From b8b853e62ebdf28700c09d7759f560190a68288b Mon Sep 17 00:00:00 2001 From: KiHoLee Date: Thu, 13 Aug 2026 21:13:27 +0900 Subject: [PATCH] EDMA reproducibility package: simulation code, result data, and manuscript figures --- .gitignore | 6 + README.md | 77 ++++ code/fig_real_merged.py | 333 +++++++++++++++++ code/refine_matched.py | 187 ++++++++++ code/replot_merged.py | 41 ++ code/replot_sic.py | 43 +++ code/revision_sims.py | 617 +++++++++++++++++++++++++++++++ code/verify_math.py | 374 +++++++++++++++++++ data/bert_vit_cached.pkl | Bin 0 -> 196817 bytes data/bertvit_merged.csv | 8 + data/beta_sweep_corrected.csv | 199 ++++++++++ data/csi_error.csv | 8 + data/floor_validation.csv | 35 ++ data/mask_family_rev.csv | 10 + data/multiuser_corrected.csv | 40 ++ data/rate_corrected.csv | 32 ++ data/sic_comparison.csv | 8 + data/theorem_check.csv | 5 + fig/block_diagram.pdf | Bin 0 -> 44321 bytes fig/fig_bertvit_merged.pdf | Bin 0 -> 24877 bytes fig/fig_beta_sweep_corrected.pdf | Bin 0 -> 27887 bytes fig/fig_floor.pdf | Bin 0 -> 42317 bytes fig/fig_multiuser_corrected.pdf | Bin 0 -> 30400 bytes fig/fig_rate_corrected.pdf | Bin 0 -> 23974 bytes fig/fig_sic.pdf | Bin 0 -> 20495 bytes 25 files changed, 2023 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 code/fig_real_merged.py create mode 100644 code/refine_matched.py create mode 100644 code/replot_merged.py create mode 100644 code/replot_sic.py create mode 100644 code/revision_sims.py create mode 100644 code/verify_math.py create mode 100644 data/bert_vit_cached.pkl create mode 100644 data/bertvit_merged.csv create mode 100644 data/beta_sweep_corrected.csv create mode 100644 data/csi_error.csv create mode 100644 data/floor_validation.csv create mode 100644 data/mask_family_rev.csv create mode 100644 data/multiuser_corrected.csv create mode 100644 data/rate_corrected.csv create mode 100644 data/sic_comparison.csv create mode 100644 data/theorem_check.csv create mode 100644 fig/block_diagram.pdf create mode 100644 fig/fig_bertvit_merged.pdf create mode 100644 fig/fig_beta_sweep_corrected.pdf create mode 100644 fig/fig_floor.pdf create mode 100644 fig/fig_multiuser_corrected.pdf create mode 100644 fig/fig_rate_corrected.pdf create mode 100644 fig/fig_sic.pdf diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..8ca34b2 --- /dev/null +++ b/.gitignore @@ -0,0 +1,6 @@ +__pycache__/ +*.py[cod] +out/ +.ipynb_checkpoints/ +.DS_Store +Thumbs.db diff --git a/README.md b/README.md new file mode 100644 index 0000000..cd1d1aa --- /dev/null +++ b/README.md @@ -0,0 +1,77 @@ +# EDMA — Affinity-Aware Embedding Division Multiple Access + +Reproducibility package for + +> K.-H. Lee, H.-H. Choi, and J.-R. Lee, "Affinity-Aware Embedding +> Division Multiple Access for Multi-User Semantic Communications," +> submitted to *IEEE Transactions on Vehicular Technology*, 2026. + +This repository contains the simulation code, the raw result data, and +the figure files behind every numerical claim in the paper. It is +private during peer review and will be made public upon publication. + +## Layout + +| Folder | Contents | +|---|---| +| `code/` | Simulation and plotting scripts (Python, CPU only) | +| `data/` | Raw results written by the scripts, one CSV per experiment | +| `fig/` | Figure PDFs included in the manuscript | + +## Requirements + +Python 3.10 or later with `numpy` and `matplotlib`. The Fig. 4 +experiment additionally uses `torch` (CPU build is sufficient). No GPU +is required. Every script fixes the seed 2026 and writes its raw output +to `data/`, so plotting is decoupled from simulation. + +## Reproducing the figures + +Run the scripts from inside `code/`. + +| Figure | Content | Script | Data | +|---|---|---|---| +| Fig. 2 | Per-user MSE and self-interference floor | `revision_sims.py E1` | `floor_validation.csv` | +| Fig. 3 | Effective sum rate at the CLIP affinity | `revision_sims.py E7a` | `rate_corrected.csv` | +| Fig. 4 | Cosine recovery on real BERT+ViT pairs | `fig_real_merged.py`, then `refine_matched.py`; replot with `replot_merged.py` | `bertvit_merged.csv` | +| Fig. 5 | Realizable versus genie-aided SIC | `revision_sims.py E2`; replot with `replot_sic.py` | `sic_comparison.csv` | +| Fig. 6 | Affinity sweep and crossover | `revision_sims.py E7a` | `beta_sweep_corrected.csv` | +| Fig. 7 | Multi-user scaling | `revision_sims.py E7c` | `multiuser_corrected.csv` | + +Fig. 1 is a system diagram and has no simulation behind it. + +Quantities quoted in the text but not plotted come from the same +driver: `revision_sims.py E0` writes `theorem_check.csv` (Theorem 1 +constants), `E4` writes `csi_error.csv` (imperfect-CSI robustness), and +`E5` writes `mask_family_rev.csv` (Walsh–Hadamard versus Haar masks). +`revision_sims.py` with no argument runs every experiment. + +## Verifying the analysis + +`verify_math.py` re-derives every closed-form expression in the paper +numerically and prints one PASS/FAIL line per item, covering the +per-realization Gram identity, Theorem 1 and its self-interference +constants, the effective-SINR corollary, the MAC-consistency +proposition, the wideband limit, both crossover conditions, the +affinity-mismatch bound, the CSI-invariance identity, the multi-user +inverse formula, and the Walsh–Hadamard construction. It depends only +on `numpy`. + +## Conventions + +The scripts follow the manuscript exactly: unit per-block transmit +energy `E_b = 1` per user, `rho = E_b / sigma_n^2` as the per-block +SNR with per-symbol SNR `rho/d`, complex block-Rayleigh gains unless +the evaluation point `h_u = 1` is stated, real unit-norm embeddings, +and masks drawn fresh from the Haar mixture on every realization. + +`fig_real_merged.py` also produces columns for a retrained +attention-based receiver. Those columns are kept in `bertvit_merged.csv` +for completeness but are not used by any figure in the paper. +`revision_sims.py E6` covers a high-affinity combining mode that is +outside the scope of this paper. + +## Citation and license + +Citation details and a license will be added when the paper is +published. diff --git a/code/fig_real_merged.py b/code/fig_real_merged.py new file mode 100644 index 0000000..17fdf5e --- /dev/null +++ b/code/fig_real_merged.py @@ -0,0 +1,333 @@ +""" +Merged real-data comparison figure (replaces separate Figs 4 and 5). +=================================================================== +Evaluates ALL schemes on the cached real BERT (text) + ViT (image) +embedding pairs (16 pairs, d = 768, measured mean affinity ~0.028) +under the manuscript's complex block-Rayleigh channel: + + r = h1 M1 e1 + h2 M2 e2 + n, n ~ CN(0, sigma^2 I), h_u ~ CN(0,1), + per-block energy E_b = 1, rho = 1/sigma^2 (per-block SNR). + +Schemes: + 1. EDMA : per-realisation Haar-mixture masks with the per-pair + measured beta_i, closed-form demux (13). + 2. OMA : equivalent-bandwidth model, noise std x sqrt(2). + 3. Genie SIC : perfect removal of the other user's waveform. + 4. Attention : retrained reproduction of the learned predecessor, + d = 768, trained on parametric pairs at the measured + mean affinity with Rayleigh channels and + channel-equalised matched-filter inputs + x_u = Re(M_u^T r / h_u); evaluated on the REAL pairs. + 5. ToDMA-adapted: OMP sparse coding of the real embedding (T = 16 + atoms, V = 1024), T slots x L = 48 signatures, + per-slot OMP detection on the complex observation, + genie association, true coefficients granted. + +Outputs: fig/fig_bertvit_merged.pdf, data/bertvit_merged.csv. +200 fading realisations per pair -> 3,200 Monte-Carlo samples per SNR. +Seed fixed. +""" +from __future__ import annotations +import csv +import math +import pickle +import time +from pathlib import Path +import numpy as np +import torch +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt + +ROOT = Path(__file__).resolve().parents[1] +DATA = ROOT / "data" +FIG = ROOT / "fig" + +plt.rcParams.update({ + "font.family": "serif", + "font.serif": ["DejaVu Serif", "Times New Roman"], + "font.size": 9, "axes.labelsize": 9, "legend.fontsize": 6.6, + "xtick.labelsize": 8, "ytick.labelsize": 8, + "axes.grid": True, "grid.linestyle": "--", "grid.linewidth": 0.4, + "grid.alpha": 0.6, "lines.linewidth": 1.4, "lines.markersize": 4.0, + "figure.figsize": (3.15, 2.36), "pdf.fonttype": 42, +}) +AXES_RECT = dict(left=0.205, right=0.965, top=0.955, bottom=0.185) + +SEED = 2026 +rng = np.random.default_rng(SEED) +torch.manual_seed(SEED) + +D = 768 +SNRS = np.arange(0.0, 31.0, 5.0) +NFADE = 200 # fading realisations per pair + + +def haar(d): + G = rng.standard_normal((d, d)) + Q, R = np.linalg.qr(G) + return Q * np.sign(np.diag(R)) + + +def unit(v): + return v / np.linalg.norm(v) + + +def cosine(a, b): + return float(abs(np.vdot(a, b)) / (np.linalg.norm(a) * np.linalg.norm(b))) + + +def load_pairs(): + a, b = pickle.load(open(DATA / "bert_vit_cached.pkl", "rb")) + a = np.stack([unit(x - x.mean()) for x in a]) + b = np.stack([unit(x - x.mean()) for x in b]) + betas = np.abs((a * b).sum(1)) + print(f"[pairs] {len(a)} cached BERT/ViT pairs, d={a.shape[1]}, " + f"beta mean {betas.mean():.4f} std {betas.std():.4f}") + return a, b, betas + + +# ------------------------------------------------------------------ +# attention model: trained at the measured mean affinity, d=768, +# Rayleigh channels, channel-equalised MF inputs +# ------------------------------------------------------------------ +EPS_EQ = 0.1 # regularised equalisation h*/(|h|^2+EPS_EQ): + # caps deep-fade amplification for the learned readout + + +def train_attention(beta0, epochs=150, steps=20, batch=48, lr=5e-4, + l1=1.0, l2=0.5, l3=0.5): + print(f"=== training attention reproduction (d={D}, beta={beta0:.3f}, " + f"{epochs} epochs, Rayleigh) ===", flush=True) + gen = torch.Generator().manual_seed(SEED) + g0 = math.sqrt(1.0 - beta0**2) + + def torch_pairs(n): + e1 = torch.nn.functional.normalize( + torch.randn(n, D, generator=gen), dim=1) + w = torch.randn(n, D, generator=gen) + w = w - (w * e1).sum(1, keepdim=True) * e1 + w = torch.nn.functional.normalize(w, dim=1) + return e1, beta0 * e1 + g0 * w + + M1 = torch.nn.Parameter(torch.linalg.qr( + torch.randn(D, D, generator=gen))[0]) + M2 = torch.nn.Parameter(beta0 * M1.detach() + + g0 * torch.linalg.qr( + torch.randn(D, D, generator=gen))[0]) + Q1 = torch.nn.Parameter(torch.randn(D, D, generator=gen) / math.sqrt(D)) + Q2 = torch.nn.Parameter(torch.randn(D, D, generator=gen) / math.sqrt(D)) + opt = torch.optim.Adam([M1, M2, Q1, Q2], lr=lr) + eye = torch.eye(D) + + t0 = time.time() + for ep in range(epochs): + for _ in range(steps): + e1, e2 = torch_pairs(batch) + snr_db = 5.0 + 20.0 * torch.rand(batch, 1, generator=gen) + sig = 10 ** (-snr_db / 20.0) + hr = torch.randn(batch, 2, generator=gen) + hi = torch.randn(batch, 2, generator=gen) + # complex channel on real signals; equalised MF real part: + # x_u = Re(M_u^T r / h_u); build via real/imag components + s1 = e1 @ M1.T + s2 = e2 @ M2.T + nr = sig * torch.randn(batch, D, generator=gen) / math.sqrt(2) + ni = sig * torch.randn(batch, D, generator=gen) / math.sqrt(2) + rr = (hr[:, :1] * s1 + hr[:, 1:2] * s2) / math.sqrt(2) + nr + ri = (hi[:, :1] * s1 + hi[:, 1:2] * s2) / math.sqrt(2) + ni + outs = [] + for u, (Mu, Qu) in enumerate(((M1, Q1), (M2, Q2))): + hu_r = hr[:, u:u+1] / math.sqrt(2) + hu_i = hi[:, u:u+1] / math.sqrt(2) + mag = hu_r**2 + hu_i**2 + EPS_EQ + xr = (rr @ Mu) + xi = (ri @ Mu) + xu = (xr * hu_r + xi * hu_i) / mag # Re(h* r'/(|h|^2+eps)) + sc = (xu @ Qu.T) / math.sqrt(D) + outs.append(D * torch.softmax(sc, dim=1) * xu) + gram = ((M1.T @ M1 - eye)**2).mean() \ + + ((M2.T @ M2 - eye)**2).mean() \ + + ((M1.T @ M2 - beta0 * eye)**2).mean() + mse = ((outs[0] - e1)**2).mean() + ((outs[1] - e2)**2).mean() + cs = torch.nn.functional.cosine_similarity( + outs[0], e1, dim=1).mean() \ + + torch.nn.functional.cosine_similarity( + outs[1], e2, dim=1).mean() + loss = l1 * gram + l2 * mse + l3 * (2.0 - cs) + opt.zero_grad(); loss.backward() + torch.nn.utils.clip_grad_norm_([M1, M2, Q1, Q2], 1.0) + opt.step() + if (ep + 1) % 50 == 0: + print(f" epoch {ep+1}: loss {float(loss.detach()):.4f}", + flush=True) + print(f" trained in {time.time()-t0:.0f}s, " + f"{4*D*D/1e6:.2f}M parameters") + return (M1.detach().numpy(), M2.detach().numpy(), + Q1.detach().numpy(), Q2.detach().numpy()) + + +def att_apply(model, r, h1, h2): + M1, M2, Q1, Q2 = model + outs = [] + for u, (Mu, Qu, hu) in enumerate(((M1, Q1, h1), (M2, Q2, h2))): + xu = np.real(np.conj(hu) * (Mu.T @ r)) / (abs(hu)**2 + EPS_EQ) + sc = (Qu @ xu) / math.sqrt(D) + sc = sc - sc.max() + w = np.exp(sc); w /= w.sum() + outs.append(D * w * xu) + return outs + + +# ------------------------------------------------------------------ +# ToDMA-adapted on real embeddings (complex channel) +# ------------------------------------------------------------------ +def todma_prepare(V=1024, T=16): + L = D // T + Dict = rng.standard_normal((V, D)) + Dict /= np.linalg.norm(Dict, axis=1, keepdims=True) + Sig = rng.standard_normal((V, L)) + Sig /= np.linalg.norm(Sig, axis=1, keepdims=True) + amp = math.sqrt(1.0 / T) # E_b = 1 per user per block + return Dict, Sig, amp, T, L + + +def omp_code(Dict, e, T): + resid = e.copy(); idx = [] + for _ in range(T): + corr = np.abs(Dict @ resid) + if idx: + corr[idx] = -1 + k = int(corr.argmax()); idx.append(k) + A = Dict[idx].T + coef, *_ = np.linalg.lstsq(A, e, rcond=None) + resid = e - A @ coef + return idx, coef + + +def todma_run(tod, codes, h, sig, noise_slots): + Dict, Sig, amp, T, L = tod + U = len(codes) + det = [set() for _ in range(U)] + for t in range(T): + y = sum(h[u] * amp * Sig[codes[u][0][t]] for u in range(U)) \ + + sig * noise_slots[t] + resid = y.copy(); support = [] + for _ in range(U): + corr = np.abs(Sig @ resid.conj()) + if support: + corr[support] = -1 + kk = int(corr.argmax()); support.append(kk) + Ah = (Sig[support].T * amp).astype(complex) + coef, *_ = np.linalg.lstsq(Ah, y, rcond=None) + resid = y - Ah @ coef + sset = set(support) + for u in range(U): + if codes[u][0][t] in sset: + det[u].add(codes[u][0][t]) + recs = [] + for u in range(U): + idx, coef = codes[u] + keep = [i for i, tid in enumerate(idx) if tid in det[u]] + recs.append(sum(coef[i] * Dict[idx[i]] for i in keep) + if keep else None) + return recs + + +# ------------------------------------------------------------------ +def main(): + A, B, betas = load_pairs() + npairs = len(A) + model = train_attention(float(betas.mean())) + tod = todma_prepare() + codes = [(omp_code(tod[0], A[i], tod[3]), + omp_code(tod[0], B[i], tod[3])) for i in range(npairs)] + print("[todma] sparse codes prepared") + + keys = ("edma", "oma", "genie", "att", "att_x", "todma") + res = {k: np.zeros(len(SNRS)) for k in keys} + cnt = {k: np.zeros(len(SNRS)) for k in keys} + t0 = time.time() + for i in range(npairs): + e1, e2, bi = A[i], B[i], float(betas[i]) + gi = 1.0 - bi**2 + c1, c2 = codes[i] + for f in range(NFADE): + U1, U2 = haar(D), haar(D) + M1 = U1 + M2 = bi * U1 + math.sqrt(gi) * U2 + h = (rng.standard_normal(2) + 1j * rng.standard_normal(2)) \ + / math.sqrt(2) + h1, h2 = h + r0 = h1 * (M1 @ e1) + h2 * (M2 @ e2) + n = (rng.standard_normal(D) + 1j * rng.standard_normal(D)) \ + / math.sqrt(2) + n2 = (rng.standard_normal(D) + 1j * rng.standard_normal(D)) \ + / math.sqrt(2) + nslots = [(rng.standard_normal(tod[4]) + + 1j * rng.standard_normal(tod[4])) / math.sqrt(2) + for _ in range(tod[3])] + # attention scheme transmits with ITS OWN trained masks + r0a = h1 * (model[0] @ e1) + h2 * (model[1] @ e2) + for k, s in enumerate(SNRS): + sig = 10 ** (-s / 20.0) + r = r0 + sig * n + t1 = M1.T @ r / h1; t2 = M2.T @ r / h2 + g1 = (t1 - bi * (h2 / h1) * t2) / gi + g2 = (t2 - bi * (h1 / h2) * t1) / gi + res["edma"][k] += 0.5 * (cosine(g1, e1) + cosine(g2, e2)) + o1 = e1 + math.sqrt(2) * sig * n / h1 + o2 = e2 + math.sqrt(2) * sig * n2 / h2 + res["oma"][k] += 0.5 * (cosine(o1, e1) + cosine(o2, e2)) + ge1 = M1.T @ (r - h2 * (M2 @ e2)) / h1 + ge2 = M2.T @ (r - h1 * (M1 @ e1)) / h2 + res["genie"][k] += 0.5 * (cosine(ge1, e1) + cosine(ge2, e2)) + a1, a2 = att_apply(model, r0a + sig * n, h1, h2) + res["att"][k] += 0.5 * (cosine(a1, e1) + cosine(a2, e2)) + res["att_x"][k] += 0.5 * (cosine(a1, e2) + cosine(a2, e1)) + for kk in ("edma", "oma", "genie", "att", "att_x"): + cnt[kk][k] += 1 + if f < 40: # ToDMA heavier: 40 fading draws + recs = todma_run(tod, (c1, c2), (h1, h2), sig, nslots) + got = [cosine(recs[j], (e1, e2)[j]) + for j in range(2) if recs[j] is not None] + if got: + res["todma"][k] += float(np.mean(got)) + cnt["todma"][k] += 1 + print(f" pair {i+1}/{npairs} done ({time.time()-t0:.0f}s)", + flush=True) + for k in keys: + res[k] /= np.maximum(cnt[k], 1) + + fig, ax = plt.subplots() + ax.plot(SNRS, res["edma"], "o-", color="C3", label="EDMA (closed form)") + ax.plot(SNRS, res["att"], "s--", color="C0", + label="Attention-based (retrained)") + ax.plot(SNRS, res["todma"], "d-.", color="C4", label="ToDMA-adapted") + ax.plot(SNRS, res["oma"], "v:", color="C1", label="OMA") + ax.plot(SNRS, res["genie"], "-", color="gray", lw=1.0, + label="Genie-aided SIC bound") + ax.set_xlabel("Per-block SNR $\\rho$ [dB]") + ax.set_ylabel("Mean cosine similarity") + ax.set_xlim(SNRS[0], SNRS[-1]); ax.set_ylim(0, 0.85) + ax.legend(loc="upper left") + fig.subplots_adjust(**AXES_RECT) + fig.savefig(FIG / "fig_bertvit_merged.pdf") + plt.close(fig) + print(f"[OK] wrote {FIG/'fig_bertvit_merged.pdf'}") + + with open(DATA / "bertvit_merged.csv", "w", newline="") as fcsv: + w = csv.writer(fcsv) + w.writerow(["snr_db"] + list(keys)) + for k, s in enumerate(SNRS): + w.writerow([s] + [res[key][k] for key in keys]) + print(f"[OK] wrote {DATA/'bertvit_merged.csv'}") + for k, s in enumerate(SNRS): + print(f" {s:4.0f} dB EDMA {res['edma'][k]:.3f} " + f"ATT {res['att'][k]:.3f} (x {res['att_x'][k]:.3f}) " + f"ToDMA {res['todma'][k]:.3f} OMA {res['oma'][k]:.3f} " + f"genie {res['genie'][k]:.3f}") + + +if __name__ == "__main__": + main() diff --git a/code/refine_matched.py b/code/refine_matched.py new file mode 100644 index 0000000..0c0a852 --- /dev/null +++ b/code/refine_matched.py @@ -0,0 +1,187 @@ +""" +Capacity-matched EDMA refinement (parameter budget equal to the +attention scheme: 4 d^2 = 2.36M at d = 768). +================================================================ +Four-head averaged gated refinement applied to the closed-form +demultiplexer output: + + out = (1/4) sum_k D softmax(Q_k x / sqrt(D)) .* x, + +with Q_1..Q_4 in R^{D x D} (4 d^2 parameters, exactly the +attention scheme's budget). The single-gate 0.59M refiner is the +special case of four identical heads, so the family contains it +by construction. Same training recipe: demux outputs from +parametric pairs at beta = 0.028, Haar pool 32, Rayleigh +channels, complex noise, training SNR uniform in [5, 25] dB, +Adam 5e-4 with gradient clipping, batch 48, 200 epochs. + +Evaluation on the real BERT/ViT pairs with fresh Haar masks and +200 fading draws per pair. Appends column `edma_ref2` to +data/bertvit_merged.csv and prints all-curve numbers. +""" +from __future__ import annotations +import csv +import math +import time +import numpy as np +import torch + +from fig_real_merged import load_pairs, cosine, SNRS, NFADE, D, DATA + +SEED = 2026 +rng = np.random.default_rng(SEED + 31) +torch.manual_seed(SEED + 31) +BETA0 = 0.028 +G0 = 1.0 - BETA0**2 + + +def haar_t(gen): + Q, R = torch.linalg.qr(torch.randn(D, D, generator=gen)) + return Q * torch.sign(torch.diagonal(R)) + + +def train_refiner2(epochs=220, steps=20, batch=48, lr=5e-4, + l2=0.5, l3=0.5, pool=32): + """Stage 1 trains a single gate (the proven 0.59M recipe); stage 2 + warm-starts four heads from it plus small perturbations and + fine-tunes at a reduced learning rate, so the capacity-matched + family starts at the single-gate solution it contains.""" + print(f"=== training capacity-matched refinement (4-head gate, " + f"4d^2 = {4*D*D/1e6:.2f}M params, warm-started) ===", + flush=True) + gen = torch.Generator().manual_seed(SEED + 31) + masks = [] + for _ in range(pool): + U1, U2 = haar_t(gen), haar_t(gen) + masks.append((U1.numpy(), (BETA0 * U1 + + math.sqrt(G0) * U2).numpy())) + Q0 = torch.nn.Parameter(torch.randn(D, D, generator=gen) + / math.sqrt(D)) + params = [Q0] + opt = torch.optim.Adam(params, lr=lr) + stage2_at = 120 # epochs of single-gate pre-training + + def forward(x): + outs = [D * torch.softmax((x @ Qk.T) / math.sqrt(D), dim=1) * x + for Qk in params] + return sum(outs) / len(params) + + t0 = time.time() + for ep in range(epochs): + if ep == stage2_at: + base = params[0].detach() + params = [torch.nn.Parameter( + base.clone() + 0.02 * torch.randn(D, D, generator=gen) + / math.sqrt(D)) for _ in range(4)] + opt = torch.optim.Adam(params, lr=2e-4) + print(f" [warm start] 4 heads initialised from the trained " + f"gate at epoch {ep}", flush=True) + for _ in range(steps): + xs, ts = [], [] + for _ in range(batch): + e1 = torch.nn.functional.normalize( + torch.randn(D, generator=gen), dim=0).numpy() + w = torch.randn(D, generator=gen).numpy() + w = w - (w @ e1) * e1 + w = w / np.linalg.norm(w) + e2 = BETA0 * e1 + math.sqrt(G0) * w + M1, M2 = masks[int(torch.randint(pool, (1,), + generator=gen))] + snr = float(5.0 + 20.0 * torch.rand(1, generator=gen)) + sig = 10 ** (-snr / 20.0) + h = (torch.randn(2, generator=gen).numpy() + + 1j * torch.randn(2, generator=gen).numpy()) \ + / math.sqrt(2) + nc = (torch.randn(D, generator=gen).numpy() + + 1j * torch.randn(D, generator=gen).numpy()) \ + / math.sqrt(2) + rc = h[0] * (M1 @ e1) + h[1] * (M2 @ e2) + sig * nc + t1 = M1.T @ rc / h[0] + t2 = M2.T @ rc / h[1] + g1 = (t1 - BETA0 * (h[1] / h[0]) * t2) / G0 + xs.append(torch.tensor(np.real(g1), dtype=torch.float32)) + ts.append(torch.tensor(e1, dtype=torch.float32)) + x = torch.stack(xs); t = torch.stack(ts) + out = forward(x) + mse = ((out - t)**2).mean() + cs = torch.nn.functional.cosine_similarity(out, t, dim=1).mean() + loss = l2 * mse + l3 * (1.0 - cs) + opt.zero_grad(); loss.backward() + torch.nn.utils.clip_grad_norm_(params, 1.0) + opt.step() + if (ep + 1) % 50 == 0: + print(f" epoch {ep+1}: loss {float(loss.detach()):.4f} " + f"(cos {float(cs.detach()):.3f})", flush=True) + print(f" trained in {time.time()-t0:.0f}s") + return [p.detach().numpy() for p in params] + + +def refine2(P, g): + x = np.real(g) + + def gate(Q, v): + sc = (Q @ v) / math.sqrt(D) + sc = sc - sc.max() + w = np.exp(sc); w /= w.sum() + return D * w * v + + return sum(gate(Qk, x) for Qk in P) / 4.0 + + +def main(): + A, B, betas = load_pairs() + P = train_refiner2() + ref = np.zeros(len(SNRS)); cnt = 0 + t0 = time.time() + for i in range(len(A)): + e1, e2, bi = A[i], B[i], float(betas[i]) + gi = 1.0 - bi**2 + for f in range(NFADE): + G1 = rng.standard_normal((D, D)) + Qh, Rh = np.linalg.qr(G1) + U1 = Qh * np.sign(np.diag(Rh)) + G2 = rng.standard_normal((D, D)) + Qh, Rh = np.linalg.qr(G2) + U2 = Qh * np.sign(np.diag(Rh)) + M1 = U1 + M2 = bi * U1 + math.sqrt(gi) * U2 + h = (rng.standard_normal(2) + 1j * rng.standard_normal(2)) \ + / math.sqrt(2) + h1, h2 = h + r0 = h1 * (M1 @ e1) + h2 * (M2 @ e2) + n = (rng.standard_normal(D) + 1j * rng.standard_normal(D)) \ + / math.sqrt(2) + for k, s in enumerate(SNRS): + sig = 10 ** (-s / 20.0) + r = r0 + sig * n + t1 = M1.T @ r / h1; t2 = M2.T @ r / h2 + g1 = (t1 - bi * (h2 / h1) * t2) / gi + g2 = (t2 - bi * (h1 / h2) * t1) / gi + ref[k] += 0.5 * (cosine(refine2(P, g1), e1) + + cosine(refine2(P, g2), e2)) + cnt += 1 + print(f" pair {i+1}/{len(A)} done ({time.time()-t0:.0f}s)", + flush=True) + ref /= cnt + + rows = list(csv.DictReader(open(DATA / "bertvit_merged.csv"))) + names = list(rows[0].keys()) + if "edma_ref2" not in names: + names.append("edma_ref2") + for k, r in enumerate(rows): + r["edma_ref2"] = f"{ref[k]}" + with open(DATA / "bertvit_merged.csv", "w", newline="") as f: + w = csv.DictWriter(f, fieldnames=names) + w.writeheader(); w.writerows(rows) + print("[OK] appended edma_ref2 to bertvit_merged.csv") + for k, r in enumerate(rows): + print(f" {float(r['snr_db']):4.0f} dB " + f"EDMA {float(r['edma']):.3f} " + f"ref(0.59M) {float(r['edma_ref']):.3f} " + f"ref2(2.36M) {ref[k]:.3f} " + f"ATT(2.36M) {float(r['att']):.3f} " + f"genie {float(r['genie']):.3f}") + + +if __name__ == "__main__": + main() diff --git a/code/replot_merged.py b/code/replot_merged.py new file mode 100644 index 0000000..d3d200b --- /dev/null +++ b/code/replot_merged.py @@ -0,0 +1,41 @@ +"""Canonical replot of fig_bertvit_merged.pdf from data/bertvit_merged.csv. +Curves: EDMA, EDMA + refinement (hybrid), ToDMA-adapted, OMA, genie bound. +The attention columns remain in the CSV but are not plotted.""" +import csv +from pathlib import Path +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt + +ROOT = Path(__file__).resolve().parents[1] +plt.rcParams.update({ + "font.family": "serif", + "font.serif": ["DejaVu Serif", "Times New Roman"], + "font.size": 9, "axes.labelsize": 9, "legend.fontsize": 6.6, + "xtick.labelsize": 8, "ytick.labelsize": 8, + "axes.grid": True, "grid.linestyle": "--", "grid.linewidth": 0.4, + "grid.alpha": 0.6, "lines.linewidth": 1.4, "lines.markersize": 4.0, + "figure.figsize": (3.15, 2.36), "pdf.fonttype": 42, +}) +AXES_RECT = dict(left=0.205, right=0.965, top=0.955, bottom=0.185) + +rows = list(csv.DictReader(open(ROOT / "data" / "bertvit_merged.csv"))) +snr = [float(r["snr_db"]) for r in rows] +col = lambda k: [float(r[k]) for r in rows] + +fig, ax = plt.subplots() +ax.plot(snr, col("edma"), "o-", color="C3", label="EDMA (closed form)") +ax.plot(snr, col("edma_ref"), "^-", color="C2", + label="EDMA + refinement stage") +ax.plot(snr, col("todma"), "d-.", color="C4", label="ToDMA-adapted") +ax.plot(snr, col("oma"), "v:", color="C1", label="OMA") +ax.plot(snr, col("genie"), "-", color="gray", lw=1.0, + label="Genie-aided SIC bound") +ax.set_xlabel("Per-block SNR $\\rho$ [dB]") +ax.set_ylabel("Mean cosine similarity") +ax.set_xlim(snr[0], snr[-1]) +ax.set_ylim(0, 0.85) +ax.legend(loc="upper left") +fig.subplots_adjust(**AXES_RECT) +fig.savefig(ROOT / "fig" / "fig_bertvit_merged.pdf") +print("[OK] wrote fig_bertvit_merged.pdf (no attention curve)") diff --git a/code/replot_sic.py b/code/replot_sic.py new file mode 100644 index 0000000..a7d633f --- /dev/null +++ b/code/replot_sic.py @@ -0,0 +1,43 @@ +"""Canonical replot of fig_sic.pdf from data/sic_comparison.csv +(realizable analog SIC vs genie SIC vs EDMA vs OMA, beta = 0.311, +d = 512, block-Rayleigh). US-spelling labels, uniform geometry.""" +import csv +from pathlib import Path +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt + +ROOT = Path(__file__).resolve().parents[1] +plt.rcParams.update({ + "font.family": "serif", + "font.serif": ["DejaVu Serif", "Times New Roman"], + "font.size": 9, "axes.labelsize": 9, "legend.fontsize": 6.6, + "xtick.labelsize": 8, "ytick.labelsize": 8, + "axes.grid": True, "grid.linestyle": "--", "grid.linewidth": 0.4, + "grid.alpha": 0.6, "lines.linewidth": 1.4, "lines.markersize": 4.0, + "figure.figsize": (3.15, 2.36), "pdf.fonttype": 42, +}) +AXES_RECT = dict(left=0.205, right=0.965, top=0.955, bottom=0.185) + +rows = list(csv.DictReader(open(ROOT / "data" / "sic_comparison.csv"))) +snr = [float(r["snr_db"]) for r in rows] +col = lambda k: [float(r[k]) for r in rows] + +fig, ax = plt.subplots() +ax.plot(snr, col("edma"), "o-", color="C3", label="EDMA (closed form)") +ax.plot(snr, col("sic"), "^-.", color="C2", label="Realizable analog SIC") +ax.plot(snr, col("oma"), "v:", color="C1", label="OMA") +ax.plot(snr, col("genie"), "-", color="gray", lw=1.0, + label="Genie-aided SIC bound") +ax.set_xlabel("Per-block SNR $\\rho$ [dB]") +ax.set_ylabel("Mean cosine similarity") +ax.set_xlim(snr[0], snr[-1]) +ax.set_ylim(0, 0.7) +ax.legend(loc="upper left") +fig.subplots_adjust(**AXES_RECT) +fig.savefig(ROOT / "fig" / "fig_sic.pdf") +print("[OK] wrote fig_sic.pdf") +for r in rows: + print(f" {float(r['snr_db']):4.0f} dB EDMA {float(r['edma']):.3f} " + f"SIC {float(r['sic']):.3f} genie {float(r['genie']):.3f} " + f"OMA {float(r['oma']):.3f}") diff --git a/code/revision_sims.py b/code/revision_sims.py new file mode 100644 index 0000000..c0ab0e6 --- /dev/null +++ b/code/revision_sims.py @@ -0,0 +1,617 @@ +""" +Revision simulations for the EDMA TCOM resubmission. +======================================================= +Implements the per-realisation (finite-d) analysis and the corrected +energy-normalised rate accounting, plus the reviewer-requested +experiments: + + E0 Theorem-1 verification: exact self-interference constant C_SI + E1 fig_floor : per-user MSE vs block SNR, interference floor + E2 fig_sic : realisable SIC vs genie SIC vs EDMA vs OMA + E3 (text numbers) : Rayleigh unconditional MSE, ZF vs regularised + E4 fig_csi : imperfect-CSI robustness + E5 fig_maskfam : Walsh-Hadamard structured masks vs Haar + E6 fig_coop : high-affinity combining-mode crossover + E7 fig_rate_corrected, fig_beta_sweep_corrected, fig_multiuser_corrected + +Conventions (identical to the revised manuscript): + * unit per-block transmit energy E_b = 1 per user + * rho = E_b / sigma_n^2 (per-block received SNR; per-symbol SNR rho/d) + * block-Rayleigh h ~ CN(0,1) unless the AWGN point |h|=1 is stated + * complex AWGN CN(0, sigma^2 I_d); embeddings real, unit norm + * orientation convention = +beta +Fixed seed. CSVs -> ../fig, PDFs -> ../fig_toc. +""" +from __future__ import annotations +import csv +import math +from pathlib import Path +import numpy as np +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt + +ROOT = Path(__file__).resolve().parents[1] +CSV_DIR = ROOT / "data"; CSV_DIR.mkdir(exist_ok=True) +FIG_DIR = ROOT / "fig"; FIG_DIR.mkdir(exist_ok=True) + +plt.rcParams.update({ + "font.family": "serif", + "font.serif": ["DejaVu Serif", "Times New Roman"], + "font.size": 9, "axes.labelsize": 9, "axes.titlesize": 9, + "legend.fontsize": 7.0, "xtick.labelsize": 8, "ytick.labelsize": 8, + "axes.grid": True, "grid.linestyle": "--", "grid.linewidth": 0.4, + "grid.alpha": 0.6, "lines.linewidth": 1.4, "lines.markersize": 4.0, + "figure.figsize": (3.15, 2.36), "pdf.fonttype": 42, +}) +AXES_RECT = dict(left=0.205, right=0.965, top=0.955, bottom=0.185) + +rng = np.random.default_rng(2026) + + +def save_fig(fig, name): + p = FIG_DIR / f"{name}.pdf" + fig.subplots_adjust(**AXES_RECT) + fig.savefig(p) + plt.close(fig) + print(f"[OK] wrote {p}") + + +def write_csv(name, header, rows): + p = CSV_DIR / f"{name}.csv" + with open(p, "w", newline="") as f: + w = csv.writer(f); w.writerow(header); w.writerows(rows) + print(f"[OK] wrote {p}") + + +# ------------------------------------------------------------------ +# Core constructions +# ------------------------------------------------------------------ +def haar(d): + G = rng.standard_normal((d, d)) + Q, R = np.linalg.qr(G) + return Q * np.sign(np.diag(R)) + + +def unit(v): + return v / np.linalg.norm(v) + + +def embed_pair(d, beta): + """e1, e2 real unit vectors with = +beta.""" + e1 = unit(rng.standard_normal(d)) + w = rng.standard_normal(d) + w = unit(w - (w @ e1) * e1) + e2 = beta * e1 + math.sqrt(1.0 - beta**2) * w + return e1, e2 + + +def two_user_masks(d, beta, U1=None, U2=None): + if U1 is None: U1 = haar(d) + if U2 is None: U2 = haar(d) + g = math.sqrt(1.0 - beta**2) + return U1, beta * U1 + g * U2 + + +def rayleigh(n=1): + return (rng.standard_normal(n) + 1j * rng.standard_normal(n)) / math.sqrt(2) + + +def C_SI(beta, c): + """User-1 self-interference constant (exact to O(1/d)), =+beta.""" + g = 1.0 - beta**2 + return (g**2 * abs(c)**2 + beta**2 + beta**4 * abs(c)**2 + + 2.0 * beta**4 * np.real(c)) / g + + +def C_SI2(beta, c2): + """User-2 self-interference constant (deterministic), c2 = h1/h2.""" + g = 1.0 - beta**2 + return (abs(c2)**2 + beta**2 + 2.0 * beta**2 * np.real(c2)) / g + + +def C_bar(beta): + """Symmetrised constant at |h|=1 (block-alternating mask roles).""" + return 0.5 * (C_SI(beta, 1.0 + 0j) + C_SI2(beta, 1.0 + 0j)) + + +def demux(r, M1, M2, h1, h2, beta): + """beta-aware demultiplexer (13); returns (e1_hat, e2_hat).""" + g = 1.0 - beta**2 + t1 = (M1.T @ r) / h1 + t2 = (M2.T @ r) / h2 + e1 = (t1 - beta * (h2 / h1) * t2) / g + e2 = (t2 - beta * (h1 / h2) * t1) / g + return e1, e2 + + +def cosine(a, b): + return abs(np.vdot(a, b)) / (np.linalg.norm(a) * np.linalg.norm(b)) + + +# ------------------------------------------------------------------ +# E0 : Theorem-1 verification +# ------------------------------------------------------------------ +def E0_theorem_check(d=512, betas=(0.0, 0.311, 0.5, 0.7), ntr=300): + print("\n=== E0: Theorem 1 (self-interference constant) verification ===") + rows = [] + worst = 0.0 + for beta in betas: + # random unit-modulus channels (AWGN-type magnitude, random phase) + errs1, errs2 = [], [] + for _ in range(ntr): + h1 = np.exp(1j * rng.uniform(0, 2 * np.pi)) + h2 = np.exp(1j * rng.uniform(0, 2 * np.pi)) + e1, e2 = embed_pair(d, beta) + M1, M2 = two_user_masks(d, beta) + r = h1 * (M1 @ e1) + h2 * (M2 @ e2) # noise-free + g1, g2 = demux(r, M1, M2, h1, h2, beta) + errs1.append(np.linalg.norm(g1 - e1)**2 / C_SI(beta, h2 / h1)) + errs2.append(np.linalg.norm(g2 - e2)**2 / C_SI2(beta, h1 / h2)) + r1, r2 = float(np.mean(errs1)), float(np.mean(errs2)) + dev = max(abs(r1 - 1.0), abs(r2 - 1.0)) * 100 + worst = max(worst, dev) + print(f" beta={beta:.3f} MC/theory user1 = {r1:.4f}, user2 = {r2:.4f}" + f" (max dev {dev:.2f}%)") + rows.append([beta, r1, r2, dev]) + write_csv("theorem_check", ["beta", "user1_mc_over_theory", + "user2_mc_over_theory", "max_dev_pct"], rows) + print(f" worst-case deviation {worst:.2f}%") + return worst + + +# ------------------------------------------------------------------ +# E1 : interference floor (MSE vs block SNR), AWGN point |h|=1 +# ------------------------------------------------------------------ +def E1_floor(beta=0.311, dims=(256, 768), snr_db=np.arange(0, 41, 2.5), ntr=150): + print("\n=== E1: finite-d interference floor ===") + g = 1.0 - beta**2 + csi = C_SI(beta, 1.0 + 0j) + fig, ax = plt.subplots() + colors = {256: "C0", 768: "C3"} + rows = [] + for d in dims: + mc = np.zeros(len(snr_db)) + for _ in range(ntr): + e1, e2 = embed_pair(d, beta) + M1, M2 = two_user_masks(d, beta) + r0 = (M1 @ e1) + (M2 @ e2) + n = (rng.standard_normal(d) + 1j * rng.standard_normal(d)) / math.sqrt(2) + for k, s in enumerate(snr_db): + sig = 10 ** (-s / 20.0) + g1, _ = demux(r0 + sig * n, M1, M2, 1.0, 1.0, beta) + mc[k] += np.linalg.norm(g1 - e1)**2 + mc /= ntr + rho = 10 ** (snr_db / 10.0) + th = d / (rho * g) + csi + ideal = d / (rho * g) + ax.semilogy(snr_db, mc, "o", ms=3.5, color=colors[d], mfc="none", + label=rf"MC, $d={d}$") + ax.semilogy(snr_db, th, "-", color=colors[d], + label=rf"Theorem 1, $d={d}$") + if d == dims[-1]: + ax.semilogy(snr_db, ideal, ":", color="k", lw=1.1, + label="Idealized (no floor)") + for s, m, t, i in zip(snr_db, mc, th, ideal): + rows.append([d, s, m, t, i]) + onset = 10 * math.log10(d / (g * csi)) + print(f" d={d}: floor C_SI={csi:.4f}, onset ~{onset:.1f} dB, " + f"max MC/theory dev " + f"{100*max(abs(mc/th-1)):.1f}%") + ax.axhline(csi, color="gray", lw=0.8, ls="--") + ax.text(1.0, csi * 1.15, r"floor $C_{\mathrm{SI}}$", fontsize=7, color="gray") + ax.set_xlabel("Per-block SNR $\\rho$ [dB]") + ax.set_ylabel(r"Per-user MSE $\mathbb{E}\|\hat{\mathbf{e}}_u-\mathbf{e}_u\|_2^2$") + ax.set_xlim(0, 40); ax.set_ylim(0.5, 2000) + ax.legend(loc="upper right", ncol=1) + save_fig(fig, "fig_floor") + write_csv("floor_validation", ["d", "snr_db", "mse_mc", "mse_theory", "mse_ideal"], rows) + + +# ------------------------------------------------------------------ +# E2 : realisable SIC vs genie SIC vs EDMA vs OMA (Rayleigh) +# ------------------------------------------------------------------ +def E2_sic(beta=0.311, d=512, snr_db=np.arange(0, 31, 5), ntr=400): + print("\n=== E2: realisable vs genie SIC (Rayleigh) ===") + res = {k: np.zeros(len(snr_db)) for k in + ("edma", "oma", "genie", "sic")} + for _ in range(ntr): + e1, e2 = embed_pair(d, beta) + M1, M2 = two_user_masks(d, beta) + h1, h2 = rayleigh(2) + r0 = h1 * (M1 @ e1) + h2 * (M2 @ e2) + n = (rng.standard_normal(d) + 1j * rng.standard_normal(d)) / math.sqrt(2) + n2 = (rng.standard_normal(d) + 1j * rng.standard_normal(d)) / math.sqrt(2) + for k, s in enumerate(snr_db): + sig = 10 ** (-s / 20.0) + r = r0 + sig * n + # EDMA + g1, g2 = demux(r, M1, M2, h1, h2, beta) + res["edma"][k] += 0.5 * (cosine(g1, e1) + cosine(g2, e2)) + # OMA equivalent-bandwidth model: interference-free, noise x sqrt(2) + o1 = e1 + math.sqrt(2) * sig * n / h1 + o2 = e2 + math.sqrt(2) * sig * n2 / h2 + res["oma"][k] += 0.5 * (cosine(o1, e1) + cosine(o2, e2)) + # genie SIC: perfect removal of the other user for BOTH users + ge1 = M1.T @ (r - h2 * (M2 @ e2)) / h1 + ge2 = M2.T @ (r - h1 * (M1 @ e1)) / h2 + res["genie"][k] += 0.5 * (cosine(ge1, e1) + cosine(ge2, e2)) + # realisable SIC: stronger user first (matched filter), + # unit-norm projection as the analog decision, then subtract + if abs(h1) >= abs(h2): + hs, hw, Ms, Mw, es, ew = h1, h2, M1, M2, e1, e2 + else: + hs, hw, Ms, Mw, es, ew = h2, h1, M2, M1, e2, e1 + d_s = Ms.T @ r / hs + dec_s = d_s / np.linalg.norm(d_s) # analog decision + r_res = r - hs * (Ms @ dec_s) + d_w = Mw.T @ r_res / hw + res["sic"][k] += 0.5 * (cosine(d_s, es) + cosine(d_w, ew)) + for k in res: + res[k] /= ntr + fig, ax = plt.subplots() + ax.plot(snr_db, res["edma"], "o-", color="C3", label="EDMA") + ax.plot(snr_db, res["genie"], "s--", color="C0", label="Genie-aided SIC") + ax.plot(snr_db, res["sic"], "^-.", color="C2", label="Realisable SIC") + ax.plot(snr_db, res["oma"], "v:", color="C1", label="OMA") + ax.set_xlabel("Per-block SNR $\\rho$ [dB]") + ax.set_ylabel("Mean cosine similarity") + ax.set_xlim(snr_db[0], snr_db[-1]); ax.set_ylim(0, 1) + ax.legend(loc="upper left") + save_fig(fig, "fig_sic") + rows = [[s] + [res[k][i] for k in ("edma", "oma", "genie", "sic")] + for i, s in enumerate(snr_db)] + write_csv("sic_comparison", ["snr_db", "edma", "oma", "genie", "sic"], rows) + i20 = list(snr_db).index(20) + print(f" at 20 dB: EDMA {res['edma'][i20]:.3f}, realisable SIC " + f"{res['sic'][i20]:.3f}, genie {res['genie'][i20]:.3f}, " + f"OMA {res['oma'][i20]:.3f}") + + +# ------------------------------------------------------------------ +# E3 : Rayleigh unconditional MSE ??ZF inversion vs regularised +# ------------------------------------------------------------------ +def E3_regularised(beta=0.311, d=512, snrs=(10, 20), ntr=4000): + print("\n=== E3: Rayleigh unconditional MSE, ZF vs regularised ===") + rows = [] + for s in snrs: + sig = 10 ** (-s / 20.0) + sig2 = sig**2 + mse_zf, mse_rg = [], [] + for _ in range(ntr): + e1, e2 = embed_pair(d, beta) + M1, M2 = two_user_masks(d, beta) + h1, h2 = rayleigh(2) + r = h1 * (M1 @ e1) + h2 * (M2 @ e2) \ + + sig * (rng.standard_normal(d) + 1j * rng.standard_normal(d)) / math.sqrt(2) + g1, _ = demux(r, M1, M2, h1, h2, beta) + mse_zf.append(np.linalg.norm(g1 - e1)**2) + # regularised inversion: 1/h -> h*/(|h|^2 + d sigma^2) + eps = d * sig2 + f1 = (abs(h1)**2 + eps) / np.conj(h1) + f2 = (abs(h2)**2 + eps) / np.conj(h2) + g1r, _ = demux(r, M1, M2, f1, f2, beta) + mse_rg.append(np.linalg.norm(g1r - e1)**2) + zf_mean, zf_med = float(np.mean(mse_zf)), float(np.median(mse_zf)) + rg_mean, rg_med = float(np.mean(mse_rg)), float(np.median(mse_rg)) + print(f" {s} dB: ZF mean {zf_mean:9.2f} (median {zf_med:6.2f}) | " + f"regularised mean {rg_mean:6.3f} (median {rg_med:6.3f})") + rows.append([s, zf_mean, zf_med, rg_mean, rg_med]) + write_csv("rayleigh_mse", ["snr_db", "zf_mean", "zf_median", + "reg_mean", "reg_median"], rows) + + +# ------------------------------------------------------------------ +# E4 : imperfect CSI +# ------------------------------------------------------------------ +def E4_csi(beta=0.311, d=512, snr=30.0, + sh2=np.array([0.0, 0.01, 0.02, 0.05, 0.1, 0.2, 0.3]), ntr=400): + """EDMA cosine is CSI-direction-invariant (h-estimates cancel in the + demux direction); realisable SIC degrades through its subtraction stage.""" + print("\n=== E4: imperfect CSI robustness (EDMA vs realisable SIC) ===") + sig = 10 ** (-snr / 20.0) + res_e = np.zeros(len(sh2)); res_s = np.zeros(len(sh2)) + for _ in range(ntr): + e1, e2 = embed_pair(d, beta) + M1, M2 = two_user_masks(d, beta) + h1, h2 = rayleigh(2) + r = h1 * (M1 @ e1) + h2 * (M2 @ e2) + sig * ( + rng.standard_normal(d) + 1j * rng.standard_normal(d)) / math.sqrt(2) + eps1, eps2 = rayleigh(2) + for j, v in enumerate(sh2): + hh1 = h1 + math.sqrt(v) * eps1 + hh2 = h2 + math.sqrt(v) * eps2 + g1, g2 = demux(r, M1, M2, hh1, hh2, beta) + res_e[j] += 0.5 * (cosine(g1, e1) + cosine(g2, e2)) + # realisable SIC with the same imperfect estimates + if abs(hh1) >= abs(hh2): + hs, hw, Ms, Mw, es, ew = hh1, hh2, M1, M2, e1, e2 + else: + hs, hw, Ms, Mw, es, ew = hh2, hh1, M2, M1, e2, e1 + d_s = Ms.T @ r / hs + dec_s = d_s / np.linalg.norm(d_s) + r_res = r - hs * (Ms @ dec_s) + d_w = Mw.T @ r_res / hw + res_s[j] += 0.5 * (cosine(d_s, es) + cosine(d_w, ew)) + res_e /= ntr; res_s /= ntr + print(f" EDMA: {res_e[0]:.4f} -> {res_e[-1]:.4f} " + f"(delta {100*(res_e[0]-res_e[-1]):.2f} points)") + print(f" SIC : {res_s[0]:.4f} -> {res_s[-1]:.4f} " + f"(delta {100*(res_s[0]-res_s[-1]):.2f} points)") + fig, ax = plt.subplots() + ax.plot(sh2, res_e, "o-", color="C3", label="EDMA") + ax.plot(sh2, res_s, "^-.", color="C2", label="Realisable SIC") + ax.set_xlabel(r"CSI error variance $\sigma_h^2$") + ax.set_ylabel("Mean cosine similarity") + ax.set_xlim(0, sh2[-1]); ax.set_ylim(0, 0.7) + ax.legend(loc="lower left") + save_fig(fig, "fig_csi") + rows = [[v, res_e[j], res_s[j]] for j, v in enumerate(sh2)] + write_csv("csi_error", ["sigma_h2", "edma", "sic"], rows) + + +# ------------------------------------------------------------------ +# E5 : Walsh-Hadamard structured masks vs Haar +# ------------------------------------------------------------------ +def hadamard(n): + H = np.array([[1.0]]) + while H.shape[0] < n: + H = np.block([[H, H], [H, -H]]) + return H / math.sqrt(n) + + +def E5_maskfam(beta=0.311, d=512, snr_db=np.arange(0, 41, 5), ntr=200): + print("\n=== E5: Walsh-Hadamard masks vs Haar mixture ===") + H = hadamard(d) + g = math.sqrt(1.0 - beta**2) + res = {"haar": np.zeros(len(snr_db)), "wh": np.zeros(len(snr_db))} + for _ in range(ntr): + e1, e2 = embed_pair(d, beta) + M1, M2 = two_user_masks(d, beta) + D1 = np.diag(rng.choice([-1.0, 1.0], d)) + D2 = np.diag(rng.choice([-1.0, 1.0], d)) + W1 = H @ D1 + W2 = beta * W1 + g * (H @ D2) + r0h = (M1 @ e1) + (M2 @ e2) + r0w = (W1 @ e1) + (W2 @ e2) + n = (rng.standard_normal(d) + 1j * rng.standard_normal(d)) / math.sqrt(2) + for k, s in enumerate(snr_db): + sig = 10 ** (-s / 20.0) + g1, _ = demux(r0h + sig * n, M1, M2, 1.0, 1.0, beta) + w1, _ = demux(r0w + sig * n, W1, W2, 1.0, 1.0, beta) + res["haar"][k] += cosine(g1, e1) + res["wh"][k] += cosine(w1, e1) + for k in res: + res[k] /= ntr + dev = 100 * np.max(np.abs(res["wh"] - res["haar"])) + print(f" max |WH - Haar| cosine deviation: {dev:.2f} points") + fig, ax = plt.subplots() + ax.plot(snr_db, res["haar"], "o-", color="C3", + label=r"Haar mixture, $\mathcal{O}(d^2)$") + ax.plot(snr_db, res["wh"], "s--", color="C0", + label=r"Walsh-Hadamard, $\mathcal{O}(d\log d)$") + ax.set_xlabel("Per-block SNR $\\rho$ [dB]") + ax.set_ylabel("Mean cosine similarity") + ax.set_xlim(snr_db[0], snr_db[-1]); ax.set_ylim(0, 0.8) + ax.legend(loc="upper left") + save_fig(fig, "fig_maskfam") + rows = [[s, res["haar"][i], res["wh"][i]] for i, s in enumerate(snr_db)] + write_csv("mask_family_rev", ["snr_db", "haar", "wh"], rows) + + +# ------------------------------------------------------------------ +# E6 : high-affinity combining mode +# ------------------------------------------------------------------ +def E6_coop(d=512, snr=20.0, betas=np.linspace(0.0, 0.98, 21), ntr=100): + print("\n=== E6: high-affinity combining-mode crossover ===") + sig = 10 ** (-snr / 20.0) + pairs = [(haar(d), haar(d)) for _ in range(ntr)] + chans = [rayleigh(2) for _ in range(ntr)] + cos_dx = np.zeros(len(betas)); cos_cb = np.zeros(len(betas)) + for j, beta in enumerate(betas): + for t in range(ntr): + U1, U2 = pairs[t] + h1, h2 = chans[t] + e1, e2 = embed_pair(d, beta) + M1, M2 = two_user_masks(d, beta, U1, U2) + r = h1 * (M1 @ e1) + h2 * (M2 @ e2) + sig * ( + rng.standard_normal(d) + 1j * rng.standard_normal(d)) / math.sqrt(2) + g1, _ = demux(r, M1, M2, h1, h2, beta) + cos_dx[j] += cosine(g1, e1) + # affinity combining: coherent weights for the e1 component + a1 = h1 + beta**2 * h2 + a2 = beta * (h1 + h2) + comb = np.conj(a1) * (M1.T @ r) + np.conj(a2) * (M2.T @ r) + cos_cb[j] += cosine(comb, e1) + cos_dx /= ntr; cos_cb /= ntr + ix = np.where(cos_cb >= cos_dx)[0] + cross = betas[ix[0]] if len(ix) else float("nan") + print(f" crossover affinity ~ {cross:.2f} at rho={snr:.0f} dB") + fig, ax = plt.subplots() + ax.plot(betas, cos_dx, "o-", color="C3", label="Separation mode (demux)") + ax.plot(betas, cos_cb, "s--", color="C0", label="Combining mode") + ax.set_xlabel(r"Pairwise affinity $\beta$") + ax.set_ylabel("Mean cosine similarity") + ax.set_xlim(0, 1); ax.set_ylim(0, 0.8) + ax.legend(loc="lower left") + save_fig(fig, "fig_coop") + rows = [[b, cos_dx[i], cos_cb[i]] for i, b in enumerate(betas)] + write_csv("coop_mode", ["beta", "cos_demux", "cos_combine"], rows) + return cross + + +# ------------------------------------------------------------------ +# E7 : corrected effective-rate figures +# ------------------------------------------------------------------ +def eta_edma(rho, d, beta, csi=None): + g = 1.0 - beta**2 + if csi is None: + csi = C_bar(beta) # symmetrised constant (alternating masks) + return 1.0 / (d / (rho * g) + csi) + + +def E7_rates(beta=0.311, d=512): + print("\n=== E7a: corrected effective-rate comparison ===") + snr_db = np.arange(0, 31, 1.0) + rho = 10 ** (snr_db / 10.0) + g = 1.0 - beta**2 + T_edma = 2 * np.log2(1 + eta_edma(rho, d, beta)) + T_ideal = 2 * np.log2(1 + rho * g / d) + T_oma = 2 * np.log2(1 + rho / (2 * d)) + T_genie = 2 * np.log2(1 + rho / d) + C_mac = np.log2(1 + 2 * rho / d) + fig, ax = plt.subplots() + ax.plot(snr_db, T_edma, "-", color="C3", label="EDMA (Theorem 1)") + ax.plot(snr_db, T_ideal, ":", color="C3", lw=1.1, + label="EDMA idealized (infeasible)") + ax.plot(snr_db, T_oma, "--", color="C1", label="OMA") + ax.plot(snr_db, T_genie, "-.", color="C0", label="Genie-aided SIC bound") + ax.plot(snr_db, C_mac, "-", color="k", lw=1.0, label="MAC sum capacity") + ax.set_xlabel("Per-block SNR $\\rho$ [dB]") + ax.set_ylabel("Effective sum rate [bps/Hz]") + ax.set_xlim(0, 30); ax.set_ylim(0, 3.2) + ax.legend(loc="upper left") + save_fig(fig, "fig_rate_corrected") + rows = [[s, T_edma[i], T_ideal[i], T_oma[i], T_genie[i], C_mac[i]] + for i, s in enumerate(snr_db)] + write_csv("rate_corrected", + ["snr_db", "edma", "edma_ideal", "oma", "genie", "mac"], rows) + i20 = list(snr_db).index(20.0) + csi = C_bar(beta) + rho_c = d * (2 - 1 / g) / csi + print(f" at 20 dB: EDMA {T_edma[i20]:.3f}, OMA {T_oma[i20]:.3f} " + f"(gain {T_edma[i20]/T_oma[i20]:.2f}x), MAC {C_mac[i20]:.3f}, " + f"EDMA/MAC {T_edma[i20]/C_mac[i20]:.3f} (gamma={g:.3f})") + print(f" OMA re-crossover rho_c = {10*math.log10(rho_c):.1f} dB") + + print("\n=== E7b: corrected beta sweep ===") + betas = np.linspace(0.0, 0.98, 99) + fig, ax = plt.subplots() + rows = [] + for s, col in ((10, "C0"), (20, "C3")): + rho_s = 10 ** (s / 10.0) + Te = np.array([2 * np.log2(1 + eta_edma(rho_s, d, b)) for b in betas]) + To = 2 * np.log2(1 + rho_s / (2 * d)) + Tg = 2 * np.log2(1 + rho_s / d) + ax.plot(betas, Te, "-", color=col, label=rf"EDMA, $\rho={s}$ dB") + ax.axhline(To, color=col, ls="--", lw=1.0, + label=rf"OMA, $\rho={s}$ dB") + ax.axhline(Tg, color=col, ls="-.", lw=0.8, + label=rf"Genie-aided SIC, $\rho={s}$ dB") + ix = np.where(Te <= To)[0] + bstar = betas[ix[0]] if len(ix) else float("nan") + print(f" rho={s} dB: crossover beta* = {bstar:.3f} " + f"(wideband limit 1/sqrt(2)=0.707)") + for i, b in enumerate(betas): + rows.append([s, b, Te[i], To, Tg]) + for b0 in (0.031, 0.311): + ax.axvline(b0, color="gray", ls=":", lw=0.9) + ax.set_xlabel(r"Pairwise affinity $\beta$") + ax.set_ylabel("Effective sum rate [bps/Hz]") + ax.set_xlim(0, 1); ax.set_ylim(0, 1.02) + ax.set_yticks([0.0, 0.2, 0.4, 0.6, 0.8, 1.0]) + ax.legend(loc="upper right", ncol=1, fontsize=5.8, + handlelength=1.5, borderaxespad=0.2) + save_fig(fig, "fig_beta_sweep_corrected") + write_csv("beta_sweep_corrected", + ["snr_db", "beta", "edma", "oma", "genie"], rows) + + +def E7_multiuser(beta=0.311, d=512, Us=(2, 3, 4), ntr_cal=80, ntr_mc=120): + print("\n=== E7c: corrected multi-user scaling ===") + snr_db = np.arange(0, 31, 2.5) + snr_mk = np.arange(0, 31, 5) + rho = 10 ** (snr_db / 10.0) + fig, ax = plt.subplots() + colors = {2: "C0", 3: "C2", 4: "C3"} + rows = [] + csi2 = C_SI(beta, 1.0 + 0j) + for U in Us: + B = (1 - beta) * np.eye(U) + beta * np.ones((U, U)) + Binv_uu = np.linalg.inv(B)[0, 0] + gU = 1.0 / Binv_uu + # calibrate C_SI^(U) by noise-free MC at h_u = 1 (the same + # evaluation convention as the two-user rate curves, so the + # U = 2 curve reduces exactly to T_EDMA with C_bar), + # averaged over all users (mask roles are asymmetric) + acc = 0.0 + for _ in range(ntr_cal): + A = np.linalg.cholesky(B) + Uks = [haar(d) for _ in range(U)] + Ms = [sum(A[u, k] * Uks[k] for k in range(U)) for u in range(U)] + h = np.ones(U, dtype=complex) + # symmetric equal-affinity embeddings: e_u = beta-mixed set + base = unit(rng.standard_normal(d)) + es = [] + for u in range(U): + w = rng.standard_normal(d) + w = unit(w - (w @ base) * base) + # construct so that ~ beta pairwise + es.append(unit(math.sqrt(beta) * base + + math.sqrt(1 - beta) * w)) + r = sum(h[u] * (Ms[u] @ es[u]) for u in range(U)) + Binv = np.linalg.inv(B) + # block demux e_hat_u = (1/h_u) sum_v Binv[u,v] M_v^T r + for u in range(U): + eh = sum(Binv[u, v] * (Ms[v].T @ r) for v in range(U)) / h[u] + acc += np.linalg.norm(eh - es[u])**2 + csiU = acc / (ntr_cal * U) + print(f" U={U}: C_SI^(U) = {csiU:.3f} " + f"((U-1)*C_bar = {(U-1)*C_bar(beta):.3f}), gamma_U = {gU:.3f}") + eta = 1.0 / (d * Binv_uu / rho + csiU) + T_th = U * np.log2(1 + eta) + T_oma = U * np.log2(1 + rho / (U * d)) + ax.plot(snr_db, T_th, "-", color=colors[U], label=rf"EDMA, $U={U}$") + ax.plot(snr_db, T_oma, "--", color=colors[U], lw=1.0, + label=rf"OMA, $U={U}$") + # MC markers (with noise, h_u = 1, per-realization real masks) + err_mc = np.zeros(len(snr_mk)) + for _ in range(ntr_mc): + A = np.linalg.cholesky(B) + Uks = [haar(d) for _ in range(U)] + Ms = [sum(A[u, k] * Uks[k] for k in range(U)) for u in range(U)] + h = np.ones(U, dtype=complex) + base = unit(rng.standard_normal(d)) + es = [] + for u in range(U): + w = rng.standard_normal(d) + w = unit(w - (w @ base) * base) + es.append(unit(math.sqrt(beta) * base + + math.sqrt(1 - beta) * w)) + r0 = sum(h[u] * (Ms[u] @ es[u]) for u in range(U)) + n = (rng.standard_normal(d) + 1j * rng.standard_normal(d)) / math.sqrt(2) + Binv = np.linalg.inv(B) + for k, s in enumerate(snr_mk): + sig = 10 ** (-s / 20.0) + r = r0 + sig * n + for u in range(U): + eh = sum(Binv[u, v] * (Ms[v].T @ r) for v in range(U)) / h[u] + err_mc[k] += np.linalg.norm(eh - es[u])**2 + err_mc /= ntr_mc * U + T_mc = U * np.log2(1 + 1.0 / err_mc) + ax.plot(snr_mk, T_mc, "o", color=colors[U], ms=4, mfc="none") + for i, s in enumerate(snr_db): + rows.append([U, s, T_th[i], T_oma[i]]) + i20 = list(snr_db).index(20.0) + print(f" at 20 dB: EDMA {T_th[i20]:.3f} vs OMA {T_oma[i20]:.3f} " + f"(gain {T_th[i20]/T_oma[i20]:.2f}x)") + ax.set_xlabel("Per-block SNR $\\rho$ [dB]") + ax.set_ylabel("Effective sum rate [bps/Hz]") + ax.set_xlim(0, 30); ax.set_ylim(0, 1.5) + ax.legend(loc="upper left", ncol=1, fontsize=6.2) + save_fig(fig, "fig_multiuser_corrected") + write_csv("multiuser_corrected", ["U", "snr_db", "edma", "oma"], rows) + + +if __name__ == "__main__": + import sys + todo = set(sys.argv[1:]) + ALL = { + "E0": E0_theorem_check, "E1": E1_floor, "E2": E2_sic, + "E3": E3_regularised, "E4": E4_csi, "E5": E5_maskfam, + "E6": E6_coop, "E7a": E7_rates, "E7c": E7_multiuser, + } + for name, fn in ALL.items(): + if not todo or name in todo: + fn() + print("\nAll requested revision simulations complete.") diff --git a/code/verify_math.py b/code/verify_math.py new file mode 100644 index 0000000..0a4ccd4 --- /dev/null +++ b/code/verify_math.py @@ -0,0 +1,374 @@ +""" +Complete numerical verification of every closed form in the manuscript. +======================================================================= +Each check implements the formula EXACTLY as printed in main.tex and +compares it against a direct Monte-Carlo or algebraic evaluation. +Prints PASS/FAIL per item with the achieved deviation. Fixed seed. + + V1 per-realization Gram identity M1^T M2 = beta I + sqrt(g) Q + V2 Theorem 1 full MSE (noise + C_SI,u) vs MC, random complex h + V3 noise-free calibration of C_SI,1 / C_SI,2 (several phases) + V4 quoted constants: C_SI,1, C_SI,2, C-bar at (0.311, h=1); + cosine ceiling 1/sqrt(1+C_SI,1) = 0.70; rho_f = 28 dB at d=768 + V5 SINR corollary eta_u = 1/MSE (per-coordinate accounting) + V6 C_SI,u >= 1 for all beta (proof identities gamma*C_SI,1 = + gamma + 4 beta^4, gamma*C_SI,2 = 1 + 3 beta^2 at h=1) + V7 Proposition (MAC consistency) on a (beta, rho) grid + V8 wideband limit T/C_MAC -> gamma + V9 beta* crossover roots at 10/20 dB (0.700 / 0.590, d=512) + V10 rho_c = d(2-1/gamma)/C-bar exact iff-condition + 25.7 dB value + V11 idealized no-floor variant crosses C_MAC at 2 beta^2 d/gamma^2 + (~21 dB at d=512, beta=0.311) + V12 mismatch identity (eq:mismatch) + bound value 8.8e-3 + V13 CSI-direction invariance: |cos| unchanged under wrong h-hat; + eq:csi-free equals eq:correct + V14 cross-moment lemma E[n^H M_u M_v^T n] = sigma^2 beta d + V15 multi-user [B^-1]_uu Sherman-Morrison formula, U = 2..6 + V16 multi-user noise-free C_SI^(U) ~ (U-1) C-bar (within 10 %) + V17 Walsh-Hadamard masks: exact orthogonality + expected cross-Gram +""" +from __future__ import annotations +import math +import numpy as np + +def hadamard(n): + H = np.array([[1.0]]) + while H.shape[0] < n: + H = np.block([[H, H], [H, -H]]) + return H + + +def brentq(f, a, b, tol=1e-12): + fa, fb = f(a), f(b) + assert fa * fb < 0, "no sign change" + for _ in range(200): + m = 0.5 * (a + b) + fm = f(m) + if abs(fm) < tol or (b - a) < tol: + return m + if fa * fm < 0: + b, fb = m, fm + else: + a, fa = m, fm + return 0.5 * (a + b) + +rng = np.random.default_rng(2026) +FAIL = [] + + +def report(name, ok, detail): + tag = "PASS" if ok else "FAIL" + if not ok: + FAIL.append(name) + print(f"[{tag}] {name}: {detail}") + + +def haar(d): + Q, R = np.linalg.qr(rng.standard_normal((d, d))) + return Q * np.sign(np.diag(R)) + + +def unit(v): + return v / np.linalg.norm(v) + + +def pair(d, beta): + e1 = unit(rng.standard_normal(d)) + w = rng.standard_normal(d) + w = unit(w - (w @ e1) * e1) + return e1, beta * e1 + math.sqrt(1 - beta**2) * w + + +def csi1(beta, c): + g = 1 - beta**2 + n2 = 1 + beta**2 * abs(c)**2 + 2 * beta**2 * np.real(c) + return (g**2 * abs(c)**2 + beta**2 * n2) / g + + +def csi2(beta, c): + g = 1 - beta**2 + return (abs(c)**2 + beta**2 + 2 * beta**2 * np.real(c)) / g + + +# ---------------- V1: per-realization Gram identity ---------------- +d, beta = 256, 0.311 +g = 1 - beta**2 +U1, U2 = haar(d), haar(d) +M1, M2 = U1, beta * U1 + math.sqrt(g) * U2 +dev = np.abs(M1.T @ M2 - (beta * np.eye(d) + + math.sqrt(g) * U1.T @ U2)).max() +report("V1 Gram identity", dev < 1e-12, f"max dev {dev:.2e}") + +# ---------------- V2: Theorem 1 full MSE, random complex h --------- +d = 512 +for beta in (0.1, 0.311, 0.5): + g = 1 - beta**2 + h = (rng.standard_normal(2) + 1j * rng.standard_normal(2)) / math.sqrt(2) + h1, h2 = h + rho_db = 15.0 + sig = 10 ** (-rho_db / 20.0) + e1, e2 = pair(d, beta) + mc = np.zeros(2) + NT = 300 + for _ in range(NT): + U1, U2 = haar(d), haar(d) + M1, M2 = U1, beta * U1 + math.sqrt(g) * U2 + n = (rng.standard_normal(d) + 1j * rng.standard_normal(d)) \ + / math.sqrt(2) + r = h1 * (M1 @ e1) + h2 * (M2 @ e2) + sig * n + t1 = M1.T @ r / h1 + t2 = M2.T @ r / h2 + g1 = (t1 - beta * (h2 / h1) * t2) / g + g2 = (t2 - beta * (h1 / h2) * t1) / g + mc[0] += np.linalg.norm(g1 - e1)**2 + mc[1] += np.linalg.norm(g2 - e2)**2 + mc /= NT + th1 = d * sig**2 / (abs(h1)**2 * g) + csi1(beta, h2 / h1) + th2 = d * sig**2 / (abs(h2)**2 * g) + csi2(beta, h1 / h2) + dev = max(abs(mc[0] / th1 - 1), abs(mc[1] / th2 - 1)) + report(f"V2 Theorem 1 MSE (beta={beta})", dev < 0.02, + f"MC/theory dev {100*dev:.2f}% (O(1/d) at d={d})") + +# ---------------- V3: noise-free C_SI calibration ------------------ +d = 512 +for phase in (0.0, math.pi / 3, math.pi): + beta = 0.311 + g = 1 - beta**2 + h1 = 1.0 + 0j + h2 = np.exp(1j * phase) + e1, e2 = pair(d, beta) + mc = np.zeros(2) + NT = 200 + for _ in range(NT): + U1, U2 = haar(d), haar(d) + M1, M2 = U1, beta * U1 + math.sqrt(g) * U2 + r = h1 * (M1 @ e1) + h2 * (M2 @ e2) + t1 = M1.T @ r / h1 + t2 = M2.T @ r / h2 + g1 = (t1 - beta * (h2 / h1) * t2) / g + g2 = (t2 - beta * (h1 / h2) * t1) / g + mc[0] += np.linalg.norm(g1 - e1)**2 + mc[1] += np.linalg.norm(g2 - e2)**2 + mc /= NT + t1v, t2v = csi1(beta, h2 / h1), csi2(beta, h1 / h2) + dev = max(abs(mc[0] / t1v - 1), abs(mc[1] / t2v - 1)) + report(f"V3 noise-free C_SI (phase={phase:.2f})", dev < 0.02, + f"dev {100*dev:.2f}%") + +# ---------------- V4: quoted constants ----------------------------- +beta = 0.311 +g = 1 - beta**2 +c1v, c2v = csi1(beta, 1.0 + 0j), csi2(beta, 1.0 + 0j) +cbar = (c1v + c2v) / 2 +ceil1 = 1 / math.sqrt(1 + c1v) +rho_f_db = 10 * math.log10(768 * g / c1v) +ok = (abs(cbar - 1.2349) < 5e-4 and abs(ceil1 - 0.70) < 5e-3 + and abs(rho_f_db - 28) < 0.5) +report("V4 quoted constants", ok, + f"C_SI,1 {c1v:.4f}, C_SI,2 {c2v:.4f}, C-bar {cbar:.4f} " + f"(quoted 1.2349), ceiling {ceil1:.4f} (quoted 0.70), " + f"rho_f {rho_f_db:.1f} dB (quoted 28)") + +# ---------------- V5: SINR = 1/MSE --------------------------------- +rho = 10 ** (15 / 10) +eta = 1 / (512 / (rho * g) + c1v) +mse = 512 / (rho * g) + c1v +report("V5 SINR corollary", abs(eta * mse - 1) < 1e-12, + f"eta*MSE = {eta*mse:.6f}") + +# ---------------- V6: C_SI >= 1 and proof identities --------------- +ok = True +worst = 1e9 +for b in np.linspace(0.0, 0.99, 200): + gg = 1 - b**2 + lhs1 = gg * csi1(b, 1.0 + 0j) + lhs2 = gg * csi2(b, 1.0 + 0j) + if abs(lhs1 - (gg + 4 * b**4)) > 1e-12: ok = False + if abs(lhs2 - (1 + 3 * b**2)) > 1e-12: ok = False + worst = min(worst, csi1(b, 1.0 + 0j), csi2(b, 1.0 + 0j)) +report("V6 C_SI >= 1 + proof identities", ok and worst >= 1 - 1e-12, + f"min C_SI over beta grid = {worst:.6f}") + +# ---------------- V7: MAC consistency on a grid -------------------- +def T_edma(b, r_, d_): + gg = 1 - b**2 + cb = (csi1(b, 1 + 0j) + csi2(b, 1 + 0j)) / 2 + return 2 * np.log2(1 + 1 / (d_ / (r_ * gg) + cb)) + +ok = True +for b in np.linspace(0, 0.95, 40): + for rdb in np.linspace(-10, 60, 60): + r_ = 10 ** (rdb / 10) + gg = 1 - b**2 + mid = np.log2(1 + 2 * r_ * gg / 512) + cmac = np.log2(1 + 2 * r_ / 512) + if T_edma(b, r_, 512) > mid + 1e-12 or mid > cmac + 1e-12: + ok = False +report("V7 MAC consistency grid", ok, "T_EDMA <= log2(1+2 rho g/d) <= C_MAC") + +# ---------------- V8: wideband limit ------------------------------- +b = 0.311 +r_ = 1e-6 * 512 +lim = T_edma(b, r_, 512) / np.log2(1 + 2 * r_ / 512) +report("V8 wideband limit", abs(lim - (1 - b**2)) < 1e-3, + f"T/C_MAC at rho/d=1e-6: {lim:.5f} vs gamma {1-b**2:.5f}") + +# ---------------- V9: beta* crossover roots ------------------------ +def beta_star(rdb, d_=512): + r_ = 10 ** (rdb / 10) + T_oma = 2 * np.log2(1 + r_ / (2 * d_)) + return brentq(lambda b: T_edma(b, r_, d_) - T_oma, 0.3, 0.9) + +b10, b20 = beta_star(10), beta_star(20) +report("V9 beta* crossover", abs(b10 - 0.700) < 5e-3 + and abs(b20 - 0.590) < 5e-3, + f"10 dB: {b10:.3f} (quoted 0.700), 20 dB: {b20:.3f} (quoted 0.590)") + +# ---------------- V10: rho_c iff-condition + value ----------------- +b = 0.311 +gg = 1 - b**2 +cb = (csi1(b, 1 + 0j) + csi2(b, 1 + 0j)) / 2 +rho_c = 512 * (2 - 1 / gg) / cb +rho_c_db = 10 * math.log10(rho_c) +eps = 1e-4 +below = T_edma(b, rho_c * (1 - eps), 512) \ + - 2 * np.log2(1 + rho_c * (1 - eps) / 1024) +above = T_edma(b, rho_c * (1 + eps), 512) \ + - 2 * np.log2(1 + rho_c * (1 + eps) / 1024) +report("V10 rho_c crossover", below > 0 > above + and abs(rho_c_db - 25.7) < 0.1, + f"rho_c {rho_c_db:.2f} dB (quoted 25.7), sign flip verified") + +# ---------------- V11: idealized-MAC crossing ---------------------- +rho_x = 2 * b**2 * 512 / gg**2 +f = lambda r_: 2 * np.log2(1 + r_ * gg / 512) - np.log2(1 + 2 * r_ / 512) +root = brentq(f, 10.0, 1e4) +report("V11 idealized crossing", abs(root / rho_x - 1) < 1e-6 + and abs(10 * math.log10(root) - 21) < 0.3, + f"root {10*math.log10(root):.2f} dB, formula 2b^2d/g^2 " + f"{10*math.log10(rho_x):.2f} dB (quoted ~21)") + +# ---------------- V12: mismatch identity + bound value ------------- +b, delta = 0.3, 0.06 +bh = b + delta +hr = 1.0 + 0j +e1, e2 = pair(64, b) +t1 = e1 + b * hr * e2 # expected-Gram surrogate outputs +t2v_ = e2 + b * np.conj(hr) * e1 +g1 = (t1 - bh * hr * t2v_) / (1 - bh**2) +lhs = g1 - e1 +rhs = delta / (1 - bh**2) * (bh * e1 - hr * e2) +dev = np.linalg.norm(lhs - rhs) +bound = delta**2 * (abs(bh) + abs(hr))**2 / (1 - bh**2)**2 +report("V12 mismatch identity", dev < 1e-12 + and abs(bound - 8.8e-3) < 2e-4, + f"identity dev {dev:.1e}, bound {bound:.4f} (quoted 8.8e-3)") + +# ---------------- V13: CSI-direction invariance -------------------- +d = 256 +b = 0.311 +g = 1 - b**2 +e1, e2 = pair(d, b) +U1, U2 = haar(d), haar(d) +M1, M2 = U1, b * U1 + math.sqrt(g) * U2 +h1, h2 = 0.7 - 0.4j, -0.2 + 1.1j +n = (rng.standard_normal(d) + 1j * rng.standard_normal(d)) / math.sqrt(2) +r = h1 * (M1 @ e1) + h2 * (M2 @ e2) + 0.1 * n +truec = (M1.T @ r / h1 - b * (h2 / h1) * (M2.T @ r / h2)) / g +csif = (M1 - b * M2).T @ r / (h1 * g) +dev1 = np.abs(truec - csif).max() +h1w = h1 * (1.5 * np.exp(0.8j)) # badly wrong estimate +wrong = (M1 - b * M2).T @ r / (h1w * g) +c_true = abs(np.vdot(truec, e1)) / (np.linalg.norm(truec)) +c_wrong = abs(np.vdot(wrong, e1)) / (np.linalg.norm(wrong)) +report("V13 CSI invariance", dev1 < 1e-12 and abs(c_true - c_wrong) < 1e-12, + f"csi-free identity dev {dev1:.1e}, |cos| unchanged " + f"({c_true:.6f} vs {c_wrong:.6f})") + +# ---------------- V14: cross-moment lemma -------------------------- +d = 256 +b = 0.311 +sig2 = 0.5 +acc = 0.0 +NT = 4000 +U1, U2 = haar(d), haar(d) +M1, M2 = U1, b * U1 + math.sqrt(1 - b**2) * U2 +for _ in range(NT): + n = math.sqrt(sig2) * (rng.standard_normal(d) + + 1j * rng.standard_normal(d)) / math.sqrt(2) + acc += np.real(np.conj(n) @ (M1 @ (M2.T @ n))) +acc /= NT +th = sig2 * b * d +report("V14 cross-moment lemma", abs(acc / th - 1) < 0.05, + f"MC {acc:.3f} vs sigma^2 beta d {th:.3f} " + f"({100*abs(acc/th-1):.1f}%)") + +# ---------------- V15: [B^-1]_uu Sherman-Morrison ------------------ +ok = True +for U in range(2, 7): + for b in (0.1, 0.311, 0.6): + B = (1 - b) * np.eye(U) + b * np.ones((U, U)) + num = 1 + (U - 2) * b + den = (1 - b) * (1 + (U - 1) * b) + if abs(np.linalg.inv(B)[0, 0] - num / den) > 1e-12: + ok = False +report("V15 [B^-1]_uu formula", ok, "U=2..6, beta grid, exact") + +# ---------------- V16: multi-user C_SI^(U) ------------------------- +d = 512 +b = 0.311 +g = 1 - b**2 +cb = (csi1(b, 1 + 0j) + csi2(b, 1 + 0j)) / 2 +for U in (3, 4): + B = (1 - b) * np.eye(U) + b * np.ones((U, U)) + Binv = np.linalg.inv(B) + es = [] + e1 = unit(rng.standard_normal(d)) + for u in range(U): + if u == 0: + es.append(e1) + else: + w = rng.standard_normal(d) + w = unit(w - (w @ e1) * e1) + es.append(b * e1 + math.sqrt(g) * w) + mse = 0.0 + NT = 60 + for _ in range(NT): + Us = [haar(d) for _ in range(U)] + Ms = [Us[0]] + for u in range(1, U): + Ms.append(b * Us[0] + math.sqrt(g) * Us[u]) + r = sum(Ms[u] @ es[u] for u in range(U)) # h_u = 1 + t = np.stack([Ms[u].T @ r for u in range(U)]) + rec = np.einsum("uv,vd->ud", Binv, t) + mse += np.linalg.norm(rec[0] - es[0])**2 + mse /= NT + ratio = mse / ((U - 1) * cb) + report(f"V16 C_SI^(U) additivity (U={U})", abs(ratio - 1) < 0.10, + f"noise-free MSE {mse:.3f} vs (U-1)C-bar " + f"{(U-1)*cb:.3f} (ratio {ratio:.3f})") + +# ---------------- V17: Walsh-Hadamard masks ------------------------ +d = 256 +H = hadamard(d) / math.sqrt(d) +b = 0.311 +acc = np.zeros((d, d)) +NT = 400 +for _ in range(NT): + D1 = np.diag(rng.choice([-1.0, 1.0], d)) + D2 = np.diag(rng.choice([-1.0, 1.0], d)) + W1 = H @ D1 + W2 = b * W1 + math.sqrt(1 - b**2) * H @ D2 + acc += W1.T @ W2 / NT +orth = np.abs((H @ np.diag(rng.choice([-1.0, 1.0], d))).T + @ (H @ np.diag(rng.choice([-1.0, 1.0], d))) + @ np.ones(d) / d).max() +diag_dev = abs(np.diag(acc).mean() - b) +off = np.abs(acc - np.diag(np.diag(acc))).mean() +report("V17 WH masks", diag_dev < 0.02 and off < 0.01, + f"E[cross-Gram] diag {np.diag(acc).mean():.4f} vs beta {b}, " + f"mean |off-diag| {off:.4f}") + +print() +print("=" * 60) +print(f"RESULT: {'ALL PASS' if not FAIL else 'FAILURES: ' + ', '.join(FAIL)}") diff --git a/data/bert_vit_cached.pkl b/data/bert_vit_cached.pkl new file mode 100644 index 0000000000000000000000000000000000000000..60b1d11c101d214578406e32c268bd104a0fe1df GIT binary patch literal 196817 zcmX7vcRbZ^*vD;YAVQ>!21P?j6fVlhN=8W}yO6zS_TG-Y&cLyEA>#^>kchHMDV4%c zMU!~W^E}@_&R_R=eb4!x`&{?udVfAwFjIOs-TzJ zI>t!CZN_+JYY$%+oBw?mgRLwfCi?#uFvio%6E0o4q`67E{_jPL&VyhXbDl1ko-SK6 z?dR(RGHj_0K4)Z`jje6kZD)Vx!iDO!>w|8=m=(*Sv?`Ve10q%m53VO8rJ&4Xpr!)* zM;0kQy&0$=wfYbop;QO`bqCIov{vyRv;d&0Kzkb&Q(wfK!Xqb#0Xh&_I?b%9qY z5CEALo3~S;EZ8B|E+Gd>#=gFsk*DDKWZC~VpL>J#fht}dVKSDxuY?QL5RvDr#^>76 zTFm?4cSxLZU2*^0@4L3Wt3(6O-zZ;|fUTAnb(56JakfBCB<^f5@OW(0FX@J2Z(~%+ z*<;~Q6Y*=t=T;@&^b~p}Y!(ig?^U)RnxKNUc60rVWdvr5Z9lAFor7Y@XRp6X&V}CK z)00u&8sJ{k=XO9k3uwF3;n_39x;JGi!@lIcAM&)S9;!Vs}aLww-Z~0KS7%dC4-=4XS@y^(F>}GJYjI z)H{pnyC#pkR=fnRA>B*v0VUX}Bq#lND;18nccsYkX2Co6yNzkwIgmtnYz!fhs6B5a zIwPKk^jA|>7G6`KPE%tWNuV7K#`%T5C>BCn@xt);Pc@*?6|y|-lz^jS4~4xmDd5x* z17fS;$a=Z@n){$DuBh%G-7QuC>02nJCwFJUxt4!y>X(wCVc{KjOR)xy44;l$PxFIQ z3coM>35bV6?yv1192x+!zPp^=RSHVxlS?{3>!I_@J;sfy1Sn#<6=Xx(Hy1}=gphBM zp>u_6zp`^Vc9wR97sL?I);~Dn?_?ZEIDRp@_&FIKg^hl$cocxuo9VH(4plhmLDjGF zAwzv)aqPC8&M=(eQvYU?h+W(aghromc!_WSo3J1Olg1nV#v8Rb`Y_b5 z2dXh|?^pHqo;>8z-lOI&P=Ph?I>o0)o1iWtF2GQ{5=*tFka{f%_L2N=T)a|+Jk#&( zedZ~UVz{(V=5P(jv9M8rdlbvJZEE$k? zS#yiD6A_qL_BLp05Fzw#;xF!nTA=>%*y_jX0v6xj3-P#?fx+AiRW>yovK$>&EE&SV zU}RaPD!&{;E8X2+@RvYr*I>C4eFgm7<<->AK!Hu?tsO~+NZ3^pm=dO0j*sq9|EZXy z1K*p4_$PNLkiT`((zL!17fw6a5I#jgYn=4R%adt1CsCGW$5w+S2L|Gri9R5%(mK}R)a1qmY3onjq$z; znZXv_t}Q(~I-7!%quI(2a+C2IcYOY&J{ct#vJaa3+G9sz&&tu89-x1tu-8~84e~$t z&O1)#;@F%GKgt%t?aicGr-4ko8^*CqHJyx{%K?|N2Z+EH`pKtjBNb0}40~kKTO#y!MdGzJGVF3-P|jX|ze--=GF zY&3Z*azlWz5=cAT>NCv4aeL(AE@yfoNGpc9hVKc6uv~hno6pn0@IjeGyc%gU6 zq9mURth!F-oe1zQTKe(Gy{$F zp72DdQSk0?otuPy0C1S?GrO7L14-H0q*F#j)NT)TkF-ogy2VFN3J7_)G~`(Nj4c@~ z4?KB3dxHr1r6#XdVn{&kG-R>Z5stnV({D|#$Ksvpk?6-=6zHmwWj)DI0Uu^d5BX)D z2Z=tak1zN+^wNL`{M2lPuI;KRjm=Bty;J_q=tkSlmy)+Zj*p(+g(f7g=P?2XH)&4RtH0O zS6==28H{>UGCy0@-5|}h^MjO6Gy0nz2{3F9L)$z2x$D*;AV&0xSX;P@)jWG`YK@BU zz@3bLeDcZoLEUd&BfbXW+j2}+Cdt_6S=PKiHxC_|zgl^ireQ$Xkm%NQ|6i8zU+mp#afHPL! zT-F05U@TP2T>6v(wd?NdU7nf1;}-exVo(-Fg;dSW-YkNIi>Hz^uORKmiZ)CZBP z#Spx%NI&uKHoSh6INcu*fW_CaaZXh$rJ#aP_GzFGhAS~BFc8GGvF6aQD|C{++k!Mf~;$Y?(m_V3da zd;Eutbjwy{Zsm#i?PTfS2T^&LacROf@k0$>`p$KYd7g}CGi@GNkTO8TB%oNYC?43t z6Lzg-c!QndaOD-gG!$O`^y|Qn8azKW*W_76L7{gA^xGK2L9R|&gU#?N*2vzrou!<{ zJ*iW#qL(wEn$2YQJryE+tADS{Y?B8agPndVYpJ-|apPBMw>1(Ycp45h#G@bABVPF( z3HX=AKJ55t1d3$6F5P&O3RZg9=@DBu%DK=Jzh}>j-j)3 zuRqnIWDmay*^`1xD~3MNCqhssS~L29R5ECmS2&xt5pdg(Oe52z2Yv~f5bK9wFtCI zCU@(!6@%X^?um!Q930krclp}gEZ98$S@o+)1{mz8)W3Ng2B*kITed?0#(0j7I+hlI zOO@^LSA}Y%oE2e6Fm-{tZ);)e_i9jYG*bQK+id*wWa37_8$*dQ69A{Q1nH>` zS+I9CT*Lo41v%s&hcNlY0uK+5zj{OiNX-f8dk5H{!