ`kBx1OWkL7GxG+~w)CUvL1PI^OX zI<3lojS)rXl^{3VFbC4$*URVbgWvGf?tk(JNJzN!uy;KSsKDwMZ#{Y@K}Jm z!8lX?YL8y8k}=h7a(*GJ<%+5*#jo1@?D(*HK0WGcR>So`Kb|z4U)ZSA!29{8_DW~0 z8HKI#z5A+?Zr`Ag>%G$(I3GPuuujsOm`(JzohHeMJL~zcv*AeeOr?mOEe#ekRmxuXZwH?w@`4P76F*yfwuOI$v6fSb?b z8&v_d^Iv>9U8WHR;VoHbSZbLD&G{xYnq8SL=mz*`9Dh7`tNDnCkcmcEZK*QV>Dr?c zkrqOdX2Z!h zuNgqW7(woP3d)(nwE-*h0_*xnQ@&2~7!yU4Sm#UY1Q#R1Y9B8*l}UdX!gtwwTYGCI z)v<@Ul>AIe`B||6opjH<)GxY)71fKePTt4ybLz2P0@)d?r)SsVhmd(ApebS8Nfv%4qvfRKxr3fE#t(PXdIJ5ZbO+su*+SYxIRT>+qvs}Hsf}wn z)CV&4&Wet+bTO$LQg!?gNf3V$aH^d9gJWu$LUhmRkb+uMXTEl2W{0I;Qe+XXl(kkL z%N)#AWyU*z5{WhlzE;8iOV**0Q-M|5rlr?KvE*v5ctFC{TmBO=kw#Tso{wlQEbbJV zU}gI%Ryq{TA1U6Or=5&=#nIK6dC)w5C+SkgMw`fF%&hwhJ}R<1PiZuxmc(@RHYIK4 zH4QA{8!laXwB{#nM*q?CkfIWR(Y+AO%rJNM&s|ffXBiHRSbqOpW4TvR;d|S))qy191H&-Ke5DqH%sz1+l` z8!d7p<7tw8R)wOWm7k85-V7v5m2x14m@i-*5-n3ixJ8bJ`pEzIA#%Pd?Fn{breA=* zSXNluFt+o-dTS)k9$P0!RUx-(Bzs*esoj2?qH##5MmOQN1qKRv3A$nko zuli)yS!Zxl6^wtiv7H+M+r|Zw#tZTfs8bwh* zm?4Uce7W~mS2(9q&tW0vy9%`YXTXUbvuVN zSY>>bWX#un&sLzI z6s1XoLOu#}Izb^!`(leyU*~XR`3L^>K-aXDqph#cxu?mR>^28Rdg9m)JZyf$Fm|)< zbzq0EBwxA%5F^a!%JI-fs zGs{?z?5i7L5=ZLKYa64;EbE^fpM2fpIy^SiJ|rB(eJ0)(2=OM4Uy9w`OFo53hkb4A z=8tfw&_DF$5ZD&VZ@1wNZoKUm?)ip?^5k&4jCKd`M#VXU*n3}=e?C9e6a56ocJT=p z%j?Va&n=ZTf(7~gFE~V1QWt!j@0jcMlEiNoJN{T_P`sYeH=uW7)QI}#9mR~(N&dFy zLSL6Vcra`Ip;sIq^O7BZP;@1}o8Ry@_lMJ|I}84EoFXf-hkOCIYmVSda1~p&Z4&D- zxj9KoLU)9ICIyLR%olH-X(;rJFIg#4t1>*1d#&17kkGLmPoCX$Ioaa-A(p_ar*3fC z&1V%_O1c~jY?@4!#Y72g&$`+0FpA_ssK%lNgbqmuxM*4Mm8rSm)Z{V(xEI{r z`%NQomQ*z6p=6s3EPsYQ7Hrmvv?SfMaMe3+J|0pC@u}_e>^@;0<%`7Re5ni3fM$-wp!vMu$0-`BKY}me5nv1Ii7TiWWCNI z$6tY`$2P`-bGJn#57`#?o24hc$r~GO@;!ayo8UUztulod&Eo{YriRZF0B54Jbl>*s zrjLpnrZzA;+{-9j{w|%k%$qT;Kw=tItV-EylXK}__G8i=I9!}}Ojh?|{cY|*h!q9q zu}%Qf>$#e6Ip1)Lxt`4fo2rKG3SRw=rjJ5 z*z70#sat$|P!X?YcKuW9yG`YO2lo~6d+ZJ0{IRBDbA{@Htk&O8c`rWiDll(jH*(4I z)(f=KG0Z+wK&mf&RN#Lq2dZ4twP)410>@(61dW+nOqw}--&?j9s*P-8$sZ*R%wCq- zl#gz{wM#T2i82}eSsS#q%~!aJ->Tbt`<+U``%m;p*J0zcH)DK^?|pyI8YFy?i8UvW z*WB2;*ELqoRdblFka|=xS?xUSBbkaGNgx$Osy5!}#ElhcEgO+mjU1Yz^p2s5#hK@1 zu=w&_q(Bj48=@I!SjkE^Mz6$WrWIP<+X=o(x@ZEjTTJc+Nrf@GSD+PL-WK^%Wv^;l zI*2XrR{BJHW1vAKvxwRL+Xbgb#u_U1dFRHMT6u1De?28tfn^b5Yn>Z6D!hYXc=o_# zOtD^stCeMG{HDgMwuKW-Ztq?Ly2sxmBYSrP;o;{jg%>aR^H?k$!S4i`2GFi=kB}tC zH8n2RGwp6Xq)D{0a&&szm`+}iXnaZ1TJF=CZri1svy)OJx6GaS%C!N`OkWDA-D#DA zV**Dg88sG^EO&AgDCf`K#JWXvkO%1wjPulQ`S-t!-V&7j5k@L& zK|N0qJD8;AKDIA-+f({3gA(Jm7Uh3U^zSJ(%?`wX;uSvjFb?udCfAo;=CRvpa69kq zqOl=^Q`V5LU%I}1e$6i6tlRH@(v$pruk4M~zPOvWFzQ4XA}6EWL{4sE{7yKyRg zz`t$owra&DGnfOweU{>#tD(u8=j5+Oi|E$tBJPhD{CX8AIFNR+LH72jkE&<;X@j+- z-8}0w(NBC!KKyZ+r7}-xo>^<0tlvDJ(K1%XaY|-v_qIAoPWK{NgRr-vk;0w6a|UK( zKFT{1cKQwXzT%Dv-16+#9u|A(UB`FUzz3uRE52KJSHm%VW|B7RyMT3N+#*NDAr*#wsmJO>xV}udD%H8Mz7kGfxnw3Q?s70Yi_Z7$AVj#NQ=|Gu z&cLM)v?s|4ZI!ZkZ#*L4cemGVi_h*;?py6C6Z$}+I1yQZl~>B~=+QA3*euB^9Cb&{As>H#QGB{ExwEXac|uK5hJ{En9*u-pN@z4+Xcc~xl;*} z%F}Hqp`;zqmuOSut#q7o>NU{TyE;Dkxy((Xuoy+?B8XkC{%bm^%CY$*`F&P?sEW>9 zYA;;J?1R~$XU&15UCJO-d~e_|s+JgX9<*^NbjU91v2-pMt{-EtoVN1J%r3TE-u*fh zDe2`tckFV^{XtNS*?r90;v}NI_9iF1>Sj^#F#rW}ar?+fnZqQ$w_`{=7pQ-SIT(xH zQ7D_he-?G#p!oCDPLp6R+>> zF*I;y&?SDk%F$sgB}b2&y2ZF%`O%LHR?2(22+;P;4U$bNveQ=l`AQPsv*QKptKRbE zC%(N@|IEMFvN?3%{ej;}x}(6*w{ToayvW8OtLt%oGwr7vh#>hRG$BW1T$WwEc!6-y z(Owi*ky*7lhyQd(FVX%|>jA!-w`W7r-UMVcrM(Nt<4nRQR}c*?PULJl0nchyEyZDE zlG5lJmt@IS|HfY-OqgD_+f3u$KJlLSQB1Ef!!7YRM@D8M@reePT+w64q@eHgqh|{XFGcSYB199s0%3JTeH@i@oWL|$m-d%GHYr=@Wlxk%aIaU)^9i%% zV0b{w1=qj^Qs2khug$j4$K?uNuKhzxb1y6-*raE(huXk>tTf0(c+D-qL{GFTk(#en zeQ8U0Ybt55P{GlkyZBqsT*v0M);Ydsvf`6=MjC{Ow)sIdyOV(=T0ZZGD;#guujUzz z#hkm%Sz8tC_xI=yosaoWrL5X_6rn|BkM}hOAH)2(*#7bw{zU}7u(jpI!M{4ehoK{M z;kM_efcY0^m6(t6Y3aQAV9EO8;I|u-*l$v?e-2>21wwEun|IgXJn+t^mGI7oOd5l+ zzkr{UUH^QVh8`-yb75F&Ov}^xS2O3qO_QKhxAB&5PrEs^|6Sw-ezSMtKYb6*VEwT* zVNoBMFq7CTjKIoaexw*v|DBnG=P0k0p+Yi|uGt6Ee0fz=Qpb6%_45NWh+jQ=k~tEk zN>?om$G0-3x3XZ{kuLY^zd6Mv9`?-UVhSY)c7>tc2ysNt?BjP~~ z?|`+o?*jo+B7$8xCK6G*g&=9;S_B8V=3o|EfSkBujrr~CAoQ0%xO;pByJ5K$0>@@f zkI8_`{-u~Yz~G5YQkW~33NQ!Z^Z&6;D9Z}RB%P-O7`PH5PX8({T$jUXZiekBT*Q&< zhFSAnlZK#{oLpc!(>>Pb=eD+Se1+-cq$8)!S@WV_N)9yyhfLw;BTR+Fsvn0L;Qs>e z(&6(q9QfVv%R@l%7B_%l$@iq`%2d0P#HFT!_iGn1$u>q0O-=S>H+oZ5SUi~FoT*QE zt%u%+41E8$x|<9*3FwBN*c25NS#%`JTa4EFS%CM*Vxswj^Yv?Oc*p7Y$b7T^(tq5d zz$wRy;w&%1B*7%yH*1LslLVTW-?TAQLFn+6H)n2`C0lf+;EvI-C);`v_0o;1z0(~g zXQm%;{_Bh|pMuvus_8V{VwgW18E?jRs7H6GCqIDRtF6SAfSg&rU*2G=af`gSsv+_T za#t*V(bP;o_`4u~gP2>b9PhnlL3gCyjlEUK&O7}`t1sO9Uv~mFwW)s@1@yA*9GuXO zksI}-o(y}B3@Dlu2hPJ0FR5s}UrdE-bBBpYuReg$AmVqmI)#(Sq~XisN&JJhjwH>^ zqlLw-v0}Y}S9O&N{3-rzB0JlRC|5^VBq`w8km4@=`L|C046RAv{3Jqh1oZ0;R?c(eeRAuaqd z^midEt?%69=19KjIFEUG^BB8319lB(3wTQT_6+q;0^}`o&zdUsSpI%F6)XZ0+=V}G zS%3<0m&y9mO;I3uJAQu;8Jx96mzo#>GsZO)H|eq|f_5YA+iS%nlVAz0_4V4-V&|`v zLdo34eHXc*1nzIHTJiv)Zcamk12g#jdJ|VCN3a9nz|`lbB!!hg=$J1i-!*if#?4Y2 zcp^EgaJiAQq;UZ~-IH|W9J9esr|6_1bBF2S`)&>c7OAGP8fX2E*BqY$`e*=KJ~!cB z4i*(QSnS?98zrE#rb0O+Cidx^_r@HgZM!x;S+PMIX&FmI3xvchhLN(d}^CAujqx+8_@3IdZ&>H=iHD1xX)% zC?*2pcL$&j@iv2JMliuvfVwj4g%I}5{g;t^07Yp%qt)YHUi?%dKj`b5)&lT^4r5=A zjwo&KZ1%6DHoR)! z2u}p<+Vwe6hO~A2q{yZ6J+Nk(r3=Cp=U6#5c-%KCXSd2o-sN={9%j)KU-wC#JDO3p zWeX7J-oc|M@44~Y3>4yt1iX{t*_W743W)dazizf`0NM#YAU!Nxw znEpko*j*!e*fa-UIV}p##)5}Aa>3^;+GXjLtg?%=MBza@LA-yjs~C_(Xx+D)Nm|8d1~4e zNf4^XST`f>xB9vV3)vtPpPmoC>Wq%QYj67e=XHx%IV(g-; zzwc%CZ!v_a_N30@L2UFeSl!%9d_e5&XRB`_tyhy`4;xO#`|OFAEJT_FrBj?}LWVo0 zDo&mVeS3L4*!~LopGN-ye9U&%V>ZvCKH!W~Nq1M*y^Na^pC6fY^kq#Oq4WX@7>t~4xvPGeT4jtOW&i{B4p(ZqTD=flH1m6%!?#) zOr|vRC!Fo6t(ED{-}t4L+m}X=Fkx2w!QjMGoecJXGgyU^u#Q!ffX_O0sd8iWVnU;+ zFF%Ck6O_z$Az?B1(UQn2;Cy8i3hT>2zg{iyyD$&Q+Obt+@^O4HtFOP`wWKe(L#KQ; zzTy{o$!aCmhi-uV%sw3~HT~wD5r*zpDaISm0tU8#xTB1?YiFY@mg>x_R9&)c1{#-6 zo)Z^dCHC@icKOYG2G;Qk#fl_U(6f8wec=$X?ywLcOezTtyP6cYl6KlikAvxb#=v?N z0i~VPV}j->(WwM$>h?Z*2i7&c9UE}j*&19a0mNZu6MUieVp_m48L%ymSyxWU3YSzT z>Ccv=1qIA}SswPw=KlNFhMqA?!ymej3sA4b7y^{d!t>g{g?fQs&m73v+`;*0N6&p5 zZ~^+t^rN{Ok6J!Rx~YlO7_Db_+Z9J;2{CGz4M-?$c1ACJ3VhV5j=H(I{3<(!N#Z&K zuQB|!@0aTON;s$glQx1vbeF=c3)}DL1ecPpAr!Q?)mxo{gng%VxhKvbb(r?D3R|ar z;U)V>{w7f^_tM`br84VKO}h0$MaFK_y2L=0*fK02{G|X@=@hg={f|TV!3OIHlP}e1 zcSbuQxTnRG03sVEkxv$B$8V}ZJ zl1Rs-8V~kQ#1Sv@9eGImh93K!jDqXO>=vKot;p-9jm+z^$Lu^Qe)O@;1I&83C)+2q z9qDUDS~!T`6=da@YW!OL{@^L`YneYN+FJ_rU$|3+hJ7hWsg3mgV}c9Qiela2q(7jM z{wc-tR$ILct)bh7Hd0*8$Ige>lLs8H4}aUX4lW(6^KLDTN(>ymAnOV`ylHRJwW-SW zJzMJNG68Vju7LY9lVC;)yk8`~!|C_V74l+RPMb=kjtp51$LWK<;WCYcjx#pk8Meh0 z(-8uq@y&BWe?df$J$axyX2<7(=Cui__|-7a%@0 zaZDIjluuDJ66_S8>09~bjqv~=%bJ-38?{aTbsn-W_4Nk=qzlshBoT<<>I*PV=x@lh zQgAE!2{xUf(YdHCJ>8C7A#bo3R;uZ}Z3wO@VWW*(61A9{tkO-#WW7IL)8SuUCNDHv zt9Bd{*aqW$-;Hm=$Zdmubh0#d3-tE(-#mWD3$8g#G>gpp>li5#R7`FKO$}^SE_m^7 zi&p}$ek`RDdF@e^%O{D>Y5805i)(tI|{TUh-!I_f96r9Va6v!ql)%ZM@d@|9CyIuc$|2rzy zJC6zRgH}6I6M>MUt%2#)!7y}t-F|&ii3wZ!==r`q101>#-<_>5z}<~AM$eV(tXZBq zpxCX|-d%JR7iT&5Xz}Ogeq7gK{=aJ?7ndPg$Z4ISzp+}s;riz~)>~Zpg^vN=@w=pt zP>*RDuG>A{YfUF)yYY@^fas( zQdE}#ix75**<|50lqLe347g7@>2K@F8Im~d6=j@^u1Z_ob!6k|hqb1zSjX@ZCoh%@ z)DgeaOjj4(s2lI93^Y|lV?M>!mQbj2=;Ld%WZ3v}j5fXOEWXLo8-#{kX*gyM0(*6QF80qc57-Y0qC&z*tI}&NOnUz`Seo+va~}x-o@|yzHHHzrfM?~ zbV_m~VfftxN;j}?PLT5`y06d2awqvO&fYi?p@*RAIJn0m;=nO` zcHY$bZ$gyRwzs*~##P+1f?|1B9Tl{D)n}wt`X9KM*Md6y%k-t+U zy~l9yQ>?yIx8^kHuvUvzR~lj~FRg=F(dyHSb(FP_vUomqej0vq!k%i60Ke;G+6OmZ z7)&o0U~9Lbt%k4myjQcT{XpF2)2*fkkIdwa7)BaP8Qvn$$gfj8KPj>D1F`O0m;5nA z=pT_sUfAc)bgVW3b`(7NWK7lq3x+itI6MoWVB6-IMC>20>4>r)IR+VMjd^TFZd>8D zRox{PyBpBYLi>WxkOX>7`nUYT_*0*-z1={FQH{Y{R8oNIqUK}XW?}}+yd760~YA96%g*t>uxWJjc)qs zUtkyT27N=96u-(LOk zw$DA02ZV3^Am?~KU%i=1@l?zYTWR;@$u#aNFt{r4ViyXQXpM)SA)jmI#;AY)Gp-#d z^U`8id|bL6iFQnFt65e1HHvmLd3Pe7>sHoA1>?tVHAU_)XF!ozPsc0%v|9ZUtc~1M z{Z6OpsCtY+_Impbp89$tL<~JDym-i8UdU`=PjBWrlferWsoj+<4qGs1VjYd&-DnkN z-7X*HLuTaJg}|k?H7Fov`C6q&J7t#Js2e2CbNPEAz_XO`a6KN6iZsIjYbUCj0x-)EWt(4Jw++a!0ES{hIDvX}qoB0SFHUzgc;M+t0hzL%U5T|%7@xv?sr*Y}& zPbCw{PzRc?8zV_&ePrh032FEXqszta(GP2-6XICdN#UOukDTM=7z<6lPgZ5%njQQK z$J{^9r~K&Ni(9Mzg$K&E?ECa6@T5KB0Hn9o5B$GqYJ1sU_J`!v94q2r1~qE7ql53? z>Dk#Wt-Rxt(U$imxPkfdHRJkJL*~TNk*XAJ=5rvMqm>iKORoUmBf<}paE(s)$wxeq z=CX3u6FuM24-cFTuS$*lj{O%Uv(K62fL1;U*~H+~L&G|^WJhI-DbEm>|0IyO+u3Z> zap4Mx4f8&C!|a~(bO%lmn52-il+C@RK5TYz=_x!lWYX}M$4$YYdT+$@j}mG=BG_bL zp7nG84TQZuywgk-Vz1LrHSMg&-c_<_YDgmaO|X z|8Dg57BYEHn_)C!B!hupeFzG?PF+@_XlpDe%pWTtKK>3>GELeFN#1^ z4u{O)^XTONk9!0k^ePDX8lQpQtjhRQm3YIvVsujp|8eh1htL0C-g_;BFFNeMX}{yY zXw(yo{At5&ovA9h5A^nL_FuF8WeV9lEdlGkPwrB^U0umlUfTmr=xbWze=V*5|MYIc zP5&>Ar=N1du$a2*Pkto0OR2<5RvO!&xhDM|Q!VPav~D-BJu|!d>gpj|Yjalntg*%$ zzJD{2=vDkT8P-oZS6?F`n;#6#)|=o2PLU5`$6*P0TpgVr7plf78Tqedm(SzVfqDtU za-e(vt&1hAkz?`V-vvjh3a}K_ooT8`Q3g_EpAoM&2l9gjX?I-(CFk-&8gxpAylgo} z<->Kh-Cw7C?(X-Z0zT_R_#V11)og5R3Lc zkFig^Nb3t!-95-DcA}Fp4jp}YCI!;GCm61sw*do)1)yUKNdHY4Tj39k{R$!HnLqlq zu{72RC;WrDv{pbGGka#l1v+087QFe60Nj#+!sUae(P~9t)3R#gQPVZ1tRuZRw5lix z5wk#&dgv^cpmHB@FYj5$A2%(K6`$C!1#KdoNI!HO3lvI09Vis^<-khr0sEK?Rbi>p zfJ&3BthvUMSO2ierGVkH&kHUt{aQ`^muK=t1K*^-Z36{*?xKc+4tSxVC_B0xCw)O2 z1j2jPvo)yI7BxRQ%@2u0OG9XfUU2+d#{)q*c)-`%sI53t65D(l88lK+n~_cwY9z;; zHIOB%fm<(EVv%aR;v|6765r!(WGB#

_uqtCw{$l@_2wJ(m*Adgcx5_wk8B={b3 zITf1I*jE=usjgJ>xl=N@#ll>&tMF}B0Y`V0_a^7#9LWe6&$+_ z9ljd2mEiv8It#6rQ0R1C<;|<5rnTflKl)pJ9*>C!;0v;^vI6RpK!~dYT&ulPc!0G& zy1-R*LWfZYFwDa_bIFgMAEC@}0gm^L0eXu2H_MJ=UY|T0 zT0f|aPqK0b@^MZSPVzneUGwlyaDM+2xatD5Wua>{t=5AJdO^@OMX9$xN4l?SANUC+ zP{BCRpFN{C#$@kKk6}>HI!5Fq#-t;75s2Jk*J!vQEA-5QN;2P}c={6_qW;dSYm>5_BDvMDjZnIB|%p2Ql1Y8aPK& zJk0G*kSBCpNT}!bFamLo?ohIHWa$*-&r~D4ZUHbL!+QJkZ8I#Br-m&x&fU^|wOhOM*K3wI z_tlxOmtNx$P;&8~MfM@oe||aEQ4JSOfgZ6eto(S*d*}&aHSk*P?q7u-cwyA?*%Bji zgS+hado&U6#fnW{FGp*_SO2>W=0Og~Q~hX)U?RmDr_ksB2;Q{QWS+HDa)nza_4hvG z_zt4S@jZUT7kCaEy1t_D$TJWAwf}&~F^tKr;GPrv;o6t^urKSKfVA4&{q=LQ;nI0@ z+5g+<%@uLrClo6oIb{=3g)m+?G-;6Ng;-D}L%ehLH&1qSg?CnEiY+K46@pZf>N4zh zxx1%F3oo*N^=^Aw4A>2>&Vf2G4W1u(PM1~=3?keeL1PCFUKEEK-}igB!EikdZ7Xfq zK{Tmds<#OWLTAxs?9u#0)dJU!KTjnz!1*wOOu`5=oeuM=pj9*zOF%M?7Z_$$z-g$D zaCawiE_@D0YLK+#xaEl&sQJY*X9l4kv0yRxD&o7`LE-5H?LXFgIV3(Al=FYju-_aQ zpudF*#?N`ow*TBMFl)(JcW^uvv}g;g_B43jEFuK=w{#Hru8G+|Dn}D)3?&qU%Fx5a z`qUZReHO)@(6=y%3*3JZO7J4qrrKHczySFkGE&z3Rs)OA&{Q$f4Vg;zWw#8K9I_gq zGaffVoJyWAHmr2Vv4ualxG#FNCyv4xgF z*p)&s7KXrLXJg5!#0Q$ir(+yizjGWx9GJ5$FFNnH0sIQ`qv`zEZ(S}&RAUy!j+TK_ zHwrn)u%xb1>?(BsjhuP11N+n7Ej$zR6uMKDq3=>w7pS`qAO(p^D_}b`fBfsA24-)J zg>)B<%zpIThGyACM_7DXpT^N|zEd$!Z)HE=2CJB{VgW7J{Z4vl`3QSO$rNtZ9QhC0 z$iea3h1bcz0cR2h_alGzdF=xa9gMkZO3_6yntlJ$sGk^+Nu$57e1h14oIYqa^t8AD zUD1-mLJY+pE_sZy6K3iOymb^9`!AhGm|hq5m54Tw>hb$7Z5$0`)klMY{hFrx61+;7 zoiU{~5=97N4^uBS3`qyFd-5(}*ibB38kZ z=uFWQo#zGwkf<>?poLyu+L5vuvY~1pk|T&VsfaQ{^i{ug4H6vD@To5hR~9%WUSIUP z9CsIO?4iZY(Cvc^nz|OaFb;wzy2`g$7^7dI>dNw{k?vL{>XbIw39H}ar2l0!*&180 zx(Dt5sj=5%XeMx({gPl{flJS)n-yE7@3>*%l_ z#Y^n94?M_+2S{bIt>B~Bkp!DIKd5lCYiRMHwPfJ4A0Ig=F^U(b^k5r`g8kQg-acJ(ueGvudoe^6r3A9NPgMl!Tl)6hC||-)Ca3eW{S8)48-dPY{DB zuI(`712H(61v+u3VFL|$q%-14d)u90`-<}h6r`10iLU?71=1kv4}W%YkB9mG)s@uz|?xc@fXB4ByX_T}~4ugzD(3{xDd4{XXoJp1ar9#Y800n>G1=k^nn zjM z-kQBXO?H|zF|H6?Q^6IH3Zdp&HqfH|8{Wt^8^vdGr>ENmRQG6;Xh__bGEXuKKYjRL z;}{Ht62vk?x+yQ%&1D+iTx_fQHR{BI;&1th@hOH+#|rj}V>>J0oqnM`|kfKsQqu+4d_8{C@bpD)wk^gBVHG%orw1=Y~;vHhGkJG zk0f+V0wYWn@!3yb^QCRQxnPHg{Vgc=caflj(bTeHLPu#N4LKdi$V7TZq5ej;{k1suxe5vAu!>bx%WoQ1ht zOhB#50Nzr$$WizI*6?~&1VY=ts`o=bN2Lq_qq#0c@mpiO_r)5Jp(oJJ;TvE9SXIVmaZt8;@w<&yTlzjc9Y zNem^>sr!~3F~Pqx$QA(tDDhS--U8M2c@!n-3v3?{lZ{%YQqe{V^J~zszyV{9)nWSy zp})I68zltaokmFgpr3JP4v0bBsaMg0C}6Is^68Z58A27r0`sPlVfW1L!T*u2A)pxv zh1e>F^_+$N_{u?Th?Le)j~EqOGNDzU5CzC1M!-s|^86<@1!AjY=%dM2(t0X4?9Y%r za0iaSq_IOl(S};X+6}0x!Y8}ryZbJNUTuiW?(0DD%Q+Y*?WZ-_5C~iBD{t;EpxuiA zo!M>ynq@K&n)i1yUK@E;Pw5E>Ie#4b90n^0=;H6R4b+2ndVO}ax4>K-hk8&PA;_e{ zxxC1^h-%Wz%->AV(T@Vq7Cdn*GO!Q?!SHE4_#S4OS;*fq*Gi$h)Sg|~kGu**4YBQ? zZnSGqf#OivNwIP3g)8M%0S_ciKs0bbA)c_m>xDZYmI5N`Z`B1e#sF@vIsJbgyYm0j z*nQ%+kki=P-&qO9O9f>i1DugOm@YbDi->=MfXpw1>aBT+0qSFYWW5;7``40IDWkwB zA{BG?I_P)&o*RoRP)0p20gibT(wCM3=uhd6H2bl5-JS^(F7u-V%r07Z(7++*hS>{H zTtol*@r(mwQaplGeq?4q$gAIm?_)!hRnCWE*uTfx`5`(ip^>ZxmZQX3=!BexRq@0z zHhy>3e1EC1AJ+jF$UxCPX1UL8-+Ne?V-H+dmqEU>g3N$F9?EAlka zyr{+JwZONA(-ZsoVjd=41>lhmR6T>-{cawrZAYj|k|_oI&S!3M`u(tlK-q@hs}}`x zPE)bpK2PM!eAJg}N_Kn%koG$ir_Fjtz*E(Md=pt>Pp$Vu;BR3Jq~uctYE+L6()91;Nen$V#(mwNN;x~u(|A2}#CQDSq8{iP9E5%Bo+esG{139^+=27xpnbCB)S2ta z-7GiQ$=o)6z1G{c`&azYyoA{g3N<`tE3rnn20ohoS^oPHW(Yh;hn&&r_kSOkMxP0D z9}evg*Z;ENUFKbkFz|4KUOQLSQ<6cTDp&H^C%!bEzdhvp{OBoV;Nh&`Ng{Mt?Jldt z#XvbSg5X**+TTHwWk2m?r~>a3C*hHTb|Twn#gO?HZ7H<{zH`WlWf?Dr7P|1;^5+8?J>#NEw>QxO69#M(q9W#q0wO^qiMCllR6t2e zi-0Ia4vGS0>TUyw3Me3gN|LCALO_B6L4rt@Bql&Il0@Qt*2X?MOYF>_M~Ieqdr&|3p&S2HdY-EZ{drHmR9ZFy(5DKa7hM3uXhnd$3{J zQ-i8uY|tSH_bE*l=WalLLlMaku}hkMU=WwwVCUhA2^S@JP_iIt4oMnEs!tJ!wYrzq z^-`n91dahI$rdAR8ddt5H)wDuOONK%-s81|Zy}F?f0P9rc$nU(!s~xca$y8ID12BY z-BvgrNFB#6kU5j0PEt#Wo@Tv4zl#8rlA51W&YdvsS^sAw>`Sg=O;kwzp`qeV(R;G4rzv_*o6) z7-oqtrtQ*5T1h{2mlqKArAW0oPX_VmR8T7)x2^<(Z}e%{4+}*3<1?u5?S+06w)?k? zN{{4Lh)irVo}bf(z_+7c4PW$qokfu%LUGLG4%5v@W^Lo_Pm;3LwYhmqx|S*ujJ#7@ zhMDRr>;5GzmJ$?*c4domh0yG3%+*6DysDZ36<3@`nGT*c+Lpn$1Jp&7#xv!E`ojt7 zu#Vj;nI9{4a^xo;SnaS&=J6(%PLt#t5h5>G&SQ|~Jm@otMf3Qjo3QS;PTE5Vw{Gqu z$eK_j{i~T@Q0zCN&y|mxLmwt=H>L%|BvOtwNMkG_jvCA8Wkz*deSz?bV%ScahcJ+X z@h{P)R!XJ{CWm}A%08+@j%TLPl>m!I8S@N5*IKA1-{L_MG?Md?%0B;*+UPTsKWJYL z+@}aqW%tx?DQ!W77NL_%Uev;ra!;~LR;N=@S=#-La=p%dsA;BXIH z5b5sPBq-n{s;L9ev5o!Qi}ct=~E7ncDBtmm*^o}c#tL&fZ?4Aq%j zsUM4~0+aDVoIzinh4T&9F>i0r>Tg3$$u4Ef{&@3T)*Z`dFCyu|5J@UaoQX;Pd%I?lf}Za1VoMq4{f#do41E zdmh^bt!OZkZcIwf2DMxKA#5LN3tI+uS_kx>zmss2l=2Nw-R{1zeD~|Ksc5MJ-^m5N zZ_};m)9QoG(UZ_KjnH^{67CkLs(#hrnFnTp6db#LQS4Huxf#1)&E_rdiTtLT$o9+K zKa4%k&^wf$%awR#Hw5q(kI-wzW!v25dPCl6xPiv3@J`hWo!9hKc^MERPK;*(e#o$( zbJhSgvIW`~Nc_C7UlPT{tuD4&k8Y+}Qf_tTSXrg?;mPf(6HeEKDka_?Jz9i~A_^tl zf}3-N-uJSG<5D(7nx=DjdIW^;7>=4#-~0C~?~LZW;a~^Japu9h1#taGJVO@g1D$um z*k49A;QvU3Mf*j;mW@bKa|GasCW3G^E;C(G1pSWP%f6af11_z0;CcUq*18~Hx(BSp zece3oA6tEjsogYDRHGr7ex}@N8&!8Km6$K|&$7v>fXU;n!s&kn^l8}ET@l!?_vmRQ z;qS$fx(Uk?{AAcVa{v|ipy!x5s}(&qyLczPJoKOdKWp2SSq1Np%!AU~Cp;6WXRd_+ zMoKS<(#PW*4n4{`fd^UI{~b>{C+s@`9K?T1|Fk51;I6Rxt zoDVP_s}W75KJw{gMdq+xw~~m&i^#ShU*>^daL-{)5ow|Jh174=`B-biljkKI0%6o$ zx&e5RM5*!5Q+QmcdT%_!?;cpx zq?UL8;IK4cmsO4~UYfErta;7ZlXY)dnd5qEcp{(oi+nkdxs@4unk;7&%?((Q^P+~E zO*Z%%E^?s-(K&rm}nn*+7%d{XQi ziH{c>XzByLIo;C4?OnRLZ}y;$AAqkvrWUa9hD;~O6n4#=3^&@H2Gr!gl3}lK z=}o=sR8vGOT9d@X3^Oo1_fJ`TL8MSaq$^ptA>${jZQj>SIyFV=-Fj>RIT zHrHFSsd@;HDiB~^keGf_Ahx%#cTPb=MJTf@GQF5PV3&o}(5L&`jonHQ9Qxt$@Deq& zcE|D^`jkxzOlkzQW{JGO@(!R0Ce`dc{0HU?Tl6%htvOa4YL=M0HYd(-7cEEu zazy)J(+tEHSE#mp&aWMiK>FS?lI9~V3k!Vx+d9C8VPyi0l_|?~%zN^JmmV;5HPfm= zHsuED;u}ak3c03>kdLrz*qFt0t1z%d-h6B%N;R0k?CtEuKs1wq~G?H4Pv-RMAZzN&-tDQmsH2*U=8C*j{dZ6xqfwyin;%4B{NUdg4mvy9`*_JCQq2 zgvYcB!Jmb=|98+r6jBqY8a8d2$}M;56SrQO#gM|qKx?%sUB4#ptd9M$jDA{4Peabb zXF~mAz{Iyx<~+pBcm3VvH!NagPsQkaJO%~$B+IJt5gM*YzTQr$c#YWFXX?DH1w!B(o_T4<9wxoRNBm_w zlYvW1Cr0cOsgoU_wf&=TT+tf)iy_NLg|yIaLIhorS? z1wAjgYL2rXUEuUBL_Xr+H=A9X(mUG4U-TsL?32QxZuYN5y;`n5vdQB7$*Jc0fTKkx z+~2wJEwwe5no$vjCd01v$GSOx&O^*VdG{=#uV73f9bCYd{r>X%<%ivPrMV@NZ$FRI zjV%5+<>B3Saqb_BtpD*vJ;PZI)QtTn+e@O!Vqf(= ztf@IkO~fsq`?lrVhw^GrjW%XAd*YXTnKD!`b-fI2`VO3Ln(rmIQ9&pRGR7l!>$mAAMHR`1ts#Nf;E!dh`aBn$u$6AWI~&$wjB5w5j#mgKUlbJxebbDBE$ zAaGJsEJVAB%#*p8z3B4l>#70Mrr)@Y?!`{PQ&e-`zM^~T33EJ?I=zyFA1odt{A>d~c_C&y=TW-4-&fC$$4x9u zVtf{Hz%wJ~e;Q)QkjG~L-|353k1;sudBkR>p5;@s_3(R+ZJV!f!V)HwAy2zOKZTRl zj!*~IuN-Jvv1qhj#I^*-gpB-U0|EE{c{kk&D;@p<7Qm6LdlcWXtjq~CK_PVw7Y-;o zc5SDYO(d*P_74ijHnkrtJn?5uUunW#-OJ`LRrSeCtI={eH?1Q(ZOVpqGV*I|XZ&Lj z3j^yvLC_*){mDV-St#!EJ;xTbNHBVe*w!K1%qQ|0+E?CsWnUVht=(NiVGnV|dv^uh zyJXe3b53KaeDar}%EH!Xo#BZRguRz?rvF+c-;8g(?&gs=Jj6> zMn#16oUkX?ZGzLaHg~^etVRnD_0|C3@49?wV9_AY+k@}ZbgP@0} zZKi4x5T--LV>nyp`$tDgOI5aoo0ye-X-C>PBs{pf zTXkJ^oUra&30}9C#^XwbZ@FQP{&b)AX$BqzySfXjg!4?t$R{1y!eRpxsr|0*#&RG0 z)b6m#3xXw*Q%T(kbxBfnMcFl8w`ran+a>?_oGEe#uWJR-mMjC7tJzUwEA?155jLnF z0zn3>N}i{G-|*QCoz{%0pLFLANel44{G@#CpLa8dE%^T4$;JmEF<<+4!dkxHLD4)7 z6lYVU3luSVUuOyG+wLiibjbEtX-W_}6EZ21*83fq*gN;@S#9CI3k#3(p*>h;@YJQF z=LEdAFK5T@O#1TSo6d|O>0)8o|6-vBRb^aq)PypT!#5b`&d{49x#sGkH^Awdbe=dH z?#=-p>Ngn*J1KV=bvAz zZm|ILD3j9onss&!jQ@H?+LbZ!C=%eac+;TVTJDFImt=Y?#YF~r z2{@#p7|HO1K&cHQuVI$A{^Qizt8!&~nkMdkyL19KTuyAn4hDOPj+edLc%c!lGbr&t9hE zee*$M3F}Fn&vB8j$C)zqd4pa9y$3GpZU1%*NO;yPj*YxwJDRpakCpqV@4wMxjs&lk zA9AX(iIW(#smr%!U>Uk8ee%4ERs4D>j=2I zhb0S!%N7Vb_!O!JY%z+031T#KTfZ#4{S?}@LV{$_VtG)|R2R1CK${6r}w*Otydza` z4T;|-+$*y=yU3}V)b#w1U;GVy_pXqIPQc!DFp6GC?e?p$b_>E*X)OR7v z%iB7HOy@FtYjXUJms_?Ne>Vc?YcGg5Dvv=2Uj?~RY%L1n{cSx^->es^hZ^AZE+%)T zg_a z`pF3bbnC)4g88j`aV4EL#~@#t11!zO;5F#KIHgNjOq<6`iyF0y00SkRNS72Iol1vv znA!WnDjuj`!OWSGMF2VQWsB%^3tJeJjA930=Z#*(tBi{guS34n5Ujv*T_{J?e}T{B<`#v)O$uf4Eq zUesp3c)(Gf_se|Et`jfSMXmDSx0(&4Jf$=f{LzS~nW476)&rUEtAa=tOAIx0ehfkx zjuB8ATX_eXke0%&^oG!xnDm)fX5V1k+mvEKcN0xjYzDMa^c{#B1F3fh^32QhIv00-nfqsXNc_#%oK zYN%WD3(ftudJr9EtGCe$MHcTD-~b)U_M&a$r+f5}z&Pt`TW0=zk4UCmP9<*WPdARl z0S~B^CY>eLIaoyK$^ng-S9+u%Ai^eZ^b??lM!T5*vmlmrbJ_4LXgWaugv8X6g*A?1 z2(ZpcC9-qpk=i6--(R2s*-li~7eG(DI&0O%V9(*ITZN7^@IK94oA853Lx!{6q=Y7VOQi51 zT{bHj3ll}A781!ShJ}Pw9FE^qePu)$O(jTmRU(OvP%kp*Fe(DwjK4*D?eKbUMq!m9SXjK-|$y1Z#rhKjT?KX;jn1hK!?E55y7`EJ~X^{3-v+25&Bo&ZB6}k1sDl{ zPe3GIKYI!$F+f;%r{RdjXIAo5+*MBYD=6ED%p{=z<3hmV)rty|8p^p%RNpnA*v^e| z0TUXje3`kYH4qBU0`^SXH7VQ7PNx9^385;epgS7ET(k8@vfS;>mb%VnRNu!(*yR?Y zY$5yBXB}8;kj`l?^dLv;h@3d|tXMidW#y)6EE>xH-DyMrex?~out)(%d%x>E#iWeN zE5hev%h2<2dhJ#7a~y%ek?Q$0FH6tCwddvW=Q#=Uu_+7e5uQK z%IKFl(GSSSivkx$aBi8Q8pwA%U568((BbY`MYlM>QPXysdtu=Gr9r_SHKn)T27~-; z005;*DYq4Yej05HZqjvy73V)VA^4uJedkTSp^tl=bq#OM>a?I~j^n=E+nF_@{ab`iCu>~ApIeAbfvIGwpocZxtCoF`d6z8XjR5M?4g~z3!7}XymenyLQ zXRzwP7r`^I1AmpIi@ASdSps`81u>*TT7#Lbk&xOliw;mSi<#}@a3J{#3F6csXLxO{ zOA9bSIPHeu&S4>`qi^QsGYqKbjc^GT?64JG2tzzlMk8_c7kSuN8e7xQFOYQ7kD|7y zf()b)OS^sxYNGN!`XtJ3t5|6Jddw1$t{eF4FN$%m?10{Wi^Iu9L6l@94C#LZV({!K z38&&gkd!gdg})tf&*>r}OR)DyeAxCN+~QZ``M+3FUrnNWA1TwlRBu&0@T8ZiD`H)G z+3QSjr(FUGCG5&TR4Qc35ahz8^R#}JXnQ?N?RaAW<{2^FhQoPL7!9uPnBrQPWYZ8D z80A1C9ns1)^3q;LvaIrMY`V^F>~|;v&1UQWL8FS4F~mA@SLcn^i$Mi)a_ zYIyP>(fkzgFmq^xnq}Zm5@4=**?BpDx+*Mmh*#P#IO(NX8aWN*U?qyx=HL!hH>Xmy zw1~}gB?_dhDozrZA>c%W^GsePz_{hB)0S=%w$tdt(Ib1KlPw-J048*rImf>BcDTX~ zkG&(xVGFMK)*n0@!=aAwY*4|_!8%fhU;H_?Eg5@iA)RO<`o~Wa?TC&xcwMFq(brUd zH!8huF2J6VrRC^sCnk34Z>IvUGG6sRe!gK+@LbBjW!xxUGC1jL=Q`#QgdN15ObM&D zfcrvFUWXQ{GPipZxQ4gb7tIo}vixA_)%l={8aHW{yJ#9{<)3F9H2v3(9Y0=#QL6ug zHd_dCLjm~2UOFw%f2b>@ixF6jco@1df@tS$KpUWfvemKTw?BlL0uxtyB!%edh_y@& za7!NQIa`=ZTOCI`Gf;);MKU-bdo1p^Cb|^?efUMUQ?hrLFj9;eD_9D^i&y=a|1)?N z(2FqZdD97R(2asRg;YopKNUrcTJx0x9osaK6<++8w7lz5Jj4BZ$km%J?`kfW)Qv*1 z?rF}5DQ9fLjiY-(D+tNlaF25D|MvX%lK#XIaYWe=EkU8~dYY_Oa3 z#L%9M*TwGI^`iMHa_WvgFJ*>PH_Q~Wr#$_`HqdQYq0Tyi^HY9Akg2cWRc3zr@IT04 zS|sz$iM^n8oBR~;63h*8eqF+mJ|eNo9IDfstYB0l2J;(5L^e9!Z0pq<3qLyV(!O6s6nK zR2Kc0$3X;_Cjp-77c0a%aE}g>5KSMq6`~i3*^Eepz8i?394~4iNYLraKTHlll31>0 zDS)i2{Ap?4DgfbN%S}xl;+`8qHVm5T3)ZZ`0>pGpkX|sh&F~pl+6nQS?6?P!(vhejg*K zw}z;!^0&?e0L|=@w!J89N5S6cdsTaxd+Ped$6DlN*X0}<8x%Mv1>{l+qR}{{Uk4-m zU^&%us#<(ZYXCZR*H~1j`gIx9wYRS^1HcnmwU+K~R$A3KPUj~eq`AvxHh}jhvHFi` z)FS3!$l_kOooB;brX~2-(Hwfun?3(~PK`y>NV*mVS{E#Ae~DTpGzD4YI0YIp_X?{OPWRceun47X1F~gXDZ;*i!ifuiyXWwNAKC-%w=5enZwf6ad;rHJ}RDZ0i*~V{o34zAkOOT1&hq z(YPQv_dK$vc1rmm2JvY$e|u>*pr4n|baLq{@{dWk0ARhFl4y`qcG3~~4TaNot-cnl z>gzQG)5!k7yyA7_<-Q3K%L_5O&!GYM4ybj^9}1a1#^8yuY(GC;Z9BQc>?_G!H8}U_ zdsHaJe@Sal_R1of%543qZ#86S-E)7dQ5l`x<@k+_{??9J=E*gA|GGH(yu0sOXl`=} zf+86}Q*{Ccjd2bvCka0h>w0J>Vrv2aYqs?O8sDI6j_5+5S;)OKn{7DiuYt9$;^_T| z32T-OtkCRYKokHNxi5$NVfmHMltBQ6c}hF86J?pQPCx=|lmotGgDE11RH)UTIRU$o zG{P@ycEZ^7er_dlmZz6n17>0WOSS;#2)IIqaugwXRv8D#;lgTS;%^tgnp{Z$VRiE03k;<9h_s1;(sR`fTSRh+3FXSj}NFcMcMO zN{2Zz-F4LnB<#&@p+ibyY8C8;yt>v9D z{pPG#qQTO|>5!cUFp|fl1}0k7kgu1fafD7g1n@tLFM5H_8kM-ve$8wv&3%v5B6KVM zQb_lb@H58(XszhG;J8*Wg+FfrJ=o}V)i8cDD(OtIcU<}e%4(z1DWOd$zl{RtzsgAP zY_}D92W>}19GhOC?uy-G==1UoJ7_VLxw|cQY}NI4@lwQHD$CV+?5p_M42c>AVLZQ@ zk{gFktE#}l!?ZcnIkoGI!w&gsF6ivxbB zrXVl8)P6WX=yNQn=XsAKfjTK@P)fH&5E|s-d);*Hfcx1cvp8@Ap6;WAarB2VqkZjo zu&>^1dX`EO$VY~m!N5chnc~WM&(a99N7pR}wR!lnNZO`217txL zjAr%VR9-Q18WZUYCCauWSZ#|)nL-|G5_xF+<%VTYT(k1Vk+7OA-flow} z;fI+Me_@hjMY+GqVistXYPO&JaN068e98dYOH6N4Ndx@DFWhqlVBc9ktC56VRO+eHx;Qf}GyTPHI8`yTcHl{JlDmWdxgl}*KCp(d- znm4Uu*XVOp%^5J3p*e4)Yjd#`m%nfMt4MUjA{?{xDIec{m;}f?77`5^#}WBU^8b@$l1AEpNcE?)Xm|OahJpV5?MYfmJTr3stt(*(aOiid9~D9B&_4{U zDdbR4U-*(m?FWbV->){BgCGCDd({6Olls4J|6leT|L>hwH{exf;m?0Z#E<A3UIY$hmTw4uZCnXEJE{x$es*j%%qGqh81E09N}DII!MU} z4ZSZ^O^-)V4~|SQ@56KD(98XR2`a8lNS{fX-6Yhjg|kg=Un8zAVj}yBzu-*(YGzUP zj<(4pg(xB@oYJ%6U|wLnTue3q)~(JC1!mTt(_nGmAX@u|&hww?{iMo8U8k^A$Lz8# zfXww&5n#S5ku(B1Ic}GZSQv2Z@{8Kl;xI{vRCKyCo zB4VDpOB2B*76tCOp)+ubkWiiltoGq}hvjefXq11-6nA%jc#bn+^u-lf!Dg3)7A!cs zDB#|``&07x&dw8?gl&I{;{&y&Bm8Wh6to$9lhMzV5ydIvNae3F?z1LUH zS9H{vDW-Re?FSD2l94vg27J}&FKZY?2j#FZPdcA=%#n*HOSN5m*IBgMq`>r%u~HmW z(V|S|CbL-I7O`e6tccv-(3~naHb5M*oE$D$kMYO-&=sCpJn*|*>*})Ir?!22d$M`Z zPEQrD0JlzR^xWs?K#J~X_5vi!`e;#|xGWD{uGvb2$WJ)og37)p`853h8-wl+UMrZ_v&i z8*l2aGiu?jy0_)>pTaaU@#o1@))kI*ZT9+F<)rRo-)fYTCvMX^e+DAv79Qoc+TV6U_;lx9;s>cN$U>}!1di3a;9HSIw zu^!KeWsN)f>iSaS0VQ2W$E1Cwu7l-eUwpSgYNLZ|bZDSYc2{TG}Jl)2xQ`a)JG46-p;t{cX9y0t1XRG8@j&<-&r174!%I!XDwhK`O;zP35@9@dnTS4Mc0 ze_n}?sdVrXv8^MVEsJF-!OIzW59jjKe_ikjYr)75-ya_R-~Mp_GnbSoP+~pag(@h; z8AIAKn<$27Q%COR=9?xeOC%*FKep{=P5G@>`+;uU(WfCJgYQxte3Ls5A3nUf<_2rQ zCJ|B5ye3c&L*D63+rd(vArQMd=TaR{diCqu>lY)>K(aPWGkm9tippKpl6c8k`y&o4 zED6)Rj7K+ympv+g&AKhmiV9~9)$v9A5okR00NA$9$4{S@UY}qhHTJ^qT3^6ns8ww~ z=Q4i$_yVO#0qJ+ytT=v-&A4%@3@&j z^xOfGHyfUeWfw1A+#9Sid!=TW2WHQ&a`w$D(C`GCRdPlDteM4ks50vqAhflX@0Crf zlj4gbw2O+3*z@C$m0U+dvwi2zOU;!D;+brk!m+Lb;s^DzZ;Fd!wY-jSwe81_i3~^b z`C2;HLlawFY;x)l;pk-&)~y`himjndHY;A6D6d(&b}h-Cu6uYa!P0&s+jG?}GqVVd z2Ya{ptg{fqF z7Jr99;`{DxXUv5@MCD_hvg;|k`|G%sdsn9iUB7WdH1cE5eJn1C=CPI^Hbt|oPc2!x zR2$2r^S6_IU8YTd-s3-h{AgW$=+WVf2w3ZM0mI`Hk zbEi)?gxICb>=T)(coHPo)5TM|rVU@_fsUY@=9 zcK6Bto|ZZVLyKsaBA{@YA|jU>HWWpAMvrt$y3I_C| z^wyt*#4Zr_;p^`12CZk0dKDvT)Ce1Q2Us}oZrfpyhi2P1OkZ$|dzWioErMqJ53_eq z$_HRE7WD0l(B?QUS8KaBh=&v`jH7)tdz#A)OMR7`lBxiY9GuO0_3Bk{1iKz?dTXx+ z{d6n|K2Ahp*7X)cuNVm3&A{?Sftv>X+8zMx>j0Q2-x9I;;+8kX~Ha=U;+?DG+N{;=HTIDlKmx{TjAES`480t5U7516?|e_|5C0Nv3_>%WJFd z#xrI@A0qN;f;>ToY+T)0pTEo4I2fF;dg;y*}_XLHmYKz4E4h z8boE(uP2Vx?$Xt(>zc56zm_}IW5%_6?Z3eyo?Tg5PBB7}XpsA>LZUV}b{%cPR?4NC zF%#3!qEZ%4?~;Ixqf7>&P|KBb9(bJJ9j`h`Sgu$^mm49CR3`t~9GxDccTY~f7M4qq z=R2>nBCS(VR6nV>ybbp>V%pN3w>ki)+-#DtVy2&LlZ|t}iSk2*Cg0MMEthA0*LT5y z)WSH6gj}~@Z=2+xh(@SE&w7J&R=rOXK-x)PZZ%(7>C{t}ilOjnZa;R{Q5EZ^G;pWB z?$g7@96N+E`#9jBR~|yr$BqaHjAnhFaKa#BHlv#R|o; z&>C?HK|h=tLB7rOHBHxT){oxlDWbJ?>+dC)@6q=4ztm5D{D6HvR;m8m>9L~?0qkpm zO;OcfwJ-Qeyw#_d9Bz?827+Kti}|nl?QD^jR-}#*22R#&wTwe=6vTO^<8S2U zGEQ>Ab>7I!NoMG9f+MQAai{L9c?6V3={F_x3;y+`wl(VflC?8AxbntiL|6+MTc1<@ z5~yx3oc9U=h;xw0R`MA+%^Mu9^qwqe1rWw( z;U(Jx6Y`DBx3Q)~Nt##57Wp4aQ?b1=+sJ=&zMs5_@!|<%gm0z;*S~pEwCK?U+tpHb zFz)z%oyd7sAp?){(U+AEGeZirg%)R+o5<}tf}MGBPbw!m=~j_L>T=T3rn2s+w{x<% zN99Fi%N+ z`_VFymcv0Y!PA=Z<(}UjJ443ot-;>r!2$$K;nv$Z3&V_&Wu zS2Q?v1t0r)RKAaC0q%zTP{zb{jNL2MN7Q@%R+n&9fm zEtj|DZ}`}3AMEnkH24qWt(c%ID|`O6DPjLWzHqw-dxK(BXTgWHF#O1?>&D+H8>=axY-nD_Wx)gr z=A}h)eQO9Z2vqb~WpS>U(B4LUb0^%n!RbBq0*%!t@K3w9zZ2vub4XP+N#!P#KRFp& z7L%K+(gbI#bPk<9H8-KYif3KCt7S>OL3B4~pku(T%z8zHesXDfJqb(M-?0Umcxgr- ztXA=Qe_7FVllfJYO1ED9!Z}+dvq|5-sHiCN?b`#fd62l=W>Y<3;nfh)g9_(S)fKUH zOaAkIA5Q$IzH${bg8@QguikDq^ctM%oXqJh}l4(9CiSg{a3*?^VA5l|YLS*6X$h-ZlZM%r8CB$ybJg?W^;ev(l>n(pZZN@ z?q-`lo7yj(Cq`b^7kPZFXVP)IJnbX*rW#L+IaHH!D&fZ3<{a#f=1GYslx&R`x7c?; zfvT!@N5M2{1=phHo%h$Qy7jG3q08UYUddB%T*%&O@;3c>5{EZ)?SloUq6=Iz-3_(h zZWz5Z=}d**Unl=2kn51DIOM8mY-HY|lB`l^``2_2&A*#kI;vw)v7JulV3BgXqMC8W zC4tz;`#fxZvvG1vS@$yN$jsdSU0vDo}|sovE)yFq!p#7O-Gc?Eh|tO?0F@8zuYZTQ$ug>MOB*l0pGk(;Oc_~$?<;NlsPjwvQhXtkp%Nj#A>Il!xpm7zeNg0# ze_Zc*=ccVfEtHbkF-AEm%6nqpbSqwd77@aiw*6q*=XfOxw8lp!^c^?Z`7OkDZaE6o zi@H-;=T{vy*p#gC08OyBX^NdpK*ZJF-V>6R@jfuPt2?ZKQb(fRO|LZl{JSj=amz$% z+IVK1=l)h^(y}w?T=cd=;7_@q7hhs6xc92YA(hK7fB9E&CCY-DTj{OTwMk1cpv27X=#QXyR-Z?GG(^Jx*5*~H8_<=`SCMo1yub9pS+Pj>iFBOLvuVHW}c`> zc8E@#6<-Z5L+vDVh2Ncj30M&4dbHGJ@P5p(lCa?16ViV!bE)|*CwAlYQ9nV)GwZRE zN0-Suq^q(Q7k96pQ|8DCLFbIsK=Zb*?0VPQIV-ArpkjE{X@8ebr8sZLfwC#Dxmh_Odj(Z;^Hk;fI&gS9u|B&k0q%~N=L+bbi6oiX$0!z`lM*I4LTAM62`ui zL2JD@iFN-?k$iH6=T2-}PCRVG=n&JVbX-DNKjpewwpKOhx1tO_Aqp3Xe;kT#@Ay_^ zEnmZR`l|egCZjoBckV?~uA}nCV?uHdlNC>%c~{a@ot#i}Ce-ftC{SAJQE5Yt^{;gg zHb@LWo9*CSI=h2&^lP_Y^e2gO!z*JdUL$nupiP28NUPp$dG)uw$@3;?I=Pj`&vW-Q ze$?3QTG-~?(wKVU>*2Kd#Te7Mfzt3z-ubSb=~7~Ty%GJ;+UZW8Df8VLj=<5?ihD9m zd}Xcft!$F@kvp|cUAJtG5oz7PX+_J+;r@p|#4pslVZ|sdlCJorm3Ll}&gKqW6?c zKA_ezgU@roxxSJ|VNj_J4ZU((kbZ(~aFf6)tt?bEN8r`2d!}jCs=RS}E;E`Qqw*Tq zuBIkaorBa2=^`a`Ad7(zu6e4Eq8%2iJ|7j9o_Is=&5Et)sM=IK0=f$(A8q2ltK5(z zcmBNEvTp3-zMb3E))~Zd_d8kmdE22=>Hvqaej|U&viaN9NB^lo#c}C-f4>O#GJ6@9 zq0^Gy9z&5fsCSdYc{j_CnacO_`qEvuJ!$}Ld^W8_CPra-Y3sc&<+V%Qx1sQjTyIm? z>*Npc*VlZ-(p_G;b}khuLGb^TVjno$r^iuG;IBkJa|HhBBc_>HQjapD$gUR^yHYZ1 zT*qVdrjfvfyGM!kFA|VbjlfFqBwxw6x+cx9wtt>A4^=Wavr5}1< zG}k4-#wLZjBGB!P>0-ISi>X?vr%yHkBtX-IF8KDKQOg7i2k%Lr@3K`YKV6t87&>}| zIxRVg(5t`hcrw6Fv8Yk1uMm54SAW8EUe1c*IE&QkUbLgWA#6Ld*{5{*_l~xH8ZH8!_HL)i-vF)rKDOPqN`ha95;Tof zHVFUP3_)iMuzKUOZzj%MZFzROTx+=gaymL)AJ2SQ!aU2hu6~27&C7R2k;^^53qN4K1qwfc zVgAoRvHw5;M2YcB~llHfD7v-oGM?LC`r=2CqHQZqT`7 z$&w{mfPAouEIa6b#kikNj$1Zr&HDA)ukR=xKYN~%_qcZW?CO^8gs-c=AlPT@q*(^p zFeF^Vrr6K_g(N*4FcA2}jO97i)4XFQV(XN7nA;QZXFtr9pAjDuJODL`_bVmq`!~*1 zLH-&1#Cg!s8(Vx?hYY*oR=HKTcEj5G7` zo8o9!Bw8`##Opogz;g8hqdxfuplvmg=gU4=W|%~nAnk4d^(4w_R!U0l8^V^gi`owK zE_)vx-qP964;&EitF?kX?xhgpcD%GkIL#a);9$Kljg@$eyVEPl{k;~z#y*t)=b;Q= zn%RwtL}>aN1%OidP7Mdn?bxwn+5I=%Q{T)X#XU>bwGJFxG1it+FoLE?F=~s(AKUbPm@)$pN~R zIwPLfcM2aT@07=iJCMGL$29 z6Vwp>y97Idq<*Bd&F-sKU@$tMG4pNS<#&3^@&g5id5uut+n#j+)fTG&aiMWl2G-JS z9Gjxr{ty`XNhJuY)op)#K~&41Jba~(dxfy2-OErwO}|}eP>kpKTT-@T1()r6k`1oS z8sNmqXFu(J}-66_~fhM!|N_xwSR67?8*BnvMbXC8A;5F zXHu5N$q;LGK1p#iG?BOcqVCpo)XUeTJ^zOBaHL*hp@;N>`q=}qC82wsd*6L~6JpcN z^yEuRX1hAswF%2w258qmyD(9$tp4_wS*Ixb@6FQF zSoe+FAD|+46fKI#0*oQ=?Y!RZ7w)&a`Xv24y^yFt_46mkCZe(Su5VFHc(wAms>xu< zY^Oojt0v|(385!2xiv%t^zO*2fxDtn0caB6c+TFuJ+K=CU(u)lq; zes_nn`J91Vut7kzYi#SUv9%r9He264ndflu%jgwDZ>t@p-5VN!)2Ws3?>Q8ZL$~bZ zk_EW(mRlylm8i@+<08jK*v3qfXL;K3PVv-L&!3rl;MAQnv5G3lza66Oez{iFPf9pDR`nY zS0?wt#K=NzPPc>gsQlHN{fx@}tGq_RyzDBL&U_H#cT1Np^^S2{N6KeT!XN~QpFHR! z$kV&s?-GFo2_YV!SZa@~%X*^@oOSiaEHMi>n3-E&@ovgl*WtCro7K8;6z_;0`lq%h`rDS0(O? zO6k#o)MV)J+9q_|OHtZMmfNA*xryD*cehIHShV=75VAbJaryv^`$0xIUUiBHL6#vR zoT`B4VYH*yv5D^hV-NG*TN8u5CVZuno*`8#fApm8-gw;(s0|l_Vl}RTtip>5d079C z;0CP)jvl>3eZoD!3p>D}9Ra?(mR%urV`?w({Vd8xUd!9vS@y@+z1%)(mBIKl&VuHSXo_~khvDu1_apT|OY`(1!#fWxViXAXK ztm3Yo`K|M&cj(g?kToxxw_P2E#Zvm}?HR;SdaPW0;VBA)Ks1NT(nI_=mRe0lXLC$x zKEI>LsVZfRxRJf^{TuUOpYfs7Pt*3kH`Z8nx_V)2yxhtRoF%nl`Z5)Fs7fv@=`|@b zdk*w>7o0aiI7TP)IlXwD2 zt-JQ#)u~R&Xi2&11NmUM3r>$kSA7kwmGAInNI|@Fckz3O>2hOl~Q z6BSpdapZFFZ4ZwZG~pKrjfm98yv1rzi+JxfpTxPQMK5!+Pk(qeMpEm(+LR6e3%=d9 zPoBrcNj<=7821Zi)QmOE_?LTj0@O zjN_f$Y2$-DHn%w)aQ8aN`AyAva+2`;Dy#inv5u@m_)`D>2^;~NA;8U@7Y*E`BwaMV@{{tl~P`UsB literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult_20_Yoshida-3.png b/experiments/abc_outputs/err_vs_order_Bmult_20_Yoshida-3.png new file mode 100644 index 0000000000000000000000000000000000000000..a01a242e5626ea3334679cdd48f73d64da007b2b GIT binary patch literal 44567 zcmdSB1yGg$_b$4@!azkN1O(%YvB@n+he1e7$0h`%OQajWD$=N=gdn)-j!lP3NDD}( zAl;pteb&qGf6qO0X3osLGiTx}aXzWIq2&-1M1_f%ez{0!Y06beNy^+Zewg*pNM zJXS+?5)S4=zg^%UU@xv=uWVy%@1+0I2qmX)|H9J7-qOtAnxoN6J2M+=E_MtjJ0I&c zQ+xXtb^;t6R{#ABcAJ+b9N(}GZE%;=Hp-_z9k-sF?zZ^tRsI1pgVh>fEV;6=` zMbUTni!Mx@48F^A_4QewUzSf&lcO26W-8x~e3!X)n%RYt^g0#k>5E#APP4tG6F7a* zl_UAMEH7aznz~AI4LM$pLS00TXJk=i$nnH2)Nwd?lTxBc;rQUyX%up0Ld|h+ zIG~^1@X#z$$5AR$*VSxqqf0@U_r&UuT{~`+u;kQlS3d5~ zV%)yzzTO%cq5ZP4@Q)9DG81v9VYZcbG&W;DJ10khchuc(z%WF(^9)Po`>L&?92|3m z#*M6kHi22Vox*bEw(gweR=-KSkB0>=TuoXzMLsTRlcV}z&1ZAM#dQ`JIi-nhe78O7 zC92~^*qr?vsvtjTRji|B6t1eYJW{E=y)@kQ?^*V!ljj+t9EWThHX1|^F&-NolHJzq zs2YZO>lhLhy*GUE9$T7@{!KAho67ry1rt%3NbQ$W17<04>BAL6XrhA%UVr3Z(Z)+A zCHAFsK)1?7LrA;4g3ziM^+nI^@=-aHcn?SFaaB4k_i4dVDR>>Pr1=!Nn21}lQSW^& zFnt~#-JOmfO-o-MUmbB8_2}pEeYRQHCEtvT{jX>hh(y8C|)!-Y(iMPmw%o+iiEpF`RsCQIstprq*))Ye&cet{8_SRRQ7e;g7(z|97kNHHLSH_sZO>pJVx)U*;adXQXqTG(^tHPiFqrN{Qf zK(wqWdaHx5JzD)|c{<)}M1mA${x9m{wT6kO;ZD<*Y0bK3_)b`_*?;zE)!EZE6U$8k z^{EOpC3^9xmo2RG15YtJUt27l{@j1A2ty*?B2TX~Xuw*Aul;)o$D`6o&Kz-!6 zkawjhw3m@KINot;7vBDwkzJO4otx0CcldEC-s`Y`X}hQC9Yt}yr2pGz^1;Ld-3luw`2tNEf{Li4akd z@|-?uTWkwT^mZb;!oHe~P}3FLz~oh-U%4}?=e}BJ*<2g)0K@-V4Qth%8(;VIl*isi zW3Uw_$^C#x>-tr=?jJ!#&8s;|UKxw~GeaUY{38)$eD?E=g={plS|_ z2yuv6uQ_&so0W1f8#jpNuj5IlvdAh@dtB}Xe&v37%Y07t$joXb@o?X2WSK&ep(FR; zaDQ2E^h1+g5}WYo`T!Wdc^X~kKR%AJE>oY#i#@kyw<92&n4>u+8 z1Nf30>8+UAu9RLT*O@O_c(;|YZ<~mrcC4_N??bNb=D_zEP+5g&EPZxcO3O(`4AmE5 zaHJ0Jh{QERQ|5*t7yYT0Pn)9q{q1vZTMPYj>)n-Z+k5c`e{Yj7^M_Zw6WW_e+9d36 z+iV?*9PUh5#wF)ufCs~Q{(OJEHGBPFy`6W@t9aDYjnFB>F+62qRZZAx9=VBCu5wS) z87^~(S*#lOaFnmLt+W@l6>(hX^Y7VTa;hF&5e0Aev){TJ?8zLB=JOB!TSZ2ZI`}H# z+SPHl(S6;5LEORb6ovRbh}Nk-<*MEp51?K)vDWJfcRy+2I_luyut{%Sq8}4a zWhiRXEPA*aviFu+E46O_lh@(yJV)h5Xa7jC_Z;VGvIpnua_TT+?oul1D&t|w@{Q@w z6aDXc{t4ELpHLrJ>o+wtc%8Zta3*O7Cz^hcSeB@AmpWWfv7eGl+XuoV7W%Vnw^V<= z-oXiYDqetfp#NhNHy`bJl+|k4yWQ5^pTero>y9u&1jT#0SoOC?0WT5r%2f zq-yHRGwhNVTnvMc@_N3nrkp3M(i5Q`Ef)SXHc{*OK%rT`Ck>UDtzNkQC)1>}E*geG z_w&(#sWX1)4^gE&V)qq8|oOU$-rZ|-Ud+FEK{b0iE{wUE?Ese@BS>nXA z1sjZnNg!?@)>%%B%DQ4Jam^f7K%1^;N3ip7Sb*QF#IsImXZX-IhP!>+hP%!=?nJ_N z!C<0+h^`wZ$rW3W|BkOd%=oRY{#&a2MT+neTlY_0jc>+F7#reX-xYuP&W4x4sup5e z9!qVIn(md}(9KzmeUlm%@JAw%jwQX?V5r}@%^>Oxf7Y0llnUo^)&5ctx;^P0CjD?+ z2>oPYU1DKcarjENr7a^>Sa^j={VH>CimhzG#6!#Nk}CTl7C)mz|B{M-`RZqa42=$! zo#Sc^L$-Z7OY*{fr~g5#$|UC7z9#4SITADBO!fG9ZB*rlyAnn&6?g-Nj-9}sXnq&D z_Oz0al4Vo%3XzFQRuLPq`*uP!6ZJtBJDIfIA67N^j^tYQ2QtsWR@>UQf*eCga)o~gwsxxZ#Qe5mvlH6ihM`vW- z!`3}MAl1{oLQ92Om2uJz)@vX2++UPvR`_%e=Ltr|Ttg(C0-HWIGjpcqrQI5fM=7Z0ne`w~HP;i_cf``C28PuylogwwZUf4$IS$tqM5@4mbE zr%ORJ%WJ80Iv?GOA^@ZGM>@Li3Xf) z6D4$ml|zwwp8YGak?P#xJ^he9%{2tk_nO9Oi1eJbsoYc}K*H0PJM!zxk;(%{*OO!c;rFU+WT>DGF`H+He$X~ju+x~TDT z9FCYldNExFMfU3($ynKZwjkE~^7Y5|yjoU8-E`x{iK8TIbFz}-;KO??9 z7Ot*a+Of9!rDQg8`(tD1?Ou+unMCqt9vb%F1}Ke@ku3pnw`%_#Z{cS(-ah*QD@Dw( z9$x- zJ<3gUnMe2*ljqJKD}0jBFJI;3PpnRShYBt|h~<=))&! zN+UiR*`-VrQ)xkv0`7q@mC&5c5i3)&NWzd!ax zju$AJ^+VQP(c0@7tET6%NiF{rY#@@C1%O~_bbtHaZ(+wj%J8@qSPSQ{28Xz^Qy z^1e$IxTUpKA@1!`Yir#uJ4#gj-A7dsVkm9T*y^nTix?et&jd6ZrB23e*{G)-hnH{b zczui}PrIR{gUzJyWm2Ue!d+J_pMoYQ9G z9{QD=Jr)kTQJNyRzM>tL3ER~~LbzU+9m}mtep0$xgQp+|8C4VAuM?qYsQDPB@sE$U zX(NCUy_{FBJk=q6;LYH_3SKOh_Q&mdk#rU8gkqgDFZ1db{`yXHxj;F!&JiwBHJO%= z+eG!6;=#N1T+!H7T#EZtm0cTuO812(O!m{=Q@hgKY(;YUAPXu3hVK|UBE1<2HvGhSqA*3U$%h) z)v(S)V%oBCrD3|0FDqv3(H#lu+`{{U)@Bkz zv?*2%SDh>!cFA;`Uazn9ddf`I@s&Ze4Zb8+fT zA@LMGwVFUi0D6FWsH=D5J70>qWi4g91y`;%^#k zDpn5p^D=F)k3{Tex^COw~~t-UW| zo)lf;-tNyisKor+Bz+5Oks*C)h88wOtj4ofC-N_(*!o|XUez~iiNf?}h9Vgmy+g67 zyv6V*>89$9mf1DMPmlNgG-W56)zi+fqLmWSnQW8c=HY5<_jR&wmU(rT%~W9zqeBvM zFLlI~;JndQcf?DOWYS3gyG2fAggjt=3ztcB+@(e!`0Z*FT#h}l5uW;7^!%hgacHS| zHA$?|o8%Z;E9K*4;*GoMhEs)!Ii=F|WYbL-caayZy|svD%4hDQ%fCtJ8P&xchzP8;h5H_+!4_xu~Ywa}w?$jA`>*6Uz` zsi2y;Rb1Ulom{uBl#XX%8;w<#=Vy-jB53>}XhPu}*QJzB3qf>J@zBfWg-TOv&uga3 zRwHUPqABfe2Tzq6Ls+e@79?WrcJopy0&MSZzm`^A``pp9FW$AN<=3|M`1Id6_8Jub z<>9GBrQCyF0=_J!)okWS{9Q>5vX@_g6l2dMQ5o43F1Jfc;7MR8JMyE0XpRrUK{BT@Fz zTj9ZST8)kY*?8Ov2fF#Z=)sCTgqp_P#(Cr>Em0l6hO6A~{HtW7P)eJVK1-V+r?C2? zX~;kO3+BA8S@|d+b>xP{)H+=lwrL5W$gEE>bAP3K?s_e@wN^0<%n69*pfj3T_QpLD z&91G7cpW6^>-nXKoimZ35%$}Z(tyn6Th?^JJ71v@3h%U|S$ zig6sg9aq^-+Hfon3`Vcz#U+xaUBaD~cw})bp=&KNd?rz^F|to1`zsC|ow^pFe7q!2 zPZR-L)jP?)N$)p!Y!64Ok~F-boYbLM&zDP<{iM_(FgcjSPf@Sqwpc{|N6S7wnB9-< z)8OjaL1h)PI!{`v*z2FG*H)DR(hoM7!e1;>yiu7b8tk#i$4w3-p{=cJqdaYgf_t$l zb>eliu;_lha8o&f=h>AkCF=uly>{W9?+oMq%8v^s!~TX(-Y9W0?mNDDV~ah|z!dAN zSgvd%EqhzInsw(TLn2#>ChzQbJS}1X1(XcW!)BON3p+eKkH* zbIxM12wTM=`9duV#VKZ_E9!t=COF3LK$$A8`tGYMTyHkT3lh!aF(7QLZrHbos_-6-nWEK3j;;nZMn9E-C zQ$tfcG~Cq?z$7bU6Pq$iKarVfx=RHd~@0FuI>Em9%dm z6-Yw&nmGM%x8;4fN=JR1-$9b+4c;bFzAD^vDN*^^ATriT6W=kY%S)_Se& zDRZ8mTv}_OnOC>#3nW9y5Jl1TGU2(C-Cn?D464rw(1l>iNF-?vKJMu0O&(5d6e(2= z#WIRwqveV>`tLrPUpsB4)oH)AH5K;mlOoAbe^@oI1euPMk>i5XgU!kH!GBN%t==>f zq*IE!8jq~V$3?9M3N0@ZwvnxSt*ZVu()oGrp=N%y=pA3Z>z~L$oqughaP#no<@s1|xR&cu21?bAc4k?XrW2 zchcd(n|wLp>eF>%^f>9Bp7i~J^u0So{iLky=eGNhKE|c9J?dYR#yAS_72gZ#&)Jx3hMa!eB4N0lA*@gQyxTaCPs;0aY z_ZV?rqBGIP!g6RPLc3G#{tME-eMmUoaYbC;s9@ z#<>Mijv#to_OnFkP#V^PmV5m>*5Pfjy|GClB4yY4{8keZKjz{t3}d3)8UYpLS1_Sr zjlLPom#8l&dCjYlIkK>10WzyjQ*49mh@1&FbEAl9TUF$zE3;0B;3HYir>?^iwCab> zG5#F;m^KY;gr4WF#1{jLa7|mU^&98nLfI=;OM>~Qq9oc|>*;M`1p=JUkH33!k?SXZ z^O#sE{#Jf;Wa6OlE^Qfx(#b+qhDQ6v!^cIg499{24^*+541Fawsi)E$KB7K;>U)pK zO);nLWJ-F~&J$Z13~oT#RQu$OCmL)41!-g3A7xbfo2vBkVR(qszG|2{cfDm3j;S`9 z@}W^+!$1UW^mScj+_p~-BUX7;px_@x>2Ycbx>!%9}SyoO76J#io zm$#}88s0&+U%GQmn77;Ds{XJ;uN+He?juM3s%K&=6kO2}0lC+zUewi$FY+I=+O63~ z*r}$NzVj5(wS8VVTe};XELJ(CR65K_G8$5r>&ZH=3~Lr&Ul1wz(<}=-iD9#1sq<$8 zJyw1Mj=LyU5qUA_v-GI zaq}BXIk<1XI~kdRK-mSVTVlT`!;?9xb_}-4Eacu$<81#L2-Zh7LBYdvO^`?x{e!wPBz{>d<(>I=dfzbpew zBEB!qP&08cOFFBLFc;Dp#Iv4IqL8S4E-P2w+fa42K!~{VPSlcH#-U5oF5`MI6OM2< z-2%9i1&L*nEON?AB-(GbSGC1)Ix^z~1eUkh5v-q##o98k24QL2_$C4umOJyZ{&_@* za~dht*LbxwT%H27TX9+?gY(!ca(x38h5D+IpX_EP zxG?%cqM(5ar+A&1ilIbrESc>1Sp%1g^xYOnzF$3lbIyHS#t|NpN4U}Ady%v1r$o2< zo6|QXgIjb*asI(OYjoc<>|Q;5bGBoXQ+}11OE)9Wt0A&6Rl=Vmq{FEEGN(lDWqq;F zwUI-7KH+8V;`@os+7*Y1H+a+E8BG03<@29-;GQQ62pYDcx{vo}*iIdXXU7V&(AI=A zo207paT*G1$%LzeJX`T=O`%&C^^_(`s8aYGYu7LBORMbEuG8sA80uLJ#PM&n|2Qwm z>cB&BvCd634SRsBIm^mNisqQ`G`o1-DkG>(mS!l8$;N#Ah+zOL#knG#r6M~3W za_acn>euNecIw<-9{;#nnsHfIJbVnvey0fa7cBECrA7T~Z8?MWFe17w0}RU-fEAyR zI2WR{c>31>_TUZygcbZ5nL*o`&hdc_SND|}L=CYGc6#Y|g0^2Ng`4O$6#B@2Vf1#f z2IxA7#9(R%7PMe@$W=jn-97?p(nVb5d+{u05mxRgx`+^-qDf$!O*IaIvNU(-2N1Ec z8!&+;mR=A=G*bsxf)>hLRZnV>?O|#dWUO~ zd**k&g7BMkb9W|lz5&Yv$Zg>f47<)hKUi!-KvLjw!b0wk^Hiclz|Nl&*oucb+4nts zCkF;@qcxKYN9*kRwf5CDjl%a35al^B~UmuyBiERwA7 z5AaTumI6RHx4yC$)ZD!Wii|wZ58~8mrZEn)oy=~c7V^6mX`Kzqjq~ZuN34&M3|qHx z41z-JwTlufy7$p~RX2y6CxQx!>^8gAZR{#R4zLGYTlIMF4rmp6=1fBPF~BqK0XT}U z!WLU+9kwHU&F(>aqshl)Mxe6xaFM!Yb;Qvki(a4J&RC(GUL7YL!o6lz(1e>u!;N1JvFkgaby-A=Z zOH$MAE#lf0{Q5sz<+S^3Wj*3XX7*MA1YxwRfmew6SRXZRDZPZ7E#uY)f7D@gB z>1&23hn<7OaT*o)!Gbec!h?+AX_Lc$Sw0=yL=zH~gmfoX4}}1QwWP0Ir&^9&b+7xY zg83?`VqX`yxyX!mny`Bqs6#&}6zqi~u%IcDIyrTjFjI3CnU{v2hsx!92>RIiN~t8e z3f{`~offhV@F%SGd$3S7l=Df{?Y!!^d0k|p)-hL_^a+=aHm)xfO#BW(Q&k6ApftbI%ZIP&3DGJ9ATzI?&MXZV;hz@T6@@YEq*M_40IHqexd*_DciDKZ(_?AVpB$;) zTEe6H`Q_P;L_P?GZfX2H!Sy(D#|L#hU`6bK?@9p%f<+hte6xkVJhSg_PMd*N$n4Ks z8hL~q9e|zC1@1YNXV_jDOa1b}(S21iEqb%f)?0bo~!wL3U!x@~S|3bP1fBtuA0dtqSt&#f`7VqutZGa6+ z0bU{nxEb6hE|YH}zh0=UgOzit%ec(9Sva$a*-)DpaEal#uOb2)u2$83itTtKn%7-w;! zKVLA%^;T2)BTAbQ6;fiqj!GsGJkSXi-$dQL+*T;PESOMoa?u8nV}n4arD zV=x(arfi7R8Y2VYVdiK{at+=WSthxmyP(91 z4i=b8Ed*fXD-4n-3$_w`UdAvha?TV*0m|tfBF%FJC(#80xX*iAi!nNglr^D51?6}T zM2ebp_sv!4L_OUFfX2=kW;nVKL**UU0?HKC#aqbFzh1$~?`H!1AoAX;fzvCjAwBz5oJNN`3%18>W!4nTx<$ zmzFjiYZ70sQp$e%CXWE3i*G&+l#$a#7TKk@tnwRgnStADG~Nm#me3fI( z`HrRWkb?+ceNjV#>@(QsGusOV?ZzoH<8BZUBt9$Qz?KcP2tof_Mh*ob5(9 z(M%ND2Jy0)zUf?wBpN42NVIolwkNCA>v@GOy9`^C2n7*c`3Jj9OJ*HTD6 zZ-$J39#N+`B0|pTht2R23C@X^IM6kT_d;@XOD^;DJ$tR~u`;+!fU33 zYIJ?z*ae~Y#%-~mbb@um9{Ze=ihFgY=KRaO*_4#4j(z&s<)os7jjq`bl8lY)Oz?}K z@6{h^X34V(=Q!?$Du^^HS-~9zBve-7 zoJM2%C%K3Ot-9;aSZSKyX^1YJGB4e;f!s>r^{ET;E*mgv+}caPjnA)bwQyt4ZD^_GZU zLE;x$KPI=^+2yn*a-Mt^5rF`x8+-Wmi-Z}-+ODI%Pe_@@SwNzl0sPVXpoit0LhPo zrs*Caxi@tHZZQJ^VQdCo;u_t`0=j|lK5LE8T+Vj}G%>=z_&n$NOY9X;T0vJ9Mu0d|9W7-kvrwx5# zIvsHK9w3X5f5+tMTxS*VTFGJ@bq>tfCzVU2Fak8A$~j<}euLE3GIrmgNAq?J?Ktds zd6QUMi7f&jX-O0r7y6*d1DHVzGUAN~LsrGZoe%?umO0Evc<>@pvVy1CLqLg!0-g|J z-*h+Sd2!v^YPA;SLmib)aq)3*vRyzguF=E{Kx>(;u>X1d)b(Un45I5&!E@Iwj z91q95ngJ0_BpXd7+4P22SimB6_XkBCjS<1TN^wqx5N5oskPXEiBFLJB(P>ZLzmZb1 z^8IXq5gy_hpG}Zge9rWs(Xm&gc8!?6!Q9MVZiz;dJR|qLT=|dgZ>zf}yg~ZiZ&@t9 z)4LJr-`Ch&ezsi-MQhXuOG0kd|L6%N_wguV)YLRag zDy$Rdo$RfGdmkV7m?RmKCKBH;O}?_kwmW>FJqBy-Z1HnYyjj@o(lT9_jT3Od4<^3h z^E_cXd$||_rj>5-zFvFTn){x%A=cGazGuqTR&t&rGCcIgBl~q$nlHM?jc_ZO_c6D| z)bqZdVQHa03=cr1t7s^Td@+$pJd-1Iz|s$5lmgp}GKR+`P8j0G_X(d&K7Y~?St^+@ zK1*zJqxcLfw14u>IoI`8Voa^Ed~5W576J_MTyDSDO%=8aMClvF?bg^Gs+QU)m&u9QRtrqk*v}6)3(#eqC9XLC?=v5@&)mYE8ACMP)Hb3U zzaG=GOKy)#*Aatw-p-5wg;K+vJ~t(y!YN^-YtJ?UN~W%g%Q>&fUSpM_`R+gZ6Lsee zG3o3Jat+fjZ|T^1d$WquW)87tPJeRJvoNQ@y$Y0*kq{47eoFk&i`NyF-RY>WjmT16 z4!;ntI(M3e^0nBG6Krl{Dm%=Gj{WJNr4rnO?8@3cTLht1+uVXctWfI;4T-+Y1WF>I ze?TnWA~R2d+EN1Zv}<)vOIeq#eXs$kmGW5)Da}duu^YLD&z%a9`bR@=$?Y}8AmD=nqF^n9>JRjpmT3CV8DEP|KYH}$ zHSR%%`@(m8ZDylglKa$T>1mWxpZ>eB$lfP1IiYRRC!Ph-3OT>vss9E6OL+Lb;*GQ4 zEOH3dcmJyEICP)4ybfDZ?ta|LO*Bzj|CwFEF|KWcp_-_L8$O9;uq(R&1&wOWr@#JG zrMB+wty6xsyHj7$*|Sbd07?t&>oWcsMx^hpPb$EF8&z&ghw9bx`MkU8sPV(uoz2XO z^;=G&(2oBL_5pQ2JZa-pAl-fR{Na$|1QFu|9@+pA1(MdJF42p)J8MBi6|J*`$Ph~^ zIwa^Fo}Gn3yVKigSv}d?>q@4Pj`z>b&bqs)GEesS-T78|9D4%A@%lHBL~QSDW|P`SUJogprtGuV;79MaqSye}+_$!=#)|l}Jv< zo!alm|MQfNw}qG)b<9Ph`c}VVONjg|_jNSptVUT{p4aWw*r9A{c`t%)dt=$Mz9d?LsoLW-nsrv z#UmWOs0-o~h>cJzq$TEq5G~QOD@1YX$-D(cTg?7B+pLy>Cq&rl-T=g`bisTSFa6@ z|Bi*y1r8R);A3q7bH^d;(OB6^bfxClEbwsBhr4rT|ixjFL7JR z#;)+mF>zvsVEil`#zUs?3U)fLCRW9qX?k?s7AJK7lbCyp`=xv3z zTZ*5Qq439vdPM?fv}^I|0CV!$sZ!A8bgHWBbT3#b1`ihgvket5*7!HuAZC*}#qi<* z-Y&v%>LtbDFzC$5jr!o_?E_6D`hiUadEc;?;bSb$da_FPCV087ENuIs=uqu35K1#4I_=9yH z4O#5(6idkRYoPsRa*kpvMU-$iX6Nf~yIf&oRPaUaf148aZ4PHihaM(kZ5TMw!bQeo zHLqqbcjkskz5d!JE6keD^)>(JZr+HHO#^}!o`sIp_hhptzUV~jmj^2MoiR7fR0$ZiA%1d7i%gk{MNNlF=Q0*i|Wt;>zJZ6OG3R~!T} z#mdIdn;~C8Z^y!hP<{mQO#}Nu4^RLj*bi6lATuKolHoA9TbERWKyU7J?LvHFtf&XkWWaIEc~9Mmg5$!Dl4nKQiJ~qjuSJ>ufcU3( zg_#h*QI%Wi?MT%S-WhThHz9}ATfqZq5kcvXNq~RUi`X8l%CZY)hcVf#$^Qo;VTDN| zj}!&$VnJmt`xIyKIG>V0GPhGjWBLDuAVto6EUvvI^A)7-CSD;x&k8y~4H97Lbv`Gn zI!nBmZDZ4L>@}nh;APGj<<(Kk0Ig~i4btQv4(X^@Tb<=j%L{zUGRM8)gv-(@d&o4K zA*o`#`mZM@apaE#vKy&2b+-Js~VhpfE@o1tM<-xYx)AL zm>@Zmh>#!=B8E;Vqx|f;G4laIPLL8lq(T>|?)?qL5azs8$Tz%X<0TnGKr^Ih=PMAc zqe#qS#m@9<464B1JAw|O5D50K%#qspj|Wa8mlS*zM&?V%0C^+OJ;Hj9M! z$O?g~`qnO}L->S{X&bMZ4z6u3kBTB?1G518W>5Vn)HdWmQP$=ketUO%shhC zv;I2!`XsqDQn!JWE^C2$tRTG#!BN@rf8Nm4-~%1k2I2yFN1SgWq=V)d&2(3?oD9Nx z9fkTpF-0Cxz93>zpZJ12>Or=B8VAnis%f~YniLYJQ6I1Y7h(qBxcvTdwU-uvGSfR% z;He5W0H@$00L-HRNS7WpyW{eRFaZH`Am*wOG7}9C@NY}~bq)bK345CbyU2&gRq zI!nr+;{aD||HjEgI#!NGUEhKCu-ofz_l&@$!81_5`c;`xLqJ(h%@QQ9;IfmEUp}4G zJaSatE>P)!{NjXKID1Wa6j*Jf2Du9%c0>S~<~C{yv#+C4|N83KDIQitWR;>Ivir~G zLO&N9FvF@=9LU9g71@u~0Q`Q9u#qAvhg7|9IeB<^@aX?UYH>|Vp*sL40y}G>Koy4+ zN2r=(j;>Q)DnrFP4w%gX+^i7qxn~v)W84Wi&G2|W!e?qBQ~?C{AFKfeK5uoqmHyuI zCrMq@SWA6nWO`H-vq@|I{CJmw6hZe-rY;0zS0j}|0nJX(OaQ6p)qFb!