{PVzx4cTR=F^gT@`*~QioCIF z>o^5>c}C{x=M>-<`KE9#0}B4mj8+TUY{SK__jDdaA_OyiEpOGQVD|^s)Uj?ow8&5T z_T~}+C9RmmboP{j)~idYV_CJhKlXE>{5%z8rS^Pe_RoNUc4f~!JIWwl!){+>Mg@*e zsgCLtm*5HaoC*4ZIP4bTXALuHz_C4srp0-Q_?KzB;g_;Zxco4gfAw9T$tQ0GZPT5|H0mE4?3UB@ie|F+X8&7ucGgt&pB&LFCFsE+x%0h&8=+=h$357|-$D z^Lv$oEo%}&7eXs==aoBOV`MUMKO5b4=L-~6dm6VtOq2v`QXv}KGzu|vM~{a7?Id(& z?y{Rq&c=-s_Bv;~vhd~b_NA4udr*-}B|evOf#dEE2`ZoKF{5oHn(b^E@V({EuDPED zMJCI4KRnFCoge0hHZKH1AmflYuVFgg_-yp^mQ*tS;kyrc2fXoKK_}6@h79eCC0#z0 zbf8+djoxH0gnfQx3scI)s28P1nlC0ofKtWI;@>8)?P0S^?js@w_~&6}Yb-csob#U7 zY{F5`32BYXBxInJ+`kZ>h0+98@h^;-_=3oPyuH^R2LIk$966bTR`t?n%WXa2{Ay)% z?H?*+PH|mHOR0e1*_y+`-$G$WwR-hmsV3Cmq3R!Dq~K{YdO|@|JlgqHX-DlWf!}$n z+WDVodP{k~48ITwa{6pMCU!<3!SkK|GYu+)ePj@ulM4j~4wY|q?I|c3tzg?ykbw94 zw@PVfHpBQ)PD!R6$>?vjkpF5=3Jx|dO+6lMg#E`NZMQwi!Rm>}yG{<@hu1&v-Ti)( zfc{tROG;iL!TVmZpgo#I_)J-TR?MG@`{*ioLQLy0ByjFqVJR7nMW;*CbYtMej$*-M zst2+2)#lE_3;`Ic^_kvvM==QV^Yag8M8cO~ryoD5MY#Dr^6-iV3A2;iw+Bb&fw60= z<*HX6@^tB3tWUOqF?*$*kBXB~Q|y;8?G1mT%<&x1xc(KCfRw;ZI7c%rQu)?t9I)$!X1hkK@nz`VU39IjFLUm5x z0}V;8u?LH#*jytfED>3NO+CBUIwuA2NnrlVDa{gy=t)epPYlCB{)qXW`~)~q@#I|g z@NIB;@$gV%svE9sJmzPAn+ir7RqAxFD?$EzX0B*sIP7q^%b@E+0#(B!BmK!a&|}9e z8SI*cqT4+~_+}|+LvUp0`EHLUAwM2pxSj?R2N!-6sApsRp3A|D$MS)9p!o0vYZ~+z zdF%C!q@#?Oz_IUf#c*SHuzQ6}5XK(TQ@l`Bj@m7gr-^-gI9 z67eL(*w<(&5?Sq!KjZF6fv!ypt`m!y$YL?Xu6m^bl>8z${v-xKps(>q&vR5f`n|_% zUNag!_1bqRCy?=%i87;^PAc#$uE|Izg@9ToWFJ>;z@Lvh&yIEyAdTTSrD(YbOH{(f zdd7>9(LkpEW16tmsu+C5o_$@6Jrl2uXvOv)%7RMY7m4j{X>jP2 zn1AE>BsAJBmsvhri7&WU-uchQqEp&b(Yj7Lo?ulRbBig5*n%I_xB7W_>axLsenoG1 z`?mA?k{uZtjz~KDhZDh!?h>=XXPVyl_N1iZL@f$`f3K^U?h4Tv9jsitz2QVlWunos zbZ}-F6?(C?4w*=+x@lu}I4^W6Olvg;Dbbl%!UL0Gw$e;K^_3&EpV%I(cq103cAH4t z*wug@5=`>e9Z4v3g7Eum^8q+$rl51FCl4x}{J8}UGk}BBw_KH43Ab1W_{3X_@P@nG z&U>8U7^7GICET$PoEcbhgJSC8miakh(T?_scsS~J)a(6kt~AZ*>AhQYi2>~q@tz! zSsx_r%+z9!x(Ld}$wKQ5uCQ?7AD_Qc6*k<-TG23Z2Om4d@55dJNS9yxmh~o0zfoUF z?jn;=JAn5_xt|4mQ0rpxPjJWMKepaX&L~D%Wz#ovUHT~P!jSs1p#mpNdPUA^q@mcD z+N$%0J6>-YNV!>)0-5BCA8oUyxEZu|r7ODlp0m)xHV7?_VZ>>WrWI z9rs4ya2BHD+z|#VMR`q)^Nk?JShc2?Tnrj2A@ApVbCGme!P5D8EEq)PT&T^dhvu+Xj$3sT(Cvypdv8lIIB+(dvTY8> z+*(7oTieU9`OwLWAD_3tWnmRJy23J47p!0re4d2HpV?F%()8zl3bT$|mM`On$2|s* zMl!IpJ=C0VtqR8}j{iJUsW5p`%djaw03Azu{@D}q@dw^A2;eP5-57KJ4SF&fg?Ys- zv6P^)kRkIU1=>EJt8sfP5{Fs}KMgQfDBJ>O0xnPq{0J@nx ziQi@U==WOZRu`>rQvCh#-mU~0xc8wE1QTKD&_)Po8=LvCa|r)E1uDEChi@ zo`M4(OA7vH&HqSaTRGgFXC7;)$v{)JiC#h3FldTYzLw6C4cgiR1p-}upyQwUPA9nt z?ok)zd#CDQ?nZA()mR1W-IBJd-B*JRd%5%Jn^r}91R}ODUteI+z z^|)!T9d)U(2&0|Vqsv0;;bLJ_vg!_Va23t+)v^6wy*4`Cw&)HRKXc?rax#)m4DgrA zpU3X4t~~Eqc| ze0lOA6iOJ}!u{M97B6}yknY*{d7TmqF~hEW)LsH~aqK(3tsxW56btUHtCV3w zc6mhBXbR?yu|{Z*1fsaM(v9iBOjHw+et71tIm%7%JX~s!4eqB(ybmdn(fLC1>>*y- zIXXIW_r&EUjC?!&?*8s%_{M786(M>LrvLN{PVb?>1r4#MFKd#Kbt9M2y`vtri<|8( z57GE@i)iGecP4y#7_xRk*$cwwIoZSLi13Q(o{$}1DPF2`h$|WKLc3VjpW{zrfkpe{ z%Y@@`m~qYNxV)7=HeYk>PTiV=+i$5?NxR-d)`$1MwAE&UURt2&kMn_;@ncL@I^hmH z4mw)pqnnF_f-be-h%97`1blXDJY2|E3w;}T8;gmNXne>vXLBtd z3fY8Kc!9=4b98Qvxm^OLM!v?A-(peX#{A;^=~V3g))FqdP>Aj`YyYyEvw)O%#pM?v z0EPDqnH6u#0On68dol{^;mVM%>4{UOaKnwQS4E>1>z;IZj;?2e(5ibaBRLg{$GV&} zJpCX&TA26E%{pjSdDB)U7l*YBqa6C`Y3N-$x-}Gwq2<4(&)1|g;0FIfuE?HnOwHQ= z<9bdb1lJc#tkSrl=8l(U!F45IFS6ngL#t=EcBg7;74K~ON@_j0quUO=g+ukl|f6#^vCPJ zYhjw z{N(@{Mjn&xnP~cvGcJbOK(lj%cbPcZ`gCUXZx(1C(<_SGtN|bL z-b%aUv5=zD`F1Fcf@Q@&1>L2xA!ttTz{Q_&Af~N)OZi*@Zn;}5$jloJt@tixTeBa0 zsW2nvvfqc_GrV)FGD+BQB-n=WF&P5Y%8XdB1fO27_IkJ{4?VQ!>_3$HfU;87>qCc{ z@Wx$^i^E51(OCOhnAQ*x`m8M^{woN^lsrv>MyNHA_y)`OI~qV3Th>UsKry!1yzDOA%9%AGEZ2UTmYPZ|p4`1glw3d8dZpj)Ht zXMC6nBN4YxoV-(k3YyCoqm1LxeX8};X@VsrKA|%>^Ewoa8-^Oz*c-45IgDmDna;3pOt=sn9cIW0z?0DX&N6Xsul%@<*l&7z2vPWvwyDL7d;NU>}7$ zbR~uT``xhHwXRd}pe+`Bx3_svO#m4Z_Y>8}ZTL@!``bdb6S5O>e^{Q9ipLw%=Aq^goNwU7bhoPQE7Eq^WPcTy5+`u2g}6C;Q2Os z0weaI7+t#}msS*3iQKCXlPiS6FC2x-!*w{s$!AvVQwdut+zH&r2-vE;kd~~|3}v6! zdMlj*@Ja;)FD%D4;)i(HNT@<44G$s!Tkv$ihgDiw6047&XAh7GS!9n^_idNZMg;hKxQ!Rvo`^YHYa#vW^> z9O&b&D2(T;0@tVx?M|A1kgFU&Aop9(R^75Z$TCu5a0-&5hTNkc$O*q zLN1DTe;g)QHK6FZTuzmsH-m( zz4ap%d5@j%4)t`wmeq;uWI_tk_c^_*Q};yPlIgBH&57V*QBR$hF~P%!bxlv|hQJd; zfrPZ{F~B_Erkh`00B;T}_eF4(g5piJgF_!lc;ZjsPVz)73f^2fand9KN?sg@^x#MX z1?d2WO+HPC5iGeaDtjAO{ytgX7Ey{W4bf2tbkiVbANM(ls1(%sVAa{zOahUnfc=!e zBwV^T7xGln16`{txct%dM<|KQR+rDVvjy~dLe>ZzPy`J+|_zve%#rOHQO*L<&Mepo8T zy`A#h6W;{Kg#LYB(k9@E$Tp4x^P#9qT`DSmU4&dpZ%2(c8(?y)q2WHABzURuJ0M@F z6n$dpS6Va^VQlL*MW>O&(6{vAGlA? zyDd<%(df;!Gs43DSap2&M?HgJ&|N81U*xTZ(3YDew#JDVcgWRZ#DM~T>SxyFsTAON z6v*tdNMfhYCB+Upzj$lHA3ij8v+ zKF))>s+aIzFq1*7Wd&71m5p_3wM>WS$Pw74oib#c7Z&6{mA`v;;PDxVop= z>k*eaw{E#efk36HS+&zfxGm&}-Iu0ZC}260*22>OIjW{Ap1(3cK=1>XhD9sR3OoI@ zGNEy$FnznnYso-x4=+4sOG3q&AZnCjESMb+8 znmkFw_{&~QmXk%W&t2yJWMDBUt7`JMI8lN9>93C=;qmbG%+7cfnr~(-7%1mFT!wBG zc5cI?K)znQ+5!5#|z{;5U^oD9lUyuKa{ zW8AwXPGAf?%V8wJ-#9$KJLuXA-(obWYh#>!NJjlbtjFkAFBgipdj>LYg2atqO9HrLz;j8wSB-}{ZlzOor{w=^q0mXgZ}tj zNzcNiw_6NuHj*GKb5+-Gg^J`xwnLV#w}AbnrAqJH2-sIYPR-M!AWyr=*$>>=IL!O? zRo7A(yx;YF^gx;~I8Ptb&r2%7ZKZ--atgWF^rJt1rwtXq{_MCiaXbu9+IIb#Ux|RW zv$EWxJ<0I);0?LxD+OTGA*^byo{Hn459&p$GazYVZ|vTeNpP4oz>WWnK8&REw_Wne z#)gWBocerL?h3wHZr-<6Ld7FQ@fbmq0#s5hFITgoplesb>wN<;sPRWQ zNTh;{M_9M2jrT>P}bE9mH|OEO~D~ z6A6~MU5gldQ^7BB!AX(Edrjh%yJ|NAF;QLlDfwYBtezA1YVQd~xisELH+E0#2tPH* zmPE|3~Y5pJVe{kZOqf9-vyg1Bv&LIj#1BLlVr@~+@{s?_pn>_xfdgjhMN*R1P z^GD8Tz!QfFraynw+QXNpMSGqz7Nd6mPW^L!#vuGVS80|m8Kl1Ye2H!}0mqvBYPvl) zF_BTILcXyKTxaK>b8VKQMpeuO>+BGu3I~ZT7uLaj`u87xX6J*&tjWHoVSbRqr)1Qx z6bM&}>P@8v3E+2?Dr)NCg{vBsb+<*Du<=vt2X2}l%HA8`J5QI0YQ2?-d*)NIT9#mX ztIP*E+st@VVpE`1oo&>fz8t;>KM^)sq16fH;q83E=}-`v5g58Z26--wJKc;b^esWOloCpLrn>Ea=z&(xR(e&wtgb8 z{SF4f)@Lj+3MXOef^iI%*jZo7gT$)!e9Zf2Q*kB$|C>@ zC?o>!2xPd-8-!ICiTlO-@m1Jl1r#_ch0Ouo!u%7k#D<@-^oEols5y77jJ~d?E?9 z9+>{|oTgJ3G_`x(mqfvs|L8)3@&k~9?vD4{sz6BJ*2YgL0}DPpT*Xi2$SmCyAokl8 z{Ki9nmmDbvvx?2Sr$3VMBYSV%!<1rJ(k=Nh!cBpGvwW++KPd3(y+;Hyt?$)HW-9LMW|6L6Nu3f{vKkDnzx{xF2 z@<0&!J@c!5%I|{jYbI?=c*qd>ar|+&M?IwFH-PW!d<@HHX{sxZ1%@~aJD&+B_;gSu z_laEr>KT`Qfm|+Fnn-_a zT<><<=D$)Xe|fUQYNi}d*x>3-u4+`RHTSOnV2v`>A5*u5+TkxHs*2^lLa3;Ac>PsI z5tgc5MV)DRGe+UX1}m0Oc)i+gjD7l8`e)|zdCf%hu-eKH@LC$5-^)+iLrlcEm-eT3 z{v_jeal?)c?K-UT@La2=A>oPI@efW_0R0%cRI8K|;EB<QzR$(vPmEs#U>?rwGdO!b+oUCP+^amNLx!xJ~mKws#sT3khAo2^^f#4 zh>M;%C4M#!Y`F8hV`!XB(c9dEySoPNB|GYfR@R_#>$kWhDmT71@v z$iab>q2@;Gja56F9_r9IM2qyU%z5QhV0xB2)KQ&-X;6 z%zsf2e7hE0nqTGN$-n=;`q+oz!a9qnc3cYf#E!*8Mv;)U1JXZNreL_~-)pu3DOgBJ zC$Gg7!R0Zd^z&y)s8+?dZAvp1)T$qq3H^xzgG0gv4ue#1zmOl30BLA*WLo$0LKr^H z72dc{O+<}|)|^Ns3ci}#6PPI&2{GRtA6!CPjn6&lm&n)cgtxp_bOoerE>mqSwD%9R2o#xAEfxxc4(O+CM z5k4nU3Z?JkO03?l5nAqUpV$`->GQ>KXCLbY?~PDsiXGEseo52gT0SQu43qI|eMC-~ zdI|m{sddc}qv6+BUwEo>JWl<`_sZv+4HO7^X}By=!6;OY{lA4s9NHwg&a1oQ5;J|_ z@%jcdFW**{JYR}JGIxoiW|4RhcL*1l>BDU?P6wkisTlZAZKk^+2hxN-S-s6BVXeAg z@TO!T(yjSB9xozb3DIz8ReLeKvRBc0Z668${nQBe=kNeBKS9G?J|6n#Esxxsb%jTd zcT};`_;2V0i>UvG74|!)(uYUe;e~xNh0R@LaEvWYi=B&t*f-s*DfGEuCwx}tQ+^3v z3;uMd`EVv&yf_wq{ck$Ze@rGRm{PE>qpk_3Yhf|bxoAp}42Mt3Myqj@z{PVye=hY9 zaepS;+3s4Jo;n;Nyz6TN#&syFsu2>P%Qt;#nUM@d&1dSI%u_&nFOMsOVHgrpbW?@% zsiQ0&2Ci?0GYp4)HqlS;k^Tu*%=4)Vi2~&u*WlH{T3{z_heGo6%HABUF0~ zGo3=ErBBjd>g(aocj>0N-efT3y}s2)wg94LbX?onYO#O$((~&nw7i+$&cD4h9<3z) zyyxvg2`qQ5*OBa_pxP-!Lm7Un07n!O9)(`n5QiN9)aIp@rHP4@#- z9{p8C_bUx-$|e|>Hp=nZbAg{_(kb9f;iA{0_~4`PAD-!+Uf{ki>(K91i0ZSO75D0j zAcnI-iF<24atNgRjC)o?zuGT_LM9iu-^1lO-&c)i^4KUYqKUBOO^U464HA--FT3ek zW@5f!m`!8tWz0<8!Eq%d6Ss~%Rkt+D0lGWA0H^9fj>)87cf1gS-SqEPv_?SwljPqV z_Cyfd;Um+p84Up{b8)sb&a0uaxXN^}1d6`B(AVZ~1=b&2Y+DAjpx}Xui>^Totc+$! zN?19fmPGzY4~-|3-F|bg;Z_8`-g@sK`78nI2A*V{m#9O|=g&Tf9VDV$>HG7n9JD_9 z(dQd1{-t1-CKvg@oCvb%v{W8V$68LDk|=J>L84!DwA45idp&*a%h}73E|$NotGNu> zeYn*{6eD?0JJ?*;I^m(jVN;Pl6SLksQ9+22A#uTzMx&1Udsh*%O_~ zn7wlHxz|Pp8gDk8QY$AQ!CZBg6F)q?Hpq($JO~FI+y-NaR0>Sp7|&a@7EH$+3)A#wx&5r zMxVp@z;#k{l~%`A3$k24C-JPn zbegVse7YnOcz7>woYegw2%F|YP04JOsj=9e{yhv*TJOBGVj|#} zgQw%mm`I3M4WC#!>ISo3FaGPH1cDet&2nPqZ6${5EU@+7%4;t~(z>&VL>yz428LeNH^@Y(YM}b^I;h7h8cQOWZ|t zY~C>IVoq1v;)quZHC~Vy({T9G?H332O7L}CO>a#h&A;I_tr~HpqNm~^p(^QO)aW6X z9_`P^zp~fQ$388_r_yc89A!yRtytm8C=-R8HAl4X%%q^6{Wd9*Wf|NM@Vf5EOoCER z&G{k0GT43LJfFbP3ViR4A?hECvC*DOV#d)1MH%MARu58P#xa3ZQ=AJ@T(b)CD`r@A z-rH1_mx$>HvuftXL&5azM~&_4B-|%3>ma3C27N~+^`{tf;dOJ-V7+z@%I~w-c`)1; zvIO&<-W80;Lk@L*zdIsf|3%+cCwe#BT3ENt)*p!|chF5CD+DE~?b*Xbk|Fbvin)39 zEqF7|?0d`h7DoP2rCb|G!?60Y=8;+tnvP*;d_isix68L2JEfyh?(uHVj=QyxSzd5U zUn(E=HxEB_6w5*SqK?VBUJ|VT+%P?w(2k_vhKy~re9u0f2k&Y=gyDBJzq@rqrTCq@ z$m(!WB_=Kr9$GHcVOc9bw1#KnZ{E%ug72bHUz#XpUs{8k9CFnUJH0@6*FCxq5@9&Y zdSFLupdqGn=&oozO#>hK_7C-HL~NoIZsT#hgN*C*roMIV==7(rPq>E&cU_(NM^1So zTiU@b+t-8fk{HWM?9B{}vG70SCP>@Y8%0HeawLp8V&US&mjX&1{;Xe8wecN0|DcI& z1oVp&1=!}(LF7rM=B4-5pr0i#A+?x*It~^Wlif*B_g+nd2$31hR(D|sG==t&xAaP3E*|nYn$ou>1742fk?|+edZZQu=0@=149MFUd zbcbUeb*4k%_h<4>R6k5zIHmfkJqykYM>t!}RYSPn>1%gNbh;NO9FElydU)emJ;3VM@^$W&Y8-zhr1gg8 zuU+8|?<-5XhrQF+nb}U1g84q`;k7SjuoNZLD%qWYp&CcbJD0MN;xL>TkiY`+Hc6)= zXq@fD17bJ_E%$9RdDx}0CJC=(K0nyLRu6A!#=s+L4OFPSiq)hm1lu#dQ`E3h7};f> zBHEn?XT`>U7*=10u=$J=tV&iGZGQUvdD~(v`Z)ASFeVMSDA1D46H{buB1FL4A*?O*$asL($ji|3l zun|FjXY_IvaIEXJ#OQyz2$0Vrn%0OC)u5$pm2PrUOez zc06n-#>xE0X^aLB&t$0`yn@|ioxq!JS?Cz1dV%C$g55d2;)5O47$IydKF3#t4+JB< z>C+O?#Pimw9_bDq^0W3#ES@P=0nv#9^%}dI7s~Vh+|h@1jyjDq~E6yq?5dxv9eZ*Q4N9IpMPcI zMjF}2s)h(knZAL-S{}G1N=~)WRUR$|cK^5%`GNe?6%! z7dn*uhc@!6A$)l_++Hga10?GVO(arKwX(o7-pvgY&c)7e?5{)3TB5A`WHdCsPWqQ} zf|eVlyDMY!f`oosj;4Ile-g$ln^ui80Lce472E_QW0d-h>$yUL(r<>b8Bv19;&hRD=e1!f=JEF zg@bFfe8H2?!oj97Fu-_x>hfhGaI_98{8Vzs(nBSR{=5{Jz_I`fKN1jlF5YY))?#G$ zh^S6l9uycm24PAgoOr9{Y{#F3+<{kl20HGe?@Y;o!|Pd~`aim+K6-BncO-BhwgZTugYW&Gq<~5NwW4ncv9B z!XwxDZF3t!aHG8Gr-4-r9yt8SuO=V?rJ^ibAgZx-L4Wy12g9nL#P3{YIb zxXUv;7&hc$Qy8}uVs*I5Yo6QLX!VNILgsNXw(sQ%NJ=jTv7L3+eQd6!Xss#MdmCXh`>yGBavfe$86OXq zw1Uc<5Y}_Q{7~I~Dm?I49(W&b&1JMs23sRH2knkR^pZCFD8|+V^_q%JhNFgofh*8st<-;tkou9NO_bGAoSLe#dVO2fDc z_(x?ubyz9|bicsuqW)Ak{ys0hdnpboev?i)vWJ7hg1%PrWCd)>96#y$F9()dLY}Am zD?wJHPC2B_Uk>DYN!lFNfbz~D$((6RIE&d8X3Q2~T3Bzi`qK!4^ZA-`_NKw2|3V(0 zbRcG>k4HaxK!SmeH^I&cQP5)6TH5v%u=Ots|N2EY{JMeHL{8^|tk1krg}Hx08XpT@ugGn#&n&Em02)+Xi;ptXyAdIl)}3v8i`mMe7h_|-3yET zM9!gE9_(0A$c~JmLh1&)g$QkKi1+7lqtj|>aB4lx`02?|e1RTU{<;Ui-tcpLiq++i zcs4AL>r5s@2xhb-aQlLqO3_8q-Y6W%VEo?6S%OLbW-We8Wx;WeOLwE_GQcWQis30x z(La9+@r7S4^wj+BM41viY2z`hA{>k?j)pS4viDIXAT1&?w+h)DsjjbRTZc7dYft<9!?d!!v{4am;l9-V>OjQYF?XaQwL67}9Oj{d!V{b!@N2=neTH5E1W`n0a3B!T>i z%%OGd2G5@nluKh|q{XB`t;Jo z{hA(ODNKQQg|27SJaVM0PL>cZ?Di*;%czT%P%ff z*hy3xE({9AcTN6TIuW$FRrVS4$_F8k*Ub=Qt(Xkj48+;2{5(tuIjO-rl7iCD2JNOZ zO~CtWL_z%=83HtJOB>!w!E0~c|LjjBW9NCBxj}t59PF8W_4eLf{4Yb;GAOJHb%u`` zKRjEHe(?tea(|HFpwpprUE2S}=;)w(fq)JCeYzxYUAYX$IcEQ}pyk1paNyq%LmHko z*>@+BwG74O`@Fu+20_xH(>4_cs2Fm3Z;*a-6j-v9D8)Eiplkl_A^Q9zeAVZiFv>{9 z4+YLc-(1qrsw_(IkZdBlGb|;9%_PCwvYV3*f9o(SJM;r*s6DcJkeLL!BH@1W7lE3Z z0vKE*iie2?;@_KW{!&w6I6_@0Bhl63hmFL3wW&G`zp%pLC6tT2ryj-h9j47^4d(2{ zxl|B7%|zVim5zERd%meT-9iE*+0aQc8}i+|_ip=?4DVfAgx|f3#KK2!Z8iqu;J;t* zd3PNkV#+?=2j#m4yu)(vQx(j0Uf8^O#8|XJma)Wug2g23z_&PxHMXKyyOY+(dE@a?0qG;STTApxguG#%R5k+7vn<*^P zodU({9S4VNi|{{@W30FBOQGTCvurVbcepzL{9njQ4h+=1cz@Nn7VUy08_eEjAeGIa zu`if}x`2kOTak%i4&(=M7B$H0 zG;7AS%^Ur{HFDqhk_88MAC1kS*8$rL-jr{hw7j(0TBu`;4Sp=xn9_;PKef5)WxHW?QxC!?6G*?t$n*@=zSDhJpKBZ zOF9sY+(jvd%Cd<%z) zk|d%bk*H)Pq=EW{uoK+KI;arwr>(SAIFWyAG7~S_@~P0mPnyR*P^qYn8kyuQ48*dK8+^gl#5uWC53&_)^`ZU;I?EKyuU|_7gVa=3*iiJm~>Q)2MiBz>)Q7;VG_H%4l@zq11 z;Ovuw4`KmKg>P+aHtv;-CeHW_#yroov#KeCG*2(DB!PUvL1H3%^&l+5Op!b<4R zQ+gIz82Rk?A)z8aG>c$fEs;>fR+X`;sC|jRK6IP!wnhkCZ`>C3&dVNags%#1Xy;(l z49kE^RRw-e0}sVB`y3k|N=YUTD4Yy?PDv>k2AyGH8lP>{Ur%nAIjuM>P$CaOHobh0iwKiJG7YC=P6gYdm zDPRy%@tgioA#8tL8*uSN6+SX6`DOn*6LxNk4qvW{!{~pDf`NgF_>CdY&(^dKmg17D z7n8}L)^8s2>O&*&x$jlyH0EHU9i_ybp1m7g|zNBsVanlvBvwe65%R^NvYyUkqu7KsLrNF`LW{lT^7bd4m!QtPX?eCV-i1WLu$oaSuC^xiojMyIzCj@?8 zt`^RK;@z^$SEyRxn=r#Y>-l^PH`GY)Sj`93=>N0|>C0ea)%T6}t^a_hJxy`A%@>`8 zbze&rmZ9u%*xu|JkB?QZMqE-Mqaf+4sEfWXHs_U7IXUEjPlJ|J8ZifdT_`9oB<==g zJw9r0tBJfUy^ZU};dBtFeKR#r)X5cTcRsaTbHRU#+b_!zJbBvfs?>1CWEi~~;%I)u z0#+P6rZOT)fWFRyJI2Xa^XpEXR8uM#&s>pXCi3Eq2ZpkwTgpIXx1-{OPApnvD{Mk( zAk1qevko|6()I4^2f??hpdRw$I(Vups#J_zg7rsc4|M5 zJEp=2?}Su`h6_fhi1SW=XhF(oK5Nj2V(9bTwX9~7hTn>`?`57&!;9UjbRGpsn3??D zvsx-0Y%S>yIK21|1yuBgF^deHs?hrJVG8Ur+q8<^BDm6ih0)(v37>)KVwAg6B0LV3 zX$kMnM3w3G^NmzVc&S(a_ZvfjHHLUl_%kcZJujpP##>g7Qh;$c|0_G+NG#}girdKM7wcr^t}`6|Lm;u zBiA7Z#gkL#YdWTmol_t6x5Q)TJC<0Ki*Y2#=&;iX5>AL^b^SM!gZQd{N2F~Y9Iv`B z%Q;*JuS;f^^M7UFq|BSwE;^WR zx$e3tScXF_ZycsOBj8_?q2^2FP~exC778N17jdCe-__kHAeca3l)aIS8$b8=l|GKc zYnioq!Qbuy2Y*alL3$=gC4{rK#umci-8#oD9tY!e-i>QkfBnY~O5>%r; zJ7FVFIZL{F9TpD6dd=_30>jPof(E^r*xE`nC#kE0Gt;48753rUyW$KxbjdJ@B zP%X#Z#(SU`kX7i63Ria6wzVW<|I)+t&mR+!#?3v0K8@)6inL_OEXpI54;Zk$t;L|j z9~c!__hQH1i(za$g)kXddkX&}fuvQl662x|XteyC2IAZkz#sZ7y@LY0Uv~0$1ZASg zZ;q(Pi%Gz$^hCpQZ$6sNhqqAQDFO4RH_DSWy|B2!?KyR5KC*@=}6wjYl}YdRDA0lf;8O-q!#ERzm~qLI(MqvY_HRz>F1 z@2P+`m%|N(%HY>HW5lP&o**pu%Kes7Fr08Cd#=vu!2Gu_ULDb%D8axgb^ELxEcIFs zwj9pK&FSsusp4%hIj2UHB{UfqKh>OGOwNFCVGWWMk@L9`uA5IGpkS){3!M9Q<>KrZ zXUddvIC2K=v}U*#k9Ip>T`)~0xK$Y$>m7kaKlV38>l|j|ey*zA_s$gT&%bfv+RH45zF6_%a{? zUYro#?haPtm8?%fiXrWsm}7!LHq_?MY;QM6#K?Z>cyFOJ$oZu`vK_tt6=Hf}UF-m${)*J%qj(pj+h zv0stmorZL`>^NiT1M$Vv8)avR`A~P~Cm-?HY}8ry4Sx|*hct)%dWC&*U`+aZQ*|oA zwGZ2XyHh4I(j*o<=C43*c?YtOd>MF9EGBA7v!Hh{R`Qa2F|aYI*%^_2K*^FR*LN!e zG}64rjIBs8@u4;0s8$K`?DpS04 zXTs31yEL~^G`jzBpQ1Dwe$T!C^1~w*4KH7CNzS5R!pm|I=gAsa8GnCg zX}SaatyAHk3D9^U)TJP1D&a36EI8wB6qnofNs?u&7K z@~D1K1=?F4XApHtf%n#)_ue@Xyx*D2o!fImu>SQJzc2eOj9549x*Ssb{&jA0N9$pJmTA%+*FnOLwbVzKyaC?;I% zV!Zp^8CGRk)kJm_;!)an&6)ZY@OC^JC~7${KpEN*?^llzigu+xP8x&4Ka0`6&q?SS zR&SlHf?0Y)Z#sk3i5zFx#Gg5WN^#%U57y2%F2kAD$i$-6BJ{1bYT=p;0ejoajw!T(P~qNJ z)uNb!h3jt4;yiV5X=6}A@h^6 zXzE2dd1Cv47oHCzDo|(bu3RyDAgEkqpU+wk1lG#ozp44@p!$_K;fDu9_mksy&r))r zTKvm|(2f9H?t4|f#FvXqL4$(n1_Xz;W%}vp^EB|)JkF6TlMLB^&f<@Mw$+MKh`kU1*A&QT`JeS7 z>6SU>i;B&;#5EJwExeRVd_RKn#Zx!FW@6-2-`p2DJvi^o+0Coq3nhOwE{f6<9J&4b z3G0MPu+)FJ-NzvlUPl{T6PxhEF+G`chL*0dp~8{c@z!#YDdQx_8G$8 zjxo)UBNWK8pxPUdPvm+kf)!~;Yrv*WA3zJ$BYrQ@+Eg&}7 ze6JGPQIp;VxIzkWT*vF-@_Gi0aeG{*CUUeKdyRDay{?0a(SxIEVu@gOpz%{w1L5Cu zH}LG8&jRm~(SwV`xk+y7svE1C6h21f4iD#I{PE=p56j*{@b~q2Unr7Ha9td~tnQ`a zuh*-3PAe&p)NGU8RZejB?;LMYbq2yK%U!4Xi8_6(yLxAEO#{veRDG+^%!Ct%x=$av zS_sU`N^-wH>jvkW-_Y9BBHZUCqBKIfh+#ErHKjbfg;_`0kV141()U~qYxg`PJY`r;EK z`_2c+`jbWw?hJfy^$%|&@=w<_I{p|Ca|5Nxh`g=WdBpQj<_=$NFfPmtbVvOt$A6Iw zF(*znq4z>}-uV7io$6sC>XtEa)(I5hMIZ48h1&TTpccK*_Noc=_`Vm+WnYKc z;j1-=|4zjAb5i3kJma> z=LkP!!vwP3;$hMBhQgpH)5#;@(uARwp>^Q7N9K zfZuu;BK3XJobWXqxF73#{y{cOl5J>pBFT7P=0%{^q#w{bl>VzB_^cH}4RZs>9F#25 z2;zAY1zYEiz1k%Zg5N`cR;klu+&DH5mNd&L`TYm0Wy|8V#^16g^DZJ^RE#j~#!C#HJ%W=Zd zz-;_IvTB-wluGsg!jIRW_#wmM3gmabKUEJ_AxA*e&Q^vV9~0m^}BLZmW*Lgl{B!7r7SPKeFY{ zcRm$ug+5cU9|=R-f!JFxSqJB=ejM9A6pd2q!rv5B{jquJaUj! zsm@f!pj*v2R~}yhQ4dZDJ<<7i^)~ z)Zbw&rwsWAk}tQ@RRLvJ*^CT(B$h1L&Ds?Tq3<81feH0$*b+!QA9;ifw`Q!J-v<%% z&IAuKMjP)w_M!``%7@i-F4?|R2ytX z(<|PkN`d@P{v!|N3sLGPSNeMq5|}b9-Lz?~z>bL3#xdh0FwmTc-eph^{a;O<2t3XL zogW*Cp)YHI9PgOt6&y|Y8hpN=NzZ_W_6?;1VvfUKG4XJfs|Xp|oOxDnmH_LU^DW=Y z1CiCFin04kG46>FGvBDnfWMnchb_PRLYQg%`QT$!a73`;=ul-id`u|(zI1>Lbo;)C ztoOyE&PmF%4EcCGqQ9drzC0FZ-?U{k4ie`itM3tKTPUC@sGuKCTt~`iRxMwkP zzSW11-%=p$-p8mLouT-3rPX~#xdifU5B{Py%!O^6vqz0ANl>4=y|EkBKjevmCe)Ub%vsR4W}wC1l>@1~Dv^m186Z=$ zxI@C(8G@Sr+x)Ivi-mJtCT}G3fT8=fIdfYqMBF5$hH)35sPDx^1-?2wCoQzcE2jk7 zUDcHA{gPl|vfOR{Py>E&;Lrc=SPf+E?7&;+a`DE>q0Hw^N%$bVba#wh2AJ-lvlJ%g zYbyUT%RhgthJ!sh$JWMta3IROAvESLZctt{m+2C9q*b}}1A-g><#yaYXEY94%PSQ_ z4M_NB@Z;n#kt+#RJ9aq!U;*Y!?MsfPR6ykGO|$6RNpN0S{A!$K9Lg40g}?B&1=&}! z=GWcI@p=)}(#t|Je)RXY^|1>?FQsP#C2UoASn2)VWuk7^T&Ui4AfW-aJ!W9KeK#Lc z1`6LqkESBk6aI|;-DG4x*T!Z+_+l#9GFSMNOYt-9kMZj~X)rx^Pv)aSF?{}QH2%qs z;DTHk9hpL-@bH&h=a`8?VBHt?bRs?t3yr2aJqEpC*Q@Dm;wxqFtw3hXz>fqTIwm9E z_GM$j6o=oN#wz4VW?btiD}-LA!QbP=951YyHi<~+q4@cnJ2x%r36GXm%8~#Xhw|8E z^(7rJ!%a6luc;2jieSN9E)wKJP9J&0Qwoo@v@ALQ*5j7ck%>8n2&6I$x|KnAz5Fko zb8X!n4M$Jk@Q|as26k3&UiyrcLH;IZ!TmSM7@%eOU*n%PU`bL8Q$1)2SHE7(S$h)? zsWyl1#H!X~G>siopHB+tO)jw}0dWoxwi{u5R|+QOJ4)EBQ}CS`6&=63CrGw0=%tJ_ z!P%8}OADK&P%v>Uo>?mo;{%CAdQB0=G4Y7KFUukNOow`>4GZv&x})y9uOxKj6VqHt ztb!C$;sp_#3NTt3)R1{i^jY@6$UpUT)X`5LRrk!m@Uir3Vd+V5HZFGXj7A#J(C_^) z!%BDySM+yVMwZ~`uo5Nyi7f0?qI1t0b%d?9pIh2<*-#S}$af|!5){LBHB|YOLb}wG ziwpL0sK?^@Kb8CLc;j?tu(Zoip&geDubIJ2Q?Y8lCXQ*dta^9Jp8&`dZ~k} z3`Iy4+*fOgVc23U4H{m01lR~e@8L&G$MP6e(8Qz~b-xNgnS+j&1qtpp6>zU_MG!v|3bQ>8s zo37i4w?}<0*JozqqaVH|NoVVT(dpak;t%yubN0&b2Rwv#B-&dv_85^bHEo`;SV@9g z3m0yUi{&GWT&l75N<7YOm$vD(kgZBb+Z=I{j{>8uKIeotGLZ zLzW9s0ye*VaGb;cU^$T^=4)eH|FErzKj&($FF)Bar&z4bi_{YxffnA)`^a@f9!M26X%yT*7^(7R0w2 z>keFR!(Qh%d=~Qtz^7GtNWn83%>Uh2ng8hz;^imRvuQHX-1`vaM0GLn{G2x}3rK}M zWkYT%1n)(-ix2KjC&7Oo1Rjmo5p#wiDvlRJ&5$0XzC+ zjEk#sU>I+Pz&_XTk@8>&`k0<4`!NDDZN1`@wh_;>9f!7srhB56p6A1aJE~}>YeJ#A zPRwOfj5t4^tHD_f|kQe-mjP;c zigUed|K%s+_;juomwz!XsWMo=J7RvWZFzbAco63EpNQ6EYJnrgl_?(+iJTD&DMY-0 zgbhcfkcK`5T*m6y+==H-MM%#UQ%xc;FNUmy@fKtAr$6FaZ;LT2!^Q1gNG_f-;NEi& zBaxJ#BHFzx6B#@zvP9X*Fvd9L9I@2|5!x>!%L$+L9~t^TY#T|K%s%5KOmG!V^X|SX z-->Wirb=SB3(@z3l-QkY5%4+puDe%TDqgcCmrb6kEM0x&7MadO?(!&)eLQk!csxP#_uRE``;l7i2uv2%YU8_c4G&YAaAZ0W zn34o+{%{qbfp@^Y4(T{F3#ZCZ(@ln3hdxOkZzb{>Coe7(%uw(!wLG8bKq0KIHE*83 zPxMRs27_)IH{jmqW16gO&G3Hn%qIt8Ui!@0F|7V;4(Oh59g6XcMAn@Q{g<+{@ZKZ) zsVgVyz=J8`!{(qj{LoEK-ea2s8pcm;T5Acf%RD_-u@4D*sHqcQ1_VM~`JkF3eJS4j z+4op=qYgZ`(LK9-BNX$Kx|@w8DA+T+U&4G_5s|acJL2DwiY{4EhUDZr@E=Y-!evbY zYxg|vLp#%8@7)CrmXIhszG!3npp3|Q@eW3ReG~@K1NONpZ)#8_x%XWM@t&0NPkCa_ zZ2`w+Y;r(091OAC5#c_d14nH(+*Ft2AoRxZySm*Z zXyp{ABtay8?0DZF#g&Rb9sEmtMITAWH zg7FsX)W>voS2Wwn-!)Dj2ZDa%hB2vyAV2fFD*JssyvV#$ecvGqEI)8k<^nSze((q1 z8sSweR5h4Yq9c4WiNg8T=0&KXL%zuOG6s&wnhN?fI0K_+&r{=>QZ$^>Cg*ZB!Dndf z%Ti0g+j+D@=U=3ONwy}T>MF-uj1NaAv&zB2%z}kQA_O%Vtb=SUeUL@ieNE?32s(;O zp53-Wg8fw7D{j>H;m!~G*V+d%Fwu@zbgbPHEqKZvMDY9JK>6{^jUz=!b8_x76T1_} zIPFi>Jd=d)7C&Fef9Qh{?>qFX#0oA?B@~%-HbU$5`{xeuRuNo`nnW_;1^g!TX#yFN z@aA-Trh0V}%>HuyEPXW%&z5}%I~9@)m*fhX&xMrZ!=t86ySPHZ%l!$pd3+^O&hYQF z7ZL@dd~xO1OBipQUyZ1v*P`TCpNHe zbR=s={;%r`I<C z6oT|y%^6o4U;N4GRbZy^d27Na^pe-A&Bg6xK%UdS@Ya9ir$2l*&_Warm(S&sPN^R~KefLvuJA0{^jypc{J z_`E&hmmb6n-Q4eq`9Oc+6|Q5Ea726E@3Ctgh|i`-3)g&I64+ukm{-~(*s zn-h0`B;(QXi9E+w#CcMDmb&wgCiWEOl>H>mp>*=!=Ok~Zq1wT)z+li*u zI11))pV(9&`qZ|zeQ*oV^&g?L`^1f0201KXBrt*nj_-sP$DUe5o?;mE-D z{*9IztX1k}(|ts6Pe=bQkCEa**df~b&Cg`eu82x4Abgn4tp}~L<%ryqXKhs&DH$G? z__Rb(=p$#PxsGq%H0uu2*N*!@%=y zAgCYI^PhhqR_>+`F~8P|vBl-o_rtPqo)bNseNV%E+ixFVy$y$5+zPfz*E}$f!BG0C zWGdD!^j37z6eG=#Q?Ho0DQNxVB7LVt1#s=V;(17<73Azve4n!VV!?rxtTU3qga@&1 z^;HPrEA@NVH_MU&v!cfn`|c%!>W;@xZM5y+Yi&_$|MO_DSsS8BxSS1BJnL4cg@VCd2Hw#sKTKhB832w7jE`L2c5Ih27Q|3Nb!!c*-(|`XG{}Vcc$ulbX zpwTat)cr>VaueQ2-F*=YX}rg-$!(DFg{Z8Z&e5zpraet5d>~w=Wc7s_Z ze(|tPovR~&vmB?m+qy@26QK5bqB-wGC0s1qF=MJl#>>(Z4<6Fof-&lgJ&rj zq`lam2*(qW4mU-`;J1s&pF>aNtx`?Yo!XsH$AdyI5+~Otm>2sjKjN^RgOGIjjuPolgbu^bqT)&Bu^^haWB3)MLOXJJrMO z9^kzGXs(o@1qB73t4==+f)GInkNB94^IPE#>C5%- z`^yE>QD9f#u$WyIyze_PKSAWl>zkzH<9U;?@Tu#tdwLUGN|`XHJSBWzmiA}(ZZtrn z1=E#r#OPW-;k^l3XBZGRZHO!WIMwAdzlzA3@q!%zPNRVU(3wxu&o z;!!x?#^{^znhaiXb1v!H6f8RUdLY<15nfj0Du1N9P4rO|#NGZRLxI5#mzB{#9Om?H zSM`wt6&d+{&4erXAfP44-N^&K8C^QMEhY_5xTJ|i6VIVfG`vpx?BcPbw6&6_(i7Se z!b4)W^upPniXi0A-Yw6&%j=9EaPMBI(jb$ zZjh?eW;wjz+JF1fw@H`d<}DN2khkfC=jiaaEh}Qb$&a+`fc!QznApm0cPd z{HBoYn_f3d>?LtOGH^HjA<^gYG=F?VD;-2Let4=<72|_Y`7;)Ep&)9hhM znB{4>NEKy@x=wm^UoD8eM}33v?Pl~p|5GzC5qveT2{5iogB1! z#aDX4u>@)iQmzCk7s7yu;8eI#4Jlr_IVqFZ45hJFyD(L$pWw_@SNCgiB%p@VgKu9-OYv>sj^Y{=RW%cJfDWZG{>i=o&EWs9<4-c zGN}rw?T6L%ID@d_8p}f)g0K1hxAm>3cLp94X!AZhMfjF&sD7%7HNsHsOL=2r&XuH? zz9`+9hDO(~za^)qz}#I0OMc@0kayXZ>2P-${v7$sN42L4TmAo*sr;(L{5NCw-`dmx z*Zg-u)BUY**?UYaYcU)6HY)CARuq63r}av$8__?qagFI6&Vb-T<*q2|D7Yj+GQPYo z3KwscUUu-Uf>Y;i9ZH%2NUBT=DB(TbR%c%fj+i}28Z;)wLZDQPbd*IfSSzFCj0o;;6C1SVzvI~2&ku9t=hqEKaG z5(P>#?bvfL39f8-`W>scz*>>Bz7;u*aG*{1bzx*C7XJ(Hpl(XVk4^X9#+ML#cEnA) zbd`yDxK1DA=ck#lGP}In-X<1)vgy!qCkEren6Pu{>v8y6ocWo?olxlInaV%lP=*nV zDm(Is9CC_)HN|2*19fbkl?nzpz^f~cN!8m@k?G2v;9Ja@z`TExb0onZkLh)9g}sdh z?)<{@0)$6Ee(wG$dm4K%K6Bqy*E}1%ZZ#}Kj*@{JT%PLOOTi(%l|yWsNzki*@rPAv zJ=$H=Jf-p@4XfHco=O(vA}z1uuQaMc)E#`VPt3d#p8NSf+}v`*gv>jPf#1U6w0AKD zZxut&pDr1(r)kK$b=l_5BZ5EsP5KIGjC z_S;X?bg$k;>9ne#ReUnV>~#n*#gCZ_yL+MR1<@WMpCl|d zqVyZb5INnN*XOp}E3vRb`LZVAUyL`aQu*>P2D~F89jO+HIkbcJc#py1UWbNce|u>E8DqB>YNFcAuhdpXJLg}_aNN&+5TT_Q&TA@Ra)4vq#;czY> zRglot>eZEpv|*qp@2JMfQ;f`u_pLANCh|^sVm;->WIXCt@-wY~@Ld{yQ1dqnfq_w) zV-doa;W=Hhm^`uX&b;D5ZPr~P_iQj2v-r;s#^QGUH(X2f#SL2n_m`#+p0w}OgVR}P z*Kp=b!kJR&(sL`T;ZH}?r%slyctgOmY|m-d7quAoTulCAa~Nb%qHKhk$>{v+;`vjd zzL?(XoAuL@0<`-DT?aiYq4(0lYU0Tn7`o>D_-Hc)s}71~tM9DBloqi$`<_;U<34in zl};|vcRZ>Sus;d@{!pi`&rN_byFb=idM)w5B> zgjalVXl;QDK{LzHb~{5KsMWBe%_zPYAsbr8?TE!Wc_OKB8L?UCE1_^=SxgAH>T zoo8h_#f3f`WG6T{2d&0eI#QuS=)P%=`;H>nk-CsHR77_c}x*1LKOKFjnr7c^soUh-V4$2~mCC9dP;(6u|Q=uU$%w$7b7-sbxs zwua?Bjv}~~J-G)v^)>RaiFG$COC}k}VY6ggKVnbC;mBoip?dVyY&VaLcE^H{E9XwW zsY715%MQcD`G!4zzMOj^4hyY%1rNP9gS^0VMe4f=&yrhI(cbI0x;OE@r( zvpxN4mJj}4*p9pu%EajqX&aG&Bsf>iYVUnB9u~Wc@;*EZ!K0C{at{dK!Oj_NElpA* zTJHG1PwJ8{^iDMg$Db_6{lS)^?*o!y=OvjRy>8VY{&%K8JTL(SjrY12-ED`RAs5dm z+k1gY=jT6)qug-t7s++b{1zx2GZJW6%>}BRs+Ruw?x6fUcF$FRGIUUGXg~SsiJP5% z?QbSq;P6Xd^)c^K{P&+jz{I0s=;R+#NIsQ~!8H~v-i}3hBj%$358MCw(Vq?``8nVv zwfIMPAQKh!zmH$I9F94CmR+?mNf1cNgM=XpjyT@zQhbpIdKH0>t`OeJ(ehfI3>y+e zop-CFV@|{%h47vG8Ovai>t?cVq${6AcOi`C$e{YQQ?BKOk%+YH$##L?6k;;SydZA>%nt zop1eN@PzHuC5_!RX!vg3@P^HV%)q#inOHOl53USse_k7czk>os6o|eeyW7cXOO+t_ zQG7ppBO)FC9+)}rxJ>NhQ5YX(e~@O``bc8-Vi@#QXLse<7vplu{kg%< z);OY>_E{sY6f(qSE>^6SLr2Jkr@D$cXt!?kUlyqZ_D;KUO)rARzs-0PQ*RiK)yWUo7l-UTbmi7Q#C+mWli?WQg;@D` zzB2bLF^6d5kUAe;4hGSp;pJV0xV>-LiB6f=i=%C-@lYla={U5#mJUY)FGG9wwbDB9 z^A9sOf*cSxHH{f;PD5q7bD;}<8KCz(bujS+R4x{D)*lG3kl0?G~d^GWuuKCSvBQIG13*3Rz+V*fZ!B`ZGE}9 zaHigd1MED}=$gfJh^ITgj_Tc)u1LZ7I8DV7{aonzj7>G0|zlqQkiTshSYN2bQfLkH8*S~AaBY)3KZWDY-W(``fd5}TP* zkD8D@a#@k@l^w9%f0TdaQ2;(N@H#$E_ySwUVq}dKolrK$edqV5QSf9*Bbb@kyEM)) zWwFgH9Y-!*oo7(3L_7QD`NJtr@J-2&ahrP%E{({hnm=$woi|^Pz6%J!jFKpmz9;SA z@t3uXc4roRdDb`G!4!y&GXZAgHAUEwWmT%*PVnfbhZ&{=8qmZZYLmDKPjrbU^;U@^ z>Qi1B+;b~|0Pb}3wH+0)I96iir{Q45y;OEN=k!n&UI6O=H^ya5V__xJw z&-ynCBR496vV_3YtzYYIqxbzXQwhmFwC73htKoi0DHS{{$4b&%9Y0YwnMM0s{2@5ATlJTX zmXe}Dk|OP93oKNtXbvmGL=8*%J8pVkG>4MJoPd4AzdW&c;JB6Gy^MB;rX`7E+>B z7;b)eD`H^U1qT`xU3J^EQDk4<;f3`uXpJ|&)izv0@QxBu<@*W|7(*Wh=H#Q%!NwCC zycB3r)*R{~_IG|9S$jUeHxfdYf6}xLc*2D-w!X}eBHXj4EAg3B3(QtUvYl2@Xcn`{ z@+zegEnL1>vj0Etb4iYA`EUkm-DfRoxm=3LU(}0#84z<;-G60~mSq4op86Zbl~5Nm zL-&@t0-PTirwVX3psda2Z;po%_+dy_CFUIkLHed{gH}0A244udcftzBD-N)kKFUR2 zuJ00M&hE&`*QIswXg&@Ph`&2_ED00~MA8$Pl2Iau%(v4p7yB)4IL%L`68ku5cE)%U zd&}~9>Q4R(#2=%qm05a8fF5a_k->#v)W^U2j;On{N(X+nMqGu4uB1u(@^rZF^~Vyz z{DG#w^eVZp7%B}W>EcZb@dNKaYB%+K9QBrvZ5ky(Mc0o~oiYj>O6wA7h^)o$+71i` zc_|PWK7RL^W+Lz(qz*1iB!Q}I+8lGf6Ih+Ove-v>BL7=6R~Za#fF5q!VVfEXF7@&` z|9Tb=mR(xk?`|u`e=`zu`Dt}{^!wo&{*hRaiGF*%icalDyI~9W5 zasA9L_j0g)e!=YO8VT38lJ8|x5xfKK+-hL92ZWbBS{T%Ag5ME`SH5^BBc(^_=H)h` zZXe@nZ;vU&nw<6`iiSDfw9_DQ(&oZRuGj2CMBYon{cq&a>lwhJ8F=hqMgykm7EkRu zL~#8&G1q4)S)jMP`^#o+B`}}Zr&hT^f)xqMx)ECiKD zN^-{fo~R|BV(Jk5MdU^2BZTe@t>ptt^UZaqli?6hqjkYLfC4JpZauakxE$?%q4Iw^ z<*>EAvnROrK1Qw3Ne>czyWo)zf+Otjy$df^ z8hYx1Px#0lSE)o?;%8U5P?m+a*)|n^zt+QN;o2sg$w4Uo_uosS{9J$Z_r6$78Y~n05MASVtE;l$VYQL6f@lCtB@Ek^-A{yvzgwCMpB3Wz!dO@r z!IAeDzD{x?d@?h`A|rkC#dw3>W6Ahm3^8x~DDug$4E=~@Alx2yNb+X>oxG+GpAVnk zx-XH9N`L#Kj$jUy|J?jf`om4QR3C3D@HGvTJi8>@)T+TgEr!oJl-P$Yc{UZF*J7Y3 z_49ExH-c+8JeW=FJNN&untq)w8s7TN2lW#D_ravq{l8d=y`e7;_{Am`Ao=#(rUYv# z@VNVz%F-8Noa2iOYRyJ448ALK)}P1)WSBTwpYlNYsrGTcE4eslbMa7zCBb{JU-#Rh zCvt3c+2xn+7QnuL{S!``(crvdLuF-zrlP=)N187GARILakKiM52$ioZvde$9UD4TjcB0uc>Pp&An0|A##$Yy zz}6$x`}y)hF)8Bkc75ew;NY5_n6WLyhTazTdPy5>ynT&tts)IAznD_qK1soL)BR(! zOmWa*E@Hcf@T&@bNo=K@iGtlyuCq|3>G8-FvAPSxys4B_#n&t9)o6v%{4Pp_TVcjUoo9?si`y3;Yl zySw}F0SfN;aQG(y;Q_P2pv0B33W8T3ig@+I5U({E_ zdy&Pyl>Tz)uY9-H$}$gX`JUJMC5WNcg@5;y_Z7qT;^^F<6h$<)(Tty5C`R|2!&#mE zDR3fhK2DLCUnibl)pvCFhTd;`W1Id*(Ruh|;kHq{l#sI0l=%x;sYr@kp{S6Vt%!_l zNwW9ed#}gddxS2eB9yd^BuZ9=L`l8(`v>&Vhv&KP>ps^x-=pgf0%AX=Zd1tp#L2I| zU{ViCag0k;P=}jeFX@Rlx1jft+p=n=gco({<;BgXqHzo7eeTS|#dv}}{J6ThFqq%# z&;2=84%Mfezvpm;VrQ4-Z_Gan`bv57=QB+)-;0i~kmQAQ*vty5Nq>~Q2!+zfM0n|M zMb?_GC4%;w-S$?sp15$X=k!j}Uv*Zq&HODd$pJ~++kUXO7~O6P(N8z|15f_-40`rD zXtNs?WSy+S-vb`P*DmIvqP<1>`v2dDUrdhR%OvnS_FH`6Mhbpq&QMuZ@kRcv4u40+ z1F*@pK0Ib~BKi(f_o(HTp@8=XI^x~J^oobA8uo+-B0!ON9A1X2)W73@Ym)Qpl-8rD zAEEHMy@lIQItj%4!p=nROhDybm!IvR@kfTauY-YMx=5QEU{NX_i5?3w&UTD<;JGT( ztKxDGq+;9i>*BR)%=pnh>eJ?jE9Yi8*4K+c?#p!b>C2IDX7ks6W6~#Xxv;y$sLBF8 z#sc2FZg4>Ek*a)k(kpHI?s$5IaR7+i)V|_E{M@s-hSDidQ=mYU`l#0r3WVQy_8`r# z2#2GpPJeLA#9u;-!V{%VSm!HmSW_R0!cl)+S*#s_x?JPi{_oXbyfyX9^mr+7@k0Bb zlt`!$ve(ZaGeZYnKRce-2-sz-y0!aMDeC=wf54*J2L&fqT(2xqz??cyiESzsRB}o! z|2t9xJTE#bJ=L&e>#ue^29gPZgle&)CH*94 zoey=ar333!a!0DCKb)D2j5aSMI@BeF{2;ni!r62GtFt!^Ha_((*NeJ=_Qi!WLu5{V zh)Np^yD1p4!O-u)QH>)v_a!*RSKtflXMw-+yz%0$Ahu_l3*f~vTS+~Q4gSg5Yi+rz z1r@fpo`t;)0Iz1{a~x}l(8_yt*S?fQ7*ZbK*rZ$mQB?%BNSwZ3r}q#7`3C0y9JznPu>*Nx{%a7B-+#XP%dXUGl$uIz&hCY&jnMAjlVH%nLpam)-`AqINHT9l|LPHF42OD~0#Tx~_AN za#3T&hn;ALStDBir{49FV z$ar5k>VLR9{p3^)ir?qG8(-sy+jfq0uSe#>{5jSyYW#OWIVh#9;zb?^wZ7Bs8>YaQ zJ+$3+?xg<|i_;wsCt?uY&u6@P#;BY$8ZyR6_O(*a8`gwfAS%XX8zb>Gdl;OWQZ|c2 z>-ewSN57_{n1pD`KuR=NUx?;jr^|-tPfzc0c|~$vUxG674q9W|^~C?q_9vs1l{#Io zLn{2BEn$^kzJ)SReAI77R%8D+jy0({Pt;UWEQxpEcN1p@x1i+0sPl5W_VkaiIWzkU3s!oLvqEgdu4vKEYVfoⅅ;Ha5B>G0<(Mo*c z;8FN|Fbnr-K91%hbM1IyXWLskSLl(FWv^xp2IWU7!G+iAKyGiXvAcW~m}_k_H*I&r z&|(+$HHgdse)cQAMP5_QF`k59cDkZN zC!h|m4mlsU8@mN}#jeepK63+S1?f?0YJa>hlvY_=NcahQG@Ul%#Fy@qoaYfH17FsC zN2UTx&SBnKdOc`2wzVw0Q z&Np1A|GdA5a-qEsHKsJ-_J-4+vt+N5X?^SR{R0%tPr5=eEx)JA zdORfmQs}tiS_3wnn>W0kC&1}w&P%i4qkniMEMXx=JzWeyKh$G zmSfw`7F!eEgYVY0W}*wNF8}E0zg+>e7g@$nuoAuS%k`+94#I)Abcp@b91660q37)+ zg771)OT9(76G}(gNmNVag76WS_OC^rkbB$sus!i@?76Te)^sotESR{w_D-h)iHNtg zyOqMfLkb;2TqXD|^s8<8mTY`>z_;zAKpEuf4gS+RoBax{9-mc zUu1R_fy2iGbwOXMfl9hbbLL|ZINwOCyTP0e=aMq~4$1gKU0&9sml;`D8T{>r$fiK} zZ}itTmjKc)Kjj0z8&W{hle_;y2H|rAy>HW~ufz87z;A(C$&i$5qr2nud2sB%yuqY! z_jCrqrp}iy+yj0<8>QddQ4NXS*?b1+`L~xoo4ocs?D1`<||BiwwoDoIwYCX5uj5 zpQOUs-K-YL9Z8@d8s-zomj-SbaVI?GV}aXr*Be?kH@waB=Fh}+XJq*FP*ox} z7x}WZn7BkDfxj;_V2q{?soJ+!FZ>|AtDSqKX$7h1_+a`pX#8Y(&!!-r0;hqoQD%X9@Jw63oI>7fj}^}87^D-<=dVbyG`VcJ z;;mlPLww{VQqLTpjk}>PT-bTFr2rm%u11n4EH9L);9@w?M1*k-?@4i)XP@dw_*l#FIYsTL<-^K{P5S3$8p&C zDbFqHbu1`aO0>@&bHb0_qcXuaYBA|*h!lTsE_~Fq8FkDk1=iicW}7N~K=6|9E7zHD ztWem$uqVeGudQrZy_Ay=|1HEQuJ)+Ht_u-6qEZRREuy3Nd1eAKDf^c!>9!$zrB2gg z{V~`fOL?0oMe@d*>+d?6q(D|?+4(LE167vn1g?ofxMJ!c*%*Ec&t!}gc6%jEWvosXf8vYh8#k`&6z~pUy`wabI_;5el3y5(y}Kl#II0LTA1n&jEW$ zo7q6S7W^V{_tyyNNyy)F?Dc2ji>35GKYqc{56t;K==)N~z$+#<3H|mk3=*}YsR%2F z6S}>LTEB1NR>S49om)asOz4^)vq2($=ouYJ{um1zb1t5ecdH;dM&ehpN(QR@xV~k8 z#~iP!idrY5SY>1V7*LBX6Gcf9IznWX$ zrZJ1cr}!@;y@FVyf?o*^Grk>oMpFZc;R<2rihZCicx^YiBk=Ljn@p@xNl1^E&UyDm zLe`#-G1J_H$B__l#P?x1zBPJGSPh|&w|dRM_EHw`3unu?KdA-zbbE!X#OD(!d(Q82 zTNN-#=qG9IC3D)JyvE@(6(BG$HP|O!03wvX&Vj+Hs8(PssWKdcO#QvHLgYQHbg(F< zebO2J9Vyu@Es_W&XH!NsoMZ7MyjND z=}Y|N|A902sl!{~(!k#EgqdV;ddwZlezFK9z5iVCd18WV3?BAO8@>>goAF-qjy$?A zNYZDK-bLxB3yK25&8QG8Lv`g}EtK39$Qs%nh35M`>Me!~(f^o-6=xpdS+4rLJ~9xE zzs8sq-#D8f{k^MSn~GzQrJg4BT3{jA(bhixV=>e-|UKSjw637gg}G^Zj?_ z<#5#gRV%uUDFTdi_K69Y$U~!yS7pngM3A~4-|5^_3Z)4{`a@M|P-MH~vQtR~yjl=p zzWekpWKJ%3O8SOC^Ekt=tf^37o!@xbpq&J@boQUT%Y&fAYwWA&4Z=xgc>9-SMLy)lfMy0Y?@xzr;5d(v|g%~i+M0EwQ_a* zrvvcqHuQ;+3x>hg`-ArclAunMxPDD*ap7yn-zQH@;EUVu$A5jZV2+(H)H|>kZm?}l zT_btb3Cp3ANfmKmMSXKISS1l<1{EF}5Z_rugr~}={6(~QzlW+;o^ah>H<=$z&WA^w z49AV0GIR{m)`U+PfhAIrQQ-{}32E#g`bhT?4hR|NGLvyAq4HUySIuPzTx? z+s-bNT>YW=fz3A@0x)Af$4~!o0e-qu#&b142?hC^vNKn+@%|~+zjq9L5qe&l8r;e! z`Ujuyk-;)>Oq}1u$aJ}&s?Iv>4<)^bs=K+Rl?~B-lwpAJqF*}W|UvB zamGD#Qkx`2tzd4)vyqM?p!7WR!3XBs&ML|KqWX!mFZouh;g*%e zm*1qnv8I6OCC57lq-`oc{L!@#?p%qMx0-N5uh~59{;mX)uinqN_A!a@FCNFLe&~c6 zj}vuUT7BVe1Bxx4VWwRCrr zR5tD}r`1@Xj)jZi@jA|{X=rz6sbzVs1sMikR4Q{v;*&b-TB_$sXrR7rv0XL+<=W4g zm@gLq*X%h9rXz01a6X^X{2~%IKQ)k;F0H_$D%v{&lXI~3Oz+4ua$fsHh*%nN`@_nD zfr2Bs?~TG)#E;u$1LxwHk4HcfB>uCRbIL5nLo>GV-3tkLKy3NgyE+HB#~Z`W-b;KZ z)5$BD;)Qr}dM%~!vlG1Ms^`tNtAj7s_GE+|NJFPx&O;gTDX{q^72Dgl=~xm-@BA@| zaJGYU+tfcPmX;JyIKt&S zxvLO0PF=fU!|sC_%};-?s@mYfe4M9hhYkGdE-v{Vv9w+l_p-AN839202mA?N(dtfrMUT{~xxYrJ& ze{|2AR{6sg*~<}Y|M#n=7Y@WlhGPM>klNZ_7ih4I=2KIN1vdZXa}G&S7{WbrQP3M`y`(xOZB|1lm> z1%_#7Y;hh>4bv<|fqM_-vn%AW?=tV;;%Y98eV3LfC36RBp>3~nSR80q>G5$=IiPUd zqV_$CGqfdF{B#b_0o$lG<2$lh@G2pG#40BWKA`ryiNsVKuoXLhbgvZjD={^U(*@wt zxNjZ^lX)p+#e-oo3PtH}^DkV91p&UnP^E=jjJ$49_{p;hel`j^RSXlJqa6Jvx+r_t zBk1;)M#>wgZEwFS$_l|{A&u~y%Y`5$mbpEplJGX^)VdFr7XjTfhMt0E;%8Ox$tpff z&Wr!{+DST=K=*+}=bW@=Y~ysGpE^MLr+N2(bL&op<9nuFmM@dPcNT|Z;Xpm?Rf<~Y zrLMwFKBEG5kAl!P(A<6LT@CD|=(#KXz7GGS_bk*8#(>P%<9bLqyS67~8~Q)#gXpaO zx+85SPDk_)cDGcZiO%ipkBzyI`7upr;%gQ#^SeAT5{!bX^0qCf=F_1)WxMZ?V-DOD z_;H-$Zw_3)^R3P15aG|Tck#|f#lRJhy*y@m>}!d^5#_r-+DeiLQ6e z{WFWMGpJYwCH3tGKgrmDq${^K@{z^le?1=BU`sgPEb6RWoS%H0({aIKy zE86oYr3BBI{%VXiwT736V>Hg6uY@EjwP*UGe!#jqQ{~Z@04a1o^fxSt|I}qY=uF>j z_`Gv(!z$B7{QQ^JTWGWqs$VDZ3KMRD!Sb%G5Ax*qoVWC#Vxt5fe~-B?I-3ud6+J4S za0P;HBg>(``Xq0!g}lqz6x@h62))&w3m!Q?nZ~b`;6T_(@qo~5Xml9n>iH53uLcmv!C2H;6qW!kAsW`y*V5o3hrf~q*-!5BrVLqn6hqH*i61?xN1@X3v({zaa=evR zU&3ir2V0K2c$`TzgFcGrk4>woDAcegj7&q==*p_%5aI)l9E%f_YlUz%{i$YvS~%|7 z9O5zBu7`eQ=d>;O)v&~urSRY@3z%w@iR)_2L28!xtR4J0*fVXR+SgW$L!F&(n&yr1 z7-vP2veYSzu#tA-G$1|U?qkD>gg4aLrM3OfB{Se@dgV~4Sc1lzyD$2t<>MFeAKZ@Y z)=D_d~6nMth9)4=V>KF zK1)7SRh39&GDqQEHR<;T)Ak^@pTyD>cR>i{xy3 zpGy~|q4M72QTFDAU^>s(E%T-XgpT%awq}e6&f}MbzKEX(MN_vL!uQ*I3ZxbGb7yS18wLJutGV7eSzTJ~?Oke(ebR@zxjqc}*E6=>XG zCp?LT?xOp&DX2zU?G!?|09U`=+c(_l4*xaTROO0Oa5m;t?PUjRP#k~J$Qe%FA9uK) z4_$~wzOPsIJ*iFtNlJYgw-3qdE$b}bv`K*R8cPT5rg%JZcB7_d-Ue#lx|qL_iU-!& z{92`t>9{=tFK~&b!3me}^(EPI&_Ay0ra*Wh&c8l4i(bfvPB_3RO#E!L%boNdsg>k> zagP3d#~qSbjc9nTWx%#`mfM9E)8K>qVS${mcz8-3d+?NEF0+$0dO^6Aw2>#r-Q6Ji?<29)6{6QUejJpR z^uzbeLbap2lF{%Oi@=we07Z5mWzA+m)r)B^a8eO z$!leje&=7l<~%tU(J1ah`P6|jSgGyN>+;OSH&)4EdGGE)d=o$0o8e%H71{0?F&qMp zS1s4>43h7G)bXSv*KWf6Y`TceUJaBLK4&U;y%^i55)z9=v+>06d#md9e5`QV-JQ&u z4!>PIHexwzkh@-tnu^>;j*IMtnC1*W z2e%~xjo9Yo^UC4y#HKFYFFU!$M`jKs) zLIhG>^!oKQFBocTEU3B$-0)Zb;pg9P(&a0FSDh-CzS~T3Q8z@-VUp(7v(eqh`#z$ zdvo{I5PV?i{=l9i6mE4bk=D2bv=RFz_PWjxbOJ)}^;LO7u#4>&TW>6|J1XU~s)yr? zSVz_&A2QE-R`z`k%fTnb^uG=C1Hh6!dQ?4?_|m5txHi2fd8j6f&pG7h2vBppGTWDq zx@sX*3&bbP8x&mHUm1&M-gidtbgYBvOUFFe)xw}jcgM{|qH_zp;w$e;DT5u`ns?K? zx?;Uy{Hzm48h-7LtXmOHL+?oK!!PHvap}p6ro&8xXJW>^WLsQ_6xQ7%LER1@^LH?7 zIXoVE9H<9BOBUlf87)ix3QL@e81J1WxgH_uf8a6fj{#mjwAK$v-`n)M$&}f_tEVw$z{mBirhP=P{3y{5@lpU4N-gM|tDF0jTo``kPii+TWaa2 zZV(?!e|1hc+by6<`=H-gripEF&N50WqzC=G&@0QRJdm^wy!uX{5_PoEsqbnI9NY9F zcj9(7?4ox*pOEDSHbSXmg~$8>$2<5fJo3SlQeOYEw+5}Yyu7b+iXC@LUZn0*t-!o# z2Av)z!o$yd`Ih@{9Zam`ZWUdK#Vsc!s=Difk)J!%aDluRRJQ4cbFzn^T-dixw}4^@ z<@*)pOmvKii7OX6Ywdw~JD-Q_PG{h%H>crX$-u{#(ozq8D~4Ch+CD~as^P-dWNRwY zU$vwE@leFEXgC_K{xP0#@%~YDe)76l1|2k^C-n*6YA%I2LId#5b z*DCghr?PoHcdnJ=4ax!Y(A*+ysgt&{d0UQNk4Nu*aE!r*Rvx{YiZ$8mYxex6n`WRzH!oXr= z9qNex9lh(V0RiPAb2ORtFkgJ_m^bV+wY0>;5`}(DiVGRtCsmQ4DORGSm8ehJu<7G;`i{g57 z9zS{Vka_0OvakTjv%2}5wspCWhr5iccwVOCLFvmK@3V7Y!P!@H@@^@r2#g62ovlJD z{h)iQg9#vh;liPS53$IzCtH0!k8t>=Y1I0(9AWz#Ct{Z^M3=Ac&)gSJ!zeD@E!m1!v8e+oF%(LH-BQ?5Elcfb-4;rTtSR4`L~} zE1Bfx=I(E6KJYFMZVoIerF%6%EbA+qfz*q5;5S!vq^rTyrj0sP;Us*q)Do;AM*8gOQx`mi z3P6f2oOP3|CyF|KKA>1~8DhLAzD062kUqtGVK7jGol_&Tk4-{QltbXGlWz*t91+y* z)+;1^D>Khk#Nu%{pEg&yCmBbQ@_SuWlVK0vq{1y>Ur^BtI1o-_4lfT5elf7ifjXI| zE#`*g4fgxc`Um*OO-vAW@_|A$-vbk}6~?HBBPn*?+JkfA}Uc%&dponHRu< zNUTI(w=ayunaY*e)C|Ik^LZPA{H&;W$RdOlOB=e*n;d(2UPx@Joivg z8Q83}M;AIOFyAU_lR;AsnmFOO;wzzsf<&E&G)c z-xDsY+`nB93GeaL?-?eGLy36i?#AyE-uamKL*6LArvQ(%+dFqtmqLYw6qW0tYGk*~ z?x0^T#XX&Ja(fl6;B;?p>3~cC_DKs+Oa9F#J=U3X*Fsw1hQMs6!qE^gJYi{=QxJ~o zibbzJlb)6JImX>r#7_l{7pStvN#t9{cUxy}o!*~fQ@X5q%CCjx56y>a`)X{Sog zV!TZafeg(RkTEaU$Fdv_dTlXgH1%XJrDNgty(bjtYz?TLiwZE_yv#@7jR}5eqyBLu z)(SQKL}n8jwUNoc<1Ot0l5g~8W;S~gkMC6f`p2wff$Eoz{j!9^vfj|I82p-oci1+| zJ>FY}ra2Ca+EM=CrLlgd*}@NdcVvtRipHQTomuGA%PjEmRxz9ji-t2A`FSgbzQE$V zRs8LvDB_R3Lw9=06iqVqY^~l9f1c1pMtor|B#s^E*xg@;njY;pm_se_ZrlFalX(?z zw@`aVcuywK&F=~DWK+k=tiWcoEq-9u>fU#?G6W~-;@@~V#sjt5S?R*NS#UCKy|cz?Ppx}^Q2N>3}?G}d%6U( zz2>f*UyA_+wVRzzSCZfiwYU3ptRCK+ba)FzzTmKn{)`%L6%5r}rwbtauMCMQvFc+a zhw`p-Xsp8>u1w1H?LJxszt%g2DN#l+xK-z+u4e&=tqA_*)*<{N-R+7^^Jy5f5vcY2 zN)*oL_oP;C&cn5+=K=Bea&S`lR73*tL)=i+biI7d7v%+w7s~GIgY(XJRfZn7Fjmv} zfrMNJ_Ir7qlG;~~BAQvB?8@_D*YM1dQ>6FqzgO=ITeA|;bM=C!w3a6xKgRHc!kUY> zRZjM`-OhlxR!gNklLYLy-nepwu?YD%hj%~pNk`SNZJwtuRpT+oMO&8(IoPM%W-ljP zhI>|W!w!0+;e=%t0QmJBa zm@I_uLmy>69le1CqA&Y--P4hcma~q$^Y8(+)BwG15MKNfcw}MF2Tjh59;&1B0sG38 z=&<|o#4nkZu|7X<%9}+Hc$@^y0pKrBC|hcS5F zU>CP*0eSy0_^xmMKys)5dc6&ns z8HIFsP?Yna?X?H!J3stU`8NkM#dQ9QkEKABzWe6AHGz0=iQ>4RU5a_S@8@>5`Cv|g z8Rd{@A}qWYjF=*N#QcHp<7)@=F?CJxt&?>LO1j!n0&VkP@LQ-`VGVhYZn`$YRGy39 z{Vu!{`5XtEUPS2xM;4=n)ef%JGGD@%5EkTr8VBpl48aTiMPQtGpq6#o2#kwQn(tBf z$AWt?qoEr7a7fAL+x~Sm^c_??G&yq-?x0K($a4CTByQIvIv_!+U{G^0%b1N__?|8~mTS9yw zI|KL{Z<1ci)(?gIZlcaQ?`>`SDA?1`9ptNV9W)nnEF;(aaG*NQv;3zoUY47Pdi$pU zM$hVbu3lCGR~3nzzJgRZ!_Tp_^qRbb8y-q1hup^J4XZ~~4(DLHjhXAgM^zxHBlqz; z$pxkT%RI$On?ZE;R`)@|drZ#GI_POZ_+QCOJKmCcEvBh{=H7u=c$cfSQ#-C0sszHD zWr97B4W!a1izBh@f$ROtOI2ub{DsbFiYE?-YPFk(_`)tJm)FY=%}5_!V=C^Vz_Y=O z%2F!QzqxHIOA^^*)K3?u1zgR;qoJo6?_MG2vAyD%3r2S_>1q2R1M5VPct0Z}b2=3C zKPT~tbavwPsD{e2HNE+YP4i3$*z`7^xk$et%tQaa5J@AHs?9iR1 z@#XM)C7kJ4QVH6OFuc9`sUGY{6qmRIV_~i#f@RMxPoTO|kam%#8r_!8pF21khTHL? zW3u`s^zq}5wTz6$zSREvlJ~MvQuvqZ4)Tr);NH&g5#Ph#_{g641O903%xUD@(+tPyf9nVGr-JxS2dnYw4A`Z+>52T6WO#qTmbu%> z3GPLt_$#g^f~@7Qz(uP9>@C-C+)s4hQKwUO2|tdXP!6*xgl%6v*BXstaAk&V-CVl_=tTcrIQ=&h=09A>Qs%D5 z5O>efXc-fDuyHWhdiXXxKTv))|4uC$WIT2j6U%{n?osc0OH$yk<0<(ZiW8ih56Zo; z&k0ks4-Wd=$Usp+i)O`xv8Y3>r=!;zOZdOBMuoxpI5Z@1UG#h!$}4}>9%BnZ3Azw0 zZ%F{_JtNz!XUN{iP3z(JgG9&tVwrR1kuM$z6xSZTnU9{~-NZu{2e$8L-C+ec%>pw<;cfid~h_*jx^;ox(&OEk}WV+|OgN zj&9I*-ax{%J|2Y9U;MsK`UZA&=ysV!Uc;$x#zPHpv3R9dhAeM{W1gHzWJ_}#*`NuK&_&m^LA$!pB#L=n#9 z?Af;yWN&*jL6l~%2S}-&yUgBp5Kr+*>bsU-$D;SoUZcGi4jwuYlPZ*89sUU$$TctHReeB`d-DfbDMRqG7&vs%G=>*Ch_-VSXJ9pg~H?!wawHz zHQ+h=?{ce5EuPxul%&$@hX&3~I)X-dc+b6dUG+sK+*H0%!=|4Frtgj|8xud9c1?9k zJ>iYj6dYsiWhevf$9y&~vvcu+&WQ$F8ymc`U6xJlYzoLi^Xn!u*PT|@ZuopBkn~>v z4Ci&OfsWl@^8VhWK;P`7s<5OF^tDk_T?x2}jw3b)ihCoG%V_S#7=1LZjospn+CuX6 z&B2_O!tp@G-_ge5Pz!6u9(->u2f+~kwF4Zv@kqa8?*o~G*^u$#-~u;aK8lP@7cChG! z*C!lsjPC6wTZddc{hxg9C z8$ay#=EKTz!IHFV3VgDff2z!s3tAdf7nX(WAw+sm^7o5;Fut)#x;&^B%@562oi?)s zqZ-4T0U^m)EVm&>%SifSy-bbO6pFF>JXPRF1xws@(ZsY*qyj$Yt1&%3Lf!#(^#4SZ zQsCa?rm0`{_8@a!Xf*vxC}vIV@p@oJ`cIFuv@Fp@;H}9@#g2q>;?wb-pgkH78?jfk zm?vsc>Or24uUsCawA_wfK1;zD@!ND_ij$%5p*uV4Xbf!I7tl1!5RKRO^oUFlU(dg~ z!qRvi3TWSbrGLx00L3q+=tv8a{&(Al@^VcXc>c7ix(AV6%?+;fwN~XS#SP&@& z>C$^Yzq`~xVcK}Tn@BkH%nk0p)+~toe_y6OY)W(?)8qPOH===ic=^cdm=p|)N~DPO zorBJ2DO7GdV&T@;oM&(4Nba&$@l@wp9;W4LZW_@lfm|`kXy1^#uxiz?O_umGDQ0~! z{&#CZw#HgVygCD!Ke;olG*qDfc{`0C?1cYK$GGg`k_WFhlIq%?-iCHFXH9R5Dww&x zWqQLY1!OqG7S5h3g`KL_?yr|UklpA;5qGyMKGk_}I#ZUsOAG@>85Q%8cXJsF59xcj zFS?)Icwadd53~reo(jat??dK=zDXbz`XhI*DDmf>tKO0nmXBsMA1rOg1F=+;_htCw zOo*J|(LMRP2;ZO&=@SV>%hJ)c-`yn`LgU<3OY03QzABSRMbVg%|Bu3CmkGQ4n-YHW z#G`7bRm}k5Yfr^5BvVtxqc!iMB%@I$2Pk61@M|wH!Qac|I&Kasd*&L}j{ zJkeoU;C^TD{Psh^_><+*K0C`)*k{%D4(|J-_+*>rFnb9Y2YfBg)5`+hnUSZ9rR1LX zd8RI3lLV39U0I@E+(CJr$De55+TxdyyyDea9UNJca^XcvFFc49feR3Lqr0XwZN)4V!ouB8$aqQ9Nt6Q%|%dZmRz$aZSLD za2KTA%C1o0>s1^3DDwR)xi=(q|7Ho8CeR;SC%nqnS2pNm^r9iaYKr{;Llhb|Hc5+6 z>S1TkXTDQbWtep|wkZ2+9{4jp3}&%z16fJqf^%oGK%-=Dm6DYn@a~Ae7H8~(&u{(8 zP@Aa20A{(VLWN*Fx##*)k!K~)EpC=FP9VB!O+s}Ue?0Ch8DDI1h{216oG}hz+SpOk z&&MT9@&*rzX|hc!k4M#+6s174|N|}ydO2#Id3HkN{l54Et={PH1 zih>qVU2IwkBqz1<#NnMgRH!q^`WjXsrNWX$W+5MxhBew=yiCFH_X{PPex#tLZ;_Tr zR~8=hjy$W}nniqHjuO}1iy-j*@hee|IjC&3FX7#;Bs@A(X4%_h1W&3)qS@KVKKJwC zM8RtrxPC9DH<861Oy&DW!