==9(#Hlz=Q z_rNb<8y&BkErTz9kat0fqthWkZ<+g00BFrFpnrDek^ywWN!uxm+gk_*!0EgAT+r*Niy()kqdE#q}crcVV z!zpjftmF=~5J2lrL+N}=+y2HZSNj0+KBywJI>{IUbge_ESupOfR82hO&!#)_WoEiI(ZB~o) zAZ+$_A+Z}$Q;#5}2+eWc;x_Wo-~LN?CDk3u-3}*xI{iEpe?Cy6C z&(#2*NrO+;!)3UFb`e1YJy*5-&y=fYm!TqK?K`Drp+mrvcMLC|XhAt|L2k}LAs}oi zpjzP-hUq|7M2@2!GKANPU#dgt6;jm?1+qfr2as&w5HRqWm=M$Z2=8+9C+rvG)5kI8!|1hwd*QrG@~pgo1K zXmH4WhVUt?8(K)Heri9u!%H@&w0?Sj>J>>4@S}@9>P7neZ&~X-o zM^ZZFj;&}^BorUnL!XLdcAc`Xh#p!lmJcHgTV@ve5;SEGK6_2xSzNW5WzKu_?Jw`b zT0)fZtOo(?l}N^j^d{(pMiBWZ&REDl$eR&re^zjGSKf84@%9nz8Vo@%8h^xSt=&~O zL?Kv|rs^o9qae)A(ge%bh1hp za(j%7h){_LuzKF?Ch~#5KWYP53W1=b$cwQWpLwJtUc&G=PZ8iBM$<=Fb|J;lNJzm* zARQg1JIG7ELYzn*ISQ#BbuR&&)s*c#a!$h5Uo?t=+w`g9Ay_J2?P5qUQxFeOegGL? zD_-7gp&GFJod5AHK@uGrhft6~*`t6dD1+UCUlnvhks5ur7YKj4u9(DrP(7Co)c4g9 zUF0!8%i*0z_j-!+6P96*S=bX0;m*aKtin!d1fiD&n$3fHFFgGOQYf5Wcm=s=jTMFj z)X47<@*BFGoW(&UG*9%*1k^{je*cz=0t|=vX$f+S4Il}OikUz{W(Mg@h5^Evp{~W3 zrNn|IfRE*I8w3--j)1fFuwrn)Cw;xbW&9Nu8V2zdX5fF8SMW!zX4rlL(-c8_mQx;i zhX>@2BnW$n8i@R_4mHS22`*QJLa}u~X3R2h`UBb`5qBNVWEE;D%wkvI@2E z&!>U3jB3bAx^z<_&~(E|M@MIFw7NRz=zh#_zajICto+l$>=i5Dxq-vsiDcq3mc?7j zGF+NRh7!ep9#y?RyqwG^?D`e)fmYD!W)>(2n}BA78izI+&4|mtYS)6fI-rJJk$R$Z zj#TKySk3=!Xg7QH+KrEmK=YhV5SuB1NT9$d@!kq_<&a0#x*8j8w--_mt_5Yk>BH{G zU4F*FYWo8Ojx4mPX?;|wSzv5rco1H{%R=)cS?wTl6u*zlGainDNsEs|uJk6g|IcDNLx+<8bdOoE=r8aM?Zzi`9lBM!011z` zhUI(SiU~RSXq!_^A?$psY_fLX7z#+&x5|3b!CK7T89~Q0!>?R7e8=iq$ zL3(T4BJ@FyY*N1XQHH&-EmG6?(+0>ol97>sJ`ik3gn2{??6!MlKMFY7ZKJU4gOOZU z51s>80$$@peclroEg1;jnzI8|I1Yo+HAwC6kHMqiafyTw07#d9m#(F1SYl5oZ^`~- zN4hiwSz}G&9P-z}>=yqImgiZq^>F^WALZ>fof1&~5lwe5_GC1$OO3$D|KqxHAeeGo z#w|a~_Ld-UD#)?}osLQOE1;LNrDKl9rX9v68+I@vO=u#mgaDrvcDY@DpQo_v#uI4T zG;109T5NlChLHiDT!1d3Lms%6;nwtt>0s=XSwQG2@d{c`UBL1 zEYf+%(FLHL)JGQonTfLB4GC_XA;15VM43cN0;IUNId6hR!k;*4o$&P!+7ADdS^MAA zc&kTv@+U-z!VUBGAR$B+83KN0m5lo%J*w8fS|K0yGyukf5kwf83EQfy5FpJ0Oe&2u zXXv^Sz}jhT^`9^;tem}Ob8}N~mfL!$#2(PE6u_m~kgCY6t^Z^-=}oGr9b_gTXcozW z)(HKh2;(6D2x#Zc5TTFYc#9S;M^2QLu+`@Ocz2<_r+g~fq7&I^Ctevg1j`{}q`M9Q2~J9>Mqb(70mmbzZ#u|y@!;I zD7_~;SqxNj`hRQhy`!Say6w>dbL=)CAfkvF1tkkeFe^w<0VRn_5(HEvNTzL5D}st7 zki-&}>=pMAgk-WWH$F@EEX=RbB!RdMQ^y;qoXuDNBG z(nm(63-v2cdmWpM-bSng+fpl+lmFRCmFOxmL?Ig~awX%jbi`gQ#g7B@-lHNZ#l%PT zatjmNAJ9ux6MBS57-LoK!)Gc)9yrwGwDJ+eg>Jzco1%48^2ilAJk)^ex>E?ubw zs{_Kwys86LTuR*w;_&B6e+ijuE>4%#c(9W__ZB@>nWDQ=qGXEUjD%g)e{DnZ9?D<` z5aMF$cF=3{AJtBETQ#qbYNT>YRy|M_rdz~L;3>oU-ppLTjsf}cK~)E6SxQlRrL-O2 z=1Dt*;DM_4TzZ+p^(k&736h3IKUWNVm29kcKC=O5&@Nj?KK7Gtwf=k z2}N%S?p=V!sP~R98IYM7>bV;Dql7SQd&ZN8@kua zKexe7J-B!RZj6GS>lQ64J%p>OCe#WO3$|(JBCVCg_GnnL+NH8fSgcL_-8yE`;W2fr zB^o7_**39QQ*YrO|L?Yt8Z#J|e_1A{+U43>7Tp59Pe9~2 zeGbEHs|I`SpW81-1lm@wqdKp{AqN`4y;Pr;glzr21Z8G@!T_rZN{fOp1<|3D*RJ*^ zHu)pgrY5k1_Uc(@R|;&>pZyF>K_0`j&l+YA8?;bBju@Vss zBg2;DLLns}o~pD>DCv`gP8;lODXsMi42Gp*;YVOVMpD}jQo|M)hV6O1rFWkLv~;Yd zk$AznMZXwP@&P4fOzo)j(6P7fkldH$xQ@45ZBZqZj4I8)P%^|CnDJ~31Z&fB=VZcO zbc%!H;!#Szy9)bS%hwaiSM|V!MJizVgw`k()l(ac3_F?%7{j(<1z*?3)AWJGL7wV1 ziyFQpJA#HV;`sn+rwR=duu`B}qV?6In=Hq_gnE_$W8|q@)V9p7_6(ZsBZ|nAe%-&& zBe-*-HYZ*2_`X~Uk220!t6Br^Nlra$EYEXUunl)7iEBv~S4tA%OLKT4?y&Br*>c7P zP7XJ+=3^x_hS`G&Wt^e8E~E{0fQXPY}>In_B;Ow@vY%@&5m|5kr3pj0|h06ei~E8g$H z!gn+G_p%W*o6_4^ceXr$)%sff`FT<(G9QzQ#*Y0;5!xF?3q zSg<;k*-2R6^>I6tM<$=9Qp?>Ns+Pvh8*Om)Q`hgnm)-9u4Vs* zm8+vHG`iTAupMbBtF^HRJYI2|4CgwqR5hGgAjXZ|8u1J#ns*V}?U#WCZdmRFsM&ro z0E267&qW|K+~+*}&BAXR>#Fm$7!MHbBpgRcjRt+Y%tKk$rHEBRxN%UB?nr3fzA+5qU^JCHPVsVLwgPPq=(kTy;gcPw5pifFu=tE)YGkw2b5eBL5hTTNt`_bvA_D3>BSn@wz?*h{tdj z+4)si{40Yl1#~+ng)I?CrD+tv}1^WjI|*%oAFNJ4Gn ze(G;ZaW?{NfwYqYW*Bvyf>4uah1a7_@T2-y3HfCL*S1t^ zNqaK|npb4rnSd-$=(8)}A6XQXm_hA>Gc6u6oqHmK9LywS`bp+qw2e0sW$inO(9+~n zZljYP+PS^fXpq_6QP8xKPt8I}FikxzfRSlf&lsL|u8R>In``G$9m@V|^(HtRrS@0o z)TkV-ce`re#TcIYYDO2&(R#m1b;dT)du;><1_a*wXbL2idZ=`cz#!*I+Q#F5zw*l- zc7+ppXeBJO+?*$UzA`X3>6F{RobRnp5qBgf5Ql#^Qbz4%3&7t7_zMa6ITA&!8uKsp z)0ZRw{!h?K+bdap7=NK2V{-;jssj_+e1*<3C&p&NJDh%-vM9>-Aiamrj#*(PUQY}d zNmAN-&|_@!)M3?PX^}CaCL4e_7ahsLH;qIs_akoQUFY#7yWA<4AoKsU#cUOQR9QmI zRJYJw*UfB2JcSMNUcDWS%NZLYM`6ns6YE`AU7WGyOUUnwN1dT0H!61`Tc}oK*PmjN zGTHu7j)aF1eX9K|Mj}OLtSu7U&snvzlq2H{dJ+&mw z_PiS7(N|b;gBwwjc(t^E9qWG-U@3(^$gJ2uIyini60PL0%FJBye5Uclx^VmU;Vg%B zf^#TwT!7@Tb?U4!++*zP+T#`cN@89Rxz^jx5Sje^VI!vAgm$m@Djs`TqTYJ1G=rlcQ>u*kBCtuzK zMl4AKfE_?$QtE6mB_4)oWaR6KheXaB5e6PotA||K9Rv9o6@Io@%XV> zV5xw4L8dd;d>wsY*(H?e#LOZm{SrgYjq2d5pdB$ErN6XMX; zbzBNOI~7zwI4#}SD6;e{1)F%|8#tgoKp5H8Mf9vg0&Su_Zwp=~AlBTto=71o=i!u0 zcnVdGSr5_68hX2>nq%z3l-OK!#Vss!P-6x(riu_$Dr282k}J?+j4fqZ>+7ybzU8S?-obLsUxSGf8PTq`H>^2-~uIfWzzF-P2EIXo>5) zf5`Z9?^*;#FC+t@#G(`;m_V{V<7S$|G0*U3s=Zjb0iVoRxI4j^O^CDZfC2jr*jn-P zgbJOHCu7+C17)~6d1nA6q_8o?6{*@UN?Dw7`JY2U&(r^?y77rcEPxmgb%s*4{+2eHu$@;X?g8mQ-+LI|vVP~{~opDY&IRjVNxXjeb3p%66KRVgr+ z%^>rz+_RxG@@gx;&7ssaw>xvDQ*)FB+H`btK`#BV`bNH?0VgjQ{gbI)w^}3{EA?Oy z=>biFfcmv1X8Jqb z@0@Mh=T-gu3v8PN7*0U@Qnb#XTY7i3Qp+;4DY+N9FO1(2zUr8<>CZ^Bd`tevPn%vW zb&RX3xi@^8WUK?`ZFZX8lX;)WORxCH1B^h-1i)ETjG3AyFiYHS+ubJ}HcZSOGP7Np zGMvZdCWyH?4P%{1Ls%5QGFBQxXb7U3>{45(Qa9#O1I%ANKQQH(Nu~Ci*FyM4&)3I%~nXGAxHJ2n!dW-KtaDuN94M_Ug7eZS~e-oz~Ah&8{xz42KL~ zj`Qg3&(Qx5-_Zx(k;dvk9pvXl)qt>AuiXq5Gx$@?W9am=C!#%o25B2*^?eBCJO>Ba>oc=of}_rL zeTUG9Mw%JqF@v!IK^L#CtC@xvk zH7nAx?qhrI8?AqC%|;={>@|Vb2OJRFN|s+oLG1h77;R7ZGio^Kd+TfFyXR&>93EA_H$5vxiGv&dFr8tzsd?fo8&;>DFk2Y$%cNNmaEYNHaoxV10 z7)mmuIjB-qmmaUUmm9~j(c_jvv35%^qeO9iI10~WL2^O-G&WlLRVTr(IIFAZ>XV$$ z%tr~B6Q-p-$!7aDr~5sd+@asPmZbT6s;^?W3y<&v zJox(S$FbwLZrq#Z_5o|7D28ptmusAF5IKCOxPW;vkw$HO5c}=G5%u9Ib5R_;sp`EM zGue%7+_QkjgPc^!s$Y{f%1(gfmv$)8@)%1n&n!MBNVSBuv@wfU`&YlE5k70vb8(cJ zyIi5bcw}b5>e#37(W@6~W9kQZ${^`#G|n~V-|TS7dF2mvLh9y178J>wxG9CPdqQv4 z$j54WV!ocDj|eG^R%D#RB2oWT&njmlOaE^V)rk`@U=+8wKL)?L2aLEfNVRyOEJR@I z!&!74A&VMC7*0ecQ{1onBa{OwjGwcp zYPIcb4G8e80Z*F&GKeXq2_Ke-3UZFPCtcKy-`RZTxC3CSQUC#7L=L1vHphxXRLTF` z{Sy;N6`LstC`DD-esyhQewD!LnoDaz^gBuV!%{+qSpvDg^j!(|0beD}0qoNKeT@A)Or59S#tPf1TUkx#WP}M}MG2Mm; z<@SeIIJ^}q+KV{+n<8Oq{p2$}@Thx8e}ux=j-fS{V7j3G$ube)`O8g9JVh$3q-bUgev2)!GV#s9eT_gf(TfK$&8!q=I zs;N>j+;wPh-WzoYL7w_~{MdLYH|g6>$THEgN}><3#(_QI+viHH#A!AWABNZ_O$|dg zzMN;pCiWa)=W7EttrWsN9BILb496I2Lx=)`{UhPwJcb0M1L;bn8)c~~@z7}nmcVMq zkAI25 z%3&g%j;xWWl)`wD%nwR>y%i@*lL1v^jv^wkmPAe0-FzE(R?DR2Z25o zx{|o|kdY0m<3xMC`2%Y|Efi#sr*jHT^gsL=EVcgfrhNpzByj?C3HcSB?pVV#`TXLI z4;t80CLA^1vgbmLxG4~}%`Fh`s)FoL9l{ccsar``5@nisXUgWg=RW>n3LEu3EPX7N zGPGIQ-kRE`;Urd;s3gWoChR)v(&^TavZD^)p2gLn`EEg)i$ABw#z(Jc+{_pu?0C4$yz@CwN}7H4LCenOjnR1X;E^(InJDcCf|u%9L?*FntwX?H}>n-!MRUP1|# z(o1JN{Cwje{AwS8TqEJ98yAF5k?@Ze5Ope0HOJcGa5MzN&nU-rAtNZETD55ML!dt< z&8*Mgiat?!Oc-0F4`0`~x&C{eBobacMY{4tUk zV|Gf4g`j=UF3q?hrGf73dlV&`b@=r_F!`ud>UtE@Z)z6Q_4R`T z3Bg0h;zJn6q4*-!n@#ZME&xxYu}+0TrP#Ixp6~uPqjLzWTQnbVpNH13-+^R>KWuzSLK^e@%IW}?lmTed+OU<((GfuCV2a`mkWADXpUxp5GhVqS+_wK%&7DaY6b8IyDrl_n-;xUxtH z>egDI!P$UIjijkp)A+OsMN|NDBBLfhL_{~y8AF)aM_i-rAe|w_q0M6527O{@=KiYZ zinv!rYA3@_!#KA_63$~*f1sk0BUPigl%8c z&f4B(3Y(Dc9!va*<~Dx>A#`!Cgow$1#AQ=x9{gX~jPi`zHw_SUusurd1sIp}BdpX$4>G#p z$Wh2b3e6;^(D$;6bQB*SBrUgbVh-@963FMOTAAocc1n!ZL(1ZFeLMr$Tv4bdt7hwn zX`{GF7~oLkoCJRy^w&}Rz0^Bx$6V@zh65zXd@VS z{1qLhBh&%;`x91}$T#3@fY4D~XCAePku;DIuSXZ9wvgDj#hZ>QEMgP`mHHdt#&Y^O zu4pWqp#1&pCcClTca(&Yoxn5p;F&A2r1BJCNO@D`sx#kUn#U5UVmI+D9-DVgA4pj$(?l1XI;)2kBHji$HV{QZk+iPwAJ^y@uFuz0Ag<$+|E%3NZXM z{(Q45t-`1MMD|N#lqaS86i$%(S)MH%q(9l2daKYj6lq^B9o=L+EZY+1RYI;KMeHN+ zcQwo)wX}w*DE*p7E#IMtgKe7o)%%EM(3*Y@fV)Y`h|dz7g3&@Xb7*IFc*H3{^jat0 z!D^{z-vPzHgjMNWKhjO39!u!jw+SDce=Idsxan43M?~@3;sdiuf2eh9Tp8I$vcUbX<7h%d&WgdM|hd) zq-k^afzLm~#MwhAd+2AZ`Vvak57t;L5gM9WtB5OY!2s|+I$4yODot+I7JTIongV_? z6{n@xb7<^CM&q86uaGIw``#oQ`Ybg^)Qb}FJqP<)rNNY$3{_;~zv%a!KgODTa53OZ zi&@ZN>U)PajVvkFyL<6&Qf*clE+w5Fyco>>5}7-cSF-||qF!(6JcohKz(69~{uOBi z7}Mq~zRiNSsKUrv_lh+5VnbP&8Hbp-{u`x-s9U-k3>r_zOq(2)$^UvkdoDpZT>o8034(({kiy~4`44WU&%-RpfHScSn2QInqp?1 zK1h>hbP6d6bW5>sRN#_TM$8A6 zTo?*M^*__-m)y{Yg31Xa_hBqwF_Pu+s1#AxLh{E_YG&eDPZ9LJZmkQc?p(`IvR`g!<^ zgm^P#Ns4jRXB?@nl%Px?vVOB!HAem!#<}jt(@dJ_fJr9kftuOlb8#xF82IfC3{oQg zs|w>_?Bb{g034{nMg?ihZuz18+d1nunUzHmnGy+HZv7l?k(IFv-MhO`@)wU$@MkP; zJFv`D#{(;olO{)0A*DF9s533BtQ~cmAnXlo2+`nurzr66RX#nhzpH#Mn%%J`PX&Wv z8p+anQ(3!Cq71F~Z5TuEn&<{oLmXd5bCqsX0Tidm0#IO|MLMfeu-iT?=@^Dg)3lef zq5zh{25tzFZ13e)iNZoYA=WegV%0pr`{U^o8ra&U z%}{ggAu^ZJQu)NO)%G+d0i!sU0!#;TTk{MGOIi&Xq;sJm2|_t!fisX8NtqHa9Hz(A zy(LQDQ6n3Op+%PfdR!q_5mVs=lU`*R_5qTT{3nm8!jI4Ve5cBWJVCzMP5zylFzJW? zYRX_s=uTkdwNNH1FOWrB5+sC-h^fybUCEIRrVxjgrCUU zFX_be$^?U(xSY0tZo1h{lqgW@Nz1qbY39*$#fmm*hS=_{d7BeFC93S*=lr#@bU{j_ z2;};8hpN9FK*JG<>?qDN-i5ZI!n}=)3$H)fP9Mq_$<}}gouI&RdL&fD(c#j`YNv53 zVarMVVQr#&jdhyoY~A8RKpp0uniz}K!^HsN;-_Lti-TlZC7`A6((%o8wiQ|?;RK1i z?U^^*CuS00&p?-7^5CNoLaZN~^BTLYMu67sO5azBE!cM!Ut ztg;bSKX&(H4_e?LAx!?JVq_tLMi8o4Nj$gRs?ygMn0TQvL#Rku1kkb=f^BNq0VN|> z8X9PU-m4&HoLm{lkftMu!={*|VaZD4jif4oDqn)m>5fK$pf#m|uzRv)HTJ#!Yd7MY z3eY(x!rxMCXrf^5DN*{4janE)-QB=RC=mf5>0DzMA9T_K8_txSZHf>{yYYRgAK_y!sa>p9<8QLuGMD*H9tRuQH)R!zgMn$KdN87!R zr%-wo`#eHoOSWNkgn7)e-N7|;Ars7y@cqMhXXSfE-#>b%PcQKOON>i|=fND8(FxGa zO~u>OT2({M^z-2YD~@R`m?M+O8i_yUyuOWn1nM2}3(myU(ewow+n3OhqZeJFWjV7L zH3#X=y>(cP_aNq~yMYcNW#f?dPLu_G*H1aEpcBDAe4EZj%wB4dL`@jx3|EnyyoEw2 z_NB!TvUuz}@)2g_N1_0r*|tSJP&=N9b{t4|Ttg@DDw9zko$MPxd*bJ&>8-aU8A^O$ zCg_dpFTg62tC6n9R7`S0E*6H~&z;zT+zhC!C3G{OMUv3<_&Rs9q?>_l6^@~7BVQc0SH38AD*2iIjQE5nV;1}f4FAPj@mHnw z|G)j;2SwNwXo3G9<|y;uuCV_zV{U5IXymutk|mJt-7{cs^P;hooW|&&6LOM^%yu3& z_N5@RR*3w!iSVGaa%mjH0}v1aAK%BTvwrE0is}3MY1*DWZf~|uVV^uXY@PCbHumE; zV))O;{#w9(UQU2NA))8WM}b8v^AqN5ZPB>8`1Eh97MfnYuxG~B+jC2{&EcB<+pz2V z-jS}+qLuyyD@$($bT!*wlJeL2Y`oc|v&gajEV1nkCWeef!q6AY{I;B)52Bx2KBMmq zLUH-6RZ37mhpK~&5!s|``jR#v=S_D?E+!25H{<39j>TuPB3iH zl#-B;XdZX}_*`S(K6jyD89SBuBaftOq&YVpQNMKT+{lUg>_^L7*H3(@h1Qc9lMFFy zG^7PBYk7=!VL!Z#BhvAXKt5t){jaGENyZ_X|0)ytv+6ZMH@e^Y~k#-{LqJhEB2*?>$F%3M0;k<;Q`I35bf8HaVa) zO@DcPvG~mV`xDPRH+wo`>Ye}zi@p@YfmN$lGj&gORHtbU0=$^>kJscAKI|R2&;QmZ zY1B4{P*ztq&Eyb>n#(IaxwU)ZR~|ixTeidaiA7C%yb!g0X1G^X72J}RcNO>UecOZw z8U5zX8wFn0EG>g!epSm&Hq~X+LDnUBow#_pKw%qnBsSWvxo&J#--M4nnOqkyDJ!do zZ4!$;r)M%)@cL|Xu?D0q;YSj;{yxBU|z8)At0)W~{-nVZX1~e?2_|oS+XDhsue!|k#Fx1LE ztuSPzRs2w5*N+{+ND^jun|QU`^^22-8AmrN-w``AG>E9MRfZKufyzy|l`$Ca7IV9G zM>jSa`li%Qyos;-hf5pdAD=XjRea+m=I#u>iB}#qn9P{?9t@rp6TmAzkc&-W;>Wpp z)Bm3@?!WVq+s->Pl6>J7vU&9G&6~%(v56L4STV7QrVG9B+hc5OoLe8v;2U{)pXQM7 zs7~zVg{E*HJFtKMel}-S_K9yC8SFaP#L4bDakX33Uu~Mb!fzVGG0SN%x%$4rWuZgy z+8P%xTv%AGt|$8YncmMuG1_TnkL6Z|D1=xrQs=mxotA6Ekz2ncsQMbX8-Z`&@=hvNUw_8sS4Z{EE5SZ;Pm?w|j7SHcu#P2!3PsTD5ae|TH(AHQ^r z>#-aQlIkY^eY=XvGI^zx9clgeSJ zm1b5RvxWCHW>?EFHWh^qf{lZNBb;)bqPIXepvpg`?Kh`tX0#?Xehd3 zAlry~_H4(P&Iie{kz)DN4Q>gqKW7`i4hl>(Xsl(ENt>fzX`+AkHRF__p<$HN+0Rja zeq7~A$F^%Aws9<89227+eGiX19H)kJr&%>A+8|Hp4j6G=iqXkP&NQYSWtHK$+&2cbn~U zRV<$B_g4kYT+~N2enDS>Cr$vURZ zb&P2oWK%m@b4k9f7n3=C_Ib5O#v-H~`l9x$FZ6Of&wF9AlOV!n9ZaDG1O=7r!?VwQ zy%%%%{yk~icE9YC4V@ktwexservAc%R|7dUdltXe0Uil+wQGw64}c}kI->e*9Nqa)pD5cy zQ=a3n5s3l%V+P83s2TFCt(7JP?6+mkSaEg${VD4>@!`qERumZykDg!SjK$J>w{FrV z2?G=!nrbZ-4)2N)r7bU84Axznixw zcNuB~qn-UgpHIe)0Czm+^kNu)S!W)xvPzz}bZJ86dfeqRO)tI8+jQY7_T|l=zo+G3 zXq#t^%H7kMs#>nFe$0dV>ZtoNc{$G<;fDJ3GpNHuF+Wu?gc40mNcTa5m9yyrNHI6@ z^Ygpo-e$dG+)iG<{!l_{=bM7Mt+|y>gMnQqP$E{itWmyWczf;sZN7M>0d2x(I^6=R zv8c|vyf$&mSke|yRxWWb^ri2{!~v<}&!)HCi3Jm}l-J8& zc-8C9>O)AB@dm-Nj_JFHr?S^cjA#Y(h@A+jbj6gxb;u=JtxyMCzjvO&XTF!Iz1JWc zTw332u>aS_GLdKHG8;I0!f~n#>IU<|Pai+tWxD7+awrcqkVkU9dE-XITc$!tbspfU zqvg#=`}QL)GIpI}>E>0p5*Z;UP%5T%4)!+7y6ERF$Q~)STUqz3(IZssT-@B;yR5BK z4`!Xce0ExU8C_Vfquiv2XHe~h!bygi;Jxl(-k!aCzn+kpp$XmB)21G5io+I0VD$0; z*TsEMubooVJAc!>uV24b49{LBR~u?DjlQBru%tz`VSLVsxBR?fVy-It_K96(U(NPg z$DYbxxYgAAF!0%8UzKdcbo_H8;^7Mc6nd*_LLzZ`#!aEimoLXciKLBGb}m)FW$uc) z<8J3mBpPk@rf`-x?`M8?hyjJ=5TfszD#~|bOZ>HD^RbaZ=7zfTFvrk+xB1df)pw>3 zb2iU?7j5x9MQ&QF_AmL0%!mN5xeqZd=U_ESH9t(vn760^KCt~M)?Vgs?_DG}x&Ai- zC9=XfUVEA@vx;LkrWHL}lBpRuqaUD&QuSN8oSDY@&fs=3x0 z%Xn$=$7;qeP8yh^TmJlRb}w&%p9H3z%8h!@f5W*w_p7gG&DvMYn{=?I+r)WpS=!Qu zJr1vx10C090B+D&F0lK}$t=5BJ?&}tiHW-%6iPM;SywBh$RYgVsrO`g4U_GBf?`azFZwkszcpkc|1 z=SfoYJPfV&H1MyvD|0lGcKwnoCuRB8`x`2(PMe2?n(=ef z$=G;a?97=n%nez?l4wryi-?&Vy6 zQ{4Noix2nbl_5zdD}@4&cX>F?Xs^vIZBhDMn|Zb(&hFMc4Fn^-VzZib3(cy4PEUoc zCwPpVefC}ZTof?eC%@BprmeY&$O1oIh5Th6CFS@u`OYo=HXPlTBGbe@K+Jm>Re0^hdwvE4371qj$HndTo`) zGMDei5{7ThKK$aFfRKK69L{13MMD*bL6UfVFK$)SWoy6Cqp31CK|+hcv#e+nsl8wr zrIg2vD}Cf>XLR!M(hI+Kui_p#7-JKCAUs)_>oi!kP{V>-4ufPz*A`OQxfG#G5(YeG zbcBagXXMUni}vXW0G?Xve8XG>(j=fSfy z`PHj^pKwlXNg-);K7E^bT!};N9cfE%=zG+EJ@D-!7KY9+sJo3Rf?ai48Ami9IoQZ* zonQYsY(}Q6HcpdVBhQ#=Rnu+btfH(ezHR&VehKVWhjj8ONj|bVr5d5GB1x3Vcq*}E zT7mb%29!Bcf{E(Ux4h3R*W$XRbz46<-u>D)=(?IWH=NMczN0a>@tmofeDx)*;7NME zMKbS2PCu0F;ON%GGSli3LRG9?o~U1Ms`bbGRb@zT356K{f5bffVOx5K6sulX)-QFV z(m_FUEUNVL15>n?(w{c27cJCC_L@I`{zI1>L7ns{Fyi|<(A>5;vpvps`I;(M_}%4} z@>;7qr=K|~C(p_m{LEuyg6+Xm60XS9oN-8WhJWHRDXV9S+_p`~M`d-oOO}bG+_aV% zgbCB1LPs7(Wv#VsEi1V5HNSCl=VP=^PTe(Zk56L7ecP=U1e`eCb~Wd`0LfDo3p|#{ zyXZaw3=#uZxsm15a(X_?)Gry&TaqG@VY^yy^;u@_M4{(eW}>f8tE^30@YC4dkm@CC zQnp>3Sygex76d4AaVjgQa`9MU&1WXBk>AN?3RWInZ8 zC*3?6)ah*tdocd$NH5o(aV67NGd76V%}jOxRex4@_fTKJn#vI|OaFCWfW?;^oX)SC zx?EoZ>WnkmsveIGk3_LwOtbLo9~>F%wM+?iTE)-5jf@A(U>(#7n5QyP@NklX2|N35 zjW~wKAZx~q8TUm-lW(0l^J>=XyTw~47MCY07UXj1SDN|{9_3_5F*Cd#KVY~X5%wIW> z;tqmQIbHqBL>^(vP5Y$%%jw28=?<=t&hl8_!rn{P_c;&vati5wDR|Ukw z^FMQ`qM#_{42>A>%z7=bQI9EB-^I4@Li)T{LmOPxHPPDnawkrG+}J6jpJ#N7JHB_D z&?b{tejoZ4|KkG7!uBrE2v_82TdksEkm;b9J_?wq=V9PR_5~2TroPnG`7;FlM1{!< zo>Y6`6@~r&ffvwoGxRs9Ub5ok6A}`t>^FL~_-s3)H({&G<_K;XA5;_O%4>u^Z2^Pg zD6PT0*4<(|Q}m^tFn5MISVHEKd^VS&^qrC%lLKPAoKgY{_&RT~85zej`Ri7D-MZB` zCBprT>Bk>^O!HB_Hn!CT^Jz%044MjSi6Gqtdw1=3*%NT1P2elSnn}QBf!I|_K3^2_ zz;l&>+1CIXNrR{my zIl>L`m~rQRewCy2pdB69ywpMzaM&Xkth(z^4joR!#8LGfO{zGpvpi9hbB8N>m$bb+ zYit}*+VkMS=9Bt?GIqu3wH#7G7cNZpteC=HE&)l{lvuf67K`P7`bADks_I>`(Y4Z( z(0ttgw#vxvTUY(5c%2*mD{spUT1F!W_y2wsSXrHFQYL_e$}eyp&h6Tjd9>m=};zy^&FOQtk)D15fQPf zlUuj0z)Xoo7t$Xh5;*v8Y5oi`V)8fCq#HavmQ7cuTjcS_A8!+V*Y1C^`OL>13B%Gh zt+(gRpMNjI9==9%WbVz{G*dP+WxZbX4k#34tMhbKOU|2sxlSB#1||?EV`t@?wd0TZ zDutI}2PAF%rQQq6Bs zMwb%cI=X}Or4@l04{sR|L2Wv^L9~(W@yAxIT?3I9T)nA*vKWycvb0yJ%iL@il61yS zwlQ{SNgNdo1;@SHc$U|XmXtdKZL^e*!X0SYdlHJ{SXZB~`r!d#=PHCM7 zr0;yx8MO9ON>QN9Azz~<%Kndd)~;n$K^~8nu-`-V;o$VSc8{d-+3z#CZTWxoS~hjD zp4XP*EYy?f4liekJEU0M(_51xHJ7 zF@wFW*}OK+^}nuC@&}-^{y&DHcvt6@u~i3TGIU{MiYtgp)gjM(G^5SE2N@$Z5@Cgj z*77YS;n%8>f9JBlJlcLBxM|0_n*3!Z$#v-BqS|_aGFUmwb4v=Il<``SuKR2LhFoBd z$;O<8(ShvQx9Yo`MBUcZH$&Ud_vKMoo6jrjNA|tO;-}tk5eEq9{6PSBFy!lJhx|kR zRr<(+F3 zh@j+!EvwpI{yJa8zYIzI-s=@ob#6t~N17fP8CQ6(KNN#rw```_9!Y!E^Ze*FE^TZ} znLPf=@Z!Vt6l@Jy|Jx(+y%5$_#j;P9nKG|C4~TmF?Rvl(jixoQXsD>JXutR6UDI=~ z-6)T*Hx>G3IS2RkS=Y@8M|G3gsmjctj$kt?mP5g_8rss2Njndvz6B0b7cP)7v;+u8 z)?DD@#YUV*RhNQ#7oNXh!Jz8J*Y?AKu3z3Pj}_cAkoS&H#hU>lyy&v)ZrJ(>|5T~J3&>K*r^XAHFY}bg9+JEl z8hRc2!AdwXDFn$+;`vbi=drWU}M4hAy+RSIB_P|B@+aL67Fl;B4t_n(geN_Se!nsQ}H>4^nDqan0$pE$@ zuw{#`yi(Fv+=GJBuCpWG&xl(!?y&)Z7K@b`os_icQ6g**q7bK;wJIJj?v~qO6lo|8 ztx-#XTFjxugshzbIi71$7=@DslJ~i+`ARq!CNM`Y{0XoX#1?bYF$e#F`^HzVVR1TKY^Hl;I43PBW*Yu6q-|t}` z`3tG~i|nLx?O*gm1ti0}=^?zv3!MuN|1K;nEFJpB8t{s^N%4|?R31@y)00pG)Hyz5 zyvfzNo{| zrb{xs3l0H`zALEa=jRu-3=B~Df@D1G2iu5W37M{>qN0i9{}4>=2?<_x4TWT}g=XWoj+*|j zFCCRM8#B)~CmRVm97mOF_Wq$gQ4`GAG{epUVYJJ-bSSR$@PXC(H)m)z9!_z9=VN?B zJqpg)AlET_+0KvA2P4aX4cK&_2L5L+CxoSG{VP#CYoFkY8GEDU@sG4vb)zy)OO*HS zt)pcS`9^2Gl&;Qk&2h0n3lxJAx}puE7Lgh*7>Ks%-Y6!fPDC(Zj$-ZAdPf}lTf-rQ z7m73}5)c>HnD%yM(l-bx^-P{g8GkS6T0ML-;qiR6yPJ-kFJ4Fk*;ci|lgC$1Qe&1f zTR*l%W6993h}MYJY{?DX>#}A><6bxQalW|_;Th3HmMg4!O_qQ zRLp*!KuXb8G-nQa{%_xD47|s1T$@dTevYM$bMYVU_Xkj%oZ}r4EeKoZ@mSu={mhA} z%9Zgtz80BP{aPY|;q6=_qST$(&wbC%aJzSrXflO)K0ZFi-bF&0_8%TxH@t78k!-lP zAGtlV_WhXy9taS=Z3Twh^KYMR!nrb)uTkh!>Rr~mncINz@c6=8-e0b|n;cFz*J_#t z1G`uzuuLo6)oi;88Wv!?pVeNibrYCMn#ibC>r(U1?MyiY#=lnT+1XZl56=m|u930y zI(RAI)zEs;AtukV*RvNY+8sX>=9t92wvbMhX$9L^Zqzb#viMS4>;0pT*-xe)J)}FO zy(bhDs-7#a=j~cH_uE#B-33^jGx*Cjpzf<1+r#c$+Y_TY(}gu zssQss5aC~J9nZ4QpK-px?|cxbYvwNnK85RFaNGAf)Y>m!5c0slw#{21A{3>sw$Y&~ z*C3&3utw!!c_%JB=HYL-ckf>NYE5=c5v@zyZZDLjFoBgEzt1oDB`69|8?4+sqyahCdO~mENUe5yG|Kb7fj}# zpMRF~+}T$WucBwg-_UYvvP+)yV#5x9qpHAKpGkOj*M)MijCT4NzJLDg*_UK@Nl9cH z&x}zVz+m7FE&q+K86qedE>)*n1Qhm%T}zZI)>rX&0?+!k32ouptOqEg73h!F`BUfzCl@A`94DwXl=ml# zS{*UXlvR`$fbN(Y#JF~u8FEc_vvZ)fi1iWFY3)JVmr#)itEWI1?L;FdNLBI~BU%Z) z$jgfXE1c1$)LpV9Cy5Uy@Lcf@l(PP!Mr4?I+cWTQ*rHQEe8D0=_L$2J_e%|&%fsp{ zyF|F>oJXH?g9&`N9F7K(fm(;aEZOw8Y6R*@A~k#8xDg^RT(B5(#1V*InTLWKP}fGF zNDHn1gke23C@2o0a4R1k2dq^NY+T*UEXJ%N&c84>?A5OuxG!L4wSsNCluL_GZMYIA z2RC>00QjVNX{hAWu!Pf2)yr`#Th=8uLvbsH!8da7^2P(*{d19^c984l3N-2;uwJfI6z z5qBQ4=1n59*a2F|zNgHib7s8Vx{bU3wVv_4$%T}w9xam^Lq^&rZ*}0|xicCO`?xi@ zUIj?1+H}@xP5a&`nlD{^jDlA4imj^0Jb3V{C(u-({;+VFy`;Gsw!} zqZS5UE=qLL_U+rTWy94WQ0hB;vBc zwn7Uytw3YdZ`O-UC`~LBH7q-dyTrKYV?D{IA^OH%-Ia%-L_f;Un!Q}xxN`kLb>J)I z@j8<4E+Zh#Eqi7=UFSr&COXz;M{DIfpe5Jjw5 zIUetX@?kX_{(=7d4~hAo#2Eh_y~BU3q;Ww%>pT9B_(+AS%JE4SCY1+e&Q-G}M)&Si L*^#jA==uK(WS_lq literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult_50_Strang-3.png b/experiments/abc_outputs/err_vs_order_Bmult_50_Strang-3.png new file mode 100644 index 0000000000000000000000000000000000000000..61d79b2293212015390e2b799f53bf230a1936b3 GIT binary patch literal 43645 zcmd432T)Yq_bu39!iazb0Rd4^i6Tj|2~eUy1CkX4B#UGTjh~7jNhN0`XONshNlKKQ zK|ykkP42f3-~acYshWCK^QKT4hwbxqvcs*2*K7E4r1O|gS{owvR zWenyB{P$25$x(PQ9qe?17hzk;N46?fMz#)5UKnEJpV&S(x3V=i(Py$Zd|_i^Wy#CM zbDirZ2h%fK+vhgI+}sxbeFT@)3uEqYT6QgPmgCRwYuI2g4Byc|BFkTP;uuWI^n-i1 zv5t{*L&rkty80yM#@-vepML!Oo2~i%DPLiTT0tJjJKPn&ESg@6G=P&KtgOXl4~7) zj>9!zuEu9}S)%`7ez_fXN3Rbb6W@Xt%+>2eOz8DoDCR7BJt2o7L9a(xF^A#BotOec z46nCd9mf#C>*uP&?(p(|@W*d8J1u=XrV_%Xlhas7XQe$q@k@%(sJFiovcVD`c;RHi z7_%SQ=XoCnv64TVnx-iUFDlK(T>Vyweo?`#2|3&JbS9YfWSR^+P0GJMdRj(gp~#@* z?gXBz(3k5oLE9Vi z5%7Dt?L?Sy;&BSrO^JO1^E08DMw z=5jl7Tg4-0W@qOMX;(J}tdi0)OW5|7-bu(sSQKbz+V>geuA1T(hB{nUn?r&%jKcC7 zxk}?J_t&$gy}2ur?QMuK{aA+`3MK-xxhHA7wUs z3-<3hpIT^o%QpJWOtQ*1WVp+g?!*m9Z2o>dw^Bo)7|+{s^OBC+*0{#4UX60NyXoJr zNfi{uxBhbA<)ei8UDvzRO?EezO*WVQOvey*jqP_nT)f-f$Xz*Tp6omxq;Aw>FjCiw z9Vx8bn_n9b(GzgebNNCZLUP=yY`JbNH)fAR=lQoI8cZaZhlh!8xkqZ4W#qU2`f`_U zNWh@ZXYJ>en0RVE7oPH!2KGJ+Mz_r;{Z5ln9rA)hfdxbM18n)h1$onn5s8%Q+F!fY z)gC>0tJaf}me$Cy2usI|em9MslbYwrNRyJPU zU2QeSIne8|cyks!Qd=(E9Q8KdnUC`qZ}?tOIQ%m0;(ac?n0|_`Z0qz|!p&6CF~U~6 zEO!FgB`Lm0J%<5{Lfh$t5TifWF}E^ciTstr>gV%O^&9w$1#b-6v~v6o6L)yVK*h$vr=S3`#0Z)fo+PP43B9e(J}fD0)0;dI7s|0 zhvdDuHJF#27m6oyvhl|xHg9+9I99n6T^QDNe@y@Ia|X?!v!CnIEBCjjOJ+08Hl5~r zzYf#4|G3~V_>sZs@5i~9J_Zi68HEBT2;aY-CIJg zRX#!>qhqe7bg`oJ&-NLSxevj5Zd>mQeKR}Hb^LRZD^!fJq15XTrc;=R>6Y*NFm2gz zx?XYCQ`eg5OFNZi`3D)gp1>^E6F6zKI9#q0Bkr0L=1Exg$MFeiNMWTUsoTbbwKAWm zby^hkvF=Su5W+GvEVGJ6->dcb+sVwfK5*!rVpHj_(6-^7sS{`W6nd4lWIdSP_SbFB zOvV8ECf-)j)2i;I61&f5IAUKGTrPQlQ?d4`wMpe8x^F@dTrZ0#j=*in{Z3fWU92Ry zZ4WKFh4>z)HR!UN?auhg)xTJ_s<6EpLx_~$%z^1`TyJygc=oS5Ck_8B;wuSztXFQP ztU3C!6`kZRyY7lF9ciwUjx@_GRwnH4<&IF_C2#UeE)tyxHOR5%xa97aZPBHw-ptBR z%WKrcQU81{#MINY^;3)Z*h{%j6ald{tJn7lN~-ib#`F0-3RhxWUQ|Ck#2FSa>7deD zJC%up>0&fg6r%m&r}@#zqRJE=A%oD@9SS0x7I|$_eY1w5R&hBt`CV$VS0bO^k<^Ri z$J1_4#rYd`Rq^;erMI%iHF1fFjNZH|wm~LMue5BxEUeSd#d^t9hF&%)`lV?>j7+`x z?#O85S=CIQwcC-r`Ztmb&P|5FIukbQAwJ3Rp;>q&ORq8yh9q&dRid&F&o(|fcyrb1 zMqOI@Tux*AM1)neUA=!L%R-FPKWXi&GcaII0@I333l~D3wfeiQ#jS16X0FY&gJEpub`%@kC3Z^pxrKZr8jDM@N`}*gL~@0vp8R7 zyGE|0$QLq_103aR?WYH{A;QXM@|t!gd)PrRe=r#%*1^^ekHHB<{y=NN=AUYQmXq2{CQ_gcyjetRg1f|cv6*7{_WgRZwf|CQFouo!QD@$F}>FdHMxtKs<$ zPT_0K^hMQV=lv?#bxFtUz6$YHdMJe5U>Ud~FE;$Oo%uj^PZJ~Z$UDqkW?Z=0U z^5VlVO-7y#&{>szb=%*XwA#S8^7m-3qbbZm=n0mK5ij4TuH2M#&C)H`+#M)!Skxsz zzDfVHr=l{kCM34Htn$;qq1#6A*Np&oOy_6g7}tWf%ZHbJZCMnAr{ir~geIRFMAn*D zzdlCVQsN>d`8b7qVWp9~m2J;$B_QVMn4x5lp39{R2BcE8k6q&EDPJWtyh7E#8ht3n(!e)-tLo3W|#jy<+_Y0Ml&yHkEt1oU6)P#@U#?A)bTUXy* z)TAI((%{V}=Djn^=&XDKXee)6%QdA;Szh2hDt*Mr#QfWYk$tpN;^GT`iG4@4E%JcC zd$kH!k9*_FO}(Nv4xPzmo~c90MV<{lMKuCSL^Kv&>jp1Ema=er?5-Pq#?u7@mJtbe z3a%;jQBpjzC=_7-t5sn_-kdZk&~5?ff=@(X(Py`@y|SeK=Lt)ta2RL7pI zcU`9UvQd=_CU4D1K4;!MCt4}1e{>-^+k0}bY_%oAfR%W)Sw77CWO|2Yb;lb(@b+ZGI+#*!})SBI%tK4+uN!#kt!$tMqDZAns)(Lky z?J+QlqnPwg=JF@#VCCxe{cIk{<*dQt%Z(jlYk8t1Mni~8X7!ONNbdHN!H1=VTUG9D z_hX|u8b3grLKAmOJmo{gg%@IjTbI}DAMX{hL zgE736q}i@NSH(UCEw>WDM>~>l{-U=-Eb`fzTGi=Cdz6&s+tn1WDz^v zrE%<-#vt5Xos_h!ijsZY{v@t{Z3Un&-_A}0UQss0S8%v!|JyM}^ZdOL!akm^!0Ww_ zj5eUJ(*vg%M2jkNv6x{TVb6DC`OZmBEa9ER?w5+p%*^UE;l@@Xr3d8oGcc28x3enu zUk0b9zi1oYyf9YpZ?*9iVA-E-!w{W6XyAx%1VbPXZ1JcZpTiM?q>y1ik)RAw)G+{(`@>x!bw_v{%stY*b`=2Y}fcV%J* z;dSO7p`zKN5R92)bN7&dBMT$$82r)azxg93nWfmgjJTgFnafj@uh zBOlXZQt{2l!6Rfrv*Y#q8pcswGiJ}Gt>g6B{Zhi3UCh;D*M#XpbnN>Qy4DG6NfP;v z=IJFfsi*Obu4`@0YP)sf2ovWT>_o8Pn!Q|6IN;lrkQwEF?#ti(>=6RfW(C_7yTy9j zm5VUh*2n66&GK}2{n}TJzrQ)Y4gls^wS8K8j*R_qnA2W|qJ)_9LJ;E^rz%EjT+gJu zmRhfD--FKb*@`IjPEOhA8q@Fh_)(H71s)VWLR(P0DI@#)3Eyu2g-c``{NqqVr0Ky3 z({=kU$Vrl5*iZj8nrv@Bw%NDks#9uj!GD>Z)W~0GBJ}+OD?9L(fc5 zh24xGw=d@wqr&?MHY<_Q0hsI`la{|Dc#f0YY7t#+;??NsT9G}~ec=#Jx-jbOp>V>^ z2th$`*wH}1OFALeSp_*E+s?p< zkx)!yagc~vuKKg;ot#Qw7X>7G{M z+4OX0OIiJuSIUC;(uETC*@C|A)i!i2VO?If>GoZDofkh@ z`ev0qk6-i?o=G<9@y#5A;P|q-^=qZ9j*^x#Z9%+{b;bUy9-)89CNft)HfJKzany@a ze)}AS%{}Vh?FIz`tIm;naRV;X#l8J=e}Y7lCb7n14u>*kT^3C-Cz$H&y!x~ZSVtTK z)Ka?Z2EBNE8}5F|C>$=ST{oy}`=k^nmB8%Tx4KU_u_aKN$4968#)<65y_nL5iz4HJ%B5`odXmOhPCuOz3HU$)fPtUy>W zUtfkyT}maf^fr_zH$LTjzCl@G`y+$p@w+}=y`MJqFK$>ld-FUr(Ee3K4;5P<&7*{~ z>~;V6@Kl_U*j;-6Pdl@hb(4%iQ|-Ggi^8FT*m;>hFGLG9BXn#PqDOdk%nsk@yhb{C z$%hSRDZpZM!?*8YM1O_QJWuz0#m>UOb4cz4=iJ$#5o$t+qwiJftP2Ta{1qILLmIl1 z_k6Ahu5#pYdU0#%n-3`e-U5ywugI%k2q2J4r}(&$#E}r6kTHuO(i|K9pECnu=BJ z2@ky-Ys=tEaFx}^VPD8KWhR&T@6k`Lhd%rQY4&H&%nIgu#cqU#%O8pW&zh$aWPhb- zD8Jbs&gA)a56e@SaI+_naU^JNwf7xa<_NGLr*}kIx1OaDoXe!tRvhYTu5x;@b%$~! z_LKk3ApUL1brdqG6NmxhOVZ?j&a#c0vu zXHyrk{I#rx(4qCQ>XY+VO86wNlMR{QIsC0zHLux{UvKN>_<(~{o1JOlkbNW9Me+O6 zH0SDjRMmC5u2(;$caR`#wX#Rczpx*8m@>6(KlSCE8vSmN3xwQ^OqHKPpLb>dNo*k^ zOAcOJ9I1>g$ls8ZbXn$EJ@uK_yN|Q6@^dn_$@7A$yiyz05a%Ur&+~?|yp>csO$?e0 z{{*(i>!x(48W>M*iHQsZO7yTzk7~@&>X}?+(EHH*z|fNAc9WWxMUd;)vqL5Z9)l|y zKC(J|BfyJE%?geKBy6cD^0XT}`I*FEl>Co;nS&=cS8Tgb0e9AJG)0?h;clpvzpHpD z0UsJxK%S97UCtq+FEKHGGa0MfI&^D&n)uYi*TGO!q$_9d9idk;i7%SWfVD={6ZR6j`Y2<25wP`rio_yBKpQ|HC z?TJ+WPpFaG&hFP9+odUF`~J`7i1a{1X)NRODx%W^!FBVdi#E5M)}JPf1r<=;83E=h z*C#-Dbvy!lxqhFU(U|x9$j01C)RiEgpWWfg_lF~eQf_2EjaZq~ba|rYwX&{xvUVU> zxTGwWTesC%%}oot&aWQDsKXy;x*i{(&`{^ZE-`Fy)eF%IvmSJ+<2-eSCO)M?JT`{5 z`5Rl2kp`M(X1e~bWyaSBPh(?F+;XQ?9d_j$ekOI3jPaDI4$HTD&Z+Sw&+H}fnNY1S z&`Bt`JY%P(6y_Z%_vEH{GW1 z8by-E{*#Z1+^Qc#wNt zzwU9=a~WeGSE5|2bGRP?&fK1o(5WX1#BpKO(Y+x-Z`>`)TL;GIRrVcf_RYO-Wp{VZ z6w^Hm!<_vr)l9#OrQNX2TakI&T|q|LEfm#|f{-<$A^#*J3Jzh&uDkWy9M=TN4o-rv(Rp z%^ZFr?=^NwcSLqb+90NoZ^zPkepP6zvQR)=Z_D~@SB*78a^8u|tNmkW#JQ?4{H7CD zPub6ZE~afb)|&PAuI(GOJn>$qH#m8DxwApC316d_ult<%(9MdumgUG1Q~N=qSu|H) zW$c+97QeN!+^oiH!@XOf@ zEPI17zwhTX^6}Z)P5&;eZXfj+CfF}%<);LctT94vyN>>6tIrSGcF6bLbZ1Gp{@lLS zDRXx-^Jz>ywemPcU0$s?H=(i;usWry7bN}aS`bNABUWHpCwO&*(&ABjf;Vge?IBCnF}Y0bvk0Ul5@jEyFVmksh# z;yh1bo+q$?J$$ZzQ_z}!B#p_e8keOK0QfTGDAg1iDacD2JNyY@yuOQx;l{(lA7pvfjeu-yP=WRy?Wd4Wmb-^@0d znJWUzfW428k=3cz!&~tine799eqbnZ=`ueR!=^ zG|uQSJ7Piw1e8>C*e0{smyr^2+ zM4KLK?$@@g_vnoz&y?oRRQ{=cXH1Fb*^+KLI~>^lhM8MjfCLU0m1Y(-WSjN4k1-mKJZk~JX?@$xTzNV;---;*J7}C)r)^`N3U}QzmPy{B8#fb?Qa&4>g!MYp>_5b=Kal6pVhOIC{o#{kf=> z=hwvpYu?Rw*M;rWOYDF2ICCM~Zpdp=9-CTwY^PT|_0lNe;fw&SDy~P@*&-abzolY) zZtQX$OSJP>+^7(FYjZF6*R0st?Iy}gBJ+7F+uumte*GP*JvK8XbDmJ$D^TJuMMAw( zxQ6p4t+w7`b=$0FG}3X7^Hs{Hq6n-B)kGAfo1)8Oc2!*6sRE^G8<6Fa{HS(#S@}Fa z+^FF>Pigm6G4`aL%f+*~q4gtVi~?~DIp-V;yLuC?(jt)uj`lXFmZ8}W7rv%QYh%;_JZ8Y`yK zyZUxBmZQJ)Cu_vhA+xdKjjBVWe5oY9213N~qMimUEnU{bo&~`rI(1L!I9;bz$O*a0 z?%uMt-oEwk4I>+wi@YWsw|c)UOSXXswB_4RPibep@6(e?@{Reh58<|tAk7z3QRz{B z@$dC#ExdjzG`u^ul{o5h!M_-^JmbnM9;TkI=Pf+(_sMjn>11%uE`5%3U+dM*x!2Ab zr#Raj_9TnWES?DOGn14%MIP{`MtGS;D@8N6>_l1c_#Y4gIDu?wsfn0cxt*g$-bJ;1 zdp^SU&ol{eAzB-+E)UDSn_?w5XbsYO@|H4(bTVjvKIrCB)uG(Jb7Q`^GADmhH|uNE zjB2Trm|$)l#OEmt?xUCvWZ&Xb6ZHvUu8w3sR= zhSyu>+f73KNRJW)9?Q(OXT-oQ_z!=J z457at?&ffRlF9uR?4R{Wyjbe6-AMdQwvaW0&xjLL21biK%xnHV`$d5gS%`TvoE(;E zdAD5VX=8kNV0oW~IE$plK>5Q2>rpR@Zcx>+=eool4q3=zNFH7q^))N|`JTsp^sbui zPKJGc?VRU=cpK*xajbMtdUBqZpyx9F-jO>lj-C(WIS*BB-l7e%Tz+-wdu=k-OD1Jw z=95q<5P6a5sh5l{`*0=l=xSpV@6nCD)^_pqo%y;6HP3q)ofKnZxpc?D&4=e+M@#cR z!oIraPD3P(l||BDhFdmA>J$}ih@A*(Z0L)c=?s<86!L zD0| z?QryyPo^rXx3{qE@9XW&sB0w5LR}UVB^zgE@}`;WaLtxT>Z?&FhI*+t3CnNqFx1RG zuvISuD??7hB9K&07@x3k-0~wx93HaiYkYSNf`(8k%Oi;-B2&)6=ynAqHY! z-@U8LhEipTH3qc=cHO(9dv`^3v7UuNj`MzF0;!)ak-Q({NS%*8A*`#X|L6_Pd*%%% z=QEOLzZhX()$RD)WUMO|B`)5)!?8b!l1y$-XL4`E1?y8a)bE!IhoGR=c>4rfE{VrG zD%6fi=WAo@YONoNzkW`JU4`YD!L@F&r*IDQ`Oflfp6{>EQd04_QATOmHgd}skPo#A z5A+6J^n2Z2!>MG~qsHrXD35y5@`ps!DiP+#+fCgPm+#S`pO3h^*erPTGl8RpiCUla zr{IVSZ)pWQ2qTIf%m=HMp@(!(C}Z-{X0s~A>7?1}^vz`Cx}Uc{xMDaPSY!Sv%9UQ+ z-SowRhdwZW7|c8y>wssU+88+np(dVnu>i*V-rV4iLfS(IxP!)tFZRg-qS zIZlz2S}E?j9Zz)VXgr|#>+_X_eG^Ekt0R~nM3a_Rsfd{1Vp5G;qfNjY@{q zZFh5Sn=LK<6PR4OzEtYb-YtE}G?Jdk5Iz3O@XxO%j(*NxUXA z%p1(-hen|L4ugS%&uQhaso;^To+cfM3D;B-;}s?L_&_5akvVkq)P0@OZiRYHA||-* zx2d}kLc88FQOUzZp(;v}^phcHCqr(wo}#~*ZNx@t<~CuO_C`4&gE%?UD*Nwm{M zN{Y+{rkJ2wJ(p$4Z9uO%*RQwmT32|j%5pwGimv0jepBTq5`umi*B{0u`C6yTEmy2{ zuWf;yMJ3}b2E1AiX?Xrfds;f>D~BEG^mCdBOZqZk#p%n-c5oZlWpekV@OnYGTUxXI z`DWFjvH5(ZMgQ&n>ixMpZ-tYUrnkPQ3FKvmwoP+TP=>B`EoGM_62 zrw$=w8AkZSiK;UuBmv*{UJT;`=K>7Z90pT^Nc<&OvW_`mR zAtJPTIJ2vW`hy0BO_jK~jtZ_aL3e;cR=6JcBhkyd)TP;v?n+>uep)TlFn z;3On($-6Pa1>Z_w04X$Ye|y&WOaD7Yw@}Jk{!__X^+8dW3t*T7&AW~ z4M;B!#MGyMMnEPAINd~fPEn9jCy)N$4W1p0C7B27f5K^>eGVpvC2ffw_|6mY&(2qv4^Bm z7Czs8Z8Xc{C$`axrf6rmGu{?I*(RSS$(;=0+h9bKxa94SM z!`di1G-Ww^pA6h)I8+4%qh&$C02IC|uCA`8R-~d!x5B~7WH0to>CE{Xm+g+CCkJYN zIPzf$Eu7e0>rhORW^lS(>h|N}JH8VH8GY@lAT`ZvrEcIYNlZ~ma;sK@JG?H^QZeb9 zH=q}NALsV`uek;FY`y(gvCdRPzJsf(NeR=dROfeL;5h>CicxPd*;1(bKixwrJoTBi z$7_FmXR#7zzlVxEWeYTeq_9g-&La_h>m7?O8KY;fcYCkjHD~lcl&`&4xYjP4^zHSr zB+>92hBDRb3}P?iTkc>UU19*0&-{GuekSPE&6$O5Qgr;2ZGes8W@(M%mcy`17gp%hDV zH=)wqtyWx%TdUxF4qd=U@wH!fFSPFo5|4uOq$347sOZ{|n#_R&pNJI7(Sq6sDJ<5+U>2T| zV>?dt7ANoBn$n|fBR?}xXeH3Hhm<|}Q`TVhNkCqz9T$2cZMiq+fh=}gdd-qL%eiV0hDV3JCBfua~sv68LJ&J`+Ux2n{med}d{3;d?FxMoI%AhoE=v-zz7;GicM7 zt&ShT;ixVL9gsf$MI;;O*{p$)l=FZsD3Z97t7TctQp)h{i3+6~8Hwbrb3rdz$jWM2 zO8h;h8cJbp6>i%4)q9?`n8^G_7CjGisYY@Uu#O4KWA#Z;HgfL)QEa*KRTm7ge9wPZ zrJJpedUFpyceXY3T{49j-pab^Q}0t{X@Bpl;v3wuU~Prh`{Ea074aa8=Y2a$_msk6 z7d*M`!5Or5s$#j!D|4hRUnrWCY%S=Rdn18B;TCu-Cu1+m zyM_iPTXYeNnDd6Y-5w3&MY(8Er{JB~H#aMeJX;{gL!ex0mh2T=4Ruf3pRpWr(;}m^ z9si^E69zm=b?WWZga+50a*_s_KN_<7a#dFPVTQqBEW7N~MA($hnqHb47}>WE*tv11uuDygvveQ41cD{ptiP{PHr0eWjgL*|7t-iG z|NG;k2BnUPcDb_T6Wa$|M*^CUJcs0XHy6+7vh?kAPn@%L!YE!U;*Ra2#RI3uw5oPC z%xpAqH@HivtjgEBQ^aalnZEy?2xL|8eRz}g#2>;GvG$<}sL4EL5b)XW7zsxWqB(-&zme8jC9SZ{zgRu$b=qM;=fA9O{p!v(~?M#Jz43 z#yhzJo|@?H$z_{C1p`RhmewKn-fDyb^5?+Ure`HAB=KC7wzU{Cim=FO?LgRiV-@7_ zZC{5i04Kp}damoXkTKQIh4S-@sy~pWc=LwjnCvUHt=_j8UK#M|TIO@*^v+UFJgX9e89$0;_KrmA2GR z9Eu3P5Gq7HcC_v(HP5-O{2tv11{fmq;31M%vCLdtJVN(<8U;mEt$A@1;^27BZ5<~Y zj(Yz6c%M&=EN4Ep+c}GGOVY={5#a-$`ku((I`UoChSymnld-Nr&p1DrH%zs~@bI_ zmZW-5aNx^SyEk9%zB39@rv61jZ1BAi9D+P)KHgz34P45E&I?K~T=`yUIaFd8QyDRv zqivEu3?Qy|bZ@y-#-Cp#ASBS?qc2zXywHF}%C^<7&$s0jnr@53q`D-N+xzA!ucb`n z^DHn5c^ncoIt4JBN#c*5P41x{Q-|N}q3ap)1xsMLiZ{*YPHnd=`r~0PFt`Nny4D+a z%@cwg6J!b(T_#01{nQ^#`;;qv>1}_*!d_}*QW)Z(O7*>33Jk)Sprjwk>FiS>tq-u=+1au#WV>LJwE1TMIDPRvh~vN0z_B2vNPHqhzvpON`4eA$du~_ zZWm(}3khJurok?H|4Ou@e!(zUwqk%~F7n&%fKdwdUCO$D@wXJ6MQ8HWglkA~=;-}w zFpz%%Y<2c=7r%zT0EpU3t{uEKKOm?jMg1qtn1%~dbfaM-s?x>wH^<}^V!r~8DZIHX zt+JDpl34{zk0W*WBLiP^=77HG@I7Sid@?cz)iI|>M2zc(hJaVY95}N|bKC{lI2&V5 z{`Kbp%!=xg%(9gR)bDdFGlhm?`c`~wGZ zI)GFOaF)E3KWbz#4mq*eFQ znVDScbA7xb=TV)|_pQG_uos3oubgDwZ^*XTcEQz3?c6>;C2`$GKI9n(72lbx)r<+tUcmte(AlWn7Q7fO{ydESw z(CYI^-bHyvsF#WtBTYhk+wj+(Ai&>n?0=j`??h zr9a@pkM9zY%VxIP@WF~b7m63mTW9D{jpCZ&^^h~Qk-6r5YZ{p*Vroplu-0@!z2)YZ zkG<7hpD@NCb0taYAa|w96k=og=DW32S{!sz?02$5Z4D+CDigSJ+ax!U2A{eD{Xo%1 zSB?s8{SC;iWM{B>b%g52{xFS|6^LRj3}fJljm#)uL_HNBr5PST3xu;K>i($ro~fNG z*nuiP35}i~UUqknTG#Q3K-hgOe`Zbto5s3clRkYT2@@Μ!sT?UBSm@3U>8MW?S~ z0QA<$B41k{uJw!r`K8nM-s(dYLD!He`}zY!vb=XwZW=QJ8njubpE;8iMBDe9XyB(e zqD_iOCc{eDCNHsJP<0;~w@iSfdb$qr2$;|MJbjIzLWP50J|qw1jXoRxTbTP1?_cRO zLW58j17Kr!VlV3x2F&M7-~ETkVZ)fHT$1v6X8%DJ&Vdn*K5+}Z{;xHmUG>S-AuJj! ztW9^I8Z|%S&^bAHwRgKFG1B=@zsWT?V_q!KVy79~ljOqmaYPnuE$j*0)H0J1nur7h z5(Uu-9v9Wke&>-#sG0887mmDNccy_{ zRDiT?Qf-lnc~#J!q!=?Nsv>*X9Zq*n2D{DqwT9f}+YxHH7?+g?;d~~aFlRTVV&4}z zEDoE1okp?z<+@D1)WP{K*1lUqHq!oPOtLU|*x~2as}xMU{OR*I;@etPk`(gap%F{H ze}oCWc`o$Ct^Q6=vP-mk+E6=f;}@;CA&X$JUjJVn|Nr(Lzyn^c_Qum6AEYD{qlEKK zEzrf^`mbvb|DRnu&%vzxKeQq7Un=$dji>kHVv-c1H1iA4Kzt_tx5rZc2$O|rjVGC} zTV`6C?A{K(FyvsopgKT@{qG_?|9@)j97-F)yf=hi4PUotVLQ{Veuyy`_y3w|e3b5a zDX58VyBOt?Meqkhq`)MT8(`33|EKkt4yl|e2hTlfbL?9IQt>`?q8ZM##YrPEx5J(2 zP&;aS1jao2C3utP6A$hobDS090zGo=$Q@@3fj#l7L484q+u?s8`&t4Lh-!!M6Go+D z+jhp}3fwiO^HZul5mbUNgeN0y+M!;JK={lSLTf@vNeNa@Z)9d1#Sc=kwTIhn{%(P= zhGT#p%31^VO?|Z$%^vr`6qzHxAt-hrzyPGw0b9@U>m=%81?I?}7EIfk2EP0`sTD`4 zwGRkUjYl_uZ&?HXP!i%K#gM1@H+3Vl0I?zO>NI?Vyp~12>UK5b{)eNa4BEaDDEwhw zB*?m6bDg~fq>%ngsF!npTcL6vjL6dcfKA#>(=r4G{MR8!#Um8HH^xY~4?s_kipzd+ zSZr@S3nvf6gH>r>OoODPG4`1Uk3n6$+unAcE1djRlCt`^OFWy7d)z-(2|;QyI6#^m zB8z1K$aF0P{fUTF-59|U%;%~=kWNIM7$5?ARs4CU)EN;F)x<45h^?rg2Zr_h^u+(b<1_1q)X z5{&vN)XwtIM&kN%)ay$7F-DgUtn%T3T$Q^kh&%AGLtM;3!>Vri%LG7~C8_fVXA^BO z#5h9ePC|AD)SdgoEi)^tmG#sXfMmK1JQS4&yz@znf$%ttNVW_oS_O#!z+hF9VSw@%dZFzdmfq>1)$Vn{?`5D5a|1W7 zN@Ol?)yTol}3E3#ev8n+MtS|K|nX1ZV725(a>?U2AJ;YMZL|gEVr&~-SmzOt-^z@@VjS( z;@|%};=2v1)W1JbDBQeQ4uZ<`=htUsP!T}25u}HtCj-EK_mZ@-2$?;kGew*Z&$Lr(%5m(*$W-`e86qT1A5ALoE|P`TMa|s zaw~J3i{BX#feJ@bE*UJ8RUL(G3p^{_Ln}VRM+CrdkxKD@9 z{5kk98)g?QdpYA(uMW{!MnLl~tuNWlT$sNSTK`hnQs|V)EU+4&CnkzBj_&zSs0~J* z??J_BVLt#ZP@ki;(3HgFUx8%^(ooJggsGnA1E{x~3cA1MwxP>Xpiv;VJ;=0bpbcwK&gc^V$4>j*f_)i2*}w#cidng6Hg2D zGUrqed^&!7>5GZI%1!b2fx1lSEhDH_CNT8J270; zO=$n+Gw;n#k5~k@LQ6-Y8#>lApQ7Z1nKFmZ>q409yUc{9vL-aIpd-9~-qMc%!KCDF z|3Qq)zYI?V7G(&UjrJgxLIkv%ot^D~5gN+0I9Pp}foYf}&@h^V;e#)02M`<3w-ThT zYf@;BX2PwEndldPA^kK5LmI%<4g_}ZLAeTn5^MP%e3d$chWVjnaVjPfn$vQ|p=`k} z3nbXV#2B)iKfqp^K@hA_d`|o8{Xk4#;I|BLABXy0fSNErD9pxl5Z!yax)M-$M_Zr# z8{UyKB;wZ?kO=pYf|EAu58VS=f~;q}4iLIK{V{hS2JkAdyFojwkWT_IS=Qh$g?)A) zU)OT1dE1pbEJmZIo--Eg=(L^xXxkAn+sJQ>|J^S@JeU=-Y`C%N<;|GUb(LMj({c z0dz&=cc!UlnIo-Ks2pOgswqFZuD|M#7f~#WSThKa7YG}#090~QiwjE6X_$uc&?}<| zn}KM~j8x)Kf`g4oyiDk{o@I#OkHEwRcX53|3pY7o;<@{c` z31&9LT%55wcshS|;LAX8F>VYiCHO(liG1kwi=`C+*7!=S4nhpt2;p5m1vX+jUvCsZ<#mC! z4@J;3uA&~>ih@XfTE{I0Dtq(Y%4{HLnsVgjNXV&RqMotjL z6F$f$D61fwbKj;LokgBfxPXObcb9{|*hZ*f1Y-Eo&d`fGK3DBOfQwGS5H!JOplBRv zEk!lu3ixaqW?5t1#w=6{X!97OF#5|S1S$OQ?BzN-^^`93eIN9OR9bey|0;uab}0e* zp#xz{v~vtX_8P1N64c2G2ITylS?CM1pwv8wSXx8RTeiv-L6yuyEk54?o@6XsSO39=z*j&%Z$kq3Nj!tK{b z^JS4fjQLCj02Bq7+*^wgXdK(oJ|+8j96=D7Ff6(S&{4^f#k0iPdU^z3E|^xb#?ekj znoi?E9SH235`@qp4^<(*N&C_U9r!7b8ZH5q$;>pQbOmtO-G2#NTI9%T`wxs(oSi)b zQo+CiRALHfp-~;KAnflTU(^Fsu>}#>4!$#*YyD&Jcui-DN(aoC58$^6OMky8EwQcS zJsX3J5pO6I?jxlA61aBd)@ZTZ0fd2V!JuzEbhq3P~<`}u7gt{(*Gfkcagq^J1_ zW-!E$reJ`XZj!UoQ}`r_y=$cvsIjMH5mdFXdDA=SWLLxCWISJ_-@HV-K=ea`>wtvQ zIagw>mrjvO5a73jvPL|V^B5_^;KKYtnlD3147H^n)Wd6?DvAlvFMn|ef*K-H4=S6x zEF+uCV;umOI?$J~Dn>^R3D{2kG9UPaiqVL3m;d?3SyRh<3!s(=Gs7z_%mrTW197o_5G&y%#Nv)$Hu-QgDR*zV-i< zo$_#J|CXJX)hXQ*9*D%QECTXYpw_Wff{6BxmTgZ48N*Ox@_`W{3P{r6`bWq>4wL)W ztBiv?g~|={C8Xrr!s+5)m;fZqWra=+PHB{=Lh;}}* z_nJ)@0Lt;F`4Cj(S^doiH=+%7%uO(!GfWa1@ve0cf>zg1qM1EIKY*q^M(E5zSm1=} zZ0CL9wTvA|gN0h9=&jFcXazwS$QegltRNs{z;O$`184pXDt|O5LiOlVbi9WTo+6x0 z5Sla0MJth41G&I5G6`UgNkW=Ao#6EXgbFY(=rIh|HDsp^h>*ND4Y(+s(=b|zP%&fNb_C-L$a*AT> zSXv(ad)4+|<;@R5Jk-ahfHu;dfl=CqfD?)k4)TmkJ<;>D{Qd>@Cz}Qw*jjQbfRvYz zH8V4VY(Z(=4Dhw?EeP-2#cu6Ei}w8kO9)6MF%V;lIhNQfYb;=)s?Z)fAR?1rov8W* za8n5F#nrbCJ3I)xqTN2$k5D~g0-YzfA>&~B^nZZ4s(siEO_=-$G($1`R~-HWoG)Si z1@Cqm+&RPD@3J?xHB8C7qsPsIp!+PdlRLEaQPjzJX0s|)Ca z=ZgO&N1x$Xi4NAl|6}L5RB{Xi`7#|w+{)jd(;!2e^^6=`Oa5mzqTjH0SO-Ew(J+7l zu7eK(SQ8|mOWg#NTts78bkrZrY)xzsCL7=%+7#trq4YnmKHY(;MsYw~LT+Uc&G;_Z zbt)mN%`^l-6Iww_ZE$0~?aw<{r4PMJI(vG09M-s_Zd&Va*K)gkea`;&*yoQkj$=4f zeDitk`-*wZId2e)T4C>TggP?m?$!KVdr#p7oeKkQsaVf$Xo<6be~Cw5<~?{ImQ}~y z6qy9L@1fPz!)rQ6(D@bvT;#3gsa|NAFAC+`q1{vubu$53zc|^+)cu8*GciYP`cc%g zJD(u-ot`~-bD^AU+u9n`3h_CMuOIhRRnu5z`snGn$k%k+gJyGPS?uRXCR!y^+Xh`u zV=>#Z1H^xN#Q)TZupGb+@#2MTA^ReIFoeypmb-0+mZNk@f*E(PPS)jzjH~9fJ-;L|Mox zdx>O8<%-hMTG^D`d&>?|06>?Y)+gB_vtCFMI+5==VZUs-7O zwU<@~YUO(`O)M~CaEa_|Vx%pH3+thk;pfD15mDn@AdIdyxCD{I%zks-p&G-W)bnC@cu7*T z>(d3`c@NNHBb&5?Vd@VLMVze9;6AWoG)PWnNmiY>FK}`pP~>^2eXk@j@WQpwNa$g= zqev4b2PP1s>CGoCLh}poB5IWDyW(!-UQQ-*&y42mMuA}V?Uj(?0_GkPm~>4unDI*f$mMXV1DY)L+IWOQIshGWzZpT z9NU6Efpe8BaxrPJ<4HC{L~+1JI)>CW>G@CKL`Txo9*2w>214OlhRchLv6n2XcBe6S z`Ju(S$=#ssx?2xXBz||iPm+C8qH2YfZB4Ry>kYBO7FP+n0P@1GRavLOVbuFLux*=e z$nLf}AS@m4h!w{QS40+V`}{dh50uZ9b)oTQhND?BjN`CE%XF$=uO*!sXboeBcr%p) ze=|n|Nfu!sS<(fIEfb-v@)z%%GT~9cHhcb9m|oQNBdZ&`+02XkGSGqe*~7R2OtKZVdUGoF^$$0EROn$g5!GknCXh^Y6GT z575Txmz@vkK8bA;{cGD!uox3tF%RGECZL#mJ_8L^=3D8IhAyr80kr`P2mBoeKQ2^{ zNMJtg$&|^gEh-$Oo@mWo^-uv^kdurN2mhL_+ZsrVz|2aB0qcH_o*`e7TI!kG8pKyR zif9;AyaJJWpr_41j+V0jZXNe;x3v{V7bNMw@I%J`)Mw4FbaY>TJA}hR{d+EXkG#rnXI2HyS?xCHd_2XEj$sOWOS9Hv$lna^GB|98|NRY4PrYw_H#^#nX~4w zd==aXI+mX@k$;K*I>x1crGopENxbAN=QkHy2GYtkjrBakPtV(EXEjg!gsa20u;zEp zpQL279&@mtw~bpbA&nuh57|Fet!{YdT=^k^Yd&v-HCKjIS47ocGj&dR`uu;5&<~=E zjnzpD?W|1;Bh$1GrrTZSS3Vlu^B-Ajki2YLZ0ITbj^oNUt02<-Ny*Rg_xX*rT*1p# z7(Q~He{N-qFk@l$Z^X%NMZ=I6yPBQ9wxedWo!Y4CFLex=070ujvVKDkXk4Q~i}=4( zvy8org{>o#z+liu>Z)8>Xow}HykB8`8MK*0>*;TWp-SSBJo-REb0X)l7QhYRrXvBR zY@-Ztabyc%g;`+6)As#y*{U9}gos>2NbR3xLi$)|@O}G*I1cv_rbO{NM2&W!yt&Fc zmS3e{nBN^?sWn5Wg-a8i*dr(&gR6=AWdB8KGs9N z28UUF`TOltOJ7Cvu3M@0FW6{Z+WdDX5HZ%J7Q~KmDY6m0TxHeF+w$0MiwudI> z9LZ0@s6>qlhqPu1gBbO~`HW=Ks%Z>#8~+#}M_khza$NFu;6dq1PQwBfq};o4PfyC_}MNnUOFz#7YG=#|C4Sf3*MEE%)=# zrT8<9sVV!}WCypi#Jn^6K%t*KO;}92pk3Xv~R6yq3J^bdPFo1G%3X1E>v4 z&~sF7AK8SLVSVMtWa{k=*z;m7nYLo=p+tE`6DS`0&Dwt`ffTM;kZ8Z`tmx%>BDEoO z##m*~HF$smVO?4+136HisL{E~`ku?KgY?QPT(k=~wM9}xvd8d~#hk=;oiSR76=&{u zMo{}YfcH{HUM(h&zx2v=~?6rk4OIEo%jTVNX=Wd9&)g&~_6siado2y?qjkgV&DyqIu_=HlTNTBVH?$ysyNmbg4 z`FxRpk`!#D;;fHO$t2%e2h58UFGq%mWGZ^&6U{4cjs8FCYi8a)MoA-qEBzs7pp=n% zCui0_M#~z`vp$Z*FglntG7fb&7Cn+fLFcPb>hSiSLn>n1dFrThNnE(3H?Q%v8++~@ z5G6ZJYBEp?NpkZ_2vI-Z`kPbVmMs%bY_FG!GL!z1F%spxVW_ZT4*O z-%=N(J?Dz42!dxng`3j${B2=?Bb>*MSKRkCzNj|}Uf5!cM}b68U~L9Ika7Tn`y+$+ ze~is~ypVAz9$0i`{++Q-V%N<%)G_>Q9{?og8>-}A)iSKyq-&|_xL@O)w)J6yX|=Xa zaZT5_<<$Qa@>Fnp1)G~73I8KWo3{BR#b!?bv@IFK9Cg*1+uhGU!mSpZRSAdH(o;j2 zHW^7wtA$XJ-6ksWf$O&oZ(4?n-#IDX{Kj*n4IRYW#y)5N*FPi=g?^a!D586H;+4gy z0{(u34uB|qfMyKX9|)fZmIrrYy*zM1LKoWu-eBwH4^%5BwV)~te^1l6@TBjx;4w&?N}4KjC++ZTs2}RIt@OGcGU-`iY)H_Sz8wai{%NI_ zoV}wmcDnpFSDsq+RXu1&^z*P5b}9;yA=UxTmg2;D0% zl=*m;_0JHof4Xj_D2S>27spu2T=YbH`n(Xhs z8toM=O7q#my5zOCbrBgaN~5hVSzzBTT5Z~fNycY|O;@^qV=5u5A|J%`p9{?9%Lx-b(mrzNscrs>ZvCocB;#> z%)-T+v-<6SoUqawG@9=kNg3`{T2^9atzSu7r^$0{*j;`2QeR3+<+*!oY^1-Jm}w4( z19~1B0z>ekS0o1ZK+|d`Z!_{N#VwGmal%^C<2aIU#w%7?=q0)&YFLICMvJct-MO|h zyLFXeq*hmc@XwPWwU;vCjJGt}T5NCMba$taHIJ;)cFX_E>T}Un9i6-J-Vzar{^RrG zK#1Kma(EnjqI4N@4I^PL3ER6DQ#eH@6!9grU9SnPWKkZvCQwUkTVBqr;9Er%bv`~F zKQ6gRp0u$!+#-bA^X{*DOUr_Xb@@NgAtXc&_v@ib*<;_4pl*lwR|4SISNZ~Eeg=7@ zV<6w~%AP~^9V27aR>j0CUx|-lkC`8`JM-Wqj@IaZdIx(29W!-j_DiZt7b z91i~73@f=XazxsV+9x96zK;BP8PTd7uPabtPhfB?fU*I;ch3r^pAwgpdDNL@HSV7R zoZ`CM!4&IbP%>$>B*4YmCbfHYJ0<|!6@=1&tuH#Av;^$~7}^JtOXE~yU4u#McdKv~ zdtfUbqF&b5XofgyH;{27n~ka4UtJVb>4c1P)zlHq zNgN-|gLeMYcdfRl9-DlE5k3xP+`(Z4;ux8b-}&~og(xZ58?q^eLNf#Y88s{=MUK7f z=-kzg!|>B~rz+9p2~cQRIK`WH4E&h+7HUziU+LaueCrc$y*jt}U&5>MLbj3BBLXK1 zFru0ya&xZNj_EBr81l?|SYMObgt-O70vo_Q$0uFxStcRGZ7co9iyE67N__aU+6d7M zxAAeCc2X(nU(;&-4j_Wra~!9?OK|U-@!`wSJFdawo!?XG7Rj-s<@)k{G{DI^3Fo>! zD4DEizvW&xl6y+!i?qG0GQa}z-z{N1I$j#S-*nikw08!{(}UQ}OH}7_5t2~W$26gD zTD?XGYJVM%q2?}llJp3x^k?~;^EvqG@2(eE-OgN7!?PbU(`ThHfSI`5hi>XJSg^lRg%R@{ z)(JUId3wU%t)6N&%dd9s1!~!7VuGe$OWPLO;PywO^a0@>QF9kB&PSfH1`kRENDz0|!8DR`!ANvxHodJupF` zFn{@{BsPIb3Ly$Kv*xqNS=5U9co*%@0nEb=y(E=1OJ26gXm&$*_x0VGG^w3DqWP6h z&=?}kdQ?oJCS-lX?u5@zHC|4as`Ogy8Q(9G(TEOEcJm)x`)%n$3Qe!(TPjGXHIT0K z*WQ9gg^BG*8P82c#~pr6-LQ4d7*6}cV?qzVKI_rpA z$Ay_M;k5X3;HDlT?h*;V+BJN%S|h zq)HTRGK`>`XjeQeC4AW-*cb1jQeL9Et6hPgF?C=Og#`?NZG?6gq%n%_7Ip)m3ym9eZLap<5UrQc@;DE@R`b@bP&C&izrU$qV?~QTLA0qmXwuI zyfQW>iF8)OMJM{%zIfIt!pS^{-Iw4?w~ckl6{A;3dn>V5tqXC_yr;^;z_wPufBm@z2fPZ$G83V7B#-rVtPvpb+{Iz)xh!jhs1BWjA z`aML$qVN}0O?@6;@pgKb@L9lrUID3LghAwDfkDBNT4aD(Cs(nUFNezmTkQSJj0BTa z!zo$wm?_sUJbiwHW31s$+sr+n@NAzw+yUWLD+%8=Kg9^tpv-xc)ag85omB@5f`~ny zB8Ir#isYx5;QM_391Onh2NJ~jcs||yaH=uDB9+i0jbWJ?gF?*Qj4go)+IlSj59z=D zkQiTD8DO~l`a|eeMSy=SA!T_hm{pNBmh^ptK4CPd4Zn{Pl7bbCNk^$?u!s2{em2Wf zU}O$pZ96K=o9NVQ4Wt+)H$VkAi~%bK)I-OZW) z!XnEf`g5!Ys#N!Ruo?APb7V7}Ra6Yi3bj93kY-JhoTms&Cdsu3s4uNTKgi?BkcLQf z!!@CkEyhmtCW#JlywyXV(962oVr4VbI-0RkAnC!adh0-xVrsn!_EaW8jWuqYFb8rYTS{cs}qP_}a z9zd0^FgaOhbTV#f!tjUpP#qc~%^LyFKS!e$08T5C3^<{=uBotBAenJL`Qtm>z7_nw7)3-1Ef4k8m;poCd+f zAQvVC=}#QVqPyX#A*S>vtaND@t%sSyue?ooA6%>aip2+d1$D@(BXm3p+vLEc$vl8( zrW!4y3tQ@+ z;qgkO=OXxz-PTkNW_mm%-1%_@#4x>dfn>kq6YqYS!YF)1ZI;mcl~EUifVYbvaZN02 zl0!XTwvq!Jt}2akC!iCIvQ1|MM~tXnn$6t63@n>9TPx~`3r8#`-uj0a^B7VgWHW?i zvq5VruS7JL)-Fq`S6Z4!2VG7w^jU*;Bba&+{FxTtNTG0)_GT0`c@2G@H;H4M>Cb;# zzk;YoyS~+R%hX-e<-V-Gu~07Khzz}G5MV9*5?r2Y)8Rv$N-{zbhlu%F;#}+yO#m`+ z9ie*z>pD%3_x=aupNC@YUyv0Ocuk`|ab*#?M5_=f>(BVns8lfC8Dq_ZiP|QQUq;q4 zFky~=XW3v==0Mp)pY$Q@HU$Dju2<6$C%hwFD63v)k7$9STpcmWI!lX`p19Mn_|_fe z1Gy)S6-`Po`}|IaYLN!GqgctvmXW_PbJr)6PmMVpvS*BwxnO2Y%AOnjNdO5#fH>~x zV`9XacFqk5Bm%2A2`r-T8=1h=h1Y^<@HTGB9M`eV&<8~Sk~xTxU8P7D&3SXgz^JB3 z{^xWSQzo2iiky5Z1qM6(U~4Ke^mtS)JJID9>W`Qz-QZh~VrJ?nbEr`Va1q39A(U!} zjagY#aLI9cA1uO|Q3??;pl@ZJA`Hr+; zkVL1X7-BcX+LZKBv6w|!)RlZkPh`OKNkT2aW=rOE(#Z!Uv=3kp<4a@P zQs9l>F$;QtIktorlWud&$2QQ;B!7=QvO|ea?j-6sS)nk(Ti`cq9DY{UE72Txe8SyN zH|B^2zb*O`zqg?g16cAw)Ba0|GT zh$r!W06?UEr9KWQEAYSr_g?v>R#bkczF+|Jk+a+t$J#T!VVo6J`IGKW5SzHhKsrqN z0kuff&|xYesM;jchCz}lh%3N$^b@|{#%wN3?TBMo|(X&i6!?vgGDWULpVLN4?cAWmb76ZkbW^%xbdCx!f>i9tmS1F8~~!{YiM>%p-#8%Y%@*l%+9{P67FuWMkcWQFs2vytYK=l{R7uij})_nZ5$uL9# z9s5^J5XlLu;%^G$`Kd+Jn~1ueBO(dgWJ;k7Iw?ah>rcN)g}= z)S^K9wGttUJrMLYLolOJB1#Ozs`R~(HJa_-2d*l0s;GeJR7&%O@93;=tfRUGShXDOc{@w%@y-ZLR z)&fIXx41M*Z6^`Le*GkvZ+ajkS_F&uHn+bo=X;cycsQ*Fe6k zq44{Pe%nDay!)(f;>;69_!(6pH7IlfVB{N3dXt=oHP##%z`2XjnFn5S!gb;H3?=&l zL*g}IT@(4xx!bzDTav)RnV`jiR`11SoEY*usqpA2NKOo z?Ym3^Eu2=if$@%mctRuO@I@zdzsGyU=q=tH^c>h(ZE+m&)DWPT$ zx6h53Q?gowoEz)_yOboGelG=uK?AXAoiH+4D#5 zFY_jv=h5fpAF)`-a-4C0`^{W|*{yK&^8r=;&%MnjVtb60c*U>4k|}ujLJy2_rsurT z_H|6$xRpIP%qK`ursx zFLR-<8Xl~DljAhGV7NP=axNEouRG@a^x?9K3Ioq%IggT1MaJQfh!a^Nme@{WY{I+#y5rqOo@ zx<=ati&N2N2{)ieEf8e!T%rNynK6vlz$J6iQL)RU|J{wff>)xjLFcdxYA&#EVt=dI?>6JO4+kYEUN%gvG;Z3Eq0S7R575xjd>C@w@%bXt@`WtqfU>E z39%;us47Y-WMkS?