+4`G{BPV7^-aatm3*jC$fp@!Dycn;eOLk2hhKS(ZFR>4 zI)__wlbH~BE^{$jJF*Vs~!0Pudl`A$5osY@JIE>Yx#Le<8=g$#c)X8@57Z7P z6)NRCoNTtdni~`g44QktoF=)Dlj5zJVv;0(ao;N?HX#TPoQd^Y^(lj4@kE({_o&8cb-;z9i?&P&g z9)TzuWI4#Rndn?5#Q}KIkfzhS49P}z#6A0X%2KMjjwGQr##rdx% z?lby(;m}uE9l_d4?2wI2Z;uOtfxd|e?#G0?8nb`@K80%7bS6mLo+A>TnnrSOs>=qA zg7J6pgySZ}5mNOsC=gvo-9nUvJmA;%qQ~A=*;rN7wfB|`d0#%S#H%eqgv*mxKT2B- zCLd=1KCsV)EYFRgnXRR;*_wV$Zax?y3;*6#tBQjgl_6eR4fF8Xk#94L)jaN^3yS0)&RU?k17SA*gpgHo^YgYs?Y(1sT743)Rw5PsuNGIT- z93DwAlPHvJS6s_~UxF1Lz4OOpa!|LbXZ$evJul`Ta6Liv@988iL5GP%_^o2OB}1SP zzxhub)eVnAktjP}?dt*19XO&G!R|x)1^1gVF1v#As8Qvw?9J#zz@NPV%XXH;hDE|IZ^y%!pw<6N^cmcMTIrKMGaq4tgqA zO^jsTkW|sm$1$5j4HCi`Fw?o}O2-y}+mDTKZ{L%HRPQPIB~(P8y?4AX+av)rV}idJ z6{q6c#gT}&m$I>hJzc|R!xb#%RL;xT*r9v;+P<)7IfTy=*djET0#DD%+tiMco+vSm zP1Va0*nPt!lHpY%bk%)XZY6p^^1Zk)nXyRhKDV;3d{Z*q59l_a7l}bD&KsS&yv3kp zeqZNvurowOlvxhl2qFBKK3&!1MliEk+&mlOiHA1*F{qmJM&G0BnNQ`3kEyM0Ur}cx z)bEQpeYTzgSC8I2V1JbG3e?kX{WPIK-PMj_6`SkOzOy&|3oQwOMbfd%T};7y`4r~L z%cSRP)0P9v@>R&@aeEM+RU$9rw{0KujZyvUoD55yK3YG1@b70D=|>c5=#gNL!#S~6 zPPNxk;L)EqcLOa#@w$)RWLiop>c8rA8rxZofyYWKRF$JJGS#GG@sT8E7Vzh8mbXB* zA?hpbU7PS13-9^)$^>Bd<;s}hPJt^cqq{jv%Yk2@B1oOF7><3zBeSRDU@iHDv*?aA zwEeZuR82+*;Yy6X563+JQw{AEuTGXHO#96uJnPY>9ZcFJco zrDE5rKWF|}2I#+w;@m1%1T2dh|IrEMp#n#4gWWXgqcPg4HnCho^wIWxZ_X5=dv+^r z^hO~ZJpJc9W8PW3e90*Zl|9j4czQVEst^3S?R#}THy0D0M?Jajl!dnecH+AK~sCZwv6x z1vHh@+%4?~e;TXD)mR+Cu3Y$d2~Rp~v<-?~A{;ALRzr!H@jOgcmisJpxdvw=9&Rt& z8GxIdSHm^9lVI(M8k-zbIGj6nk5iKLkUWn(d1$j-3F&9v^6iI99sJ(HYIJYV7e9Nx zIY~n}g7N!w!)f>kucWQft&sSm#f`r2tSO5H!Lj|CVdGgiHeDoPpHL42yU=wP4dMDd z8&tB7_Jr=wvF-^40XSfnInyS71=dt3L3=4A-*>au*Kku1j#hEym;2fRgQ4t7lfMmK z<=>i2N6x46aQz(Rk`(khG3wNy6ptH>HFK{0N+h>1`?}*=J-A)`6U;hF<|AfDkNrFH z!Q3}G@I^Y=BhtY}C)xM3&>y^Hn@jfKZtLnCjugn{ytf*7AR1JXR5@1;IO7Mk`YBaM zXSDkibUb4t4w||95pyXJGbdQo)gJ^`N>ctu(Rqhc{l0OWvPzUyS{fuOEfS&I9+kdG zX2VYQ-m=La=h*8Ud+%M`Xeccs(UJ;DMrbR3&+q@PtE;Qe`Fx(|zTfZHE4}A=7I-LX z?z#||4%VF<9_x2y!%~W}Tt=rfY>T7{{!e+uw6(Vz9%k}MIy_d)klW*w%%sp%`)+7$cg^?{G<}TRG;?c3<`rs!$<@%cgD$PC$xJ8}jt^j(hz5s^ z7Thx;a<#RrtvpaOgmQJ*Ca;;KXKU=J&j^a zD5lCb`uBKFt^lqMx%_%S_|r=BO0q}3QSrBBq?h~}I&3!zq&>J@ ziaR@1o}S!Of^RS6o41^fBf0%>N86Pa; zjy&va7?+I+Ai2WZZDKcAai9w$BD8ZFB&my^ME z<;t}6-EwrgbBQhG&;jgzNxQanJ{o4Z)EG`X1i@*!!q^tyN|dTE^6_l8M;>?Xs#W$R zjM(z`kJsiJw7mMldxJ^{hy?96-uEdQZy(-#A7}YWC zPTCeX_96_^r+s?XML1D0h7x||nHanAvhtla8l){*IK2PrgKNc8`%$10(wjniCVxht z%bnc#04X_Crr#EBJe7(LXI9q!Gb~1Vrnn{};)C+8h&&Kr;eyRuR*PDEsknK59nWX7 zkNYyOxkj7png09GRr*q#+O<6KQbe!E?KX>qRJ`Xx&xCOu@aQ5z9U@p>Ra> zchZC71<<1`_n%201%I7t-))l)X>2!eYcCCULu;QG$@~x zPC#VnxcMij4yzX)vYkrI#+h@s4sfFlTC>hkFC_Zl-d*M6YA5Z0kG{BTGiMI22=a_i z=mwxg^?-A4LOKjBN#68aEXF5deukS`A~8QfZ=9F-9qy>?ezm`;9`MeB$>+=pbQ=wA zc-)_a?^Mh$ycWpDcVTtwMT@<#iOXuTETsfe<6>C_`uqs*>Th#`Xc1JKNvWN*r~%5R zEm9RBP7o_AFTd?k2{OgylruO-0{xP=#aYiHTv%E2i@&@AFDw1eleT()h>fG;d1N;sPP~@_)|yibs=0AE4=nYy$GfI6%HqP z(O@ovts{#$4<73%u36Jih>LBZp}ZX>aJt}%${tJy;|~$fAMVXZ%gdG>D72|riUziOXC-!0{9$6y(b8Yl7igyWciqGDQSpxT{gXk20iQ3BSg(;D0pRk)~>t^ z82Wa6%N_1gG<~snOhf`y?(k`<=Zn#h_tavzaR2vsAL+mSN@_nJz+@im! zK$fjf_}zJv;IQ-eo54LtP z>cTt_Kl<6cRCJEOQqJ%FA6y$AJw9z=)n&|LE&h$yi?2B!WQw6=-T&6VZe3n!JH^dHEia1?e@N? z5LdHigC|a8;nV>?>;A+rRQ&#VPc_FL#P6|O%NwfEy5eJ!NOUmTtb87g$*q9t<*6N3 z2NLlZyRXE08Eg2(|KQsYmlN2ty}aDSQ$zmzWaYm*Rq)8l?^XQm>+nsUHg0(@6>WP{ z#5X19IYG}Yt|6GgP8%R!cfTK<+Bpv08 zU+va0j6fe3R%^ds{va=I_t}O#r{5}kZG%3>U_`l^)tj12o#sla5 zoghtg-~O4VP-rgAb~KKqp`P;55d$CMuTnqB|86V}o~_mvy(b=nMcNIHARa&X;>u4i zzEq5EwTeRBR}!&nV;_j;gEDa+O`mUtpQSU=l@O?mEpThSzNoe#i6Xe zM!67U4#=FlA-VRiGn&Cl@z<;v7_j-hcSxOrq9cETFZrax(PGhy`y-riN9{3}343So zPGo9(DUgPpUp@Q78xnBnX6>mEACg1PddcEc7LVC_6WW2iH&J+TLiPRDTkvJ+%7pvI zI81r$ntA0v;y>36^0j+Sav!#PB(nFXp~>9Y1dG#kkm`6a(%j7t{~Kbz_DMP%LUS&^ z6OYKl&F3CYo~4z8TTS-EyOxD$ao`1?^Dp8*YYsi^$6Sm7+w4a_*=Ip1|9{q1pNhc8 z-6b|XDH%V>|H$)|v%#%&ZuM-%LMR$zEt1sEL%;U%)h(Yg-~waxg&L>=H@-IEpB$y& ztmV^N^PL7!2QHoV;?F^^6_x!z2`5M0%ZSO_fC}u195uhJ={UM3=ziO#XjEHz=WQMm z4pzSI|5&{;(c@q=t1|I2*M3O9wtO@XT75Iii~D`>>2j3FC^?@TFV*b(pjZ!^xen*? zlYVa4^7Fn+f5Y)meTb8>rvg=PXX3)y2H@di=cs=ZMR*xg;i`o5y6)1h zfwI?W@Lbx>{q95s#A)b#8T3kqL#oyjJNO8HBI{f-@4ssJYj9&so3RGJ^k&uH%c=yu zgA3bZQVLM*>RalteFoN;JX4PdNya<#Yb#T?N5cEP3*RbbLZBdc!+%?~%hAUzwIg6I zAAaId9A7Gjw?TEypq`)or8fxp?GD*NJk!1c-Q=(i-epj&!=_lwEECM$>DD zKgX5Ag*|R`%HBL+^vvm7VJnAYpSnMplm2_nK=HWwH`04P;Bs(!Z3b%DJlm4ZX95w5 z3tL9txWYv7UE64KZfBL)pIXpdnF#Xw;V%S;wtJuXV8tZp#DSJT98(x2>9lo@A zV(K631>yC?<929j|4>*yNd2R@B#$`2^D$4muERFy1X1;3V@dG(<-pF>>KlZEU&2=R z*at#tS!PW2Yw_m=@%$gI6jV9-r?s*<0rd3d*n3F7Xw&G~F8y_d!09)lnyOn2FY!a6 zvwk6nF0mX?culxx$4#9b+3UzYhi8wGXf~|v{M0{7a$2L7+kE$JxQ^Xd{2xAr1Y{TI zUgWfH0(KtprrN0@5PLJBq)fOJCVSR6cIx@Ua6L&a%_rd2UprHhGfcPgyW zKL4yuBo20Q#IL?F&4pfPRrY%^VZi?TU2X3)xi237C?efLL$_OZ^$S&#Vc0c`an3OX zC&z2f1<-RqFi~JBH?RgR8Ws)rY@nh~WEiisW-#sG$_mXqmvbwA6J~!gk=65YmRlbQDH!r1TDOTW#Z5N)M z_6>v8)t+}0&FMGGMN_e8~&5-0ScHWLNCf|)C8@Ct)k~zVriJ=g#tO9sF9$&f;MhCmbu$C0P zTs-+(e(=JHTG-BzKlJY<9siZ-lxVpSzS_U@WoF*lAP`*=zK!Jd-mkJ`lv1Km^P+W> zRF4IOxZe9#DoaPT$^HIGRc1i)F!x*rNMCvRSg@>DIGkEI%=a=ei1c@cLtAxfAiDkO z+CvAZB$r^IayL8+QnE_cDTI<D20M;CJG7TuWj%x(V<_wZ-Xfje@|`v7mghz zornH&p@YHGK5@Hmb$H;^8y77TviEEx*Rv&G44?VJ`h7AC3$G>cu&_m9!JeyaycP|h zvvMw8XVe3^4+}|lZ>vG6tgbMLNzyY*x;7qVR1Pg)Mwy?Tq=Tcl1S^A8J&GP{WxDT8 z$Bw_L_H<)!RAc5C4evM!r?{i-S@svf^|PN&Ot`vY>6NRLjbllekiK(;rjiHpzjoV> zll^qJ%I;H2W;w_$y6JeCjwci(1v7uzQ;JtpXIPIUk^Z@EL0I=?Qz&$DJ@SMz7J`;d z!=gVDZW7yIS>CWa*gSnz*fMAVHm?MlC#A@|WdDI}t&_!YV|O8Vl6lsK9Fx8vPSUe5 z{NPzZa@if>pI_?}PmO!XIY#mKp{TdKqrAb<3j?T{&+YoJkvTcJtVQ^OPH^=OnS+HW zyfaK%{A?*sz2F;IHZ8-;7Povlx^!_a%kwIaY7qPll+x3FmjX3iQE_^4CD{5zMN(!p z1!vqjj~PsbK_6UK3Sv$~`xg;kWLnc;dQYDcBkvWE30i%1a9bUo@s|C2R!#+!9^R6S zlDY)4rwiIUhr%#R&hM45NFwwK)+q9LCgW_lX|7624eAeRESnOJ`sio-LnUH2A@WJ? zDM{kpy(!iwZL})_n&ff3G(R6k)W;+PttL8tjk}YKsvFK>d1${6L>z zD4$VQ-y^&w-0-#^#8xDHBilw;zg6+_zrY;KJ+#Iq zs{1T>EQOmht!qOiwo8|!WXkX#e|qla`ewYkBs01~JXw-+dIA1gk#Neae=cMtpUm-p zeC72@$HhRt)qb%ov@bX*JVw4>4+T{grj%nK>f7UqFU2mnKjB69y+4(3to`{nC*nnL z8@J7!+CYK2dZWgXNU}HkdLlI~mv}v?c4k9_BR!E{=o?%~g}i~)Y;Cd^l4{KuS+ARd zyJ8jO?gYo+Vd=)YUZ-q4r5Yynh2&g7=7~jMV*to+dwe_Si9On!v%Bp6hYHUM7?PYz zi{Y?~W@1+k9j{wW2aZgV`(t9;%KmE+P{i7#w&l!&(5r#=d#J{4**SGx95B)YBnKm|b!;o7;O0IL^cz&AaPku}R znk^QMm%2p&yUQ_~P>-9)7W1uX@oX(RP{vvYnWOORam$y7U+2NjZ%x5lCQ`xZ^yzVD z(jQm$_^(AIC>!=lDl@F*Oo6|Oad+(I$o|%?bVl_d9V`4LxQ^EsLGkVE4^&zqJk6`; z-z@2j7k5Z-thqqEfT702MvZAG@WVl?=6)9NogeKqU!lU>wK%mxYr^-o{mMP+6buTM z+Zn$bcA(XnE&Wjr1rXI5uw*w_j4GVW%=%Ajh)2;v!?dFU53x4fyF>b!KeR-XyS|fs zmbLMjv6Vt(nKHTC^*I-mJ?^;tjG)8a(C29-*9!6A(+kh1ILg5xPW7&nRuN{^4efL| zO~Grb69?~nh{I%O$*6`t(%a)vDHD56`k60P6oaDuF!BD)cq54nkZZG*$oW)+)X=L+ zZ$bm{$9Ntx zm1TG>*H**tSveej`)%g_rzBLn_>L!Rmj}o%E#GNW%0Sw;>m1)rieP^M!;{R6W*Bvj zo}x_TfaB<^Z!dK!u&0;$DPh0}x?;lh|B`*6+((Z$27kgJbLo;z#O)mTzV`O2sWjoH z+cPZ5J<){$i*Y^OqsbWcyo#siR|v2gI{!SU(+w}m`L`S=^ZH8rqEw+xmDr?ir8TBr z4JnL^d0aj95WeZo!}2KNhh*eC7VQv-M~q&aVvPw#f1@oT0;HE50w+H%9abUv0Zy|# z<$65xf;n__lH_6Jy3FDdoMGg(LM8PP4KzPH3t#RtfY!6tH)~$jL4Vfr!Gin}JkYk> zGFg%ZUAhzDesu+q{)E3GNGB3!UORuQ%?^QDhbXS)ICZ4Q{mYB&r-P;pyMGM>@!EBr zJKje8O2^*Y8>|^ihq^j$kCj__z<+eKQzE7YH?~ZaJBm>8_|)K`jPPu%`Tg}^$A>%^ zQ1IO3NP0#C1F~P`3QFO}EgRETvOoR0q);O{B3E(`}L$xJofzOtwW}8>c3l8-x&wvzJ4c_ z9Yz%}J}LJn`)nL0xVH8+zoCKh!nOyyLnHBtrQzW%*#VHdcG}xwHV9C5lVZkHF$~fx z7SA7YL6exGeYWnTzjAO`?wMaKdJ8~rXLcG~HRoXcyD{(EOGZY$xu-D!w;p*}Ojz#?hA4db$t8{Qg6z;sJZ>vp#sT>PfD)ww?qTRd6Uyp19rYbK#%iq(XJbL{Mb zsc8w?-{`Cyta1beh3v*jdKNyAynu6|HSm1#&c=6#onftcvQzg(f3O>3V&VBf_84vx zo2Ta7!KyLk3$I%^K52cv%_lY%#h*82{xYTEiG}5MvxhD?rRFH~kx~h@Tkq-$KMDbr z8Hv4HuV-T~Q#y~9cnV6rGxj}A8S_gbTrxU?&bBlI2YO+KH6eeP|lteOvQY`MNR_n|jzkt&N3R?2wAt+4^ z?rSu#$N8gCBS9ZCA^%^jQ`8PR{^_Og+%R^c{lP~DNvcp65nr3yb0Hha#o2~WPOWODGSL( z?R_pY@X(Xw$8p`Iz|c`HpSf6y@BZko z{h00tPN4}8y}FBmYmb50vQrWc$ZmdcXJZ{YALF>lOd^n~{_ zubxtrOT{m@wn|se_~OFnt#ylYqz`@23J(k$c#qX@Xa>jI6VnA1 z$#7Ka#Bc9=_Ne<@)8PEAVsvDinw|Vxj1HsXRhkWna7(8>_`xFaM-MUiR0w6`8$0KR zi{xJL_QB!#s7?yl{cvJwerAZL?{p<9?jZiRxOms!;(1U~c@-xn5FCluHGk4NzOY=)w-mGflSe=b6~`LK|CBWyeQeJaI0XZo`H5+)tf;r2OF1k|j(ZYMa158OIb?-=37 zu(hZRjgxbb)UDYjb>?h{3FPmKS*V4S9E)`abrNCjeUg(cr2voBNPCW{k{&oqfKXIE zjpSlGIPV%&!?j4AuT23I%#VE*_+q94+R|j+uUzrR(8p_o+t2cXQfX104|6cgePPd6 z%ca09{rBUg%S+G?8Di^i(%dlA6r-F^4Xi!8|CYUX4J6&Szj9<$rSB}@yFlTjk z^fc-HSEN1V(t>z+ElQQ-c|^RwT1U9+d*fiOy?x-q^sGJbg`;+~ckFMl7Bhxpgk);$yhzd!6PdCrpvc9CIis^aOu zDp?+!A?Xi`TxS9~o2l^e)nTy^$r@ZZ`Xs%@ArW02xC|;3wDHHq1%=VZVvx>wGdaRi z2d5;@+t=$8zjCgpI}^zn8F6#Zo{%EEGbsj}!D%1d^!87G&_lu#ZJRfHJ`@Ri9xPhZ z9qOPZOH(V;G8^Lz-)ok;5O3ntL8a6^gsXG&(VG|4Ow?XIeU>UuLrHPVbp>Z=pyPk_ za-N!tZQokf{HEvPhx&!@;g|~(Tix4Vw56hN`HL$-j4>b-b=v7)ax&QL zT~Jj#m5F}u6_vBnGhpX|T8WE)b6{fZQ0oseKbjsF*x;6xg7ojDp@%wjNKZ@Ob%x~8 zf^EbTIWPDl<*V+`u9*;2HGKa^-m3uY%|~*UH)Nr1y|e4$sZdN(5SieZR6B}w zlD}{8cu6_o{&}z4+!Lci@~16?Yt-ZicdgAXS-M+;l?C@-FC7}b_Ga82s+SHTf)mB= z-VI>0Va*V6jpNhaZy}ZzE)dru$nCpK_GkPGzg9Pgg7?s^P5(Xa6caJSNMz$Vta?FN+>+I2tRtY3O`C;A1sCrcS zbf)>coEvIX1j>AjO9umY-`Gvz3b@}WDe;Vs6HM1w$vVrX!H{OhU%4F-Anp`9A?)XZ zjCbzM7vA>+Gb+2*?H8paza`bnJzoejzeLWyWk>{v+c%au2ChJ>lhtOI`WjH1?_ty~ z%Yv;wbapEn!cmSdk}FzMhOya7Z+d2{VP~F5^7h~9I3(8l!-FjWW4*a}b7p)%Wvfx; zlRP>c8I>Pho=kBIV0)aYm46`!!vfW(ABx35wf;|+gFcnO-Ev#`l3g(r zuADlu^F=V8;M-Q;L~_>$EM0}oU0hHuC*tjZF6s z?@LZaWoggvF<69WZZqB8Se%ddZtp1haWjJS;S0iFxLbn%=dHUU&c(nh#v-HRf5}{3 zLI0L-138~w9q$-qEr5qc5f(1Qd*XShEMA}dE_}Bxm8(gnfp_$ql?Q}}p(5`??L3i@B8q?0+O9F97iJH1SNUKA4o{E3PbM0`Yx2n;+AsFfwkJ)SQAU?9B<@TU$ zMJTnW^Lk!O7_=L`)@ytdiZ4h1J{f>m=&s^DC$CL%-K%GB{7y=MJ~wyjdhuL1_?S)U zepn5PwY`aX4uw<8yY&)5D!^ zSbJls-K;DT1=2ZRx!*AZ!}8D*^KKN9BRgwjN_@?adK+DaPFvtnZ{WXSx>QY$6eSR)^~7u(~$K90fMomz)7Nq+CVg;0X#lQ<05 z<(Q)=6ywJ?Vq;r2Qt%L?vcCuTqNtM=w|N&G_r04+67QqHp$OK(8^Za359y{?orpiF zB>bFLSs7;M&Mm}ltij(qgNG#3^6>ukGgkXQrh}+1mDT%ZG#pXYX7GJMg)60QH@yV1 z;h!YmY0YzmIR05cXLD#VC=Q&kZg>y_gE3=Ym#m7>aNX;+Mx zUq9J?oW{+%0&DV007?psK~1O_qwPU2~j zmEv5E^ss=K#a?!XeY36S5jT-pi^6^=?r7%kV?qa1k6u`lqmmGK@ zAJe;SFD11E!NOOehcfy!bV-^qVHFRC?yUoL;*%I=5EA+GQ8$y_q}$o(1`LpsFLBuk60XF$Pu zdcwX0s6RjHUe=h7kz(9^XQgi%g1rs`moBEdVNp8INtq!E*c?_{b@|qe9yiX+4c;ccurv3wFH^{O zCil3@Y4%!p<2+Q|mqYeq4%aF7$MQhu23MuPU;(zsJ^2&4YKa!Tkv_77S9JfgM{>7@ z8@`Ke(2=S270ddCRLtc3@XSp(30SoX zlnh7HVS1&TWvj0yn)v&!UL<@)>*MZL6Nw3McuRanT23w8w0iemp}A_zaqg4#<1{(^6#<{ z$+@VCEKt1~T_|bZ^YYUF%PTa-9kyyvYe0 zyG=KLlF2 zHBp6N?c%*9;05|Wi`B_VNcyYZ_Jw6su@Sr-}ko|r%SSKBSTs`fD z`Uhnrl}VqUJ-OX^Q#RqEhOUes`c{h0Z)#Fr+$3{R&MQwwYO7$r={ft8f&`rLJ@S$C z=+N)kQRjVg`nc-`v!D-0El&Q}TXexX4KueHS=W)Cs=O#4i)nl_gg*^ziPf*eSC9Aa zSk%t|5n9=+jze`|q@gEW5LgPUUE5zOkbcEl<9Az0UndDo^Xk9n|{5Z7|I!?q%TP&4=j0VeFwWl=f zzNSw5I!yR4es^@!29qI3Eyp2fgo;+|CVoTHVXuI;q%V} zR|_%Hq1uM8FaeKD#{M0i$j3K^HvP%uy{&ph!PVeb1Z;LK(#vQkc_3Qh`}-{vSPAt$ zbHKd;>&2U%j_Kv2m4Tb0jzKWteq zzUP~t$*6cn)7Fyoyv4#-8t%&8gjId|k2hqF-^`)8S+y}0+!O`0OJ5e_rN0j>*&UkE z*!SqGz=a5eO>&N|YDKtovSh%v$sC;62cGb0rou7*@W>`z8iYMsy*zp6Hkv)vmOt+6 z4O5=yF6kajfKi^P)E{}4AR^$y%)2KGTit~o1+kmsLC#B&J68RmwSV=_)5|5Ov66K4 zJXM>Z-YkXD3F9pywdgv`{A`HEybit`4)VMueJVg+Lfq2`kza z&beZ3#Sez@fDmBN6&2LEmV(MjkE0tz3L!zVyeXc{NrejcW{HH6_o>0p1cjr83SAoR%RsL`Q|cuA+WXWy@6yww>UwPrAmJZGFXUqvaz|6EIgwncDb zk6pgwx?GHzX5U)HQjNO{O9C`3FMzJH!s)n~>u86~`3XiL&^5=ZP_G_}hFiiGHS69q2LjeAYTq+z?ptWov; zczE$!BPcX75sj-+L?kT-_ayY>TCcUjf8*4g@8Ay1&O zwglH{X5XJWQx0FI`yW2CZ-P~cbqxIE`P%Q+BTV6TL9P6b%bto5~Q*MR*(On?HJbUh-=e#60-(cc)(-WS#xfU;6qi zJQI`R+Eiab=7k-b{@YptiI<8jEy=v@W_(G)LR=VH{7`+F&t?Mj(nYUxDpsIVrXHzz zA{>XDQyud-+|bpyBV1#cqHA&q{*JT`pp?; zL|L48EBqnvQM`{W;a-`a*_ym>Z!A=^{rf^UBYX8v0sS2w0eEQRA*(;X3()e(ix;_e zCFq-XXtw=V81Y!sMmTqsVY<*JrrYL$SRr?0)bd0k%6Bv0H7TS++7&;SRjojH%=6Lc z@mV^0T`FTcq?v*84>BDN9}C0wcCFw6I~wxp+b=z`r^E4kY9myQOk8uRp!V|pJdp9} zG!5JqkIx%BOysR=VP&)Qx|~ufI9?mf;=EXjeC!|VH-$$)zqogF>xUw^oE|t_NvR@z zLbhD_<0nCF$}2d!ib^;L-%94k)-d1C-ZY>zj`M1t{jRQpD@TzK(8=+Ld{Y~(5rE)AH< z$DESi4;=qHi)&Qo7H+EN;|9|!$e3z}{u>(um5&ubXK#M0Z(uesKeE?OVdDJZ5qX)A{S&trY@dvprE+;9;;2N&d5-5-Ybgq246X?(z@B|v8yQmp1NN!@}ACG zdS9FcD;qZ779%}5?dt~=Cx#NyGWGS;n-h`PpF?rh{E~(;1E>Ct8>WG2aE5B&yLg!N z4m#)lwip|FKQsMV*9QObU#$>Vaw7eQOTIeO^?0BAUCV8*8nnsjZll@JaXCBhLd2yymmT;yl?VSw-RqoGM zH9zEHqRXvR-H{sP{HT_=Lo^FiT;8_{k>6d5x@olB80o|Os5vWBrvXZ?YZ`8SE+svs zl0yOv+0e1|!_O|AeE1uGusuOHA8&f^Xz3dX#-sd8_LoO!xHp({qy60+)K$3uG3ZPq zMg(cIuRK2w*5X@cN}1z;;!k&&-bcYFcYd(3J6Pi9DoK^`|89b$^T~FnyXMGjDEU!? zu>>rxwK42@y$8n?tW^)2+Q8-Ifj^_cB=1(qXYy9A0k$uFuV!049%W-lbArd&BaxZbnr($YEMSuMMY_b+K@OdXD6&la?1F>r#>VFHMW5pYT9;oZEJ+ zsTi+vog^1H8oGu}Ds457gdPE!@z3KFkkHV1e$JNUv4^AGQ?A$HYNqLMKx-h3e7#xJ z{;vqX8tG9s?^8#vhs(hRx`YqURnazlFdskPpD{?C493}6$8*k|#7|~Yb5yT04UgsU z>@D*t#Us#-J2SXU7X)CCx0ga+gL8^rNS7zCtf7qXPt_9 zU6+4WMAu`iMB%4EVbbT&>b;k0>Vr<1A0PQAmcqFa>489vbf^{E9T;U(1BH9FLjRl0 zhBa@U8Pf>o^i1$ik^71+5Ijfy`QSb2-zj&&Nt;BBsl6D*CPwb*PkeSQr(VFZAzH~_ z!E_91;61h`paySwm%nw)F@jq{F&iaIonc8kjNRx-2F~*5ZTDXYLahLZ?|7U~{vWsG zxkZFQ!P|UuTds0sd!naaGMEd;9A~8&^N8;{O0a8dST3>%%x9^uFUE|2DXMwIdv*84 zTw7aNBt$y(lDHAt+PjJkSNGEyJ12g|Q7og~*jl8PBE!?S~8?)On zi*QI@IVq5Hj6q!e35(1e*dl5Rb)XSW>>6@9%Z5Kz0fvg?yyiM8UD5a59QCgBKV2tK4^a}4^Oj_PHewXX zd@>;iL_B;*GpSsqE+C^wW4d+?kQ3T7^9&DA5BwP{e(;_wPHE^MF zD_dH8HoUyJcJphobZ8miGecTO`(zMR<-3}r9x~y(1867H!I15gj8Y8^!!%0&9-|szZ=|5`zVcRJrzY*J zCOJ->;I&-GOC#~>W8b4x&szMCkK4@lS_$lx$xf@=8wOu!Ee~6Oa2nmOHosxMh$h>! zJ!SSr!_I4q5A{UyQRpkf{$J!ibbdBgOwWkyBd70FyqWdKFG2n*CC1IrI#c-5xQ*nZ zkEi%bJ`6`0sSA>OROrZ_s>@K(n+i>$RuNaNJkdn$RD~Ytd$$~9Ok5euf$J;3e{C6#~!`j_NSkolL-1%*UEXgCGBmpurh7*CHM!;wAjM?)INSSqzCx9LOmvfrROYcW$?2BjXxF+UdSx z{PFhN_tSF}j59H4XJ|-)a$PSZBfYe=e|grXk%8d^9!uw$xn^@n>3 zK3Jo=)BK?yT;1j^6l+-kUuQo>CGwV_$3}X}?&$#1ljX5L_O%A(<_x1h|0X?opB|5+ zyd}`4a3I|1gd_MUmv;((NCwWYJGR#_dt!;*J>GsYKO7hSirGK%f$K|n_!svKI2FvS zFFEXscL&VX6|zVk@%{GuKh1+co4eRvxkeJ!*NlJ7I2(_(IObZ|kq1}yn;f=Q&W7(o z54TP$6yag3^OA=Tk~vdj zsu%~i4;{vMuWrq>-e^uCKckY5| zfDWA7Cm*+oDH(%LkM7|l93->yr484#voOcg!#R?Cr}#2_SkJ^3Kz;wSoOVf)^V4-0 z(k;lqGbZP@o~Kt}QtrMpvwX#nvD8!JM|cU+Ua~hg@RM_PeWg94eJ#GZbhuSFnDj$+ zsWX@PgYaOhNGt1L4CGHvHd7PiFfDQK{wR$aXd3#Okjp?v$&jP5href`;kf}3aq|99 z+a(~gIXx0iXR(TTFBD<*{Wbr!%$cBJ#6f;9!Xx@BfeJewrvxj{mTSyOJr(cS8-@bU5$?s^{ ztnY=aTlnge2by5#)O+FQzf7gTFP)_N00UnRpJp|9FsRQ$%U5(t$0oLx#108b}PN=D(DgAk}$kc4#ON7 zhCE7Xpt0ek$@Wt@_~T9P^fRAY+`-)OK!tcN*zK=*{u!(Qx|6{hi;ro*Ab9IoQFQ@s zn=CNCoE-(OH-$3n1w%o7GrxbYRsk?>tlPZ)a1gwreV?tAFM=o;dZOZiJe*6^`_nsE zj+p{xv-Qn6II(_vny)}4e!LQY=1zASNYtd+IiTE~y5>>S7ICzZ;(H8UX`V=MtPw&Lnu_saR z{BmBnif%4Sf6d?jtUeHiwzsB~b(4FWwpepU)J2q=dMlelJRLg*S+i>g@2P z^z0Hin3{c*Q7RYLGW-1-p_hY4R-(id@#nJ5CXn`*!Ah8-o0IZa3gtQzCSM*UUpl!s1d#@gcZ}zeGi4?!(;XTq^R&` zy-3M~DmMl_yzs<~aPN2Tm@i5_;EzX>Ga|NEc|kij-9@j7c>A<(OyBxZgZ2FCuT_(4 zG5B5Mq1FGg!GA52^1O5e^q4B>GF>2iBfbWk*1Qz*ojz$%wv_^l(fvjGAL(#M;gnDO zu0jZM&EGOk_Wt`)Iq!0ubccq#%OC#8ngVs^(fxM9r+E`1zMT237HMHdo$n8apzvFc ziS3%E@XChq8S92Lu#vFX@W+M*=MKZpD6$V+C+pBDHQxYV`}Q7cJ&=RDUA~srwdF&I z{>9WVol+EO&-;%yL_>9z{0&7y`SAV1c=S~!Dp>tK`f*)AE*|=BzfNLN0UkXbIq=># z6ZRTxGv~WN_B@Q*3(ft>aPx%Yu>R*POjBp%_32u2uv2UMj8^5VdI5O z2hPY+P(I7Q%82BS%DbYB&41;=&7ad_5pGlv&Jnhnj>`v0V_%v9@m8{~q4cI&QQ_|2 zm;c$3e9a(@A>`GWRG@XN(xoa&Fp-m2niDKh^T)To%JKv_o+2{$gdSBF6n|C+ycQjvB2*x&3AnLxXA)_3+zEU0!oej7OC zgS2>A{t{U##xg7U&Y!4;^sk%6Lo1T;}1%7QwGa6hHs5R;5eKkIr2Zs(yaPi1N% z3mwn*O=M_o&I2CSdxdWnDp6Ja;UqnX60Y9ZO_tpb;ju|lC);K{Xf&}a%UDYX z-gRZ?0ybAc68*)xml^(;?3l*q+Z+!^?(h|~t}DdOcNdrDwIkt|mDsZP%(^kv`F3uJy;43eft2od6}u23rFQhF=-RfSzT3yHFAF`I#xo25^VK zx6hMz2ERpN`WA1Q5$=od&2jE$;Wffd_*t%V{jontvvzCqWTryJPdkzMf(Yzq9#}9Y zdFD55C1*FTP@u5){PlIA6)4uU;X*)89jpJYaJ#N_#I!UL`mU7Ub9qL1%uR0F zwrvZ9ZxV?aGkdCV>(?WEr#i^JF{;V ze>y5*l7yA`-IkLM%&Pt5IX0^W14j(+R&hHu6x{x8z>U`o&S(($lJ_#Z{*;g9v( z#qktEMj;^;4JA_9N)AzphLOE8GLpTs_uhNo_TD232Px%8rHo`$ijsy3rOS*}qyOt|^rH1r{@71$A zUyR02V?2!`7I0tvo$qOAv$& zSE*ig%Kf86ndz0fM@j;n`yiwGTpfJZ^$PL z`?pZ7Mn!spn-U*WeR(O|_`4u+hMbpv!R_%g2P|M9!ffuZT?OWQIbGYYLe4d7o(C;o zvf<_dzE|)i84is7bWGh50~&XEzx!HR1Ml{(_9T@AJRNZ3#=EB^2axqe!rjOVr#R0` z+a4r+vb&Qvn~;57Yx&9tYO{Da;<-3b&QOR+0x6Olb&{~9j>O72oiLgbq_t$Hj4E!- z=Vg?Wp=#~3^@85+0kL?9U>EtpzqZ|F9cb@cF zv*|QhE*F4>Y-04~m#LV_S*2leDiS_2=oE*)AwI})5uH8_1I*pN-?(714C!KN@=pHr zhtF;Uv8>~DAXz&e(to51KWE#CQ9nt5(i)sLOYnp}?oH>mT@FV}N8u3pLv<)q*rcxh zi1ed(pMTf+I1aDZ7$?4DO@$=OuMXGa^T1#3T560z4emO%sP&8F*_iqqR*Du%puIZsDOd1XxM~-Hs~!E>`Wng9+T{Rp=MkeezoS7 zNxmC{?%^~2HviqmyQbXLS2B}vOVj0Y^@VcOJZACsscAFZ*>T1@@303rC9SeuN~wnX zYxL&e|MI`O2s_ zzoh`J^2Idi8?Et*))u`&Juj4T)!N@q^yHlioFn_4d_ep6&sUr}>A=He#rs?{7liq_ z>OVV0(E9BjD0|9y*Z1D2Igj8Dnr z;Px(Rp^=taa4b9~mOj~l;d5H)K8F)Qd}-~=>Xsn3v2q*rH~xU)?DlpQ{Fk&iO8jK&lNx*z8iv*7Iqanq=LH8`-s{wpmy2aOiB zqMGC);m01wy?=O%2qz|5+-a{T&~BZgvUbac{V$cZ-k7CA!i&G74jXm&XKbEAiOm9i z0j*EGEVpp&D6JD;66u$e9Q{abAA>uX93IRPpV^SB(ougO3SNAx?zTQn_*ZwY&%BB% z1?~4M#@rrG=;CYIE7wI3wK&d=LHwX+OvaLFOgW$(&7vBdW$xybgcJrHUF{*7a$Fo#~qT^@fxW||ek=O4O zuG@#9tfIZ@N#dKAq0du`zU2W07Ob&-gvW96&E>uN+}kk-@Wt3Ef;vT zTDR2HWaG|9Gx0&&3*l=1MxFxU`%sUZyv-e4iao30i5wjf$oOTgoaTEe#QuIw+k7Au z@{ z`Yw%|Z(~4>grCtw9yY%hVls3rfK#?>YW|u@aN?MtT%2|SE~NeBX(oGjVIdPv=KKKs zsC>$h>s20jU-b88kZ-^fr>1zratI$;V2Piu*c%GwbIZNr?9un!2uS*TDw{`HIJr;=odlcUmo^78~-4;_8n^<5*DOs#?3s#z`D^JN*gDIzI+K6>N%x#;dDp#t5yEE6@cw^e&R>{4|bNf6|+dLY- z<#;DE(w6}91GZA{yRA^ouRoA@&<#0}qdC?7r}>+G5ZX z&I^4UsNPga{8AO1UJ*&i9r}gKb43@|L$tIcXRXlpm)fwXbqS0zd>4102!`^eQNNc& z-#+KOl$b2#hK5=^k%j&xkg`l$VSJY8$g#)oId|m1-PHXBHgqXS&FOrojpRK(%=T_N zkwx}Z(t#h+0npl5i(CN?t4?+{>}# zk4y#EpkKlHILA@}3hb}x>mF|e7SF_o3M9Whe)w+&$9|H>qCWDxHYgLhADtijel``k z;QpcM*X4NM_Qbol&&%=qRGZ{smRMNZQNtZRRtUbAN|bi*%SSKSD-$jgHMl9y_jwG_ zMF~qmAkrWg0`F{ah$_nhe|Fv_9ycGnq$5=6ayJN=ef@A7PZQGo3{bD5sm3F@Rcwa7 z`OrM;XHi{Uj3>@mo>M3JXj6~1^9`&;*iD^2@8ur@7Z#{>DWPp#rosC{9&zjE7so5@X#&m)|R|Zu3q$4gOxz+*tsP7_XP5 zq_C?F?)5#0J+whMWx-unedE$F`o}{)24`VZ>-zuA!xrd1eLt*nBNQf61_#HdD`38@ zBkRF%6^tm?1=$mQctSVWkCwU?qTA`_mS*c=_UPo3YsH!HE^pqn$)Xq!AKS;`krt1S z^C(x_-7TT*XZ~6&@xAw?WT>@-m!X-R`yRUhI~XnYEiq#+fu5qF(^bbw{|ke&#sXbF zyqhgs^!`=|W7Fb#PZ~pkP9|pOYX#!3*-^xu%$5m{&B|WfBz^`(M$b{fqI{IL$)?_S zt_1X)bx!9D6+ru+D`Jd#$?%rLa7WT;FfiIbmtKksg-(`FU^pCx;xELFTT-fE``<%f z64}j2ztb&MAJ{HxVgmT0KFOqJFk+D!6o zKfYgnkclcS?;Ho+6X9?MO=r7)I(|x^d8Scy2f|`b*Oz@u1kLa>zT+1PQKX6gj~B`B z9@{(oTx)9;{3mhvnD%?ZvoV}?5IaSB;9mrfMHc4cp2uC=*NHyTKK0DJ@fC&iR8a3Z z<4^|Kj)XZ!{?2ph<@}#(P5{hCN8fKJ{S}uE+`BS!7R3g?cNdffL8*vp>eeUWz#>+1 ze;diGnz3{S^Ypb~fj8sJH#Ft=^_4Yu#RSPudiypxPh=u>17$p4faoA@UI#=)PC`44 zKz@)Pm(AX{ATT?|G~H{RwA7C!11C z_8|0q!&&<-WT5W1OM5F6(r}n#<3vtDFxt=04$Y>BV#yJft)?^C_G;ug=)0eycjK8>I*L-Lse=l%HcON+dZEBo+zc86Xtg*2Sxc!)L-jy5pHw`9W35#jnJYN%duh}M5xRrrxz=q_9@j7&xJucQm z3CDEF_<+fi6c`-qVzldvCjJ4=Z7dS$c)&%kJoiZ^Twh;xIFVI|Wp_R~8OYWFOa4U1 zR+$uZu`Y_t5iUc6y?QU=0u!(kdKX08icm^N$Efy{9{AYtDAoKbhd;-Un|`|C1F?b+ zEJWA{C#@@IvSln4^~5v&U5ku{b6XByuGC6~H}c*##}*SoL1a>$?Lj0ejmfRs^2g)B zfM_00v)d4LR;`F~n!Hc7uZLYr48rpNbTmZz3xT;p_rSP)AyjNn7~6Wc4mtiL70$R3 z?%|(oossY1&>&^zX!q?h3XXWVgsZ1xU~0{cT=@*7ZKn=@Bddgu*!k-9uExV`ww2&# zHe*~CFA^=(&BqUgiQ1Iwxo~vMZLH;FAXl7N+B3L4W3m^4J7@^HKpYlaVREhCPvv@je;RJ z@-LQ#qUeu;v-SUlV$;9HMw`q695Z_vH$id%-p_Zde_+qWlZyBDe!QoL`eX8K;W?Qg zMPvB&>U0_I9a%LvIu(p^k1Gvrju*lui7Tt>D`mitmcu_*WQKoQl{0GR(qZAbo`8-} zF*XHGamjNx!1q%>FRkho!bVkdZM$eV>fz{~(c&zqoN;SoIA;Y@njs1eM~SaB)?(XJ zyB1iH@3+&cOa_xUjJUiQgTFXCzsPJRdsnf?0kX!vVD3*}KFyzjKuRfnsf)oWc>Vm> z&SH?qUJ}tFc|~nq4@U1=bUCZ5weIeSpX>$`o}420s_xyFi|!R*`?#8DW_va~QKn=t z8sHRaWGB>^DKF>BXxx^{5(*z(TQ-H=gY%W;>+RChOLo)PaVAT4=#vbu>@sK zrgeR_atzq0k`7e7j;=vvnpb&BarSLZ;-y3{T;PR%+mr&h*tt2G;h8__ZL~EsCA!l& zXN|K=r0*g;GBxuiw=140^7{RLR~+uT$?rc=UIORDIFI&MXOQ`C^Nb?Lc{q|<Krj0AE5ck1ShauI&1@R)hcl#ROz6)hr;6@ZM-HsSsxk|#8I@>iVb^n4E< zEgt(#dOX^1%-WOuNsIk|!H=JLWBXFcy~O%LP&oA}D61*}Z@lEzSd|IK9sBdlKem=( z`kOQDp>N$V_|kq29=bvRwepf;^8SVO;4t{ZU=ZsF!-Q5K_Hw9*SHc{SoyieA$yTp~*_TT8iieHQb*Z z3zx|`EPMV^V_!K$_`mVGRZ<3TzG{q_gnA?2@QFc*OXU0%)R9aK&Ii>;0aESkMYtX& z>zg+k0+k)5O^X#RF!8ocO?p!RxYw9isl*>B>i&<#iS%DoKYO-hkN~&;{fQ8?Bs$M{ySXvp zJdU%p%J^H7=gaVUg6ZZ|T)(pP=evh1%4f)I)im&j13ZT&_+1H)=TA*aIpMm+#oce- z<4&G`shT0J-#Jk8RZqa^M;dO6uG#%GtpL+UJ}&edR)O$;L$|CN>*29}ZO{piTev_k zJye~Pf%tuj8ix9qg|NWChBx3nv34R=|J!a)%JLGISacL z9U^M1tHIpOu%=I&ZwM#QpN``Ua+}fy)0>S6Oj9p1CWe-h?6lNlwym7ehAtB!g{sii}D z(VdXatPtc#9j5I1;R~YbmE$K}Ly?oK_>yNzDh>&Jr)(qsIL&KA|MXl7(9Hj2>e%;i z)K`0ZcK%ry7JYVS5heZl;gWyst9@JIqg7@A(pBfTLH2ft0`lo9Ufx!sBx zcjIt2VCrBBNWaX9 zNf9USv%Z1vb7Wq)EA(^y!asi4a-R8<`8ovyI>G+A3gI#j*(#}gX@pms>^|wg&O@7% zZ>6?Z)xqNAhV4K`KI)`OoT#=Xw%j%nEe!PwX z%h`vl&Xgnwvy`>`HdqOw%?VFAG6S%b!knmFl#H!DZGVMS((p#MC>xJ{8@BLUo_MUA zfFfZ`>UvfJFp;!yr#dVT-SOdwdt3w3(z(t4&8@+|vx4*7q*tjRTZK;O9O?f!>B96# zs0^L{_0JW}MuKpG+31n~`_tWrx)+O0AbXvw^KVEy6f_y+6mph>aI^1qD(`gg(UOuh zqD#kZ@<)U|mN;NqVqp9U$y>OzH$$D3qYhV|vN!&%pg`KKz~8C25^*5?rITAsG>!<+ z%P=>j;)JV&&Zo|N&^Fmo2XSHGu)S_|p)C)+Dby(!ppHeRFxR8cjNL|#dM&x zyr01pl8iFDHZd54RimrSpP#a154*GMOkV_z3vTAlZ zA_Cb@#ZeydN5D+c3Epm{K+ujkDE91KDd;xKqvkYp<8ro0x;`CSNQ->sLd?QJm3?gX>8e=}Yckvq6aHUo4Y zo{6tKr-$C}{D;Kv1jCiUAelctj<}%rc0lEFJ#eVg$d%AEAQjco_IAY(Tm8W&o&Cg@^6%)!!r6NuRwc-+DiaSD&Lh8cE)t&3XPM7$`HHaLW4-KA zDA|{OpoS50??eA?x>Rq!NZa-*TcIDpjV8&_>i0uyx;Y_ zL!_Pb4K190bRfL~H-@+NNW9ZUp05m-qnk-D0+SwhlrZ69cH0JiOLd1X#!=eqWM9-_ ze30!7>7f<*_#;tCEDH4EsGc2kZv^ds4O)Kx>T$4GlxvCj#|k&zJT{X`Mv1>( zxH8+Fs;)xxrF_!i!apJ~XDo9U6L#7X55U*MAbBK7Jdg8uy=SKW~aweLqt5 zLbLJxmFy~~=~#$2wUca5$bl5@YDVdbc!=%$QqaGag=Yt=`h&(R(a0_OLPZ1FqiAex zQe)2syRR#ovZXT6#DAZM7Rl#Nt6xwod~T0V)ej%O{@ELyJGr)uxMpI+wC+(O(i^cw zaZ+%!trcJF6$)nh5darx*m!%XIPi?qk(cbmkFlA{<_pD-G^w-W7G$c6l&t%4|yn^DG{8HHCZbI*8b#qxkT5^bSxIMZTq?(Wd_2{n)na9 z0s=wz{q`zzjx0DRI5NJiFc!b}nv0xZ$w%%_r|3Gllb~K>^Zn*sg&-}n%ZQdL0o6kb zUU-wegAp~m*cG2NcoF+b)@>ymX!vN}Mn;kTpmn+Q$f+{O-%tCdue20-6FEkA4X1z@ zMnC-je)iTkrI4745*%}x;%z7IuM4x!&LzwSLhyO#oj-Nzu*YA2-TPe%%xX+*DPT&* z$=zAh-UsthUty*2!2ZewE=Yj|t2Md0Wu z;@b$P*EU?u2OqvSryP4CU~Sqn@uH<8j%F_H`L-_^?r_ekaohd2sWB|L_j_40O}A ze{R!y8yhBeEAOzVz)u%6-$mXb91g`3JFM?gaC#v|R+uFZ=##T7pA4tM>rYGU<56wc zdv7wWt%K}cGjgnGed8fRD?-K3vl@g2-6|f$lAf34$3rK)Ne+JIwCsX^HfWA!^#v>x zLiLdN8*ZOmcwcu!lVB zT14O@s$m{WpKN?LHG9pAJ_s`R`*&he9aIg6+>a&Cr@_jhG{*8QXxz!%<}}fQv^s_{ z+N(AYy#1DX?}q>oeKi&Nf6n+^SR^thMtn}zRX!g&7$br;(_Xq^aRC6IgMXv)vZtIPnS2Oc|nv=i~eKA-gko)T<0 zZOhObd{T%J5P0{E&XR0(1Q;elXQZ{ajP9P9+U&|^=8R|Z^{297zh_)fLR{oChc=qyS zXkTkFo;)}>!rPXQ**tC4JzT*U5yEP+BRC1z;Kj?YUy?EV{nXL~e>$EE3D@ql3I<<6 zZ_Ij{0e$A?-1nD!F}CxCc~E>Z=A4=9I;2~SJKT9&btpObP?o#0+kohmKF7ZfM%4m+ zLF)EnnIX7*j4q>*pY;7{c--QsE5K_~;d-JETEar3NHU$3oF*=wrsvv zjvU7&yU!<5p#6ig_+Gsd__AFun=Gl3IVQusi*S@)fb{FlZ?mDtN$qu5VE-miP2 zqDPyK$gC@Doa+e6)1E55XWb#C`Tl9W-Dw~(@bhCvXdHSi+eO@2OM_m?P6yrQL`b;L zuI6#G0l&p;>kO+W+)S1r=VAhAe-*&v zf>veYtqJ()8^2sNdk)GTxv)b@xE2_G#?T%iJ_BiCnN8)flj z62G;uDa(_q0kG>s;o^_NEW9f)m{mTJjU$QPBUFOKznto{_(_4}M|Y-;oMs_BPUFlS zs!jPYePdfCTq=cw&&%_Fa{A)qQObkq5W;Jk6T7FoHvwm}esU`M#NhGeXW=jRlwo|X zikljl`xM)Rl0Y^R`f@K^nkK$DFYWgeKEy}4IBeD7uipf7UJvD8u{Gk2QYoQK!D4{3 zOG0WSCsr&y7E`Yg4~JA)Q~QGa0rx!$xH(9{)gStzOKBxI5lQD3;9rUYhj|kJ62JS0 zMw-+5TeCoWV*Z1oU_Dxu#Td=}Nkrx2{ijn3!|}4{k+}$x<2uCEtKdAJiCG`?Sc*w5 zHm~h~L*y%epd9q9x0!T+@yN;wkM0P3u+Qe`?ssXJFInwTP?!f13SEx9Wjlk6kCe5ot2?K4@$OoZV1K*8du@f-|bR^D0dl!(!+ zmksJDd3ZpeN;z56iR6(LALbE%n|n^^_724c;+J*l?+U5L&*EbzKTwQu%hM~{&MapD z^&au>F*zl0aRGNy*Cb$|;fS5_TjJkVe&y%#rxZCDR&`5_@==Rd|c;fAWed!{ck)=K25RpfDA`Wd)fx2fpwQEnXpc0m(n7 zHA6^W`w=0-<6JGc{mIF19?_BTTj0!;t$94=J-WGN^CrUYecp2B=TE|K69B8mmo4D< zV=<3kq8JT~X#Xv$6MbB)wIK7U; z18m!A&7bEIuBg$zT2;b*yXvOU`Bnq(hEl4WwiKiOrQ-)!r&AzGLUHi|vp;0*k&7LW zEkN~M+>Pf0lkjWkulA_DcBtvg`kVTBHkSM8g@Seplo<8*yMC|2snWZA?s}x>Qtj0z z;pI^9X_yv!-w+Kowj0A6Ik)kuZn=|O7vVKEJQ?`0GYb#EYn2wxVC*t9`)J)7jaPnY z@Ly?g!KF|8c=HOKLG^Go*JNNJG;NOH6#V4|2Kgt%o=X*h+uPq-`YM&+?Wc0&O?EkE zh%EL=6_b2cL-ds|w1iuc;a(tGaRJO!MpV0LlaWs<``JV%@rhls*yDBQ5`-jZ9eTv) zg0s146N?Q|&~f6#tgqK~{B|X8)y*>j1w7ZA&)4ST)pFg%$khgTG(xF=SEmljyWB)~ zQJI5~@`IJ*YN?P%ckjDad=WlN@Q8^dJp=Wip8Vf@EijhtR@hAw1o>)V`O68J5Rx6z z-NuoRBlNmMXR0ai;HtI*@e|hl2-7VD%gCT4_`VV8GKjyBl zeXjaOf$3L)b$5x6OfKBu@U_lJY@E0I;J}xH@~#q$QjEcPucT|Y+FO4Z9%Qd;SxLah z2MYhPT+V^j57rpDWOvPx(RR-gvMv;$SOkjlq%<&C0`rME8UV-vo|ee0uG0vhq0TnewaT znN4nl@|Mga+{0PG^N6$N3CZP5rl;FSkEMfc!mEAp)>betZ+excEfVZK}hD zksrf{oMEcc;I>s|8B~nT^@YB61KrOS&n~c1Ah_+!ge|$3Mhsq@@YT)48&0CBE#QDV zt{!xs$ty+)@z|7i^))!b@5VDMTnq~L$O8Uc2pFncv_v-!#V8(+4*4+D2@uXiK=4<#$VS}UP}(`V z?-n-x^9;72PI_Ul@fTf5d zb9O}ENYjuin$_@xw(~noj{OQJ#F)olOXHJ)bKv=#n78-J3+qMK8KGnHrY{DCa z=oe0P?=J<5&tFdqs%AljpT%COOa8#BU~BtmO$?5R9t_Ad^hC$v;~&m^D}buwI_GP~ za>0jAZq!GTXb+bYUtmnx2JpN7rGUltiDZBxdfkiP*{mGDW%f3^jt`Z|z zjw=UPm#tlei4Ph zbc74uyQbmi&LhWyjZ%q!7hM;*(vhv-=Tf$NIKDaZ@JypqIRwR0w`6iPK}2^()@8M1 zNQy6*x71Z7{P(HY2M5!kp;x6mbtx7c7F>g0#3}1G(XYjFoz4$&`{^0)ue+!>6Th# zeEn#HYODYQ4$u5%+TjjmRfYG0f9K)3nk+4YjRdmqvN%ysa`5o=khQ%!;h3{~2k!h< zj+NmS9=?QsI!8G(7fRcN`>0A>C0t$Mba^tLqe2i^yPbVBE|CZ3s#Gl zyL|LnJdmqal!R)}Bdpm)lJKAEEOXz73S`@N{%GhoD|~iK)F;Ix9cAc61kbM9;i|Rv zro{-tC#W`g%&e6F_Xjl7B8mieSUJPv$zw z!Q0qKtTH;G{^d>?TjIAL*>vWz6@oIuY;AjvrG4x`!6r z=fp{0{*KPc7NI=!vE$r7z}|>TotbW?4=G@<`(-YDTPOZC_)%!#B7SGI0#~q-3x1?kv$+e2V$lZ1_pdPpVGxm}ty+daLr}(ZA z|I7P(554*=^YJdDtR@#zGged-q|Ed-pjAkEm&NEcsG%P6tji66557(JWa|sjdv3kq z_4g>yuGM9GE9wp0y$gSh34ge+*JsXCE`s!Irk9pTSHbj&t&jU;?2*-awTtb)bd>+4 zZz5}&1qw3Ob0Hs+f!i`IOMjMv%A(?}2AqTgHA1!MceMgSWHOwhh6|x>_JY(X`JLB> zNb_}&c{ttw)sS;?GIB}J>{b^j0?Y96KbxLsKxW7>eFi$xr!X4zxz+6d9A|Gf3$X@# zAei^NI<*`oPgVw8u%-~M@x%391uc-M%HrNd`mQb?4^?d2-;STl#e19x&*!m;rg78n zWL&ZP-W0+a4kv|`0w0m*Z(VVX#lI&N7XPk(J%6|m)w!3M%+Uh`sBb%V{7Qo&KC8U4 zi#{OfnHuH!oA4HfDs+QnGtoaOg?^5Q^m%

%Ts}a97lb@3)K_)Ytr}l58ONlFG%uPaExEe z@HVB+MaMF&lWm%rz?N9Gy)C5@I{8y}dMH(*YGQETl|XO8ZJ$isyrTe9o?WDDdTWj} zma>kjlY~QV+0uQY#2mD}rTI zYzB&zg%^DwT!@Nrfuqv>#c=uZ(CDATE*QsEmQ#1D6gFCua*u7Th20d3x;yM17_!LM z!S9lRKW`cD9|TK`wi_PJV2Fc~?G9B^5~IRH03kN6$-1 z;)6b!v)Oki$&Zx(pnMD@`ti&QL+8Jd*jlz8nJ`&_zca4s({bhD_#^S{Uut5YW&NI?g=uTo&Ki1pAYVT@N&;f@%uQu{(;ShvmtJi!-_Zm#&^YVm6#l-g{zZu|q{L zzcIz)C7h2-yW9tpUX;KK%ih%EThg$0QnhA*^n9x5=l8IhK z3Hq&`vvEavP~~uEIydlj(2isAe!2#oX%&@t*#V zZg(`J{p%sVvumj^wg2Av?BOC1zRqQ)8yE+7o9n*h%9i18{sHZZD-@(ra^w1BREaNA zkEYZx1i>$V*A`RKw{l9`%yrnL3M0B>bPmjw!`zaMh^L7MxgQ;F;f}Y1^dr=7Tyygw z=Vnonl|&+(uYZ+0J)4MW-3MZVEGv)zp9z5 zKTypTsO(D0hsX8PeFuk0E+{|JJK6pgbgHcn?Pefc>9vLvy$10xcZo~oB|Y&+)9mk2 z{gVb}sv#Awto1N0{yFATtUFF!)^-vRsD~Ii>HDmw@-er$Azav$M+8=+OJ+ zNn)}uV&HbSwDo9QXe;<>=o*1%3U1u{7*c{hoK%d7U59vpz`sXzK)v*FQuWZ}VKT(MpG1r9u?J0(k5MJ#p zCO@KgzCE^ey&P9=>KGK9)P|uJjgYM2YA`9WATOz0ymvJ`)`IxrKLj@aMy_OVq?zn1 z^C*X_BTs)1F(yFX@S$E)r!2_18o^y1dl!FY-k_rGZG@@+#yMrbMZ#72`E7Fr;aE19 za*08r26@yPhu^0afhl|7&k@}M>^oPH5|7Ni?+9K;Lmm z8WINtnM>lK{lDKX+j$62?QY(u#qa5`YFjA4z>$eR+CnXVvfKoXhud_2)korF;k&Ps z4LQJ7cj)zmgdbSQT~HF4NWuP2u4uUg3XG;s|H~sIvhLTy>S+#JcvHi4k9n{J-{yGM z%}2&VuC0wm*8W21ap|6v_*IQqCo1t=I27br?oNM7CR|2g`uH0u$w0&6v;Jft?f*S~ zN|jA@81ZU-&Y&Y75<+htbvoh&-KdFMAqm`XlzXxa4e($<3m54*fl-zg^ z1;H8TE~*yNlbSYpEiJe=kn|F6|Ed3pv?vTNynzr;Pz{?htSO{!RQ{P2v{DVgv{ zt@cdOAB@95DK`7!vKUm~@V^_An~2=N_D06H2y+Lg633o2;FBfh;}Yb38J2$bYZy%_ z{!w`K>L2M1rDCNIe&JOOcW*AX{ru;RRhQxxG?p@<>(<@58(k3))lf+LH24mNpIeyO zP}2jyryjoqrKLebIz431KoZDF$m$+6X@&F3GY1xX3W1vag|wyoT}%jz_>itd_W$h{ zpDq20L@VB$=O=tBF))s|I4aW`6>}@njMqueh%ZZJz<*|7KeO$)V{jly2Ya7#Op3tX zteM`=-c{tD`Qk5s=`D!V^PYV{deZ;!ekxEAs)ThZwO3}J$$7u!fSIs5$z$o-i9Yz< zgiSA-Q>)biu)wjUx=}L(6?6ybMM<8lYWl&BS4F}2m$6vDkDOC=K~_%5TgdlbCihOW zE*oXL6F%tkHNq|%p7CPd5?JG4IaFXqbmoMA614Q;5Y-|$q`$8a#BLriNjs7Q?VITD z^%8D`%Vb{GOmPWpY!&Htf)ea0mjC?V1_i%u73ezpA`{-MM-Q}nq~qv7*5)EI5AnNt zJKdDcgLfUGQYK50P{zGbcH7zyekEy$h29LnNA%?yFE3Hxgbl+;oO2CeQbho3L?nJQ zk|-5CNb;Fa-}k<%IfHibZ9(i$3GZ{a*)t`ghaGJD9Kfp-k6(B0c@x=?NVql(?cQa! z(EH8a--1$w21#u~y$p?5nE35wCh@J>)_n0RD50QU^~w6IvFmU#{#4Svg$%f9}#T>NrG`9yq^yN0RsO_@hitiFhJi47`+z&(*F^fUPCIoZs?dQ1Y)rchW}(WM1!M z?pd+Nn+o>*|8drV*ww!(^saXB>aF;qoOLz?9e%%shxDojh~_60aU|leW2?M&#ZAz8 z>{_3bEzxC4%o}1@?9u!fb>Yk%PaNTr+_t}l@UTPlssE6i!)wPho9k`<=xsV*=Z)wtpxiKolzb6RULpIZ2Wp_p@+BfxTB=>CY-XR?mkqlQq zAJDN8u7(%AjLoW!WKNBH`J_=U8q|BTTPhqXVaw)Q0t5Fl$Q;g4<95#!gO>L*EZP!% zVM)%o>~}s~EDudNH5LzXHgAqEd@4d8hOgPnS=re7>AD$5N&;rHv;1*oEx{{u3;zV= zvcMqW;vjzm@%f&xV6IZDM^PI&gVTIj_#mX5@6KQZUjFIrbjzj`uhz4!n!K-r@0E#k z3H`CSbF_O}mT(p;|8o6GaBjr(*V1D-)QM1J?46i35{LYse^@7uq@swd$HvqHU${c& zBRZRr3fCjM&vClP!AQ`8i>GHfoKV;;VskJbysS8nK6~N{8$st!NMz=slXPvr#Ht7B zlfG}~$?OKZnU3qUQEJeNxx-v5t^@xxeqrk{&BEIUStW9IMdNvcC$dM$|216@7cN|% z4BwbO?&X+Ig57+*i~HWWLn!OFt9>MwzMJ;gYN%uZoY;3_frT>%W?Ehaa(~Rk!J$LG z8BcEGy;X~SddUee-+zwNl`#R81+OpL<@n(nRx`?NYO){ldzCc1hxAI@*FJr}KL99+ zjGuR;=b$1*)0A;20y}TemHMgXW3SKZz?o$)kh7LJQS3l+Bg-e}pH7ye>CKqvx(k)) z9e40yVP+5>7b|G<<0Za6npJl{qOXZe$IS0)CwZ=a=X&lnq=L*$%GmOHFrGbE*psOr zgWWfT(o(E)ar>qW;jWB!$Vqp)DQKSv)voz0_S=cyNa;DF>V-OdN^RUXy;%c{YEoRYt})t2<)eP0cD-SjOKR+x+KOxt8agTCk);RA)B9b1)D#1{Z( zTxLWK_LpL0@yFhGdN!~sW811n^lq~ph5dW}5+B(?n*%L8B!|zkR%-dP2Icd$@?Jw4 z2nSC6YMD0#W8*7O)#`*QU4jRersA>wi9qs;j3S8r+~b;HkOWi|o-^}nS@8F|JZJNO zKctH!e>Jg;M>*$~%$-_fUUTl!?Bw>qD&40glia>M7y*R!f1XBoa@9w2Ty+PxikL=Xw_k%kUWe%RB zD(JqBTG;Nd4e+^8*&6=-&j$Ds~`p8t#wP!_mw2o`>31b0PXwDX8JS6^W zaP$20o80qSx#lDPSR#+0-d&}%a>$c@$eEB621f=2GlzHkqes^1UABaSestTy!`uc6 zK0nx_bC^>L_Nx5iDmxp3_7Uod_ce+zv+Qu1GCAKB)g5T{W214+&|-Sqky|(`Ba%XY z(+aLm;4K)LM z>eVUmC9AlejpXU+w(A#?Ed zgq=?zYI?Zq+!pacLEjeJuJbjR9g~+Tof!t%vD8J^cRE7>x5RIumlO#2W%g{)F9D+> z6>Yf0<6zY=^GGq7tFI2Wb~9Pnf~=N^3pH~B6yAw2F;7fJN7EF?2(oXH-Cp~+lK5)k zN3OUPZ6kXJdZUS3WItIuo_hSo<8<_#ETD%pBmp73;;K!o&=>$)5|Eio1 zAMt`6O`UW+({AuHZ`Th|mt+)6VOY|nONZXs`O&++$q=^Rutk0)20Bmn*sgTM!``t| zU8f%t?)}q%)8!l$5UApGrq!nr-^t7@zsraL`rA|%n;zKXUs-zFX?=gfbCqFQj?aX* z8J~tU-o=1Zz@`tnCrNMX<@57f?nw} zT1bE1L-lxeC{XXG9TL832%MjHZg&YMeSVfKS9~j7;C>XfzN$wS2p_h+_>T0wJSd(T zw@b;yuBR7knrVtqOmP*|7fR4z^YVTPksO%)bB=@Va~LwuN(dOyko?a4PFIHs3XC8B z6jNA}4Jcxzd88s0ge5l0SLX}yr#a*8ka@xl6!=Z-Ha9^cUOKqCDjb?P-P-psrNOQr zQAe)i*`PeF<+?F1$$NO^=Cm*nKUeGZu_rU}Ai0H?!?7m>{W*MpSjeekR`8fd$G2XwSk2QOdj*n@wk}EhU zz{Z?7RIFKxYJHCEciD^aXoz@l+24BXdF}pST|Du?u0ZI(!*w?syJzw%2W`Dia+Q9dtl8zZcPlH->fAV^-xVcaYq7C&A#$Fe+< zXE}F3qM#9Xzh`HeK3s+ihNnl_XWa3RscL-`e+dYGj=m9{ZbtNsZ=N6MGC?!%>X0dI z5rj<0Ej7hlM=A>~#-HYeu-*4k;^w<*hhhU^JcxV~*&=UG)X&bF<;l8?~Mk zni&TLS@$j95+BbX2M0G5LjZU(9a&~IkHo(h`?@WF64C^p=e`zETM^tez(4o(5s_ z-qVlh&e?!^ymhMc$x1xrcSZ9`b0*w9>8@P2Rt(0W3w|HJ<>SI%)47)^7GT+Qms^lG z8(;p~#rE}R1v!^|zWr+n#c&-B`5V0nSp1+p(_bx=9%b#TZD9gdT8>SQUe zczzR^9}~NB4@bB{GHcG`xFHI#Ub}l{2jO%HRQ9Zyn5IC-Jg?0A^%i{8CBrv2T#m!n z?meSfC%s_Or(3qNrGwhz6T5dwm%tWlQHRImeVA507TGr&4R<%L{*R>d4#)a^|1cF5 zl}L)xK$J+5QL2lKNcJlFWbeJR_uhMt$9U{5BXYH*QV1bb%7}(EB&2@#_xSnSaX6mG zd))VZyuN?8?DM!->R|Fm03&CUquNW`!nH07CWyso`4$6Cs-;0|h!aw=avZalt zP#fSHW;RU$w~uQ1s!wa+P8BD&0-YZO_;GTnsRY7xm$OV&O(sCe=-BjVp8>kI9=SU6 zFbwY!Mi!4|Bg8UodB?%%0tdsZwD`+ok(MsPV=Av0ML*T`Q|be8pYxPpqf`j~VxHgA zc+C%dcgw7lojVCP2dgH|nWbTuqSU#CPNbIh)la@Q)D9h~ARNK1mZ`L9?H$67)Bws{l#mJ0ZI#xAIwf%Id(E=^)+ z5zc*R<=nkF7?OY8Hh*=8ie#! zcxqS|V8={zvBf4&INZn-dh{Og!gKolwYQ0acOvF?SuH6zwW87_{VD;j|53ffI7C51 z5zV(Do2!vqmNt&7I1O&AGKkj<`oiC>=0WP4OOQ=rhjY@)W)!K2oEIVMVkN!e!Q1E4 zQLEQMDJv%&FXtKPo@}ll9Da81Il)T!5l+?7baDmUo4w~^H}Rxv&%1aqWnhEV-r`N} zqzAAb7_I$0AB-N~t|+=r=EnSwzm@Qm5Rd%L8YlH!^hq6<`TL#%Qra)4+F1!txXQ8k z_*)m;@aTLYS8*}6WV+j_Ry1HPHB6KLL@4UJyq0iYC;W89BLX)cP#`Y!Py zTJ{p&(7?MXnd?8F zmASlOBnux#PmX=3DMkk0>wF#eNnd*3fx_myu_*D$G5H+kgLeQ8TiUfI zHzmXJl;E(hQz33@9$oFz&4f|cO4BuJ5`2*r2$Zo*#%(8t^K4eapzurV6)n4BSdDB| zI`5DP8+E6)FYVO?#bPC{YVBK~^?vGAP<iw-}1*nOBDWPjqd$ zk2=632%P3_CwX=nN7>C41(;u`koJHp5GlV5Bg)8p);7OBWB3Z`c_pXT(FT@bmJEmF z^Lt*P<~V!6U8o6uGz-)v9HoE`TOG{_vr>@FoJ}2fOTh!pSsdoOBVqS7jn*9LWM~qN z_>)tUgyn~6X0M9Zf=7;NxX83SN{#AD=rxh~pZSe9iRpEa&h%RN4sST5&t?7|VpD|i z!Jzzf4lT41)N*}1PIBpQzWFsg$wHA?KQU9AGTgB?Aeg}CjArNjWUMxa!>JZG^F$!$ zCEo^5NCp|9dnVVvQ?WI`zJOt}mxsTSi zlio<{PWn>aKyc8_HkAlIiL1-pZ^pEvasBaTAAR{^>?}SOy-mst^uNy?EflzkI@iSZ z>ydR-_x1x-ch8V{z#07w5&AZyZ$5sYDy1GN-?bj^w~WHxYbi;w&+?&bm;0`v#Q^jQ z@;?1`q!PxqaaU>b72}YrF>l=01_<4*G}!yI1dnVeS-sC%0W8B!UQ?Hn@vZJjsq3d) zahfyXenF}ohVHJnS10q%T)D};Uo&DMLs;fckt@mRU+8fz52ysclKF^D+EswR`3`%% z*TeXV2bT}ObV64BMvH4?PN(8pR&nz%6}ZZ0JRSMN!7t+u4XYU8b}`+3Tg+67PTOwy z37yV_GP7tuzJ6cmQTudA+n4www?}=j<0(S>E7YhkGACwiS+&*J8ij8z8OHBlXaUdr zZIAW-OUFrvl6wOugV850x<|Lh9iE9UJryrVgCYI2D;-sJ7?j}baZ0`n(y#qiU>Z%r zJ1c+P^BE{0@-yU00#hmUPnZeJj%5L_kzKd&5em-nsfd^^yFJdETFY#4^QHOsK6yE?U@vl%0j0xl_iD#XFz$R*xjOK5*0{VQX%3h9n@ zeBANU5++mUix2-HIo}=MRm181LFs{C$3_;?H{oEvD$ibm!E@iW)_*x7d&KWO&3 za6B+Bo4o}zBQFPhO3p!v(HCDYzSV(;b#<=uXu!>|5oJ!S8@Sh&L;s}ES;Zx9)aWa2h?pXN^va=VCc=9>zkX@p z4>@us)&>YS zm2RS5vX6L7cg~5;RCwWa1$~v;+6E|`$Xjk!w}U8NF{}A~-grs8AaR{978Yz9R0YhF zpy%H2)suFPXwXCFnc@?Ts+#xAO?T?UlYqpxT$wpIaveYJV$J|f3pXu03tL=^F4<>8 zNBqRsF3Gq~*MsJ}?(WR~9B_Wg-Y|bQ1-50{&wSnO1Bv;48d=XgQ1-5{a@GgpOO17D zSvIBugW{mu;pt-dwcdRG?gk13?#wxyCs=`58^c67|JHy(bKn=l$EEmBtF}_>kQkpg{LDqmw3osIWN;fz1= zAq~79#~40);{$p7=vnD+y%naSNwb zqul)vaN_LOy7Dg&j!GOWUbFGX!abor6J#Fc)FEUscALz7Qk^${)C>ZV>6#;+E>=*R z<=5BrBO8o1KFiT>b3r-56EYWBiAOs0>vz+iB*z{8D4d({F=sc@37E=+qFa8z&>q4? zT7J{QUbvoxL)$OzUsj5RibuaYjy#~CdlzF$@pV^dDBU}FbWbC+-qJ1D)<$wvYPNJO z!U2%0UFvnWG!Fz{%{^dPEI|4bpCrGWNyiU0N&np-p4wy$&D!>_@r27yBduuT0uQ@u zlaCn@KLf*||1LC9FhcjXa96e)K72VK&+G4nRmUC(^#7L%G;AV2Cce1AFVVw zqrApy0u$k%$~#^QesY~~Ay!2H(YMv%WZ~GdACDcLcVKz+#Dt1(m4-Ht5bnf|ju(nD z!}YL>C6jhfmI+Mw*XW%MN`_a{mD!_aIq*&l>K~U-k#qF>9mUV}u!raH-O}iM5Xm@{ zMrT-x(kPUTW(gzoW*N)WppDJA&05M2^Jseyb3i0_PQx#3R5jmh-fp?}IDx-eCanh*-H z=cf~Hb2x&y%7f?sWyWIdwZ4uMOocFNr&aT8*c(}A*|Tl!GO=IvXz9q)NL2g0$}bbQSiW=@=0Yb6Yo#H51Mqy#dby(w~}M2=vB1~ zqvwi%_DR5RyA4sW{6+fUo`nqLWh)vHAl}t6#@%jnuW~>nC}1%nq8O44DBr#tQGnZU zYjht=Dp`%q(Ljwc%h+dlV@bJj;Y{d^STaRNK{y`C<_U*++MBANw2jkx(YM?MTE z8#Zrj$*abag9h0b>(wGW%8gwGA{WA>6`F+UsD=< z6c1=yIB|rv5_*%Twwl}`9C=aYH@gWZ$nnO>bcNJfeB~VyZA13sb9>jdM1s7*yhk8z zIw}`?@-%*zP)M(dO+L?TwH~!Kb$+;&XJc}sL91n28qyU@bKj}YgK^AA%>(NKgdDp^BkPF3MbkJ62S40n8A zFRaK_9|*<<|73j*+=9m29`je9Wd_OE4o{~Jp$uAqs69v=ZYeQl{7HtVCzQJe{EQc8r1hK+OsIxgR|`x5zS(g->IDE1#oOc z;Kr@4SbS=>nKMkc0BXhCgPbjr;CkqMQq*q3gW5Xfl|Dj2`jN3s((dPQKF>W!N2vr= z1T@q=iSI?SE@1FaVF{WbpY30+JXF7Dqg+iqk~un)8`P+^@KX5q<+|!PU~aS)EiyI1 z@%@|qf08^%4ZqS<;8G&qH+Z7G{aiR0AFmL7D^>)115TGOW;LPCgPnFZD(TSo;N-e2 zV-^TJnJ(#im;_zsAH$3P-6T0NzW)p}i&0m5ZE)0;dj#YI6+0@f=!q@tPd|vpZ@N@GXl&e1D$r{H9$%n zt?5Z)Kk&Sv&0Evc9qo!)nEB@}mf8vQ3ua+Av8opEfrA@F$H691;M zOq>!P9*b7X!pEui{&+BDqQRM^jq)c`k#&zNYdw1f((!6sdeD)LY0sMjXD)?8Z(p&2 zQM)4u|K)T%(wUB&Tc~n^qCrp;7E&0pKNIW2pHXPHrsDmAjNBZOAAFI0Msoav03N=v zdNr!c3DuXFYKd<56Ctg*r2=<&7xFOA;~^s!^7d6gfI|8-{lVuw&1xso9APC5ZiZIAFPG*O^W zX2^OqKMhWDo=|4y&jRDbqWYzk+gJ`F@_7z1;Lv7`T1CRR{m8tq>DM5rxh>jqqc;V9 zHW~0_WQU>3f&X@&+OLT}nGens4Ut@I)E8YYp>$l_?EPRey&4iDb+mr^+v5&*`F~c! z1&|oJ@-E@O5;(Z)RKn8vEL=~z8*ZaqM{>cGMg3d{;P~V_@!Y2bKhobGwJOPl%;a#vP%{mw#j4wi-Tpz9~fV9&Ua&Bhr=s3JO)KhU1k{9J!_(<=F zUicwrt56|!vF$2M-%)_@H2dV-$x1xuw4T-&Q3ob22c*M3WujYY$`+CH!JzQXbeE)7 z0bZDiF?z|Ch%dy`oSkNZapq!hPY_QsDvkw&soR7>{e-Z%n!|UaPfrdurz#}g#l~2}-8@XhS zSdaOjdc=DpgMmDZ4tsB(wHSyg|LS%B^d{rP9&v%6f#JBCztmf&L;U68GKa2}<&k-f z@aX-^*>K?(>&chzsK_&wz4f0B1*;z&YLj73!>L4j>0^$55YsuuYvvXQy!-F0ZRak+ zT*j-<4?rTQ+*AJ&TO1FfG>q{rj~tLKXXuM`Ob*sQE7wyva2woz-{B8PpEiP#JZqp9*EVYNvk=AIS3VSyJVdjAA}24&I|L_v)3+%##h}W7jD@FU&M$V%OsZc2 zUI$Pdj5_>5UApGi_IL{15oV}rs7Oblbt9oBjdb|T!I!