*p6)7#hJFOR zsSqS~32T76Q7m%AFTs$!tTA;uCrwUUiJwL)=EM%}p7Wenm)$y`eVr!!2-dX#wJJOzgt87pWnC$-!udl{ko56hpj5 zYf$yK0*!Tw@XxQv4l$>FL8yy3Kc1GTW39mi>mFXE- zyA*HdtmJ;nYOm@(!%qia+o|TPW>$>8$}-jlc-BOIF=qZ<@>kDg^gFZRf=vH4@?y^L z=y%byE|e9nj2#_V_hjFxW-z!B@UKj?1ARG&7U!}+{&#OhW1tB3P@#$Gau$>E{Kh+z z%|HoU1J-_}O&E^pwDjw%q+x$gkbWz&YAbUCbU;~WHBvhJb-4e4---(IGm zAl~#PCmIrzpxh4xYtWjK&(pP1HLJ`tUhnD5Z(pGy5wan8OkFKg#Wwlgwu?DfF2LF9N%?U+?2v zcS%Az-Y3H8MRx|)5pZ}kl)B}!`jA~)gVdN-wgc*ygOmEmN8xfc8S7kb6CJM42h-0} zxE_`GudjGrC~jxsAnK!eW&mtnDx;*1Yoh@gTlE6c%b8y(Ny-)VP+Z5nPlRkiqNYwo zvK}!`nvu!zl`GL#0(1%;`lx6Cg-Ouc4oX-yKWU)AfaGwvVAMavBq#cLfxy&CZ2HJ@ zqGPdgqCnA!ZrVD=p2pP@ow@+teMr2C6H|TelFCCIxS&w`DxLy5#jga57qFc zSnZW!lkMr5pCIU#EV;Ge4#}&dmDg}SLvFaFQE3KvAni-^ zGx^QRY$dB1f*US6?pwCHnha(Q0mJ4z%ft+4Im2$D3_=(|G1@(km~W(^`3DisvRItH z#EGqA4`2Gr5j%V9JaWEae1s$-?`Rvw^?08gXZ& z@{Vn-cn@3m{PM0Fuc*Hbf_bJ|3-a#Jb{X`pfsFLjW(XLy;ml$8EB3@Fv;#6%LM#eL zSk;BWY+78i86E6y>cwAX+M=(W#iHnIbu^V_>xyI<@qS>_c)rr_a`%lZ;?XP^RFGhk z=DYcEg``fwAaYfP39!zNK6T3GuC|<6Q@>(Npr7Z}V@pTT+C2H2IJU@??s!o07-znv zsXdpyY9+H-gCkXGJnMaPhrWE&&G#~2t}@5_Voh$0)$>ik7k7s!-TSn)H0qAkXO-2v z!|q4jwoH9JWLV)Jhc5Yy8-cxiSC5a)y54p(KVQ~i)aG04&f+5A*92is=jpku_*ttD zZFtr5@xzDwZ{A`Cn;nI~@eyO#2tWp>j$tj~mzAv(3=0cuP99FNY|gj5`unn_nRyYu zaW))gb?IkbxG)eri&Zy)wO!tOt)8C+f301@&yzv5m+lLPiE`78VX>y^fXi`jO4hYm ztHy~NW<##x&*J~c)L`h(58{2u+UQe1if{KDH>L!(nbxM3306d@uU^b(((n>L7PICo z!ev-ftGEHQ2{LhcU`b|2pfTqfA+UckFgOYbR7Z3H6Fs<79xtsYo ztOjMgCag20_L)nYW=_58tL%f;nZNYTx7{GFGVH{v<18B_#&L?@qeR*OD( zB)f|p5)vY%=iq>`;-NMWDr?8V=0bnH=a;#QGo74fw6D^L zdoZ_)4qbLb->(Ihc(YFfgQu`q!MCQ!Crdx$W}dz8-Nz-znGJ`3ifkWEwfJPBoX*Vu zvz)KL-1?K%AcCo2_dx$(|F``z49tvu#=+!c7Atw)T;~Z9rKKu??3&Rh@qe8&Dx3W0 zSDMb$;dqGl4Hp0CBO8v6VPIGMi)YE`EEg|0heLk!zq4LW_^&_Qzw?qugB@6>JjZd* zJ3ZtV5YTz|xB2U*U0O1FHUAJP^4ht5`}P<0fh_)Kxol<0lXZT3d6`c$(`bjw{M#>H zy!azyIfwj36(gg_iXyaCOU^NPJj;2-%A*<{vkJJJ)BHEut4WyEoXB-wrS9S7<;Ce6 zX>712_Rtf}NR^1+aqGU0tr{m^&025E(pKjfESP@qw_OE;2jGi-^Tn%IdzQ}1KQU#} zl$bZz2v3r)jvM*?_uqpZ=E!Gksb-zvWi?NAZd>V`DRuU`Rg&)B{81;a|M_LxCX^Q! z?7(zi_`c6BO!?ou3IB9oV-wEyTL>yY_~YBb6bn6&*_+4QwHRwrKpf|pK z_wLMLt?3f)2Mg;Hj6EZYdNV>HF$_D_Si>QiaC2Wp^FF^K=fe-e!tyXU4}pay`Xrr* zgO7t>WM}UV+3o&7gRTD+lgykCFRwS@w^V0doKS=YJM=&x5R@;@x3*NfJ?x#w!?Rp9 zQbn|*6D+a2kngySST(jKPVXG33034ZaO$W|^4$EAQ+uVL;OpX*W^$0@xqXyCw~|mH zA+-^1M233DkN4F!BWOnx5&zot>v`r*+pf)gOo^tWlD+(5;FxJ=s~_=gv@3-f-xbyP z6L06YSt=;pD8msm?3-ce_Q%y^$1A2o9Y4skSm@ao|C78MPCu$hFisz zJ^8ccnr1QngKYhRI9zrvqa_Gtk3SXoHrqPod9MCZ6?(S+YiP%qV8|Oek}7=G8EXO_ z2;taX{ER>S5(6H zZJIiN{o&4eeQ6(KY{%TKb3culoxfg{3b-x;QED-FpqzdUaK4}oknpvXWB&f}@#1dW zJwre0eFO9E3NC^5pKH8nwHh`}zRt9QI|De??l_E_fZSwy^;nGnQ8C#mH-q0R@g4xg zMZmAGm{cbg44ws6>N60n;cT~DsVf*VhLfRu1wQNc^mf&sEcX>NaH&CWcxbNku3fuA zqfMJ(>1yH8s*?r9tCvGMDw9urr8&2kgg{<1xP0-0%|rfO5jGuFUx8&wcSIk2d^FCs z>rjcB#j_MHGb7&jkws5w1q}f*xC=)RDLG>aWeChD0V-#lJyWvXak$^W8_8f0z^+(@ zBp3*HKwWv=EZZY(0BBIjK@G?Rd8sy?-ryse06X*u&4frH?c_CkwB8fTVKe6U30GdbEtlCp z1WM`pCR`|?2AMka{*gsJ$_Ea_^!1%)A3}DIwrnoc(`bHnX|kHHgsI;U7Q<_4s}|QH zhtC5Tkw1dWTiF=Gvy{P`=eiSb;&W=j`o^~030@)5C@=@Kb*o>%!6F75T+8xP{ughK za6R4Gs}Hr;+$%}DARm6|t4w_fGI(>lEsUw@TK z;z)gt=&p04hw7wrM|+3%N%8q{*Dlr5md zO4x_hCjxw(uliu!e3OM;>TfOY&h1RPd8({gHA+pY4e_&j40lK10cGXrXU@Ci8>Fjx zwv3;tih}=#-JwT^&$S+!Gl{g22V`wKwLLcNg@A110he31Jh32lDkvz(|19fVQzbku zXSL}T-3oF0kXoJuW3wQLG7pa%;NBs_wOH^?YIq)Su_L)vrhC#PKX09AgtEjj&1p1} ztZ%b?5ZmLNA8(wxu{8^O!%RSO!bPP?dKGWm6};9w-C!*F8m5ssh=(SZ)!ueqJ>$Q1 zrHr=vy&y#0^5%&nnf|S(rh^q5HaB?Zm5^@jPc~y%@1?P*B!>EX^0vP6+TXkDJL(jD ziQs*2%qN+Tt?>HOxB8U(_`>F(@*ENKReGqK~%ZjCX~HZEmm9V zXxHSv$m^93&GyBjrY;NR%yN6jb^yKo7|-j(aA1Cf@y0B--T+=X$8^Cq zTRYtNEnhhhFL%xs)@-z{dz1L!n9vpJHPc&CrsVu)y5w$;#>w4^fwHwy%TZ|83_5@h zr~b_+KvKM+llkI80z+5-tpMIue*07))&%Oo+bNqn4Ew(}DQR?x zu*RmCZjF*{R=jVLaE{J0-Rm%hUK;olBuncC!>U*?aN6_xyRuIa8abCP&b| z-|<27w;YA#bKmSTRmt-Z_Rqh!Z*2TJ=a_RQzI;=(lg#|jbnP2sc*o66QKNp(@@9^& zmemvV9Lg=rkRTK)#Xi0fX}hTAv#HbOT+@55u@`M(ibd2`TCRLN94(e_D1QW>Q{ZLY z!lB>a#T&X+c;0W5hq_&NFSHI%XuOhmq{5&e{sijgog)XVLJt?& zgo>SO9eZ*3eYnoe9)qEeBCZ`L#;`^^i@ZDdO1zKWM@5xb8K>ZNC2 z$am^M^#pZ?sZ9wBToFo3Y_c@DmIr7k_=J#Yj(6-$ADtd>&>E9h7dZErJp2seNt|i5 z1cZHe$xq{#?65(FwgN51sY4a-1;n@Lh?QIW14q3YwatFoX8yZY z-Fsuom+iirv-SvSa$}IpeVYi~ce!xrr~OP}%~Bj?^RNf9HG{N3EZsHc9NHxkD^-oA3<6oD}Y(T`c6V3#W*zd;V zf@g2?gVT#mt+nHU8?3M9*nybRba#o=p?T9>aI>0sR_Oh7Nt!x;p@RL`^X?_Kj-S%< z3VbC!F+sH#UZoc8wE^V7&_PVga*;dOCPkz9ExhP>ic{9BzwKwr4qzC z)_T{D6&T$+_hqjPVDF&jGvxcRm#eIIy*K*EqBxgv@#`M(wY>9KXH=R~d}v+wy^c*u z6(ZTv7ZPpGX+J)??M)`vw8A#eePsqRZ|dR=4@96c@Mxku4hH+|Yof;|vYxGL&(_34 zQ&4TNb$0yxUcI~`UEIuHum#|~=&@5Rwc|o`iC6zcbMLLE`nutqV-rl@_4GqX;K&Z# z9D<_Q0_!;sbw?9!fW*TBKdF-AoSe63w%BGEq+Pvw)qL&H+7ff~_Q^%L;xRCZBkfo$ccrWK`%UCD0I{Wp}9f%UvjJ7p+o{73bJiu({%g&=hvS z;=#pdhVE1kr0eC)b`xxQ=r33sSZsdWwzEdiY#VD@Y|y!h9m*k~)ER~Llvg^hmHY7V zV?kD#5lXL3wfE?(Sw9&IZ>|}3JWmsGmo{XMcU@R@Stl@ImHX6;1-o!2;2O7ED>$A1 z5OAvRuaamNn);-V%2Kwe!N8lz`+I9auEN3Z3R z?+&DpN$~wz>1b&$6dErDivs23in=%u!KN1sL_4V< zUsT?m`*7Ub#x5D%S9-;BV=T9feG)p&We4&*CRiz>h3-SRC@CcFCi`F$La z*1x&Y#@V5QfAxlv8yoYGYfgpEs4x$xJNr%1Epp1t7m4?3=k~;UxoAlkm99A8(#XoR zsSfs?6kJeYn^9Y6HO;obIgYL7@Yc+&tvp7I$4fdpYf!yI;PJIc&Xc46p6SIn*|znM zst%Q6UMY;3IJ@3q2wF~kg=%y!zOh-L8D39TiVs^f?tH?rS5u>Q-d?Q#xs!}$gG|Y4 zqI@-4uLRUM&19=o<*hadT}@BgEvgz3cGt9hw%oq`a>Z9PYzDg2l*HBWYz$bo$74*q z$h3&WFE9;W-;;v9#o^Q)5fMR!R{9~x38LAng@3Xwo0SY|5vs-yX2|nz{^IZSxl}L; zUE`-7g!r-FGfHM-nV1tj18!(EQ?k73?}I06TJ2t6(9gTRUAEj+P zbFQwetu`&G{#>~Arc?Im4xnMJRpANd<2RQ$B}~5RqI$o&`hugK^x3{gCROpT+t%^f ze*%gu$`d?!w$Pe~t%pl|QUkqhI7(Je^}nf9aupT2u~H3)6_5VW08Z337$NJTf`zxy zkrsRmV_i%#J>jX_;b;N!K~AD+wZgQ0}c+_)V-hks!f|0ve+CiI+nG@X89h<8;HVnyjp@Wg{3eicj3T*=kClACVJ?LOQ zJySLBly{tw&#b0o6ujv>ckfS@v0rzf*}BK1-!x}_gK&VjKt*Kwv2B?xjF|; zncvml<7KNjOrI>8xk5+%itC%#4;%--?66$$x^tY#r{2h}7%{fUq4a|=klC_4{9bJ% z*TieA+eWFaMu~;@K);PdabIX;f34ju2cmM3DdqM}kB;|X) z1#|L9_Uo&+ZY4#k#TX$P)sa9>ucInqRYf4jw5!09XvHV*L!J02QZ-8d<;$1e=5q07 z$bOYK%s&}N-}K{jt`Y&}5Dno?$vn}c7w76unsDWC<~Qs40`|2e8dC3i;_%bPpc=*^ zecHEhF&1f8Y&jEA^jCi5$l_*~Q`O5;?v+pe277y%=XHOf2O{S{LF zw_h?y{xryCAxI&2P_y?x1&c@DWd{M<{c{=2__UPyhl^)nLR$Rz*p3+{goESSD19!C zSVB=jAy8IFL_0Yv3?rC*@-KjFTM*c zJTTWDY`Z>tzl<85Fy=A?jn1L+nxeNrAJ2>#OVC4m!l^t5@52wb#h4rO*6prJG&L@- zO+UkqH?C09FZ9zmA-A!E(?r9A{6`uM801}EcA#a+TxqND{-szw$2)6Mij&QcJ>0vU zJw(cUHx946cb6itiEVnOnP8-+LF1nO@pGN=$E6y07wKUd7^)qqBB&8}{A#^(9ahLv z=paP(xH)@U-d+$|kHN)R25^^O^aI;9uaa$`cm~{T{kU6xEywvubSZeUDt;Hic?s$8 z{nEG5c2JYHX@Kr@8I)TRZr57ku-(p>vQhbom7GNVybSZ84aSckm2%22>$1ci1m#A( zkp>PB>}>sjNm2&VqQG^Y)x9bH3vO+U>H=>w-x$*_3AcMHF`8vo*Atxr<@GtrC#qO^ z4=a5JRo4TBg>OZVmq=RsT8s$o8$q!t`eK`#ljBMxnBw#^mV#P|(RWwt)(tu$al3v0 z{@vsjNPk(|c@E=SZdQ2p(09#|^Mal$_HPDMI-@(0*i%9WA7$Nr<-)fLuy3Kw6SQv6 z#!LZ8yTejfy8JL85ykEIOwm@Xwf?Nq58ex6qwK^MFX)6#9Ixbeh5RfYYT1$|+BPg6 z)ZAtH_M`WD^Wclm{G==uY+C`@mYnGTl=T&)G2hN|yBazMII;S3<0>jueqW)mYnSLP z9LDNBQ3E&Z>>`?R?E51mG&GkQ>lBnz%CXuh&Pipvf}(MW^vfn%#x4 zZ4dAz1$EKh5ilopx-YhZslCtFX%ef8Wt~| zv7sGjxyIgt*k{6XIwcZ{h8i3 za5lKyP_30*)w+XR*I>pi>3tqw(mL^HNkgDM%g9z!SLZBOf=!2}VR^K-kWOmpm<6T- zGKTznxgPj5g+1NC?WkWEK**|buHB%|(}VFXBR4Mja(3q6e|NoU{V6DOdVEtHfdYaANlvGIaa zB38ag#ZxV;ljLbMFl5`?gnNLI*-`Tzm#*#1as;OcV3Ov%=?|HNvhq zlqbH*f{>+9U7Okq9S$cd46smjnFv1fXuzgens8NA+nc%RT=p#-h!PtZ;9XcWb*7Q+ zQQdg^M|>;t+JOTTS|LMU5WIwTt z;9`*%!!60@@h%yEe!rEfk&SnU#=bZ!1rYf_EGiX`rdcahy3?L)zjYp(gUKhf_%e$MgN-ZW^aASY3*$>BZWVWJUfuo4+tf>kM>B-YYU^qo7ohQn zbY7gClrW~@mv|Z1*GZxU>1~zlFu}IdmMGPyoUSHs6s3MZ9|hmW%w4&0qYi;%mK!@h z7~lHlsUx5ZDuzNowC^*Ll3`uu_hkma+QC@kq6g3wy7Dn|*-L&l-U$YUe3;V=f;}i@ zCWaxix13XkpmDZ;VTLac>K4mfkQRTW)FDo#XTQjc1|jCt85EvzDD=#^{2wO+5Dra0 z{FF0L!_lXQ4mX;x5TSI%&e1z>0qo!_1}D<&0WyDcWPbssy9jjZKinL`o`$8nystnw zHmr(|5X9K#RUBFqp|<(!Psx)5`TPrB6s?*bJXpF*QL!g2W8CVFFO$Eq;RUe1(i@ep zJMx0Q#&Rhsjq+F>-b-}C%Gj~YxmNNx2*$87!y#?TLRoEu!6jgX_z!}yyUyDham4jo zbCGX*Dp)5ufZFqyhiY5^(f+R47&@T?KSF7y-)exacEX){!+1Y zMgM+8BC6QqPP|?0z0p4L^@Ov)_aA^RAh2YgoRh-|epRQW!^>3=F*>(0L-cIquGLt8 z@b5bFQejfCw?js%M|qU`UT8&cH@}wKPzwV0+9S`#%y=XNO(H3*KfTv}l>Nes|DH=% z^J=mE7xbXFzf^f^!3fSFIJ%%xkS3HXRd-K1PoetCR6Yggy>b`wKhBphEPioTcHVcD z-sE#w`VtKFFza5e!nzszmiHwizEHO=5cHtd*jo7-BG5j#K&?c~pRx;)sPZxvg&T-C zI}ySZD?R{%-UZ}YA*lh`czk>yW*&L?-2~FL8@eT*{H%BH4hrrMzNn3iuOGd+V{Mvo zg$Od7;<>)S)w&t!{Zp`i1W?_@@?6n6ka^C^<3x6P!H(8Cxe*Wl^WV3#*1<274 z>uQA*OkNeppE7P#S?hZ1Ca j07}!{`4m_yOt~ literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/err_vs_order_Bmult_50_Yoshida-3.png b/experiments/abc_outputs/err_vs_order_Bmult_50_Yoshida-3.png new file mode 100644 index 0000000000000000000000000000000000000000..c500a7b09abbf5b2e600f9972c7f6f59e7228e56 GIT binary patch literal 44686 zcmdRWcTkkuw`GGF10oUx1VsU9l1P+%l^|Ji4ua$)&;-dQl&m5_kRaIPAQ_sZl9VVQ zISGj5(B#zg?2q4jZ)W~@HB(csYG!WLwSn&b!uihGd+oK>K0)_YPJaQG`;c@tnPjEZASn+%{aBGL7oO*Om&lQDY{D%Bb;`q}|0)@)mm6!fU z)APf^$gx<%o)O6vN|v)17)U8d8!lLPnl?PGtQ5sw93)*d_&V5i=LxBdeva;0F5}_L zPcJ@wi5j?a_1^2FuNH_qBU_St?T*@(b(YiZBOTL^|5g<7ZM7#>@Ok_Zt#wr?+lBv* z!X=}K>OAsFri40)ydGmkA>Rxjr9_d! ztJITIC=z&0{&F+`Uj85cy42FJ$Cz)XL7C%#P4z}^w!7<0a?|Q_N|nz%u0B5R9Qjl( zTa5W`Ih404@>CbsIhJvROlB0TPFA2WAB4tyipIC~?F$-QYV9V)zs!@|XD7KL#pW+% zxAd#pdy9YigKOH=yMdn^%0>i@JjY+m7IjFh^T9{_mRee zCdQ%9gsQdn_)*`j5xrjH)$uT)(R(o_evfxMBmCY84nL|}Uv%;p^;TXQD6)#P%d6^}gBz0pEk2=^jUJlvE`=FPAH%!Q1MWYQ@GL)t#OF{ft~ik-Op{4&O+h zJyL8KPer9z@@Fc>L?t`7RDaNWxw_l`U@d8VbI2(@zh)O*y*27R+bPGS+{ECjL?>vk zi`(cm(9ofHu-iam^5NLW@h2x3?;+pd7(J*Z5}ZV)-f7SsNKA(E6-q^!?X`QWE2I8yj%Wza4^*FBO1HHfv^(?0P# zUf-=pt9xa<&MHHH_fMp1murW3jIj^CVWDtq%wN)>masXyJD;y=;8=mZY=WY<|NM`> z<$H@kL#J76jH7D;4u@OV9DO{Uu&{jcpFTaSgdFwRXXFz1JVxAf;=~@i&`J9FXlr>5 zIh0{3uE~DNyRwPLH!&so!L3;N6FZ3es_tjb((z~XEHWlccPQ1PChIJb zW^oXENp0*ozMkvk%i-p}`Wi#%c%Kj-fJMq0T2q%ILK9 zHs0~x9)H=LSGg2-OpM|lgV)SQo7Py~Or3n=gh3UN(M0d1_im?_PQoyG-`%EpBBL4Z zw^cdjP%eQxXk5FI^`7}>@E7K+xWDkhUsTc?=9)I*8^1L4j_GLj$etXG%h(LrxQp2n zBkr$h=yZ+db;(@#XBmbl>BY=x?sC(j`Fe7GifwVidiOxh?l`%BtQ(CZhwkxMt{rZR%d*u{=7P7Vl_#@!-YIbdu!hV>Bi{ z_=V*NiQO9nIMU25??Sl<#sNjk@3gD@uy%Jc{(s&$;aUMCFs}>T}d*u%A<^Tx@ox zVw~KYS|#=tW?^o-)s3lj3cAhx;x3{zuiambskPtUW0TyG7nCs5P-}Dh`OgUpqqMu2 zsPN!_tkJA51}x(p=nnk;zPDPqj!I@d3F{%tXW|J@&34Lwn_1WEuIscRT&22oQ)-t> z`;5IUp7m@k4he0{_wmFBZ8H(K<%&l3mtYa(gjg$yT`)J6p=zZzuz#b>*_o*4XpsFG z9pt7k-=XBuKeN;|T+hVSmO;OlanH=`=}fOd;h5iE3C^$8Py`kaza~lJCt9N)Jbw5P z`=>8gV6vsxofEYWbTjK+6h5x-(I#}U_d^DAD0i|VSBYk?jBt3=j9>ML`;bM)d{_Sy zhoB9!v}xK&J~aO%K4`$wymvs@QfS~|WDXrZh%M2&&$oIy(Yw%b%sHO-RI|@oTa25H zI7BM6t${aNPY_=I+8G0wnBDe8ZPCZi(7qNNv`)=I=T-mX`aIv+TaLk5dUtfICWczy z`eP1GU{krOv_T^Lhml$Dysd%hlVf!49vcILCSJ4H1= zmzA;8Mwz1KtyP4|F#>nx2yF;2+Nk*k_0vHtV!?3W|tt&ML&w?@k)EMpuagwH9I`F_9p zQnSjaswt*49%R8{)egKeo@BTfI4G^G1gH$EMA`?)i@N)CdWY z>fO0)htbAXiS&3;KXk=nhN;AI)f%0#Q)-*qM$M38rN!OOVvjq8p6!j>4R}VnE#DVZ z+V`3mz3oe#;{4o01dnK`lYikXgFGNR7o89;d9WQ^ss{m&zO-U{A|&3(3WCMi`7?}S z<$iO&GB+e47tnFrEfvEo>w)YdK6DVmQF~78-(2ryYeMf|K090L$$<%y$vJ~$9I&l z#26MH{9sG6FX76sT2&wvws0HZ*S1RfjP2I8w_%abk&DbEYdcwCqqMV#kd^cu40d*N zcNU5|<{$yDX%ok`YPPC(A&Zx#OcTu`#I+@16=@br!tyKFO;7T})x?#Kdd&xJGWe`~ zO*kM<3Zn@`Pj1aR$dh{hFj;Fx23_j}q42tXwziScH*$;v zd4#>~$p|5P`aNdH$_q$JsB^E~8(Fq2KiFUE=wOUg2rnt=)z7ZE<^ySAqjI58F`k$Y zsehwv)XT1+gCIthTL>li{LyH5aTtILrDj zk5(I0B?$LAR^c19CHqJcnyz0#-M&ak0l(9q^>4~=j@s_Y_ls&5TWdw|jD6|&$Ga~r zqlDEcbhDmU{&}lds8E|kSg;z1)lr+GsYN&SKU4F)SW6}+pgG$|q&@8b&#W08vUMcLIIOPrtn%2ah zu#rQGR#7X_p?g*+p!WV!RPNQRh*V}a^s|(=*Ei*dEj8~p+UZq=%k*duCwW%S*{fMR zUTYH)+P|Ft(MVa-Rwl~!anyYVN{;+07wrM6s77ZaO=82mA%jzr->!`|dw;YX zkj&tT?IX1JK&rlw3|{#tfJharBEA}T`7hG9sya-uwJVAz1N zs5ZuUIIAXr{&|QBNobr?=U;dznS%G|wMy{1^>&_B)AjQPvxJ+0*MFu+Zn0H8_M1{w?2T5%yWTO!%0+#{vi+Dj<7%%SkNMtQzxNi= z@5f`7GcIuCp9u|q3ZE?as6Gv#+Pe7QlYHcy2LQ#uja0e9)T=U|TV_lET;6B72Y`232%Z^LlfQ=xA#_w12fK^ z0CeIV>=^9uBIhGEhMa0g<|M+hqIC0cb6Fca)$3hn$}|onCox3AmVfHxzp#)9-pjR1 zo~`XZ3zb&*7-7ky$gP>($M3#aSPaQ=y|rTM*Afs53FC8`sVU zea^p)1OueL8~W^skw@P_>DpZBOVqG4`8Kph!~xc}yr<3B%II8AK{YbHZKi%8gXK6L zfK6uKbj}oaZNF_*x1*sd?iRSQTrr&}8`04wG&Vd}pnJf=Q&S~GWip}IHwKT8&sQ?e z{aHj_lXC6#=n$UoST}O<^`Gx05}8lV50yF9iLiZmbSI>Y%H(^hqREbfyEM)As#NK0 z%y#&NaSgjB8=u<|JRQo3DQ^Hd(*cr~1LI5l z z^HxP<_EQdrJBB29$$|HkhZqfl;c~JKUOC3|3VUNT?Bp}EA6m~A*k$=tuP#=`%`h5B z(E8huzMLu48V$?*^ecf!y03V3@?&P~(d4R-Nt1)sm`kj~L5{E6l&|BJ8y+6V1{udu zQpRBFof-1gIGZ$#~Zf-vIu5_dR3RO%~ z;2N?Td&SFgn>cWvVpuza9OH9?9K(6VWW1%fIwbeU$#e54?=rpfNC=f@Gb?-*E$z|P z&Rf? z)l@33V5uc6I=KokoW@ufEk~Y~I{T_X&up_d_J@#!wN_THv#Xh5%IbY<$k0x1gsEtQ zyz%{5UUPMd`ZJ!yTGE<2mE1OKng_;5eJRd0(8}Pkw;BzC2d-YD4aMgr`XB5p_{irB zbsZe6w(!ummu(&^H4JUhxM1$$W`URaB7mg7IG!;^L=@uGMd6@}^mTI0tKXp(grH4(%E*=_IX3ftcnjnHfV-7p*Ja z!mov^EXTU?q~x6{?NWhC>#CPpxAJT%VhIAIpA?cRDP*IVDBFVYZ03T${+2rZ$f0HP z0F-GjOx&s^RyS-k=Z7@0jG8nz?5VIP2QkqNiMGtQzM3qbZ*Je}8O{2d61>OsY%(URTie8UBPT06GdA=ZE8`7zt%+hSJ&LBD7M|J< zgv*p#@1CZfrz*$VzB`GM3ukzbuv9s>9$K;$>q3z`Bo^M1^la>pFn7Lw(2pa77fg01 zF22rs!6sj!l-++x+lBLG?Ddp&y5U||;Z3<6a{J3H#(ZXy zP2P8uGVbf>^eyc9JVwzv@h0_nf2MsJ&Mif6YEh6 zYyB@N@|vzIV0{@QeK5Z!8S@*WhC51)hf;zCSQXh9`xH15CYzq=J!a6%dOK}nuzYDM z!eQT3U0wjA`P;;~fojo~<0l?i-P;sYCwTWPKBTN(k>Hd$$!q&7V?8oy|9ZB%t#Y@? ze!PaUUgzk>*SnSKz&7%dYv#^wY&~>9XvM^I^7K+bN^kv15sohew41yfUa;|s zx<5b98*k;!Pjj&`f>qfH<$$&<<0Lw#iWkYtX=!K{%XqY$q%o5nSk0S|p)PtE{qo9G z(Py2k+~Cdkvveju1gAPi6mXu=;Zq8Af47};tD{1qUR|*)Y7n47sSem1rQLvsB4N62pc*%vv9>IQR- zU2iwTXS*+%qdFz%9m^lo?I5YpU|i>*Wq)tE)}(VWTGGRkb$cebxk(}PQH}c4ydcee z0tCk9#?4TL7#F;*F(4K_DOwY$)LZFqrE>TpCRcscXZt@zEmY3j(ZS`b3D8dR%2NHL zcdB|r=%BUB{xwol#bIgVQ{ckOZQ9MN9iLbuPxbKm*C}&MBRSvVrL>RHTDMpY3*+YJ>*z#psr^{S#E05CYrimK&MuQ#7-uWnV~fd+U}9*FNTm&&0N~Ps z8<&;w3U$__n{>3~zid~kzvrV}WjVDWoS`XKW!2j1w=sF`&oeTqfDh>9r_@Z;se7tE z<@s)HzBbEBQJN=9bTFOzEHx5O?Mim&0OZxxX`d z#E&7q&Fu$wX0i85&c%^SlZs9Y&oaV;$a4PT&d?}7zIkCXA4+Z4%okR5f~F!$4&X!?XZ+QcI?ACaadF>g@F$&Fc_i#VoPY=5{ISbQv{1e(^_51D~v2d;L9i^`FWX zt3bPUpsL0Zy3+6p-Spg* z!u^+FrMR~;y0lvIJ=7oVceXzmVY37qSvZI!R~tjKsiqdgne=q&@Tjw8yhcq&%3MwE>l;go?79(Kn+n;N0J0g^ z_rJsj@P6y=)htx$cWL3WTNR$Ufxr8(HNY_LA`7dW?R-=6>NNVkI4OjM;7fbWlJ9i( zPTx~ZIjts-(Xw~=Ta)2vYiC)zc_ZokHA|)T__QM*%l-oSYA#5v!D90Foan-5*^e5n z7e~5c`unF@PB8hbaK6th%s6-Z&+EW7Uh3Y(vawOyzF(0lBAK0~%1!NA>lG%W$GAuf zSEnBfG(5bF&2#K*oXHw~yUlEJFl_e&rn<3OiCU-|b;sCW*2bN*!R{AA-}+~6=@qUv zbLfcG*--2+SV`ImGZpDIy(WvwvMd`v`Lx-8Ul@30gR`H_Q$p4I1~clzr~L#P?BpN6 zFws1aNmi#5G~4LW>A<1NuKOL$TJLA~CuDvaa#TDAjAvkgq~A}@e0#^aNL2}WNeJ@v z2csY)qT_N)x$s1wHi)2^h~evH`T7N^DEC7z@ujs5iO*%E7CQdIZUt_h5xs9WG96DT z$?6CR4d^`czQG7_yz%|TagzWd3+m|i_uE$(#{YSYHT2oJ!Q{cJYR2%HC0aM->Pj&A zlCo7p=#@DjhkrEEpxv&{pTs`-SqJ1s!s_2w*TTOyss>+DHrOq^L`6+8(?ApacKcS} z;By{eTxIkj0~M{|KZ<5i#Az2xXA~@!4hdqqL&z7VOhz+vCLG{u?6yT2TmB|mU6TuM zwR{wAE+mar5!+Ojkx^u5A?|ee>+j!UGf zgxYfhcvD?E$k;KZexEKfQM#PkoLi9atqP=)Pl(iK#CNNVE#t=JbgnRSx~K$%Qr)DL z)%o_e_s&n|V1?qYHNH(PF+YTvG1xD-mQ`~tBlvT2RbdHTN&@yLD{JkmX-)P&96^(} zSijsLk}Lt0+tF|)ZAy~N$hA!%4Ba@Cbr8~*k6J7 zHjh{)-a-YaP@6Ev@4cqIs&^*fvbkN9KS}r{sZRpe)#?MRlP?P zOt{G-9vGeAN7r#O2ft59ewTRY@qC+9C#yO55y#W02X%o0yUCY`c0hj1_nbFDo1Nbf zmU%>B{-L2Jh({Pt+eDK@E153F5XwW1e^HV9o`#5z@c%Sk_tI*_Y2q=Z`D%U4TE7IE zVZ!-_TV`lhZFU|G-3FPoXkUUxS*f`IbZjgD8>_2wVjbq+VlsTfcqH)_yC8Hq&5Tk< zxMHr_Ihr(0GW0dD<1`wTveZauI$oY^8}pnDlQkD<6j6KgmW?8O7;Z|h#CCX^xRXSb zw@Pr+-W(2jeLb<8B2PN@{N9bk2)v;~?k$d*iza?MQv+jo7O~z4ChC;k8;L{sU5c+t ztz>kP%!s&p+3$lamFkW&-2?ffiFp4>0Z!6)X%Ez@xMMt;meK8!#Qg=g^j}oF2&KLY za(cY@C~tvs)j{LDF9RR%@rRkWZe+1!k2vtMcD!Ory|e$FdNC|n^3I;{ap22FWvM>$ z8h9MN_xSv>173vbu7k9J;t02SVOX!|HbC;Ioq#Syc~QnO3TF=S;_Bdq$b@&~T&v0r)33|hAf!p` zN%DHTEwotQ^{EN&+pxYnThnCM3Q~lg8j3n!6}!}iAEX+eMHqYAP;029w#*83`!!%?}quO?n`QlxFb0#gt;aUZz`K6J{zGZ|KW%A#52A4#a zB2Q2L=Wk@Wqf4ZxIq&;JrQWBbxMTi!AK%nB{ZDbKc+*#46m=xc>R$;m)q%HSXajM#1uCOtv$ zu0h$LZMI+;knc@%-kS@0cvqjM%N{wz^=?(sPi;`T>d7?e5)TOTPT)}qPTE`am8<|2 zaefc<=LuqxL+QX=2TW6U$vlKfpPL4vIC#^p%yFc!!|n3UhrB=AHp>oW(?w&M>4|Zd z$GAqO`=^l#hkzirM+1UG_8NG?5s_#Fhrh}S$`B56_DMNyjiJhMZ;qT- zJ9b~QMcP7RI4Of!81Z75?6+9$?4_lwUPX^g^bs;fgKQ&dQ|+`vDFyiu(J1HEHA|{c zbOCMp%`C-~Ftyq9Q9-;n?s5CP<+^{KLXh)&r*%4WVw5M;PZ>Q{XqFYiX9)M%R zZswrAHE3xIR6UPg8GhV%U^njSY3XXN%S7p8W`mb{JJ0eYMsfu;CuFRIp;Kci@KHL( zKeAL()cLYx6tr%4YTZJgT^qDOhtFq}hMlrBTgVnpo4kFwqsUXDN!P+*F~r4rY;rSY zl_$%_>}_DihoGU5X=lydB`{SC;4h3k7u9DFRhyzJyS&B17y}-WoLe`R?pATj$*5N` zHXS{M7txth7}RPY5I6Gu6a2R8m@IqZ@gfX8pVdYfn`Fe~Qs{1Ev8R4>gqf;(n)9<% z^D|GL;H6+1W6uYhRUwXB`28@l?u?_MOZ%Nz*O{Lm*_|d_|Iw_B@uAJM$+_4zydGAG$d8~$ut;y*YlpwS9Kms5fMS3 zNuA@u)i$}J9VN4-Qf_gFKU=-@Jmd;aqUk=WvsyIk>0}AtXk`l7O=F%^de7l$&vWl) z!caZkTszLXm{Ee`)uglbw?c>s=>Hr6oGEU1RSH>SA&o~0j+s8DDA zcuMn%gE^hr=3e%o_W_l=v|0C+SxFF+8Je1sCBbiZc7UDL=g>!_yl{b%q~SUT@2r-R zi`Fd&2^d&#gLU_1NTuNOrfF3NyYmB?w|R$LTF)`@Ie9GS9bwjtJan{W^ur8Dq}DZk zfLRa!X&$>kBb0QIOuo#q|!J^kk4v(8`1{$df0)gB~ zZSR)t#>UXY*-$sGCm{Fyzwd?XEgC$V++VZ5+OiHhvDGvUT+FYc^mGO|$j=g`1Q7w> zm9HlTK)EoH*qH53*C5vN2kN1})j|dyYC%rPj%7>qWX=UWC;`U~WW z3#k-*i_BtoeRdX-ok}E|YM#4Bz|&X}H(Q8>`Cauvl-*@D8@c?}Ka)YOUc}^3p}>rI zKcl%eZQMk2PI}|qm)2nPgs1N*{O*N(zGo-M^WG~+kz9epzMvTKQye#W?suA}>QS6| z_-)%P^%LK%Ebt(XCBlQQ<~$SH_ujKQs4qtUHx*bP1HQfDB`PrQhv0F~{l5rN)lk6Jn{>e_Rd~LLAz#uQ;?7{5iVx47=1;CpZWo=5wW)8Af$!Dxb zDm|QNHHxDxX=soOK6Fo3#v+vU?CZPdl>mmP-Zw;}Dq};qaW|@W{>C4=*VIWqegFk>9PG+e`GfeBxqq4VD=~U^+fm>vB`=w?B@~AxWK;j@- zc4uYh#i<~sEt{@SdhSec=m00jf(GjNOtECc^(BreG8x(-V$I%?UAd&QpLQjzmBWPt zPKHE#%dzcRj-1bT&}gcFgohtrP|v*{ssQU)7h-Oc0P9&`3-h}7TxNQq1_oaZlzbO3 zzl-N~{NXgHC@)ygUEqd{dSSa8l=hi;GsJs2{Boi?<0jT1hqR}{D#|^z;%)7y-5+AH^%#Xs!eU=r2j6QJ7l7Psy28K=mCmn=|AgFpM48dsJ)7u(Ja=-qut`@3OQhLFhW&g=iwj};$2^!9MMRU@GZ2sNUYjlC5j8x z1l>442otH$G!KyAVe|qG!AIn8ta%q;$4C){&~%!V6A$G&NQc)es9&h^4(nsa!*U*i z+p*npgRnP799>xC*(4^Jcit`fG&?yw>{@gqltlNMF(?i8mx}fpX#=?Qz`SbN4-qt= z9Z%SZ{vM6JpI^*rG^)MbH|%B9h7`2LVDL+mk7N}v6oh4+V`X^MiDISx=zHaASk5-U z#3_NT(JZwERL9AMi<47h?n4fGzumw}(uUbPC$arI@XP06IVRtCXUC}0K}TjAfoL&c zU+%CoZ$gYiSQLK1yn!uqb9041*FjjcLM#wnDx!=08V+Gn{7>us3G*g=hFf4ydYCQ= z75xBlC(X#+{8ksx*tHrsqO4REEcW*E{S7~DoV|c5ENTiMUPI-OIDd)u6Q>2#oju>k zL;l9cAKyST&?>0hfQrG|ev2JX!|1Ua5fKC8IkA;5!9&zM3b{cvrZ5_LpWdFozui~0 zo#-_crIQ9p&T4WvzpxoSP=CH`%+Fh7=TBtOaudau2I*L}ah;`?lKT(9JxekHKA9wH zy@zjprOHJtRL+889`(Xy3L%k-AsD8a5ax6S+`vAN-z$BeCJLkWM%ZV21xYeF_t~;e zEaT?$IDhWJj47JGW@_;0>oJ3>TqK$hAYOd$-2pZuam0AI$-t>vAOYNDdLBJ6MX$w6 z^KZ&{*ZYO+xq~*x|J(&BE_ydT!oD2?oi1x6R3~d%^*s*%9-*Uf*9R z3(Ln>XPW88dm8DTJ}9qTD!cT=$XmKV^|`-ulG&JagJDH~I$~8hB$|Rm{nk^N1TLQO zjl>gE+KOE4tNZgQ{>Vg`?3}5=R|Vybb(Y*tB&S%9IuW2qAfA$JJ~B|sIM2*`-1O`# zHb;5zzzrEnHp-m@IFUGxyKyz#ghXGYVFN;tk1NHdz-7uuFHFWh4mr`MJk1l^=NJIC zyojv&{D@eKOa{$AdhB9$%Au#Wl{pLQFYrD0pJEO`Q}w=6of&wW@r{F=sL%^uF?)vk zF4`w*Uv)FL{SJL5(-FcGuP%M7T{V85p6F%kEc=kH~%!wTU=S<8PKj%v4FLpSej=ZC0En%6zlII%60Cc;eHK!`PZ0fujX}J1VrO@{}5{aWZ)RU*f!DpYH!V#9O zlXWAM`v=yv5Q}mIv!V@t7jdSK`(SwTH224>HC`=M=dzP4rDi!=N*^=V{43Kp0e%v( zHU+%ctDEI4*dUE-7sG?@Y@6UveF3+pKNOAoxQ=+m2QSq|xzik^4bnvdY)Z}!Ilr=h zLRN^3_;+cjZ^k`hJ@_NNLGLDB|EiWDsxSXFSFxB(aE~h}YVW`C21U-8| zPqagDQIYzv-_e>VP0z-)PpM3M`dHG>vS^f|>QX7|$Say?b(FOaG}#2qh42!a>uS&Y zH%;;PmN|`Sd&q0XzOd;|YkOqWx~o6uM@Q)*-Pg-i+RwZvQ9YNHZRxN2K^RZJyb5+& z;oRabh1s`?+?h9S+BtgWz3pW^d5Yp(G->W?!Ret3MXVj6tM6m1SW%FxxipLuuW^a1 z;sE;ym_cqFpgn;YrnH-fyLgU5=JMD0&I6z&q5lp%)Hqv_aXHO{sBd5XTAr}{+fe?5 zcR=Qh3^YCHU?H6I#9Ij6NzQl`qM>x|!sKd6Iy!IGV+o-w_KX?FM*#Fhw%x1hHw&?- z-cpD(sTU4B!SG0`&eMm>#)0#zQ;OJj@FVU)ouE?EAAhR=E$VGex6=_L-a{~^7~31& zDn#AP+LHy{8~h0+mVK2_4AHmegKza;SJzy^KjgGCRl-Obot2xCZD*$--Xl^6-55n0 znWwFfKH(joa_cjS(Q0f^s^*m#Z4HfQDx(}XiC`2jTpr_c)5|N?Uxs<+w6VKwf*rE$ z_`@<~^f2}GLe7W9QcZ#oFqW2Vf3GlMNb)GKdiHnTT@qq5egs3b8hAv^@(dv1E0W_T zibY5IY(0K=#cnt#m##o9kY-!Llhu_6=4*Sw;T0%y+Hc;q$3}T#70Q;ORU$WBM|U=~ zTJ2;1;ByuP%GEtgUOa_Yh{V3L+)9X2AW5F9^`S)dzS`a}TP*2wq;*QJc>maJZY9Rp zi(M39Zv@{l0+Mz919_X}Rr?>9ezR?W(ai9|RU`)#;e{ z_RKlF`-ba9(_J$S&HEnpYOY2-p!dU!f??r!Abpxb1MLf}yeLok@2Bff)uriOW!zF% zl_oK*IfW9H-^ZQDe#2_CDrjDq+>J7!N&ox7tyfPk$ffGHJ%HR<@M!o7_G|*-7LTOn z_3oqtegmgWY_x*hWj9T$5doM)gA@l;>_-iur-hyh%Ri0uLC^^~4s$v*fe_qjeJ|(l zuyfO8zN0ZLND&d;DN{asrfw?Q(B+5y4)oh#5rf}=Jij~m6|~t7tR0E`eN@6rs?R+h zK(1|Py=9}?w_vhAL34J`67dKM4DUltS0t}FI1kyigLE{bnA4y8wPYh|;X1;F;T8&8 z;;Oluo#UhbAdE{}^a?V3Ht;N3&$V}bHRS$Qi!f{-&m6)_{GWIxErx@rcX>Qal#iks z{>o=_YwvhE^;{g&FuxNvgLNN&L1X#gC$xSQ+QjAVpIK<2Vk*}ePBqiHnFkJjr}u;fP*-2_R!}M z!E%zowFQHK0q2L+e8ZVK-c$EN2bidy^BNNoL%_%~ZDj4+yt2-yZD@6BC9MHKG_AK> zdveYZO0$Jhg~$LXYAO~-*_Ux7koRylUzI5D$d1kB27b=jCy4ERBeI^8#i|D126u z%U%E+!;B}z;N^<1Z)bBVO|oz7+i@QaU9@A_=U7go>oHLir+LAn9AXkKu{&e$@=EU# zDq1?0Iz76++?V&#y>4Ej8S5AbJmT{fTOg%f6OH0%`$Mng2~2{S2;jsbXLA3Y7L)cB z$rL%`&^{e`6zzkDJ`o6?G-kg|J+@`;U&>EmZ8sqyyK?F7bHWsl{|{CP_6>%GSC;~= z9SuvqHFFT}k3)I9o$00Lp^Zw^=kr|oz1}2wz)Np(wej*c2rS(ob-lm*{hK5bjd$>} zir8#&qtub2-A1HBF|lLT44ErDSun9@`&=90)CMu#%0=Iz5RYSY+119@2!+y&ln{k4 zH{J#%I`ax1+&Rtl?rbX6Rb3@qXYrm>W{W+B;s9~9YfT~5AeYJ+7nt@ITO5wApmqFM zatbXggBr)G%o&EYBzqC0U{f#PTDsdsmp>p7abYvXix;;jvDV6m5cCPNgbQ0l#OA3`yx?Zpwiy3}3dl{U^?)&5KCHj^3&!ijxR3L~cP zIXT=seg%F*QHA_4c89wtMuabz-EE24B&1Rznr9aD9ibO(^Co=e;=ND}TFQ_2MgKb& zbnhjdfURc8Ged+-__?F`AH)MpqyJ5+O6mb-`JmRsHC;JAdTxF`dxRm`6kdz^VpjX& z_3w*v9fQXxxDHhQxZ*CvKns78%V=XA1xfCA#!j|R5V|ekTP(EE(6{^V&ZcWQoW3uX z6kVP7u6FcK!oR%>OblJSKXk(lWd1TDH??e-zc(v@t>}xd`VSTqgiI{=7g8y>F)|D2vQz{}<`xI+f1O1Z>PdK4zDezZ zTUzuX4|(HV#=617H!@xDP~#=w2>`iqo#e_&m^791SdDM@uxm#G5Kxh}VTTuZCzxjz zVT?-RN$$J-i;YBxHW*xJfK07TS9)(oj&LrTZ^)3-L;EaM00#R1WCeCBVF{mQ5dLY5 zaA6r2r~;7p|8KY1if50Yf-U+#KL|TWg!Z1EL1cCW{M)tj|7X{3{(mre{_E((|3$~~ z=foaIRKqR%{?D@hs_$=MZ5@yqE_Lh*{ENC6M!n>ua3(JF!20{Otr9iZa4^4uUAz1uc{POGCS$By=M{`~Z>a5&rWu4G4|z55Qra zhE(6t#YxRFGFF<_fd%GGX@~&e3kR2qQP-LB`GhtKNPX%AOqsGjac`^}sEjD!dWzqZ z5x+6Gw!S%RlUn!!l79NLb0Rm~mPf_orI0y=+$w{*BP zK}C(jWRsn(fGP*3rM+t?;+BGu^5Gwwi%`fyL={CJ$}%Xj9JmM$UTFNn0I2%}hD<&mmO9>{!0UFZ`Yl~3|nm7nWQSJj7($m~I5t~mppy3z(D%Hs z3?20L-(Dl_y`5fLBOWG$fESBUH`6o{f!oghWp?i z<0va%LfW$rTe|@?VZo77sxc(L7I>DvcZT1r{$wSxRYY>I3l%Dy;r1;8fXKFXISUgE z!53Ol^$lyix0V38xi_Pa0x#LFV$Y78?^j^rCi?`mSk3q@v=xY)KFQ>_J&pmD{1Z?nRz3b!iH|LjE}E=CcjUbA z$d3h#gD1TmM?wVIPytzsa!Zbr~+7^fzTcYAqjXEC^nEy z0}!%4&Z%an3*2LgIFAkscZB9gRlFTSeI5oCv5*q^^`}Jh4D$Nlx606(C9Q%g+hg0I zQRyp|_XzSN0?@|;p!l?*?st0^dr9|Sn{M1bg)+Yr5q{<{RRu5{3xJbZ3LJ1Dhr`_d zcR2E&<;RLMs9GeD{a}gt1e`c4@ET?|;kWF`}w z^8z`i3j$oCQ7OnOpTYzOGX|AUAa`d7^K3h&cAw=mF-371o^qmWDD4~BFuEvsh#+g& z>uw=J4#N6*fk&bXS$pRs_gB!Rh$xC$W!EuBjY2V?r!|H^^%wrRdO&$~BPB7l;iIpI z#`G|T+lAeOhmW9yS%>5|Ty-p08E|Ws`M~0PrPii;KYH%3k*=bQM2hrc3gpPP^00DX zaa=bz2kq43g-FwFC+!pETp&OORuA@;m){8?jqERt1SldKF9aUWgOH&b zh*Cx6hYR(-H!PWRmu_7*sDUoAvoUR8*|355-_{PdQpabnLARF=OECyQEa`}ec#E=%M)--}?mK*epL4@Rmk=&O1! z8^JhYof3h_fu~QTlCA*Ft%%U*NG2(o--5QoVql+i3Z{^+zg893XlEs`PbcYfCZV1xv4<&P`Q!riz$m~g`{)0x@D~2AUWkU{14*i+!Y@Z-j@t0YF7p1*9{4^;FD*s#QbW(@y3z`9sT4p#+1UyDQ-SWJr+=yv=( z;h-?Txj5wUABV|9qiDb+kn@&@b>r1Q0EaW+6U!C=Fl`gPYC-=~ZEz^&X1q1jLOGU? z2M#=Egb3=0WUC=Vf9RALKf%~ctU55T@r#@7zYl)aX`tMnb<49Qyz>LwP#O}HL!EldMBcE>SYM|?ylR1)^-U46TUwWv7mI6 zxZgq4#O5L&e(g~)M{4K-D>w~!Z}cL}sZ8)x==JOP1-F217r_rZ2duZ4926oOqCi|2 zZZ0Ip>xBpbk!t#0K7UAPie{^8J!JZDB@$2SSR+yM>N<0*3a|-ignNv1_#o?&9k&O zuT*k=tKAmOLV+-TpyG5mI)9AdWC#Q`5L`SE1pvYS;M?ly0wq zUMK7T>ueU#mpr00APWFV_?EHz*N|PJY=ClaYj>)ciq^6|OtOCr%64fn$W-BKJxcm-6+4ajt0!H7TRHC7MK$=68t+PWlhP0|J!ui4L~NF0{pYBr+z z4S?7QgW#4!NCYZH%mMI?+IvgLaip}S&?pAT?}*}fSi%shyA(LEeC@*5#37B$0{7Lf z;w-@(GJhvW6jrf)<-c!grFVWCDBd(gHt_{9SF1(`IpBTqk-2MJEkWQ)_yisbQH1T% zqZ&hYP|@y_M4S-_219D3b-=Xg5J{|JOki6YWM8Uw9Ay$b-dTjjW*a#YhZJT{;)i6*i>N9Nck{5${?Yab^X=-<&Q5J z6%hS+7lz8fP$)0N&1`e*Z{yi2$j60KKR@2JdR&Pd{7ODdnjP4QNL8gx)l?5{g3CJM> zZ0EJdFe_DPD2_V1xGNXl9`m_+r|R#!xN6u$BpnPIx4@&CKaPW{ifsf$>46bjOhsjXuU0;L{pYY$>d(W_{vTa**ff&j_nGh9G%7B5ONRl9876c3= zNrFm{B#H!)v`koLlq5+o5G1KY0SP8@5(Fd(1_UH3K~a#``b2A2?Q`Dy-o5AC`@Z+S z=bzde7HiHq<`{kS-dgKzyt1Hy&WorY%U(h+)q&FRxoeNxeZzL0P)O3)#AnmD-J--Yg{^u}yF@iG1yiI_YQX6J(Yk?$EmqeJl)#7lFHoW{F!6hSdOoTV z{aUCZ5^7E`!!UOe3p>)F9e~~lK<2le+rz%e@J^+co=D&_V`%ldUk=a*6=U0%EIU+vsbfBFze}B4ZbVpTxd4)Z5#k zmUhv#PO6Nby4;sM&$QaUAj65E6>$kZIs4LI3I26056T<>DoGC`2T{T5-Ldjf&xYIg zS8kGiQwGT=)9Gg5k$*P)ismSiW>i^Ak5g7j#pItWvZ!mm4UeHpMm9_)Jl3r_;-N4W zs`4m!%97m4u_qqfa2T>nX*tFf5H>bzfhe|1Y~A#l=Q~5)_uQ4oF!aUU6yp z2z?JLDRc!#6WHGh%7$(rNONa2K!_AZBVdm1lQxJ3KbFn_a}yOq#At2px4CX@S4!YG^doeIg;-5;ZZu4pV_2|Io7OsRlnN)XAh z`#=K@*_=wVw@g$c(f~?$uS@M;@N2>XIFUZZUk|zYGbt``f;!$>K|j7ILFpQTw5{blnaz zcXV(=%5@{GlbM0K6|uk=6q+}E>1t3%dQ*;1g?MoD>%Ne}3TJ#NlRHsWnmO^Ahx~`+ zYXc1flYH&IE}AVg$a2f{1E{!Cs zF8I(K9QaH#LltH*mDX7hFIo*{RjA2{@JSygws>Lq3hj2sIE0S$#^ox@c=S0S~Td)@chp#a)m#iF$eNk`rWqMY!sAl3-LdkXlfM)WvBS z>k711*Pr`BPr$O+7-!1ih80ncNO6M_H#;mhS{Lpf_6sNIn}_+tGZd{9{ALmXe%=8X zDA?cKn6-jYnzJ7jR0?M^z9#)&wyyiOE8&fyIviULC3k)O^sWN?2S5?#W$Io7oJG8Q zPXC4TnaVy@q&zm=S4ejeDuwMVCOW#%7w_ZlvB2`Qu+c3rXdGMY=GJ4VXM|pVfF3u` z*OZePf}rtiw7ywHLFP`rZ}AUUb<+=w45KP9O`DRNOkb*ac}zCZ{rjYvC{-|kv6wmd zMe!J3Khj*9Uy`ia2FjvPRPODci)1r0=x;n7*Q#H(A{A>)CZV3FV^Yc?SM(%dHFYF} zkLA^072W3yilPGJ83@Avc8u=*nLh||tvtlwvhUSUDD@Eg4)4-s3`FN8s0zpkQ#0a) zY*l(Zb9obrNf%21gfSZ5y2Wwv$OJ>7Ww?R&CncgtZ+)p0kOl zppAV_Fb~+9R_RyJW;E-s`1vbIccU@-nWP7BF?2!e9!^F2BXSv*H~_yUW@`Y(t1l(j zPxGsI1AhcLYAM{FD%ue@yRYAS?5_*(;R3fgrv^+5%c1w~ zaNcmitqX6#`E&?P3`@AtLejKvKsT-t{X@)7%y%2_E=Zx$o{sQpczxkMY*l7Is6RHz zQQlsXQ}JL9*>z^^JQmz9-)QWmD%(7wnDo!bxjnk^{|7f_0B85HN^6>WNa*{#?wP>n zuud9T%GYipw5q3!?(~HQtThS9D788T>DP)~FI`w`01jBmAfMMxUrs;tlxwg|4d^D6 zmn54GZouZRKaZuz#;#Sb^cSCnCJxh;)Sjt+Z*PWf!vFw!WdIaAkSmpPK1IH7F)L|0 zeU*i_=9p}tM$dPF+W)>K;P<_!s?;A_Yc-&q73H3T+K(9$rPVojaE`5b0s?{B*L&P z?$@evgmMy+u62SxVusq9#|mRu*Oe5sInKngtVCI-<&VMTv7G#+dcFW?np=|F{ON=K zA?ThuUk_S9WPLLJb7?kle+byo4U2Vm{ae+esM>Mw7{_vZrF)w$@oy>HSK525w*fT5T(@WD zaT8Ywx}2|WS5C5%^K^VIm;GRUb@Nf4_wC0DZvQNBT_^xxhysI0p09Khd%8)0s)$+$ zx+;Kr)*Y@P+f)+6NkDP)FGy$wt8~q~i*{5E8)T8$~Ew1kfGqpRP-sPGx%2qol%0ykn^p)d9mOS{2ESLCmeWj0Ac zkcwt(srLD{!yVOI@GE$?BiEUNo7tZ5gMj!;qFGcYo2YQF#-x`{w+5CXd-Du^Y^NR} z_Gq@yBP`_5L*Xcn?e9h;V}DGdpzJ$IBys1`WM-SS*a&zSTe?9SsGABNZT+ibj}wUM z@BfrbvPz@74V5HqkZc7TN=z?>-bBfpu%=?oxv0HU>+ z>G$svH<$qgt!9t};`pw$)JuZ)nWS>)M7=dN2(xTM{;{1{V_EF4(GBwS__BLazHO_q zZ6zNs(}7@Q-n&sg1~LY-)Pq%0at{TV&JqEUKr~^ItM+abK*Z3*D``HVek{sRfVTSY z#WJVa$6a^nQ0#Rl9`fd-eV^;ZPwcAY%ItR2jO1n3Yb4ra+0OVtSz&7yN~4s9GM z1}QvVx8|XhNk`J~;u~q|3Bfd!B(#t!XpuvJ`M#JGBIF%I&?*%^swIaTs2)b6$Yl@vwD_fsL(5{*UOfs<=6^Xc zcibAOZ0GS`^~Yu&eHpH=#kzrx45lO^C~QL(H5NpxdDPIJ8aMczF^Z!;ye z&s6(TCKMR6=t;>y&mo&HuDP zX!HA5*h;b8g+ymNUas{?XY~Mr*a2y%@hqd~U){;e^g=scTAWU^uF7m%h!Mi&FT`c- z%HXZM_~OhLY~VIute?60!&F^r<7c!UU%gb9LQEiaMG^c>7U2gca1^)79j#PFLs1rw zXGHyg?ejm3VtCunzEU_e{`|8C9G9o`yyj5QKG8idNd)L71R)iq)97%qJ9_DU2kn_h zh9NowyI#Be`KBB!JhOrX;D2J)7Ynup|VkT60L| zF2$|X{E?*5%ddyp`lGhPK~(S`S@} zPMh~>ET7j*oZNx~i>RFt*SIuXUBAYCS~7XU7hnGUm5+;i z#*!7>9D$QY_B$_I_>T+3A&386zDH3?sO!zy1%Oh>iadFq^dbEf@l+-2<-}yg+F#g9 z`d)@iEZ)o8a5gZF#Eh>pqoWqLPW|zMM@B090S9)FmK8n0w<()-LCi>KM#^vSNlI+Y z;XjYCE_5Jb7x;>$+g#*$bfTv{rj(BUx>YVD}J}Vy*q(UdX9C62RE2K5hT_VuCL#9-j= zw`UC&+vpm6Axer++gbYwoZ<%}b~jS_-8>Jp5~Sgo-u>YQM{DH-T|4nZoqg0BsLOlc zhmZD;GhfrgYEImYK5WH4Fy@gXyHvADZmV@3o&)YL3xn;-mD(cK4V%lpIX$DCkiuk$ zAUxV3O8O`)aIwbvfMDG}6&JgAJzwLxq}aaQdPUlZR;|I;KnqKiC%V;kPp-g7^~{N| zLQT%{e@;G!_feb-Yglv4PHf+1jVr?dI!ZTW_MpE^mLE0ALQOT zPQMR8X|43LKUctw!3V@y3R6HJU07{DcH>#@Vqa>+2*7T3p*;glePgvq*AbBz8_hK@ zOgU@MM2@y7yqH(4ZvLjDJYP$8Iono_eW-t0o9cCkAJ`Msh?$G}aclY^kR7E_BWc&V zUAvvz9*~V=qs^Yx%<6lRD9*B~n%L>MbhI7<9I^ADc#c z;TiXRxNGY*?$B*Wq^n&#M|QwwEtu3@iKxUKb-$xPd9v@WS7|6LQ)yNojf zZzkq#zuxgZWQ@hMJnmRGoLJMoXeb?3dwg8E)6|4nex{4&k5UVYQD-b7{D1po>L3@% z^N$M@L*a%9@P_wQ&V`oPS0G+nhdWEEv+fD*Bi>8I1a>PtQ%o#4hw9MVL2gTdMbcME3!Q&$d%pUC4nezoyW& z%bEd9K0?o zaFr;1SL9fzg(xoerQ_6w21K?txE9483_R437Is%XqU7^WA~D~9bqsWN1hqK2Vq#ir z4bin(k~3MCLCz78rsLR1mWTZ4Uu2YDl*OzVqO^g?l`s+p7(l$!Mp`~A^wMu`#0YRF4gP0|CGB8qQdRe?8N9N=@gnDfL{JmtbpNJ zvtsC0c{e^<_#~^!g`y?$h(?l3UI)qN&Zzo+NrrAYzcwA3LcX?7O{Puol?Z-+8x?jN zV}>mv5mliCluz9S$yj zA_vAbT|?{Dy*EQRh`{Vs_{@oF03Fq98B{K5F*Y&m(ZM2AJb4uE-{AT9)OfR&Zam(c zqMSiF90fzlsJg?0 zRDr>GC&nr$8=!CWFa1z;tirXVpg#}WKyj33%5p<_xtkic3b7G%O4zlQNdWcl=mwc5 z-7YAPyjghm#s2xI7!v{9X%EgX(?AvQ^!jB$>8fMKO}_6%!y+0MS1`B@;+JY9tad;G zBaob|yu>FR_vSO9EF|jVTeONZi{S0RRf|igr<(}-nLlU-DT;%-JQw$98cWKI{5kJs z4CtnP2(bKzzQ_S$DiQ%X{6k+)Y+&W=xcm~T)W&!*PLDj!F( zjFGNCe5#C5*ks<+_o>7H6Ez!aeE)2t9_RIYF~{qfF3)?ok`DiJ}p%8Zc$sp+VKv5;n9e+yl}t=xci?R58_ zTT;G$Jij-D@z?1bm_*W$Wx9S(PVEG`Q2h%vy_(KCOlTeGEk|msAi+u+8rxR9*7~Vb ze@LZz zvJ1M%qW*@OQ~TV<%4lsy5J889bbg@mQ!FmjWIZJH1Es2gqoM&{<~Qq2IYd=|h+&Dq z+~9YU!fuxqIR;O0{XSrAUw3^i>cf>?cYK)_Zr!S7XlNK>dkb+y$5VT{s?bRKlCXZ5 zph#WN+vZ$ZSs4b6uW8HATG?nR{gr{Tfe-K(O%^wfoVu0G%#g^(4ALI+3*onw97Xuc z9&oYgwssnk?CLJ*vwxc*c!$)%B8g=ie$LPLT3D3SHv{G5qYepREOX*ewp0@WALOfR zaW@gmESy4iCk0jHt8vQC^ezOt0gh0~(FXEq2Xup4AFJ;f-fkzKheQY^!>9|MVYrbm zMgUS%AnQL(%YO-VpubzhX!4++2Z%(fDFgSXL>-#F?V-eBc~1Wqz-2W({s*zM^uDTjM;6{o;zSW9 z6>!0{Jcd@O2y6)}$?2hH(3T))UA#@RS07+?R`BF8LVnT=J>~6;P`!J0I;mXQAE}6O z8~zqXp77MjObXvOGkw@NW1(_#`#S7dZD22pN^IbCta(t3hUmQ>rp-p^*-6w3Szi37 z;cs8MLjWi|m{pxcXTvoAIc<^b1D`}=G}v7F5jV=8CO)MFpcejl&!Ezx zALe*H|$jmBK;S)h^hUT)sr0lVFF^!5i5{!Oh9t~l;3cuD6Shw-U2Ktvl?rn9!PwPiQ=@J4(t zgoD9#cS=dA1>`j2nd6x&noY{1V!P zmxaFLazf@nKKS8Q(p~~?>_bcrN1?k~ZvowE-jT6QIHJ3FNvOuHd9YVhkBO1rS z#CE_?9XzD@Ct3QQ){lf!qf*q%M3pqfkHWh-!1SULvUm}<>O~%9T-Ykhh?}4lW++n= zbHS!-xR<4TBP(+Tzaur7D@vX|<;x?2uAOnm4C(9}V0Nn4z=|$@8d}&&h1FaGH&7%} zT&Ez5B8?syrC7~sf;34o{SYEyoN^!&s!P)$=V6WozXk?wdM}-{<#R1# zu8M3$mq55$Z~!%{$9(Pv!1*&{d_5*RdEVh{j-O(NiwX%eR6C7074e_{`IAgRzUq^q zs4ccDMz%6)tHqLBsm;Si)U~Mvb5o8aSM#Ty;19^JIEMJRQS2if8s~nMZ%?Y|l__>o6GLLbj!I@B z%v{Ej$L#s(61Hq6hX6jqnz;vH6tFRQrk9AEk#J@z{UY=OW(mn;6Y}LrUO16u`SO=C z{%7kU+dHkrd}$xfOw<#_s;oT3M8%mKu#=pfJm(tnxzs+mz=C%yy7Lbq{11w9qe6J3 z3fP?#ur^iy_4l0Fgy2k>FTZ9OS60JKAdC^iNpFRtiLf5(yiY7zU3dq}UxFXSN*i=g z+bN=G&0%))mp!xD)cUe!!HGsH7K2wzOBlZ+Sk``4GLy$!?7)MEYq~}KpzjS;aJ z8vf)>Z~he%|Fhhy{w3;1QP!xN8#~}?A*+Y#20E;-oP0`K2_S#4 zi**d_M>wI^bkroVICKo?Fa5E0R~idv;1!!=(B74{U~)=P=(e9{~Y5wdafV>sxACwq|qDm}!aA%p`3l>mr&I zPy`b)Pv^}}V$oTHY8FfAUS3|Ny6t%iU?yWtHl?HAYD(Rz%AQM;O-dU&0+qv5=04UwIMMyR8lMrx!HHQEHeN^Ttv zsgy9vX30@PKPoGu9i)hAU`CHJpoezGgwT7b>K&1k-;oLRXf1efeW|y)Sh!&joq5}b z=AbYTu@SJX3Bzr!jD;Qz`WP*Xqz%9N{r0Rzj@lt1PWZ{0v-_|ewKe%N>;Ffy0&7Sx z=i(eMRpD|d8_DI%LYjnWELnrD999sItyC#fBiaRs{w#d8|C_X7|DNI<59ibaE?I%p z@|P$#AYc;92GPxqtZyjQptF_7{4T$WQr6-)YH%54xEIkKzu%1YisdHV384zvNw&cn z&4wl>pMg8IpwKaBmqeM3gw{K;rD}&nis$^*y1$hMMPpZ74(ky_2nhw5NS^IIdRB5i zo-jg22kQC@3ITqFZ{(I)Oh${EmeS0HHF05LWth?i+GQA_VXetb8X|!X)8YaWC!8!g zNe10UY6&zK{csT&GBb z6Olq2CDJTJJEXdvB7qJg{7AoG@}lqHhCRj7t^v>2aGwcfr0iWWNCYjP!4KeXriGOJ zQw!M(dw>sy$w4@3HzH{UeWe8rBQnM{dYOIY+rgEi^hjt1c`W%ue zCpoS)cJ>T6?-k$B0(yz6F<9tXqiR47g5@AJ@ppPGHY8Kzt&u#0PMSbpke1}MW_pv! zqT%3a69xgatB3V`XnL$tfjRuWj=MZtY#~2(Lmi$bVwQi<@mrV-#?=goi&$cl=*D#_ z>|-`kn+WAmG1|~af7=fi#Y?u)p`(nv3=_kT>J!t<;?B37zUgQt{C9)t**KBI}x z4g2Vosu`0K6o2Y^9o#xzJupWNIUtV5C<`N34%ALY_&==BCIfb$I7yPQF949oyG9eG zsstQtQ1FPR@UTgXBMTi@IW&9Z99T}AZ}8h8%+Ek_5DrIVyIEVzlsssK#(Uz^f1qKD9)<8t;&;iQ+l+wdt1v7t#v8n8Y+ec@jiquT=lxck{p z?1Q=`@I)q+?(4qSl$Jvv{`$kW2Wl~TwG817*~eD^xn>N4!egVZ>xcsU@0$eLG1us+ z1+97T)|v!?Tk4qLE;EJYh@BPsaR55WZ>{%pdbUbEB3G31p8z#An$j^vWJ`&LIx)V( zOWqj9$U$yEGHyp@KANAQ)PzAP8y+qlRYt5gF-3{6mkcKugTOexcQ$B5su_GJyy6F1 zk^HP0sKKy~x%q=Jdaiw`oyL?+91T9GW!D*N7rbYS;=dNy+1+)yV-|H% zSv*&{Dtdz(6JaH9LrF~;#wB;A!_VLsW-qMm#m3*TSbw!i{;HCrK{fdNS>uXLz2@)b zSc=TMZi4H~e~N28k!z56kF0%2JXo8=*sY*wozKEaa#<>nz1jv=y4}=EIm8pognt7~ zL_rszwoLC^$Iuo&Yj1lFXoe#Ao@CNgqV6&#qd?+oKkEl5ug2|A)f^%y&_|DfshF8X z>1*;l`D2HvtSfhfMIFhsJ=zy>1wmd?jy8j9R887Z)9Zmg~A3LZiTSjT`<6yaqd>W~e)L?blX*r)w^71{wj3ey}%vIN!qSEFx? zQN{@MfI+QMie=VYEd)gOXZDa21R8Tu*WgH;p{#H^09ypKale{5v#Br*JY+YMOa@nc zqIw5!o?)=@UKE_WFKC{kgzE2+b9Z$kpn=pk@zC%~>%Z2QZlt~_rqA#1xX{n82SlZm z7tN%?aTp|+fWgU;2{V4qO!ETt^96$3H8`9*s_GCuV_x*3{;M&~o4A~bu$JmFM5rQZ zb$lTSb}6>@VdF5}XPA2M2eO?&YHRoS#LB;NY#z=sW*To|aw!3BwIwk-WgThXw)8h* zD7!~pKBK~Cc55z8Z=fhI`vJ-xOLz&D2WL2o~8b9oiHP=(^MSm zg2$1|7=0B4pC_B3W-3vmKUKVB&+uR@*0xmZF-G9A&`~RNB4b-wU zH2*;b`oDN2ITh)uq}8SW{{L5pz107vIn1d@BmO@y^8bmOIBo6a;O=!hO&^a~b}NM5 ziHy&^Vrb+MbZX+{U5eMP&72`1z&%}a(_tP@9mTTS3*UZ>i&+-8UvXTGSd9!$O-gU9-5qbNwA>&qaXC|}v$8YtSVg9AeOLmQ6<;)ZC?iQ)=(>jaTh;`z z)vN^nSt7cdzA=>yi#2tNG3#3!^k1vZO6JXhfl;DGWr5wz%1^z0FQ_lewY9c0*?r{4 zZpc@c?+j(nT)9`j>)|^%Fc|+igyMV7pgR-BSghTf$AyOA81yZ_c|bkB-A~lueUZO- ziRIiry>y3Ir-Qr=sYhFseO73m{OmS*H+ipduk6pwh1;#HtkP2SvfMK4y6S7VMkdY@ zUWOg$a*S@0GH!M;{H|BGTQz1H)FzrQ0vk}Acat_U{8RGeXkFU*ExN(3|7Hza_Ue`} zWuL`s(Ly1_E2{4q8M#d7zR`(#WO60(ABqFFS4L@~Q)RE%`fMD+UO=hu{sp!6U(3U` zw;kWnuyXV}-R4Rh+^M*rFF?}Lc<^&`cs)jP@#A%+O|OAMnBbJ_)h=HT&q1%{ zrmb6->X?B%vHdaRl+~C5jGK#T`e3o*#nM=3^P$v!=l$;O+ub9jdH(8Tsa6o77JO~V zcHcXDTIy4e?$_~cyaJ@$qbG$)zgUWxCC|*iXGV z_T1X^Tb5w)8mG^9X0VK1n3f(Ei|ahg==#eToeFsXyWO_^A2si_Th}EQFRzZ=wMaOZ zh#&m>vXC`f5b}rBr2!3oo}Nwi8776kGGvn_{m;*kBZWFzU+tpW^|Raz0E3$qY`!qd z$Fw-$OncAhmo@F?Vm;kt_QbmW;e+Mw5OKuARbpoQWPVwV1>iD$T3cHW^Uojs zy#9F|_Hg3<=M%-GxCwx;{FY(J&b^o4Mmn-W$VAWP0b|FaS zs9ur}}$Na@9bf`a8|M_06G?At|l9NY;GowfOR$S_ET z1z-8Cb9WPe-3XDEC<>v>7{jdBl8+faoyFQTe-8Vw{b{CHV+o|^Zp~x;j1Br1Spq)? zX8*6{!Q#DezKE{M5Tc|U6%hvI2(v#>+2?*9=Y#r!g_3Kr5Uc!abjw>wW~ZQ8j6uVE0; z)m^ZMDIHi-*UJbO#xHbY9ZtExyRrcBLM0XNZaNQ-kBPc{=j0qo%c^a7xr_aWM%d?(Q?K$Glj4Ju<0r?KIo2OJ`|#Yjk^TGkFLa%) z7{2izfAwgRV~XL9qR~@J{_A7J+`a41J%_d7)c?Mh7?)&KvpWCkqO-kwk}Na>>Vyr_ zB=V*57mS@W%NtWqsXETUdZL&A8-4!7H7Jx{Ytr4?l*Tk921Q7eZ;!O&b3w=eJ zG3R{^(jCV3@Qt}?$(L{4kfw>~yjV3r;;LcjAQO~(!7`L+HmXk?J(o~YdAk=4A28JV|=OY@V9=6FD5#^8gcqH zcS}jW*O+^=GhffS*lXz(Z&B=->1cb{^kb-Z$B&Auck8x9wjWI}Ee;xfo|B`Tyq`mq zhnLsPoF`=go?q=~AU3AOHG;8Qk=n$ds{B^pa%K{54D@p^3Lr@g_+E&ith}qf)Dm3` z>xUMzv+F!MK}u?29AojE;W{C=Z{3Ok$$H&d9(ZtVw^X?GTbTTfA2~DO+)kI4I*ggO zahVfHICV;){8XyWjuT5OpTl)Zn_6+pfCE8MzmIOfVkP^(qR$3WZ`@%gjY%H z+yy)o4_kk#7i_G z+@{T|K1{)}D`=*WmI_dhgI#mKroD@GKHUD63Rx<(L? zCx0~KvNWG{@xldh6KlEO*YB{}yWgOQ>)W3d{VURkglW?^*#bzaTN0A z@j|O_PoM5b@batfHGns{cK!M`z4hT%d^clC!P+I$!BD0Rmeq0jko`2HJJt`#*yi{% z+qMdv*ogzk&*6T-3#mCP~_`_o zuy)I`_M=-$%@jlB+XJgA!?yc<(|3oKLF>XSkr-L~kH-wQiVvTkxqSaXO_sZROF%TV zMsECG!D3;hnYG&ZVDNzu3G-`)-^V>^klLUV60I3+T19PBu`q88wC$`-itRYb63|yl z*EK(o2|TQ*G^O75!eA<5%lgzN&2M4*?xo}DW){AC_s+|1IL)^CykRcR#Z$0+aci?% z?4;At){kI1Gm#aAwY8=lI=tHMFJp(M6=9OpPT5s0q!WL~ ze(YTuO zVh;-K;J4m(zjK$xZg+UK`Uq(kS#5e8`fmEG0>70Z#{QQzLl4}%3n!|gi-s)Y%49K< zf|=s4J=Q8*Dyf|<>L6F4vv9l53ZCRIV;@yMf0^04w(YtUj>?cQ`F?T$9N3ZCOZO(J zjILZ0SMKVh`AtgBrIfdM_seB~s$4(F=3by6JZYBjHrv-_$#)J2kC$8ZraN_V-el`V z*ZXyBlvRUeD`l28mju@hxxTo$aeQyU4QYv{E(b2w8(E0yrAskMeXx-c}={DnohSUODENOQHKZ% zmtYi9j*40BIDOlH-rR@Vru;SN?`Y7M&M8x})<9QZaM4Ypv5AuG*b`QP{F9L+XE=2m zahbn;_fA!(ar@F1j@3tLxT}sH4X4aBEOQ zN#7Ou;=Zz?NG#BZS2sqNhi1qrr`Yj#wnlzTu_m+5klN=L&jZ<}h<>2c;= z+r^F6)bx|=S;rMn|#BI{q;D+=DG7qA#*(WIa4t*v)5X-Hz}hSE&^V{>Bsw{ z>?>5I{Y`@99M$Zd|Joh;bbrrVR@!|`Wc*X4_Q9@hV5yh;I(EEzAuOaGe$ij}F`sk! z>BRXMS_!WOEdNw%u5<Wk z*C)TA;O3|rB}D0oUx%yW41{pf&Rv9x}S2Nu{r6{z2bqi39+#PuMnVV|DBp~FL zN5nbVho^Mz4l{`MPVqn8QT+ww@14ocy`ZwL9}>OsdvMLR^xz>hjd&exDe)IQFQS`x z*i=5=>9X_TA47uzLk^1XYds7?HtzDn-V=N)xNY+@Kn6vp7oFwizlIIYK-RIVXo2m7 zyNa2;ou6zv#Dpp=%xXuU$JX z(Dmj-#4fxONZh^`xlQyvId)P31QdV3rpB8T$B(33zu9^HHsQ2aR^#A}PQeu`3iA85 ztK~j_uu@)KZv4;9^W)Jqas4ctlLis?9}F{IvC=+PMlm?!rjyYt( z_c*Tf>cgrr@?+E0oX17V*|j$HKe}nq;ZxO&ES0P82GRltPJY-wUj@)I{;MAAYP#E} z2nFZl1T@CyTgo{@TU#s}VAA>_a4UlFMC1kHt^*YtyF=T~?Av0#^U3^oZ7`1fu>U2U z2O`r9Y|QlQT6R&H)Iyz*{woE$!<7A3zpE6WyKR4{B758ZckZUNkhPi1R-)5D)E$(X>gddyk_-ipPduK4Si^o1pL)6)Bm3cn(C>>M;4xoaKN20S_J5Il>)P!E( zr*QVP@VXvea9Bp zYZ(YUBcLC9oOx$sR-=<^{QU+%w9frC?cF-sA+TErFm`frd6aOEijqBD zm*$ruM;_AUouFL@yE5LOZ}kagJF?b&efDeIff)T{xa>f3N8 zd)>)T!R|PBI9l-p=ZF4e>$-3KnNK~Y9DVJGSES^7q)X9sYE1i0qskVe8>MW;g9Zg5 z>$2|ZeQU^qbwpNjxxLH*invypGmiTDz{!LCL zKq7xK&iicV@V{%_n%y<B)eGN$WB%|MM)+JjPHbt;bCtDx%GwgILkJ1#X$#hNsjq{^Xhi*v!rn_~m3(V3Q zkn$RR>;;io;j)fjTEt1NVn*`bsjb4vvD4xtzWe!g z(U~bFMQMlMY(RdzBPi6v!RyP?Wt=EDxDpgBdrH-`w%N$(B_6!$ucACsv-1lwmSa6=mjT- zHtW`-yH?Mm)-By- zqB_5EC>opBN;e)FqBOiZSvL7%M(nudL#a)bld91|oKL0|v7i-nm#PKzd>1Ej^&>ZNnvAiJh+Y+d zmMe3COZys?fi#j3rM-4W zKrBh7DU&w8g?rP6$hfnscZY0rMU8ipL!RGJ>%|we;-b4XiY{QtFqc5^d9@%IB_a$?Q*6BJ4%yC*ld5Z`Aw_7$@)l0=V_R_bWY@*mb`)K!@2M zz@WT~nxNa4$h{5K1-obzy}kx5QKAbPTFT){H^ZtB;d|!t-J2*=rI>(2r8VOW(sLrf zCwOk&w3)Hj_H?>9Pi8k6FXur~==I3$&6BZ6>MsuANUzm67U!-`LiokmVjJ-4XFfQ9 zt_QX|1Ddlx0gWl7*nQG{*REZ(R{W)`14u9tk6mGoq=h$PP<>3gN#QK>7q`x+gea`7 zb30x;_Eo%aFNQm>X!L8S9|uy!oxMuWo;}M0;1dS9vXa7_;(_)Tx6d+glNYEue}R1< z=61(GCBrUaz*)A{A!O?1KseMzLHh~oCgzzbc0(-c3GHivx8#IZNtW92O}NzRQOLc9 z4m(}UyK=8YGfI(we1-B`UMI*MJscC?6sU~awPqBdk_qoVCX_!I6XM(@b5}Ph%3ouX zU+3!#xqK-IWhBLik@Bm3{!narL-N&EbeTo8e?d2p=j7R|6c6D@faRFCRPJ;{qXdjc zoVr)n_UTo^x659;>G;c{hKpI_4k~gC1T;0MIa#HSM{|HctC6&Al>4{__Ged zFg!eHrJ+JwLwZVM9rY2d2CPA3P+}r-fy(~O;Q_rFtK{8(JgRnW+j9z1Uhz3+lEKXs z;>0e8mjF%k;^>XID3b!6j)& zOA@m0JdlV7()8MopgNSPw6_23Lz&8inSzTKU(fYku3mIn829;lDiI!eIp9m0AxjL$ z%^q03`_7+@bsrZC%$0aK=cIPbo~s{a(JCi-VrB6+XEdl4JHH3|W!%pryr(SYw#k&K z7QTU|Igm-08aJ5hEESj|f9yW27sX9K>@$@3^PuC_IQ`W4{53DFLFAgOeh(vx?StUd ziW5vxU&d;<>luWLG1QK zezm4BvCtAF+I#e`DBH&5^P{rmdLeOtpgQYErSUT-)30sa;oo1xJ)XOBo`TE6{F#rS zwA$SeGHyg-%+BY-TR#^f0)$cdhs-s2&r9Y_MGh#>!NTog2uqhX zg)A-pL9F?5OT`lLuVzAe$uZ&^A4o$OKLV zddc*`5pfDsAeF3_Y2)j@m&KL-ZKBGb(#L1E ze;K$@cgOclc*2j57c(<+audd!sSSR`*E!#6e8DwJiwT(yk1=rXtT~*q7LHV1MYB3C zrLYaQXx!V|&|({Wca763EwH9fFW!qxob+I&Y@7g%F+()QKLFJ(YhuVDW&;SV!+X2; zva9=@9_)Yaa>!^PJ$H?PkQ*hWN$ z$oJC5W=Job4@?Jz#kPXemNnqdwpy(*TCzGG{A^_fjz5)!BF!cl$E+>Q)-_;UYaq`M|@vB>aU=7u3<#s0|v_fYbbn{D!c&8ob zv?=cgCq8mA1#oqj6~eSxJMGuV;-wf5amm~Xyzv=$Cd1!M8>IkvZsiy_xRbRRWv z7Bs=Py&Rno9}){=)*kJG<;(jojqW>+2EtxE4@sMptQf`i45IZZUMqLlW7{hLWZ zA|6fWmUfHt*#Ob~4B5R*jpJOGg4Wq?1OXu-3;c}!S3x1Im~9VAph;+kL%N#ypU`xy zSHFDWf)@(1kao+S^7&b-#M=>)y@G2Zb}UGB8$N#C9$=#h!tb;-XzudV96jjoJyKmi zto1yQ2`0!@ZDD~4FTu~eUOL)0H;hFAbUr^0_kNAGJD2?dlCbgPx{HlTF{B9|A1g>5 z(ESO$SKD9{e+L1;bcBl0$@As+z?nf1y5&!EuOrS%p1Kbmh@eqq?!AUb#Kgo* z8^3?)_5%Tv*Vk5If_c9h;K5?AP~$E9vUZ-YUhN^J3W%f%W3Eh~`>6kUyrxBlWGP5^ zMrG-R&WOS!a$Lx8*2D*0LsNAj+<%Jh2n5u$#9Er;-i#qbnR8?4X$5Q_mIHtc9XiW85@2#uZ|1us7>0A2IYlY%gS&d?K#HvbX^zp4l@obZ7_VL_xibyv z{o;hB-{meKu;wY)?vb@vg`r{#Z%^m2?9pgjEIKy^dDZ=^6meO`M*@8AV((f44F7W9 z8+=a1gOMh9p5tG0IJ=0mqZq~@@6pRF-Hc30jGDl=oe<5&pDGGUnHJ54e}{I_*9%N0 zvl@zshKrSvGfsmBlQvz;-@QsqY?re4vT1D_kp%irW^@GtUgKHN|G31dr`ehNLv!Ij z4egBrGK^3`Q4mclV*U!QX+A?nrPXx9|4%0WQ@?z3U(FhuXg?|VEZvLJX0=Um8;nl=A6CLIo&W#< literal 0 HcmV?d00001 diff --git a/experiments/abc_outputs/maxstep_vs_order_Bmult100_Strang-3.png b/experiments/abc_outputs/maxstep_vs_order_Bmult100_Strang-3.png new file mode 100644 index 0000000000000000000000000000000000000000..c21aed8ba01cb56b3e06ff4aa6cfcf4075e4817f GIT binary patch literal 46682 zcmdqJXIN9w*F6|4sGwNrh+qThhyqdsR6ta^^b$}ay-Du`3%#jGkt)5{P(xEBp!6Of zKq%5n2uKZ(IhWu2&b;%?mznwWfBqkQF38Qzx%Zs2_u6Z(b%WJZ6fRJ)P{ClZ3(ud) zy@bI|gC9@+I7@UNSww52LzVm!I5p?-h z*-0u|PNm;P%j30fu4=D`OI};nZw*;*BO1s@q(uUf?1f$~sx50bMjpE8doE`7|9E$@ zzk#%t;5y-9{(6yY-k0%wk)6D&z#{JW2K+s?&pgE^roIYXPF0bwR8HS@#I!%&y6Bte z@T(8ygW3j}$x>dvgq`?GM#5~rs!UR{_r{-p8|{MG4<_7ig|o{@`)m#BjF@|+`ZK)X zEhu?1YLOn^=Sy0R^?CYTUhAY<>HgNT&b5Snv3k;4ZKfTKOVCc{Iva*GsK1lC5zZ=J z2A-bxW@r9p*LLp1^X$@fX7yG}xr(s@gN>wdLLM%E8k;6fWaj6iO&QN}-ySi~XEc2K zlhT+(ASJD@R^heD|FUHYi}LdFc1mX|XCfqv_G<|Z)*CZM4jB4DDbIfvC7rSX=W~zN ze_hPSq4ZE@S}7iL-v-CgF4i0K1+sxOgAc~u$|gmc%iKum5}!