>wMErjFX^Tlzvn9R*)xXyUT;kK-5(-6N1NZ)kHelH6JC@B=h zw*ABp+33PIMMuuB@|=I2A-w&BZEQdEn;3AIGXM68aVBaiXb+xr2*ZGd?gp+e(eO9u z?p;QfbkGyA{mLm)0Hq0khF15tz>jB4|5+SKKv^jnD+ab=csOe8AYkbMTZ#pEt8%%Y{KHi!Mmr~$vjhKthKG+B0lWa@nN8&5}!@n zE0f%O{5+VJ8GF=*@LIJy{~D8dBPH|Y({93(Sh#ok-HR}kKK_E%namlh4|qBqBj1;z zMZ5f`=a=Ae)TQg?{*kcnvOt}JL>#tKUfj|8odyeXi*1+Amtkpr!kimZE@G9E%`M+- zIOYF>Glg*9r{(XsXrHdYdrkbtB8yo#&1RiD*%XF{pLMh`6~`jm+~-Z|p7o@krn)_7 zs0eK*bQQYExm4l)r^Ec%HJu-hiOEQyLp!dOy zzvYB4&+y_1+Ao zwrwUc+-l+%c<}U0SvX1`c1YYuI42uLddiEg>BEjID;Y0+6G)#nuEpm>A|C3mDRgzq zK<(DoLrX4|5VmM9`qHTcwrxnT9A+WCFlLQ}2#FM2yFc8PmRkvDpDufx;30XLe&+2C z>ebM7K}T2g%1!)e_sPskw+(DW|AAyR2JB3Mtpq}A659r4JpWC?6L4^miX>}cDEcX%>>%t9v|0vDnP_y_C=cw|K{F5E-olO(!!mb-qM&W^d`YHuDZakz z`sBD@B#ga&e*Fkt%zbDD#5oOVlNQ(&M zd-m{od0aWh%1%3q`+9)%Cdm@IdV72$yy(7VJ_?jS>Lp#5bcX7@L0=!W43N>frCF=m zfK6=S1=j~$vG`d0J@?vJ;C-;M?51N89&+e#;vhVRP^X;UXby62Fmy-bbw@II-A!Rw z?JL8M!r|xE;|a(t)vDIt6Alc58O3#sw_vnWA@li;dQiNo8FX!-3F^E?_~t}Qp`|m{ zGuo>bGj#n{f#fuVBv$*}2rp{<6D6Sg5}8}^aUTHE|1-JCxOH<|7BIZidhh8$_*kmt zT2A|PV0C)`+*vGlx$I*!T?@Lag_tGH3#w`H~uEqT;u+Bja zC%p)>)8x9N@?IZKN(SScEvLN6etb&9DBLNEio2!WvzudMqKe+*ap$>CBQxb>i}F~<$ABuMYFLlHQ0qkdkHKNQ|82!5ZZCtQWYu5|BL ztH5}~=%2&0YGjX&)T zz-%b( zi3&qDL<)KDJM!EFqt4l8G+vBF+rUial}#*oL8Pajmmv-BxU(F$dF27K^O5)6goChD zL+@f)Zy9_Od>>`2)CyV-9*54KFoY0B`q0Fh3>@K7XyXl|0Q26(QpKhiFxawkS?Nk1 zRvd9$4+sv2G_3{oeeavFM4awqFLOTpdU|~Q(Vi-pd|xG$m6QmU+;d0okoQ+)twQs+ zXJp7|6YEXPV?PD@my&ucS$ee?N+Ru37 zPSm1YrS==f(Mu4#=;&gcNQJt_FWVwobKuI^T#*RUhtn@F(b8higjfA4du`99KmkYR zZncgARJDn!a&*r^^@`^CK;q+kxc6W2)nqEFyG#gcZl&kscn|MP@@>MRj68iKKV z12uhy3cxPTxLcUyQD4l`j*fm$K#y4dI9BZ%Tz8(>o04b)3*X!Mofu1rCp;+L>I?BH zDVR9CvChWB@xbx6CJ%T2zANyPaDcWOA2t23k`JFABqjd%v?9>h7 z3a!9Y`cE}79HsEz;GB=%z!dbjdZxbs6T8|&nmVcY`f1>7~tGg}5_@cGZio9u5vMF&?JLgt^b537#*iF`2`RBS^IzWR-K& z4-YiK0lm~uxk98j^7=`d0$T#8#Y>xgs0o1e(i=}8glm&s68zZhy=fRuD2jCzz7`{!pHw(lN zUOeA`u?u;h*)!*MnaKsfmOJJq)>jLG|BzyR16u*^tseWfphLlhTYf4MvJ^Ctom@V8 zA_Gnx$$Qzp#}$0G7F?L!;7xeDgXJF|6`_cAqoA{p~{q^)P!DiOt1YC{%;lV%e0k<;VL?tMNU_=0Y-r9T_1{>Zn za*L(ntIYWJx1_JQJ@t6&kJt4eG+DX65}H8rghn)5X)56TRr$V$WL{}UA6ZzRSc>>L zA|T9+czw39mDkp$laxEPVNJJsLCBcT_A~N<<$U)0JIhp8U#j=5T9KF-+x8MFz}0gYis(*p$<^ntQ1E2szx(*#OCxaR}gBYD*zoR z&)>+Econz%^<|!}hC^Np>6S~@*!cOUffv-e z|2OVL*0FZ{sa{gPMxHC5YZG)9EAxQ1EY!-%suZZYX>_t0A-Fkm+hD^XEwI{T*k4O} z#pNt6l^m}rSeRt^@Z(P^h>0w^wvNT2eNvs`uk`>tNG;53%`d{vU(Knb=FKR5`JlCj zQZ7huyFD7r=7Jrb>6C`6d{}aBZ2VSNHl(uqsT}OBhYgx7^W*RGP;PNwx_5Osoc64W z)l!N=b-uF)+s3>h?2y*R?OG}5@yH^PPc;phPc6C5>*r%p&!Bi`e-%Ed?ygX=cZ1AG z6W8${anQr9`ou`C1ms@TeDMveBl*)csjq9f_`|sNgo*GFTu&@`{$0*CX)O-hl8)IE1bNe zYv!$Ds>@xn>VjG?rica>13q z0KWeGR6QS>iAQ>Wow)R0BywyD^<3Z}JxFQSsQ%qWa6VG^oY2)Kv=?l-#mk%ulFkex zq8t_A6BZJFmLnVM1$)MUzlwxQbs9XYw+xaoq_#*_Ilw7-P%PB9fv zDwaHHE^NYJ{XM*6#7|zeeUs2DnLtS2T+=4)Z~{Wq0|H&&+*9u*jH%2qmna>c)>P>-5sm~P3@}@340uHw;r4BpTu;yHJucH z{#ymS5nqwpKzQ6%`x{HoT`2{+;YXJiNxz(*Go|%GtS5%XD3?7yQI1v-Nt445;?Vg^ zsJ6`AHgcU-eO_-Q{9(%tr%nm^U|ZW)yAxdz<~HhroBO%hG^T-ZT@W7hA~blIy> z)Nk;!fk_@l6+79xMMq%bc#U|WLlkVCOF73APUZs1HRUu^7g&4#^~A7f5PHac{*S*g z8R%#ouN}RY2g9dLuEovbb)gO5S6+`c>XTU*S&c^bK#IIuYsaXA69ZK#QHtC4SK$gb2U&kkjpZ<2* zMc&g=s5_T-IwLg?1@iZH#U74@o~OoUhi_-Vi5N${=ceR7`}OFUb8IctsxIxxa0-N< zEY^0W7vtdgY|VLhQ+M1wJv|rmw-CcFEe>n2`QyE}2R!n~`(10{oP8)CL0{q(GD>TDp0%`<)12nxk}*R~gr zE2m?Fm+zJ1q@Nqj!mjiDoj1_U?v~lv=?5RTUy{jtok9HDzk>bG6@i)4$L>5T@pKvO zRk%;MX@h&@KQlWM&QoyhHqO7f_yqZW`*f4%8TX9+ld4Ee7RuTK?vb#1&6_Xwd;zG& zY9=!Gk@jfj}V?$qqNf20V>|v%=*iIF9j1NqbgK#D3E`nH|g@W z3~0aTe}Up(iLt`bQSWaO4x!?a@_Qubc6Q=vyD?WI+I4M8%vFoWou|(%IOsM&%wKb> z!N6SPVqKB@>zEILWv07N9;*cj=7jZk1_r7XIA>{~p&y-O7+OX6-F64`y_qZRF43Pfo*vG7El?}+fQ`X(iHVV`Rn7q2! zv*FmA*n zG&AO6gdWX}_NyiEEcA4=@bM&w{P>SkC$Ao}W-m!^Kb{LI(h|S8gL3fL{=$3hk5gdB zzwpOjww7V^3$8QQPL)BC&f3|7X9H2zF2b;Zi30LhYm3BwHsGJm2(K)~GHAJ2xbqE# z@Ou1Y&dHP%;qTX3s=EmfyDXvg&cq%UjM*R}UHd2-&TP!dt$cYC=^Za;d#Ibh?QdbR zSyg(lZ+N2&>DR$g%ZH0z&&j&DC@Dqhyel$%y~(`wPd*0yi2d(lYb@sNcb(6^;fZ0! zEm;s-hW27(_3ROD(07LR6zA_^tp8*5C0v5!DRO6?Z(Yd8O}RI%6C)I`ik-f~#gZ6b z3|x+QQVTG4uq1P$^d^J}ZP>o_(H0p}N~cE_<1p)hk%7Ue3XIu}?3AP>^VJ^4{-giu zQA)5mO8Fx3B#14`S`XKv`9Y_s2w{6rsC0Z?BwvVr8r$w&f-Jn9pUJIZo{6Uxww)F2 z4u{{{{+Pw~m7x7{?)QX{R4AeS>1#aaj1StAA3ljr!w+k1Ne%y%;uqBdn!Tm9xU6~L zwkLN1yfyhTvPPQ;vHB8e{VG}LTWaE^v>_0iVLB{qPabAJz1Xa#QVO+2wC!OUkvM$v zN9gB)G?-JAd8~fT5PW}4Oh0C~MY|Htf8V2$(7U$joKS!xQq^_UPP^8Fyu+5()zm`R zQ=`9UsJ9N6--hO${9TA|`twhpoQ(sWzcj3w&pg2bm<8-ibTNqj@_nt{-Vl6BDP+pQ z0~ZdLZFUz*!V&(~--j}*(Y^P)wCbs7+#+alwRx@v)r{Z#kX02S3 z3o3>|PH$@;UneLz#CJ90jxaXDYtLIF?me6-cpt_Mp=gI&*G=0oQB%T5i$p3pnFKTo^M1sUGz#5R4X zgU>=<9V9piE(eP{nth0GQ)!*OwX_Hx$~(Ljyip8Qcb82bs@37{p8tMXzAr$NiE-bt zlq5jYJwCBmWi}9g5Z9bL_IQL(pF>kdeFot|q^CbK6Zx?eL z7{&czrr-M6!G$WgG`d&l&aMhvx>sb(Vyp?BE&QgG`2si>d$hx>hKjQB?_ZY>hk=U7 z%je?V0q}!zLSP{z4}T~Zdkp!cK};(KJlbFa`U9<3h5bx{<7_5>m697WJkz|f|4kjN zZ@pPCYLJCnzb|d#gGw}9`WKmYCIMck$~`{5QUKx=EOIkSO(seEO(iV+Q|nY?5>VD zl#1m#FCG}ySK*K5gvboyr>52$o=XPnynj;K>w!=9 zOtz9p2?kloj9m&%!K8Px_YITtp!VCa)vb>S7$O|B_50Z%Tz_}$xA_7U{c60!Grh?3 z^@^36{uuFg{@5bLp`VVeX6kK|y9yxnAkF{(q`0OSTW+wVQ=$n?vD_So=Bo^4REY{>U4pnGtTF%F8DzP-(ci(CwJ&N{A_&9K7~NT1(JCqit$Cy>^zT2 z1nNwfpLWnM1e*}gH5Qw6{8FyHt87OZPGl-FMc8^_w_wys<^cj%n4d0Mx>tj5>FO=_ zc)4SLq1)H-FA4arG*|hxT^US&$xF5FB8LkfD8uwnkC(&7Kin88fYl{2waoT>aOM|L z_8G|mh5rHtDD=@Vaqy1ArhqW${p`yB#v&bd&6|3S>xIMjl$9`rqXp2tX|XG-rU?UW zgjs@YOObwZ#x2w!2m?(2+A+Q;#ZI2#o?l_W zalTSXOq*=F_#H-ms1TSXU)j6Q4OMWfPw-Q8SRKIA>HfPpWmv43@Mh3u%wC zpiA!e`L*m2IID4VkC|i%sGhEqNFp!qlkXqC+PJd@GiuX+-I6MVBd1nYt`Z6K%RrHc z69Wl&YiRP%O|KZ7eNfDNKr0c3H?#;Qt`x|2)qG|)Kl zuu8@~H|+UQyUCn{OtYsyPPVj*1nd$b&M zwzp+fF;zmxwDx80z$k3_L?2_j9s{!PANB2*%f@oS0!jIv2qY)2bSLk4K!B)iz!-s7 zyx%P65&Fynl;0hkKj;@iLK^!$m2wDFCNGCUPN)R-R8^NT9WF+J!8aRvohxBzT8zhp z3=3SMKkz6%rr@ogi%sX~b754~RJUcL3`BMY-rL`hhOaI@_z?au5G#Gy=f3jSK`ZaY zFY3b%SlUr%yQ~opyN(5ih!{13i=?^Q&i5(kpCfil`l~M(1(;av>xe-=5>J*2DuapS zZ?A%a(m-pCQF{7p9Qg9S(kmRRgziT@|MuvmLf37Bf33l(V0Jvq2#Mt7+^0{+WR#=G z%ZOvhcSk-R<~nfuMnfv{p(63yeC zh+OEyNWrxB-((n!WYCfB%f=G9({}Gwb6`N-xBc)53S29ayYS;<10==KZH>N>0ftqQ zGUqOm5~i26UV=h7NIjHQ{K8la%}<6cHlIyF)~zW#I;0f*ZJ*KN$79CGl<&ph?M8*S zR~jDbd?oM!3#^t6-noU6Qfp92R#XC>smqf;KqMdg)PC{3UaNzRm(Az95)$D@vEfoq zJrxQ!_4~4jli}>+1y#rJ3LL(rjJVNTcH#+ z@_}ta6n09`J;?c3g{dj&|vtgvre=gUzbR?FuF&d1HxqZBN3?Y2ifJ{eHE7 zjL2ikZ%R%{4QJ!Q>oEhV){c<#TY9>1cL)T92@9KFjwfX#-ItqAXTaAZo%YKlOkgxh z!}@1A5u|2P>I|g|A=Rei)X%;IQ0y(w8Z;`vKECL~JfAASY%u%r%fDr)b`Z8*zF>)Z zns2lYX%)f`&V~vN&Rs}-JN>eQxeUd^Uda5pUxs_ncyE^QP6Vcr7pECWn7X~nSN63D zf&7bH*itec1xz=y!a2TF!>_t+#U~{a(IwF4Yvxh{w*I{(&(Y@wVNt^?l(jsRxo_3? zK&J{b?L!Z=(`Dh#;4@1KUqVqst08&pSSd(OZjEGmM8deKX|3)&0T8}z=CR&0LpUB` z_1h@P87*n(8qeC2&`Ifd$??CzFrND?v9rG%)-}(D%>GA0r9A6tJKZDj0GP&1#U`Q7 zUYp0Anu)kgfo-hy?LK6`Blw;^nF_f>@4WT4=0V%2Op;wAk#@hjbcsVG9}==PhkRQJ zWLM+)4)Gf)m`5tJ4FLq+tUr4>A=3z$OV$L-oyg{cj>Slj)dM!Zef#aEXFBYQo8hqT zti+CL#thS)7WjPQ>B~L$Q-Qr@Iptk#1&se%pUq1uz(@843%*y(aXI>BcmJgn(7zrQ z@HU-<2o3Yz-jvP+R+fvZhj+$7PzN?1Uc6Vh;n{ zPXxHHWTTdkM5Ihk2nGhmKe|823mX4CGjFIRf~}m0?4kA=*g7Bn^7hk0xYfOTZMHHS zXbv%Ft`S&V^M9!YB6C@w;#W7HLqdH`ZGzBZOTkX5sOnjoFl4+RSbmt4JNrH;xw-sE zgM)f=Z}mTsp_V$&clj&%(5(GXGa<(c7HQOMvsWw7oTonKY+ER#=(T0vdRT|rrx&_7 z1*37VV8?2eaxsSY^g8Zja78nrm7RT0i!qzUxsv^L9aahwo|cy@CcyoseW`h1*i?|d z>F(Nv^~K#hb<5=#BkB3=U|9k>tVP^zJKjb%y_~nseM>?%)8{|;_7DlMX#G~h#zYEgMMScm;-yL6_?$dLRKvo!mL5IE}cY2VZL z`2;51a#ZDS9OPT=e{A$U83Z&A*005-LGJc2(Z=#x5Pmk^C`3x=PJ+&C6F=KfC+Ke1 zI~KC}R_@CXKbGJKYp7@qefmR}%*f z|8M=TEt*krpTsHp%v$_xllx<(Ap>tZ%evWklmJB{mpU98g!lScc!x--;EAMEF^@(Q zurE55+&q?okoee9iPaJ|HO*J1Tn>QUL$3lpEk(jVmgBW67mD#s=A*od{5le{TcnRo zC;$OT`%`BKyq6(i<9U~t#X$Y<^AG=fW$;O5_dO==aL9D^<}o*}ga+;#R>sl)!JPZ; z2x)sF%biZEZX}xtbN-gWI|&gWpK{;*aDp-xa;_iz-BAu-UO6ef`{4u?MxxAYSL@)v z#`uR-Gr7={wJ z{6Iwh_=_5tdcW0b*CPtXC%E4&cgX_ft#@<_$Kv3?Q-9HXQob`63wd#V!3iw790Ss; zZUXbG>jf!=vCyw-?YV6&6(}5m!w1OsnEZ8B_eM-9H2OTF30|nck$Cea z%YJ8ci5X5veB(TNK?;uDKI2AZh(vCgZ5m>S!@<;8PTs)q6eKcwC)ThBL$Th75cOm| z?o^#`cM_>Yw_z!YBN_S?bBghN3NwT4cet+XQa*s2R@Dd7rJG;{tqufysljvfr#8J4 zq+&$G`n&kda`cK>-12rJk-&#-&;MX6L!%$X?@Nth@%~1C<9v%?q}|RXqT(0}EHBR* zmCyMCpLnzge`_GBYu`+|Zxaqdo5aQHD@cg=>!NDjzHA7hi!GbOmq&^7z(RYsnx^p=Q4J$N$|7R>UZ+uAp*HaS)WU-1Y#3- zKR~-C6(z^|w%mJH14%r7w}r145sBwAJ?#Y-G}D)$e=lB$m2s6WXP(DlPSXz`>`sQ1 z1J24-o@8kC?A)P@S7g}ttnM)XMiPE*Nj17p4lUISZ%>&@7DJOA_q7o%@;R(JbE9_^ z5gBgW&>0eTpuPGtkf$;PPmOvjMP|BUm_#RcNzOJsA&?3<6+%}+` zPz^hSEU%5qrQ=SeuvSG{4?GgR&%owcEhKIZ>Wz96393676RH-;urd9)FD@4VBU}~O zMfQ6uUn=>+>QYhrX(5l&izHkNuD1^&aNgom)XkBGrBHE#Fha? z$KRjxP~!U8;Hm{%oX)(iu+6*%IIR=ZG%no2ls2{YtJm|8a=HGc*7X`(5#i}-^@W?O6eFb=eaf`gbA}Ix0?P9t5Cmrg)CfiokR^dSAn_{`4SlBFl{Qe`l zT%@n%ntDx*go16)sXVcjP`TSer2R1&zLYj@yb$G&JY$ay^D@$L$Kb0QzBfEQP$g2ApbKL>e}-h2znGE`V9l z*TgnC!X0;gKA$am*kM8~RdaU*3r^>=rqmRevy$J0Pd)IiA*1zXiW}r!FERN$SO6~# zZ?6`-O@^%p?-;vxRe_$>Y<5U$7WlCYS-8elfRz79-}Pn+@JI^RBq!Bja`S_*3^v3HDl)30CH+VJBhhlr{zRT!u6VS7PtI;?Koo+Dr#h0c)?e7cl)ynJtPG&YljbXbqm zukJ`gi(5RgyNJ9&qW<#>n>> zMOjqar2u=YZa(XIK!%?}wqBXn$zimTDhJyZeUOxz`hE3oJsvqMr1|_^1`4+^Z)L8k z1M`^A3SVinQ1ko-3njHyFxVbVQGHYhR9Q9Vg9W!>-E_y)%VV0TovPaF`!@;ZErxHi z$eu-ppB(dBAR0czMDNyW&Va*9Y+SY;8DMosP=7Mc4%;V5xuG>(Wm4Xj8h(BRG>kgG1)v26i+3-t{pUHnI`l6M8AZCBmC1C_9{<)6W=mM9!8dB5*>rzx5|RC-vP zL&Q$m)0{80J>jYO?jd@^TokjFG^(DzgDsbvowW9lWt7Clhvx>3!S&aZuMZx&VerKd zdU=Wzpe=3v>zYoMqv2P6?wbon9v_>_PV>Qdl!m#TRx=!JrG9Q-desDJ-&*cX^!mVJ zr1HGq&qVARpm=lHBmvt4Zb_M$2&^)vdCr@C5+jv!So8hT@uk}Rf%_)|F!0Aw>xnsX zpVYKY@#&G0H`~WUb!7SMvM+j1rC}kQ{uD;1s@VoLQaR1bN))h@`pEs()fU3f-t*Np zBPH7#6em{n6XD2lalLijbU1k)-o?}BBeP+$YED=@{&diR$nrEi&)!$CTQCiuw36%> zt3UebCOr_b3@7EnMjhcQ0T3!yAt^?i2xndj@4l;N0h*5E8U?haXyvf;w^d*`s=UeI zO@12%H&=e$nzOO}uAjQ({Y;SlJLr~0pNoIv&rujIWg>gR zE9Q?Q1*jg@(tG-76ueqqZCD&9<4Ux~;2iCkMIe&pi?zn_S&Y=XIlEpz;yhJ?T zAqbv@H$nf{qQoqJ4m?^hGiRjU2JVzb@q41#NTVL<6A|NqyxY^SZIio))xT*Pi2{oc z)xK_DevydB^j^KIoh9e*JH?;hd!xv|*He}%Ndqoc+imur!^xZ~yz`Nj3Y@JM>3w^! z1~eoao9vF?#I_wVw%U6Vfst2eci@&3wD3LuCy_uk-ui3!Hfi35TUSEsrp+%Q{yV&p zK_Lz*i-Ju!MT+3vHu-Ajg<=%8=AS<-m;o(Orz4Ji%Yr*+uWnrSl}Fnb`!CzG+e5!v zYzYhb9*1nKwRR)0Wl(V~H&Ts-F8Up=eZ*`Xa;HqqY$iW2bd?;3pC?nY^a`ZPm#N za*8ghuL#%SWDL`d*+5c~5I4Ren0^U<-rKRENyiALV*D>JGL@q;t^6OVcLLZO*%r<2 zFGGp{rZV{iO2K2C|DoLRQaHyhS7Y^s0{!oK?X@cHP?c?L($qK^x)*dszF`%9ZBm*^ zC-?fL)4Yab5)@>=T>sFP+{b11tBK`O(eP}ReQ@86B#=GGeDX;~7)ad9+NF~ihu7DY zXl}PuV4&#bvF~)%z`Q|p?jwQTx!=pOKV(cGO`AIJISYm3mr1>1l|EOzWTIeqh&B@% zr5%mp$?v3o;{LBUhY2LZt#ZZtY%Ve}g=x(P`Xkqn+%DR?ak$X4c(lLN1=FwjItis^ z0!!8Fh%H=2=o!s+xWp$8>n)pJ{p?N!t)uTm=Is*j(4wn8)gl!V%>v&vWVYd#F7jWD z%LV^^fp zTT6&eJfgur0}w$v!?slvq% z&#Em79Wd*<>e7&WJnpg{DKyPXf$Ljc@^@Dlpn>9qLs(@coZphy7iLt3tJ%WQquk|C zX1Y{S*b>pX zFCX*1tOkW_sKm>=LJlj0he7U}{x>SRexSBAEh&+!gYB#;ULpSH^ef3A;a#>;If8LAGsTcKTU=O7 z96Sk0;sdARLgBLOiwib>IdE?0)q?qS3Y_6r^yHaLf`OYEwL`y}p)A~aJ<%}}c=G># zoapg@B53DyAt3|r`?lBjoF!q2V}l+zd(3aU}hI_kF;V>-x2ZobJfSpuqW zxjDJ5;^3{bjAR#q(dc%ZpHm+713lK61Ui}=xOH3Ki*wQ!%&Lx-4K2kG=i9|k> z%+oKeih1CO@VhgDOlg?zv$2~#BOO1UF~=K`G3X$~@AiO%eFui42Klb!!RoSG^yX@^ zuMn$iwJ?qW?U_N(7Glbc=-Ku4YDNM+NqA$|C+39fd{dRv)IyAEiD*t-sKJfZC4aeQ z^RdS{zV||XHFQsF?xp8;hmZa(imK*S*t*Z_kq=8DzH`2!6GKeZ>{>4=|J`uMEJFuD zP3L$>xMUVHzN;3pl+~7mO(^J~*1#%FLXu4v!s6hG1i;Mrw zIO410`#f&kO-Gw?&%$RTIdGx2MM3K(6+7v73=dH3&`OoBMvx&Hbe*&`B)OV#vS)G0 zo-GkR&&12~TNB8jQo+U2!6L|(AC^ZF8rE*6qs?#)f!0Nv)nmluetxr;|2(%Ry#Ax5 zd|{_O+}W(cvwe>xE~IaKyXqSR6zS&DfoFv%pO7RORhI!uwtchdO#a|ezi>^1j)G(1 znom+Y>L5I(KVW4o8G0JdFxRvDLuUE?-wV!}XfIV#p-sYNGI_s_$GoH<KjnO+1m`*kn96d`86J$fP9zEm)6e=O3iUI8@0{E~uUnPBcW^YI67K3HuI*U=XY zK;4}(4?CX5L)$>r(A>TxC_C_QP&T6iN_6y%TQ=kX&E1hV`6K1{Zw+f#bc^7=!6jQ! zi&XqobdT;rN;2FkTF;);^}?B0#b-I}Ua)XSzhfc13Oe_1&HAMi4|(sOKTt39#|(Yl zljrW`z`mQR%xgRZB7T>tnc2Alr!CHMr4QI(bq&Q_h|KQ_%JuK{FPh@37a|?T1m^iP zkw*8aK^itoOKYTd-o_|j(#1ha*~@t@t%sbn!1$;91x*eVxWv7Z^6ykO$i@hE{tfkp z8AIMOBQZ;q8k_#}#;^i*HEg0=IZx)wk6h-b1qi(E9j~zV&{&zIpb%0BF&iuA zWUvwV8Lhb*w-K{u`ojUu|4O0Y*fsX8vtF3~o^$)GXCe4+iREVeoPtz4n%9CU*{CD? z)BTwk(HGb@ZD>;tfyG^al|!Vb=YbAm@)2dCH^~e{YP4D9lVI0_n*7y5C2tvqAQ|!p^xR&GpA2A z-~hKN_dPc`2ulvy5%S0Zd2h}zbbV+52@BP|0_2_inmdP$&EzUbD*X5%OJEI@E07)& zm&z(YW`pKx z(eAXbRRpd-Cpagpg)je8488p?7JT>G{8#Y40Bw2?h_yW-Wz#Ow5jJt8jC_OVt%ECt z7%0t5WpyJal3xybHo=-`ClnW9{fB}QzZj_kLlk(Q7^!i@un`Y-hIeOe_D7$}o(m&g z+4!x%)@M||HD*x)^SvPM zyDV|k3cOQ{{!z=5Fh@={Y+gAR{t2h+J<=wnT;cm$PTe%aE|;#%B=-=c30{b=D5ip? zP}$@K&NMhwY}x&Rj+plDeGa=GXo(3_T_Mrb0z4`a)T2P&V`0wUerdl>hpM9~++s7N zbSR-u<}qU?fhn?m{?nO<9ubWbi5*mkYg}!MCVK)wl_NF-92D%=%T_Df(TW~@p(Ta? z)q=^#l8_%y^T7rio_~3w4XKQ#p^tY5^-MZz5r|Y#~oSIr0Qdf?9Z*6z(RUsw6(QtR1Caph?8ZsB4PP&Yjf->?4{KyVXC zsa%Tq_$V5FwRX69E0o~pwS8xy#vhnpp6PC#yNfRT4}Q#TPXh-Ak?^;jRQ#za@1jZ0 z9hd65yybuSsByr`qKz5@w4KtBR&Z%hlK{>qCZmY8B@WyZU$3T5oEUxqBRjj9^z*_f-=el}f z$a&&}+j4v*o=;?aX|`66X+y2$`d$TS-Ta-Wp*I85%|_B^`+eX#v(-h_J=G~+dGdxX^gd|8@>6A?M44>G4J(XKbp=KEgao;MqFMdrlKb>MO~> z8c`DdZ*o&FO3f*S#-}^J7X^?#dZFBnH=()cmza6NP_YOX*o}8VtUugLG&%9@Y(AW9 z(QGm>NyA#BhZ(e)`M~x;y7F0AKGynwJawIsK)w0~+vm?HLN!n0@A8>c>=p029ovzK zzJJd8<5?>Fb}5#bRVe|V1MlLCEAq+w8?-6qSP)*S5D~m_Ar+Oxmae~hM&{%2_F~y> zq-;##lk(KTdcdBa$HH1N;m-9Jg8?7!V&19S_dSW3@Z$bEBWH(i;6h*Z^&bV4rP#l_)h0y!90V5~$@u?$uuv7Ex9vtGup9AbRa@7mVipzxZqzAX|ti|7~cMzl8jeOA15ty`Xl}9-znque7vqWQqaK> zj@MSK{VI3GVIw#Fl}U?81)C*WsOFQD^))GS3`R>(d;zMXTAnyn3##5GM1$ z%yF#<_PQ*6AJzna{5_Cg8@u z9OX_yNibf+{k-yE0Z6H5TvU6O0OJZ<)_3pIg(+6X#%tS1S;&xC-SPHVxTP(1eMPqr z&rRjbjbADO`pGK=@i%K=-`MNlyPpO@C)bV*X~VZsuXG~v>gH_xBsX(m(|Q@InQqu~ zd#n;$Tq>hH*MlKN{Wz z&sAZED{gpr>-&f1ESSC-EXQwagAYsMuFcC4-N8tbk7AWcLOHK(%RNZhrMBC6ifcJ4 z9+z)7F(i9(fq`wY=g3~*k+d|cbrC!sdUU9MDHboa^3W7Ak`g`2PF2RxV!U-V=Fe?Y zN6;zE-K!Q9e4rzxGO@TT+qK`#CP^m{*|cj^!EZ^-q1zY9rm+iFlB=z$i0?`BI!^}9Hc3r8aTS94YwJh{nrv(oPYG|PBT%9=)8_8d2%NfXbfjXK+;>Nd z%{64hk!E+Y8;??;`CEL4@{qH3dG$|h0WL4v%Un>ZK&Fuu+oyst zkQrk(wSmAJ4epHze&>wExXHY11=|E*Iw0wE+o%X%u6jy_>!f2RLu>=>LOgDH_mukR zj~|@Km@Av6X5)_Sv;F;~;dFEM&+I|&3m$a*R5DhdCNKh!n68G@|e z`$pS8XaY^lKGoyNp0GoTvU1{aC1jgl`nUgI6Eca4FukcDkmcPBwZ<%IaQ|UrGs^lR z`y_l^jY))2vBBxhu2MArp$5Ya#fHfx^tjQuLp~1_8+k zoVkCz#`{h*e%Ep-wf7+VmErUyVGjbm7h3+DG@y+?4n5U#Nuh%Jkqvz2q})xNQU1Pa zPbswaUgkSXpM=}Tie3wPnt&?hHDo)h+C0;Qg;Y?}M)4Q5dp(HQ<*xxIs(O)LB zZ!S0vbRXa5y$|s)bBi)Of15xdU#VfUZYtc1zx?)=S16vDS{CKW+1n=NOv27G?zP@W#zXLp zu*H;IGuh)Rn+BY-RYcqUUmZWFFNj_@Nbptd*l} zKDzi-jzs2A;Ta`S^KeTdvyxgUvzGO0Q%T+2- z6@1`~tZojQUIpf@m)bt_uZFh34?Qbfq+}sKIVik~f?*>xnV;x`@yo!AC#?gyxSr8{ zU+_aUEOi`WRToQyzwlXPYy%Zimn4tdUd+VO>3|6*9TLXW^VUl+4?v5IFw?IJnP9i{ z#@zDtP3Y3UeOQ2*KxEV2d}yuELJZo6^&ir4^m~)c?RP{Uv3g5Al#zy8DXOpbjn$(h z>)=sC8B*#t!omJS!w+d$IcMDFuY#y<)YWpjC}fu1B6yM~5$D3?=U1Ae@TFl&`9Bj1 zWMS#aFNQnh$NxA+Ldt%Y+;*l@Dw)VK=KWDcC)v=Ir@uz*#`#88`dQoSD z_+Cb&GSA<55suHf&1N{Sr+|U2>smm86C6Eo_WwfnW8WBU`m*Bi*+|N2U>;cPr6Y8{Nhsv<1Zq@JnVod*}sJ}c2YQxEc6 zmNGv}214{#2}YyCq=d<}{k`HL0;P+U{l@I%hwr9N2rR!%fx(cjxS!oMn8cIJ8^umw zLF?kPv=a9*U-OrSiXs*A>_%xtvu}gtvqu^Fr)nS>=eL|EP#%T^>DxJ9iSC$l)7MHN znUs+~Hy>3f`f=UJ04C^@}g8iT{O7S26W>9yB|qau!BAAnlnS z(|nhG@tHpTXYmiYpcvbCBc+_oThk?#25b4?@;r5Fw`eedE}lKdaGZ)6>7(O$ZTk4` zZ{v$N<3ham_YCK9K|Zve6B>MZD-()d#TmGK&PTny{NBE@HCQbZuT2m zpuv#Vu~)=DqdWLu;@D?rxT-m^uXt#=DC!`;J* z+dBatDW*xrK6gaNzZ?a_KBNo^?_ZazN=Nw`-N!+s6oL)Xz3?2S`T3kz1ol^jfhvv8%^fa4-|E4?eTfueS$A!_Qs=uD>>fk!g5O6intJ zZ+P&ob%PR^hv`jQHj+}>eWnY6ipkhUce8|gj6hs{j(W3SNrWuzgZFkB6UdM0-twms zW}x}~ukpmz9F(kxce^fN1K+m`NW>n=#mte@2kXoOVSIO3snKOpqV-bv{iEs_jFWhK z{E2fm6ffx6o)1q2l#1)EV z{9(xL#5Os6dFvF-zFkyYv;NY0EiaCg1RB56BoJJ$4{e7}GEsrHnO_}6L!jY|$KS(5 z_sF@W`Lpi64R*F~=ifk61r7ZN)0E}?P`UCl6Em+5UOTXdXId-{eVNVYHR`g^efB^0 zm<%tt(97n1dE5nGihr`3coc)fFCU%D&Mw4cmafOW`O&~zpi`v~S%TaZ=Z_32r{c`_ z^7R+7<;c^jwZgwhbck^MxjUIDa5D1fV2mUM6O&qkQY~{J|DddEUSueqTh-j@kXQ(w zdwAXYw3}ex-l~6$A2RTy&APL&R~Am$c{M50)?o1HOMNcoG8|eC7urnp`2%h5OmegX z@h;b9|9#K%akwefQIC{^i@lEEmP)4LRk@hQ!`I5t-r==RkW?Z*E2;TC@tHs|?mONY z4!;468)i5!8+c*Pz_X|InH2a00bi@8<3Z~=agh;Mb3ty(<5e&6y^qM_*5n9)2F|R| zX`ev&R>h&ok(Z68wt9hUFDjsr-=Jo7E()zX%u9xRbMeRio=+y+*?{}sr8gLqL#|5j zzNWrX=zmLwjNRpUkUleKaFYnAOfUP%Tu6q;DWz;8dmEwobkWTygDBKcYmSz`k_Df$ z)-nf+^suAL`;Q)bHQr>~$?j4d4iA_c7Je|tfYGX3%`mqcXu~oEC3fvY*NyG5 zD1L0@!kktVdbIyj?|E7ZJFZ(FQ(=lg;ndxhTCbO4<`DpXr;i#obG*lRrJAQEU!Vk4$U3%&j*tpu2 zIzW5^M*22)Hm2G!!*R z(Gr*KDHvdD*{ED{7nk$68rci#AfhDl*!Wm3Z0%WmsO=gEi6`IWAetHb}0wCVF6*OyRkQOJ`w4vx!+%Rys7<>_4SxmVv@yA1C z_Z?NP!(_g6UKbF2<4?jex#mAkX8{ANQ-@quHhxsA7}!kivDmgp+U1ystj_Mb_H7kF zOJ8ZCPD;W0-9qyG1LtN#2*VqyjsTh<*+gR9P_s={%9Yqs$)Br4Er0K zkF+S~K|uAa*?sm@Oj&Vc)!Lhcav>k+jwyR!6vw9k@wjL>yroiNwKy1Tj{H>cJ4Wuq zi|h656hBN4-0|MJDFKB)M3#<-)WO%6GGmj}+t}*7a-d?i1iyGEiB6;>fwADAtP0V+ ze;?{-9SJ7$A*a&&6&4COZc>e-rzychGkPWiE`G3{44et>Sk2CTNFvS;}J^ zs%b3#ck6H+aQ@>G3)~e598D2V+EqfZ;;5u=|MWGKe-XpFa4-({oFV8E)>Mp}S&3s8 z)_{;N{`tGE`V#%bj$?t60ac7NJ8TDn(D)Zqm-<8oOfb^&)%GQ$m-?Me#oR7v#~X3I z%Q6GMouxQATn|R6R}&A1E?1*9cfZYiLlzjF;jU(r%El?#&cJc|M6~c0?)yMsPF5dX zelU#{;u!mfwo4DJ@z95Rk<~-xXk+7-=B<>6w`MNCn4Kd&AlnQ9zug7!cA@XxuU*v` zWcPG2w}zCwdzA?lJV}Me4PBSFc2i)1@^R+fhFGxTc+KS}>wezCp+PVKlFLc>4a`hLTr7Y(2+{Yp>(-D`WlF@JxPs@W+4UK6|yKY6}k9tMLHlO zHVZF*h&AZ-7dO2!` zdQ6U!675R;wWuAdCHVJ^X-`|V7jCsogo7k6bMD)*&|#u`7t!s|G@H&PWTkD()D_o~C zUu)#z(`!|0p+@##k*^dd9(|Yi>@rR^RTdE4!6L-}em4B7P#pSUMCP_1c4FDAez?5N zo${95hWO|6;uy&uXXv?~F zxMOKbVbeTAIv$XVdOe)zkA-%xjE+mjLU;e4#lIUJk$0+ojib2%^bVd|D(Owc@UWx# z>_e{5WI|mx7Ryq*k*^{i3AF|*Vj~w;oA{Dw++_h%m+?qvsdyUIG}5Y zAwSxw|45naEt3bYAObU)1s|8wXCnh8g~--K_vu>vGE61Vafb~>+jXPSN4cWTNhc4l zOsATUyu1dDbY{R0VZ+}Xk2#2eNd1E`f>#^BfTcndE2tYL z;ZO^KpTG8e3V@gaJ^cjs0w~$Mxc8SP3A;`@8$3B$h~MjFFG$%?A$nUORpNXW6po6F zzEdoP_U8EHl+>%ZXLd>Qk9-kW@wpslil!plVb`n$ks7FN%bE`Tlmv|}dAfQ;-%Yma zWL~66K^ymj;unTUSoT@HauD%Lr~LeSK0+WD+m736ZFGtOSMkmuK58s@R>>QS(7}FG4YS;MY6XH6o^ov55VugEI$2djK&<%BSUITrqHG`^~s4<3*`5ld^!9q z2bujP&71yffuDAlgtg}@P;rF!suIZuPPpy8x~U=pw=xOvt|gblxA&Wy`lR#Gwr*g0 zGlXMQu^RV+9Vu5Vvut>(QHq?Aml(JH%|#Q=rni&Tg~)nN&X2&xaGZmcjjpN)I`65{ z(B2Eh>v>xP=0d!%kdM**5O*DRbw1nucW)V*1kh=CX*ED@`(P)1$`%x-ePu~GSplMZ zBSYKl${_#SWK19NpM7iH`P@^H_#;?-_bHU?;2ox{kDiJ||KB}h*876whr-tSzBXk5 zKSzf1(^R6Pqy()TJ4Ehl!-f%Al^XonB2P7IE=0-sy^l`o69|f`m0Vh`KVJS@5tK&q z2=ol6UOf8|51UOVbylJQTCL6#`}0^WbVH|1ppUG!)@-v4oa9qd3cr0}3B-hwib~yN3Wj+9Iy^=ovLF2& zWbIY&z|D8JFSk`xV}nbfNjzUX1{r8i9d1m5e($KL9HJXnvqokPOy5POkFVdRPq<+F z#Hwd6DNSfAW6Bz33`8rY-+8_}sc`U%?*4~Xf!J}?^}e!EIry8spSc*CPkgL1o`X;h zU)Bv&R1Suri<|L<B+H>92nL8HDwu<2TmhOUnSRqap(Oh z1JgT+SQ#`0vYDR9lTs7Bk?5kHqbsxRGzH*1+rZNw8v(=1^H0u1lDW0oLGV8LoWp}Y zDvnz^qub)8Q=P;wUAun4bJV&PZ4E@?MMrIcd%F`)utzS$3-LX^bC~4!_L}M0l6xnG z{h+woq#vgIb_=&X-wY9tdOmK{@W-3G3^!;v5-2l{<)0_I^W$+!^Xm%<_}45l@>F3l z*toP>a~*NSD@qmh>%p;b`n+|4pMMT)6mPdS94&-fHZ89E2@FB5GkWq6T@^n3@R23K ziXk|haYt>Cf`N6pwV==wyErj-RVcl*H}?^?g}}V3wNjQUwD)c zeQob|mSlQ?eA%2qaB~4X6Zp5lDMY~t8#R+MD@$bg^rf$Yr3~UHEIwNlk>73j>s8Ye zg&<=SR+Vtp8-n%!U2C@@u!ZS4t$m`kIG0pJQLND;k5J5wb@kfsj(3wsY$ zKqN2^pZph7;twhlEtSQbL9lKVz3@D$keu&JluxHJq4(NAiLiSyoT(JC0rh;?nteCo zsBkhW4a*N2AFPJDeDTH8r&K}VOlg|V{vy!WQ5@M~lMD_%URzG^pM%yr+h+2ji&10K zz5BNhSHP!J`{V9aM}g?RFFCn3HMn;`1bONG3G{BeSv_4XR7LB?oFV0h;x5Xe8S4?4 z(Vd>C@z@m%)#+(ziB3@U=Vc0L=4|A^t1kne)Yd%zlyc%&m=C^a9`<^fR%u*?q1Tepn z)lET;tyuer$rFp@t>^7JLy@lj?iTi)?x=ct@5l246i~V6W@&610LJ zvz2f<1f|w#J~l`Jz9ThE!WI#5R&lX@NwOYZv?o7fdK!)Uj)XAgae3pGZDCrh*AwC1 zp1nJEd`LyPzis*bnWb>!tIaOyPnGbm@uzrnV)HXWIpbVV-M8Z@?`AjLf7^y#gZ}~? zy~HM`V3!LVs<)(bPDMjJ%fyq0g4=MQl zij!u{FH%HH!KAra__b3!TDER%3Vd8n{1qY33ppb2?bB1wH|&grOI=NjiAy06d*1re zBaK5lQH@dL+mDeGL{5E#47Ns)kafxcc$-a9G`X z=0(?zc<5eV{=3`G26VM$XPADQ;4eMq2eA<*7}W2vm9HxWy{*UFts)|E_i})(zJ@s| z8*j$q7bTeyR~7GfMJjEW&>0!UOOjuhs_Y zzals_6RN4(8Gs$9x!Drl2Eu=ZEQ0rGGtl(a7G^ho0<$d9yLF1pTfxq!MVh|(Ly^9I zf5yoQJVo>9?2VoZ{CLyNz;*FDRyxIujD%BBFYfcRzU?U}p0Ofk5JK{p%O9&*ITLa7 zG0K@YBp1rvldgNrFB>O#)jCW)Q*r)lzSg0NaM*>{&z%v7K!rnbqVel#xFmXrE00E;{Rn;LPrGK2?<$;pfUw$z{cddlJA^M0MsAfrd#paP7<_Wz$3Iw@TI4Qz7c~ zld9|F-82x=VsR?*He7M8l;YVFPWD?L1b8d}B zN}cM@)dhQuH<~=ZYF!PP>IHMBYf>O4vgra6f1u=C^Wz0~cNqG-_R4ir4OB>M=Y7f9 zh&+C&-p=C`u%gjA*Ki^kD}rpK=M*yWPk%4(Lzy^GQ>3EQOg66182mXun-7vK`y7q5 zN`ZxC=kS_YF}|_p`5-u7f^G)URvZd}=zPEI&@rN8a=U;1c6_y-sUxK}`_2l9*ycji%J(O>)B=|fo9gN58=5@{q%0%Z=tKgGz2*+1pZ|*aY-|v}EkJ{xw|Gzwy*|oR$ zG@RG26Itu6#2fFQO4e{^WA&!K;j8MVNV&Qg?)G0G77w`n^xc#UO2Ns;k5oD0)yooN0Qhs|ILKhoCn+Z z$vuwYz(Zr?3+*}l>>lKMYwpp!z;ezF^NM$tA5wOO=c5uU^LmyjuYZo&k|7OF+z6rV zS}=uc47}4PSJM&OdYClGec1V=R>RxrqBiH~T$F$AIV3>12%puGXg3xS zo!yz$%Ve$yO1c9^MZOsc+h?%UlN9hMhi=9&T`atom1eb0dbdLb{O(FTD%cUJM4JWR!oQExl^;f%2hNK08GzTk zQ`mWfBxG&x-PXoef`;n(P7#~^ps!VciSK#?sM*MFQ?n*>`20-k^IB)93Ddr3^Q8)> zpWM;OG0Xw6sFyo76r_W2+@*$H;od0uNAmZdRl@HveZc&&%MSb3SH0K8h%cTJ(SAgi z@Hs~7UiHV-qJ>}IR~x|`NMY5uaJ!%Y5|4WPR{5I%=jphPB)zhNN2gU-xQh$%t>%}G zd&zMq-_B*tMnj-^+grs3j-|s?=Gw%@UG5O-7<{*~-w#sPlnQl9mzJ0ZK(0SS3R#!R&cj&^(pn?s~DX?$gJW-1W;wEC2`|1#=%RLsP7-HhQdX)wb!mUi}3l!Sdr0DFW8mM+_ay}4;wme3~ayP zicMX97tE<1u;eIg@y4SD+iG6CESpIo9D~2}%-hnzr>ses$0VK1Az`}jPe!BSgJ<&8 zZWr_#{asTsn+!z~M|KK5_Xhc%okpu46F`OU5LM-3EsC;?EG(3#;l@ zcq%Ov#t5q2eIMCtFkZW-e1Nd=}v_N5xJ zYTR$w_h&yj54}&R0y{<4ZyfGhHZWWzoAiSU%>8Tj*^#rg9;>e;dXTy)H(iDvVOVHU(t7WQ3 z&S}ZtI@CY{Axz=S2>q815B8ov^KWN7{CxH{D$gq)zn?E%T}p|C0k#eFcdn$NL+QKx z(p?mEuYDrUt5Jdr@?FO>2d+Y)L-(aYcfv(!f4luha4y`C@z}7lArZF)g)TG(m5}pC zxp9TX7r1U^?4(;K`s;r@HkIT(Cc?_eFm*WsRtn__x`(v3I%#>1ZIM~(UHL1Twci3`)UgC3b zUvM=fYA+o=AW;a#)~hp`#V(*4D${16yiD4EvGw3U^BCxLTrW1M-H1V4_> z?}$i{C&VP8}DAG{Nf^| z%Sn>S`L0q8;61nH+tuDyV1Lq3Cf}Nm9sGxOQO1;EAWGO6*BxMQQvbMmXef$qD|s-r z9*Q5S^*#^c^C9v>`4AH$@l!sX%`LRc!<{?eecw_F4E*~hva>>DRGAd!zmk z`_KxY4-ryb9ms&+f2nd^50YWajT?6Y2mImOxy=%HdkGI}K%n_eC>6MTbe$?KEpch# z+>y5B6zJBj%ct^I;u^R4sN!P+qc;y@+30VI@?I>;FR3NSa_n_ixm6bM`1QXvSnBZgoMYl^+mIh+S$&$C@@NV#5{{N2Wla^!Qru;!DwJ0IEERqp?z zNyN#kSAX6yO@XfN(%DW8vTyjuGkiYCAAk4>@W+z8@4JUOZL(h}5VIuE;GuX2^B(Wm zdg^{UXv-A)s6R=7XAEa@Bf~X-U*n0>n0_++2-zyMNb$${z_e$5u?=v~`z^(Y?8Dr3 z3SlIo8bwy`t?1tg2aDnki%eItA93^1c9yM2sS#S^nHqJhFyJSzW4EgC!%rwd*m z4kdm(jmiVzL>G>hJ9j0x2%TQewo1QC01^HonK_35Jhq;6O}8@z742?(yE$%w0ykyG zyHldj;%oG`DVa0~=y>Pvm>3T89c@sTngkNVjj|>FW#~+a?vT>Sgs2;ze#9^2;e*|e zXEs0Z1=3SwJ@6O3dP+KM&=Tn7dGCv%6K~(eXXfBkxX&@^?-h8F?t7qjP!WcF;-2%? z+>Ctn3P&mg{9u}9S7dQ*Da27EZ*_W+a(WdrOZ_*t$Y13fPDkd&RndUc=K6K8Zq6mA z6`l)qb3ruDy?3D{lXK3YDw>ozE}gVH6aYs#eQG;o?W-D!GD=a46gHaXeDNwzgn3JE2`s1@5XboXgxLt4y&?QyYUcsO>t=kSAkyw|Yu z>1KO4ZhwB|z-P@M&{(#E?{vP8b2`3O z%`Bnp&jp2=$Im#y5A2Q;h)-c5uKu)jDjf(%rHpqYTQL^*-sey^k?EbQr@R^AqPTPbFG_|bx^S7!kzWO0_0v^lMZw%hKL9EqMK#Ipyc<9 z4;&qla79Rcq^TkTLR()JWvb^vyycxquZ(28@oZYc=U@ePxtFA`_9kG=n^`j&50d9g z&%M@1$`a1iOGQZA7hrwLRc`SI!B}OfYg4oAisLJ4=`ms%$kIAJ%9>Gw5_TEfBHv44 z+{)K>`|~(Bc#?IO{9-lU;+~25x>gJq%@gMvgbBR4VQs4PZ#jxaneS#xA-M;Ik9E0B zoh)&yghNJkzF7I_ zWgeWo9A{B8Pl5Wka~conNPboAFvrknGKBuRbUGq971fGI4WDU8f{~Yj)YjbrkgK1_ z#B+=Ikar&z|1YB%lBVV8XqTh$^xoE|_D`K)iSNC~$4xm%qpU@nb~7C1enrupU$uwU zW1252>yj}>lCJfpX&#zM#ur%XeOpRF?Y-m8!{769Xpf4I*0u(m;;8I3+8z$)d^H*hsDy{G#U`o$Q$9S} zT9KNVYz**5_|R2ZUvOJadT@Yn7fT;q%UvlALG$~vya!DSk@v!PzK?cc;H}N)_lV@+ z6m+62zcQ!e+b7b;KC1X*Sq*Eq-K{cM<9zy?ryv>}qBBna4GMww>4P?7J#wJF`_ige zsxLOu`}xscD+C8;fq_R9NOatS5F%n z6&z^6|G37_T^RL8%kQRNqe-5{e@65yTWB42jGb8c(iw=K&aypy^UN6{1^qVM|CSH# z-Tp%6FRS5ior$&Wj5>tyvsCVKq`>m&^e-9;<#4@mB=P^>lSD{N1oG}P0?UnHPM`{JbjOd`zD zw}(7^>y82%0>WQfOW{$eUCciN(w{3aqg~Mnz-MJl8NN&9nD?afLEQEV{F}^^TD8v= z7e5@Gq_wAjos~(s@78SG8M=5=nC!a?ja_dJG!>J%^2^t+&*j3dG_hrus0_HPb!5lK zuhnp1HODrvAPWBO5N4_li-Fx;BK9Gqm%Ji-;^)*s2k4#u+@?srXOBlKD%`Q5;*pwX z3f>!H;EePg8=K2VL7}h8T2&wr!uk?bEO!Lpg`Lfq;F*WJUOLIzc-+8**uR#H#`!RI ze}`>Hz%5|Tpj2-=oB{>$mj>$6NRCoIZ}QiC9w;wuYKw6RLB8<2zH7g#Vf%hIdlmaA zG;y~rZ~mYJ9XrbZqsUZYfRDh(gJA(6Y*czGa5)EMe(Q$+S6c)EH|zAv79&6+fX=su zjpXv@w(j4nl>)gD6cxTN;V2W4H#|fsgU7mu?W{PdP^z@YYhQgZaC|mjX^J7zu)F(M zZZMStA+`Vg8JmDcQjyPhFy_NGqYYjL){!_Op*Q8(Z-DbNPut|m(n0MI8xzMLvY-8Q zd*a4{VBon{{|3lDv*thTPd}9+LF&cS!#2W6y3+eqM3>B`-Z}~KN0R>stV3^isk7&T zPlM#xUsf{54|&0Llkli675sYpdv7$Q8Q?S_M!o&cmheFup41s7z*}~1&sUn+IN~~caPK-N4F2sQav>xapmSDz zzU~%qepWUvxOWetbKeQv94G*_>O;Jjh?JzxT03+!mq^I_4tVWamxn{gmtuK~a^O%V zy*|T8HGF0r?0-h?6Rihl1m`sy@cnn~CBg0({Bg!{LWAV!qPRtE`Up?3bECwAYlQEV zqI0%0zBvP#f*L+mY%W9}(oaTKp zjUX5eG)Xkhr+{A9cb5ozClFnF7d1;bZ_Mx6Wu946VCeml`z0>YkKU0sC-Ws1I#ib} z*6vW@q;<8%m3x_BYS&co;!8a2d2RUU3|%3%ceCqyl}4e`Q1wYReUkIs_RMC>Vmg?g z<)n{E%f~xgY6SaK3bE(#?uWNz4Dd2m3h|VlgA0=46K5C6T+i{)l_Orx@c6oGcFBoS zEPk=|QejmKG!=Tt=6wmk01ttl{;lP(Db9_n!Pp0eXJ-y<_*@8Hwx7)ch?G!1&AI=% z8`*0U`$3$GwBupfR2&gKEAy>dgSc6_u1=@>fzYR$@8a4n4E&4&kSm z>|5BDzCIMU2pZpbaWEPGfh`Mcs6x3L`~2*t3()4^?hEao{c-EHle#j5w|2~b-|zau z6r^zv78~xS!aKUS%-LijWw$jqS?#O@iviD5D)Mny&f+dABuj;P)+5)oZ&K0HYSc$o zrWAiGJI2R2=HbbplzCzELelG+v^>9Jk8_7vWxV_yp?dk|Ms|}hph`3Ga?sH$1J|sPalW!t2w`8ttjBOE5d0@SP95=>)3S=iE!pw z_sdJ3B$t{duyrT-{IXm<`l*!S0p+>#=Y^c>@oA^!MDK@G91{EcKHy{u_Ic0U-87d1 z=hwJCd}4}%9qo3X#4jn6`ABhVezPIC6a`Vz4#hyf%%{(>lq$TLRM<~T-i`NMxDsMY z;;_ZxZBg5`667r24^=Yvpl`b5@8?CWV?MBP@@y0eacOr{RpmjWvug4L;YA(!Cc3a`A`7!axcASk7J`)f#dR(QgtOvm z!^BjQiG{pdavxe&0v&ZSGq)lgIC+SoF+3M9<=S=rlqB5U_gkcmHpZjP<0wA*QgUxH zo>!`B3&X2>c&2hlj>BVq>;79Oiold|HFSz_hc9n6@h{*e_s)Vl0!I@3!Jn1aMCN)4 zR3*iWue?b`d-dLonGMHrwx`?Pmn{@72We-m{H3BwIK!Dg;W;?)-@{{POatKQlH$li zt4Jct9IW4ayHImQ8PAHhJSc3>2UR)#(n*bK)Yj}% zetR(q4Lg5M4cz?x zVqjZnA#iTcV4A`*JUXAlpi1EW4vI7GPEX8{8sM+hpF-vj>ieGGJdqH-dUWP~?P@Tx->>C;d^aC<)lE!Tnv~(y1Lufc7N+CVVZ0M5~-cx08N z4)@m;;F$H)u-;4wydrj**%$u!G55AAw)bPf;^&5%~Xl?UP>UagL%r|&&gr# zkf>(a+Z|JadyVMD_AUh@|BMKJthR=6z4wJVxiusQQQn^WJ|D=#!hcw<4viBMYmWY@ z#dzQfkYm(2B9N{r59! z8wp%+?pb@ z#pZN)oED&RxH=CqPT%@RzrO)Klq+q#)|h}Qf~jt%asvg`vOR1Yz04 z$!T7$e7xr0bt>RXHe~Bt2kzaQgX&SC#U)HsTqXI`M=?b>#vb?MS9T@@&UV*!{3*k= zfg?ZX$i9)yZhg+$qX_U(U40#2Q3$VCUqw0-j;s8Oi~0$EIjD9%O61x1Ok~q9vCPtp zfrfK&txrGrL&wX>Y<=&uM zNP&rKefRc!sRY5fZ)f}Dns6)g1G83PecW^WNxsrR6fAxeJ9^Yl9g8*g%h0BOw=UYG zjE-3);zz2xgP49M#s)7nc`+6M{XX&DWER4Ozno#s#F_``GH=CGug8PI(eGw%Mt7n9 zJ(XSQbUN7&UMa9&BInuu>VDQg8R*2>z#KP{0~-wDHMB?`)b3y%{8w5FQ?IFpQ~N6L z&c%%#k&lYe?%ds$<~z3_?)Q@0t%_T)(rt~sWofuYq0=s?&K9$LPYS*8%f>OcQiXoz zLb!Y?^?*Zu1Z*Eq{&3i)4F66Y5L7=Cj|&D{WDKQAZb?EcMmf6x`2}Wt1h0qT3DKCp zUU?Lt%M3Ts8)mW_MWdH6Eeg5d}PAyAJQ^tj3Q*#j@`Uvv7W5L#VA`3Lf3gc;Y}|Bm`Zt%5Y&K zxfHo@y3T!ZFl_?oyY~8Gb=8CR{ZHzV&C^{)T)rCK3y0n?qS>NhVu|1R_aPw5KRMM- z_SQ4{&y=*Q2)CnRgrUvZ7gED}^KI)x(dDm2c?98HFjVXAQ8jjeZJ$hjD@gc2j(UMy z8|gm|`uXdeCmdz=T(=rA{~M_IP-AQLmn1M3d)j64nTEsJkN!;ltH3uq`|1B|BU}u6 z>WN~ta0n~9di>%SKPZV2J;OX|kAdP|cAP_vWWE9Pv$GV~X~N&4?N^B(BN&IiF(e}6 zMB>>o&s;LkYC3wNH5b*dy?8!^6sW$UAYRKJi@yYo_C~kW!S>`Wi??T8u*<)?w^1XMtw_WKZ&Qx6Z8cDMMNlJYLkLbQa^0Hk zCB6e~HL<6Jm-1|ZD z|B?Lqn_r~~U{ErYhpnCwy+?S22kQ4;Y$-;CN0Tpww9>)YyFo@ItpslKbKNr|^YN8S zne6+8)A0Vz8U^#}IKu6vKXE)a4z{|Q8Lpa>IlMKa_=GG4s}#C>C?jzorm*|Zt#g&Y zbJy#nY?n8FUOlOcn-h@|p|HJ>FB`N5%VVkx3xI!bS3xvO6_hi!&2b$fyz|ieA$cL| z;b7vRff`#a{$uw#krow>`R#j7`&05z^JIdj)>k6+J9qIn8HUhw+{*NK@fI*<4tcB8l-&1ejA$<7-0V* zb<{5pVc}?t!Nx4qzZNzSB^`{eK7W-SZHk2-X|9f?dNKG!vU6x(7U9vU`53#g#^A^n z+xLxLcY(87$jadj$)^dFt8CULd*rC$TaJl&XfiIw3r7=CVvmTbVUsrSUnuudBfS?h zicpuLNdl^Kr;a+9B%@EA&b=Nz`ESEHx zSX^`yC;5FTlaS)I$xPUIW~jjLR2W)u@F&tvA~P+0z&)NVH# z3Biv$FR+WJqnC}Ly2FJWd^>k(Tl8oUTzp%oBc@Ubi|Qed7s7}nkiNI)7LoS}m%1FV ztR(!6Jt@r3$h@FE{`u)f*hZZ_IZIIQuJIp)vXs-5&A)o@5^ z;=@70@7xfjP~p&56T4bFJ@%=*PJ_&OFaI1-IJdAOWCGuRl_o55(F_%aG zN~^}*bLX3bM32Fy743WnvbTF;>20yTGZr36;$sfYGPtD5Ej0Tu55y;CGrcPazc#eb zS3WHo3xC*M=y#|>UvBXuBF=GeR$&+0#O*XZ6Q}d3K&t>UC5DY1t`+0P3t6Y=$vtXG z^6j&sm^ffexpJ_oIs-Wo(lKBs>jP6LVScM}|>ieZGY z5?2Ou;UE*MqLhaSzLgHwVM%uY#i*yeIU%{Ye{J=a{Fwldb1r-PtttmM&2rXeF;{{s z_eAFN5N}-1kZaZMKqD`oAg>~RAN1ff%X+ju9fya9x?b)kea5Klz6s|9cq5)9^t`Gb zzD|3YtoI8;U&f^OvRmpv(}kZcV}=5aQ{p+!^f@F?Pt|9;HXie?W+Y7+`2TP_aiX{twUOOw(}HYsCAwp zt3Vl8AGT`nb|5+5?AVhpMblB7>2&YooDx|2@>#ZZlMOJ(J4A&y~|)O>HJ;9F$&Nl zdE0~z;Z0{8E3H0B!$pIg@gp4m;MrRHn}NLZdUr_=jxM{xcEw4Cm1~i(&%t=7>`EB? zZ4O-Vk;#X}YkJwd-@Slca>6CHF$JG2P9J_ic*}>B+yuUz$_0jT!HS}YN;Jip3R+Mu z$~iH#N^J=OrbYv{3Fin1Hu`%{IXDEHSO4*Ndse~AryL(wNiS>F&OhAA&KFrYY(?#S z2{J-l_x6*u1pMY~P^}OWh;wrZ*4^S1;+r`KmWTZy`nsk?>IMpiE(aHOA36sMZ4T$G z*Rnx)t?bT2nLNlHy!JQfS0-$$k2y0DRZhG+2G+Ze6FJ)}`#n3o6l;db-0%5OGo@VMq zqtnNur#_auL$}O^y;BF`@YSK~Y)hf`m|b}4h!6R!kO+-r5+*&T+E;PJaIFXXl*gpOk}*@%WKmgEB~CS-JQz$rQLAK!M3z5DHSqE0qmS z!C;bj`Gji~4xcb;2_ziPvEE?1dXmeHsMX;)M!kX8KNlHSo%98*{}!s$f0AC(e<$##F`FoTS685=A_SrS>+8?FH;Gw!2 z?o*vn=r>87c)c$Uy;=<$CX%vX_%E(V{_%M)JJ2+T$krPkrHlzM(~*4&kc# zp6U|SCGz^$UbP=}VvsF^`$B7CJu+Xqcr+6 z7wgkSewY$YvHZV{_w%EZfXj1|?%Jh1;J7S%=k=3wfr4s(mY%{j#iUxoF zIqAv5YUGw`IY4^_#Yv z{Qp%e%k&tngiA;F#3d}J!_~J^tYgY4cv<0S)2v+p+`1}p_{#Tu!hdpAXiYaob{W&3 z(|0RyMML6%C`S}7f9&{CKtX73sLLCvt3B8 ze&lRzlz~DuI_n*jH8M#C!7p?&oG%N=#Oe|p03fjZTkGbRv>ho9ZgI!JsxVp(fq zu5Q39=6U;)kw3WSDg=3J(%^{8W-*PlOb}1h8hk4ji-#%WzeFZU&w!Ib2H>u z|3c=Nqs5MVNAFa?w-tpS{t3R|vaW0BCrcsp7sG+IXT zG5Lp$Jbl+JVRLu#CCka1BaY&HS*ZpU_Ai$=yJf)CZ=ao(;QhVlp#^>(_2qQXuYd(rHqC*4Dw>dBNfN(1zFz)%KSUuI zY90g>{@sxPDVpC|7gkds|COm9e@Q&tX#Ef`!WRZ{ua58OAm87H(;cC$vtg(k?H3wO zNrg|tb)56BX((WA>fdbWj9Xuy;Zz~#DdS6VZ%waqIOiU6kEJaDH~HLQJ)cbGTgP3z zLzf7r)A3o&fJX>A(|wQAc}`@pvpjFyCQBieQBXRrG^tU~f<0yXbzgGPVCQ1!r;jVdQ)ce|$z7-(EV(RN4Low-7T@ro z`ju*sk)5d1$;p6Wr*k>dr}bgIQRucl$8@OKb|k4nD-qcw*XzoYbL@t7mBrbb5`22j zpai2sQHOb5ldNGP49qHoOV3iUxGY+)i*f|F96iq~7hZw2789>#NYC%qP=&(w2kPJz zPc!(lQcC<^d%xt7euAub|13{Q0es~fVeMrygE_VAyCFA;kI;L7N#a8&4%7Q(K5&c0 z)an}tBDw>xap7~_I5iAHyK12{vkb-7wMz1M(BQ^~#*a}?FG8&Rn~ye4Irz%)ZKbjd z4Hq1}8}u!+aI(#vH?~6;e{zU(iyaHVKc*Aef3{n|PgPDl<1j+1wbnr+6S zb`ET24LrI|y$shM^nCSmha2pYoV%v%lZ6uIQ`N7=so>nnw6t}7Ba~;Z@xMr;z~0YK z#R3ZNLhzvA$A_E3z-ouVmh4kGAP{jNGS4y$N}_!qP@0NRd2(;W>q||zQRAg!v{DTG z;&sxx_tlqZCbm%5f1<&(@kh2BCkRI`F7wgb$3b}6M7=(nEemW6>BqHW(t+oXS8=Lk zI!gYLZ+nhqVDoHJzM!1k_oX&|OMkozwOjO0E67`bc%a$m*q6EJuk=YeQ#%`vT|RcX z!#50%(w`AmGdBSCmP)5z$$40)yDoI)+Eq~8wA9<@>H&Jbdaz05zV}EJzu55mSRfK#VIo`a|UVDxp`H_&QEqhP)QZmq; zaOw|!mkkzsE*SS_Q^4@WuG8NYlCkBe()x8NH0&#kx>QH{tiN^dDy~0T0(xPlsdh_* zOruY+5}GA_L|!NJKe~mW_s3k%#6cfs?W$Erzz+T7L$mMyGJ|}fS)QD$rKnd^`kec6 z8*s7-k4@bw!}$J75qrr!L9GA6=4j1)G9S{=jEu^`c)@(h!-?t8xGp@sASNFLZHi9O zlRwWkgMR{(^OZRJakzN?Wf;_ZuNhU5+@YSH6!#s~R&<_Sx1_eY0E4z34zE5Mjg-f_ z+Zad=Porn&jPRZ$kd-bQ;FeDV-=gZ_^S`1X;Q6*+$DD!f~xh4`ACC4;y@I3e9rDk>Si~g&}F;KiQ`zS7aWDot;*y zM+HbvMUo>S;2jN|H~atFc{U6$CnVfaFEzuHPv0w^)367c&zUOgzI!NKKx6O-O#`|% zS^JEQHOR=v^WWQ`P^jOM9{7RmSq@*?760i#AWp@%wX=r@f$irDk@vTd+*07(*>(Fb z!qUdu%>vUDIGX?1Fp7=zReU#F8!*tour)N?XL}rEI31U#4F-TxT>JN=&U`R^zGYMY zOd|3!mpGnJ%z+_GtLveZ0<=!iQ4b{jO!IeXs{MQ8ki914d?j}!$pQJDb;?UbNhTapzqRG`np6PIg}{MxByd7T6yIa;xGk=_i80 zdY-r6x$q<`3x1tR;7)|_Tn3%C{2;<9b$)Ytfb7v8v7b)cn+8J9>V12fGqL2^n%Cg< z5R7&4_HUyvgr9TOI}a6S!`Q>`0#}}r^V#xm%TD5LELg9$FNBrI+>@?`ihBisFExv{ zzmUxT#y7q{bCh^Su3dP$=}$cV8weV*L3OnfJ`H7qvEyl;(D#8zxqPal_(C1j z)m}a|#+eQ0Cu7Ie;}gNiasQ_vl9P|QI<7&rwZp*Y`#TslLh&zi?y6P;6=HvuDjL!V z*X>jV>sQ8DTs)Vs)wi1l&x2b{M~_zE$-6r!4zJ?SN9yzNzWEURds;?xAto3Wd-S$G zO|C=-gREm~IfQ54S^8erG!FCrB`@w6p@2*qTl4Y?6e3bWeotbwLs2z^BaXCkUbRD~O_iR%k z+{ZMY!9EE;WS`g;#gqstoXJ0X_$qN+#fzb`nhLrH*A>ORPXdpChF8TWY5^E_j<6UL z&z#evH}mWzXiI(G?x#aR$=MfMnZ^rXaIGsiD=r(-iVvO(y5)lwV-^YG?^5xrQ(jNi z!wgtdqV9~o?uW@8rveQcN}ww=)sL?}1sg1D>zoS%iT`7{DExaRcq_h)H~B9Z#y_!K zR-C#FjRFnP{!J7xdtZF%C$ksy)reX&2HJx_DOrX5PD8s1UzZtc7breLWn^iH(W{^^OrPa%6wU zVgLA9{Y5m~u4H7!K*5wkXZ7`e@{vXE;`owSAZDqK7mJ5zVCIIh_&B#{WNANlr0`<_ zR-O`05%=_kR*PTD-j|XvyZlIj<#m5#(Ofw(F_#8Gx9s@^HGN?J^YiD`Z^w{)n|94w zH961YcW{cZ6r!t)<+&nx;@duXnfV>zfpi|+VkJblCNJnedz$hGLB#|8jzr&B%>B;x zlG`O7*L~)?f0u*!Up9_u>2Nl~Ta#WP_e(LLILWGZbEOtoF1%mx%p-p1*4PzQD&ahA z)f72%BoB36!y9i%X2QNFvOAxiAoIDC4F=PF$>0=OCfjb4f*WJ9kAJ^RBl8LOo!btl z;~$}1`3+=ld%CQ;O204+&wd^be!-c9`nvqQ1OEl!ua6pQ2XhJ`CG%s#rJZH?xjf?c z%Ze(@cvo`MVuFHqBwjYD8ka!AJ-=kN5*nO(L4Sh5FAl$2uI;b;5s!B_M3srq6~Tdu z&np{x^q722|Y*KlA%o2Htmt=q+1|;J2yLrsZXllM|-RY%upmq9u9y-X{@Q z#ndLr5dnp(?E9oIUj=!av(i;Y)sT0|xq7!M;hF7~k(uVN#mFX6{RjmLF0JK3{2iG;(n|5CDehYxN!(=5Bi zJOzGnMrXZYAw6AtW*e2DJp5qy&u>094vi91N`Ac$glYEpn|*|LmLs4VJo?)k`t-ay zd&#*xoJ!&OkY9_YERC0ke^SsWO|v=ijy>9XUQlK3q@irJzoZ&Z83-5ezb&<~4xd$o zdT~NNzN?F~Lr!0ablSq;@H-X0OxOHK;0*w7t>ebOlqpCFa^ID(!3}%IvU+nXXlT=T zH%FfE=O(Ck&&{d%;(dQ@=J?x$2S|}0$7AGNcjc4n7b?bm+qY{AJ$C{#PDVA2(P&st z<*hR|uf&AcQ=JMe;3Du$blVwU(4H z>W$hB0w;V-FGPR>_~lJ#Kfv+FQH-@(u29}BT>lRdY_6=Mq}3(`*( zq17wL3n{%0xL))9>Z(>5JY%*LKV0nymK5f}hovPT(7yBT=7-*R=I%Xyo*BZ&d>p-&*123@y-#m~HN@CxCRi3KF6z6f*`_aajoVvDgD$Eb$*Bp4N8xleFG2iI2 zb2_;3HEM}vM&RBJdb|Fs4#rO^+Fm9sDQI9TB_o*72#3VfJ%5$vgSxdfD;@r59aPB^ z)Y@DJW!sV?Wg3acBHYTfs`w5%us#}oa5WO;+CG1~*X;-!EY6-1P^zpliwS_UxV% z%sXq6vUZh<9v#!_b^gRJk*xi_%Qp_Ig)O`D*T*3D$u*|KrM~#j+~e*0$VBLVJoioh zfG!AKDV-CnN(1)0ciJ8Jsc0+Yr#tOjhURZ}sYTBco|TFrcaUioZle5s`};CEr#QEs zio|L>kovD(Nq-YcRqt=I&Cq69a(xr(60cnd_~{(e}&?dxGrF z`~U8)3q~DxVYR#Gdn}OG`x6yK#tWY1ZK%N*=d?#^ zpNVJhhpJtlPc(+DN{pJlx{8%jDY=&SZy@}r`es(|hlAsHg?C=d##-x}2A%r;$i_?e zfqgLpV(UJzum4U(gJZ`|B^)uu6fbM<;(jG)+mU#7+ilVde(Wn4B&-b+rEjX`-12}e zZh&&&dJIxJqKY2(+XGLRgHlsu2p(B^<>o~0!lhQx>}46(&OOMOB`OV`cC(s5djesto+?%REf2)ey z3Ie$ZpH1SnbjJcuoL)?qNh4bMKL2O77=z}=44M`GBl8jO6I-6hxxx`nf4z=ZLGXNs ziSv;&Cdl}&-j;R63%sIggN{wd;P)$W1APyI(eu&CHqq(ZFvt%Ya#UQzJVM}l>h60EKhvSvUi!TAH7`*6EdP9paMw5Amg{)-#}gE{(2o_L zpx{LCej9G$kqHesMJHz*1nVZZR4Ts;Kc}Caz3mi#9po-T=ElLZt=VxxUXHUUBa^zXmE0@U`IHfeDnQ8G?GCPMrDXPJ$}@3DT_e(2j!5%DQZaus|b_xAk{t(e}Cy(MG3>2IZ2 zyyn?F5O}o!mV5eBCLZTw+#bby3Nx9=nnY!D-s%sAA8)4Wr{$CWSkw(>u_9og{)#js zJedcsuA)DW6=UJXyN%N-G}Mqk{Ns8EnJc91d&u~_3@md_=Q13&LD36WWr~d};RWN4 zq2%wya3P`5d~_unEZJW=+LC?L?V7LQ#RYosFfsCw(7r&l>Q>)+dNLBD<`i-J%X}2q zjaB^^P>5Qa1;qMe{ov8IA7Y$`XvnJY_>Ia)BF>Dx$sOX(fUfKG^35Al@m#&pwao7Y z@bJHE(;VX03Djxt{jV(n5`)`!=N@y$zsD%gQ_G7$@Y(^F6M4k1JsX=m?jMaIkF7ri z1Z1K;GuBy=&r8>GddCg&m0JXlvj_AOdQ;)p%b(A7&UwWM9Xa?SyWxVLyo`7qL z-Y<>GJpOjiGff53Qy)F2rxhq$jD}LtSB-8Lz~wi8cX|D@L~%-^k!*E59(c#H$(Zy~ zs=t0oWN`Nf*Eyd$ZdOcY-`UkhU7R92>X}5Zw52heoIr45Xp&EYGw&wo) zMFsk2+VjVx^C8qS@pWDM|@g+QjsDGO?bPr z>ctU%Ma(`sn|l33H2l?;-PBO)jYjW0m*jSa!4sucWr3z_w3oU-x9+zVJfXYI@Xsg@ zYj^R7WoxFQ=hXcGi-d|6?K3&og20wUd&_8sT~l`YKq9W!k@KS=KkS#9P@1dO5= z85*v|s@n5sIF2Wy(m-L$`pTh8oDCg;Sq`Z%G45Air0HhHn`P$fRuQs%$^WiS|= zOs{&%Y6S{;P0JE#fhgKFu)?%R_$A*h*%G=Uuw|3ulLr1c_+?SKesmudPM9T`^Nf0f zM~j;u!`TuDIJSMdJ&p=(t966-TMOXlCuLN7zo;n{=~~VicySx!xr=9BW%E$sw#k1>3xr=a z!WpgkMLG-L8L4_p)sy}*UD-cDza+SJz1_9*7l7NFuxcN|RVeED;WGKH7Aa?nC;d9| z@D7uR2t#HmmPntLPT6Jz8d_KDMV^v(t0B+BolSwD`G~Hr-_!_Yx7xFxC?mZAPS2>$ z$64^?p+j8ejkDl;>s@=qLIk!+cA2e{iUhq~V>+d{9y7D+-wnPz|7OCulm9tRlHP|Jm-tRe6-j2j)p({J*|;_(=ZjJHdUJ@J~T$83y@fY(b&GF2>EFrr$)e&d!O zeme7Fph&caJV_v-|N70>b~58Nw-6c@GqvXEoXp1ITq^dtry`Bg4l>6Dr3YGA3&pOpka$k}DvcIWqGyv+mf*pT6xQ8{K zw(gcL^>|&d@S#s-5adVfuxOxN#L$s}HjBMkpu}6T*&sL(jf(VWZc=$b5`w2%mtv6! zr`9fe7UR$*ihJsoXtbKp?Uy+ng0&;7*khWBKTEgjd9_k;r+LrC#fD65ch7jG`=|^& z>I&{%l*<8|@;kAU>uIQGqGYX;PI{-@EFW4Q7r_1Meyx9WiFi%x<6b(SSd@!t+0yzt z5$;$v*>jTqq2|Azxwok?Fw#)OqxPQ@jD}0P?szK)vT^@Jubi=kJ8eZi{IpP9;K&;r zi_Zl28|KP!FR5^MVM|bEGx1DS-`_Tq=7Om`TSOoHD~Iu>{qL!-ub|dh$uzlsR}@!j z4mBeEVadUuQ=6)NLE^*%$*5bIz%Xq&7cHI*OnZVKqHQ5Q-FI}yu6-qNNzlP$catx8 zmh6ja3Clz88fW`o!+xOk{+;8kZMInQU5rwIL~pk+%OrLP=`YOo{UtLm+W5jL3kE6MO> zMLObeJ;(5m42*}J+JC>s6HbGp!90B>+&ATrzws&z!{xYw8GgjWvkn!t@5Qz7r}+Nu z17yD%yd%IpwA%z9hu&V35#c_^?Juv!u8V+c%WOC3f3hqs!t*vQBcKcv*0-z?v+rDTfY(m z1{%!%>nbymdoRP)sQ1#SBp{rYBu|6&FV6j2G$ixg9)Y}hqZG804~pC7n~sCo#%eNu z^Kszb(p5^5FRBX+bA*K#ll^S{pJ~kk4i7pN=DdjKPg8a!n|CAON$Br>y;Gy)qKv-9+#5!D z<}q<2xku3lTW6dndGm(TnqwmlaHC1PK;?=dHkpZT9(E+3mn5fqHI3(hnVN1VkspLi z&yVj4`%XatuHOfrEyRFWzLBg-F}a70tV^OF^Cs`UQ-+0QZg^)rcu!A79*i}co*fkq z#qH*`Zo->0aJu@)#Jb5KpfhRHoH-DNcV2hAb+YzCv$plBLtas6{%P*r;pix`k6of) zf0^_~$NmW2SQiIV^g&q>B>!}??2Lu*rc}5|EiSYc4#2A%Cti-XQt)GCUYOz8WTZ>r z)C<2=jRIC(3-?@N;fxTe;CR@>*LO|bVLxn8uYXuWMz9jitHxey$y?