{rvsK&~bLw8|mL?Sp zbY{KJft`ZESm?D3YFEnI4Y3OHSOfd|XsybQcoANoopHCts>VZG*TZk-$&1mpH;A53 zGu5oc{`JWAi(m~kHg_D``C~=L-u_zI&`_0%p75AYDtNLeh}=^g3g9iSE9-3y%WDMl z(JF#eh+dfd`2od~tz+cDkuQ4wqV(>o{i%z{xMcU~U}5sXX7={NCs~^3I&c@QPW&|q z=V#W%^{)DsnbCbGsQEtC@2G#?JJ{^T7Mw(xciUBLy&GcGO3E)nTj~4m&7!(nI=Wfs%7lUp^|} z%vFeF6TwOytpBpC8h2GR_9n^?jf*7TXRECb#x{r@gcc1ok`DiyPYJ@U_? zJis;{X>GdkZH`(OXKv3Gpt|z3&N1DvfKM4u)dyiWyOBpu`;#9o_HE>mwLY3 zED3*p_K9<6_+*jv<$ZeejfR~Guf=4qwOpr~NSPzCaj+6akSRXfBNZnwCOF$FILo~^ z&s@dPk;aaHIC7o(d(cKIDbnA-%<3u!h=q2l3eQWDpkdmfJrGdjq*_sTOW8`#yD z7T)@KAvo`SE1MS|j(OZH!L}^#1CwI9HMVF(y6w@*)%jC zhlt44Yfw#**26{*T^UDATdcEK7km!CctwGFh8)JcCyKK{tppv6yW!!>T;9(4yyb$f zJ=7+1)zdpgZ$rKvEzzR7<#oOnR!vBdjAwG*yv}M(kCc}1V!uioecFGXN0V78NkZgs z)gIY?6qp&K&*L=~S92GAmL45ZQMq8JVWCqH>d(%OHAecleiUty2}xS6J_NIrV$D!h zEr8~=MK5OQZOO+9z{|Fz(eo`#dP34KWd|?&&qwZLUY{sNPoz(Gk0ufv9vW*j$K5Mk zqhY#xophPG*rPxJXIE=GRCs$LDrP;M{V*rX7I`qkp5Wamb1-#LWC!;;@Y<5$+!ofj zJ5R&JFb~6Ez~|LDLk{|OdB(!iIUz(qo&WIL!A>JNX*H--SE;l);(p$hflLc z`1Vj~6Io|rNyKC0uk+E~eD>oHl$oY6dYmNh)>VhY#I&V5(uDkivKN(|Vc*!X`qqUu zS9RlZH%UQO2{})7k%wE>Lo+!OA**f=x0{1$ulj_=U32bQ{S(OU8&{uAtR^xOhD#BZ zt6U7rc2mAvE@z6COVjtcD+hbGgoZx2%S>;w;M$mU3dEB^pk49x@Af(%^v<~-3?B_v z6@Gt>8C1MrYp|q$W?I4StXATdF3=-n z_?umwX2KuXm0Z9SA130fR&T)g81Vd?CPv%*CRYurr7P=CgAHOo>P4tWt>u@d&{ioh z4w?|9nDEiWYuA>YPDK$9SyS-C*r4wZ)@TvTzW8pv6{nWCFQqCNG!yAwX?=vPtkd>u zliEupi^~sNcZ|yKC*RpVG)WRTU-}ZeqiVpT`I0fv?{4=CDe7}-M<`s9%aGpSHA&Y3 zH_CkWqxHbS{%qCmm?Uv0v#rkxY$KClI$o<4I+cb#CfhY&y0V_5%rPBKAUDXc93YEo z=HlaL0Rl4wIc>o+7D}hqoee_+-$?Px%f*dFN4=501Aq0J1R4)EB+PxS+j1MoQ%%%@ z1x6OB{w#I&9cSIwf1WW%oe?#q{8N3fzg(he(-eCQy-tVOyv?%$g#YYJJrX3QeA2%~jrkcLB8IVIjRdl6;m>b37>(SgmLv&v zAd$mbMfX5bxBn-S1Qt%7VD;pCN_Ok65heS^!|f$`2E8{$ts$$=oy;kcH%n(+tSw0F z{te)c&NEM)J{?z=L^- zOL!~*N5wl*%wlg}ZGqHa5((^v_@&b$n{X3m$;NcP=I3l$j6m=B$WvXhxlmx-588+W$w zuAVV~ZTYPc*KiBV_k9m`mnyJEwLeAIKq?tD1^{g*KDU+wbA)iH596-wP*o=dJ1@-Y1+%3ew7+e z0Kv91CX%W^Y}6REQ7iD}hjY0^s65eQnHBHEn_>^@($nCP3;yQXht@N-itN8VaE-8*YO`Qx45plUf0 zK+R6d(?$7KoJN5;UA$q;FU3rlKDe|hIXZ>3rHjjFs%vu6%SCrSy=wbaYonRzwh%R3 zbF|t18&f`K-p4dvH6OS)Rl~tX`wG|FI;?sjbFr}|!_&;p-=A+;^Q1s~WW^)I{I-p< z5amnFA}Ih<^ysxUd7BGt9DE9>F=^<6x2Gg|x=jv4({ZH@axO14i{-S`H5*z;v?nuL z5gjA8yhDfXDbt7C2PwoOVc{H4CwZ?l7SU0SOA52;8~3Codxzrm1f(_8OX-Urd()Vx zZ4-FeZVmn1JqTyM&zVmXvHC>T#D~X5a9Sits4xVBb|1CO9@J+~Z@QBgHvQXM^P{}W zD@~M$HnCr`*Pp*dk44herqiWVMb6Z)ptg5nxQjk-Gi`e6h(zdK>yL9EpSjPF61a;@ zKXG>=R=0}H=U=aWdy6Y--Gio-KeSs}Gq{<2P3xQk8$nO=v9P=iBlUed2C}`nJTpB# z(cQtoyC{8h>yFIc^KIX!nXeE>V1JuMH+TIK8 zHY#W(vJ!nR4fgd8xswso?{X-4J6`F>#&uk8>EQ|LmaPjc4G-Osu2djatB11?=#?3l zbsVrg?kVv%8v@h62yUNC>*M0_O1pQ5Gmxu;;p%dak=JVUs*aq$Lu#$n3X+a;AaWIM z;iZ2ti_u)+LVcjx}c1O3Z7mG`8&MrY`ZBbtcFDk*1v=&XQ%jjx{7b# zF(I+x{Y#PR!wRAELEY*HaQv_*ajaC84nN}JQ{3vwh+lRab5JN;tIE7oY(OM@cQ0JJ z%6KI{bKu-J#vMUTWZrF%^Xc0?(--w*4c1w{BDq~+B+_ts zTWp^xI?Nx3g}aS=rg#})tThfKgf*k-6(qaGX2J^gvjvoMOTP6->lo=drJQCoyqhmj zu#EKCoeH$pnwI0RKn&i3qn-bBRZVye6Zdv7Xlfykg`eQ5PU@u=GZ>S$4Kwvq)iyqqR`dFM@a84)Kn@G8|f#~ z-R(no$tH(kOa9{6&ZbJ#`W_FTLCQ%QvF~Oz(c1dCU8`<3QGyVNy=ttBgqHu%o;ybC z3b9e%^sS~@=bkh@GNM8C^s91?QHQmfd9!8t(ws+nAh=q`K+t;mkj(DA{b`onlwgOpESfE9JlfYE z%v1NFLkiaa>l;je8Xj-Gr>j8K{&Y~yXIY1v2S%-5hF&0P!=w-Y^;e9t;D3b&hqO(T z9&UErcjBjw{^frhW;rWN0UMBCqq@>qapwc&g}kl!wUS>nBd%6mtA*7%fN-KXwXIr~> zE__~E9_rVpn1srl{8}aF#UfSb+)ymK#O9Ry=FO(5CIsf+Q0=D)38=v--G@4@gU=s zn|<4TytSB}BD&{P27sz4%bR9ynisK0q4h5rmmX{OFAqLlst8T;UTOJV@cHGQWPc)|d$TDk%c3_TMouvWS2L+>`?0|4q(Ls3qrT~M{dH{H$)vyK}WfeO6< zr}y~03G2yARWS=H8hF@`LVoln1A6MI+v);CudYti$%_w5vaIEu-`OZB@mv{4FF8R0 z6fX3{IrR`!*ioZT&hN8-(5lLqe%E=`fUK|YoGx&_i4ATxeORFCJi?s}n+NrICpy5# zxK~~TEg!fr%`ncrObdTNJwBO6ZRq@qZ)^SrdYr+{vdI4BmrExD8QsFeivs+M47Y-} zWXv!&&%9~o6Xj8Qs5`4x)>>bno z^-8?ZIUVP5{^X$VLPR~@4ockD!{A}EMNX&&Krxa9b;mdlgiTFdAzdE zSO6QU5A*gk6v7Q@IpiNq1hRQ@k$fXwv!zj6*vzMqyx>vt73Fbf^GXRpLt}!1L4@G| zGf9E9A_FFY??s2W>9um9uaA7vNRH=e)n5=3xQ+o0PT4#=#VTZH5O(qkf-JAAh7U_DRnl;EH3_`kQX1k=V&eUSDT=e@JvDg;Nsc}J zp^&?!nKy`NKqK|9hZ4D4l@YgCc)jI`O$d`}=B2pii$C1MmuORa5-GY9Z~hG?zNSJ^ zKXs>@iLS^x`@=+Zk#N7oD9oC6MyRDatQ2MRkP=Q@@m1C%>%Tl@?bP)M_bIMdv?VTV zOL}PMPKx)vgd4l0p!txk>`RWAl?hOnXeG5XbRS%k8J<6H5F&H2RG_`Np_LY%TRO2FrhgXgV>vs z;SSdjiTd%JLpZTGSCFYQd5fyket!7qF`8l#X`)p5K8~U;m+H*oldyU{JVJEd;i_lH z_H`Oz%&@b=E6(l1rG$487kONJ@jrfMjJmoav|7fUF`RjGu?=lm0`gU zLNeN{%y!9F9f3RAZ3u^n4<(2_qwf})kHcbcM@+a9q0$b(Gig|d5?QE8;X*OfyTln3 zp=6ic#1MbgzD@}K_UCE57xMhvZP=-~=Lm(&5aeHh@}4IyG>&k-6G3PmXM-vgw6v^4*Lit7OcbtD-jBGJAWI{D8z&yd zUe((&bR|{wvC>fA*LOLg#^hlK%M~s+#AD5%a|%=xlXWVrJ#_wmtmAo}l${L?y`yIt zyj7ejr>0Sd82|dN67gvDtQ?hAV(D6EJB|6uL&g(7a^BP~q=nAq9fT!q<#=)h{qRw_ z3~TYEeQd4C(IQ7*YIrK^7%kdPMX8Rb2EL$UbD@95@?>lb_i>5u{}`ELb`RA9U0 z=8UHpnT$}`#pM2*MeAqTDP4|9gw~q0Q9{{4bj5!+;!ZF5OM&Aox=-yQS zem6OyZE3hWY)5LFoc_MFXNGdlA9gA34iPgp`7|r%N=B*aykSGbi-xAK!ix{rAE8D^ z2flN`0aaGSFHR=pChbk)PocVnKQBd|x84pTDZLndVoHE6vq%3sx z(W$R$-Yu4_zdY33kyzS)O>##4g7CchL3PpkueuU%coCo+3;Klf91v3Bd4Xb>?VHjk ziN12t7Mjdm){l(p8ZePPSw&Zgqx2_!v>4T9Jv4KWZ0MfP62Q=NsB>JFxvRf_eRp^JkjjOtdt9d$!az+>U_fN7$eRMC*+IcHg=7I2n%!D&K7OH>Kc`#a9a{0 zB}XjCuB)=Kfv}ln(>*h3s*!hLo=zTiC&~F`rL=r;`~v(E3fCI8bXlpX?h@?8W(N15 zA>Mo>AklTyQe?{bp_wys81UIB*o~I6!R)IT$rJwbwl;=ECQcC=OfyBo75W(*%@=cW zu1f$k*$)w@sQa{23SnnxvxkX6c_BIP!;;>6hzKGY=;_=xa}+i5D?(cDS%*#*h!0W{ z5tWyYFqh{RuCPhs)hQU3l^<%S>htoLQo)m{XNVR4;;pJyZNqO1iD-q)iQqfQaqx(? zQSp;Ms=<@mFQ^=~(sN782?@I1P*T*g&oEPm;r6A&T>O5vZ9X%>muQV0z!ugN!!?Gg zrd_>Lx|MUKXA1Rd`mf+`;OAYEV(+HuejLZ&apn(%mFRktTgZ9~M%P};pJEJm8L?d> z;a-yHR!0))QN2D@sY0IAvc`1wGjk8`vf%ulxOH4QV;6t(MA1GQN<3};32TnEb*XQa zCQLULqJOXM+zUtydM!mYI6+L7j|?AvVE4RpBu3$^-dS>5yBq6|hz|ooPt8|kS`qX# zU6`Kp{-uu-%8Up4aECFY+Yd~=*t$tRCw{zNSiE#b6p8 zqsw$!Xnhy3x+$lrFUMi3wJ}rpopVCd7WhQdZFO-ckUcUh>7tc;rS73`wM1s0eVHby zMIAoKU#aZX;@1v3os|Xq))v_nyIVHxSgEGIrez1b&yMM`=3`=pP^l6Ep(0T8_lsT? zc~^*ed4%A*Q(HdniZe~wn_jCGGMj^XHw+%D@%!kC7Hgfc2*PHK<;s1w!I;iN?^f;; zLyki%#k@|T*E8HteA=ZjI5)cSNX0a6QaQy3}P1n+nI6IVaDKvMr|iULsRsKMymqZSdt(EPX_a&HwXAfF50tOTROYse zaH3m%Q+g^mR5C9`%VbV4h-SGX(X)<>Hd+?|(J zSF|A|lu1S2^!LzuxNXUeuGH`VEgU^=wqJSNC!1PfZJn1`NdVY*vhqe{VF&)+h6nkOMk$wY$+ zGo_{BYuFk_;O7v8$Az9uXvy3C1sYK=oy1#wtQT9uJ|sA-M+eZm4GKuRDI zAKm#wTAA$HDrMgPtz`Ou7Q##cfGVpp+df|<^hhcMDJQJm#4ZzuF#MY330ekypkUaH zZ|nx7V8PWkdn5^0uxvYZ=85LDn7p*KVbJ?Fwq|HXw~TO4Jho}Oz5tqmh|bx#H>sKA z?i@9%mDWcexz$IsdWL)d))gU3H4M*2UF{p&$;k~t#$n=~h1bWbkL&MJu-ftzY;N+j z%=3kD(4{)AXf^^;T;!+z7(;tU{w_s%rzmdVV0^$Kd+B9em&oi{Up|eq3u#NGMFI|; z^r(xBz5^I?-*AS4`Zs4#|A|&B)eT{m<-_g_Owj2p%9UVs&$0~0n!)TEa*}-j_ilA$ zw|I_9{{^vGL8!|Df%`MfGv_g=k2{(h1wCnN0sPxv7cOjb2H`@CKTMMtLXD{X3GKsG zAyfBQUe+azTV^N44<2pv3}FK}{jBo0^2JH=4qjn121~X`BE|20x=3}y7eX}dikdA? z-a&g6gEGcko(VwDBsz78SGay+xq|wDVS3}A6w6e%`}%6OB zTz#ecLDa)STS5rr#$p<6rC~r z2^jeCzu$IPXj2lJE~0lGphsht-E?uax-eB})5P^>Rz$7V*y+lmZdnb?{P)R9oSh;W zkk(gMy6B>!=Jc1_mTr^K-4lNe~_aOSbhEk%~zGk|pPhEUOGrGrCEKiR5zIBTP z6QWj>ZvSA#TqeKT0YCbL^%2iRSL>r~4?39~YFx^$v@MrK<9xDLnTDd}+K!WTa7oeK zeiv^>I{WT9Iz(~HJ%7Ud^oIZ^ng^Fqu?+T&OQb}MwUPTc0?BJ8X{$Q@UH6|bH`}c$ zA*e%C_NwA~-XzWnpO$)?j zH$^)yzB~l&Bb};%4>S@vo~TaI_GAL6R&t!afigks;#JXtEGcS%>Q`G2@ZR^aj-c1* z-g!^qnu}&sGO{`7a)l8J;_CK6cPZa#1nS=a9l^|?0-ML1Eg&D!kuq)jS`))8?d@KO zG-ltZt%gfNw#w zy3~~L=9Fly4s?O!)|S2egJU-^cEZK@ykodaoV*QF--^tk=4c+l&#Uj~|%w_Hf=v8v0fr!Q0M+fL81nhYE7)e~=KE@2iXNck?(2ca_ z-vr$}9f*PzX>ayb_M$D;I3Q5-l|0%44NCpPVML@>cbrgqmnqaJTf&1~IkMw1B@*g0 zyf_3XpwqEcS3S%o9#qqXV!T1YA-z2~?4?_L6`gV-(Umu}vo);r9~HfidJQeD4c)~b z#+Ts8nFTZF&)k~lTlnhy*TVTZd?n>#QDT_h^@RXdEh?c)Z#7}^nU9<^`HBQWZ$-OQ z+=^gmsSfa8^X;8rN-6N#SrciO%S1Te5eOol#)GK6;zH94zlBz89@guPiBsn12{(EB z7j#Hd^**GvI>}cJ$8iXtjpSp)qu|0wSHwYzz%4?^1vFXaPvL;Gi zUR^U0^Z9@Y&pDBh!xPLikfnLQne;DE=HNyxE7{38FhuB6$eF?;X@&F|X@`GeEuTV# zjv~b8;+*HcnVWqGY$b`gt_&B{``_9Io8$$caZL;D9QbdTJ&)+t)Vx9GMjf_1UD+Zh ziC|a}lh?^+YR^`iV$`zituLtdylM1nn6o2vn8pSOXGWY__ZvW&{pLQ49UwqQ_`)Ei zl4yilY90rrY2zAt*^0-);E6LwgkBcd;tMN;-7vWdd2c%tFUFMEY5{4P-mILlU~G<1 zsWO+QBnIsXy1Uu;yToph@Y7r2MXlqs2`9Awq6DE#B2Lt|LN1kl{qW*!;X0%DmzgODobL*$;1jE*{U30Q=}`$t<#gZcXaHWb?N zyA)#8i6e2KX_Gsoz8;{Wo^&O;NZo(nO4}I}X|&2ICWSjai-Ig`jK>_Z8SsqhJE*xq(uKTAkSkBn9C;p@h*cRDLp`o3(rwRB;eQXQ1?%2wD^GmwRi@{47Im4k#VOe31uh6Rs zNgHTBZDz7?_$zKSpA!(0-sSM-0T1m1FyrMw!DSvDr+it9f~X7i5m7&z5toi~L_^vV za;igiZmZHFJGgoDrx#pVT_XR8B!gYFl4HyIGd$$8*fg8gR|m~HZWMa}lf9r(l-NDC z=FGj5_^&0HJ7QdW}gQiV0LP6fz#y;)l zoyvz{_J2r1q(rT9zH57aNvY!rpg&62idxK%e0!Ol_2TxJL(>+ByE2o;RGHY7y`+W z*N$-A9!?293^JzJq%m5Ffx<3vo3{)PjHm7U&h7nCI=I0aw@}pigejcoac3q7qhQxsE50PI~sP2^a)z1r;Em@FEWzut7F&+ z&krJk35mNC;fGU9k>bU)T6LOH3hI5BGlw3nt4>@ z9J&*aV6Yrnr9QQ|1un{pNV_ALX3;_eYt%{l<~KLgxKH`PVCB3*$tE4nY%|&riJtjdZLegKL-w>kOp7@*2SlQ5v5=NfF(2`}*}<~o6Ur*F&d|8M{JVOTMu_iQ7(;iVe$T|Egz;^F z)Rcj$yt3-#_xCMsJ}afIWg2jkm?i6?8qN#M_cA(hl!ecsYe4$Ie~^4SnJwM8(f7oo zVxb;N6;MGGY!E=vq6C`ZFNbCyDMgV3yQL7J z1X7Oy!$J5pNm1My66gc;D)2y$AER~J4uIlCzmqh-c}}MGX==5ms>0^}qS51Bt%=*Z=k`==p(PVc*{aG4%hdqYIDA$s8M?<5LBA+R@bmXw_7cB=ly% zhyAuqL8xDZgiHd(r7bME232;p`v-kY`dS~6K(N=K!wk;4p82oies{*!kU_DsF*W?Z zzCIV0p(S61pZ-{@Q*31901X8WY2B9#M;yuTVr$*(i^aeRJ$5cU zKM&5LVJE>ak51FVPW&%&th^8D1Nx@|*^`HW4rQRi8mp=c<$P>6*lA;++W8V00o32YvJKmP;D{7j(Rz60b<3YH*?=Q_=I zSpuhoiVta9`6T7}XIE`X9v3btr2MHBr_wfNmg3c zw)cLzA^Tz+D6wI%(RL=kbcIM2ph4990?DFO-iWyoua1q-& zVv8jtZrj2GvA!Cr12{YSfT-uQD=1V38j)mY;62Cyg*NAGFKAVMSp%L8XQ1uN05SoA z<@Z(GHWp&hgm z54n?k_ZJs|dZfLnqD~h`#0~yBOpAnuv;sJuH-|oZcvC4{!qu!8+&ecp8?As?o}*z3gLr7Ux$K2c+5yyMHen^b@0)QZWhP!jm zoe#s8>f;7(pJ-PUtS=vlbO6E1?6q;7_GLE6=wg{3F8bobnTskQ1?owF+d$3UJoONW z1r4Sep>O*>_BG?gU9%my**8=D1Bdi>0$9IENz%Z<@b!**u9#q2?IytOF>q-J^i0~T z2noDW%DVD+VQ)Sq#TSgkTq_2;PPs8hF3cu;-Cm{MbL&O)U$EYaYaZGRmq^4e_N2;6 zO!}QHYmd64ssh5D4Qd$p;YBO%j4Ty_#-D)}?;Opi#XjLChaX_9k zi}_Q2rZ>@B0deD1sl+P?$Is$~{G@}wA){XNtiH)l9!rZlEwQdB;SooXI@?|_f!5YsZ&a`&Bkmz*`)isoN z0X>Q}d|)+@v$BzuU>ENTWLpnvY=LLVVtuFU_h`E=$0WLgbNs-g@FaUTw@oyP5}0kA{V$b zy}+8lSR$+h_ym-V7{JB-Dr0K}et4~vDli<$uS2SbOj;GO)CtoEBX6S0!NN3;wFi8L z<{x^$(?Hv1>AVLR7PEOk6D2HH=H!K8D;qS%XuyRY&HmPcG2NH|`7{CE0K7kakb$QQ zh*&8Jn@FHv(0jWDc+89!gM|iF@$C?2lHQI4PikZj5K^)F2F~~G7NFo>?s*kl4#pKF z@Wa0-S18$7qc)Ynthw;-IY9=X0gG>Uaam5%a36zBNvbf}=!iAOV=$15TqwhqXR_O4hkhn)Cq*+BA+ zU`Mi)q*hteN-GdWyT${ld3}35c!VOc5K|>;c|5Yc=zQ2);NNQNx&zd~e@S(Kh#uL4 zQYg;|G>1tFE_k5e(jhov5I0(Gb3@}Rx38gs=>YT5$^nMa*k;4W4v4N-yg`J^{jyrO z*(DOI0Mz93_tZ~&bc$f##6r65^4S=JN<9+v@!#2or~M>XN@PXT2|#!F39P({g^ft5 zZCx}N9m?TkAkDRSo)J)8rX1TmHb9N>4cd`4G2&qRS#!#Y1DFA6jB$0xPQ<^8MP?L$ z4M;~_TAqoNQ309XK)Z7YIH77{LWS1TsMbExs{GEIFewWK1SHq&2skM@9ItcNvM(dP z-Qf_#Xf5kK^ij%Yw~Wm4kfiNsImEzcM5#)P=Wm2I-a1r zHK^_wd+VaqKebU{c|&~?G;16Oliz>1gHO@gvjxCp5g@E~GwLI-El^fJb4-ZWw;}xMho3$YBJtkX9^)%Hib)`y#7;*t-#;A*QY(g?5jwq1@A-)z z4l^wkFJR9Wfm}LkLeCERe~UX5fWc(b4atUlwSKPIw<#upC-Mcc9Qtd|THI+S=!gG@ z1y%QX3(RIM>}M3G@(Zxh6$b|gF9=9l^n4e!KK{P19}Fq|?CXe6_kXb;eOd#{_aBfr ziY!V4vy&wNafK72&~>@)03-sL3(7%m%UbNuexOf;avtofI!p|x?#qE7(sbM>R?qC4 z^K|f?EHGu+zi1@+^4Glp_0SKw$^h4!1d*f}!L)a>lpl->L*7s*>}A>k2QLivSEcC0 zkH({|;zdBZKZnRq&;7;hejwFM0#aBFCsK@o-M1tH@OUl)&)M@pR>x=Pser3}(DneI zLPnQB&=Vwwn)uUVJO^oggq-wGR1 z*&5KOD8d7F7UggR88?L;|Nf3&2GiIAnV!sNPT2uA(RRYF;8 z2KJjY^*)q(gsq1P;+LVeg$>`2;>IHhP@&xBZ`hsIGo6HzxeH^&pGPJTREK@9RN+>r z1mINIdw1QY5)TZT*SA)24{D{m>_LD2cvbv~x|0n#N9UyBwXVvH#@-I2ps}Vn>_`R8 z-!dld?&~Lo&*9MJELtgEInRc}N(3M?o+qFd`#}0m^jErkrKoy3#1cfqXYG6_rGzSa z==8S7VB9UuVLzbONNxgjD=^brI*4PS593#aL8%o+&j+3l#A^(cB3gxkSlcwpPna`i z5g=KBmNh&N7yn}6FivCE)Xq7|HogC%ey@wPR0KvDaGBrA!!U$I0l8s&q=Ka43q(V z1bJtb8@j>NB_|aF6;R=j0CXQ*I$#AsT4WoBNvOh<0*N79fSnc+jFW$J(gc6|06i-| z)-!(4lhd~;#q<^Ep~~)pK8|1kGh>Oa;STU3DgRO4)S)SoJ)Kz*udLFvE#}N1I zZ-75jit4vV`3^`BY5}}lf{OIs-*SjOhU%1dZ=jgB{I}3MvZ~HM3?Pv+P^4#qyjC*M z2?Yqhu|EJx1e|C7a&$;QW`pb?qns!vVVPjYfc69y`Sts ztoa4)_7+h3gr9Z?!95#95NTxyg7Krz7K8CvF7%{Yf_S6|9x1sQHF-~sZFg?vAQ9VZ@wHr+qq0N^kXU4v>r*x%|C>ma_kxi$a}Dud>l z)q_>YoDA40LsxM#ildQk-^n=r}24+IOvMiH3=5A;()&WYa|H0kRV1h886QW{|fQI|A3e% z8*~=0FP~rqsyhj+4+P&=yaCm2x48{X=%a~QD~3s^cK`<^oMqcrZc9)R6}aH?@{9D% zVea5TzZraY@(hj5ubAWWJ$`GQeg%wtQ27`Q^>GWXl)TlqtC>9xPN#h^(0XJ8_zBiV zANtf^gS8VsdNLJbAz&zqHazv=Kj@+D`+uQ_vQvK0d1^oZzaF7CFKEVqlr*sK1>!D; z_3>Kc`46d+2G|vO2vrQ>L0R$)bg+p$P#pXE3wS+v*bT4?o;sCFk z=mRh^1}YTz7D&);fEek2AW=XN!YmuCb2BVt4$`|T23Dr|&K@WU`haq`AJFR2g72%UB=C%NkBTAA^KapS?-AeEWEbd4Y7W4m|X~IVtwQ`wc+FVFTd$$Q~&1HJ0}Q z;Zc-jAoQQ%Ufa;7VMe>Ij{YUl#qf_+y#gz{s|#`P2>P={F-Q#C3%$1_ksz(bd#CiK zE11tiW=)qvkPs4*c2-7E^0@zOwcFrnN-P&dh2wU>^AJiHtP%oVcsmLQ+%P3`~{#*jYe`}(F+ z*8v}`3cY>7dc0xsJ#`kub=1~%+-om?y?mS*jPvrSE%m#+0b{TTs^_kzMu59A&6Ius ztL*Iyz?%+yy4s6?3swT9CXb7T<)e-5PCo*236nLH)I1cUjGU(MM7H+ zW-3fM3Ho*MDq>R~p+)@$**($>V){xQ=yopxvQHUk33Q*2K0hK=Lmw#L@xJXw?|01Q zK^_s>eSV-ohln*x;Gt_fI$B7N>;olS3S|8hc3B#52CuBhfdyctOKhw>X?YDahlg}?@ScGKknSGya>b^O0;)Wlp6Os?fam)qdd=~R#piO zUjC;Wp%L5t2s z-wrTfzi*8fI*R8(lR?;b+$x4H|48637}CNv38?c-$2}7CPwOu1~DsK?KWAaT1 z5fBRnf$tw3wM44`;cPy$cL>_6FCgYR%IreKxA%y#AGVbvS<0jT*)kb<5?87c-9bm8 z4`LeuBUyX=8WKnuVhO!@2E5&&uwo2)fegf=`U2FM4K8-iWqF7nA{p{vP8Llc&yBp{ ze|@k^%mv{t)9wm1(AqWyuyX?-v_^eMm4>zlK4)dQ0)$?D?4p&rtIo9kfdIK zO@@4qQimzlKPb+;p+`c1P84PT(Hm42%7nU26<03@qndwxirD~7 z@Yw=r#9?zBN&f19R0D9UWCkcJGlBYsUkY>)Ktlo2i?|weCrkB%Es+dCH1MLF`2nyF zUOqUk4IO!7DPA4VCs1{uXu%j@Y80qrmi_+%-Aexjz6)+6U_b^@ieX3PKbGL&OR%PkAHcOk-g z2aiPNOC48@Uqio~@`K{@ah^^AP7rA6GkA?brWfcbSbn%5`mFomrc$WXF=qan4?X~4 zqkSk5K=6%<*(YYeirMj?(2 zHk*+L7;`k8sy9dznHnnM9QDMOs~~;y)D{8u$`YvSR6t>41XZ2-CczwiH$(ZpB&D^l zL&Y%IG@-}5FGNJ=Z+HPc3X0Uy*b6!Y&LF5}8`RBZ_ z<@-)^9sj^rnJ+E?|8Km@;VLMrj^7~D551bib8AU!$?PTNxd&i$kG#4SUg%Tkrl=%I zn9jgjj&nK}fZfp0{VH$3jw^2}&i|jsq1=HB-^QT^bEjd!OHwk5vcrs zH22*h8j0#Ey6G(nzZnVn#b${>P{@s4ByZ)h6&N=(+z1Ey#jxpw3>|6pS#n*)Ijlwjx zy}dlrgAto?v#h@LzA+zkCZrN1#Q>q^otaa{QPl%<_|fmFu4m)=fBkvat9XJlZg*PS zXY<6ToW?-A=7YiXk{1>ebHTBS;e+qB*-T^J_oxR}{;ma8er$SUqa(GQ>GX@twSY+r zchI6g9z8BUfyt5_Klb6j{)}CXD)=eTKsh+JKq@3Rpb(+be^-wULP?5jExpkVZ4lGJ z;^tbC?=Fd!f!DYWwl|rlF#&LJe1o2t#acDIc#DITBWzD9nAa5*G@i$V053qVeE9OE zT*=5Eu%WR*TxT>fPT?AF;NB)eA8BtQ0Hn-4{rDk%BrIJ{hv~Z_1U{ zYU&b*A7=bHNLRAo7;?#%lf}t9I@s5Bpgn?qOJ*l{>HCGeF-JZuclomSd)>yd0vE7t z@=~9YQ73Fg-;8z4JI+CzUFO(&(-`)YHjMR>g&d>v&ow8rh+Cw_F3s8ZQ9?73u?r-! zW>pi|D+xz8{mD#1x-v0$bY#dVne|ueG-voujzmVB8>0B;`%fjKx8hq&hY0hr@5gz$ zafR&8T9i#ta&lE9XzjCj<$z`U`fz(AV4Yr->5K>9ld*~Z>BW0qNmekHETpbKRlosH za;Lve*|St-vz`dUE7io<&tWmwPLi0p-dDy(rE^GKfqhtGoh`hq83a9@A8*>?aAo(;Op4%=FW-ueL?2ayV-IgjXdDm0DM%#@c@u)D}V& zg=Hc$+CUx30pVD2{<5q0ICg9#9+?!;W4Kju3I1j*0TMjULjnuC| z-dvzKGy6tl=#4~fYtDZ|!*Rv9_q$p&=%YdkYsdVM zQ(J1Rsrb|^7n|A+qIFCe(n4~_w32$WOFcHGmnX=~ z>&zLSywg+Xsf0?oBo)2O_fR4rtxk_?97u<#lscoD(5$MTvualuHRc9&-kv@9^qL!u zTjLy#0}uFBD(}X&Kg$ra{Ov(2#qMF4^%P>gJS5xi*gl>qam3s4^psIa+g4AaIQYLT zrsVZ1%2+`c;|Y>KuiF=qV!{xHT+gvc@;V=|Ll7^@8@yO9Qp8{0ncrS>&$PWZ&61OA zd}E^5mNztF>q#iN}CPyd6_d=zhc9m2z-;4e)iYp zf=o)hp~EZ7dYxw3C_a-#;*q!$gIsoZZDlQyu+Uz2oy0y?%~Ef7`uU$59{39QbIH<+ z&j;@p%!wg_;x3Bx+M{V~O-V(9wGq!H!0VFe{?moU#Ki3RAusr>X3^8C%^IgCQvLvl z!)!*4A0RHDKbPK5`Jo&qvx&kT8FJ*P1pZ9)VU*k0Xd4O?2D%M`zmco>jb3nPKlgN& zK2H-?oixMJpyt_43SSNUjb+5Xf59^LkJe<~eJ|ck5fth4u~bBCvQsd14p^PA-+$e@ zK_IzUgn@h5QfK2I(M#6<8XbN6w}dB&`L)NSye_h=6p5Z==1i{d1=oBqZv9=9YsSw! zS79Z%_gc8O4xR;1(B2-r%!yB@;=biFC)F# zjGgk`(Vl_b-4k;Urb(}<9ArfhHOp2w}vc(v9hk)aR4h~Vpu`mRE8TZ zjGex|CGr(_JpE?Z*5z$LLCjK4S;xjjf2Vra>k^y8{{gh3oKCf7N6$i0L!VftX7E|d zat11{{W37v-xCTvfCWpBg$2Y`2b@M@NrSdFqJ_JBU1V^X;q$8N|AFLMr|Cq$U6bi$ z#|A!1uwoxm$7b&JVp)MD`Ws6XPhg1ee~YDlq`@CQWBDiKf_e-C&J9P1y!T3h3Gqo@ zLo6#)E7d1}k^(U$>j&!K?q_R4g?`ZH1ab_wIm66>Pn+ycXh!nmlX<4REKH}Fv4V>( zcf;?Isw**0#$XUrumY~bnEwTJb{JGR@#zDP2+>jbNyH5$;1tjuVQ5Mat%r?>*#!u= zj5P>^ZoHTxF|v%9CXQDyVVl@k)v;ytQO(=c>{i&B{*H>j_*B+Lp`&*eqJ3~TxKVks zodu$U=s^)~a)q`ovAIx&17N6J({}i%U^y2T>Krl>kGSF;%`0fK3+xQDpefhE4b+1G!b37PvEZ3vwYCKEFQlKnW{hZAA{fH7i{MFNShh6g@`kQALdTg1ou~ z6LLYvOK%>dnwkdaMH|wu%k1Pk!CF98M-?%qR^Zi&RIz94W>ijKxRC~rWYB@(Zyx`Z zrdLF-xMA(X&(g-!zW3|C@$DzKD)a3;ZwuzqKg)FdJ98gj^=ht?kC+H%^nrv!s$YNX zy4(D`tRch=fW!1J5KMf&7YOQwD_Jw3hlg9xf@1lEB#m1i-QWMa5Bc%;9X{4gD0VE% ztmo_4?xo_s{lN%CY2%0LbVFnYVu^^67=CUmt$&Uv?Hse(Zvrv=#Q3jwN)rM>U$wjDM9VOpi(=Q_? zo1A}=w(GT5&`0>#u^b2qGK3+ia{DlsRE|;RSZhtwd1Dr1e4MynBgWUR9;RjJE;pSu zox=?pg@D~YdWRb;n|WE<2EJ%ofrZp)qx z6)0)nz9%DwrNPyO0u1K=hs43H@$Y!K zzn?V>BUA*;LKDIlSOilG-zf!eOnlE2pEtI`y7&!%eieisHTZ&L<34?(2i5oO;}-h( z7uS7PvpNyG?ME@g39qFomG`bQA)|&EH4=PE6A;eTPYiEwIf!p|pyeZd&l}pdyidK! zkI)9EhAipx9WW$a(x=1)(LP47K+xI-SOU-Vzk$ETV9J`5o<7_p!d?z~kcr}1s z7**VHDP?lh1|kOsv}teR^s!Qml?((dN)I&oeUu4mF%M&Wf+j{$L>5won~uMHKWJ~<(~@` zZ3A>^rN0`08(hvb?w-2+i2p&?fJ)r&*o;rOnPeG`xi;=_dL=2v{p(V{jFMj_uoa&GRJbAq|$G8ms&G#8@m%eJWemdYkW&d<0 z#VIeeKFIc3Sx-&zR)?i+`Q?486Z1|lrZ$x1W$&nefNWaSNJtJ~8YypLL9Cm4_3<*< zH3lo1;E)Sa-1_yE`Zp!IyKC1N>}A_O6|K7|R0+8D#ODgH`h?Xw?z}ZQ?M=B) zAa9jGm);TG9hXoj#58zGb2_ZrOiJw`L3c#ngxa4Km5e_W9+4+uc?sHe_# z;6I{@<7%htk5!13Hj><#4VgnSe=^0Y8_sIBtc~E^&ED5O>P&0tM9r2E@SDNE7<2c2 zFn{UdphzBt4;j*Q@hu6rCg#e0BGu-DaHb_JRiSF?ng;PhzwO{|2H5eZ+L5;UEA8bv zr^c`g!myKHsm`X1t-P@C@LbP63!qPmSk)~J51b_KcM{F6Hg(t6cTj>&>p363!DGGZ z`t9-Z2$}_r_u~_|n>&G_iXiXk4wi?G`Vd-+O;xzI{^rA4)P|1@w=%F8&Z7OlM92rI z*qp$gwzM7C&RU>9SYiwousCDhugj&j)I%Dr-m$_oHgOm7QgRuVRCQ@P~BrA|-1JJLE<UDBc;ULE%H?|{P7 zwmE^MWhW>KmXLDg|7eC?!=@K-F2I)h(>njf=~_-9Oh@Wp%&r$T-D{uyPaUiA)6iLC6Yb=0;@qxk=}vT`hC2_`*TN$oPbQRIYM$Ys2} zz*k129zU4F9=F5ZgrBv9%!A}Nqyruh++z4y!TV0TLHt*ufUI@*D{cX(Rc*+3&kWf|$^QTbJ4jKoEsTFQgCgMWBz2L~l@Z+O z@CBv^tU!oNO|eCMbkWLrY)t^|oM%p{nW6Iw<}BKt|?nn4s+hs(r`s%GGad>_iH$5Ap+okjiJ;P80L)-V^n`cMGkE)ckECw-mPL{ z*JziaJiwH@kMQK|A|01!3r{Yx1lk>^mZka zA4dV5F9kTS0YKBa(j;U!SPv^m@(ZE7&mDE?Hr~rkp_G@D8UfdubkWUs&jR1RKy=_N zqP3C!$Wq+-C^Wz|b|ez0r^5ZwKlpdOVfST|99*t=%xKVj9Jg_fscqfuNpk`OQfcR* z?;x|Yplh6f%+2~yqy6|v0xUEl?1j)941n67e;4(cJXiR zMa_%lSt#}|e(v1w1n5guR@p7a@7nWSyLIrT-7FXOd(?Ht!*JAPf(-rwg%o$&|LdJK>kT&ZnSvg^;=ty*+OOC%j) zfy}&uq*2Yq<0S>w+!jQuq|Z~nq*faS*ucV?iND??eK)o#e_5WyBf)(ko-hO={L zt^_&NPBsEdcbGl$n8GfBvxZ1lk0kfqD+OkUXcrl<_RkibK#o$Jjq@$-#rEmpq>?~{ z$__JUN?2>pT2?O(-jOAa4uJc3-*MZ4nS^mGxxXPK@E>F3Cay7*-@AMpnc-%*Q{ljO zn}>$T78i&{c<~O)s(77pXl&)ctA3+BW1~Vq^F}`cwL0z>!m+`_MidKycwSc(x{m=X zGqTa*>AmEVU$oWHmdPo4WNh0_P)OW{5o$a?vw9~>f7`~iSXo)(b)|+ZQlL!*lF{&O zQ2(bAyie2-Nzsnl(<4KNo7Zrgl8J!TtcDLKSGrwW88 zZh#7){=F+A2BuDNiDAA}B;d582k3fk%*Co>)`FJb4~9)}VlJSV;N=CvE9vYSQaOw% zl;flevtHcQ__LzpS@@ZbNgrz52xRL`j7{Vxo&&aHE0U~W1l&XZpLVppsk7Zj%@K*x zcMBns#^Lu8ZD5X-$o--uJz{HLPmKVSU{xfR($!h7Lqz2E*Y-N&_A;4y3O_0&iB6GwZA~vnQ_^KN2PotQYA)jqWMW6iS=RjQs_}Vl zzuh#*w46p+|7e@I3T^}dsic%SsKGK6HtM*X+fG)e-9(K_<)K;~3QDM8^9_SxWmb)v@b%wAcJi_KaOD% z^9TMIiH(jGB&M9+`RTRGPruV>?+j>1ti6gyMn^VO58&Vy(|A1grz$WvB^ObHgLePA zOCweA+lrg6q3`Q+5#WlPkM>gNB-N_2g#VA40YWgbi*9s6`Y0ZiESc@ph3|u-ym!Kh zLJwCDfDiRfXudd(qPj9;l(v9EQyPZhgoDxCN|qzdR*gHHTRQJPmMddu&}Yf`FdCIc z&ACkVj*{P0;ma}TZAaedsj~1G~?y@Gsaz;S|7S$r)V8^9$VtiiXPo*oe=2E~ufQ;Xm$S zfQtit6$qMb5EY9Ag-~Y^3X+A}%}@(n4g3C@b(W9W5J|IG)8910;}*CKJUltD{C+Zm z^y4-d=?{?C^AS@g-brCuVP8EjMSOkwov7s9j`+|zxR_Ai&woX2M?nMq5Cr&sV)w|Z zR~Dby9Z0Q0G?@ea3G`LmK{JAaJMBguGD+l=G8$4z9w{(IeBq1}q!ESVJ=q_rN08MC zU_%kFoJvjV%j9h~13}+9Aq_Yi$6NeT%-oLk8<0ZblX{LAiFp#Bnhrm(`1H zB`_{>+_;4s(}~;mU#C6)SAovI{(kJf!YH&OY~3skFLW6-hU$!h`e*n(9VrY)lB;3x z;o8aRGg&w(=oO_ibbX`+vU(wtMWySGyQeOf|C<-fm+@b?Tc^&#-j|>(L)41)eE)ZYvz9jd(aV)9 z85{ol3=0IA*w2picQ-8L+L)jJNB>PkLjJPY%#&)|l)OczDaJ$0C2KdwPq$JX zrcnTz-!yQLCup{IA3Ei(^EdzLRn%5jokT6I-wU>M>h1!yWDKfC362AEXgPAyXkskK zk_d@V3<<=ULf1mbnZv(i3u?