*@$cEi5Ux`oe zmBu55IA63~yE1dV!2lU5Geaa!dV;~(;pM{?Az;{WuXCJm#NO%IEhwkQ;bQd{?Fh?Y z=vBi3lUv2$A1~~ES}g|65{isB-E0QOoy>vCw@a~}UqAJ^YZ2s)Kk7WNI~L%E*@JY~ z5Zw5ud425_8iv@dJ?yg20mbVl7$?1HsGHD~d6>+Dtb5%xj^9cJ@o4KSp7Rd)Ej+I& zu_zrMd|eQ{=ui5HY!&ZxW0MFsk@hX~ej(DX?YsGfH7G`D*}ewfz*1BaV*OE1JX~RU@20=CCIb7bxi`&Q zB5~hWx?^mL-uNNlT4;Yx0Z1n7ol=&Kf^{B?^Bkwh=RaMr)>E|>^Pe1YW|MQo;OieI z8rgGkZpR{9ib*AI@Kt8Wzd*y(z{h;tWIlMm;{1{M1;W`lQvZNYG7I_6HW@#hyo3C& zt7^QMTF_>?ln;2OgH9;#HNymJjNEAXNsUJKU*6sqPRL|}3!RL6^ZQ6B z6Dn6c(wT#AM5hHLh~i0f2kv{h!x&5>UiAGW?|81Jetq4dM9jUK?YzDwgm8q7qPug< z@p_z02SqLdnK#QgW=>b3cV%-57X#nUOy8i`^oY{rd-lW*v5TaW04~Ocn28x zyVPiycAH7@Dd_F9EwvoH>wpeW9R){Qa~2a}y0GeY~C>&BNDZa$uY}UV&+I zES?i!md`ayL2so+Gg0LjY>CUhde6!Sq(Vocn)#ftwLavV<%T>oogSRHJ>`$(FVi$D zqw>h_yG!w45f#HaF7%!8&cmm#C97eVGcx)f?Js2a1lufHp^R@RR@U)bG900S7<)&8 zflD2FaeUzLTug)&-Hkh^S&7&6$iufcb&??2&hO#UqcHqu7I#5AJ`jvVts;*~m%xjl zYu4|W0)a^>X#CW04)D{--Ca%1LH1u9Os^c1!APlh!kTzJ@9+C-c57=Hy0j0?Jokyj z^XA`F?8@;2{m|p^pE%kQ&h4+IuY)jz;*Wver|9#rWTg((PsVN2xCG6voim$DkPo=lTV1?`f z{;htRxGhS1c}G13r?P~93>W)h&+fj5b7xY3t8s&zPG}Nz98dbRzLP zukOWNGjR|tI8{ow>_d2RMQx@snmCaY5Z>THJoj|lk{EbXz@k8PB$q87PE$*JLLWMy z0Nw2UJqG2_{l}i)`*Aje(l~=?gQ3{Jgs=aLvO}KylWk4a6+mSN?d`pU@7LO|Ge4a} z`c}5?BBfRMU{(p`dFZ9|; z7Q+hnEW`G8!Ur36Dfa8gg6GnXT$K{dvkWn-cp8I*_ z=!L^Uzwh_H?(00y&xt$O9qs;nCw}Lu$uLvjboli&qO4pX9&R!(E#LV}`on*orakJJ zfK@a%>sblfg!V!z^Dh3PS>? zr^Qw^(BG#zWmGy3+SPXm@LelF`5VVrM8=C@_!gd5viD0LQaOP0Mk9;#>Cvo@5hT#CGuJD)`&2OzvtkZq@0Z=wCsXgXKQhsGF{F> zG!pkjF^(4M7os`yK_42qO89KZ8vIL=^rAnPyOFJ$iNnTLk^F~9K8eM{*8l5HklL9ZQ+B(%FNICbfl)JwMcI;``_obWgb)JolD}1(sl`A#Rea{s` zhC=dv$7_jrTw{e!eBBU!sOVHktHe>9p^^UV<6)sc1&U> z2W09;n?{P(VKR{gU%m(J{}Z-kGVsvduKxMij1SP)mbZ0;pGj@ zl_`Q5MVE_qGBL24)4TWJ5Xt}X#ePVp4#ImJD~YRmgj1H6R$l$S43-abIwxf4VFaT# zD+5D5{tlXFN?(d6{^C6z$xo`Vbvdw;Wic5W-#cBsw66j8t4|~b?aD%ZHtnzmwiLK@ zu}Ic0xe-}b?YZhnju8)Ih#tF9*PL&RdwIs%M@1W< zmlJRaMoV5R5Jp>xNqA_MH+!YAlUcDy-2)d;y)~Aa< zewdT{x(1%yr?gQ6or+r@FtO-2i@lv*+^vgYT#Lkj`LJcmfu# zFJEo1c0{k@qpn|`B;v5y6F9?Bg7O~z#a$me!7;OPne{sH@#{ViPZy4Y={$F?JDY7N zr_A4D=U0Tsw;q3c{7euMX- zyZGH!+S@+s5SDOr3?D8a^Tp?V*Io%$0Y|l^-M1VaeEVKGO{0+9XQDF(EYpgSUT}MX zfiLMHYmsix;UM#0?AU%QtrTDuF%zjbF2bg`Tos<9*>HlJev3buqrZzb-QGcXIft1C zc3HPY!S<>(E1Hfr?7YK!_20Y~wo31{J?1A42_+v}9dyg!*W!Ve9gkDdQnC0#c3BG? zZ|?N0@~*;xcRwTK*kU*rUKvnfxdSCd`Mh{K=W5w z*q`a;E$>%_sd=ePFX=4sXTr4_3o0$}Xz7)AKOYZ68xLOY%?^dHFNO9{Kdb~=KB`;i zv#mk@ih-$gJUNFVzlsit`hl=Y8t419au5uaNq>6Z2FhPIzlsd;!|P+N=c-9B=GQw( zLVI{iV4~&rhN@mAe!1o0)kAVZnkZprm7E6kQ2R8y@(9p;+^MiR9)ZatFS-TxB|>aD zMGOClPRt&d-N^LR2atWKcx)^TdiAed)3@~joxqXbY-s_IA!U%=PIyc2NZm@1Nj~~h zy>5v3kq!S$-&K8UcZR1yXRp_P%f#=zo#9L=#<A=_Z|vnjKUnYe+6vy!@; zvz>4~@T1qBnRIA;w=U}~mW)OzR+=Z*Gr+)riu2>z6>R6Lv>x(Hz#HE; zpFIo2ukvd^?xIjRX3mt_eGiQT>8!Y1+H13I-LYtEe1UpE!V+$^PdHFIT7d88i^s2%9$2v~lP_no zQ_;Ddo?b0903Or2)|=`003Da#iw=cC_*1bhO{Dx9>dq-*wc7+ z?|)jztgiFv<$Ns|mhrsV(Ov-mLWM$C{}SHiafdY-x^Ng1mJ_O9$M5jcWS%|e>9NzxFY@4U!1g4&r?wcB^DwZvjP&mwc-HgqRxX^}(V4j`uNbKY`fG-* z??S|}|I~GeF5~n4(fF*Qr*gFs1bdR`G9jI_Iq*(j*r(OPusKj zIO6x$s{e7miSW0Sjvmf8Un@X$Hc35}*KTk_B`87LFaQIt{O#c7szMRN$*-^Hh(6@O zuvPs=J}^CeaOihc9B!c#cI1+2fQ=T0XH=*1afXlQSk*Y$7d$@cXDghF0ltlzrrL&> zyHVirEwuvv1X7&{QYpaQ4!w=pijJ5SrTb(csRe#bM<=?d_=C(C*R=LzAS5lfTT~7< zLfa1hg^z3Xs1j@&L31w=sSCqom3p<{YBDSJOVa!HX74uhOF;=hRjagHsn#ET!Y`El zTS>-id+!=IOw?e4)YD%%!*1{;Wpu%frUV)TRz=(!%1~03)+Exd7_a+$(EAiq4i&Ao z+l$+SVLI}KOJsZ{uGKG3C;o|th32pKO4sv&Ziim;!^_!l>uSEN^1DjdQT=M@+sR0L zt$inG+L`2WDH5ABq5?72^|Q!}`ZyFlFLX6TF%e^ruRY*cEr-5*w*dFsm!Ww?GktnA z2oA8z;uuXM6lxxAp}iE1Qts@NkN%{=TdluwZ1axbGdJ?pV2$u**z%~pEj7ZcfMX7A zSL*SsDXYzYEOkgDlE3@kw_L)nN*f!dD8hzj9gc_)U+A7@Pa9=#0ADc;E76;N7`u8! zKczAYnW?qzKO9a1&KZNm6C~H=yY~o{;+-ExY#wE7T4a!3`lA_pR?D$x z+X2%gpMRecONO{t@ilYGp_uor;i@oQBCJd2FaMrQMu${`!!fbR zVD=3qg5!$u^Jf!BNgv|F4P2G7dzA<4mo8qJbtK$~vCC2)^W*Vs!A#kf-YOWC{QdBO zp%u^x*-06v)njC_6Pp})F7|8D|9P#gfi_dhyZ^gWgf1U{_Z~P?1h4f(6@Hau!x4J! zrUlsq@X;KYZgo$_>E@Pi+6T*FDzh)J_hJ&hPkUy6cBl!SoUVS*d$Ja;DxUt%_a+hS zrj5^ZPlVyNH;XnQ*#XdVerK3vvngKpQmdult%Z1h`lRdW2@tE&cXElT2}d&M>OPH^ z!KdzHI^8yQ$WB*c>#RU{lI6ZLB?crX@kM;$Vwx)&R2s4N94>$aT0R1z^F>wqG3o~C z47ltf)a@Hz2jaZiw+_6E!AB+zPpd_UpLKH&mxE*(Rz6`JkyomM`!~P1s`6q2J9^r1*`0VT&Dghl^ z1D0X41gOhjjlL*YfcHBM-q-Ie12Q?h-On72J|=3%Z_DbUy7!pSMavp|5ok4R>2L$> zFY#Yi6$nAvA`c_wfgCvBWJ`N>ED840^re;u*JAx0o%6<2#6O+)dyrAK3J!~vYtN4O zV3UACS4&nD4vc3Be-ZJ-42HJdc?U~@zuQ-ii#r|EC3ASnd}HzSwrc)UIfb}O&)}U( zE79AA$3Ksed%gGBe{}6Wk*ImWx*=Y?43$mQ%Z?nCxk6ca|XMQueWc z(k^4nD+uqNC;U1&KKhB10{QUZoU@Zbq$JK%n(W+4eDJz|x7d9@Nc?afrm|tV>7e}c z-0>ap-k9&L=Ddyc5*?6V-XgbBg46LLFV~3P{^il>t6Lol;IP}Xo*%Cp!ObJoR6CYD zFQ&0!0S1=vb5Q?-eXk$MMLagsI8umTM1qA#X z((q;6WqMYgT)2>Or+w#W85~UK3QQq+t6y8vB-&aEaKe{no9(#(EJ})3J2V(X_VP4z zN8W{lRgq5o%++Y(>#^QewG<6WS+*WGTY}ImcbZ3ScRJzBTGUsNUa048H%oSXjs<$w zp~Rb-aX8YSys+Cd0)-xg^UX%qf#RvXz8yxn_@8=qY%NO)d~FQZE_fUYt>?FOw~~AS zQ+U3oqi+cQ8ts*n_?-^|;bERXXJUcF@A(^taYvBm&uEIOZ^Ym2G!gj^o1tOsd03Ef zA#AsA41Rsq0R(&RmW1p|M7iqylH)W*c=~4*y_a(Wd>iBWI$!Grk<*Fn^byUV$#LZ1 zme63l^r*KyXV9MTjCk3S&N;xtXL*6E&r-0X`zPm=FySprZj~OcjYQ@k+tRHs<8k77 zcj6z_B5-xL+9|CZ1s+3Y&z`hh1nn+9gSDneq!Za9>sWmaKdfsjoX@$4e>CY^0=Wv{ z2yIiPbxA7L3rhZu+eZ4rr4LZj<%Iyt`%ukCtl7ZF=F=mlPyuuaY2`jz)#w*;a7r{U z9JsgYjGB@@>+3muj)Tit@JSiAnedW)k;K8VIO1>PFfpX&6)D8Z0Et5pZAqZ3q18~o z;~rY-f2y9@Ux0}k+24L`)WM_t9*&)iwdjja-s$Ig0MAkNHAaRw^7$I!p;N8J-Ae6s zd*(A?Tyk;OVhr)MM!T?bKd8fqz!%$JH`fwBsI^s{dNtDA>5aX@P>Lp3wU+iPwIEtF z8PwXnf#}?uTt>tSml)i{lQ6V0M)hA2ewq|0gBIWH5Uyb09 z_xu0 zBGEJH6|bUQHq2x(n@29ClYCWjv2Ij4P9FB>>!v2$P|?O;!HGu5(ck5Bk-`Fd*|&XW zQAr2GlRm;vgksT{cJ9OZ(HLm3l|B+p_TAJr>VI9?$sSt3Hk0ty0Vp0YUiEm~r5VjW1$c&a4{I4gY=~X;)6nf+3C zD9q~D*nD`P1ANB4;WQX$pIl8Rq9|t!B@=q+tINpi)(B|BRM4GQs@ z_5HwZu~g*E{jk=has47~n5Kq*AR77V!Rz6bQh zA~x>->9|C6Ee(b1%R&`+ekE(4;x1DVyI-(zvNRWrUa4?cOV`8J+VPlJ(noMvHbRE? zg*GyzmW;IsmLmTp$I6YPB;UUDJo&C0*>gq(Qri~zgP2?4?;65ieIj@L;M<522w1p# z{M^TM*o>fmJ}FTMZS8!qlZNCyG7T)kuTx=c#PP zz368em;Y9xir6QaL&R^O!lJi2f?1%(+qfnz7y)&D`dv$e2l`|C@{pZYDQ@{9S&{i9 z0zIP^9B4%fpt1Uc!4=g?+!1;IfG)2$ET(R~sLhjtPL{ft1I3Clj&JQh1;Wv5bWMG% zo@@jsd7Zk?g(O2v!@6ghVFOH!?D|u<)gRMzOM(tWkokOWC5MyzUJes)yhWIcp|Dy1 zWi{a;ydV3=CerEwBEg$A>3@kYOr~!((%oSze}g5UAaOfRlB0Dp{ZnF?DzTDhCCD;#e?`eqNOiG41x zd&hs-WxvueS^s8XC-EN%dcN^c>-T_|V^$aGIV-R-N#6kiv%tb@c-CxBBcv6Fu}qM> zO9^|8TTWp-JP0`SRD38De;M&S@Fn-H*?Y|&Y{?wd=+Pi*BOMFOpVXukOC8ZWt>n%V z%_2zMJ2AyelZm5Jdj7)Zt{|~Fb>I-S@aMu_p|>ei7a}p}=3TSFs|EOujlY3Gy#|-8i?-9L#384F>=M&X zA3SW{ITV={hgoiFS&JlZ*ZL^cf7sgx0}s}}c_>Tzr>@6wIeb`}~9e{f57q+w?A^yr3 z6RRh*3Ai4gdr|Ge8IWUVCEX8Au&DG+_miI+XyzEIUSGHkXIw2i^S(wPpVfK2QvPJf z{Ccb6=t3Q|QS$G~$_j%*XND{1?ihpQ1?s$+v<%W8Ff_rcUjtWu^B7lb563wL{ft_Y zueH8BrCGso7u)xJ%$8P+fn)pczFJieft8%Xx(f|Nce!$;PUoWo`n;_2>U>%Q5A*)M zU2i77?nktO_uM=nZ~gJ(f591O{nTnWHL@BQwwz1hr}l*?l~FC9%WlZEfAsrv(=xmv z5yI_3e2!-=z6Mv`N`M>&r&|s>h0q}}sQN592Gf16m9$Uf;L?op&^+PLWSE^gC$d(8 zONQegUm5%3X72U+5Sb=?l&fm8!jK7P`4xRc)YH*O?6dAbr5`#+{!%nf&qSlUZ>F8i zE6~PPjpf4MHaJ>mRU7v#8khIx52fL8sGMxx2lByYH1aErcPnc zqq{R)moh+d$?nAx(FcGfHf3jsF9uoL@}J8OL&ZJ4dOilhV7xdWzx8PXvUNOr!~WC` zedrcS7=5cTB75(J+BZe`yxnNyp-wa&qB(36PoIu?Z9~tl%aZq5+Bm!PDro|3)k-o<}%{27^>G*9d>cOMr3UJsh%%fV`3@qstWnF|{fAmg% z(#^&aJeu`Vq+2W+ma8LM7)U&2aAs8q+)Y$8UDLafeU~2mn(|WP=zODrJ3ww zT^o&_{H*uHjh_b2Kboph?wZ;VwNfx1UA%seaW)Q5Kb1_py2}nX5`Nk}=qQ5);a`uu z2>0VW#bV~}y-i4WEu6_~u>_m`eu!M83I=iW(;e-EE9?;^dqwB$bu3u3P?!Bvi*I_0 zOZROl0i%~4`eG`fSS1Rt-@2?iMJyg$ z+;NvJx&X6eo~gz47NEzM-3wWyU+K?hn$|_)SJjY=3p>i2gHs>hQBp}4g3IHeZx4iv zVc=+U{j=lA5Kbp2SVjCiBTYf=>YXL{7EF6>`}t6ra%XfCT_v_^I98>Mr-RePyS^wW z0-hU!*HYC>@a|xR{kNSZz~t$#)s>Y^cw(t49`os>=1^Pyf!q~vkeYAM_0K@IFI%m) zNf6G_fb?XVggZXHbTB&bLOkfDo$35CMRYhNM#X){it+GYopR7~#)}I>sf+vkfR|h1 z^wZvCeE(p2rvT|&Fz@VWRtmWbDU?kk*K2d&W^6@1qxhN|AK4>$?04=W?{DHQ z>GM56IJ3NaTokwnmx0uZRcnPJZ|}=mhuxZIiIVKl&8Ev$WMMJ7IM{Ofl ztW+|6^N+m(H~6&Am3!C2lfJ^r1d>awKK066o+b@Wq()skZRH14o^nb>51Po&T`KJR zP=ed(!w#}?788B!g=Zmy1KeEfO``C10_Iv)%bgz+@!DE#40D?;=vDotQ1*!f19`oA zZ-XLiIVI+}M)F6MtVijbZY0B=dov;xuEZbu*YjAx8B?&VS!(x9F96EEpe~~g;w$Go zbIdlc6n|;v@A|@80D1p;w|sh%jE{2475KxW;njx3uhOU*($gKYT%1IDd>nSsQ<2L} zIs2KVFJ0|W_3rD%M{lxG#$NyI@fQs!7cQ1NVOfE%Z*G%0b)ykYv%dWv%uj(<2?u(s zaeq9iT^3o_o=AMs)DQ0uJK*asv2SPE3JA}wFeN1`9n<&OQ@M8#-%VZF$IH8e;p_ez z%<}YvC$p4$?!^e%v(#rc2;U(&>QaFn!Mg~LQfS5W1X~Gk=;#@3@I*nsv-DrHy9KyV zv}@Pl>>{98(eH_GDggC6@^l==m2mY)xmC+d40>hI7@U0@gmFEV|K^JiBe&*g+CW}7 zy2vMpiwjoa@g@)T4>lQ~aaZWkzxW17E;6TkEtHNuHfz<*#LxVOHJz@M^pomt%54dp zuEng{_#ClgHF!i+j4x+02j0eBYqdOEk5s}lhviahaqh>tSa2jgnyAN&7IE0_!!~Ys_EPf^EmIvYNqWEI55BPopOni+Q$R&Wa;C zL+F~Y-tPuHBz?efSs?~wzsZf$2N@atTfKb01?CCGzp%#<)2VG9Wm(t3xysYWnE5KG^BC_V8w6;(D8Z609H0 zpbTdweTa51bp;_Fx}OI56pZ^~&zj;#hmYAXykyYbCEyMYlF7SH9&g0Tn!Q0=PT8Yp zTZD>LdLT-*zm3wEjluh(-Ix7e2fd0dJ8il>#SE z_?Pdu#r~Ezb{`x(`MJy+2ERCk20N1XXbR(VtKk|v;7Pmf+ubBItdXTVLCzuT&A>C6 zj2`&GqvcyAS2=`CpUw8QAU?i)o(C*;gexcMVk}jViz~0?bjP!Tpu_XN^wpj~jEWmI zH@KdTj)N^cxr>DB&@?GaomD}6R}7CuJ{MtK@SYmSMbdX&Qcrz`^lE+S+v(l(uL#uX zN56d__YyZDM;cq3N_;>LEuCpoVA&#gr6ejEIrkEjl|*3{~#83=u0T}s}?=#mCeN_vt&*O9S3xidu6XlnTW=_=>)IuZ~7Ni0|M<<`J8<9gcY7QE$H% z@llU!`CJ(pAi1{cBEE-h#n8Ew94~i(^c%%yUwO>iga_Ux550O)i=O`Zm#JyX!1|7h zPg+Vkthv4ZuXLvw3|>|1bEzY~*CxH!jwVFEUYfD1Aw3Mtk2h49^ou~hZ`{A&Mgg91 zIk|epu^vz3*0kxLc}TzES|D(N_=4vCWNOe5&f*Jy&TRh@u&BSb-AR(@-yF>MfAVC2 zvG-b3%=-kKoO{2w;X*D5pQRVLQf!CY+2w~CQ<6b>$B@>0#vB-mJgT+hL@vtcZ<83c zzl49sN|$T|Ly)JniStEe5>E_9!H>zPz z*ZeB|OfX)fKJ1<96_1;ohbuR&m|ELMxUf_A!+~bb#zuU|w(MDnpU-K=i zOTIXqzx~0#$Wth)YANjIpMa(T z+P&2t>sXTmSv4Z@K+KlZV4Fz1bJ~<4LBAYALoN%XEmor~v%KZM$0Xmlwvjk zgcY66$6k6t-ZAMk+@9>isaKkZ)E<4tZKknsT)#k|^H~Ghw~7edypsezPwxJ_AfE?E z%tgmomAoLRI_a{>P%bJyt{s`Pb;R?kGTOUCGhu9NfaGd&3znyjJ}6yF2F)imVq4hK zFz;Hy&^hx4C^?)M-pYCxeHSeHd-dwUZnom<2I0kfP-!z-8JD7_icMo=Bgq47wbHfY zN<}mF(5AaHp&$_%B`r(13f(&=+sDZK_%Q8ZjyU1ZzK%2BDAy%^n~&x?;`RlEclULI zQi5>houx)c&bz|ryCLiLw4q>mP(ZJq^cw8V+1he{q!@)HI}c{JltAt|-1Xi$AEmh{ zUhPdugjd!IZoaij5EQ?hs5hCFc7HbqN;R2cyZ%_9^4XlAsU`PXP^cbPOY zi!ozZ`Q|QTBmAYJOux+}9e%U*py>-&d>3}3*517gzu3?0wsNR}11rJ`ZU5zAv^>9R zyIL#c_l4UWH7y_$>r@2y1*EyGheV1FK^1?sq~p5WD6q^)SO6{p{v=4w)CA!XFu*Qw3$P$B2=sL_8UO z)HnAt8F-=wwd-bdY6R|AdT!URmyG3dH#IUHNotpA&9yD^E~dQ>n-*du`@2nVF_lp} z7)@-J_kWy8=KTiW^I8c|(DJs6f~f&Gx@bLWUE_&wisrQN?#@HMKD7D^+Pn^yz1bKm6Hm2jU>poc7vG8dym9 zGI(#xMUk_7tnr=6aHjt9`OhR5a&zHxvwuVwuDog5fPpBq={Jp@K3<4-ad|v1e zf{$lJ=4HAnaOR(AqVse%gqPnB+SXfyvcG06XMD17+9P`Q+_PfTFMF!Xn?rPW+jF%b zQH*xx*Ql6H@*%bQ`GJNTN$?J61x}5m;2+_`EcXZMaP=F7yOw7FB+I|r+Zs`T%F%`r zrgDT2Je}jYWhexh1p{_YYGz@>US?(sfizS-TW|8Dt{U#z4w}AbiG^+-nck12CrRg+ zN2Tq226n6%eoL&agxSo2y9yj>gfpSG$wbcksi+&qF~5p2g-83_L}xMf&IVn18qx^s zDGd$0{IS^bA-w9;LkFa_rOANZ<>=y>i$o^Q zlwa=$5<%yc!+TNN&pBxHXwhOD zuQ0CgGYFm?ya7g;uKp5!fgmd6+AY;V&VPsG-Py|x5GVA+YHT19ql*RK$B;frZmAPH zFEd1<$db3Y@9PpUy=C}wZ=)TydyM93Bp1OSl~LP3wj4OIX2o5d5&}0ktUgr;>%s|t z9eguc2xm32SLBq6k%PiC>w9kyx=H#Nn$nf?BKqz4bzd>TU&KW8G0|w$@bQH>0bimLz0W3}(cVf~pZ^(;qQy(+8cDf)Mqdsm+?Y_v=2YNcNRi^rBiZlYBH`~9a>^*zYW*+omE)=cm?9q zZZcWs=Hv1N|HW}SU;Je^BUVdE_8=|s2h~mnq2Y|q#M2uo=o!63Si&q4H_Di}E*v2F zkOy~%C0iv6klio^7cpl>pHZ02eKn6iDE7`20WbL1nHSzs0o>W%Q(jz|cGYQii!_n}bH?yNRp$Qvb-h3SWE)V0F zDSzy%s)IrN{@*hBdYE5!y)rf!dUKn;?0H`djHRWU`Oy_v_nw>Dpe+zK2gBU&=a<4p zUNy7T4qw!&uoAKkvW5p8y0hm8DpBuZLi2r>d}uzYN0rP~ho6j2b)VmxglVT#UTsq^ z#&b`+YuXl^F-54_`9z{RF8vuf6VlBMcJ8|q&RmZNUxgrM0j6Xy;ky)(lMstnG_8Ks zFy?}{%0*!uDh0{iS2c#?8c}rLvVKx+8C-k9e*9oXDKwgYNn5xXfqS-0i)3`Bpx;Rj z8e}IutbUq%{;`w3JAId$=%;z;diap|ZL?Sqk(bh)+fjjmqk?_Qw6W;28M)>1bQTnT zKI14U9*f?QPh-a}H^b3Wl1~QWNw4T<%J0p_g>Wk88CybsIGGohi$gR+(5k#S*VxMx zC*vpP(FRW}=GI~6P=GE$**|Dgo)Zbb+m+(n_c5CSs3p|m&N-@<5-qOM52 zcu=@!_#l2X8QDGNOa*@Dg7`e!YkKu&@Hr;l;!k?zQq?TFze{?-T*;@rAGbn*ov%o^ z|CvA3)jd={sb~g*om;I6IpeUdDNIQ>KN0BH9gc7?`eMi8JI$VoL=3xW>`K{3p2KtN zTUai|;&$!b>$iNe;JF;*)Yz?9d^gp8|LeFX)ck%*nN3#@Mt|j-F1cl5{640GT_n$D zpS4ZwtWFhFX&k8DAz2K`Nh@8n`^sTAw{*K@7~wwb^?Di=ng%}wS!0dQ7r@Sf4Egzy zYGfGQ7wTz{4@FmfUb=+FKz#H-*S#Gc@Z!iBm$Qt%;9&KKSwJri%a1=Rxu%|iJNsH6 z|G9AjX9U(WE`BM7cU_+zUh=cTiqzY48i$C#do)*{zAv8i!D)L1=jEdOHQE$M{u=B* zNHe|cR*5uj{bxFf-=E_Bj@y49h61PAT;j)7qN9Ia`Oj$K8XSS&5k7&bkI<=FLyUjUC!uD1Ok`;`1zek#-7x8RV_m%TEMrpQ3=w9v%jiafjigck%C zfehn->Rp+GaIM+>PeDN)O3ZO;g$m>%&p2Hk1G&e{Uo0L`d6xw*5`xbE6VC&x_Ctea zInKzw>+_43#e{nmU^VxgaJ@S71}P{FqM;$}*rpQUh<=jR44N*jg6gwptqCL$4qewR zWWAS9a`QVo)ilH5H>1%tSHjh~WyK!wvmpokYdZs09jF8U8iU+AQ`ha8EU&9OP;{UvhVU`dhq zlTH|f?k5wT+N9m2r&+qb){bSZt6IW^h{!G75^JkhHnFQxp!BqqlG zyLG~+qNAYaeF&xAQVE8z2!$Qnql-mEr+6K1n?4q)3AtAf&V5)eN4f2)zbDCg zW0!DiA#Ah?a)(&$!iSu3_71y41Vs__NrZGz8OGym`Irm~a~+&{TblU%bv?@auTmuR z$HRr@i6Paj3=BR!O1s}N1@$Xsthps(;pQ!+MTJ(v@xCtepgE%khgJPre2e@+-~Yj$ zDL*Gn@%B3A%oT_mVf=?OJ{LgUwsDKWw^`7@o<15iQ-<7vu^`0k0fPsxeAe6+125*) zBN?0-C5ug*6%_g->)9Bu z5R=oTAc&~jMd2D(1;2!+eFcY7@uj!@k)1vv_=WCa+|$J(IQ`SsFZxd%+L+f|_xW=Z z)0>avR#9h=e=irW^4G)MsW`zCFWuqE+hZN{YsGN%vzsV?eH~7e?0Z_lRD(Oe-kVo{ zTY*hCUzU5nEQCbL=TxQJ>hOWv!Bb96@%Z|4ChbUF6cm1A_V^*%fK1ML^1Bobih_gLf`tIREn1Mz!>wlLHw-?3<%o`&~=w%K&*XH{DdPq zL~^`1L3lC@ql!b>=Ns_rh|A`#EX47!ad4r{QCe zi1MWinzZEkPVFC6fcr&gb+xlbw4emtrF3g7QV?Wrr**v*a)6ru^36JFTG3qb=Cxlk z;ULK>6l^V&j4x&-M1;#?falR>V?Nn)?$9rIrn?yrpH$r+$Rt(cdeW;d?WsaMv775Y z$0KsSjut*I;!Vflc)1ZNvR~b?;X3n@BNGhYjIdweuEw6}$r#3tLKL5t*R>@3{+oYQ zB3Vny(7o{)+lQrMycpb`BlIB=EdtqgsU9lDoVTrvg&Vct$Qt0Fn4b)Z%#F2wbMhej zoNR1hb~^CV9rb144#g(vzh{enCBqfwlSgKiNk3p7@3C^)a=1LUSof+t1^#U<(DrWB z#!reDn4N412dKL<)Jv7@VXR_=rRIZCURxnsY1kP;?&%mZ6h)(9sp+l{iOM*0pJC7a z%}UsrG_le?=MJ`;4JUob`BY)>`_vj$5!RarHKu&eK*nxmttLmp6Z#Wu{*m;=4JkC{ zCyJ53e@Nk(7tva9^iKP_2Ui*7(uwPL-HFB7YZOg|GG1_`_utm*Nc!X0kB2#LBtra~ zy_ZYENiU@44L-i#m9VWRVPB$V73}1qn3J$efevSyGe7AfV1J0t_74VRkN4iA_t>;Q zs=ZShPCFU|{l6D4&W759mhoQcPd*LsCrH?SS|=U4!n(xRqgtWw)5eDQop|Vy&OMk7JuJ)QMb5*H8<99kg30 z`hKTEJ&jYU%)JO?51X4haW@ekC?6LbAUP97q3@A>^$yrymtd)UGZW3d4OyNi*#J#_ zZARnMIMm%s%Spo#2QJ={GrzjB;h4g(VtGX%Qiz}3Z%caMl~ndUayXg_b2SM^OyWFH zR(Af$Ya$uIuA6KWdsVhHG;z&N~>IdT&XeBz-Pr zdlC&QTZ6&r>tuu_8bKBfpA#Lw3vx_5QmM7-gY>rZ3sp~D0M~~MACkS>yxyl1hp6-L ziRD2Dua;*KN?W89V9Tsa|>+KH0_gf5XIy4G^-FU@8TZnKjQid+` zzb(ZEZL8DYSxqrKm_Ers=n`yd?{Ll+i-MH0g^?R8NhmOMx>JiU4yctTmO>YU@J?0m zY=S}&7GytC%7jF$J|jCFIZE~}l+TaylllKY1Bb(5`<)?r+uClUaXX}#P@AOQ8w(M8 zxs(j%a>4wF^eRPG4op_=Ykeo%2=**VIsDJac@wouy7Q(g{G_U!$`ZF`QA?a#0e;jKvINV)|EgHe^Czai-pAJsuZdWbSk45h7w(^$+Xyf9hScq8`3-3xrdlPLlOzsnElp zlBa(m2D&NFrJN!k&Xry}bRIgYGo-tA~ocFy04iD>8O?P`i^TOxOWwHl* zM=$h(BP#?=m44*&5)MXt&VW&@Uy(U{Coc1du#Xd+ zy)wmW*q6N)-iqCs{T8c*F%-X7d7cMDyyt6EXQKOd?a5+&*Ioln9(%2&dm;1FvG+^&>TZ|)5M zz1f+`*PO{HtGOzEc&-q?$u1`a@tb19+QPmJ<1*aXyS4kJCF#4)*r?`iPRHj8{tu2w zRAKCo4yI$o_mUyJ|4rUv1OACOW_!3%7mWh32@CG~Gk-tf7i^SSR&;s@WJZXQ`2NACO1+2N0}Vf2&y2xo6KQq6b@ zChW}x*K3oV4gXSr^XdWWHN#w}Ufd9B(Tc_k6W_{i4qOJ6baUOCd;M`nup?8+sRdKt zQr(^lu^^lwHmv{~(%0;KqBw@|v)<^fHqHjbV``7CK(R*?e&rqLfBZBXr9R1YhYS^f z{nV++>NkNPGo4*kyCoKfn=fq7<;q5;-@|tI-xY)FU|77AY6D1y4ERx;^~5dGpMuOr ziLdJ8qaZ1A?^!U;zUlX}41O$laVe_h!P4+|8_-!EURH|Bq`#V>Pwr(LgII+J5 z2HhEu?D$=z^=B@Wd>VL>u)PL7Y~C1(PZYoyin0GPZ2%fI>qOqNYgqA$MBB10K#?(c z_R`^ejPIDD@Ey*DQ+1SUZD&L9yVoQ}MH-?$Ex+93i%wuaO()#4M)F(kA0q$GnW2k(Xu&L2_Su-u8HJ@<9jEWt!{Gof5nL0PP z8se?mE1qZ)pI4Bka(1Q-(!SoGHghcPi-4K5K9^D@_vUAJYEplavCPb}H6- zLIu#WGNvd;849@@5m)|4(RsLI{kCy9MH(7LQHnAm8dNG7mrx->HrXnB&+NVD^Voau zy&}1kh7v;3FC>ykX%HFJd%ypHsw`JYnLW@ zJ=z3c(p7=&)?ALh!aV4qyQ}=~7V%O>#qWB2rVzD~o@8YT)xh1kXv6I7!LTu8{3ye< z5-<#p_p8#5#+|+1^odr9clRoI-5Nd3v9@Md|ii$=yMrp^L2;V2Bkb$PIHy_ z)AR%N3f>g@O(f?OfArBGD+dS|kbPxWosYNW?cR-R27=Csl&@TiS@@%~GF;$H6=-W+ zHxP~?9DKPb2bT0~$P6y2tkBCt)?(+I?;0;++PF0JOH~0r>N!q1pL-eaKj-Q_?jsAL zGGFt$RsF%Q$cRF#TYwqkW4R$8Vqu12EwkS(y|TjxML*0k)jp{Yti zE8YKU4V7Y`@0ifB?9?!5y*t!iO&5=wbg!*fA0aseaBk}c~d&}k>4X9kPsxw`j2ZE-hy(jOa;-96&?Z+~kL89@$q-3(kK1}AI zzy9+k{KkFB2X<00xkyELlyIa23XL-hM`Q5*xN&DpgAa(C8*-MAewJ{_dKBkbOK7NL z;(T{B4zH(uVE!``2M#ajznF7nqTuO9^W_}ju^gl=Ti0tp=73zvmj;10dT&NIK=R!xS z=F+`I~pM023+>&V=jwoFj{k@UDW*bjHUpyV4S5ud02 z-_r$4sSxn#O2F%tWI(FKo6OA=Ts^NLE7C*qg%_503O!7M{AdOhPBO1*eW79AeyIdI zc%Cf=kogMzu&VoO8Y)3bwq30|ngqY3J}I8lD#zb(q876JRcI-{q}yidhjt2+E881y z;eitc>N;xnDCGTNdFyR6xO!cxCbPH>n*J!g^ndArnh_kO3ftWw`G|jr;>Jp#OsK3U zM#rJnE1hZ`F_O=;J<@I+eis4?Qaiz<0z!N2Vk77MFylt>1~rC8Je2ycQBk!8y!J1M zCXZVny-$rg`%Vf-jD!U3X{kXMZZ-Oz@pM!?M%OECSArXVYj;kzHo)bJf8R1ES7NKt z7DoLWF)+$BTO-ENh_mC2Y+dVtpz1qk_&lD1gQCpYAGs62hpc^E18YHvH;uPUKN`Dc zw&~n&B0edFma%)O8TjqZ)8U?z=^%3cs=zK&d#q!W(oY=BBK_!YK2>9UfoV?cn51L7M#rj~=Hw;SGEoP`%dx9b;DB zib&l-uSIdGHj+n~E7e~f`IiUBE&i|?w>LvXv9Qa~yJ&pmZNhYhxe^2>A9c`7k$XyJ zx^Y)f9@2_$dSS4=0mMw-9eD7cJ9Oty7sxQ5L)Irf^(XD~v4@V^SfX7VnVVWiK6adf zl9oWXsl-HB&(>WDQ4WFqRc5cvIm!u#KcR3N$>TeHFdFxqZiXP)VzElDd=T5S`nIGt z4~}Hk_N_}4AtvVT7Ue2On~CE&`F)A#WW>GZeU$VY26i3bWsC+t@9JCj zy`%?yR_Im-$8w1VZJv3v(5Ag67X)Tw(Ie7Z&hFx7PbvRRXCy~7@9dFhQ zYbk3)Kusc3K!K?{m^a@$#j&0TGk0HG>5=?^5)*PtC=y=Y@h88|C&b~@9(R^qo%gZk z-LfGI;d`mj-L(;o$-=LXdG^@_5HG@i0#ep(R8X?!v20UJhN98gObe$3Xdb(nQ50B- zr>2=6ezbX>qm7o7`bw?%0*OV?tysLrzM)gXY&ZQ!M$}``nA4!<7J^TJm z776r;7(8%oDiJMaoeK=o3Sgl3XqmWg4lrDOt-H)Ze6V?|?()Rf^hDI<>XU@)&{1&D zyxFM&Y?x!$$LSrw@<9aaDA}v79ADQI%P@muQGG*_KZ`Lu?a0~B9|IBp^I^9agk6a5*i9XFJJjNS77!UF=A}+i6sf zwwzjIj^CU4`erF^)P8R4{;UX^;y!UY`xk-lqwBkpQ%m8uQrm!HKLuv>8mqT5M5C_8 z#vgBVGNH(Udr|ds4hlWJ*R^wpFVGELKce{~8qz9^S(gB9-fKJTm52c1IaZH08^l&QJ%{Ys*1hvE=^{OmaTQP5j90lKI0q z5y&9AN%buTB9?QDp6llq+YZ7Ncytp;`pvO_6=F3 zJM`B5;8F%hc|>;#c5WPbymBrFZg~}+b99dd-|=1Fn0ad;>e(ihzMBr%>-hBgC30Wo z@{ree{G5wJk_oRS0?6yZ?ht76ECplUj73F#B3x*Z+toi5f^j7J;?O(#_DuHG==|nzr4!Wn` zVx6!Ig|SMyFY1Efxc^%+%fd~<>Dkuu$e)J_zJjLud#ZDA=CES@PKkVsh}2gdR!+r? zhb*V#46`syi8!SSvp}n2-_Yu817ZRV#a?vd0q@9(v?Tp9z^gCAS(rn^HOrH_5|N;JYbIl~gD*GJ z7dynwidGB%l2sZQxCYGVIuDSSB3l4QlhoX(HowDD=9lzm4Rh=mUceOBo3yCbA$^!(v$=uHpUVyZHK zje~*=nkTP)%FDn{j?|~@5By+Mh(X;fjP(A}TW#@HBs2*bwN>yZfZ7-OH9SGZCmPJu zMTtD*piunXcv4_y`0iVG&TKfxH+kINJP&98sO6?pa=_uzlhLAw#gJk=*fvXe-kKHy z2c;tH;rr)@k2Uh@u#HugsjSr>d*7eAE^wj*W7;n6mVyRI5H_$k&6uDzjWhr{>U9z-21@m<(XhyKH_BI@Gl$1SLmkGk4wY)^&;fd<8d_6 zP(!0lI@?0ugk#hN6~?}mD)iEHN#r9FTAS@oUbnxgLHpW&8^A3S`To|=t$SobvbWE# zu3sq-dDmHJV89JaN(UA;rILA~S;!(oaxESj65+NZ{;d;iADC44bkmhA!tdK?Lu*n-_B(^z8~4ya<0?`()u0=Eyz~-9fZ$(FQKs$1| zIJhkz6;15xIuh=n7WM#0oG#i(4|% zzZRRzZkey$O2O?tm*V5cOW>~L)xwp8B6M2IY0Lf|4wu9aAAMu!33DE)k2HUz!=8d6 z^B*0ypuowMKD$tY?3)AE-pwb&W3%)9O#j@$XNlc9g2x-~>^zi_`6Ui)>R(h`CZ44F z(lUbv!y2rRZ7uK0BY!{cW9sTQ3WP@fHMw$$O8VC{CtmWB{KiAGG&_<@@yXYm8;vN2 zSM}Riz6fcMcwAh-K^ZFaYX3gaAX$RnY-OXqZTA9K(WP6tFGH}aHp%;~Y-#f{3TwKo+cOByp_|`WT_8jo|GQWI zPAWYNgW3gZ+xw~D@9=EXCu$zHnKkDA5(2HdJG<6^Y80hUXNJ7oTrkngedtt{Vs$PsZDnL8MT=JQ?qvsAH43HpwbWyp`$O8>tml{+!M^%tCpSy_hZxJOdeA}{!q%@{-r`3GcjG*X1Wewv3E^QVGT{-NWpaz)5>y1CYOJr*Re_1J%<6tt;7#E`;hisw@c z>5tX>;82**&W(QpK~qUf&#IsV!8Qd4r(&Q(adlF?vIbY>Ed01~QsC0k>#z6O-Ee73 z_P3Zbv2gLJTvbeu7esFSVM+h10gk8b>)Bc#i5~+@bUQ7LaY=Qun%_McMRdaX*bS5c z|C>oQ;ZcR@M^V+GNlFm0hqFaXJQ3MNuD4{z5g*X@UiKYt3h)d=;pm!D9aejH@js*^ z@6U+@p-(DSsP^;V@lIARuyGdHTT>nngIlVu{dJ54+IVrc_Y=8bZ1F^mO7>hbM<4#m z=f4KyOU#?=1QQ{pD_tvEE)`ElWru0~492_K9aQJ}QZPMxPQ`v#BI#Y%rq-5ZU|!^$ zod4Na;P2)BJQZF883vB*yU*BzM0eA+3k;#Sw>92hhU5q2%GeSHN{RO={NBd26j%6B zUj0EtF^zOkj;MFryTIP5q}2Rl0nl*eZ@m1$0@yTEqE2s60x!hv8-5lSfw<@5c3}t7 zJ54;h{vE0?fpS^L<2Lb}6tOJ_g}XviujQxHH}Y}hqruei!+x;t89W>Jq!|C(b=gO- zzyh+L+3d{U*Mgre3f_1-b_=6v^&^jx_e1|{PJDi96zqfON0LLNziSj3W#E;ChQ{2p zA6-rHUx4m;WpbYSO(}S1#99h0?!2Ma=EV@w6@2>f!+3nSl=+oaEDB#nbLgwQkA`q9 zS+)`7O0bI9lvsN-7k_z)Up_dJhgG9a-=r1XaY5t2n*Z@Yc#}z=&XJr0`buj~%fsPV zW;xpRS1t#=KV{`q%D@osIez2a0!J*Nn=iL#tI^M};8i?apo$b4F`1O$J+<(w;zN7KMDm9vLP-q)*T^}~%^ zyj^nUz^BnH%zeuHn@zkB+aKKynG;J#sqH6owBGq)>?+Hw-%1hYZ#z46kMt|9y54%i zEx5W2R*AiO<_9gI>`&ZvdTeSluKb=C+tlCcv#YWvV z@th|%B!Y-9V5U z&SR~;T?acZ?$*}oqadsI@b*T(#mG`#gvghIp>G?;yEAHW3?CwAg%^WfWDD3}i7zJlJZZQ>*&!aCR0}X3OF>p@o?$&+i3+k3lv0q!N@Qq2xu8G1RJh9`o ztyE+gCdOZAFNvzg?PsDm-^b_R0I&XEYr+xPq$MTC-rxx$5pzt5orKrTo_ECgZ929V z{Qfx+a}(cBoHV8RNx^8pp1-fV@^OV;*}KO*7W3>js~!|8z@%mAauc0&_;|B<^MWqn zv8|6HLq|BCxMBI$dY0rnDUE46J~?7GMeE&G$bgNK-TG4XE});=Im009k4azKPTNXE z!Xs0aYeE_IsPnqhtd!)T1Lt0ADZR@h?ZNd&UZLghx*n)7vLauLU!DGvtu3X#8Zo6O6(LOFz6uG@j1W- zO?29=s;)$%X_bKG>0;7@?$wbRBl&Y{jcpZb_eea0wTDTfTWo z7vL|^$-a?Wi8xjf$--N91AG!aW4K=gVUcN-YFr4}pFMMURBICh$*tw~nvJZ3Fs&MN#U zck+H_NhY#H{|Z+R(S_dT6Qz89l^_>=WOndSDY{%q{&K1^9S(j<-8(hbNcK=w-unpm zvT85Gfwvz5pb?4WP{|8sHy(;Y)|s@oCxyabbXCwtb*d0!>+{`}c_5xK zrRUD$jygN(wzy`NLb!YXU(2>aNK-878Tdx-H*IrSj!QK-7hNSE6+k=)_tMzr&nF{I z+db~o$O8Mw zZJrKrlirsAm0zzFM=YI3m%D9_YlmvkUAgv0+U_`Do?YR#NxFwUia{%@47s>3h3Qbw z%}AhDJ!U%FnvN^ocORf|I_tb-a(`-eEqG8)&I3X;)8FoSn_y7N zkK{ko9&myDMI#!0eCg!Z&1oxACX0-PPBc6e2vJB^p=R)xUmHts!X8=eDytB#@Oah^*$P;IKb%D=hZqLM2 z8PB27N>kXx|e2z4g6?;hU~9zc)!D~8bZ z?4_bq$ZtNYv}$}GUp&gDPy!+0J{^~sRoJac~`NPF~0M33cQ_2yu^upu`TE1sGe4YCB9{DtvK?Nrofxn~uutBEB= z=Z34lSwhX!wPYFQZ1l}NaM-1*1h$O-k>{2OhF88a-WNkdQQ-5yRkmHa_;5|&jPIXj z+^oYA=c_1#H&cgRvBqYCz~`j3v+_Z3uw?7-9_a+ERSgNO8HoZ~%EOq`L*zM~X$t#G zy0;p(9J)Cs*Bu|)FT(@w5uN#s4qjyE{Qdv)(~*JaKKKVD;M{yTNGV(EyDfndoo-Tg5ju# zj@5Km0k~@Ky=`~38jonQijt_p6vP2H!x5CwP4IOG0or{ZwAtmytZO*|0V;ki$Gq>J$q^ZWV>Uc}$>jK2FQnUl5J%9y9EltZU) z|2K*%>8}@PcJNrI!m$`r+l!=^A{98Z%u^eJEiI?>_AO)pqhqgI#%L*-`|PK(|MVvF zZhVu&lZp(6h4$pchsw!c=5k~-u%;>}Bb6%}uYckRWb2g2^Be+}gGwRLZ0h#9_(l?X z@30ls-W3PUxt4e9Bz$4kaKxq3BMa%arSJ;{8(?nwP3f64C2;bCR`{%Q5oCnu^#`9X zgOV^G!UK10(G54-9AY_T(}g3ApSUU|%g$Sl40u~lLS(B=j{T}e#Gc{=52 zZpLH`u8H39{8>8Khsnm-Gv&f}H=4cH6`nZQpgF|;G#=W2YB0CHC40~S-fP6FjJ=y& zc57E^PR?J38V><@*5+Ov&<`Sk^ut);u?kX{0MJ@}fci^&+D`r%o4 zEAd@;1!-4&$i?Hk%`4+|n<0DNlgmaW3+_mBFyGEMMLG7xasCe;qb$JdXRn8i)-y{9hzFWC_BS}v#?N-69pUHToTf_eH%_FWpOsdvQ$!(ZJkR}n_;(o!(4GGLG-V36rnTNn?rc&$#z;2PODYu zBFMWj%##X6RU%6?lJU6Wb?oK2@jOtq$T_Y2hKf$Ubzx(?@%XAgad*N-GRO8KWR(4t z`1#VMjj`i|TXE#QjrQ$usFVIy($OCbXX7^>w);TA?ml1HYpjGT_-0MZuv>z11GU==1ftDl>Wa!!1HtG*27L%3@en!Ee2o3|9SqBhNpJ9xPCZ6zT zgE|Yu=O!1IeIa)*Isg6i>DhTK7%0xJHL*Vu;7jkU&J_6_nd$hO$J3nvy`IDaxIYJS zoW0-P70rUs_{%hS#1BTczo-8+5QmI|!K=Bu^YA5mz%QyN@p~ta8?SM-fX{Uy{Vp9J zv^vr=IJ9m9Y5!D4?$qbO7a^!S#ZZX9N6Jol5zdTf@Wz?Xf|(c;FQxRlDjg*zlWElF zU2t1*@4(RwxyZ#Wk;q9n&4rRz4SWvfL5!4kuT5YbUfX@*PVoCIblmwP+Mzsw_=7G; zs$_*g4hxU^evX1cXxi0TZr{mSSEVOH8p+50tMDQsP3@>v#K zcK-D0R9ZUB^yl=H@c84P?%JmfKT`2!VwfxA|NoAzoPjTUK6K=jip(X~;7pibEM+k;hCU~vDvs~MXWv5=>phYk>KN^ zWI<_2?Qli912Wf7D@yUjqnU3uje)>TppkiQ)p;fll+HeHN(j$H+QBaqh zl}`cbU+3(%ZP`NR(lW_$Cpg1!e7gsm!i!p*H2d9gzqkQ?XB)RwA1?>Kf$k)2!W+@{ zyS1suSr@k@u`5j-j>cqzyk!gZ8mLGO5Wi5DhV4&9npgg&fM7Ah-p?~pq_5^rqd@jl z3MD;6hGdK1A2+xxza+m4$vnzW4km)|U$b71I0}5sv;0XN*>9F!zQt*rnGCyM@V&pc)fGBT4+XoE9NP*PYjlbS;kkZR z3dj;69G2StOWTQ8R_m-u>sy9;9Qu&5N46>h*J+JXwM$4}@@#$Srj=MoWTUlw^SuJN z+)t(cRw%)M(J=qS>y_kvmUoETK=>8>iW_pI@-d*|iS%L5{aUN^Xa$6RDpRQxqO-y%UU??_aDmDdz#p?yiW-xxj z9dIk3alpR9IH=68-TWt~jPwRI1m05qo`ORwepp;D+ktV=io_Fvs7@=DqSL$o}1 zSu7EM$*joq*m?-M(VaVdc-9ScbxZ^bnF{dLTcvx`#o^$3zNDU)oHKDSbwo_oq^! z=9i@GV7nv8_fHhZc3NXt<+Cdla&FN7@50j8tV{sq-08!_<0K(b?)ibdKE=lym7Je9 zq43L5YZkjeJo=&E<|0ihn5fS^v}g~+btQ4}=MAB-`BieLF$1(^ns#YAG{b1Z_o&-@$@%U9%Qy3g9606uqUWPZ0lakm!e$p) z4s!1p-=36+#m*js;Y|Ab*jL|k_+U#K#HWRw)ej@R?}0{Z_2>+cS$H{N$e9a#YSL;p zhJ<6`^&s~cV;1-oJ|Fh|n1!m1A{9*rNod)*Jt^aeEBw27dF{c*SlpMR0J6n?xH;el z{rYqbj>P`7=^z}xsfT+ml}wg_s`%&81@SmY{_fJZ!9Eug%7nFRcVwg2TmkC|7GK!4 z|MREvAKB1U@7*+5lm+^KFJ(!@W|4gx^VxXfLBG5AZ?-UPJgO-sMOhXTAN`8uA(vJ^ zG?y&d-*-9zl^FD26*gr8%Pb{(@o+ILb?7y^+2mr1;ad0)p$g1)xSS+?o_LK`%A8~v ziXglyb@|8Qw>hq?j966IzFuZ0P!9gxBc1k-V)5ATtxWAl65!atA=wX2)wuCV zW?YopUHp9VV`}o43#`BPYOy_2geSW^Lixz&@oqwvp|o}p%D-swezjH#8*YS4(vy6* zwaJ$bu^CgiefaS0NZ&%7WM4^-A@}`#`f*iv^vUy%#y_}GDU$S=Hf;W>5s2q=huH5q zN#QfOv%&PiO3*M>t93xI0PemK57FC4p0~QWQ&%6D;PSbr`wYgz@z0mLp-<{^@v^mH z?RuyN7-fG6&(+CCL-w04c6*ADnW8V!vLgW*Hyh~~apvR4rA0S)^1J!LV=6j*TjS?YC3!^cg)43h~U3*^Y+!q@$6E(OJF3BH#-cUp?Ve1MG5I;~o)& zb6x$Ly`I4gxb9o^6gm6DqDRkp7q%eel?cl#aB;u`U7~92d;xH(tW|c1{0{9Mi%&{h z$c9te5kGRdAb1Noi8{rw(EB!{IgbB zI3JyY%)4q7`?VtB&;y+pCd}!e_33WgS;u^I_t-1>-|teGJZm#Qbb;_z{iM~Uo#Qc; z{v2oNzG$Qr%DunmP>R1Ba)-yvV&S;vi<#Aqd_1+l$(P4Za_;M%hd1XFU-+{8ADl~v zIo<~b+1qbG$!rCC#Vdcb4zgGiWW0dp+J8Ks7sTT=eyi5%6@x&`X*``&rSAvtbh9T1Jra=j;vL0Z zlBM_!DGuL@{PCyt)Zw$ov%sLilyzx56T^*b*-lOtVJ^o$k?AA3zzp78;`#Yd_}Dbl z;a?fNOc|H+jZcEoU83K$EgDdqLx+E}P%$1;U!6!_sfJ3a&*uzD&wqKt@{uz&xmdh7 z>fazx3^uQ#PFyCQ$Rk-%JeKa+piwz@?CVw!{PS;y_xJk>>@AfL6M9C4;|bJT`xOaa z;d-O6>aQ!n`#8eP)7NOmC(kq%b zc;3Xmh9#iHRn2c)!I~x}+V!7*ojd!()PiSLD2xy;%cr zMq}&m;BO^}cb06Ph(+UP_Hq8rg-)RTjc;9nL#^+}JzG~@LtePhx&zZ!a5NEfBle`(zB2tg4xx`74p3hZM3 z#j^4?4{PO&HojBI$N3{HPs*MK;k@8W>t>SUXWIYA@gU(oV!g7xfr!i-ODpSLBXxk^bA^juUjD^*9-3#l1Bm z2a|jyZY>rUW7Ex{S}ji=oO;=ue%*yI6$9*#;f823&*Y#8BxI7k&FMW^+UdZ1l%m7) znRrrevEIC!UIek`MKQ`IHP|O96n>n)7Bki^@MV@0597~;GdqkcVKOIs^WJvSFN{B+ zS9!q`+b-THRNYa83aq^^t0v;mDNB&0k=)N#t|Vw??Af#bR5_>` zKQ*F!p&*N|;=8~1;vlyYziy@a^#coDo;TDE$U3hWL}=Cb!mNZ$P7;e3`yCv`k;;VcZx877K%FuY`*&D zHa@Sb_mu4=y#Yr-W>+T)_jlD{+k(dVBM3k$kexXyc$-qegB!zR+}wT)HbP#!D95JMMHhO^{+ zeZ@uM=x`x$o1b|1e~z$Ga%+hbcNIRITlwAnHxbn(H6Il%mVmm?A*sl7QJ|Q!@^*rF zU3aKnV%o$K1XRUW+OKa!K=n|DMejfc(9qET*wo;RgDjKR^BRj$&FqftrgN3}Dqq2^ z+a({iaEcqnh5KV_zh)q3coH@ztz!H8Kr9`rx!X&g=NbaX1~m*wKlF>-_JQ1VPzm1h z<$`k(=vRC`N4KtpuU$WI3uM^9R{Kv;*5qC^WxA1%A(H~8eZ6b1^_u{$n|@;X5C9pv zpRZ)9QlV~M%~NxG9H?#Q@Le1#K*!K+_a2#NL$~oZ??V-#cygbtYAZu52A62LzbVT> z@ui>$)pIqYHT+z01Kp(ym}^f8`b%STI>Yp;g_2@lE8d`wKJ z2`rtf*6-@p!i2Sc-{<2I0Eebl!cNp9hgidT#vS=syX~DLJQeevCJtL!B$@UOJEPSemnEK@T>+t{Auho=oU!kK6C$dF+ae>Polk7NZ!`A zL~-Y~M#9bbSrO>`ARk|>RlHnxpy2Dx{TvBtu^?LFc%zE16i#G6{{43P4tO>xeCJGLWZU9)K0$5wJM`N_o3bL$jj>bs9K~Kc^G2O z=h|);;e2FoIoCvO$%nMNd$xqUuYmm{UbFtPw$@(rT1NQeeG&@U1!ruaw zcWX-Iys4XDmsCpp0K0!TmwZ$vyaBxgmYF~>TWGu?@g@ZNHiVlqh!TEGE>AodzO;iRfddHezuH!T~VuXm}( zM%!!^9==rkU9;=TZ`&A*7X1A!I=T)Uxrh88y{kf32wd_NPJoxvrv+#qMZlphg-vI) z8$nS(NiJqF51ab$fzsP-{CN{j@i3C!;8+#kR+}))4{X}SO!irW-ANL^9+bd(Gv}W5 z(qwr3m{;ibL2@5`+%EV}xEK=3q#>O(2+q|Qc>Zp#M^--!us@s#4;#(j60b78IH*v( z{v;0@x+l9rh@a;Y>sJfk{y2>3eQ<6!IbVxLom|UYwZqXmXmxjMxIdG}(?Gv3} zr0<)SC9yBf7AH^WnvERNh9b7RK*p&G2JJnB$VaIapi&k?@Tp z`-mglNhkjlA+=roOB-zt($D_nrGC2!Id3mzeoRdPI*$KRS1ILK+J5w;3417%CVQI# zTQrEB<=*t2JZ~0O)_mqR#K9H!Er&HDTJd<{zH6q!#KWr@dU;?i6Skg+D}TD3%+-dI z^5O{xbZC#vp$tuO?zP~)@!(@1)Es+3StukNv&vX?rkn_vy}h4*!?iR#p3C&&Ol%20 zyYnV{o-r7jBp&^dviHJVD$njA%L05M=E&n5t^qd`JD+*?QXtA)pxv9^7;b5OQ)U|> z{eK(V9(zAO(74#Q{b8F5#LDpGcs8XVdqQchc`X%l6Os?k><+{59n)!5v&Hywplf9} znajW1&*SrEt^ny9M>*Pds=+Pgm>7WbgK|QN~D8m?SjUF%d>kR+O#k}}` z@A?0xq1q$kCOp{_<_@l37V zAnD=nF4%9bszZ7zS4D<}1#|Jvxi7M@Jht%aG1GZI8F%E0e54l4Q3wYfoYR)RLY{}; zABG$}mk2LV%H-y93P|CLk<>d0cuz!+&nluGCAWNfnAmEKCntsHH7^ieT^LozV3712 zX5K|e%jLn;^oG;gl4;PVncOiMUxp&wf4tfmEP$P9YvGTzT?6#|?0`==4ZBt|-?6Cb3 z%STfWg_L8onv!A2?bZG32;o8L|J|)o{F?k9UYT=r4@i#r6XoYc(?rWjnS zSsUDM_`$IsM#^zDm6#mX-0N4L0;ZhGW6LHy`a&Q7o_6|>46Zjgg=RxaX zZv&2kTj;d3W99Y5P+Y!n%0uK@1u)JAy(}Fo!)3kEI#=0P5I*tLuWm;ivc3v;I`GQ{ z+Udk%CVrA0AT>REaUd7Z`~0`#AX^Pc@1A>|RGfeb^@7*!$UJ?dV<-1~YdntsuKMRf zc=2uXHc|cuYj8aDZm9)pA)Ibm^?Ugu0^8G)jc5D}a7lZi{_>%89GDat;nK^*DBAN9 zHJ6DW@HOL>>7&FaR_3hno!1eErg`t^@FwEd--c0^US3#!=G0T&i)9ehD~@dbWn`{k z-}+6@8b>eXsLR_mfysMY-&(<3cp~7H#8#UR;;l2>-;07^AlzVRtlS@uat}!Bo4Mk6 zvhhuq^%6Ame;Bc&su(ULliPo#&z z@WI=}L{UKc*gnh6q@bM8lU?Z=WiY(_?c5>WTwHUVJ$K*4 zi|h%H-=5ul3#)v2)J|L1g0UZW>YafEj4t(c zO~m4^U86fTaOXnqYW7EMev(5CTzYJbHAs1(5Txy0hn0If)*Q1U!D#x9$aC`o)Xwkm zPI5~JO*NBb{ah;E84G(>o|+8($tx4xp@=Loc_`r!tM!|b_=tdW+8m*SF>zy=QD8B{Jv|=N8)o=_Kc<- z$-|BZ-IgNKVc0GF%fin84sLC7H$35(1M-P;-mMn?xTBq6{`{F_U=Rp0_D{SFwWW40 z&ws_C@ce06>c>1xvdTHfA?}Pamuq7$H^t%Pi2s4zY6*DmGTYCgT7Ud~@2IKz&qSz> zR4cI-EJfviI|JzV5ne^dp4UxMxv+Qpw@TM*ap;v+a$Skx40KbL-X!%9e&ELWO{wNi zprs+*_xNBL-XE2^*h!m#Wuwu0W1@L*U|-mN^SnS<``xq8;${XOxU+KLhEfTJZdl*^ zs-JN0bk=-DtExbnLsxpgMI9ywo~`P?OL7!T&-}$5VsYyD(v}0)Q$UBM#-EF(5Sulx zw|`DGLiQ*Xqx`NEl>FVyT(~_EE2(4Ss>#Ivn6@+fiZB(*V)ij?n@Pf78hhzDste$N z#_gHLk~XB1s-qQ|kAN?&AI*Mduw)_1nhrtg>ZI@R!K=JsWdc{6xlz?dhX}X`p@f}^ZnlUb$veX_tiH?c>VCRTDh6L zL?KXa{pmjcp$um3e#bo)RD5~y(eKzl4w$L(Nr6c@3#QkaHe|nU0_HEfUtd0&g1w}~ z{mL^7E^Jp`I6`X)o+1p4{SxJ<;KlfbPd^MS?Itbyk|QC8;YB^ivMn-4Us&hcO7@zL zLc-mt#eiJ8@Yk{g?EapeqA@7ONSD>KI!~z>bERtb97hCxTHMRB`c@Wyz0odfD6Q$+0}-pa0cAQjmZwo~L+@UQ5N)k_O(jebA9d+{#0DBK6AWPD*;5FoRmD4MfwMgUll&~6yq1pAKo$AhcPK9)@ZH519O$a zcqe3%AfWn#wBdj=288`8NoxuN-=LAR`8U!C-<4_?5R#4G8xF{f+$9|Kxjtos{0xjN z=-??lS_dZmqAY`l(s0+|T|G8EWq4|{SLtKESloU5KwySs8JfP{pxqzs3RiwduJgJl4I7!4kcEg41T(`O)Zb?aUJSIE9!vp%Lbda zvkl<7WB!I*fHl7D{iWf~U4*-bdqoc}CLzx@+Mffbv+?CIeYVZq74Y3SPGNE=2(O=% zFxx`<6BWb!i~qgK11Db@Pt&3#q|n5C)~ks{8leSSox?sDah@{rem~j6P<}S>7l*?s z-}okvF;@t+pMO1niu6vVp6!*Lh{mD2S2AMD8-V4Mo!++VQKS*9?S>B&cBcH zO)X%2?OfTWoCJ)D;Gwr~sDsq`AMWx-$)LHN=FHb6XZ**g^19tS043-wMz*D=A*Jis zUp>coOpwWPd9&zFdLwN!ms1_UOaE6tmlioU9shD5r`Z$LI%ae{?!j<{XYs(r?|0dex+=v7J*2>DN&(a~h!-+dfv3g6Ok zye0GQ>~F$FVvVP4S1d#IV`o=i8s9;wgPOaKkCqcpV@=E=xmR!9`@5vuvJB?*9jvH? z6O^Z$>~KJ(2JOeR-gG3E!nJLF0djp5km)*g#wR=%>Z3Z3#HYuC+X?22g_Ho)pNnzs zd6)nzr<;eY`XiuigIHIeO%Ob~E_nEQWI75~ZS$DaszK*(*Hv;ybFfIIeT#uWD%k5# z9M-u=4`+&p*~K{n{Sq_hlDZRtV@AokwJaD+SQ!5OQptubOpSSmVxn=L>e_lHB^ATk zpVsQg+Jeok4W2gzUErU+OMq@@IEdOua$lqr;UcH&u=Sc7dekiKynBO+(~BnDwO@-t zK<3T7+of{kryC5u5JDcVoWckEeo)b3-;A8T8R=bIJ*BZie9Hk2JEgLVwjk0v<=OT^p zH|}ac-iIuVn&|sav(pornWpZj6HldO#?DA(`+VH7b8Vv{x#tWEQ@WJ+OW?tDn0--I z5tOIh+?C)^gz^2mD^!o=qflGA-0CzH?ZduDixA#l)5LLwf6=60tQW>iX`zsP=jTQr z|75tHTgDVS=8E51a@__!sJ)4Ych^ArAVjf(VAG!j8Mut)ING-red?vXsN^Z0Qb&Zinl9k#m- zJqtqWDrtm+baO1-ZbJ@wgvjdrnQVd_sn!-2DZ+u?$dO+Yor_aD_x;i7O+bmIC4sHC zDqyUrWhyX*^mX1aHc2T5At&>p;HN`b$o;H$&o&CQ#_s zUtGYLel6S(o-_z*HBffyo?H^t+|I2{lRST zVZv?4Y&dvy;nMuKJow|zdgRh3ZCDfnma!rC*g-ZWy9d%u)hTNT3m?>|48_@ z;V+(YtmFWVG7l=Asl%s?OFs{KJK?=S4j-`_u9#+C{eZSG8`@N?;}(Y_Fz6F&a{W*s zl*XJt6SF-Hv-@8TYB)v1-n-wMACfti^|AQft7CBxC05$p>y?c>cjV}QeF#OVdxcNu zLMUjJ)Ux!AI~D|k6qjcxK``R~SY&yy4ilwXq(a-G&|tVUyTLvY_NHD5-Vsra&R<39 zCX|}+Ru)H`>x&~WED*)r&5{L=f0Sr5Of!JK;9}+h>k=4byL5xn7mU_V-ZJZ7Erloa zPmShp6E9n;=Ef=cGU$ALT>d%ff1NZEHI1=PV0VqT+urgX?%V%-6D@BI zu3qQaee)*ilS`I{|4j-;rcCL=PQqupoMJ}#G=B>I3I=c0$oEI5p?2DG((^a!UN<-W zWd`j!GCy=r5MI;G?<2D9`LLhn4NHrB81`#-Zx4EB~h8Yq~+G8mn?}Cu0sS*sf>$oKBo&lf{iq`<$Z{rO=1YHfAlP9oIN z?_c!XZv+>-9!Iwa_=ABD)85rbxAECAhU=?Z`4Il`Co_Dm#k*D9w@)w z2*+PpJQD*%2usj+Pfp@6I%bG>W?{3}gL;Jq3IA7`IO*Zzov{DGI6oBDI0eVr%MyDtk| zZkVa=K3WP20WpIy_C>(>eZYc_@DrIfGTX4aRKWo&iHx}^Up(4fsI)VS_|xhwb9?5q zVXIntx$}%G+3zbc&dXBq#c`YCGQBnM;o^eDT2vaav_yz48Ps6uDD}lwlJ_Xxa$U67 zsveGPM#{ZYRERtFDki(e12>-#Y15pvh7OMR{z`Ls&^+Vu+*h2;tM>Iv_?erckZ8`y zdxb%``-%qT!(&r4T$r`LOU^~l_CIbYzLW;L9G(tayh(?s=Mf&;TAg6mTdw#FlKU^a zB!4CCI+x$u@n#3=CnPp&k_t#x0H~Bd_}sZ&=*tfdfj4@bOL3>16o= z_{&}{`A*dszuwlpIT%G`qN$J_oQ*@0Ur(udmBM9*%q{1ctHA$$x9U3ay2@64 zc=3YlnIh@dx7@s+gKruKwAWN4@%H@#M@PgGfG6fZ8u^WBWWRs1^s9LuPM2`^GLc?R zvwCI$yGAZt^W8w_{j~(`4(4a%7T4pDl1Q(h1L48AJ!oL53V{>1&W8s)3I*OcrE`Mz zWNwuH$N5Q2Hhi_T(rB5C1YZ|p&tHpas2=ro_zlTBwM@*nPM|Qzo>N{(;>gFZhxOWb z9m$8plANhC@{uUq+eII`+aIRlZ;0Ov%!6B_D?dzk#K57;UIitS#<OFZh0j$x+q=n}uwUkAvbk6ZI!GTeP?rqCK8p~mN}n3k zQE9x_WnKez8~H`q1)M?d(T-T}dBRzZJFfRi(G_B(3Jp~T0?{{_QJb6l0u<|UvFZLv z$4yKMl&KLvG?=`>H#B1gM|BSRop5qP{zqE7^?mZ-tXCy#$0*@k3O($0=&Z-~N3@$| zOAFxDsc)n94ut1XWv1E&HL&fQNv@}G3dS9l|L+Sc$;En}jqo2Yz~xP4k=c5U@SXE5ua;>Im7@PqQ-|StKXgcEl4JBLz{Av~_GdAf zc$GPa`XZqO?^S)Dx)KqIFW7goUHC=zlE-vY(wwt!Vrk?f4NE3Ij9|~=Qiy}nB72c6 z^$4^{tnYrgM0g&{s?uz|W$=>W6@Sb_!pGa9_pdmv5PHw5D6yPR1=ESQFIm$nVCP{L zky57f@WRyb`Zi-{cRSmqC6=ztF%HTo{YSiY(Os&J#cH z;o85pHWzVVyMA&Jd9Rp_Ux@6nN{6xgb%{D;j;QiF=Sk7C5=`ST9c}1JfaQqJ-dEMJ z_z+h+9+J7=3HhWmr+(zXM3ps__g5kA`B+nYg2M;s2EX-sS|{K!rxn#*3)X12eDfv{ zk4x^Qih+aiRoJbWq?ThEj^#2DKQnGwpm}UVT$o!Gu-OcohV4!O$DoU|8KZ=!(JU}a zd)x%|nqwQxWGX?7vS;iVfB%<=e^myyJ`b%2{bWw(D3x;D*HU+rA-(|EJXyFN%7uWecTZTVN+?_#IVrdM zz64gfXGGT*d!yB?pk7K^8GhotIPi2|E>t)t6{9bCj_DUxcC^KVm`B58ie(JmPJUGy zBvpjFxEK%FG`gc2d+a3*14n#QcJuo$x+=W7-7k&Dq!3?y%be=5Fo4B>n@YwyqtJe% zY0l@^6reqA`{jD3ANEaFJaT)I0?&PeV}!q_Lf9Q*=Wq&#U~a?F&C7|9yt|n-j@*yh z8kGM=ov#MDiYrDd$L(?Xy>_}bAK@(xybAc8S^%vZo_w{6i^lYVbJKt8DcIn0NVfKI z9$w~socT+(5u2=E3IDMZ)YLD8}U;S6>C0F)wYy>k=~VX_YD?^{i+>E9>Gx3z`L^&MgR19 z)iC*i>#xtANvCpQ{avx1bY2l8$!*nn@h21n1*VTXv=U##wFDZW$6g>HcbcAK)CV71 zHp#KYn&Hmn=5A4-Gf47~h0?|6- zQuvt zfT1|s5np(%+kRHNrwN132$#5rWMSN&r^ny7Rp5%z$S`d~9De&|ZyJ2l9|x~ZbnIiu z$GGtilmG22hNGqyPWNtl0*7_7f@@(UJiYHT+`Y9PwS=zG3fB|9Lbm7zf%FpWpM0|& z#*^SJ$JPtGS>3_+ie@RD-$l@3v!HJw`!D@cePR(WN7J2!1EIA+aAZV6^7@7buv}mK zb5^Sfm=>mLEc!vQO1JHSbLsJWH;G6Y-!MOn2PfN)}8#kJ%Xip zIGmNjphtK;Jq;GF!`axLgE7mQG8r~`FmAsn zb5x%Ayic;W7v&_vjq5v1?@Yx&qN8=r^O-QnegE-p$VfKibAI;zk2Vk@_8Y>dGg;uh z%Y6CNjt12II&i3#aL9gq4b;#XO2oZ)4>Sr?m15hAGlDU$8CbZDN49M73ea{~IyoPU zMH&A^gE#4(@NuT#$6<00{wh26tA-~RH^{FKJRUYsQz)UMRFhD$~V{f`z z?tEa|4Bjp!xD__QpjjZf0#cGkmNN4MV7W6r=y+I*%gqafV> zH|5m&NF@Xg=^17(I1z3{x=>bS0_47V(=8iZ2R98phJQRt#M{Sc#=^X1fa%JHnd?H-dVpVyZ<783IrAkUwt?^IXjs~a$nW8*)&OD?cA z;kS*6Kk@g?hbJ6+S&fPdmmb7EBmSI2TTUE!m4U-?k2U!I=0e&`?Gx7-3bc7$slLKq z2i0R<&kb)RLtN!XI{!-Ihimz9ImWdJnv>O&oI47^aOVl-wV`A*m;UfhcPbz2xIITt zx!J=)Z}KQpI2CBRA2K$di$s>{%1?~V#b7nD=sz_cf{yXhMpWS>P}NI!`?HPsR8L#8 zb$0lGbe6_U_%BcNeJT@vnDp)f=Zjh&^@U<2^~6Jz^T)gz*)^%+1a$NcS*HC`3u30n zifc%qur zU`c_#G-TroV+z-9hTwatwNIx_;EmnQlRv+Oq5Xz#tveU9@R^t!RrA^dsNNNI=P23Z z>wFmH)cvE0n*W|hzG9ETBHlZr4FVO&zn6K+Vl)$y>BK)%hikFVT~$ZJ!wX*hX+ACb zI}NNHgMx$gQ;}{v7q`V=DQdox%M_)0K-k))mXu#buyyddas7=%7`8K~R@xDNO{MpR z?LtX-E8)h)C26v!5x;XC#zV2v==;%)AJX91>WR8Pt2N1CaJ4+zw1zDSZpxVV#aX7n z?TX65A^I5fGCDjmaw;5jlTL3;K1+ei0hOY+_~QVCGjn&6dwNdzOkFN#C0MX6X+LEw zL8HFGT%rFw@oZw*ISrZ;7|M(MG< z-=_#KbU&Bbb0!NF-&{ROE${=4y&)DYgd<0j!q)toHUf(}w7U&BqOpO4ePq|UNSM3F z@M`<*JQUG?BQg+Ii7C=*2cOtvBAZGh-Lr#scy;PnRL*cQ+zt5tmT`yz{Pq^lAN9sT zb>hNQiIWk$8<{isuk0qU$3E}1Oh`kzy?MesO6YfbaXE@!%;heA< zfn&A336rwP*nEM;Jz*poB{D>*X|8Tqdv<}YHl`S6r?jZ!(fQDQF*?BSWD*Y1NZeK< z&)H|Xu`IKBh0twZCArxq1=nt?JrG#0Mzhi4TefzV@TYX?=5L`4nBs{(f3WBloXKU& z;3a*lg_$o7JH4oQWb9wjr=RxF8nX3U6nNO2f@HW=$ zzgjm7CV&y!#}Bp}k}+hO9ax1aP;}mw+vi0bOw})BOV$_R(XK0dJE}wRx!%1hL$*3B zGEy4W&^JSGVS$2S;Ve9!IJu!|;11;Q{h^U3iy{3nnzDJhI3h#q#>MsrL!MmhsKOZg(*Tn6=SQ%voZlM2z!Z z#%N^X9T}G_P5`a@Cx+k36rxPT85KeD9134*jrJ5Wh9MfJ``b!Nkd-#;jje<+_6Cdw zbqdy^hyRffQRiU%HKXpGtz3ZbSat_)@(9ICDTj+zpXTGbo1DX6lIIVhZ(QxBHAaUG z&DQ@sQ=#Ni;a~B+9(ci4?;4w78HNQ$(=q;z#m4=H)cy_4V6@Tw?{ZH9T6YV2FhmvN zT76Wz@RoKgep_L z48q`o$qTo(1wi{Lx&s2{ckqf$-OSqF65wxTUNx?d1}nJ`p{|HpOx+b}5o}We`fs|f3o2o`vo=xQ zVJU|tT8;EBayNX~pfs9<`0z+|lzk|;pZi;yo?DAz3r&0GACx0ECF6@EPdc7Aejqyi zArRkpg=-zFJ`II!%kiJH@8XQ-r@*zeTAY24Q@MN6FxN>XOYtM|v#;~B+%xdRckI%w zTDfG;{>Ul&6K_4ZoKn4PBA13jX<62*&3^FhHt$zjnGi5pIwEJv918jRZy8ou^6=-6 z_UBd2wXk~J=e9*;1U* zdK|S`g!s(9JOrk1#o*c4W@mqo0vj|kv#;11LGz&r{GpPI0}pw}-fT{Tka6|Dq4)DZ zi~3?Tl$r#eV)NN_ib<}i;2iS0-p1`b&rG9AGBGu!w%_4mF$PxTiZ5@efd!^^f5GT* z6qCQQ&Fp*<{?*zv@_EDvU0sC+6eA6xmO*ZMa{MeR-#_Q?DenyH(7O?mzRg zdA$Z@ns6}V89C>R<#;K-EWz&yL&tUnWI)~rVWV+|Qp}J($i+FAj0|;y(gUt{(09P< zI*VHntQ3SkXn*DiCqC}t4E_*@4dd!6ya^$|TJm*|;uP5rE#}e;QgR?QcI)9HhE4dx z{O{H5Cr-f5L>(FJk3_S}t2p55&ELwGhsGT?Uw-E#BD1I8L||nO zlx)x(8@?F?o|VS#0`ft)*-p_==0YOr;eC0x_gEqr9vywXNS?#2Tnu7|&gYO^ov6@P z!D2k%q%JU2Q-upruFFT1YEhdurRtP+4c?Kpjkx$K4U|8|M*QI?pNBhr7mV70NKE$p z`3(v9qto(`1nD0$oT=^EaV#0lYy?{`|I7o4r@xgorD}n)H!dmU44L{_oj?W`as{$+1c+*ASmxdOLhNxv%b__HI) zk4hkk^K>#>W(9ffJh`Gmn~PnBzdjUH`J-Rt_+zeZH84{WtQs4i4C8IN(aO!au!${T z{^LwO#Al5Lhc%G7SJ271cf{LV-_n$SojZm2gxZyE9LYp#D39!@?@IZc@rBUWrRXiKXBhoE z365@K*rPx=I(wbFyf1E!1QWf!+KUzyKb31du$NGt*?s5O9Kw3j`+g`51JQR=i{N=XReEm_&NF?$mO!V5rvFP zU&DkI3!u-y@Tv0eWGG|Xc>moJ+5bm%Gl}lcgjT1OqL+K9u#$D{OHy7Q$j{un#+X-w zV+U+1-A`9Qas6(C?^WUC{Zj1Car-6+I2xa}36BR^d7hxMJBjG^z;a>6(FaDQ)uuNO zCt-?~CJa$X&WqkzO{lJk@HkiG37Hnlwpop}3&q0@rIcrSj}!2z=E=l&?;`QBWMJ*4 z@*KSM{Ds>$k|!M8JU5a>_;2QEiAI4F7T6GLLu2Az44nJqzUQU1!{uE*70omn5L0g( z^NqX*SN7){))WST3#;hsE%~)%?zK%NE;bIF`9!w#+$LQ6s=ktMQ^C-@v)aV_@Es`R z^Ql?UG=+@sb~(vsh<9M|Z72ImG8~;hswHcX0U|wGh0?FiV)GBvG;Q)ebUpKmS7{&<~CUYvKkLO^<*N^gH>5cn$-ukTlH$Lt%hSIU3>Gut3c3? z>U(Lnp%l9q&hvWx4Z;F3_xeb?N{lw=wAnNg0nYB+=`p*_@oJ5L?Zp4jUy^<6dyCW2 zwY}{}d`LJRt<_ff`8@#jC`Z2p$Hd?#YdVk7-X<7NQIK((4FI|AFBXrFr;yK4fxGu& zCQSJ6mOlmo*tXhY^&iPG8f#jCkF^1&d;nJuM?m!-nX*6Rm% z45x$iILo@RbpaTv4H*bsYlUXN)Ag*^vY<;`RHF8P2jN%v*!U^r!MF5x!PaNvz~-mQ z9d*K)Ry7%Ue`=BR;5dXE%!#ML`Q`z}b^C0racpQm;GczpgLm(45;DQlijsBi!LiWq zeNf3{z#ncna(^kEM{Wm+NwH)^PI3dsPa=FTYf&?WW)(dWw1RjWpbHI$ho7WD#cZu8v(z zAs)};lT7GG!QsI_!l94z@&4;8Ui({XV79?NPxL6s=^2(-X5aJ$g^rUE<9taNx_IxX zU1JGyB`irWghgTKn`uMZz&gCQ^Hs!O^6#XBjxB@Ync$e&@=%_~A5ISL-4QLDk3XL< zR5H9Jp1RMWDUS&^WXZWgU6Je=L@r&=I{&*AWIww_l*T85^3}MJU;D}VAx3HE(xMIa zX^20Tim4(VBk|7z@5p{EihUw+pFiY>zn)roq6QY1KfC?yDM6~omWl^M?+feU} z24wzCRb}3oi<`uhLLZ$YzCHS_E}xx~;r)~CCNke0VR?gf#ir7HcqzDQkeFZr{`!m= z=f-kjDnEvqWpe#K*o|%q*byM(-Tynqk|BCz;D`b(!L_>9;5S zQaY{x?IhsN*~7>qlz_Ihl1jHiiEmxbRN2ua04743-T%Adfib#^zY>2(gXyV8iHG;7 z(3*b!vi2Iu-Ff_QeETyIJn2EdhUA#jt#_^z>?hulM>U#Nug&3G=JRud`H`^9H$N$m z7l$b_DzO(M;(`9!zcIe2nJ6{eR^3{76Qt4xQj1s#Hz20jxoge?F8BqhItaU>%+Kxn zhDc69#iQ`4&=(WzlHl^$MDjuXf1Yp7E-S&wrE59zb|om{+xKqUv?a(!Zdz6*ysa#B zKIvB;iueDkP~J-K09QIBr&)S#pq`=<xMJTjat)366t0tVZiTj(g zlCi@-cniC2I_3?=8Gg%21LH@PLUh;Cpd#d+k0t4^+`cnek+eAxFKpqE+9O*-JfQU( zK1I6bYjmeCdbsM{fbfpftZ8%yrx0kad{xtG5^H97^9SA&NSSQHWt zPx}X#@CUNzbG5?zSmPI=F^!WeR0(#!HoaWwYlB;IO{MRTj0o z=uww^)iy8_nWhI?xfXr#{^JLp0@37sQ~U7la9lCAMwLE@c_%+(N5hIZ@xeLGb7J4!eCZC1I?_(LC7r;9$&J(6`q>tz@#o{1B`WXh#I_uL3 zf4p8N-g(6rc3yWa$h$5MReG1Im~T}S!1R*hT^+(* zw%NDRI4Bs0epyK&w@=65m6n1S@Aql=dVN>$mrcZ5Hgoxy6qyHR9}|t)dQcg;O|A-g zZ!ZAx8ZVnN=Tcx%-)o*oa{McKx2K<1hJ)gJ;TM$+iSX0Z_|Q+jbkm+QKl>0(O<#`1z8F@UXc7wm#WJ_=KFV0Sk5)vaWWoH_|r{oDXYaP z`?ae-iKjwod(fv;9pb&eC=?!15)DfDuZQ^q;QhNg#j-q<{O$`R>j>AO&r$Z5*3)D!+u_8#+EI$f zys6P5+{vl4Vez8Hi8E~;}!Qo;O2=in2LV(>oTGBeFYd_6Be>{zzT z0x6bfA2rb(G&fz{GIG8GB!BI>R&$a93#Ew`>mMli;)mLWbE>3=qOsBKS$q!hz|56> zzE+M0itSRw*pe}&F7{7@c_K zFecTJ-QHDz4|lJqRb?c=XZnW$Bi$Kjb#N_PRiOqZrvFW9t6f3rVw&i`fn>*5#P=eZ_1nba!CJ~!KTBK0#Co)ZGStF1}W;w7iQ^g@Zsd&xZB0qsI{9S zRy|h$KepeIw{=az1ug@p2QjH6XA|Ap%#Z{=Yt2fs3F&Z9j$TYaC?2an&4sGXoP*Nq zdt#dyitwC3X44ZZ7reHQ<@W-~ufM$d-FX)m1q3!}_H5Cv0+#&p28oO0{1N@%okfz% zV@)_4u~_W^Z!fi~+*c-iQ}O<(>qha&P<2Piaykxv>+<_NsZGY$SB8C!6R9w^@G0iG zcnb2*flFU!HP$ZZNT_#(pcwvT7r&o~ah)CVN7)lWaw&?=f{XYP^bXs6wag~-w>6(q zno78E<3-=*yggdhZ{N8L~ zh^Wd%vG?7Ih0(s?6*HwSqv?$5CbIlYCETU3oO@e(|RFh;ao-t;gCPCUgO0RVn@qIQ-l+;NX;a&Pr?g_0_c-(Sfy!1^CiVl8|$dW1p z_~0phD8&U`g0tQKt0Yfti5RaR-x9#!fP(4+%*CG#{mm?#rC3_$cuep_KIU9w%I7Eh zXQlYBH;aR>T4 zlPhh7Gx6hF$Nh7{#J_Zyb)W4O!f|HfcC^@@gyUS18S|nk5a`$%JD*JfmF$Pw!neZl zJ=2`7(_#iJ)y945_PPqT@T-t#@GksS6aV$JEd^D|>F9KI2tRUMpe{u`6gW;BAKRl! zd>2xp*7*-=FxkZJe1be=s)Ll$-LdzniQo&`aB!af$r7TF4hF1i?LyiC(6gUe*7Mmh@D6=| zg1HrFefGg_W40u8+hC@w+K>XG*Uq+1FvNfXf7g@RDNih3kBD$h)xlDk&$2>?$^KUA z*-mAHB#?8cJ?85dh55|#Y6_BtNYCi|`HI{LSkW|+KEL9Nz6L1)O{_sM(J9IvIFVZJ&a(tHLM51Hb~Zv3eaB8~{s2(Pl9RE&7=X&Khn*wN z4~}VuT-Bhvi*!3;-^=F20ZX`e!G)3>tl-rYesL@snC$KKZak%+!=4aN+E@xM@{9;c z3YMYlmCL8&WI>iizzNCEBne;LSFiIyF+yu4%&DYwa~ zj`Jr4PQ^Y+^TGi+2Jg>yXi5T@>(qRzoUD==~a$-lKCbZB?@rMUgfuJcLQ*` z=;1=!9}m>hdHULccoTas4KEK^6AsGmD_8Slit&|U^+Um#a5P9`pL>)Y1P||082|u7vYQnp@FA{$63}m|# z|J4_P&-})wJ~)*8|?YYzX9JMsp&c?Rjx*2d$N zte<~2CYgib8*77J=_oY!uj>zyJcYCLIzF~bl^}X^)}v=F0Vb8lC*Hm;K`CpVODpVz z`>fC0a8}q2`7VBQ|8ckocjnCqQI3_8-qQ;cy@_b(5hja~`Ik z-~v!j);`u;5Qobi>H-{bwYZ?R_mAS{BPp7-cAi(uTVT=B?CO7>jk()tMRK^ zly(H>!owStk~L%w>-Jssgy-2xO!g?-)IaA0N38R0Q?L4g)aZw&J}&Xd$+o3?b7uk? ze0`vzBvJvFhcqe9C;XxCvh2Ph?R?bM8s0g--2(fLHj9W(X2WF*Yo;RdzE0|-?cgl& zhcb!wt+v)_Aay0J%S$+$_$fVg0tGxkNyxjTs>lY4ZtIDN5e{{Lp!{sarTb*>;pa9S z9)aCAUryIw_Q&4uktw}F`DjDOU!d2%@$-o~jaz0nK6omPsq~(p{ zF*D$}mZC!wcFWxU6H7|K%?&aA<`a4N<738L+3f?=#!4$hqos}Gd5+XH6lN9a zPfjTXvJ^KRSoL|Sm&`C{LaVW{AmkvdPHLHr+Lj@4BVPWUIP%`GP z?qk2q9EEgy;`H*Z&G4z($ft1uDsD8s>G+7w7(Y56G^{dj!i)cjRLv#_;OyPi;5^}U zxU$GG`gKn^E?4ohUd(XACG)YvLme*2XcKF`M*4^116{WmSW4mW?yje0A54JGc~e{O zU;628D>17jg-tSCu{)!RI83piqWRqYxB@1>6?DKdhLd8?A$5|~1_g-c3 zF=$FmIm937?NXYW_kBc4>U0F za1QSr3*i!$k2fW-Wq@YlmZzTVw~&4FT_aT)lAmv)SC@HC-s1`%jZ4Y*_5i%}jF+uL z=f%Xt?>6`Ss=}3_pdga6~$KTX|{0ti3 zRMtEYw)5yvlrw~d@z<#aUrD~9xw6+^*&k1*U+!~axkd76x}M+b@1S()?t9+4Nw~W2 z{be3eTQcul-W!rt1k+I^;-UM}$oYVx#zTr-Jkrs{6eO zKS&|adNJ}InZ1`}^^V*hG_OuODa;4stiLeL2@c}>-s1l8-}VR;S5`9e5sO0GS0 z#w{NX_%x^IQ-%q>oZ_CaSF>l+#PTI_q;@0=8ps~TuGJV3mb!%bSlI?>o^Z{M(wl7L!g z{?SJpQqYEmeZJvxELQ&IjL#WPBYw(%`X6J>fYP6KEmSfOyf}}$N~UBXeE!LsW^N5h zrc%*2DaCMbpMH2yH0eQ|-hcX*#C@<$$}Vg^P4?nj=^Q4?is8E9O{uoh1}J0q@vH%9*PpL!j7W~$aVdr)C=a_9m-_{q6R|n6GFl8m@!4;GT8A-p%;7jM z#XS)M2SvBUtn5pG@WLMqZzB_t#<*(qUU4j_xUUs3RyX5-uG08f`a}p8NRncGMYyG& z#p0{Usi64Uyf2qM8AdO^l*=hh1amstdX^1-aB@C%i=S07-driFmwHFM_3J4UKbuLO zL+R#`=bNL!^Mj$PyG|6mIXp}v*c5p7Q}5cA@^f%vM2638z7VOK>tD0?dt=vytv?wR zJ>d5EQ`L#xesKQ1jB_8!L#l8UaGl;%jO}k_XW|c;V%#0QjkayU$opj{9fk0krgyvl z86OQqt?!F3MqA{g---Jayj)ey zsa1t{Df36BeiEKo#Gt%|DVYmJdDmW=^G6$|r*a>E6VA)q(z=HBXtdvaH9eE96j-my zhwBIAqO6dWQloqxCOJ_P_ly*vc5ssIzAc6DU%Y|u;e2Z>YAO46>AfF#RCF>hrDQftY>S|*X5wO~TMY|2N4?bv)yyVyZRMIz^4=uB z!FQ0%F$~Flg1fp;nT_b`eZh#4w`cb0 zR5bZf(jVTP2}`=H|10S{+^PKEI9?f*GK)k@DN>1c#GOb=iIknMkqBjF@4fdv_HpcE zkD_uTTSkO3qM<|zi3a(7uIqRHfpf0sdamdBocn&gUvIH<_x*C$3d7A^-Uw&MLFjNp?EFZg^D`=^&4nG>&pQk36!F~Z^M2?d+gt$ReC?}jB? zYGd%n$!E;;I4U^(=}J8KjpVv(dLzTfsH8`zi0j+36WkG6pHR8+n|Dq%y$& z@6i{`x6&}UYI(Aacf|Jzc@}{g z`%{H@Tq8V?Z?*>Fr4RH*R%WBl$j`w)%M}pf`{{MtwH)wVoSWwUlaCKmTc>^gWn&8e z9w%AWn>f&Tr)7!kKh>JucAQX%fa`1cM~&?>kkYMpg*!79OD8UfXAv)s>F?j)uM=Lg zj(fU!a(^^%I$KE^H$+0VQsdjbU$W8XyxiNRJ5t0e+Vj4BzzD|%1~xKWcSB~LOnqah=&~|jyxSAo&(wFS zkiFBE;t3n4&@80u`t1JwrvO%4qBQnIm4mQM==)KT3e@Q{?V|rmhmTeqS5j?BPsqhS zhaX1qV9Bm`-?Kah%+AIp4P^SjMfcC*@w1W0xUa>q^$Z<5kM~F%B0U5mCeoXDt8~fS zW%7zuP!v=I3aX`xgy5LGn|SE58{|8x9HTUO;J?&JI*<-5Y? zZw^)a$oY4$V3@62r2ucKrF_0Koefv5&kTPI&4gXNmpnP`6MpZm9%1Rr+H#x0p;L)3`j%a#)b_+@H8T9dhs2EXN{m_`>gEnNxuvYm?d zjz4`a*GAz=#67d|4Wv)^^m0LZJQeF(In_mH?I5`)Y#=L{N_e^3GHdBsu(#Jofw`y} zRK53Y3fr25gFnu*Tos`}?benfXJ^a6-J|6F=u@(X^1mGX)}*7r!G)bK%Q8`>+%R!SFA`>MXRC)z*a25w?y6~fIF6k! zE9>I%!D=_DL2DsDunfubaBzr2hQ8U>9|LsYVNE)HdW|ab`1ZS-oFP6bR&IaJ-#773 z;-A6OJH27D+|7_dJdgB=^#$b>kmvk|uhXxCeBf`YW-p^e2((z6+slkpgSIEToMT%a zcCjeBn#d$V{ZJoo>(f9y;^L;4Oy0kocf4OI)~8}EiD+Iq6AM2-{C8b{rzsTphv^&S zCgLT|r-$Z5sc`XXwA*e-htf@*)r+pdaC=_uZOZWy-1W9x!;0bq-hy|UVyv~G;eM{6 zW<3=$464VQ|FgiHcEFe^Wa&#jVrTi5%jwjJz zq3gZmpI@HX{Ix050%JMpM{+#hKTpT)^J>Vbxi>}SlGRK{UQLi-OFO} z$TES~x5Tn!gvnfpHR{Ua(-C+Lb`Ks=J7x_p+m)6s*%r|-Jm4gYO+=jJa60%gY2j5!x7 zaQI7rS|LLUO0}~uv;2v{->&P74fl?H znm+b05X&URWL&>zp^&G+&dIG2u*}D_wA%R)OgZBk#u?LLVa~*8En_$`HROl%>2o+funNXnF%z0bg<8m?=7!hpfiAC?T_Z{DUAajjo|F$vUF`r|p04M&bPqG2ZNQ-&md41Lok1A-%{FBH-`*RDm0@Q3w-LfyCM90na3K=6 z-96_67a6=)4P20X~=76{!ee% z7YdsS-*a9j`6Y(eY)nHD5K;c+YR5OdATuBD@F$#aN zJQaV^c{D3bOL4H~mEWg~RJb+t&OoS)cvd2L+1CGv#_w(mEWN~^1V$+wk!mUMpK@76;xXY+`e1}oI)?3P zS>ME-3NBlO%xhM2LHdm1iFTnf;NiS=yG}M8hI8g(t555}GY#4K%R&|S-rjJiX{!FJ<7~EvFYpq-H!Pw_-{I)pT;>S*P;^~dVlZ@R@cH2AQ z=5mc`^LtLv5YcX)IYoML`@f2Q%pe|O&s1@(j7XUDc&S^N;G5?4*x^UETU$`<%kC=eXKbOj4BB*Ly3qwv2ju_(Pn#}ma=RR3*Z ztC(~cO7D7(Xl*Wo5B`tLr8Y(YODDTb+!{}qzR5fpcOjkZ2jbf0YSZD(ms#NsL2q2= zc4w-*!V_x7eA#a-rsK#P47NI$4%=8?C^v`_es}1|pD^M(*)XTlb5c4O&5naXgH{?Q zx6S;z=a`08mo@oEU&Z3bA!?+lT_(uJXeaP5ko*qcuUM;{r00|t_5RG22yCAC8azyR z^L6jv=Z%k+LzK0!b<(LyY~@y(>ypSs){qCj0;dXKmDABCb_X|uFv~?VR-Kb zLAGh~9E?#9eEg>fUWzYir>>(w6Fg|mC5N!g%|}F)rNePbIQ205<3hZ(m3J(xBn6z} z4RW`x8lrzktIC1UJXo#Y*!M845Jy?%CN>)d;|S+~zEE2bd`)h7FYk~DFGK#&hGN6v zxTeUf9Y@ni&Sc=P->^GMZU4<8NIV`f3v*Mc^U>h0rW2MO5)S=?u{*Rab0E_>=bf*+ zKPt-;A4;}CAe`FXR3**wwP12T?s4lit)y0*8Jqnu- z*eUwJtsh-syQr?999%G!n@_HX&a)$xr8H=jJgR(^h4?h+viH}%mB7G+zTYtD2)*4m zo6Z1td4m-7)D3ee1;n#E-jQ_?Y?Qg+a3>{UCDpVk%1?S#`={5GQpmq;6dEg7#P1h zx<`sD7r7MX!;Ue;foHpY)j{JJ%sC)Bo9d*EF&MKD&}szzoG)Y<^SrU&n6VOWr=Yi4 z67%t-5V%ffd%#HYb@3@{3=?8$u))}YFMU1X*(3}dlr$XhmhRMu)TiV4ST(6C-qHco z9TL}Zjyqu0&Yla7#FMkY)^TV}V=S;aoROY;nS`BQN=Xr2zUU(Pvs6dc4Sww&J@36l zMfRd6p?g}qP}<{f4gvD;t9HRQRcj;Y?HSuq_}L7$`%gAx3z?#ldfM54ZRfzaXO{1t zZ7QmYw=UJ%NBX6<2?k zq(QK^@i4z5@zWi&QrW8L57V)Aqk^%a@S*f7vub}PFuuS2!i>uc^4H}xJUEnueY)2N z7FeXD}9```HDehXa7axxXKidpID4cZ~!0KfM6<_yTn zij3*w2?w>MnT&H^s2I(?C&yPt6+1RU{qim%fOB-72h!J_(It$%aqBn2E2UFY(H3m zu1Dagta8ySmJW5sPY#Cmg&~W0@Gpa_>FD$=&&TMKKWLqhdt(1R0uRLME$X`ZqP)85 zWLt3(WZjuQ_f*0gIpV7g7#+)yMf*ucz61?RQiIk#WeNh@DIfoUf^@JqQAnOT9|QfR z%$3XDk3hF!&u!Xx5?HtG(fj~uINV8_S$JOntuG}P3%ADNsL}oJ*PG+8Chx(31vdpG z)=TcC+s2?~d{69C!m|yqtP?tLJ`614v?UUVKa1z0)|sETN+IH~gUHJa;=$~uEJ-m% zz|V(~$M?AjL;Lh2%TtEAIFjO^md90yDV62c=Q+Az9PcQuD0A* z$_D;pR%uY)ij~9`<&&Cwg5YeXA-n$5UO2kE&y&ylWx^y^xmV$sP?=r?|d4 zr+S0B@2515OIi?9tIQ}BLwX$4xu!=FBhgK#i%-7A5H3%Al74cs2=B?VHqNe+T={VE zfeX#az+3jc0LgjM=AVqUcD)}i%MNdN@9Ty49af&!`bMFAwh41|aWtk@H|!TsB3`ZL zc;*{l%dl_T3t4#v!r>j|zHsbM2G-d&G=Hq}gc}^ESar)OXd=us{4BBx|G2$=gZVx% zl)PqSS||o9f9zVPc8~C7jX_UFX3DWdq&EwRkFlD6yj&}cf|OonfsC!PcwtwX#vX=y zu&>PCLyYj|_Ck494#^bI;`rmov6Y4=t}@CBybXh%9dGHvQRMye>BpjH3%QapR^vW=`VEWOJ&2EF z=D@;o9DY}BEDX3Ah$DjRvFbKCxbe{9KEpS~@bZc0uC*kWFnEA=bzOP{7M}>YS;86% zOxe9%6z(jv38;I)9(Mx^)f5vB-z>y$jU8SSJfV31&bq&k&PPL9{77ac(D0#+jI9eb z6>~Uh`3jS5aPZD7ub@;I7IBKXc1lIV7Q1|TM>{$uI#yO|{*3^Gp4GD{#B=(Dz91GbcPM&C3iBizS56Oq0 zTu>{6FX?JSrHnan_)DptwsRb0ideMvd6IsF_L?=)-mx(BX4Eisw+G@8>o$kdTr~ON zD&a?R`fjIdY-JuKVp=n|We>?wX^1UVub;_ReIjv}0ve}1axU4?K=}RZBYk?# zXr?h{i`Dt~rTH0Gm3A=N*XXbNahnFNRjia<mkWc$-FRS~udnsaR}DL{GZCu;mF2?pnXBEMcC_@6HwOHM0Cj$bk!TAPaTgW#1Z;c#yZ zJ;u=DJ`;}r4Bk^DTyrscb#Tqsy-|2a+os3XwFHI=M&zuk?t`i8R!3cGJSe@a|E4%+ zj=7WzV+n-Iu!`0D$03>u?R{-;g$RFjNzd8Od$05Z}dS(?oUf( za}s7A7?WR>D~9Tq>t7FCPsiiKHQl|zgrDg*@r%8oxa;F_`)Bo0pxLj&ew#|T z>WU)$p+FDZEmZo2t(gKbM`na0#XRtDo0G0|rz@W1Vfs2X841rL<>#t*m%uH)pI1lQ z30J#v$n03RD;~KZ@<@uFi5(VKl<9sYDAfC$>R=lUn|5*@TmLx`rUxe3S?(!V>J8Xf`4m+k_%@AL=zk~LAlEcst$*+2x8jH%0T?J}Q>99OvZ}e|lAr{m0 zoGTLu*KG6o0_6q`q=O_Z#mel!raJMg(gg7b8Sdv0E~CIs&-W1=*E1l-__^obXZeVy zwmb-`u7Wl0?*b3WQQ?uh*4-tOa&Sm}%dAzN1oC%~vJ8 z_iPjawZ0NOwRU-936=EUxn8^cEZGWmvfVXxP10c0l+mw=aNwqcYgGl(ok1f?YGy{c z3~gK(;(BC!a8ah4XOQ0y7jNv>${~HS6?I=rQWDcqN3f#&Pqmf=U)bug;N%?p(Am{UlOK=3pB>wrl#%8G-y*bCr^-HV9}&td(B21y#=; z7e6QBhYDXWmUOQeh6kS1F6ooJHT#&#Pt`2kcz6F@IfF>BKgq0h?{^Z8UlZS-K0|}` z6XJ7MHa~)EvWJ>>@nyjESnK^7D;vOjY<5l{AQXOwDlcw~Od$Ea0u_fi6Yw|Nb7i9d z9S`?CK9Q1*xb9lS%NZL_2rY2oiWs#6&Q_YCI3uhq!jOp9RH+9+mP`_db^Q&MD0 zMbe;u`&y;Fgfs1Wy?f&taWX#*3|wsTC!Q5roB!F4NQ`)GoADBSaZNqLL%N(P1m%k! zbd$-(^~>fG;dM#Ka8Y6M4NnxRvdTA}C^tnt&4vHWcT@4q*kJ#iEk?lk+K3}e(jOAu z=+=Kbn~Z(Z5~c?Q(?S2~;or6_=J>NtN4dm-aJ=&wBcol!pP;GddEu-P>b70Er8Aw0 RvFq3T{}b~t#=tK|^nWG?QtSW# literal 0 HcmV?d00001 diff --git a/data/bertvit_merged.csv b/data/bertvit_merged.csv new file mode 100644 index 0000000..e5747bd --- /dev/null +++ b/data/bertvit_merged.csv @@ -0,0 +1,8 @@ +snr_db,edma,oma,genie,att,att_x,todma,edma_ref,edma_ref2 +0.0,0.04509729548248326,0.03878942917318714,0.04510116805362887,0.06537951208185813,0.028956357115368724,0.009263779561898224,0.051216359648716556,0.05146971093667761 +5.0,0.06451154394270053,0.0507439763307109,0.06460883367368744,0.11006860490285489,0.02899092581015571,0.014985754149760718,0.08214049352367703,0.08245299246543433 +10.0,0.10340689217396296,0.07698703231946222,0.10399757263661547,0.18771051966437632,0.029096261892353006,0.03519980048035704,0.13997304338278754,0.14036958956224843 +15.0,0.17239818787681693,0.12749333352586661,0.17548648804419778,0.3057075884366212,0.029248349735797895,0.10412376981275459,0.23587541750084084,0.23652206338075601 +20.0,0.2789011314185965,0.2156999450240525,0.29264116008861335,0.4510118978738174,0.029343304376527338,0.21990683440776934,0.37242277625984427,0.37307923116081904 +25.0,0.41080176204708735,0.3530383192829985,0.45731712677712716,0.5840194131238486,0.02929760473668019,0.3162182821357606,0.5247271302425862,0.5245882651817437 +30.0,0.5301073454886365,0.5306502765434139,0.6408057261877141,0.6726967507733389,0.029179666470356736,0.3661426990593047,0.6493871028835615,0.6479461262985481 diff --git a/data/beta_sweep_corrected.csv b/data/beta_sweep_corrected.csv new file mode 100644 index 0000000..35978b2 --- /dev/null +++ b/data/beta_sweep_corrected.csv @@ -0,0 +1,199 @@ +snr_db,beta,edma,oma,genie +10,0.0,0.054752877862610065,0.028040940629869258,0.055811993139768964 +10,0.01,0.054747350279920316,0.028040940629869258,0.055811993139768964 +10,0.02,0.054730767346147666,0.028040940629869258,0.055811993139768964 +10,0.03,0.05470312850494755,0.028040940629869258,0.055811993139768964 +10,0.04,0.05466443283160872,0.028040940629869258,0.055811993139768964 +10,0.05,0.054614679036858765,0.028040940629869258,0.055811993139768964 +10,0.06,0.05455386547218096,0.028040940629869258,0.055811993139768964 +10,0.07,0.05448199013665998,0.028040940629869258,0.055811993139768964 +10,0.08,0.05439905068534405,0.028040940629869258,0.055811993139768964 +10,0.09,0.05430504443913251,0.028040940629869258,0.055811993139768964 +10,0.1,0.054199968396186245,0.028040940629869258,0.055811993139768964 +10,0.11,0.05408381924486196,0.028040940629869258,0.055811993139768964 +10,0.12,0.053956593378173205,0.028040940629869258,0.055811993139768964 +10,0.13,0.05381828690977572,0.028040940629869258,0.055811993139768964 +10,0.14,0.053668895691484,0.028040940629869258,0.055811993139768964 +10,0.15,0.05350841533231138,0.028040940629869258,0.055811993139768964 +10,0.16,0.0533368412190459,0.028040940629869258,0.055811993139768964 +10,0.17,0.05315416853834894,0.028040940629869258,0.055811993139768964 +10,0.18,0.0529603923003942,0.028040940629869258,0.055811993139768964 +10,0.19,0.052755507364029314,0.028040940629869258,0.055811993139768964 +10,0.2,0.05253950846347685,0.028040940629869258,0.055811993139768964 +10,0.21,0.05231239023656164,0.028040940629869258,0.055811993139768964 +10,0.22,0.0520741472544757,0.028040940629869258,0.055811993139768964 +10,0.23,0.05182477405307159,0.028040940629869258,0.055811993139768964 +10,0.24,0.05156426516568283,0.028040940629869258,0.055811993139768964 +10,0.25,0.051292615157482124,0.028040940629869258,0.055811993139768964 +10,0.26,0.05100981866135644,0.028040940629869258,0.055811993139768964 +10,0.27,0.05071587041531166,0.028040940629869258,0.055811993139768964 +10,0.28,0.05041076530139947,0.028040940629869258,0.055811993139768964 +10,0.29,0.050094498386152486,0.028040940629869258,0.055811993139768964 +10,0.3,0.04976706496254393,0.028040940629869258,0.055811993139768964 +10,0.31,0.04942846059343863,0.028040940629869258,0.055811993139768964 +10,0.32,0.04907868115655627,0.028040940629869258,0.055811993139768964 +10,0.33,0.04871772289091538,0.028040940629869258,0.055811993139768964 +10,0.34,0.04834558244476425,0.028040940629869258,0.055811993139768964 +10,0.35000000000000003,0.04796225692498555,0.028040940629869258,0.055811993139768964 +10,0.36,0.04756774394795485,0.028040940629869258,0.055811993139768964 +10,0.37,0.047162041691850294,0.028040940629869258,0.055811993139768964 +10,0.38,0.04674514895039684,0.028040940629869258,0.055811993139768964 +10,0.39,0.046317065188023115,0.028040940629869258,0.055811993139768964 +10,0.4,0.04587779059641903,0.028040940629869258,0.055811993139768964 +10,0.41000000000000003,0.045427326152471775,0.028040940629869258,0.055811993139768964 +10,0.42,0.04496567367756414,0.028040940629869258,0.055811993139768964 +10,0.43,0.04449283589819911,0.028040940629869258,0.055811993139768964 +10,0.44,0.044008816507942514,0.028040940629869258,0.055811993139768964 +10,0.45,0.04351362023064087,0.028040940629869258,0.055811993139768964 +10,0.46,0.04300725288489753,0.028040940629869258,0.055811993139768964 +10,0.47000000000000003,0.04248972144976068,0.028040940629869258,0.055811993139768964 +10,0.48,0.04196103413160188,0.028040940629869258,0.055811993139768964 +10,0.49,0.041421200432142105,0.028040940629869258,0.055811993139768964 +10,0.5,0.040870231217584416,0.028040940629869258,0.055811993139768964 +10,0.51,0.04030813878880955,0.028040940629869258,0.055811993139768964 +10,0.52,0.03973493695259877,0.028040940629869258,0.055811993139768964 +10,0.53,0.039150641093819265,0.028040940629869258,0.055811993139768964 +10,0.54,0.03855526824853652,0.028040940629869258,0.055811993139768964 +10,0.55,0.03794883717799136,0.028040940629869258,0.055811993139768964 +10,0.56,0.03733136844337993,0.028040940629869258,0.055811993139768964 +10,0.5700000000000001,0.03670288448138829,0.028040940629869258,0.055811993139768964 +10,0.58,0.036063409680404356,0.028040940629869258,0.055811993139768964 +10,0.59,0.035412970457347266,0.028040940629869258,0.055811993139768964 +10,0.6,0.034751595335041165,0.028040940629869258,0.055811993139768964 +10,0.61,0.03407931502005716,0.028040940629869258,0.055811993139768964 +10,0.62,0.033396162480946456,0.028040940629869258,0.055811993139768964 +10,0.63,0.03270217302678281,0.028040940629869258,0.055811993139768964 +10,0.64,0.03199738438593123,0.028040940629869258,0.055811993139768964 +10,0.65,0.03128183678494588,0.028040940629869258,0.055811993139768964 +10,0.66,0.030555573027513647,0.028040940629869258,0.055811993139768964 +10,0.67,0.02981863857334309,0.028040940629869258,0.055811993139768964 +10,0.68,0.02907108161689106,0.028040940629869258,0.055811993139768964 +10,0.6900000000000001,0.028312953165838792,0.028040940629869258,0.055811993139768964 +10,0.7000000000000001,0.027544307119194162,0.028040940629869258,0.055811993139768964 +10,0.71,0.026765200344916605,0.028040940629869258,0.055811993139768964 +10,0.72,0.02597569275694614,0.028040940629869258,0.055811993139768964 +10,0.73,0.025175847391522434,0.028040940629869258,0.055811993139768964 +10,0.74,0.024365730482666725,0.028040940629869258,0.055811993139768964 +10,0.75,0.023545411536702542,0.028040940629869258,0.055811993139768964 +10,0.76,0.022714963405684276,0.028040940629869258,0.055811993139768964 +10,0.77,0.02187446235961152,0.028040940629869258,0.055811993139768964 +10,0.78,0.021023988157275277,0.028040940629869258,0.055811993139768964 +10,0.79,0.0201636241156152,0.028040940629869258,0.055811993139768964 +10,0.8,0.019293457177440704,0.028040940629869258,0.055811993139768964 +10,0.81,0.018413577977365713,0.028040940629869258,0.055811993139768964 +10,0.8200000000000001,0.01752408090582169,0.028040940629869258,0.055811993139768964 +10,0.8300000000000001,0.016625064170996434,0.028040940629869258,0.055811993139768964 +10,0.84,0.015716629858541303,0.028040940629869258,0.055811993139768964 +10,0.85,0.014798883988911094,0.028040940629869258,0.055811993139768964 +10,0.86,0.013871936572160262,0.028040940629869258,0.055811993139768964 +10,0.87,0.012935901660068121,0.028040940629869258,0.055811993139768964 +10,0.88,0.011990897395407239,0.028040940629869258,0.055811993139768964 +10,0.89,0.011037046058227617,0.028040940629869258,0.055811993139768964 +10,0.9,0.010074474108977324,0.028040940629869258,0.055811993139768964 +10,0.91,0.009103312228316158,0.028040940629869258,0.055811993139768964 +10,0.92,0.008123695353459515,0.028040940629869258,0.055811993139768964 +10,0.93,0.007135762710902627,0.028040940629869258,0.055811993139768964 +10,0.9400000000000001,0.006139657845366697,0.028040940629869258,0.055811993139768964 +10,0.9500000000000001,0.0051355286448144695,0.028040940629869258,0.055811993139768964 +10,0.96,0.004123527361384938,0.028040940629869258,0.055811993139768964 +10,0.97,0.0031038106281055557,0.028040940629869258,0.055811993139768964 +10,0.98,0.002076539471223253,0.028040940629869258,0.055811993139768964 +20,0.0,0.4366911765474922,0.2688526404418522,0.5147756853853035 +20,0.01,0.4366440287117167,0.2688526404418522,0.5147756853853035 +20,0.02,0.43650257394341674,0.2688526404418522,0.5147756853853035 +20,0.03,0.43626677851363305,0.2688526404418522,0.5147756853853035 +20,0.04,0.4359365863873445,0.2688526404418522,0.5147756853853035 +20,0.05,0.4355119194934469,0.2688526404418522,0.5147756853853035 +20,0.06,0.43499267810292913,0.2688526404418522,0.5147756853853035 +20,0.07,0.43437874131546467,0.2688526404418522,0.5147756853853035 +20,0.08,0.433669967654663,0.2688526404418522,0.5147756853853035 +20,0.09,0.4328661957722866,0.2688526404418522,0.5147756853853035 +20,0.1,0.4319672452617536,0.2688526404418522,0.5147756853853035 +20,0.11,0.43097291758127854,0.2688526404418522,0.5147756853853035 +20,0.12,0.4298829970870116,0.2688526404418522,0.5147756853853035 +20,0.13,0.42869725217652294,0.2688526404418522,0.5147756853853035 +20,0.14,0.42741543654296693,0.2688526404418522,0.5147756853853035 +20,0.15,0.4260372905402156,0.2688526404418522,0.5147756853853035 +20,0.16,0.424562542659194,0.2688526404418522,0.5147756853853035 +20,0.17,0.4229909111155674,0.2688526404418522,0.5147756853853035 +20,0.18,0.4213221055488418,0.2688526404418522,0.5147756853853035 +20,0.19,0.4195558288327915,0.2688526404418522,0.5147756853853035 +20,0.2,0.4176917789970004,0.2688526404418522,0.5147756853853035 +20,0.21,0.41572965125910694,0.2688526404418522,0.5147756853853035 +20,0.22,0.413669140167154,0.2688526404418522,0.5147756853853035 +20,0.23,0.411509941851192,0.2688526404418522,0.5147756853853035 +20,0.24,0.40925175638303946,0.2688526404418522,0.5147756853853035 +20,0.25,0.40689429024279106,0.2688526404418522,0.5147756853853035 +20,0.26,0.40443725889034393,0.2688526404418522,0.5147756853853035 +20,0.27,0.40188038943985416,0.2688526404418522,0.5147756853853035 +20,0.28,0.399223423434633,0.2688526404418522,0.5147756853853035 +20,0.29,0.39646611971957335,0.2688526404418522,0.5147756853853035 +20,0.3,0.3936082574077306,0.2688526404418522,0.5147756853853035 +20,0.31,0.3906496389371964,0.2688526404418522,0.5147756853853035 +20,0.32,0.3875900932138665,0.2688526404418522,0.5147756853853035 +20,0.33,0.38442947883515566,0.2688526404418522,0.5147756853853035 +20,0.34,0.3811676873891227,0.2688526404418522,0.5147756853853035 +20,0.35000000000000003,0.37780464682285725,0.2688526404418522,0.5147756853853035 +20,0.36,0.3743403248733226,0.2688526404418522,0.5147756853853035 +20,0.37,0.3707747325532069,0.2688526404418522,0.5147756853853035 +20,0.38,0.36710792768362743,0.2688526404418522,0.5147756853853035 +20,0.39,0.36334001846484065,0.2688526404418522,0.5147756853853035 +20,0.4,0.35947116707538496,0.2688526404418522,0.5147756853853035 +20,0.41000000000000003,0.35550159328936487,0.2688526404418522,0.5147756853853035 +20,0.42,0.3514315781008482,0.2688526404418522,0.5147756853853035 +20,0.43,0.3472614673436184,0.2688526404418522,0.5147756853853035 +20,0.44,0.3429916752938002,0.2688526404418522,0.5147756853853035 +20,0.45,0.3386226882421745,0.2688526404418522,0.5147756853853035 +20,0.46,0.3341550680222958,0.2688526404418522,0.5147756853853035 +20,0.47000000000000003,0.32958945547987767,0.2688526404418522,0.5147756853853035 +20,0.48,0.3249265738682723,0.2688526404418522,0.5147756853853035 +20,0.49,0.32016723215429327,0.2688526404418522,0.5147756853853035 +20,0.5,0.3153123282180963,0.2688526404418522,0.5147756853853035 +20,0.51,0.3103628519303606,0.2688526404418522,0.5147756853853035 +20,0.52,0.3053198880896007,0.2688526404418522,0.5147756853853035 +20,0.53,0.3001846192021282,0.2688526404418522,0.5147756853853035 +20,0.54,0.2949583280869223,0.2688526404418522,0.5147756853853035 +20,0.55,0.2896424002875374,0.2688526404418522,0.5147756853853035 +20,0.56,0.2842383262731147,0.2688526404418522,0.5147756853853035 +20,0.5700000000000001,0.27874770341065014,0.2688526404418522,0.5147756853853035 +20,0.58,0.27317223769083826,0.2688526404418522,0.5147756853853035 +20,0.59,0.2675137451901349,0.2688526404418522,0.5147756853853035 +20,0.6,0.26177415325210973,0.2688526404418522,0.5147756853853035 +20,0.61,0.25595550137174955,0.2688526404418522,0.5147756853853035 +20,0.62,0.2500599417670772,0.2688526404418522,0.5147756853853035 +20,0.63,0.24408973962332856,0.2688526404418522,0.5147756853853035 +20,0.64,0.238047272995916,0.2688526404418522,0.5147756853853035 +20,0.65,0.23193503235958426,0.2688526404418522,0.5147756853853035 +20,0.66,0.22575561979243286,0.2688526404418522,0.5147756853853035 +20,0.67,0.21951174778494328,0.2688526404418522,0.5147756853853035 +20,0.68,0.21320623766571534,0.2688526404418522,0.5147756853853035 +20,0.6900000000000001,0.20684201763731608,0.2688526404418522,0.5147756853853035 +20,0.7000000000000001,0.20042212041749688,0.2688526404418522,0.5147756853853035 +20,0.71,0.1939496804829589,0.2688526404418522,0.5147756853853035 +20,0.72,0.18742793091491083,0.2688526404418522,0.5147756853853035 +20,0.73,0.1808601998477949,0.2688526404418522,0.5147756853853035 +20,0.74,0.17424990652476743,0.2688526404418522,0.5147756853853035 +20,0.75,0.16760055696580017,0.2688526404418522,0.5147756853853035 +20,0.76,0.16091573925657646,0.2688526404418522,0.5147756853853035 +20,0.77,0.15419911846869444,0.2688526404418522,0.5147756853853035 +20,0.78,0.147454431224025,0.2688526404418522,0.5147756853853035 +20,0.79,0.14068547991839878,0.2688526404418522,0.5147756853853035 +20,0.8,0.13389612662207573,0.2688526404418522,0.5147756853853035 +20,0.81,0.12709028667666042,0.2688526404418522,0.5147756853853035 +20,0.8200000000000001,0.12027192201028448,0.2688526404418522,0.5147756853853035 +20,0.8300000000000001,0.11344503419488466,0.2688526404418522,0.5147756853853035 +20,0.84,0.10661365727133493,0.2688526404418522,0.5147756853853035 +20,0.85,0.0997818503699352,0.2688526404418522,0.5147756853853035 +20,0.86,0.09295369015536699,0.2688526404418522,0.5147756853853035 +20,0.87,0.0861332631266301,0.2688526404418522,0.5147756853853035 +20,0.88,0.07932465780369294,0.2688526404418522,0.5147756853853035 +20,0.89,0.07253195683359023,0.2688526404418522,0.5147756853853035 +20,0.9,0.06575922904947452,0.2688526404418522,0.5147756853853035 +20,0.91,0.059010521516665373,0.2688526404418522,0.5147756853853035 +20,0.92,0.052289851600038885,0.2688526404418522,0.5147756853853035 +20,0.93,0.04560119908714468,0.2688526404418522,0.5147756853853035 +20,0.9400000000000001,0.03894849840124009,0.2688526404418522,0.5147756853853035 +20,0.9500000000000001,0.03233563093797358,0.2688526404418522,0.5147756853853035 +20,0.96,0.025766417558755906,0.2688526404418522,0.5147756853853035 +20,0.97,0.019244611272917996,0.2688526404418522,0.5147756853853035 +20,0.98,0.012773890139589456,0.2688526404418522,0.5147756853853035 diff --git a/data/csi_error.csv b/data/csi_error.csv new file mode 100644 index 0000000..083ca84 --- /dev/null +++ b/data/csi_error.csv @@ -0,0 +1,8 @@ +sigma_h2,edma,sic +0.0,0.5445012038424076,0.5460929325736039 +0.01,0.5445012038424075,0.5432828884753359 +0.02,0.5445012038424075,0.5408883972120776 +0.05,0.5445012038424076,0.536040175102482 +0.1,0.5445012038424076,0.5277163316448914 +0.2,0.5445012038424075,0.5169782457463995 +0.3,0.5445012038424076,0.5125870168901699 diff --git a/data/floor_validation.csv b/data/floor_validation.csv new file mode 100644 index 0000000..2af3d95 --- /dev/null +++ b/data/floor_validation.csv @@ -0,0 +1,35 @@ +d,snr_db,mse_mc,mse_theory,mse_ideal +256,0.0,283.9142603214685,284.4533071258869,283.41188049318094 +256,2.5,160.10089036917105,160.41563908393022,159.37421245122425 +256,5.0,90.47776215634474,90.66413246369561,89.62270583098966 +256,7.5,51.32748447743017,51.439977796849504,50.398551164143555 +256,10.0,29.312928645832216,29.38261468202405,28.3411880493181 +256,12.5,16.934181412329476,16.978847877828375,15.937421245122422 +256,15.0,9.973810638369487,10.00369721580492,8.962270583098967 +256,17.5,6.060239200519523,6.081281749120308,5.039855116414356 +256,20.0,3.85987571082472,3.8755454376377614,2.8341188049318093 +256,22.5,2.622819942039895,2.6351687572181945,1.5937421245122423 +256,25.0,1.9273969939302285,1.9376536910158488,0.8962270583098966 +256,27.5,1.5365003821408372,1.5454121443473878,0.5039855116414356 +256,30.0,1.3168093834480725,1.3248385131991331,0.28341188049318095 +256,32.5,1.1933627827422904,1.2008008451571766,0.15937421245122424 +256,35.0,1.1240146926635879,1.131049338536942,0.08962270583098966 +256,37.5,1.085070664488797,1.0918251838700959,0.05039855116414356 +256,40.0,1.0632107739660197,1.0697678207552703,0.028341188049318098 +768,0.0,853.4623064741292,851.2770681122488,850.2356414795429 +768,2.5,480.3951698733645,479.1640639863787,478.12263735367276 +768,5.0,270.60393697803266,269.9095441256749,268.86811749296896 +768,7.5,152.62953339008442,152.23708012513663,151.19565349243067 +768,10.0,86.28755819977675,86.06499078066025,85.0235641479543 +768,12.5,48.98065441173488,48.85369036807322,47.81226373536727 +768,15.0,28.001388546341435,27.928238382002856,26.886811749296903 +768,17.5,16.203841270734593,16.160991981949017,15.119565349243066 +768,20.0,9.569563575405624,9.543783047501382,8.502356414795429 +768,22.5,5.838813072859685,5.822653006242679,4.781226373536727 +768,25.0,3.7408413998745558,3.730107807635642,2.6886811749296897 +768,27.5,2.5610528622492597,2.553383167630259,1.5119565349243067 +768,30.0,1.8975997387446928,1.8916622741854952,0.8502356414795429 +768,32.5,1.5245056756935615,1.519549270059625,0.4781226373536727 +768,35.0,1.314694250809021,1.3102947501989213,0.268868117492969 +768,37.5,1.1967047053652895,1.1926222861983828,0.15119565349243066 +768,40.0,1.1303513753850125,1.1264501968539065,0.0850235641479543 diff --git a/data/mask_family_rev.csv b/data/mask_family_rev.csv new file mode 100644 index 0000000..85d8881 --- /dev/null +++ b/data/mask_family_rev.csv @@ -0,0 +1,10 @@ +snr_db,haar,wh +0,0.05647200954133838,0.05310404690708958 +5,0.08330434028403662,0.07868202035026188 +10,0.1362057604122267,0.1321506210735374 +15,0.22743813806699198,0.22553342842896307 +20,0.3620849406777639,0.36807222557624214 +25,0.5112067973087223,0.5367516728593701 +30,0.6187704792155053,0.6693336605430739 +35,0.670208963249346,0.7373274649462636 +40,0.689340654075078,0.7636921461142663 diff --git a/data/multiuser_corrected.csv b/data/multiuser_corrected.csv new file mode 100644 index 0000000..2ddecf8 --- /dev/null +++ b/data/multiuser_corrected.csv @@ -0,0 +1,40 @@ +U,snr_db,edma,oma +2,0.0,0.005074924495401339,0.0028163887856167778 +2,2.5,0.00900326092256961,0.005006425437490073 +2,5.0,0.015943181620258408,0.008896821012114422 +2,7.5,0.028141662406857754,0.015802100105602065 +2,10.0,0.04939420068532773,0.028040940629869258 +2,12.5,0.08585687636915751,0.04967759953004671 +2,15.0,0.14680246472845263,0.08775733805059951 +2,17.5,0.24437407492333546,0.15425664820473364 +2,20.0,0.39036168250847997,0.2688526404418522 +2,22.5,0.5882403211652596,0.46202930580118473 +2,25.0,0.8236174091640396,0.7765249721523131 +2,27.5,1.0639633374340793,1.2629750132730075 +2,30.0,1.2740371164829405,1.9659871493886203 +3,0.0,0.007166121727981404,0.002816846908845676 +3,2.5,0.012688743558228709,0.005007872928745025 +3,5.0,0.022393454021796717,0.00890139152557443 +3,7.5,0.03929335948023371,0.015816514922095765 +3,10.0,0.0682640356183996,0.028086309611073952 +3,12.5,0.11661479903052363,0.04981987507531682 +3,15.0,0.19381754610825597,0.08820067087182441 +3,17.5,0.3087986357540208,0.15562283620381148 +3,20.0,0.46347315369044484,0.27298359666177824 +3,22.5,0.6453865207846086,0.4741321857975819 +3,25.0,0.8284280872854691,0.8102498992888099 +3,27.5,0.9858586691638921,1.3502134677042328 +3,30.0,1.1039774302731393,2.1701295882547527 +4,0.0,0.009176956996801149,0.002817076044986573 +4,2.5,0.01621312884680335,0.005008597092951442 +4,5.0,0.028502070980983823,0.008903679130992838 +4,7.5,0.04967547887822116,0.015823735486660634 +4,10.0,0.08531654320798115,0.028109067575874017 +4,12.5,0.14302271741867906,0.04989142100177373 +4,15.0,0.2308213082888609,0.08842458349643963 +4,17.5,0.3525340922014516,0.15631809220986412 +4,20.0,0.5011822600084102,0.27511311194165045 +4,22.5,0.6570342137422986,0.4805054388299137 +4,25.0,0.7963620296794736,0.8286132554549862 +4,27.5,0.9042441392584162,1.4000909956579182 +4,30.0,0.9788428109037877,2.294588749973288 diff --git a/data/rate_corrected.csv b/data/rate_corrected.csv new file mode 100644 index 0000000..d907553 --- /dev/null +++ b/data/rate_corrected.csv @@ -0,0 +1,32 @@ +snr_db,edma,edma_ideal,oma,genie,mac +0.0,0.005074922224889888,0.005085968590195728,0.0028163887856167778,0.0056300312141080765,0.005624549193878107 +1.0,0.006383905773418096,0.00640139527831988,0.003545175584028836,0.007086000682366226,0.007077321020140645 +2.0,0.008028883565814418,0.008056567110301317,0.004462402142875826,0.008917913609859949,0.008904174704705635 +3.0,0.010095150934059762,0.010138955836487416,0.005616707528960678,0.01122250279942868,0.011200762797452897 +4.0,0.012689107038928529,0.01275839279457609,0.007069235608353175,0.014121193837328306,0.014086807264803002 +5.0,0.015943159211639874,0.016052690844464874,0.008896821012114422,0.017766293841720057,0.017711931943651758 +6.0,0.02002158323181113,0.02019462550149604,0.011195969967589819,0.022348664887473,0.022262779372211397 +7.0,0.025127416528746203,0.025400572273952007,0.014087824481532864,0.028107199678235918,0.02797162021400105 +8.0,0.0315103938374857,0.03194114344476364,0.017724337286238952,0.03534046212793969,0.03512665200704765 +9.0,0.03947581013823077,0.040154209208400245,0.022295928433737136,0.044420892444668104,0.044084138042602035 +10.0,0.049393985592843845,0.05046071565802713,0.028040940629869258,0.055811993139768964,0.0552824355011896 +11.0,0.06170967643915826,0.0633837099689487,0.03525725553198444,0.07008888995333985,0.0692577754750065 +12.0,0.0769502860361166,0.07957092682607385,0.04431647029951141,0.08796257073317358,0.08666134967423425 +13.0,0.09573105092136092,0.0998211434335674,0.05568105080659391,0.11030790336846401,0.10827678933608055 +14.0,0.11875450818829247,0.12511422236562836,0.06992485602776169,0.13819516297913534,0.13503645793865676 +15.0,0.14680056444078776,0.1566442653623848,0.08775733805059951,0.17292418580683266,0.1680341158620806 +16.0,0.18070258576377174,0.19585451834583373,0.11005152164455634,0.21605933241156736,0.20853051118575192 +17.0,0.22130451408346616,0.24447152199498445,0.13787549850403957,0.26946211915160523,0.2579474779472346 +18.0,0.26939472678854465,0.3045344507753753,0.17252656142846565,0.3353166538092753,0.31784551311517 +19.0,0.3256150019555273,0.3784136758834648,0.21556617256790578,0.41614100494016715,0.38988005918955787 +20.0,0.3903482286678335,0.4688105525777229,0.2688526404418522,0.5147756853853035,0.47573343096639775 +21.0,0.4635964354662514,0.578728779073748,0.3345666611396269,0.6343391981725063,0.577022932441223 +22.0,0.5448699198657065,0.7114072599088519,0.415222874482676,0.7781410805176758,0.6951911159367629 +23.0,0.6331155105059729,0.8702063713693562,0.5136586334498267,0.949546269308418,0.8313903238477779 +24.0,0.7267127428215634,1.0584449667589202,0.6329899409936198,1.1517917856752415,0.9863786311250137 +25.0,0.8235572044540542,1.279194773017329,0.7765249721523131,1.3877675181776066,1.160445692544041 +26.0,0.9212304756826651,1.535050886559065,0.9476289515595221,1.6597852620892968,1.3533832196252402 +27.0,1.0172315400901657,1.8279087143109145,1.1495412900125348,1.9693701773560432,1.5645062768096216 +28.0,1.1092250066402953,2.158784275832778,1.385156635171699,2.3171116947925556,1.7927209139328206 +29.0,1.1952558858426987,2.5277120709526093,1.656793870330709,2.702603452084613,2.0366245350378795 +30.0,1.273891696882788,2.9337415407944656,1.9659871493886203,3.1244848484421452,2.294620748891627 diff --git a/data/sic_comparison.csv b/data/sic_comparison.csv new file mode 100644 index 0000000..952c2f4 --- /dev/null +++ b/data/sic_comparison.csv @@ -0,0 +1,8 @@ +snr_db,edma,oma,genie,sic +0,0.05294439072634817,0.04744227546406637,0.05379261851424639,0.05389018816321296 +5,0.07594817329319892,0.06247051502646607,0.07880139316120491,0.07881668500992306 +10,0.12217900552930536,0.09554048483563253,0.12869653017833063,0.12780141614005225 +15,0.20186260353988977,0.15862477653551696,0.21655865548824185,0.210747933448543 +20,0.3172937611389947,0.2656884406371917,0.3525261215672996,0.32788756860888746 +25,0.44561602112223075,0.4226203227111401,0.5255728405808201,0.45184034211813306 +30,0.5477712579317904,0.6069297656726085,0.6947138682844006,0.542792955511582 diff --git a/data/theorem_check.csv b/data/theorem_check.csv new file mode 100644 index 0000000..dcc48b1 --- /dev/null +++ b/data/theorem_check.csv @@ -0,0 +1,5 @@ +beta,user1_mc_over_theory,user2_mc_over_theory,max_dev_pct +0.0,1.0,1.0,0.0 +0.311,1.0007005180677906,0.9999999999999998,0.07005180677905898 +0.5,0.9964527822308402,0.9999999999999998,0.3547217769159783 +0.7,0.9981870510670983,1.0,0.18129489329017368 diff --git a/fig/block_diagram.pdf b/fig/block_diagram.pdf new file mode 100644 index 0000000000000000000000000000000000000000..195519ad031cba863eb506a027f58e0dfbc37ed9 GIT binary patch literal 44321 zcmb5Vb6{QDwm950wrv|bHX7S#oE?F?s+43k-SR?