`M7}k(%@J@=T^Qa(3Tub-HS|{#}l-%~R@I8zm33r1Z zjV_37PvF{~Lv0itgNuu7(I=6qR7cs81*`Ldle(&-OKpmU+c1ml(Cs4XA88}rxN_;n z?=3_d8Cyp3XBvN}kgas68f-vhMGaHswon(vm$vfc&mdAa3`m_Z(C3$-wX10lGP)Rb#tI{+CpjQV94ORWFrOTZqaPnrX&ZsYoUxZI^i}Q1?AUgc6_3)eLV$M^*533|rU$Y#BK8 z)a7k9y;ugGJGhkQlRgkhc%863ErolJvS-(yMt|ngvZ-r=J?$1UnwWJ1`^Fu02KpX19pYIX#>62dENZ zwX8^E(@UH(Oe;f0g3tx4P_cV_z6eX;hhaGuvhL(xmj#F9H!meYNW02yxs4R#%~8I^ zXsp!(!O8u3Uytb&f2mbH(^4{tu@`Kb%9=cLk*blNMkB)+$t+Z7iGO7_SJRO2zgS7{ z0yQE8cY_lSab2^?b5@TOU;-)%7G^gQ!N8Sa>CNt==l=iZFgl5_jSPqck-WR-iB5bDyJy9B0e1CqwkB%C zBopEWbWrW$8)e=d9z9b2XkJQeW)JaoG|uN0To|^m5B+7p;mRCpibzmS#2Q7B4aeR- zNg+jq*e*MG=YMLM{6>A5E*L{(e3G4WH$i^pNZV_|`X&~QV8)X_qs|ozu`XQKMhBzP zIj%(cl;;57{EZtS3jT5Cpz7dKyH|TPzg2l6P6>@5Im=VgNTx_CRcm5H==zlfC7aFj z8t=lxUZp+%q~60|Z)X%lD@HI7r6h0KFe>JTvjWU=`UGK=DwgUKF!!0nUlfKp5j`jA z-J-}s<3kbt#`5s%qIw0pKhf$T)x8%z zrHF23!MVgrm()(DuXqBAvK4xfo}bDlREF-AnD>L=ES-G;rN~$lU9#EtD zGx{Q)`st%qrCBcFxzDaJb1>s#jDm&c!bVp{-E`%1&?>ti0NSb zsWAjEe&brYUM>%!*y6M1uqq9x$g_O#RXqdGq8v}N45+c3rhPDwlUkNe9ALiV5`0H9 z`Qj;L8uQO!G+ElGbCZY8q9*(q z(pjOg-vLZdP`MW7?K&;7_10qiFg z=JW?)DhFTcEc%r~CBXR`wLk54>ogO=~*%dN|P*{nTSp}+DWGz)c-&%4q$h}0o05h>YjF)(@Davjlg{TZlXN@;{NmF&;VI$IXDKhOF1;i zjXG>hZ3k#j)B*8m7V7(#;>N4!_W5`t_t8Pf_GFL17??8#V43TFYMozi_*LMk3-e%A zU@c!lhx(3^B0M04bHoZuk)8kJud}XW%v2d@vw#NB*t`5a3=WGoAtxU3K1H9%!lltb z23y2kBY(uy#|)F`g3{CO3Wo!JL?W_m92!EFDDK|V#?TwG20VDBj4@!V%9M+oxZp29 zb_N_LnXV){Q+)0o{;MUk!DTLwB*#L~fCNP6X>FJeUZ7}qeu#jh`JfwpzKkw*{iTn? zEAR51^Au9VHY!oHJAsguyl=&9{&V@~J1#8usFWb$)J+MTD1^rRJ(QxAS7L(!Rjj_t zu!C|lS<^)anWe+AaU4;+NSfr1U!-{?73}u~h0i}>L|lX+(g(uvGhuwlihI)4qG@D) z3uA^`cP1hf@1fCRHAp+V;1@G37bR;XO~#@*c6L1tTSIKiWZO`5#vdP` z)(hX0Z;*|D?$T}|dqo4@@D&I#hN8GvsTK2b$c)C${21x=&omBR7D8@iY)lU>xi+j< zC>96Gis}4C3x{SSV4i@MeKuOSv2MtFY%hg@sQ)m5ScI^m*i%oZ#DEl)0rm}OlKc4= z&X{C_CKVfy0_G|x^@oGt=YNIDWN%OHnOMW*0~fcTF&?je9w9-_dsxwkH`zm0Z5#vG zBIFh|bvhDJkND9Q^yGZ}u^*@F1_> zC!jDf;3j76P{Z!Cj4!*mNbBcsy;x4IU}}>&qbCs8%1rZPAXo`y5qE8ZTid9=kU$AD zPnqekqy7pC(s08S8ctgVU6ne{=rDJ=dR6+O&+b9BB%l5snt}Rb-Upuso8F=KjWjNT zu##+l0FWp7aTNLw(W|&3#|>4-#)yF;fQTtJ#HUghdot6pQ}LrA8id+!Jl~GS4AByh z;V#l)eRKIUhdJ(^#WLX=dew<$)#6e*r|^54v|fX8Bb-QIVj0C408Wh%!LUqe2Rm%UE}_&uZ)b8P(XhdIyCD#x0Yp!3z@VtWj$4_%G|LYZY24ftri%O&_j}=0>ft7- z(D?0>^EPMPs8XmQHyn9fqhn%B6{#fzi&260RzVGuc}`GsJa%tk^w_NfJ;CHq;BW2# zjV_7))-oWoYczuF6(;)eug?PD-18H?N}I-B%Bm?h-6E6BbXL8j=A$z}TTB147*j2h z^DTDn`i#j;L5EO(JIE3(%G@S8%jdb`net>V!6P2RS<*fsH2>PXlF8z0=OeUE_jZyG zm3mP56*I6L>>Frs1Au#FMjTBF7{GzWwLefaAR0`O$?6(SZxh)bBew>faeoRcML-A* za{Ku`5eiB=hoM2osc|@=Agk2SlG`WR2**0zFVsZXB%&7sg zMz}6{^bk4i{!cG@jT=l+B|H>OedKYYfg(g5wb8uN4CoRcv_^>%gomz3kaXj}<+Vs3 zQBuLk3XrrD@xKUy zBj9!saWB-o--hRG?A^x%qIC4WzsBhks-ULW9Vu;a_EvEF4PctjHE~$M$h~~T4P0&m zW;@aSdX|ZlK%-(Q>L<$xoq90kTPY4k?d&;)%MmgMGu0-MGoU~nH)SaEuZ==SGi2^6 zkw6&7>B)@b!bgeIGy%=revF8eG>7om2K8TwvK7O0lWXD3sX3E&9lehv}JEE|7 z`>oR}Uml+Mau@Er&q3L*N5xu==dC#KY|%8$q&=&PxHQl1UT~z*FnFwEFk82OL^?S* zKveWY@um+_q5U0p!A_+Qf_pZ_r$dxV&u+BziJGCEVH@QmbWrLA)7XdGb4p#Ahvm!D z=O=K02a?GxviN)F`aCDyg`Sa(=j#dEPOySn^ zMU$2JSoaR}US0Lag!&zH$B}1R*$pOGK{mBUba@7nl1o-rRt2pG3vs-C9jITPIrpvJ zY>(P|`z&g^H7^)V7q2^|^@5v~^X=_)Y^N(`H7NzFhtMOU&oc-oN(?H3JPgR5GiSxr zsZ-11bvCzE#P|nGyWzVqnFTLbQRZf$Z9)JINWrqLEzd&_Vim5#Yze>C)}zT%A|fil zaRQo&htH@+s}`)Df^#ZX-7~51!qkk(83W9vvt(XOjh@srJn&h8GKyow1m&2aGHVD~ zfzi3>;tS})ZWlm&DE`O{0l|wN3f`IPUUN@l&9@iv*}i-lipOhDu}=?d&p~(2?(=iG zi^CXfg5UJI=*5-fJYb!UoFaNpsW#QT&)I{HR5tJv(*bCn4Bg#(Ze zoEw&nUl-RacD3>D1>gqDtITf4zbxUulgF|>{=RsjW|l*uSwoiQ+_`g`ADx+Qn0HVK z&yJf2nk%VHb1aKB#eSPVE6ed~bQa245!+VfO~<=~HHMBJ_MF5u{xP#BOr@_`fQ%=v zB7{38=f}Sez4~HPv#(uSu<697u;8sum1Z#>JOB7&&&dhw6Y9;rU*B4Gh?3Li3;JO4 zOwD;2g<)d}y&_=K7Oayb{rp*NwP^`EcI?>w@$J)+8M#A!UDNf7XiMYkH2tPJHJ64~ z44G6!7og;qw^oW7R-sePj-aVr#OA#`DkhHD^FMvDWQ5h#Xl}^ej zjp?F?57ku6_astxVq+~sRpPD&-jHLN_#adYm*W@`UOM@Obz51u>QIVhW5cES8_^lG zWPFGci#1#F6ffJ+b$f4}exQvdsycQ1acuC*=^h>)&u>MJxTBKBC+BTCCPo~g(B2R?)b z4Nc?VZQj56`)yF3gWHgId2!IkVNN04;LeZuveoZ~+rpNA{_xx%!=ws`EKIF9|2s8p zyN}Nvz(ZBv=F2jxO^r)GcvtV_l1FaLy)QBKibSTGZks&*EN9P}nk(naTLAx&0T!uB*zT)G>fPaI z|KkMOYDGxtTjZo0(fbo` zp-!CXCG9qP#KZKIC1e&aPfxDJ;%1&022y|rf26xEeeS$@^X~SY4TOU}XrcGl2OThs z+!*hlXR)L&dd=Q<-|A5L(gm93v6`X{lH)69{ajlP_lNDE3q>p&ww%CWJk3CHp4jf9 zuGbqf>^l6S^o{##u?+WAM5~4CJv^myYsb`dK>lXHS0CKhp)RrUFU>W4TAN+(hL505 z&6@m|f<=-sA5nC5X%QcJ-6sxwE(`Rb#lP5d8CzTg$wN>$i zs=r%BMI~eCD0hPw_a5so7s-yh>OBHlDQou)0SL-U+IOy?U9F>C~j^=2JbGSEp-9lQh91D_1MUlsWah05x3@TtqMTsdL0_M4`MeL&uoH z&fCE=a^# z6a`5nJju(GgVw1q_r+9nPMHgJbjV%g*_3J9b~xjgF^E`6X4N9b4Ou6W%uBCt?dVS( z&pWxBPGL-$T8w%?e3sTgA7-v?nNPr3(-JO6vse#KSwizhqdqT-bP?M||Ggxy9D< z^70wA*nf4ZQ`an|Rye=u*Av`;!E8pC{(87|NH6q*)$}>jZ@FO0^8v6a+ zc>%I4KcRySkzM0Y-u=%^7Er1Z#<8se*>m+te*VRM`*niU5NJf|bk}U#i&fNn;s8R0 zk>UP6+j2%DVX>^PAbIesMf*5oR!Uj48ecl1d<$xktI!^Hzr3}R+b3Pg5RbWKMp{*X zr`qW70QYNyR|=Y$EC|NZ`8D4^o=cGx4feOfmaTG<9{B5Gv)q?2U#i@YIceKpUi~NL zX03X7$Lh_az9fly$9qEwY4v9&3fvZ+IsWx$??;Xa#ylYuv5zkW8QJXtcsY7@$auo~ zYkaIdNGH$$o?De&!o=#DsWN$0-#_*CTz9y?eNp(ydwF>kKj+|8UC(jy=>-n&bLVa> z!r^C_GRLWzZXMp)@ZbP~1vf8mSDGspULSR21pmocBC##!Ax|pj50^KGUKx-uE?aF} zofN)tCt#~QrE+nLx}zBzBMop9`aVIP2>JPSn)PRAE|%A5c=+e!&AbDV@Le2oA~N3C z!UnFYh0?BBnw8P{=s#@U|9uTL$zyeIaU0Fj5%{n{a-IeJswJP$=W39#ITBD-xjIq* zFHN`@LYr|`R(>s`{;*g^Q=QgeN8=5FgHr~LBr*IS3_gm}ti(y^aK4G?$TAbFsBhm-ctCOxpqJJ9x$fiN&;8GTK-i@p@To~} zHN&FgS0=9-pQgiNZCo%_X8bj|4|lV^L+M$&{&&6QtqJw4je7{kj^LUNoCYBD&268n zv}RJq)G5{=czyJ?Wvx_w>%0Gq#5s-AbKi2@T)F?S+Oe(f$``6)t)8D>&BG(7Skz*j zuDxkAc1qBsrh(5NxTU0|^t#4(^b{VH%>FbM>yJ?HX)@nbwY9aALfr;h=EIgO)x#Lp zSu*YzFO-wv@bQ)zW?k_6^Qy_+y7g?+<}-dm2MTmX`fkYwh@7;T>&bJN?JO)Ny5E+Gh2fNO?Q@-Hy@OjpJBQ6)Uw12%GHqU5h(&SeFd~u{ zpN8O2s$ogsjQ#=03tnB`pVaRtuZU6!zX0EZrk|irU{oKvEM%m?U$ zdfN&@rE`2xd1$2^T>&EKN@s1F(BgyzZ#Wayb-hmf{g+>t@dJc~`HVdqp6bagOCOJK2t#g~VCyYBRUI3X-0)$qjM zE*8^QjG`_FAAHl}@YU|pz}w(ojnbV5l0affz#1?=O6y*<55J}g;D7*Sj5G@!m?Vsj z0PcXb2)N=zWzl zeA~8^1W7!82ZUNwar5`dRhVJw{7o@8>Z8df*Wvpy(C6dNojW%}pP!evup&}vd9p_) zV5sBL{zZ|n5JWF;V4t+gEqJ~FZ1IYzmKQk%L@LBf6MBzl4f5qB*_8hE85V%YY5)%j zhf{%+<4=5kAMTXZQslp;HgbRBVIIE+dv9)MPjGX?;USJyi2W{K1i7@|R)h+3E?;h0 z`m}P?(cBr*v2@n-DIDovLS@#hVEa~eX8Qav+qN=mz=hA|V<>sT9X`Ib{?>cwbBT(h z@5I5lt7Vq)=qlHA3b`(c@hU4QVM1&z04^(e2gQ0r<8UPRiWLu4brGsdhf%^DI)Pc^ zVW=Ij$@H_=m0yTOz%D}7-2$3!eQn!EQjbEj*I4OhMT6KZgsG8>peQCVl!)=R}`{E_~DB2=i zaLU8pvScHroUAodmSsx`Wl$&-GVv}N+0FyS z_IPIYn5wX@LL6@rKfYiqqJ2AXoZ>Q%s9H?WYOq6F*L@%hzXFX*R+p-<_|gf>I1NEo zyRR53)pgA2ayiWF_o*6$fzU61nv6~#?V3J`n87%~;OG7yb{>z>NJ#bAZ1QTY#*rgo znxp765;dFmLF3zI`XZWJKRiBBH#R0_52sM1ZCYc7T}+H-vSB>l&arM6-^c|{0h24$ zIc{!4l5f!C{3TjJ-OjHea(>U{#S*EtP;-tXT)F(>eT>6bqf2e~qAbRs5#HBIH8b|Z z=XSU7ot}qm_sHFTRr$P8v>TYXW}`SSevW0)!a|z3aU=tTJGqWTMbB%cI zkI`KOo=pq9xOL4h_Fk!i7obKMXD%ougj%Aij0cHwWF6a`_R2U@OD71q38C|E7SK1X zY1x~0@yZo@oowgoimVf#kK{~ldow)EEk8zDpFie<^Ts0NXB~ncWBu&YIc*W*9>YEo^-wk2# zh~MXyqBU3Uv)JnrUifst=sHqH`!6RDf4p`A2@+IiNCJfg zSqJkv(2rZZab4wpX~|Uviiw908s(y(P`$EM=+r?+JQ_*y7svr6NniikhDX@7QL$%x z$oLMvlo*_`YnxTMt}(#oJm6LPEo*DzsxJe4 zx-JX#2cKTPVq+YV_PM!0KYm~BJyWA)!! zHni3*Y2MiL#wl_;y;mFmy_(j<@0~qtyM1EFkzHbDuV2Kgd{R55Ij=Bqf9n2%To|AN zKJ@L}zE)hklE1^I?Z_r8LAR$dLi+O0KS;8jw@%oY;%8U3CN62$w~z6z%Vl<#S?Jfe z$cOVwRE63_;KUiT#_W3A%ey^Xl|j!4R8M{hMqB^+vO5(TJ1=sI6|FOG$g0*YRn*wC z@qqo?iVMPVE2Gq6{FG|LMcFg+vrC&I=DQC5k!UYg8T$2C4NJolXOfS6$U6E`@Ji** z`$Nm`sMmEYzpM51mfC)Ra`}7G1jra=HTFO zk=m|5j^3QUzDc?J&&8$z4p&$1^okP#1E`~Li-Sk&sgGJl!j*@8pz9(xt?ddBHR@~$ zUJ^9(&AbHlOD(p}niUfz*Sgxf{?)W)VaWV_u6xj_=MtrzZk=Rz_3G765Pbuv7g-T; zKE%Xr97C+iv;MS*{o(WF!iJY$`bk*o?)&KPrDhlHtBmrvpzpK!>$}?^^(G`dT{QprQ;$-J7D0g5$5U?!z_a@+Sh#3mu0+*w|~P zuR*~pQh%n-QgX=GzHtEa^#$Oa5vyMjBxY*({DQ%;<%{3Jqc7!PXBF6)7sH`HdM*L? zIpTuLgKr0NTpt8jH6t7P!2zcO+UnWzs6#xPKkPJJvchym!KJslnMM(IH%kXNMz3hN zJ-L>Uuy=Ni^HP1u?ogg9amV;Ba`5??ELK==daJrNk%v$9j%R!SAKv_nLNjvgg)0}v z-OFr=R*Oj*Su{Iq_-lGc%z|XEM#$w?VS3tBF^H5U2eeos@-Fu5^11HrziY1f0zRz} z1!CxXamnsK?e_Zk{>lnbh(^6&*!kPYF1fbJWr+1&=8@)i_s<`87kXE5ArTdB_yO}4 zzBAJ}yimI+5XpvzA9%tH-S81}XTK?_{d~)5$sap+R{OfHYx}mnlHFPBgYn-_=5(4apk9E;H4ZeAm zP;-;M1_O5|dh=rRk3aZq!_R75``O!Vs)82Sc#NR^?%*>0F|ftLwMTtd9K3saJ|4zI z1jUj|9i9sZOCojkjC^@yVn4>rS}tWK*e<}Za3Dj5`K2cZ7tH^-=-GmD>1%s@c@6v) z4o$}8+7+)0IV36iWxER~;DTlEm@S>4&p*3r?Gy{}v)`Y8dTxgM?Keqqfp8bvd z24|esWeiyZw|B1lU^gQM(qENN^2F>58eLLRjfU+TjS=(2i#BaqpUlx?J8&}c_3m`D zrw?W+Cse4bb40DF*=d9B`1jj&@`F>XT+igZtEdv@yo2;C6t^4W5MyR6m3*c8uIW@d3SWD-=S0eDw^fiq3n3RS^*$z4FOyt5#Dxu-WvRrx%Bcx6|u7w=&a$QcIAxx zK?IeO`w8g$7uGpRJ`Cx5i?(sUD4#vCHx6JNv}B<{#Brdg4-aZ05myYUM5_Y$>B{#P zIAEx>RT`%h*?Jszi!y)KFV~c0kzAa%@1IQT;pZmY3cdOJkr|m7{AN*e;DBZf@>$nEsEB)!o^<%I4DBrx!E9V+X$(4H7p` z(s!cX^Gc07$`519hc4N6)l^7TLTt)1k$$w9AOWznum{+l4Cu#RZxYc{{rYl3-q&YK>NWkNong^?oEeFe>T0Vfvsqa*!Xl;rN1m_^uR+Z{vSWnV~?(Yej_ z%~&nUm4|Puv`H1Pp?_rNa}ePrt3{T(e!DrKnZLV2FrXdg4Uu^+N5a7QS;PN&B$F@f z3cG|s;cv;Y@3h*@YODkgJ|T!vt2fj81)h*-yw$Fh#mQn%{+w0fInTRwMQ`hb85=Lz zeY~~Cbp+Fb{mz+cELr;bkN&h@&e|RS(z+Ma-+`oj+Zmyl-|$%b1)Cr|rMTdX;0X>MFSb?KrPdnP;**1cDhVBc~A zezYSHb9tuTnOI_asg3xJ#1&(8=|$~WG#aLDmy_0>Ae^m(53mN zY_R^MjltKfqujk;f~!!>C0yT=8QxZ0PGk~_wL+ZDRlJ;a0q}7l0S-5v+qny2w6e%> z%0UUpqYM6lAKOWyV9UrUC8IM^$KIYExK#CVt(c*=msh9k!VOZflagJH-wM>L|E2k2 zsy~3he4BWMjy;cka-;|AB&T;`>9xS~ac|z*8uR*~Ni)V*Sm1DS_Low#&W>wOB;R=H zib|uiR?}Hxw#WpXQ&Vz}6B+A&1|r4geM2*2OG~FfUjIcf3VHLfLqSTsv>G%{^~Qh zAtr0K+nTBJ?Yi#p_Po4wXkKFX;-yPN%sO+wc!>sXT&I?S^-ul67em84>*qdzhXSxX-G)t3wA z3i=n-;q|8$a=7D%CyX`nm=I&qa2{p^qJv&R<*MF%yTTQ?X*~z^MEm3XoPgDDsJ+32 zn$joz${g(Ts18dwoUl_mMBt<&1zxuE9MSfC8aODA-*hfbG*+b}OC||31pgrma9GwK z-|kEvhNI|Oft1KC?~|mG8lFJm3$Z!tNCyIxnPGl~Q@H+Qa=xmhTN{W*or}Nd;h~iJ z9Eqz~J_lLA9~dCONkNY{ zD%J-e+~9rF2Ybx+Vydo(L^7*m5^sj$LGM8T;c%Gh-XAmH2RSz!$t?+%jTr~`K@*|# zTU1bi5Rv;EpL%gtHt~bFjB>Nh5Xa6iLn05!=O-*CHLDc7@t5xU+71_@0X1PC&;)@O z3vyVpqzj$X`g6}hVEgRAztr?D?rX%Y7uLN^+pv->o58;MqUrfjj5uWMf~>PX&%^V} z-nA-Z3U_?maMQnG=vG(2`a`F_J%VpX{&*Xd_F9jnTOCzN_RTn8nz`A&^V<7t$pJZl zG!^b?AYYDJpq*WKUJ@Rf1JoKwP?w%QeOdrJNwGC_wQwv>-JTe4_oHRXMpJa}nWzQU zf(y@Got@I&gN|g0=W`Y=G>#qwiFPFQrGdh16W<{9JhV6NiD*~!x0~RF*%Z$(jzZsX znW6{JoVf01C~h7^ZG7c|xNgAPjDbab1DK9k@<9FN)4aTh103lFMV#fjE*5bYhA|jG zMNPm_9|=;#u3Z&2;7e^LalTG9dDsGlP^FBbh3r0Ygy`+84J?Dd%W%yY&S{{5>r)LhzjVwt^SUP%j#AfqNBNT)v`iWB zzOCaM{&KJFSc>Ugp5JijD#{W%jc|iUWPx-X>s5Ek^^9+h9k>&|FiRAI#8-Ix@>YWE zyc2<36}-|4?~Ol+8hmXA*Q@7uZ$#_if;k_@{`mOP;x(8vanX&4CJv7l(AGR8KhMaI zJaXkj9UJZaU|o$&zpS2~zGke>_-iA`&*CJW<~naTKVaHw(chdt0s0mp02QZ7-cF3{ zegL9fyjJ^xV@3C1Fy~VJ9=M+i>_0ufPI@n*)U)8IO;!<82^f!lM zgyNt^gm)SiN|qw^wk&c*m7T zKf^|<^>sD2`!)5-O`TALi!Cci<(r*X=dF$Uy5!4f_fVMHn~3Dm_Dk7qmpzQQr`_9} zxTa?7YdN2AA0MC9WVX<(jL)ewyMNsR4wp2e>3vW3Jrd-LR*wtpb_|KyXdt5ARh^uF zDdA4a^ka^;+S_n}n`Z-7IQ5!RO2VdPlLVZQY2_eMyn+(w30i-Fx$xTz07VL76#XZ$OR4 zJatLUv%c^VrFgqn2L&vb<>^XPMHNUkaeT7 z%Xu>(!(BVS0Tgq4MYg1CsM^jdj928}nxkeMIq%%jl|m1m1UcP1q@{Dzw{${mLc!F! znAvuIEnkkLz}t3Of@vB(EgYBCQ5Jqtv-0D6RO&5Xv*|d4&K3kVgA=D_*g@E=&N`8t z-<5JPL9Fzkmaj9aLeV0S)0~m$om|}caUMd*weHkP`9fTx@%UqTpHdVnX44Hy!~jo! zVYeu7c7U{7wr1sp%^@xle4rW(g-8NemIhu#JxTbZib;9I<@CmMn@Gs#%E2;5{1&h7 zT-DS?Xw2u8j&r2rCuXHVWj;N3JWs?!g8KxcUQO~K`VbzpslP*otbjwwOf(veKdp<= z|5lN3@F0?@z8}~>8%@NmXmb?I{78w`XJw0F1`23_h_VNwYDTT;r?N#k>#yNF-`e=n z&hkhPYzeUnaa6aT&`|Qr4LdA$)%CyN_OqJNY2dllsqYzZbTd#S?221YAo?p9=z#KQ zMkN=KVS$-L$aQl+Uooy|0+I^{xUF`aEDdf6C##%1aRo+1CG-MtlSyLJDCJ{xR$WB| zi9#sKe-c(YJC@@#!jQz&-_3LE_qd`IfLfflWC*u3$#ujLqq{OX>oYY#t_PXT_0fBU zI7C(jeyx<7&5CqG9 z({A~?T+i^M&La_YxA7~DzUf9S=1&Cp>3TTpT431_lNdTB##^|0s-1Jr7v6bdn&L*K zOKg^ykD=M^kcIL2bLTwazm!{hP0}tp<><>ttG|8Ox_eXUp{|;HB}2Dml?*N~#+KCs z<%hdyR#T$N$7XlR1McO6h5ka8bLDCtsILikz)|nb;G?cW;TT*!VD!@DF`la|vSGMc zby9@sv2^Pe>J*7MV1?2#OHvV;!2q3YpI-j4To(ID!9WjmBR9wpl_(W%QT3bl0hc{I z{K3bcelq5qc=&0t(|WVl>!S{&#Si4H)xLi>D(lsbHmpallIxva{H1u#&dt_scOK#z zS=;^WCssB`mC0&v&_qj+-c80jFy)w*ZxnJDH?^rUPPtPv7^4B#IkZDRE1u9<0AE}S zzL-Q2s_H{zbnu+U%sFxAf)8dRW>vW_bW4QzYpDJnJ1H=6k=-dz$c{l>wpov%aIMo! zI&vcj9oawL_}M&W?9A~Xc>JEhBU^GQ7niqg+z4@M|Mu;t&;p>tDX6`ckQ{om3c!~Z zcjlrnPYxK^Z)8~+a1ueYj7jhG&8*h*u;DN0za{@iO%(qgN8{4|FG2eaEGQin0R;gCkq%NLHHd^L z2#E9&A_1g?VyJ;YGUxJsf4}+8%$ha7`ES;|YrX6G3Adbk?ml}z``OPv(RXg^9%trb zhQVORZ{5^3fx!-ff9`KSatIvU#`+$D!xcXrD?d{&C%?dZ4;*2J_x!v)y!<>|9Yg{g zANaa@dCJSkU6fIg5^?eK^Y*?#C30Y&I86gfYpPscaOyY^5V-Uct&o1Kb_@J`V(84TvKlL!HK>kVQ{O`h_e1d6N1ZZ*Qwi zJoQ_uo$2EF-bf|I4$nPik@c2Qr{Sn^?W~!3*^WEjj@%6IC4V!?viD zf2diE9cP<>VMkM4N{LsPq+rmWM{_G3vfXrzoqykYeY@3DgV*QHfA5A8q%*KMvXSbdLYb{(^kAiQ3)Xw+-t%0^ z(l6Od%UqVWa;SArQF;~|xQ)L4IK29cuY-uZU9 zQqY+3VE4L>5%`?*4a|eSg0eH?8P)yT|VXEb1eV zUC?RumG7d~=VV`BgB^igE?!uOLVU`XY1=JQD=MzgyRzJ{nzlIqu$k#_pLtEj!@qA` zvAY}k?j_Y0sx=kc(oIy7>yzV3H~Brk+zW`2`HH3DWSdqdbt24;FwWe$LN2cSorqq` zS$Ob9*~@O5Y|lvZmyYWw-?4zBk{bsNqm_359M;UIg%HCw4Z&dUH8Nuk3k8Xg5AF2m z3g2=L~<7RGC#>#Y(5n_G{bryYrUA&WeS4qE?=s^~Z5>OhN2Y*0i%G&3c=X z7;ei$kNhGq$Q7umHuo{9La+Oi_QBbO;mXPmu(Tg?UsPHc=j)FE9~MidCpcyo`RJ}> zEQg+7tRA%U&q}?{digAiPuj`luYCokl^w>rT!h6r6|&ybhjJVC$O-!>3T*Oj^Y@pc zc;Aqo6_SKE!mKVxDUtR0)SC^9BXDH;F0gXCWy5mq@MmYzPvR`q}TLJ zJM4?nm#IBlFTfG5t-LVH%zRwuh3!RTTin`wQCaZI3(+vPH%63V$AgUBX0u#2k$T&G^f?Ie_Ny9VP<%u|U z%99fsD*SgEt2L80$9#=yGTe_(q~eByw-QdW7Jq`fY7p=HqSaXgw$O(^(e|ABa07H z(5*9yHOX?NLyvh?13Ut-Ei>x$O&4D^^u37Pwi+%4*{0_#X`?j?HLR^C`tu*ecz$EQ ziKCrN_A1v1+Zc9URljjStQ-}){DT_W7R)^wMNNoC1^aTZHSS7`jz44Gl%s z&>~Sfa0xm(b}6s(pq|gDP{@MuX5i01qh|TMG}qHL>7D+r$8lw0-p$vas zpwE&Zu8iO`VhkG!*|zTE%W4kqCa2lQY{PU(cwXDG$|@7 zRzDYbaB~ry)HB7n^kC|H-Sp%N1mWDWN^DW;vXFhYedH;#xFmegT z4Kw5rdt=nM*HF2iupE6pGanH&5vd=HI((eZj26z=442jj7teFREmN8w?T6c@ZjAYM za|>g=h)vaj;}2&B(TK9zziD-N0kt6SADeLBPDS!k;B>NOS71o7YA4D$#)!65?}c&? z+9U+JV+aAG+*w}9<`xBE^96ZnVZ~N><_>%a19<$tjb$RX2Tz;LNt`EadWF;As6-+4 zv`{*Z8(zFI0Qc(D=!hiOjJSc7!7(}|nxK-68}$1S$z7-p7EO9saZo8~@kggJ(Y79d zjP6aVa&>WTvgbsNRi6ICg&;!OC>_u61=H1EbAP0N$XzcKY2snt91dsfrrVZITwx;)s)uZNtf-&5bpPfe@OD;#4C3xmU}w{FxL2e9 z;?KA8>7n$4VP5)#4W;Tu&mg#do{PPB3?nh6iGwc&748e{oDMweAT3V82_Uvo_}_ou zPIyt|CTSQd0}bZNO*I=4NT^;?q_!zHy5QK%0TV=Wn{HZH^nB1XFDbHRI zh&l$iC1P)BML6Lix-=PE-IX0ae$o;q*}p}d_DKma#m>LYe;wnPcx67{4@{6F;wov@ z-VDZFxaDxDijB+4rwUuZR5BSw2QQqANQfy?dBvl9Vlv;(jKtafm@D}(Z5bOL;3t#d zp)BT!C70G$_{5Ot0B;!uOjS=PwYG!crIu+yW*k*>IQ(LmRo)l9FKFisha3Lc#PbO z><5c;d0AbBpR;XFw+%#-`Gq1AMG0~o$f%q@<#e5Mh+kvD+$Ch{T9zZVs|{ zAOz2Tcs?)9Kib(cbGfxfN<-QB5icXq42OHz;B0)_JZ4CS+i6USPR!00ExbNSA=OZA zb^Cvu0El^EH%{+sirU5y(%SrnM_zV?DjgGq9S>PU-3v6%}Tq&$q;yjbHy8OLv25K=BQo@~taD@St$9*^HF z;H0PvB!`w8u{|N^o^vwe$4#+C4m%(PV<^8JuxBLVSP14wM$W|xXpd!wQ4Z27r8kSN zU`fzp$(qT}lr$S^Qz|Q8CQ&n8^vjQfh4eL;Trx-si%E^{zUjfw*LBfGEx}$q@zf|b zUn`;8Zh~Gy=&wDgUG~<>nI$P(`<#98WY1`JPzV?8=5c5Jgu<^RIljpdi4D!{=LTwa z9=#5uLZjc`oINA9P)pw?&yer^vLM!$)b7gYcs$9rss6F& z1v$oEpRucC8+|)_lw-6YUnPO4P7&l8Eue-oS32S~?leRjgSgGTr6ri zZiFV-ZVBYz(of=+ko5ZmSVtv_of}<_xLsC z8;+oiaAH|I%^eNjsg!T@nHqH#hVz-~MH(V?U$AUi-+!r7k&_d@TXsV2pH`!2t?|*3 z-#sIqggVEWQ4|KTIO>H(c-4Y|6>sF{Bot!M$tLmt%(*NLI0uqcYzRYSv;4c#W-ur@ zsqR+aw5?1=8n2rK?c|?vZ+~pIDm@z(Q-qrQz6~X#BLGwk!2be_Qi=c}i`+PqTPkT7 z-R(RwR@`VgCBLH3@TnzX=|7U(n&W4K;jCuGBQzu0Ye|` z&QSn_S0r9CUdNDPBnPB8kDfud8|Hgc?38_&!*|prtSIQ{+r?S)vQWvDnPg+ zz`y^*gcgfNI_6yaT(Djwz!hO=t{Wz3U%l_&kMmi@g9B6{&s%0@+(hSvq4HH}j^uBV zqssu@y&9+)x-K^cKghzAXK^ej;O8BT-}9rLkK#G`taDgjH0y z5y-%Uml2`2`P@2}$7+VqsU}P+sFA9X+*G?d&svbW)Ne%c*yUpkLc4F&Ptpph^_8{V z-Lhy(?1+0=V?fh#EQ!cmuG!RQqTjDR{_TXO?Whn5)AR9GQia4k$el4uTgde7wO%8P zK7T&zKCQd-A4wOWWDiK3h zM>g(^(N%N?8GpxPNivq$-9<0>F&Mw<_g`-S#?7+}oc~*Qscn)=6K#66^ZE&OGt5st z$r3Xfowl61b9rk3)6`E&Y*4{njW&^Tf$`?C$Tocbfsge+hyICs;4^NPnisD;{$>2c z^rwMts@x_>C-cTv1J_^|HHz46mDO~t_^w~zY*}pi+B9evQZnT)GG58pnbAB~HpzZT zu^NH;!ss#6>gn0vtkP^1`Y+FnU4nBd5a6xBdg&(JSO(+Mv#%~Ltx@d$o6+xcMWIY& z{-8=^htDrXRx4!%zu8}Pj=;Dpot`^x^(3Ormemt?n`*YZP_c`F;!Jl1K1xef{=C$o zuvIVGx@qpi&r`(`hIAm-{tF6ODAz^7T?=9Z1pc@$-Bna*J1e49nV>?7DrUKFx&eYo zaJVi{#f4ojgV(=!PRJm}P?RExr3#1|P^|Yb_{+BcAW!Sv4&!#lPxKt3>&x~yTq{;A%yqju7{o5)Rv2ieQ2FAyiK8w6Ml75mL{xfFy z9aTW-ola%#*R9EoXWzIL*0&_+Qa1)mQwAp91fA8!bhNbccKT0C9%Jbl$%YS2JQp6H zT9k9uJ|@jhQg`uql|9R6Gh2rk%2ZbLyXxofzO<2WL8C~n_Qp3;0}J+VN3{d%htT-5 zwmp&ML9cRBTAfQS@_UHWILaA4wmie6X*e=Gn~&>Rlz6 zQ8$^jK&U;uZY#_&$rp_{fp^XY(6t` zpVIk#3A`BTwo|d?3_C`T2K{v`8dxqCTUrx;K zYTR+2$s~o%Z&*bFU^@I$ky5QDt-QXG&1ccDHut{QM^SH?g&bC4+|6O-O_F~0%k7_Q<<)Gr^PLackmm#80 z>H0rQ_HHh+(dns};YKLsxRENIxuuH!tb7a}qj{oSreSBL1I5?OlbI*t#E_oWx-M`w zYSB1OoKv2K`&wmNYaKV)*4KgGY-p)9F*Rj8HmIS6H^DI4`x9F}KCvSsaQt%e8I4N0 zanqg8G388?57SPLQh9|7q!*fKOVTnN$XxE0%(k|h(wXaOZExIN5it?UZSgTaZsLZ; z7@v!afF9Kc5${&z;iIcnnmz0|tNMeTkvEQWvHp(atuHCS+rGe~mgH2^hAd$Z#G5NG{a1_+Hvwo+GI5M#%1I}e^6%7u7kb8<8k2W zl|r(x^GyPRNia4S3w_;`nDD7K2R`*NZ@B-yt)TklH)O88;y zrZ{>RIg@i)F5g%Gs#(-gU1p{~gBdFCIU|3#>v5g7eu~2-6<4)w5861KuTt@jV|oui zsrr>YinCA!NuXU(ji(@U*R|BT;RP{0RsTy^-;{D zl_6UJSR4ATK9MUo)IO5BBy}L-`1vdDMayFYAVz0X*Q1sv-h9kCSDs<>;)jldL(0Kn z<@jA}%@J7ad9q~GGBv+FA*}C>w-j1cTj%}<3~QA(?1)0qJ;n7ovViv}BTmIZ@{VBC_4iI6a9U6hV9Ai_?5!tcfJN z%gzygIS1|7$|9Ml*$1XOd^-HxW@YU@J({CVoC*1~sP#XH}aBfgY=PO`UZl1sG;F=o z330%~;x#;!Q&F3uh1xmo|Hy}?aAf$-5ov!y)LV64rKoO=irH0o)P4y$ zNskc8@lVwQfno5_|Ex3=g<#D_o4{3yhWGDcO`2HFJe8&kniO6TiSq0$m${MnZuTvk zyd=K31C$9!`!t0F6QSiK-fwH~2;m&B(>t;FIG_E20CY=fMN#rdx*?R?+7l1qe5plN z-ze7rfeL?6ebYTk_>Rxi%4^fxw=hI>2qEFlLKH6Oj89C)bCpZ{<}WBXx_?-P95F^x zKHYTwSsvP_XBY1NuLohc{a3UWTyDlbFbf<(X`BJ1zcO->6a{U`6 zN$(VYskGf@J|6&w92FhL)}t3ets^EC)t=^F`ZgYSYBENL&ECoq85S#};uBN8n60NA z@C$oed6zU;+Bb;0YF}?MfFT8hCU+awYD}W6YkT>Kr|qZxcdy*jEYbQMDkd_V@M*P~uRBwo1sd&a^*%OATl?!IMZqMm8$tT1ckJ5U_{K)R< z&D;xqqaF)#JlbovQTzQDr3aQD9Eh-=RxQe1E~=q+p~|}5;h}-gRNfm4&~^In0`6~; zyY1^oYUYKdHX-C`P3oT~@k@;46$BdtZ+R5PlIXu>lkspQ1=x56MPDNx5556lXkBCt>5O%I5d ze>2`;;Hb~pF9OoW-=4O`w*8@Eqo4eJRd8K+0J&i>w#=d(alprc4-5>;RWLa~Yi_?gYqoYdUcK4+YsU&|| zqHt1qCZL+I`l<_`uM@Q9BA4oW9Ord4w~dP$0&<%?QIrub%w$ohr_FYpZuRtIbkiiK z=7xkdyrJ}`?Bf@tqgw59Y-qSk_x{U^_aM-{87ThM`rG{Gv&5c%btd1wknkwaBL|!4 zffnLK%f)89d_ycFhvcgdJ(5P3D++mIK|>mxx1$P-Z0w{Rk}t}(HnpF!0a?<-3aGlTyE16 z?ujR+jV#1f8_E1V-yxoog|{+@r}gS% zk`I|%+lOa>YLGm_Rab3a{~t>=)tnt!Sw$R;A*P$)6Q%uYP3j0?$-k-2)pmVl$kZk`}Z2q{+!5J&|E z`?N$XWAL9P9JMB(8ptCdO{dCuw|X{&l|x*`(408y;n>kTtmT!0m33`WWs%J?0pDZJ z|DzTnWE?6U)u`D}r;?0Ps%$BYit%7_uA3bL;7tQHCkpjNWFhWvYa)>(NF4|!#MXc2 z?54s)x5$3J(Zc`atZ)4sN2o<>g$7__s8``?2eib?5TW$!bfkMz08ajL8_h&-+88++ z;ZS~?v*whswZQ(TfeN^+SQCtHq_w#9MO?pfu7QIoD{jJET=NC8ZFAsNs?5*GCkh{O zCFpmKT)P&>F*uTV>agpQx#9_8~;|L7uodns<2+Hzm1 zJp7mUoA=M`0P7r(K`jxFba?hl2>HfTaAga1+|LT9dB#R!F;V!ZToS6lE_g0?4KOHG zOUspAS0u^LPF99-IUR`=K4R=|RT>lHAX!pn(rC@b&+nWUB$Z`y$P6&l8DtrJM0d$< zc$@J+3i?>^^}cF3z@F(Vp+wS!#Z6z^DFgB_oDv}2=z3Vi+x z97hPUxpIy8d*=P0PwAd|P!TPuhyNDLG$0??x~8 z{(Zaw$SYCR>Xd`KXirJ@0WPPygyqMiMeFNwthQ37RJ4qS%aHe%M{gcg1=0HZW~A&^ zTgXB*xExZPg*ymW+;9*t;A>DxWA7#nd~$zGQrJ;ZJLE3r_X6+yKH9`L>lcY+<35_h}C* zFIO~&Q0LzvCKFxw=$URT5-)b>Rf1dfW9sQwd8J6z#VS+87mnmOb_=DQEYY*kf+f@s zR_)t7x;-rNhudz4xW~(%;>yNdwb;23Wj({UG^BgbOaLdl0K?aDW@QbSjp3AA)(+0m z`ORO;rMoPAL!(2U2 zX!-gF=8JVgAa}TUA&Q|s@Qt@gM8jS>y8In;l7P6j@89!r z9u}Znjvo|ta+KmO(>=Du#v!LDFqZKNrz9nz4^?Ss@@3`-M4jI)i0~i~DUE!DO+Iw@ z?rIj}XNr5L{|74Vat&g7-kObJO8MF}B-A=}0!QTXxm>CW6eZ+R)#=x!X@tMpR#v=7 zxk8so-vRH6NTA6XWO<+cTt^>CzJv|xW}Y<1y9?4pB43n=u-*g|Dz+Gts0=E3TVls0 zArpz+uN+x^9GNA>dR8~^4{*=;uRB9oUUT*G8`lHJeDHNxByVQhvu9EBLsl}Z`%<@Q zIc8wB=nW`p#PFx_S6-wOsSH33&eoA@#vXKteG7KU?+6`)y*3U#iofkRF*^>ClODR~ zTFO-T1ixAxkoP$tuif7Zvf9xFWSdoRWK7eMK!?Ziq^nP30}XQA-TYpPn;p9WyE8jJ zWJA)`T4=_J2h5UYJ4b3>A=`NzM-9g8@jktVXfZ1L^rru`$^y+k&bca!d9N%Esm=Ro!yU#dcR{~iDD$Mp{(icl(M{Q0n#@$uB&8~nyRuk#=WN0{k$q^@i4DUWIY$d1903HB#BlY`{JkoRj&_SI$LRr;ThaJ8=Ryo2wif57eBEs?ve%