&a=r$yM$|-vA5?5fhOO&>V)Bmxxi!%+k@={^i%w zz|mO5*wDtvn21rv*xJhWo9n^Pc>Iqi_hzoQ-lSd$67WHS2k{*m*?1Wt#xl5U(9w}u$MbS3ZyQUWz|{Ik?{hM zzwh9K)%r>`V^qaNW6Vl(Y(E|h#?c@*S6GpPwraZG684TlfbMx``a|imLaaK=hgaJ* z60kl;l8iCcA>)84fyWfaPLJEm&Zn>IogVld_Ym;xR#+CaG``{ESbV+Bmo87ZQCEio zUOe#6=a5Rz*CX@mkB1r0x0fFT+MYIBZ8{z=<=4HgE`6bbAJWC{PW7-Z-+eyRo-CO5 z?9TfReyUw->`5@<$jjuM;+6j0K(lziMfcd3;!S5)C%oIHMDSdr%1KhM*Glz=WRDt` zaZLD@g}6 zaWJL(8Kgi1I0s{l7X$0X6|-&8lgdA6RU^P8rRoccJ$=HZBOh(9;z>B@I4HMToj~D?XO`7pM?U(GE@fy8nPV2B7 zBbFM<$6c7BmI1H_syl<_vnH-?G`v3yX zFw{`(LBd9{+V=ckue5W-Or<59yNsd@`oYaA4HluP?}y}4vv0jA+nAgRs^AL7tq7dq z4#p5MZ#K92HUj~NWA`)=0;7h;Ccbjfp$2?;B_(EvGV3E(}RJWvru~)u6(>JN-m%iWwV#l=NK0eIdXe%*12tdoM?GEpM%f^8-4qn z+Bt(vdl0+FW{@~TV=hh+Iubbz;m8yrY7*{Iyh+6@(z6vfn6)jP-YUfQEl)T-c6~otZ%Tbpw^;Rxd!Zm>BtwWOjztOlyh~ndLa7zD<&8; z-WqW@NVIAXOp;;L@&G$7c#||P4_qVEF zrJBY978p*n!FMCOowGtw^QkeJ45*ZwO(0J$RQ#v?nRD5XJ9<`i1~&T6ta1>ojSU$4 z$1j>~7IX?TMe78iFy5HFH<+Ml02HfgY#}!IzCGVG5S~%mXVy$XZuPD=k^<2uZs2tp zO}PVAwx;oYM7GqO=yBA0*w`X~b&v@(+h?uJ4tk{XF{P<*c90sXliT;Z4fyJBN$aey z5Qo=jaLiVD{dSi_E3()=CJ9ELKQRfsJ6+cN<^%81BW}rb@WE*1a~rTB=rhNjj#bt- zJZdc2fzA7rK`R=feN+?<^g<}HE<4*3Z~t~G6z0%zpJ#>=qdha%@0Sa8CU=+vL+1$C zAueBPAaK^a*dFfB_r{+dPS1w{ZMP9kzH1NU-lM%4ol*i%ccj`!MgpiMcnFg{j^iDhBV1U2;X3e-uJ0;rlDRcD@YqK z7_dKM!rAK;?BvBSeCvAqfjaHQ-Q6|(P1?1~EbnKaS4wlkDl1DIde1<$>N6VGCgv8v z3VUiR37adQ_aZpntvk71^)Ig%VmxU*h?GC$KQ$oQe5z(#^Y&jKIp14s^ce=pdo*N+ zI<>)ubvZ2Ok4f zt9O~g9kkgj^7B+2XoElU#xgA!yAc_%Wq<}&xp0v+3n19hh>Y{JvMSg|CrJ{Lr^SQf zlPZx)iDGX}3HIn?l%=9-^_UmQuBHpIcU8s6ftD`Kepk}m-9O=PSe`jkZk^1jzpwC+ zJ>@_4PV}oaDx%xHf-Ur`@d;=JtPz2~LiD?rm4M))?{CSZt^vO42rZ z+b3o!mOA%*Pb?Yn4<=#bIt0f+2Zf>#bp<$(ioFm~1^Xen3X@)y@!v3w-sURe5~={j z`BTB9UrX?Zmad`*5^e{qfNPZHi}k>yrBFQ^3V*7j3ASCMyCpQJk*3BGa+(JrYt7wt zXNCP(8K%udo%A(^E3E!=%;+m&?K^P|^NRQ0Qd(=xv0FP7Jm zZ|O4%&lp(Sc<65?XK%4Lk@qKX%o@8`?DE?JB1WgKc;oo=yE2A)E%vY2S^&aOR zTn7A=JcdCyobLJ-`dR@3$4t{orDlrUjIbdrphzLE1Gb*8Y*-?(cexBRJJW)9Da^nz zcQ^c?!qcLr7HtsGVg3oH2MRf39f3JS?~6~to1A_$da^qz^PlsouslC0J#2`JHZUWO#<2dRDI zlMYf@&(ni914!CMZgSK*!vd)h*$yDZAbK@0%kt@AghRZWJ;ZYBZXBl?7%QfLr-BCt z?Ltu%ppZO~Xt$#`^@r&D=r|WuuEGSDg3 zaJh~}S5XGmIS#^?GXz)jwr&TT*eR}E-r|tkxt$5Fou*I9f1D8$ih@ZDlvYOYa=9=c z3VU<@X2>9wC<7O@1ig0)J!&ukJ+Q{pQQ|uMVhBv@W-xq+4L{No3no;Q=aW9k0`^^? zphZ7)kH{Ca;0KiHsZ?k<52S8%K=P-fQW-HL&;}Kln1My&51R177GTm-pN?+PP@L1? z-)M+0(!gn|75L{xn?pZPmbE&^!V{i(s8-hZSA$HvCZbrek9u_$Tyxc@ac-KD3hmAL zN^^Vfajd5|I=n~+IoaZ93-S%!H4BNbbR6nZerSWM9oxo&8dy;u89{ckfAGS!-1p z5yZ}^$)nzyBEEUJeoD-lv8ivr9!==`cgX6G$YJelh|QC_4qV%32wH@nyT4_~uOoc% z&XKS3V8auQafLOy4VtMT64i4GLtU1(*Fk9g`rHf^K_+l`Mx z-xh#MO~!H@T})JDB6nznZp?ZPNs`I{=uyQ)Q^mm!OhH1UrD)uTDIj5{>>gM>k!(-0 ztoZqUxa&Fz70?U+&vM}!O!SQ8-uWjKE<9B~APTb4qCLO2@0+%PN@jjkYLtHz0_w6u zkfL34EwZviO)c;z86e_P6X}O2p+CzDLbO^n*l_fpk0ReE=Z0D+{sEG3EYXtCBUw8B zU;!?i3ft0%ySZud7r($tG)ocwKLYjd4v6g(`vd!b(ifRyUl=OX-VZYUwO+BY>^q|W zEqgx>E#25g!~1uJzkqFFEb39z>;l|BGy~CpOfkkJIXS=di^^Ibw)SVJ(*vejK6NZ~ zn=Lps$H{^4u+!$A_pYd>HMx=OzZBY^!P(0z_ipenP!*1{xt{tDl)+?Z^EX-JbQ+r9 z+1-C?zaPsq88Cny^Aio$HryI>N9}KY3~+wf2z>v=;ty=JM@40Rp5Ui;00U{@w*i0H zj+4lJq>?r;squ2Ixg-n7kGJV1aCWX@P|SbL|Vv4`4;wqoPU}kG8`~Q$B78#b^1#! zhM5N80!tczpE@$k6aqdE{MHfH_9*jwYX19;Kd`s4y)mc1ozc~7r88XvEe{;4ao7ugnUjJKTFBbB&CHX`B#X`~BzdcU~nOr!t z8yB%#>@Nc6*0=DYk=^tBcGctw5(yKxJJXn(#h1G>x1J zqe2m_Nwv>HSqS+N_xF=qpGS3(Et2#LYQz**#E_5U^-1T5y2T81CqGt_MDzPcrM|t> zG<=Nz0alCqLgDQ7xs_L_RzE8L1zu$WE;>s0XQitR^EZap5|1sS&@F$lP!Q@QSrcai z{1)ERmjA+S+tlQ8XoFOZ;!pmD7%Q9_~LF$}tr8;WlE-szWYo}cNcfZ%^P zzSK3;v#8Jy_$7G%*S)v6=rs_~>@XH+{Z?p-%nLser>e7Bm%rEW+jj0JsF2Q&da;W| z`U+%aJ}^lAB^79NlC|RE_FJK&)3*I^G)?lw)gOwZQFDEX@qlaT`WJB(YkO#4Y+Y~n zdqI7<(?l54ldc)DOm)c;^9VKQW_@7sQ&lf$n_iseoHf;%BYdkdJRDv3hYv+^)RW4^ z+YFFOLF6pjY(>@#h}mi3zR>)^k7?WF%SyB#rurqv*a}lN7JQ5%sb2o-^*LeP`zzE{ z1N#pNHZ6CCZGIc_WrcomM~`58Gs&)1y*lF-Jo-c7 zQ^%QKydz>z2)WuAtUt6UB^mW){kWgYxxRo^3sSo^Cf1gWi*^ChuW#6Q?$+F6W!1-) zsf&F7G!e~#)gfbNN_vUZE!F|LzU&%sp>sQGWhtUdwiJ4TYkg+7w|#(pA-M`^Ps7K4 z&Q5i3@l)k<1pHpyaZ&;Mz(oyo0S-K( z73%>}8vBsA@DAZY%e3}|H{POphFOG`tfRCh*40ox2;rWGBLd(BkQUF8ZvCUD=m5PJ zuXYwvOjRFU(M7%jD)dF-p#}W}T@dHxhBB)BLhT{C^6CT~fC!EYe-)m#Or393gX~~j zGs#q<@v)u6IvE1@!mqt!E_GX2&+t^#BGk#dUNN-^;NT(JHiv?CalNWv z@Jj}hiQLe6z;7Y8+zd(8j9tac#(K`v9C-){C9WJ?yRlGhdvRq4?GK*WQX*2D#KtSJ zOe~c9mYfPm?q6}ac&EefgDSgz;!AF(&QB$on-@Z+z0Y+G30tNCA|jz7ANp_cIh&Gx z;}k;94j5l)vhoNC%dir;&x5>x&@|Y0mTCWlcq)O+Q?N2kBhEgTcpm!@rBYlp4_d9v zcTR&`b#T>M+Ox16TqL*ks6WUS$ro{z|8;h@XW&uaeI6MNo~3acM@%#m^F@KNLX%8} zJXHoNeQt^heQ?;nfNBE{3UmZh^#um0h12D>>?dxIPY`dK0PEwxQpk~!*UganZ@kS7 zBltk~dUF;)5O4t6b-I`Ao)v^6k{yZrbi;kTJ(1yir?Vdk4`xti%8Y>}!DnA)KVts1 z+FUHRBb+EDf3G^yCl@6*)qwl`RhFi|W`oSh%*Ps=*_$5glH@!!dQ>eo?W7~C?Pc|L zO@Ew*H!o1^1Iu3XMs;b0^5n2A9Lh{N`0`U-dZ9{93TJcAn0n=2>)by;cKCK2XYQ9b zf8s5Ehr5PyGW(OCg5Zp3CiwL?w$U(fjYZ=<8Coz`{sUI%$PNJ{YA}CtrHf;Gl*VVU zet)(f*+SzxSpQe2(5gA`A2|%YmK`=+104eQS1t!WVxis2e(x}a`I*|8^S_^lqPzUb zs~%I`Vk-j(>@Zj1FGQwK)}zI}nRAmvJq+?+~o|hb*7{MOCy!4VEtzMG*Lci$WQhT%ZOZpaz(+c%2?#d>6p|Z~MqA7IR z%&5cB{D`WapXKux+L{8m)6_A5{mG_x)rtE@2l$4LFcvDzrI%V56^_0(@KPDF-2PS> zc2@GEekOZ4K-ODFKGKRqY&+b3M~v>d>zADkMV8@?ZjDp*UtGt2fO$br@BL@!yl7upQIgTL;+(JWE8I{K;&a=V-q)Vb==-WypD|Z2jK31z<$K(^KXL9dek?(3 z-R`}8NPRMS?t%Pz%l3GCTHr1I-1H3j6(`gY#@O2E_lWD|>c?OV@V5b(ikt1rL`=cJ z^ygoDV{1nu<`=LM5u=i^gN>8Dp|JxI>#rNaHr9?Wa0j9v12&}}le6FWe!%|>+!X9> z43&)?iL_pjiii<0su;UE5;00zy%2cw`&an)uOyKU5u>n;rH#F^t%0F2(T{nZumgaI z{Res&e*TxK-3!H^w^dY_i2%RY_;FuD9%ycC_zNUy1t8-1#h|1WGZE*XOBN!oKbNd9 z0H#0JY(#(`;=jlzX~j+i_${lX6$cT3?azHqBEU}`emuiP1o#X43l_jn{4g(o7c_vs zD7@fd{)+^Fg^2kt8ZTTk|043j`2VQv2hKk#`(=VZGBGMU0UduD<)_k!7}d>;ehe#_ z*@+k>jLl5nITEok|1Z7$(ifw$tbv0C5%VwOFupN!bWkw17q+powXyzTRnEWWo~)cq zEdPEo`oD&u$;VfC=c!AYnn9FUuOm{675;=dUBo*_%~Jv=ezEY>Z)*_x~vH*;d(~PyPbm| zKDV@fx*&X=r~YO}83i9*Id-PP%1Ca5tspykK{~Xr5hK>=z`y#r^*gUbr&zBeN=@b8&D^VB2SmF{KT<>9*w6Za-74nW?~(4E<=wm~6ZYb` zvA}y*9c%63-jZ5vr_UVfd43X3DPeu8r`l4xeJVKrLdxZ#Y)(((QvprqJ=lpWPmN<2 z2c~fy{}pRfnK)Nh%5k)ws@KF(y)%Uu;=Z1!`l&vTAmkMN zmKrYM>!w}8l+B1|ug&E4%$0Sn%VPIh&K18&bEY>>0*9X*31)tH`jo1Bs65 zMvKOv9cv)E*}E24>jo(^>p_SOaW;!nc;gZ&N2&}y!h%71KA|?}SAO)KPC0I%yQ%0$ z9!i~oPd8M#r=u)YED=#bk&EvJm;H)B+jvJXWAzNt30i8U$q~WM`}NWdA010|cQ3U- z%_9n)?}XcC#|PuDj*fD3oDp|%(dQV6JJnfpZqZQL!%Fw@dILRe9tj|)I2xHbzbu35 z&3=M%g43(Nt8r}5RaJLFkW}UEyMsK{Ue~!MML0jY`#sj?H+>NsX-g0Nro^9wtwWC9=s1m2!#K9A7ZHOCfG zj^Do)qRum43h+}j%zhyr+=Lp9kVRw>aW?c8$#}jOC%fbEN52X?746ZF zfITNsReUznkkCo?$S3iZyy5mu5x(lM7J748)xAa-Yg=3(+0>Dal-0Lac?Z#`J21C*iB>qrh{7-ejb)~sT|@S-g$ur-eql^Y?wKG+lZOC5N<>|F#V=1LZ!IHOYMGk^`kR&qyryR+Ne%=r&in5x=cZLmbrxhrZrJX5M;CrMs_0`yiml2{`f&&Z_~lR)6?;bqS;`AX-qVvyG5d_AJC zdWe=PZ>j0*(mKqEZ!R6>>S?6kfs2}n2El)L63^MJqG751_Tg3ZLO&! zy!$3zyCEz}`g9BgjM4C$&H(1OqMA<7)yohaxxu!Uq=HDX^g-{ravGB16Aa{c_XhbwjSPOUc?K8)HH> zWlkw%99w{s9aAFh1nHW4UDk}dBQsc7>2|u>Dw+Z{4dqha5}Wgh5>hizhw6l%=5vpo z=Wb$K8TIY4%YxJtI+w9Tw%JO!P-QQ7nEgr+@Svr$e< z7v%$MtUim3KWaLqWk0V>#?DQ6M8LV=v8sc;ZdquK1I7${S`$>p z{W)o?3O};of`gnX$;Y~W^)65~m=rAL`O`WGaLaDbl&Djvv$X{<6VgF4#lcU#C|8-V zG%)00`1s{&TGt(6B}xanFk-I2WOo#eo88{{xL}K`lZAG5>y&8u53a|@pkw?lVQNDp z%UabW!nhd<-38IU7?N7$+SoWGqpI1C9y-}OzNEW^eER)>bSCay7(~EMg`SzycVTu) z^vH!!I~kP08H&OyxKUdMqFJgrBFW+R^PvX1RjYC8WN5)&&1~VcFVvZ#_>p5Abu&ts z+;}J{H7@WTWLw)3q*Hh~84cP$?XD8xcdOQ~>W0KSM7$G?JjdJZ2ON6RKEXm{-sgh2 z^=%Hc6@HY~bfQ+f;MC}O2(9$in4vIXw;zqB1YXq(l{*Zt$8#o_94bK@dg7At(dT}y zk#5Ds28xOAY5L3e?KLxU9w~9B+z0YSr3H*L5+qHpxuat*rAm30R*~2&&$3_?2)ch| zO4!G@WwS;b@I1a-orANxB+52Wt=|;rY6IA`8yY=O| z4P=-}+21gzn=9I(yCk&?Mm-O*4sphsNia@?Ay0H8hii2?DcUQir#!<=y?X{GHL`)` zs18d}s>~zycok&;4ZNns;%~?t8oA>$9BB8h$0p=lGz-q!S96 z^R;`jL-Q$L8@*NOBth7i^h`-#1eT71Yi%rer##)fe^^*?q!7zJAVS|8rpsDF9tj5+ zAtiMcx%uEmlbNG)AhXAa|6X34eEx;@&IWn`&{ns{U3InoEN`Lxp1Tp|Fb1sNSAKj! z75oe9x6d7i1H}bjH&WWfSM3&R*ZO`M$^KK8U1rXUWw~CW)H!<}y1YHl^lelOqg*KGoHFA1vYA zSy)gp?J(r0)t#c%f_MITyBy!t$g>GWH`|?&W@nP+mw>1&O?c`|5aPKg0%o-MB1={& z(rviZ??#kO&erPGfz$DUr`ATHZwVHOZO;kq^~vf|)fs6jRFJDbDk=4m0ZJ!nM|J_K zXiC{zQejL#sxOHfrdSs1>Dd|PH;-8ZO~Fq?X^E5Z&T%!O z6t+c%DTUdE*;O|%sxDo917gUOf<=nR)3XjP(`vY1%)K;lMCJC5EsgYLtbltM+rqN@ znTHAsMNz09%g{}~W#$Ir`k!;WbwV08rUBjL!d><}u(5r#Y zYcG2M)s9jgW35jAk^VxlE99Q!LSi@31|4?ilh>(mv?}=_x9&20(($RHKEnbyv6g4~ zh1-3?W7B}!RSA&(ObP)_3Ba`hbq0P~^@lh=KtouXR;1fU|IhbI1{SXQz!Wq}qX~-0 zWazoqsd?;s_^7!Hw`gSRVoUkqnGVOVbB6ZG$!u27P@?tC2F~iH#)8aZ)$h`;0$xY! zu+Yih_$Ql^tD?0^HMl<3gFc8`l{O`{V|>CE245 zj0~8mr={zn2%@y2T!Re<{l!0e3OLCK87hbA$yS zrBw?nN5hhQgn+VvOqI#JCg*8!0!ulcPpX%Yr{Qw~Wcp{0&Myvir7rc2R-(D!t2Gl? z9Wn-qRv3|l8N;fH$)`|W^GUtG>|>gzcyf+a6iaWOolS-!Hvu#BE_B<8H+mNV7fH>$ zl@AwBRrS(}euZ&>T zH>-$4NM7B?4>0A|PwAG#VV<&SsN%+~N#P>p-0$VWPN3n^H*k_CIT2tSTxA-ztj5j#K9Qh9-Cp{aF;>pqHg4{5`6T5%emY$6y(vBvNU=ZEFf#9^I)NCJSKaj#r z2iG_?S&}x!H&x0dSv^?Oo&v>vL^mOobY{D#MskpGA^+5A+&CS-O1=FvgXEN9PzoLZ z`twQdf`5mT^n$S&=HeU46o+BdSB>Aa5yD5w4!^Mp3Slb9r%REbW1`R9>WM2E=w$P$ z3&I1hdLNoK+((OZZ>gbD&R`K+vrMim$VNm86WR8Q)k*9U_-d1Dp%nfpaKj5dFKUI*2r%9%56qRFq& zj(LY>TDy>^y%oZoph(HI8m2;>j#IeE14+3H(Do6>Il6@{J(5Kv7B+BIYO*`rB!!q7PZ7BbgVx+ZCyxx;921j5F`NA4Sf9hLS7MrIY9URHYZSn-_8{*)0fig46jHSR&n;6d{ftJ^!=-d->TW@dk{KuU~JA+$k9LO@Rg ziJ8PB(&1WzJNxoWPv;!s2b-PVPh2;j*GCIVgr{$I>rZ)ML67vd3)~q7T_C?YrZjo* z6C>7pNAtUbkLTFYuDmpb;$K+3<>oo_M!$VLd99Sv4hN~(G(9-iD1L6&q4?Z^#e3#B zVOLjQj_b1mzTn>ky8L43)$i_Kt!C7F#v3nUK{uD*8+GuMxy$L^<&f?TCXKGgo#77d z#2l}`{(p6xCY&~W7BKjg{?j><(W245;4um#lMrOcyLjjlQG*(sv{C_3nX&tPE0SE3z_wVOT$dMN5${=%XAn zT5H|~4J{d(`jG001YQ8UhTQ?1nDr>8R)YKd6{Q^9g`;7hWIrc^H zm_(VIrLz2N67MVt@dt3$Fh81Y!F+-=d@}A>60r!8v`S+mpvydyCYh#xujxo`50C() ziR6^2U=SIREm;L6s)2iZ#ayFEIzNkK0O$nEz=WldWwbEVvm=ZWayz<{CYdQXdO-Mk zi|R&3ET{aD(W|&h)y^mEc3-Wgt$uk`>azNCCrG|Le&@e>+mGh(f8}kQfWJDttS{Z# zzjelcccXuHcwv}-_o@HE+t@i?-v5u@rZ#B}3V=Emo_~JcaeD*AAP$psQ2nyRYuAT` zn_ta8#4ljv4A?3Xdm)AkA)sRaPPxSfp?D&X{!+d8JSHzDKbOHuVU@ zbtIfd|D%!6=C}AVvbk!Fs;wqmOK9oj-UQCl-6;&It8Ulc(DTKy6@C2yNt-50>11hr zi6B^p!!V9f3%U^cuVioe57g0u;}h2bFb1C#q}+Kju5#Jo#1jW;<)k$PzbqoE&}++* zV^hKkOVaS4jy+6s8ZTrUVOJtY;)eh*BA9z}HM3)p&2s#Toc$xu!%*4{YaTfGxj!1e z0%o~k590?kd_x76N2M0-4*_5wRQb9fN9z5aZT;q?R}lQOjpsL1LmgO68pp)uY$=7DrHPJcsD*9b1(KIuIeBZ=R;r z*2Uavu}!o`G-A+yW0^!}>JJ`Envks)TqUy3tXUF8$K~ZW%>_5qUv35qdXPNml~X^; zJP_sHv@qm6Lb7?^>)LjgyS6?rxH*5R&zaJEXMM|Dj)!&IMSq1DDSs33nYPjABH+92 z8m+Fymz2o;af^hcR($e}9vjb7=!e%=a4hNn8dX0hIsa8yv9kUZRxDiq5LUl~>>t94 zh5i4M#8pNR0+`^oyKbK4vrA;+B;V~dhRUMy$(Z2^Y=Ml}GqU+P=@6P(Ef;U?-w`GD zxj@!%lqlp~olu0V>sJ8NKEl$tX^fGq%Taaab$1aHdk8)ojGyNLU+t_ow?Ntn)>;w4 zcyWKTJ-g}}742!6UBgSoHqo^G_O`xZNTyA8RLC;mQ!3;+WJudA7ktro2TET3krv%6(m|gV zjvfCrt@>zxRz?XduucunAWha+_5=CO&1%Sjnp#1h$ldu~4VjrD-rcYej6&4ctbiU> zEv~)__rt^Tmh$qb!TN&dO$q7U8LU?|+_Zg6aN}2B{dq@(WTn$mirD^JBlXnUwDi;Z zqkN7r7Q?@BkAIzQ{-?p(|1sS3 zJ8>s#J6s8_P{99px(YSR7i6E!VC6#0<5bk}O0?F$^ZJ8X`gc)rKGHbV`p>T*vrx4sN9!=r z60I%WeHGJ}_R|o8%($zsQ{((RZE5tCf&Ci<8TaR;4A<#8*7O1~$kBS*c-y0cs85(W zDcS%AA}$Cefd8k}fj1v~f($R>r%`ndyCQ23s6s{6+EaG0G0kNyTZqW6UNs5>{Xt{D zzA86x#&0-2xK0^-^$uezWC3kri@jl3O{Bi6h6B; zja^oKdt#ggsRhllMHX)6J{_7zr}>h+cDp%uA3vjwa#n&r*}jwqI6w}!7*q~}B^xgT zcEB3|F9wO*s6uD&h!)voHs}Z!(YS`bJ-|?f_D-SO6KA<|`l)U$2~UE|8;@2;oF^Iq zukn3(OqAcIDT=!NgG|4UIK3n#{&aL?Dox26C$sgEe=cN$oQj;ql*oLf>nEn9e3!e1 zIy7TiV;Hmwb1*?{wlm&g>N3j73$j`ZcDJKCBoRHon0LT(OW5T>w-auZujRcr)+asT zA+@zFg89YgQRz_OpDxVjt(x9<5kMA29`pJ>hKb5$J31!%=_(9*HHrHGzgF$j;+Gzl zL9Y)IJaUD!Plb6}F*kWxYCZ*RL_F>^ojcthf6D`XJ|w*$d|nlZ7M8cBu`O@%KDF7R zHd89} z!SZ8A^B;F435tjTOi+Pd3eV5-YvdF=uM?H#T1G!pR@f41+bt73;f-Wp@g}*9D1;bq z8X=F>F%=s(n|(s^cEWWQ{pQugiC3pdp+>?0%WZ9l?KP&z*Q7zEsI$o?VFETthmu%c zRaK@)`Ibz-xxjD8%4M5(q`&|4ZOg&}{mww4`H&=0RS&}me&q()(uiXyUYdlzOx`t% z0|`Hrg=0OOsC_C)t!EbQLwZ7*Y!#R1hlDyTyczB@n(q2?)g9qb`QAFdiE( zRT3n}w{YoLS{QN^M;{V_m7pMH8Y=@|H6Gcfuiq-vYD!NjdXZW#;{I8sW z?SJYh+dnzO??Vy);0$a(>hOPb1{I;`Kqj~h(2?hywq%mGYE!{7W`1!SzRYjuoipol z#_vbv_1C|5&avp3C0^VjSk+lAvq~%wWVvo~IYITpCW)2KZc+{QI9QMTxW4vq+ap&A z`9hAje1+&m(di0pM}LaFJeH{3j()svnA(aGjewlauER&3%pI0q8(I%)1CV@m^spai z-i4jOvI?aR0oHQ52to1L@m}S17_N_mH;ufM@1Auy^}NaDuGZr;9bBg#o2G8kpUY z2;k8o1kPx~#k4A{roBSsGF>nZ_GgrFqK$jpi3x#JC`<-nRg-G5eYpxOwZYopaQlI~ z2(SX=oeX^z-Zc*}R#;7NA!(pQhEFNIY0u{}I>|$mdOx-hboEKelfFl`nI?INZZ7y@K#m7Q#T&{-cA z04bIy%O-s#jHQ~2{r6`jCgmk+_?6)TP8#yMbtJwi>hIlm+h#s|C{l)1qiZ0)u!XZ2 zc4p5t5`~7_m88X??=nTSxUs|F&Jz0OU_7QcY??4t1(&D(ky094_Cp>_@#j4lIB8lH z!T0Sq%1Nn*{)kvi1s|%FOz${*-3Y|4;VQAB6J`qdEeZ^HPqHl?p=4BrWVBkafv+yT zK;|w9oo_Mg-1d6ogvwx!4Snr|rEn6#c6&8}!HXm80q8eyupgQlWKjl1UhNS>1A0%4 zGZGC7tuX=?lY9oInOF+yX^`UaLW-FBSd4rRDHoB9`re%~BeaZt(n>-FPrN-n?qdWVpU!6_A9tHr|K zbflb7*+b9u7|C=)wV9yQ1@d_1)IUv^az~kXPmsRA(|xxCfzaKnuMw zg5|YhEB8-H7piit);9J~6}cM$MIq7JFe`tH5C71iog>ht%Vq2_m^kf%sFY&Pr!`at z$286giVaZq(&ftghp;BhU zI)byCs#yLIhI9zcH=On179_0giZi3(aQe!$GR486l?U_4_lX$w5Wn@RMi&>dZ}+=I zN3@T1PzULkh4s%AHsA(d+{tbI-B&)W!}LF((wYch+C0;Ci+>)8i9^1!ChE#ZWGNWB zBJgX;`@rJ8?E>KK&LjSaC46prwJkW{XJgyQarAE@|Gz#*_v7r`pUD4*mLALR1APAw z`K+8A|A)v==(c`|d=UqU`{$gMNlhGC2+K^EI=)06o%MO{ z+3J1RKy|A1YfJX>fw#l~1f-{X1GGG#P&63W>{ow3~dqazM66v=vnNCB!=7@yxz}#;O4w9plFbZv3-f77W3d^WJ#(qg>ApUR`F`9y18zoqKpZMg zRg&dY#6VDUne~m7NkS@R)-f<>#yfC^f-*jkQfpTEhp>HzBX6{1Qf`QaeY@FxgA9F>1^)zeE=cK(;8H5zNXxv68~!G?c3F zq`!QH>fVeaB7M;!FYUS_jwvf|&n5NIVPNFSPrO{nWaw@u#JS)8E|i_}Mk<>UyIT~m z);5JcsA@%eV;Y>iEqeHi*C8Sbc&@%~hCk`nmS z2gn=PeyIGZ_^20XTsYqc-jI=llL!U8HVs|qRu(izHt6h+3!}tGE=^XMnsnnOh=X3S zOVljRBuncUjx3-?AwVpaaD5#XPjb$aZtu?c+L1I1?)kLCd~A|FUh}dp(Xt#&8BBnw7hQT9_=WB-b87&;O=95hz})#LZnt zO$z7(T!faXVd-=PQqxP`pvTJiQE(gd^|&N*CY|4j(HMsxc5mp6aSaf`$}t%-pyg7Sqeo=f5HKyt^7H#H(;3v(f2W#{!FY)W` zhbnwo8}62o1dray{v7S;$tVViX!hqAb`X;0rF{W%f~3fgm+lmesbQl1H^KQ|cjf_1|Fd6Y`!`hs=J(-imj8VCnv?wn)qmVC zCUr+|GrDwUF0r=$D5fZ%yFUB$taQ-mgwmnzeUiV_Z!^4F#W3SvL!9Y zUavSTjo@*e7oRpVFwGdranCv&g8Bck_Rdj~b=kLQs?t^^B5h}-QEA(@ZD*xz+qP}n zHY#0}wsEuj-uFho-~GC~zA@f^5o1K06C>8z>#RN3oO645d(&Zidx5)_E=O{o9o1bm zI8ke|rdel1B}W!lIuLy5ECtUt0pON`uSyIAzFSEG;Vi5yR%bQ*s3vKgAVrW2;VN@^ z)Z3S0{Yidfxu!FP&{%*Olp^5XOk27!Y832Da2)5cB(f`=TDo>g(nhDHB@Ogv#k?nl<&}_T9c6!#j*eUYEZ&csEmnApsurkk2% zjGk$*u>h`x+)>VI8sh>cE3y`~DP;&aV(M2RKM|-^W!az6b5lbv7f)Y*lUU`();v6V z$L5**KEOPgN8hCDx+Cl?Q2Nf83zeRzL$-}N7oetcQ-)i}{ITfwk1r6U)=UMg)jsqwv;kj~iFB5@&OdQGYxtszT_4>+7=4qbh!^-Rpz07JGR zYcXq_^$z)75L=8hUa~wiJCaY*PTwl|@`}xY@G@KhzX{X7DS}#;mQ|H6w=l;^Pj@4s zstpI!o`ENVy?B?PD4uv4;jRwHELG;49*a1}5$JTUvzC3O-vTX-7@Cr0LeF5FO_TN5 zDs<;8Rip|muliuxFi|ZGrs!0Mfx{F=(}-871*R>roE_DmH7Z|aazi6}deUP!B~dU2 zGCc5t5hX-B3AIZ_87b(nL#UtLww4csEU)c=fOIkjPk>ykL|Bhy<`N@r9Bi>ZL9f$1 zTltklkXpr(`#@8F^CUv40Z$TX4+ZAUgx_wsYjX}+I}fu zCUdG@c#)bf1+Z4H00bj`J%ejm(ezKMwfwxTLZ=8X_HW6STrCj(Iz|BqQ3kLMBl$A7 zW6RjMFcNkn*mueHFh*SyjFrND2VLkUnJsYliRR)8w}EzTp1*cglO|6LaT zDd6~9yU1_MpP<(Nd1$kLHiQ2YANzmH!hfF+GqBMA$!sCLw@IrRPJmPN<|A9vwRUIC zmprV^EA&jzLc3o;zi=sbY=W_@pkuhVb+8mC-8{`{dGC5LB(QgJjQ*)+sd?iVE10T(*%^22b^oV z{S6zrhQ~NMY~Um}`Vrz$4r-$d^{UJ};jH+Fqz@hQ6PIf^50HzDww&}ed+C?e03 zSc)z8L^7G~hmhlbb9TVR2Oash%XAFUS0rj)KP4vDO?6a`p=HSfrTn-F6>$DGJh8hv zM1gl)MJ@dmVr~D9=Zd5!CR<{rJE~Xf_QZIvysgQ@F=8?L^xaV}X(2r*j~wd&JK|~S zH2-GTsdIDtd!E9iL~xgkS+cH;s5wuqsN!eJ0crYV*iO@}r20~AboTN*8Kpfi?;Is8 z`n4@kI6SL;Ojx~vlXQgc51vRlefy?GmBbF4ajmJHVJre&&RuOEQ81*C;rWGHX z>WB`^;@}Dw*SV@7s|Pg125=M;3X_`KB7T*$u;_XgLLeInr^t$wI)nY7r~awzEv5>r zYtCq7eN;{shjb#8*EF#xJXXTG2_0~88_vtH?aG|4zstEK^>Cg>%{}%NgY9)xCDQn*>I+a1o81&=_f*#7!q0BYkDW3y^I3h(s&57O z{giIZRUB6H^{yX`Mc0X3hDbfjDh_|MtXN;6Adnm;d#&!tz#Dw$uF6By`>3=Lftpkw zaZ6W$?J!|1J0#C~H03VLCm#+Zs~9kx?*U{i*rzBO@x?`y3zku^?EbJPbh#@tMRx3? z5|8%?)(H&JR3S1^TXzMV)rw29NUXWVLlKj~$m8@*DEo6|O|-YcX6ULLS)a;WMk;B9 zSxQNPs?Fyb*Xy9eJ?)o8&<0jz44?}AdwUJ;0hM180k3G8Kz53^DRi%kF^2{Vp9?Ni<4BwS(9jZ8BJZ6ankHm&Q*|% z{MwaHYYMdvEz)qD&HGK8$uDB-Oz2WUNj22&ujid?P8);HGG^#Z6!zMc%)KIaP8}DT zm86tuv!}GR+K%=T2D$vd6MbuCE_-vL9DTG4W=Mp^~J zW?~|rP3Tr6XZ031v-z$wU1Ke_bL4ZQ1Cj*He)!e$Da7W9-j>qsv!Zx6Atglwh`38P z{amPa9?uULxk+AHh-^!49}Ks`q2L@F=qW@AuNp|0ly_XF##~^!+k9O6;M``KSdX?C zXkV9j(|F~mv#yk;om!s@GSbj@mP#)~KiO<~4mdL}9VjleuMWDYZqE}?31TI9`L1DCOk29sjRQ31~)O{s0zPNJI0j3Q?=bPLk@$<9XxkCN_@m40Q=Uk`Y zs9QSP`+K#{cDLNeX!hLc0nAjmtHqw%a5l}Sr(2aM*VS~>)J;58#f8(NTXeeEyXBYd zT92Z~6Xtg?(v-WGkB~RZX-XcCoNJ@WdR#erX(6i`m)9Mr%Sci>?4Y|YfJgL8|F#`- z4@6qG<)y9i-3y~z08$Vek6IY~}l5sKA7@9i(TTj<7HE5A%7qcLJCrlW9HxneJ0wPdofqakzM zjFrNRRcK#n4j8*BEgeqMzg7BDY^LuEbIlQ7i-Iq%>cD99g1dd^AW-EOIILj;gK4Tl z#2H$z)}*Xz&@3kCm?Js*HoX|ffxbYC=z!K{4qaW{L35C2*5qb+JYx>z+{mbF?NW0p zkvy?#!sm0@G3M?^(aVtW=BC#~R^`l}v=Sx0)nc$jRf$B(5SF-oNrkWfZRH!)CvZG~ z_YGA^E3QUt5Gt!)F1;|$@O*4Vx%Jn~{dubR4`5oUq=`b{DxyB*{zC|f)P4=2Qbt09 z{N^t1IK&x+R1zckU9pn3f0UoMw0M=4Nw+>sYqP}mi|5uob=v|Rx6DatnLYq1ay+19 z1Z)mDoa$0A6FW3R-H2-^q8C}LRm_KPu<}UZu$!!vS=oA-d~MPF^bFH0Zz{6u-pFWZ zL;7_E+Kwp;*}?LjxFd0zC>;nuaU}v&{D>Hzy+y_TjoITRqn$LewH+t+cjLWr9cPjRS}TXl zxj{UN3!zE$;JrV!`pB^HO5e6m_Gw z-tn{n!NG#oK|>4dQN<~N%=Gl$)>}K&~xX40eAuRMg6Jis$J13K12R%F#pDw0f<_HW)0-)oUcQk+h&`%hDtgvh zmoeQQAk39jt>cjOa!TG0#yMF2u^BPLC1ijx!AmVrug-qg#33=Xe4CB9 zQ=jyc-?5}CTi3H5Wh5q}5vhnuSdq*nj~KQ-6U}lH%s4(-XD#H?C_v@7b_m-yk{aZW z#K?}1PgPJW&OR*}Iiz&4sD=_(?3W>ii*Dt@6-amy=1Ryp%1>fL;n|U?2_tF+@;#z0 zAB(zK(ikJz8QAInM+M~30QmqNiX5@{iw5^^b0hwRI`dcC-v5XH$oStGX-rIiA~{y% zv;Q3Vt%DwX$W$3`ESdrgU@hvnh=Z3f)Z|g?s+ZNjBCkBW9d*j;q*(e{uir0yyhKZ* zxFil?)(jupLQG})J^#+(Ig$lU`dDE%d4lcLI&oo}7dGv=FJR$bH)4@Olj4PdbiIwj z4<-UN{HzXn>HS3 zvnVifx)93?2{Rfl#Ra(_+fcZL>fbD6+!H~J$Bry7x5S>vSoCRhNLX6(_Z#oZ)v;hk*jW2f`W==P^mq-P!#O&>OckO*biI))Keo+5lH_C z7eWaC!4TGQk_Jg_8-x()aBj^#;M2Sk>w^PI31X-dr(RzKLarVU9l9vKrUct3W-iO! z_E8pR5<2?)sth81kfk;QLROE$t#$~t^!yuYAo9w!?oI{ZT?XELu*-?A>zt2A^d(W$ z+HQ~Polq%ESgWv16eZuk{QZlF9(M0vOa} z!fSlUT$Rs=69W=_x360pwje7+Q=UCQ{U73Ran-wDE*U9FHW-B8gD^rFS{A-2%pt3L zwzO;IYxw1c(^#U_&{&?2S8F)ePE8i3aia$pG4QhVmRQy1rPFAaiYZiB)`yk#4j9+X zL)}po2z?`GrBWyx>TN;)1)H5GZ`6N$8^KqRXRV99TROCxJC}-32|#8#SE?vveFoSt zALuK!p>mrqVfg5gg@v;or}E_5uYlA;2KjA#H=h0a3G27Ut=6yf2ux>4wTE!+2602; z3QEI%~mVO^=+E?i(T(|5nXP&PKa7r6DO&R~$s(3s{Kq?FiI{|C3WW7*1#p2M< z^@Icq*QlS#v+Y%=P*Xa=W@jK$OC#;>sEjiyGBVYj*9qE@O!7lX#;A0x8~}}z=j&H=H0_+Nq@di> z(p_RM+d~WjE?VYDs(zw7G{C?9i*)`6u=lsHf&bvwKqqMAY-V62Vz1{0{hxdq7@3&< zWWtmIlVrgPEyTqXG&I4~uxv?8+`{wHmN8XsZBeP}0S^&y>6Az{x_70u4e!BudDhbm zx($EIk>hkTFuGT}E1N)@3GZT<0g5vJl$uBS z`UjM0bi#EjIP9snx}8&D>ru~@hNPE|F^}}haqz56(tBphxHWfb%VatlC84EO-TUTL z(#Zv5Fq@CyX#>u^@RL7%OUvoRcJnE)*H! zDx>zcV+WmdvvYzrV1^}0M->z6RZr9X@9B{6?k}3}3aJSUpY+SE$6{A5m@54@CFlp8 zF_GnI9A9)L4hH4%dP~nOul|A6(Q};0dr|go%)^1FUdCLP_+)z{lJ{zrrURJa*y+SG zE=otk8U0pe{jD_3y?3i>cPg7Hz_&Zi+wA-rn9i~O1L5g<_DWAGkLzH-!vZSN62G)Q z%f3dV2cy)kz_XR&uY~H{6)(q({Vp2orwgw#cP{0%#@K3Gp+lc8l1Y6dGUoFOBc3!2bT=1 z9x0rz32%$tU0%A#beHDFv{U0o(5+HyFJAYGW*e9N8_FIDyL1Anj2vm+2e&9x6!t4x zYMa%}lVgqb+lUun15VZ_xQb@dthAx%u|z=rjB zal6au4DA;qlWMNBoO+f-3v`ns$LJ}sPvI1XS1)yB#iS4{CW)4ugQh8%<> z$Inv)mlcoxCIFHZ_c(Tc1{?-<;g0sS(&M@J!4E%==epr`BS#81u~IP}B%8@}|FdDJ zZHZ~=mFdZZ<%qC8ol=MCg2YZNJ-2kwBMDo){>4I?V4(ub%nqDA(m|=^!vN-gZx5g%Ja!rCYYSuFq zv-nqE!Y|g;A5td=ho+D{FS-RQ;|QlxV2QUOE8>{lVE0Q-5zVWBnOyPgJ|MgdsM?al zUH*>4*@80%R@Y2Wpc&-yzGV}QXIFVb(`%!ix%Y?=Dylj_ZCfLguK@`3hbz`t#}9pdctjVfo6sqQ8pS{bS4~WgZwjTTqBYF%`S|raYn44&7XiQQ zSrsIP4%}6CEh+qGZ7a;xHV!#lXjPMx{oZ3egfk7K_Y+@-6{-AXf10V-je(?tVS%>e zuOKI^GX3-N7V(~j&k(LpnO;8orpQ*L1a%$a*b0S zxA*U|rTZBN;MpFLN;+ynRXkmK&XyHA|8&^uH$Li-w=5Xy;pUn|9UQwRb()oXcX0K> z>>7C+_7prYJH7y8T#E~#|MZ~tdc>sx9!|$6b7HS4{!xV!gYjF^8_Q{&51IyvxHM^B zneI18ObxC3Xo6Ka^J?40FCwR6%4`-FRR)&x*A7~Had@{FT+o->6+HK4V%JO}(iwrt z^q(4Bd|Ckb1{qEKrUHm_`bWQd8bHx0^vI1CjU);zR~^|6qFYP`-719cYSAx)%3OyG~+o6lFZn%zjNe z(}A0#`ly2|V~U?%;-UVwi%eO|$b*&-;IEFE0d|D{3~<LD(oF9;rmQ4^vX< z^<=+M=ELy~s(~jm=rh!8iX1VrhJ_o`Lnh9-y=EmL!8#48?LG=+7PICp>dhMxYE;%R z!A0UB*#rW!Ga*NVVoHrPar1)SEWO>fp0S0Yqe(8QbgQ#`+$@3!gRlynVDxAU^P1fm zBOKYPB?4)FXd?XdYc)!5)g>}+r-F)`b&?7~2(eWb7cWoRV>&*-xJTY#v78$nDjYWI zNI)q=+7g3K{NV%elkbUidwCk*V!4~C_cDzF3^yOk3fPc7+qo}_F^gQgP5@%SZd$_b zriW8yq_bRXO{b5me=+jaeFzqOQHNv`X+(9A-!;jlVtc*GVOlDs5t%ox>IE-D#Ebmq z8htMMyVIp?$85+vkGQNdB)d>!xVEd92!pyE0PYrcDLR;2`m%vk!fiWCu32g_0INHW zJI$!|TW+QIJSi0z9Ve}wKNS*%VPru;GpdzJpo~QH^J!2Ow(N)ow0?|>1s0hx0N+HM z_Qgs8m2Dz?j7cRYF6zO~S|pcfvT`_mI7UI(aeLyYQoV{yPe`c$-ShyP#_t`Dj@MpcMyk}-8L(wq_%JJpEs37M1eSI zOtscQFzc5~i#^TAg@ZQ1Cq5MSZ||j78C{s5_B9BeWqU})J1@~inD8KKY}<>cBQC8# zRi}};cFP1CMMC7z+yjG}R}S~B&?RKqbTH}vUb^c(kto43qc1+kd9$>Q7N`0QfdFn^ z`k5O%{I#2u;u6JV>*>5~(fg=Wrh_94*FV0hUoyv&pl&m+WN>5_t)!Vla+P}*t|R?c zY43UUAPYywI<83C<(6+)rWEO#yIhrzp+eZ9Xh~Iv?LE1_%F}D$8qP-BmT1suYh-Xh zAm&1Dcbq?5WHi!{k>c&_Gg9&2%aj{;!UAnklO4d9AUBXUtED3xI89lbQH z4z@uM*@JwxjPD?y8-(z~j-zK4vZ;4lQ_u%pElxl0A0~iwm#K6^=2K3)Mm)Tk z_r_2ZY^0?7iyv0M_BZ!nDGi<4mMb@6vd(@`GKXyJyAKR{OFBtkin=B+6i(ME!A02CThS=4=brN>V{hzIq&F>y> zpg>fmjlb9-{;LV1;y?ZS{)_PF-;0a?c!S9J2SCR`qFh}+KBSNqmV|)`b>)S21s}cG zq~y!pV~938e%^f3y@dkfkKX%xITM%PO97=$bgU&ux6bC(hUrTpMm+g&t<5l3NtW~9 z3#{kmno7os>E{gD`fjrz^jf@##N#WLt<*Ti1gDuD|5i+> zMmiw}*GLM+8xWM}X(0V?3eR4E4VV z`rj5&{Ckb>p9Y=zla&77(Je&{>wbFJ@mWWv%?Xhc!OMvY(_4IsAv;fi zx6yB^$|c3{s|6`NA(FTlLN?f?!fyRIK;I!`FSNY@&>Ec$=fJl<#3?{-=OGjo3nZzy zm;#wahEef&syYy`)E9xvfrXnHsZ62LSD~3p_dXY2sR>9(V+d|OF-)I7qs0NiS6kTfCkF1$p^BvxplEWk-;>&xmr;$ zBP?t%oFR77q`06qt|alvJ9CY^<&vJ|@lDAral44p-RX81DH}I|mDqfL9wbL9^!l;F zN3qf&+Ak7-xq)$Zpfed~Fc;~dXu5j(+SOGUh}S*(=CHZEd?IM@HSbPedjn++HJo(a zf;==n|B69lpROlDNDzYSMwT^twL69RyE`)$BeYjK@EGgQG5{VTTT4-1C?;Rz(#J`jJ z*E?sY{7TZpf=M!kF<@fg)36}5UO?xhicse`8M-}GZ~MY(Y^aUdXgeIken9A7+Kbgq z_eGia>J29f9fWB0t(Jt+NvDRM@vQ4-06WE|%zBir8vHfR(g~joSIyXG=ao#htPIb3 zy7it`DUiPE)w-%%{X3tWYsOs9p_55R4Os8yXwN2Iof9e%h00JN=S!xl-a(9eRe1;D zd*Iu-D_(rYj})KYt7+=t(tb6SV+d-I`^)tR@uxaak?t@Rs~F6E=%=WQFS=HuJAV$`M28EKMffZ%OA~c#Qsrj7UmzB-X&!uOhnBIDhFu8@{*xNCyda=mFL!U=sXAG zI7WY&T2*Ln>E&%1=^@CuoM@|mlPz6RjM}GP3ZrG$WulwXqyD0)5Hm@-C~%b+77W(J zZ?Wo*TA+_wMHrZz%JWAtuE>*WI&a`o1cUmqCe# zRu{|%SEh@A1o-JJ35qaDcnnA;^k|+&hCwhvGb|Ft&`T4Px@V{tGiraG=D`;FdWJ(A z>31B2kFN^iil_1gW8@5s)N>(!7){>#1e+)aojet$!O+yo0NI8tURi?k@o8E*j(HE? zzWQBm7&Hw>yDuCf^lq-(q&2^@!DuLe;Z(|6B6MYn*6@odnTSURA(?$f@>|}W#=hs= zR&dk@rSf6iVyc2n^G+Dq$+}+l=$j8g+}#sa#<4dI2l6t6sZxhgmtnaiwcmFZ7BdMK z$X&VZDW4EY+Kl$wY!4Uy!jF8=`Tj)mXB&kV#?ps38g~owbGT~2*S^Xd{8Qm{9R!SS z@Fx&yNTsL0$h*HyX8-rP(Lc>QhJVPi{@V;^GC>acvs4IjVTtS+<5oKHNv-f%6upt- zVXl5xt%*;%u6MN(m^2CR$dC&*kC6KmqFStcuao+A;ahOX$`q6)8njZ zu+hDXWnq+h$@t2XVCBDds5m7 z8+z2`cXW7xs2`Q86E9bU=o>FuQs%X)JGG5pXAM?mlrEZ>NecKKm^Q7zzyAI%#8Tt5 zXI?J`cx!@L>=$G)1D;N1E35u$K2M^xJZr$ntkp``!V-ncFq(G2G=!)|6hjqEE%iRg zi22oChy$sFLDzq62)9hjSG*bVs>w8g|Pk)~t za(vzui|1y(4U!YmHqDZ=bs?EB2Fx`s6?a&N>v@ndsBB3nU=hHqyeL_)y4tAJkeErN zqRhq0t5jQ`rg+58IOb)Xe{L6=Nm;(n3xnVZ!DyO*52LZK9gA}b6#xV!l?tv<7}%cz z00#9G%X8&d=zGL05{HRQNlA}ZZ>`XMJ-mbqkX5s|T!}EUn`bMJ3I6wE)&rSNh~%^sf}CsO0F6(FkDi(mgDVQD~q}FdD0QdFa+u@5uM?n zrg%koO$CRIA|s6zkU8zI7p`O08FI-D+^LL1LA^M# zFk(=hUja@esm(1}xlc$Hw4{g_*?r;N{bTO24~jG(v1+9H9E3#M*bpeyCCI(5H2uUx zI-(&KhRSBbpkr;huxcr@T`@%vb>?tTcl6RRftXe>YJ|U3MFfD&eV&=V;UGPm%|Xgfp3!+i!cb@sO3YbZLH0%nZ|?^Q;A0Q7oMAp z1C7YT@TKhG5E73FM1_Q3WY9P7c2;uzlF$GIog{?6U{axb#`)l&Dko&s;N?sCVY7t8 zCQ{X48A|yrZ@^xdf${p{zSU>EvAx&7XiXI>Py%#0DYzUR(j)2d)O(ovUvL<}jmK;G zQyySoYtM2nS&U6(A?yHHN~KPUIDz%u~bp7se{_ z2wvos%^Qrp2b#Bu!XwLadx{J}T{T0_@cGSs>J5FU=idyQcghY@(#g}>t<&cjQRh!| zBA7qRcNFI;V-3&qxtirZM6*`l#-m9UJG!q;%C^1b$@%zF=VZVow|wr99gCQsK)M5KqayhGgkp zn~k21WIohi0(m*nyxY-!%~aoY+LVc30Pb+{w>??TLzmdF%WZ&A!3m%&bi5+)FFkK# z@RiI9av6h-^(mJFQO_kaltKIwYtsa281guQl{Xo9wr2UGF%8?SwBUuoQ3rTw6?i?0 z+M-HgcQ7#29x0~|z>6FcNQt?N?8}#oe+{<~CGxwXHC&oLW?QQwWhZW-6EtuftkZsE z1ekR*szPds>b#D+)nRV4P)Tn5CR9{8rn)z!&?+%B?xfMNwBe|o((4Tsn6@njgWA`K za(YNdGwR69TBd1O zWd4R{yh zBZpzD14QXwJYF{=u9$C$p=n<0gzOoxczGC;p_uBZDEU{L*pTpK?-R`wH9UAa-)$&R zM~i3UWg;lI(?*kIdo@_b7TIgI8iwikDS>W+0wm%!pt(|CFMD*0J;0e7zTecY)M>%Z zWnKdhgnXGxsL7Vv0Ng&NM*m#mv0IxKR7VS-XVP4Q>pj)&*KGAcn2_Lxz^2F~-Oy(} zlHg`Zd!-A}x<;B9#0H36gc7KDoDRl0jZFN)*^9GTY3XexnstB(>*b5e#WZXEQ8Q>W zv5~I8?Kf(~j3PH$C;2pv@%RfBn%yTe((_*PRctvbQ>}u%6QqAguGIvqW4HfZrdAR= z(Zw6HoWbi^5)OJ6^cz(A{1xj8pK^)DL@B&SOC}K?3UQvWk1$CsJ$r4H4L<}%@}V;K z5G2clO;MkK0-~QBswF;|tZHlb{VTJ&4#_i9$sQr=@{_k@9ymC)tD?{zQ7rHk3q z_mhOtY%<~U6UvTxBMPC0<#R|c)_EAKksr3JnB4xcJ1)Vt4-4sev@~uixplsopwLyE z0FB8X!@>eZ(n1nj1aIs~-ff5n;(xIg{x+WfAJkxfx)#2%vHd|?e3oY6yv_j|(8)v% z$GJD>akaz8pRmi+XtR#D%g+3*N0&bDRW$QE?t}XS*zM{vM%e|WSDjAOea*AX6ZW~N zYMSyv{PIUu5@(thAo2l~XZ6f0>F4a}*hgUq=Q_f;&8^P0J#KsZ>Sh+_yW!zj=DQeZ zwK3E=hn~y2h4=R@ZBzsos$`Z|tzxAfIBs}V$CbIg_7_7{r$!DXCz2%cbI0D{^QJ`l zEp48u4O>UgZ+#U^J8(Jw6WYTvgyn=%fo285g#T6*$zAFn( zRGWQ$sQHV`5`(@4aiD?=S-$)3cQfd41^PKx!M-=Y!DB^owP!e4E3^a9kZduKK{Tv? zwrV3riKk4OnjDx9sc9KJROdWc6&78Fp(*M^jqzJSTvbC&$F$U#+;m zR;)cP#yh&ytCz0FX!i43R5`Beg&1(W#8cYlE0YUXAjPZ!<)BA< z`sHll0_W%J^PL1BvkC?)X}9d57}1sx1owcJ;68!&tGfX?e1Y*xC)dDn$^BMG*96EF zLh#r(^e0|sVSr<(-vOQ|oMnPV{ubP6K+ua^7yN0y>&6P70hYGm@sTHjx?o)di zie%-2yByzQo&BSxq5EL0TqQ7c<-|*aG%FnC5<4+PZE`c0j-38iN(asn34++D%_iDK zM>IRJd3w8pK*o7nt&_!K0P%11CMu7EDB4aebRG;Fd`rW^k84#|dokIL^Ez5jlX zZfsljUGQWS2b_oC6)BR+xlJ$E_fBpI^KuHV9#XayHMwy*UovCVZNi849Tf5b8?f)!5Fs2p zY&qibjjgSkVG(qdj$X-I<;J>h%uT4txy$Fc`N=;kd$lcY%3I9Ft8%kLhDz97R)CmS$e1u zChvr4X>z@*>1?h- z^zE40#IisryWS7$(We3WDi|nr+QT_l5*3_OH54XJ`|DDJ@Dq)T6IucdYjV`|EsVtJ zHrSmoMAX{@3vN>wh?As9k!&y=Vn>3|<9hv!Ln{+0I_-}@qc_PTq+&NlaSY%kG8Tv9 zd;Ek4@yx^?GdUmZOz($kDT1){DI^^~?YumKEH7GaLf;&fC`Z)ca@>D`=3qoT(6_-I;CoY57{zw5btP z9LRreruZ?zh-LaA)K_Lo+__$g%qC_**bZ9V6ntmY$Utv*^o*jXs=>(p!Mb0 zVGSrGH}-`(W+oI8@t8e^Iw%=MUOn+*gV}tdM7e^}=XQr!SSgN@7#`rRF`iHdp0YZ; zB=J+5R5^|scv5-IzNbbu6B$AGMIc-iTA!KKZi~@(!EwPLK7Xn4hZ|5{3Ix4TNl0V8 zyQQtq19PWquxo0!ikQ}21D9;c%Du`t|GrsvaBh=2g4WF1E&dM?E?6@ZD23Kzj&Va$ z*R!e0WIw5t$`lL2{uwMFj*58Jp?1L;_sogvHVZ7klqJawDM(V^>w{h8leF?dE7i1E zJ6(M&bmVF4Kn`lnW)6$#3YdJZxxOzzEa`VB=lgG{R|pEW_sYL$1^)Jw_g_Y3|3f$P zr=0-f=b?fBwJTms)UzMJhYb8D{tcMy3JwL<%FmSMRPe%xp+oQ+wWjdaRkv8I=KyI? zX7|IXybHL4?^(wsr7W!E#47P)_dUY}{wehpzeL=h>YV!Pd{$kgHH7yd(pqSpE~<4~ zeqc)KRh{oBn_sAv@zSjPuQ7?Qz)tstP)ldOQ6-5UBf6>Iaq>r+lg%4iwf0syFnyD%9A;HbmZDG;*+@;XlzQ`!^xo_R&)j0m$+fgR`nvaLEuZ{!-J^az(^u=2K8GjRuc z!t|X7>)=F(`>hTJBE0`plp1joEJRZ3P%@+h1jUnU`;kTw&r@T{x;Q3buFkcz)qqQXyTFFW=$bhUL zML9V_(PYUmt*-ENNVIK5JP^f^g2g$Kh9=J?Y&V5-UZ)lDG+{nRIbu6%b2lC_q`MBe z$=ME-O%{z;C<7{hGWrJhOw+9jK~{4K9B$;f--n3F!5Siuz{6v%Cydd;5=t>-*iVw> zARR@^>!6z|UY>hn`>gjM%!nxPYO@VEs&*9vOWPHjbl* zU$Cj&l*ld8NW31_S6cB`;dc$GVAcOE_>dR* zJONeG$lB!dI8O$a&m%+s>jKYAa#2)RMGv0tWbK?mCd4PX#d3$jpW_ro1Ct9C^N|G! z3LteB{348sM4@b`*aIvQOlTm43ghpmzYKMaC_B_ECn$8V8DRl+QOSI>mG(BQw!M1P zyu501;kn!fB>U_OUNof3=RY>w8-+^i}dRONPtIxq66I%tEc1CcO@zTHCTc39_&=eT;Ky; ze*tRP%DBM|veb?n*o7s72|qoxbO6q_pr!i7`jYKuGu9o%{*XF;{-VrT^p(e#NDPh9 zNa&!bxJW{9VgeREdD`&p0r6w6huv&)w4XX7yXWgw;4dY)UkOkFp{DJD-+fhMXbqtQ zycc)8F<8hTFugJ@P)(h5fII`)Wn07`Mr^o%1c*S1t$Ex*JWn(bzd?_5b(mJhRy#y9 zxW6Ag_6fJytY*n(?4hn?EAja`N&5)L0Q2LkU3dnNZ z5;AVvDde+s&yWk7uGS>F+FLFa~V z?)$ofeF;PzsM8k@$vXlGIxDOSiG3x=AEQbPj6`4&OIQF>DwGxjUx3{jDH?0H4+l4d|z zH(FPtCb<@LMemdo06*M=xeKuMYQfNCux73TYera(X!kkkhua~&a_ykpLcQ=q=ykZ% z_aNwk_6B(4Zb#z{b(6(Fse@VgArK_t6I&81B4R-vLB0hb^)bo$mdH2~1|hl)XzEkc zMy>F5hyh5Y<59(eh`-7cQ=~TdDvFsCYLRl0b`r#oau|x(W2o_J%Ty6(^7bnD=GQ3a3hy-ZaRrJArR62+hv=v2hwA(9 zG7rj;bj10_H6zQE^8T)wBPk@n;-4>cn`>#1YT#HiTBFAiVJ&!>kN-V*i}$PZ7Rrdk zNaKL~0C0eHP(LOQ-bb(d$S99l7!e=Q9ua-Rbl5t*H@(hMZKnOvL6P`GX-(;oNSJ7x z2%H#QCaGkzh`N|rW>qG$KyOZJu4le#{<2709ywh+?UFT}sl)WK{~CN;(-!L9@@#(B zf6R3pkCleig@uWwgq6%R#Eh9{o%T7kO*>*5ZZK7cX#`V0P(NzarcX>gpHMU=sSjt* zt*kmLrkUj~*evI&G$^T8HOZH*pF+`!qt#&LYu0R5aN(Dcpi`yOsg}FQ<(A8?%r58_ z>DKTb>zTn{(+%fK?=8s<%k9?7(#zj5AS#P3pQX%K&*vOsGib64yW-x{Agu|_6pIs! z9FTqceGXfafC8$*-N3sjG-R2(lk!wew=d+nH)p6jN|h z`7p3wFTXC(VA#*v?X&>wV`&X(BXnGCa~G7>6Zh0lo+qT1BafU1tOhn${#RpH0uJT3 z#w$`L|4Kzgn7V|->}CcLW6i$rG#DCtW6x5`l6^^3vJ_oCA_Z#Ye z|G3X{?|J5VX3qP)XZz0keRF>2yvvQ=t-?*NQ_`nGB>ZZ_lAla4w4Bg;9Fe6SqMr3O zbk$(NbRk)gPtZp&K=5pteOa0-WDUP{WXpbI;Cs)viH)93c}fgrI`t$dky4ye?U>*R zIQ5yMc9c~Whbu}RvOwDPS#>(;kBI!l*?S65qiBGQZJP@`*OBR0XPpXF9o-xqD7g*9 zL~$QVB!fP-f0XbGpqHk15U-P{7VDCb6>}Dg5R;D3xUQKuF7B`84}Nuno`sRlnbn?@ zy4pSaG!fhEPU$8PDWsGvLGbywG<@K`yHE(t@!?Qb6 zr>{uPLARoK|kOkO6viDnqctZezamdnluv0NsF}v*coxFvwH6leKiX)}m&Dtl; ztIg@m=LU@PGEDm-uIRP>FlZR{9hGP651kp(bX8v;Xk77_D@|HS+H@GUKkm>!Fjf3r zyZ>=j!7M}Aq8i^nl3vv^6F*&CZgOA$zUZ9f zVn~aGr$kb1WsqGLe`gOm1s%p)84y~NGj_MuYHRoh&iQQGlma55XpItc8M`=IyT-B* zO(W3ju+ihV0)M*=`9wKQu|6bf2u~LnPg&h z`CX%2OXs|{0=k(?qQmuP-H1~K3l^nQ)_GguV;O;EM_ng2bT=V`E5)u~0=J_WDg3B5 z=6TATxAppOOt}tjwH-@6r6<&Q53_Y=%W!rqo*g8AE&8=k##Yx_k8x`0@@#C+?Uua9 zCP7|>ILP+X^(^_Sqb;c|T;loS(-IjHE&l8N1NU;4tG_k)M|6yNmUI4kv--3xEym4Z zv(&_(?!z~;wwdQbw+2(nup8Yg786F3;~fsfg;&YGgK1?#EACryn}*A^Ayc#RYw}NH z0)!k~sDCawUbQg(I<)HXee>YL^bexZ2BO*Ha3Xjcf)N<88_YtN%uQDOIC!S1fHxu7 zfFZI3BO+eJ$`Pzh_JoZDw1!|PUR|=MGdm!pJb+uIiAFYHZQvK#C|~y<0qzk8mBw&* zTfDiI2^g|l`EO6AY6OxE(aI7Gf$<>!QT`9+{!=#?qM@k;hQrb19ssTV-FHA2^*^TB zI1&MG3)Ch`UUqYc^1-2iV>J{U4MjuY2!s|C$_{)ufgX^ojO+{vBrt~s-cVi{{HGIe zULF)!heO1UXl?|Cqr}lL9Zs;K9iC)+53C?6j5$Z%E+dJerL!nV% z6yU)QiG+brfWKoD3I#?2=MNaz?l%(93qk>*&ESAzJTzd5jsl=A2Cz6lzyMz0M4Ft3 zqhWhyeW(3Dszkq`4&wh&Sl110uzUnPEw=g#1nCp=a2H_nP)YLr5P$0F3dMWoE7H{( zHJaa6OUDvZJF7J>wfJ9b31*6%sOja%TZK-A$6rcExPP5GgRF~g?)G^XTr=&MXZxzQ z*^j1r4lcpKh?dEH?Ge^{?AF%{^y}Y@UPUvn&vIV?bw_=v>dBF1pR3-qVyF{K71fo- zQDiz#{WL>|HY!cMhCS{pOjr03u~_67I(eLKy@2h;#TTy0oVN2a@k*~V<&w365!)i` z^IC1E-gaKe;sT-!yrNfCyy>o_ZNMFONGmrp?hs$LWo%!fSvS+U;cHdJ-bYv`(vNW{ zm_}qy#~x~nPPlQ7Bk5#111PNWa_7y%rpiw!kEY17FvQ9T_uKf?BJMmAQW?EV6S|u2 zc!{Emc(eS;u;!xN0)K17Y3MKDKj~t0p`GnE`scV)r4I}L!z8AI&;O2){F#znA=@iP zyJ97Ww*Y|Ze-%1&yon7M2>w7WCIY++K-%0eBp^K8a3n7v9vEIUStiiHYe5Qlz=?*! zmL}!|Kn@|oHiiU1&aq^%Ba1CL!wo0zY~k?MyM7Zvyg+G)vMs?vja)+Gw>L#3nJR2= zvLmcuUO*xtvUtbc92~n7X9wsEpdU(rg8^?JWSRfZ^R`3yGvZw#gny){G3%rhJDKR6_LF|%A`GvC|Tbc%=vRzLOMC0D6Mprf5K&=kH3hZEmSX__gFN=3W;*}@S2D_Vaf3PqGX>augGW*)uu9I2d~zH zLG`I_gI-R%j){J<%wIXXKD!$ zZ<>1;dE1w^qDADTzPvz~c30Gt2J?d1MktpkPf5ShOjgbDHu++-icwxO&Rd zmpEJ}CBv0+(MO%e=i+oYWIic8b330A|7sXiRZ86{_E!Rx!Fj%a75fEN)MN5+%<&;i z=2VSawACLlcca(5 z`bFHt2jjvOg<=I`1-go*L9$U=}k&0>4 z$~?E+sW7)FJzOYE4=>C($LyQoqwJdW17?VrtcXmPzjsog05 zNY&v-Ugj>s^S*p%|26V(I{J&9a>zA@hR>+^p_fsZRf9h1@zfIqvKw|R^D~%y*sz}j z1uCiDS)Zk}SeiPzidm&-5(5Wemp(~#pD;SN6h>IeQ;MB>q?`Z#+@~*WLU)9-{pgENlX+(CyApM*^f zZ~jbFkkA}AH*$Ql?&nt(GdC~PKLS2~e>_U6U@n8{Rm118Nc*q9km1+2=T~yLO0JA8 zFe#V|^=c}6^NXM4eR(e`EBv^MAFYAHUtVe-^KPoP9*ezJcmBBb&07MasZe%NP>>RL zl-abo@~`t4Qo zdI!Gm=e#s7b!?tw^PPV3rGMTLmDb=%41g&~bl-S<@iq-b4fr-?dhlH#Nh%jtu!RD* zDQ7soRpKzDwL6gM8N^0VGRQ@8j0pxc)orzMc$~*gSesZ8-bR^QXQYoCM@*6e=#*;= zaCmTeWs`+n&Qdy!b^H}+oq3*9)19WJA@+RLv@J1(6m8al9a8nGxd!T!bH4HKw9^c) z`gCw|8W@%(=ZrNx(4}y4p-)VHTe3Op2?nLzlrOGpQ49*^Jd+aB+|yAM7afx2ZR4_K zyadu3a~Qiz%q|jaH2;Yg?(k9phx>9jDQa;QatcNm5aQY_xl^@?ZperPWB--W_KmAt z+=`ml`}3c2eoO$pq}zUdIY1@5CbYbaU$Z5b%fWmUu>YXqo>aWr#x$mArdW2lcXlLD zz{zAz^qtHTGbvV!{)*SJiWwfmmAE#_U*Pu9R%7RC;x^~8H5Sp7b0#j1lRbt-^grwG z`8RlklM?HmXI#%$$u*B3sP}e#LC6n9F6$5tC#Zt565hx}W#sZPgXPSL9Ngg$Sza{~ zBuZOUSC6G8h|HSROWlD5P+9_)r|qof?%A(;Kxtm!Yg)Q@%YRpD7Tu;IKH!j-ctnHJSFW}FQz z5VSsLT9FUjv_1w6H@b(>WJQ7lD*5T^WwQ%Rg(W(y>FyM5U7sl}O9*>7v(qjm#;0 zruK9_v%57{wf0F=Um9EZ>2+EO%Rbs`9cUEaqKYc&9h=QdKc=Qde^RDd)_tc_gKf-j z#;dT?ja%AlxVAGG2r+~@zOuIOSV5dx+xYf{v0(O)ZvtcSAciCERKK*|Ee`!l@K^2p zwqEBcb{mdmP~@YlDguxcEJ- zRZ1w;_EKs}t*h8R^eMop{@@DGkwh>C0q6|@g8rSryeJglw$B*+o5qU;R$Mz*!Ir;i z2rL>{;qRpZIbiv=kA{W<=wL4mfyH0}Tt-g+tPchtw>>l{8UbL+y)+nr)ByCihYtqF zqV~4|Ltp?TvX2k>U+P1_fCcDYzTMnj8gLE=-9I(}YXS@1y?iiU1ol9?Xe1CKU>_d_ z7~KIH77GAla{Bwez@bp&{x;xn4B0AUFCPMVU>tBH4A2_i$A?A(k!kkPFmM3b?WbW6 z@?nt&<`)5l9+)EpFy;I26#@nYOxpLhfq-GiF%ih=@9`qw2mm$iqXC5v@F6gm12h!S z!Tn`z&qO&X*tYGCZL?!{Y<7$eZhC+BzGshf&KiLLS9hMfO(gSefoGmzz94Hz`!zge0XIRiQVxfFAEmQZ#! zbT$F9{!^e}=+Y;I_5VQU6t|97pUosqJMGf?|;SW)p$DJJgDKn5wB zPYJ^RK8pPNC*bAQ|{`fciT zd%ip=zU;2rcfY$l+veTf3ZA(1-#PW)@hf^}QFakB8hY|DnuUEov3wD06WnoT+kUw% zHGFd5^piZf@A!UlorlwCjtYvgXZanJ_?Ea$i!=#mg{-vFLxtkGeC>_yB8|i>4nG|H z3n{B^kF=kBPtk3t4uv2a{LCFcpFB7&%oi)qczbtEKg^ zAcY`_>yMdOv8hYgCfU5SKL!+IHi{D?@Yhrev_Z&Q$ZYQe_SL|+JE&XQHag3Lv@iU@ zTG)BJBL${z-*K-tHqLavwuoG`e&G+mP4qu%{bK2uV3oZZ=gPjqnLJ^Nj0W07a<^;J zpjUDK=keV&h2EEtIZtysLN%YO)9*_4&o^M!7?t<4{V#q>XlAQnVkSS2nQrJj)R<}e z*WUxi6D)OkhZ-R|O$_im`TNCxZq8W6sTS~q-QOL#e1yb|uyiSY$9hCbk(YB$>Cc^0 z7)gfPPBy@Rj5ixyFkD26VEvhwTIG}3%yXRVdtT->^05;S;2ei_X~8`?rp=X~!Mz}U zx}j{2Eg3UK{W-)9uHVR@|2EwrCy>SIrvp2#z}>f)pPkZItuo3bC@r=R#&zsk*++Dc zwLB}wmyJ!}6uL{@ff3Wj!uF-D?(Uc~Ma@63J_7uVqHoL%&J0CxQkIWOeYJXhG-qWTdvu+^T3cSCck&0JE2P z@p-ukK9cM3Tl>|OE=$v_r?Q+)lCQ-c`#a(!OEv3Eab6QT!FuZO zLdVjFeHMk7EV*?>ouB&=Y$<|rnGEu=N;Uop;7gH~C0U@JqRvST?VuVn+~X!t>bAcQ z(;ZOQ3R7JN=!$un7;$m#i_k28<31L3D3UH4X?v4yQWJfR<`nE?4!MZ&&_d?^VGEms z@+-=TzXn4gE`F>`mrkOw4A+R1<(ojwFu3HGA-d78WiVyZ&{z*>APQ5iBqSz{dKX4v z5^yIu%W+QM3~Uk}_QY`KLE-RYgOr>?Puv#B?pD0=4`vPBf z7DmCM_L=ORtGM*JKT?pYD1^yuY@yB_=s<|)P-UI_)%alQ?8k&zI*=;3z*$HP`N(1_ zslcsZ4END25xEwU$5eQ#<#+eevdJOyPgKKC>ys_0c$+p%Ce`)^6_4}G$sQMIX4b@_ zRpu{fdYfu%-!5eQ)go9|C;5VDjaY2+a{@ZF3yu8VP!Gb&LHXHk&wTo`6^Ib)Cr7aB zl9+Xi9nG1(pi31Q?Cfd5QVwx$a1kv#mOW#AIq(=l@=VGYrO6C^c3>k1R{OM92~#ZK zi$?4#?OZPKpLEOJ57)IF#_t$o9*H+j?SihZ2Q(QwRP@tfX}hE6okqN6pW?921i$cL zzyy-uGA#38fMkn2MtB8?kgaAB4nUCrD-1Zz zTdjsNnFGh4Y&*s!Sc6>;R8N~F;jU!BEEDpQ=tK2v5m$$&e#wBz7V*DSZPMl~_`jr2 z)lZOxXgacCgUV3MDqWQPF|n3&spe3lEn}XvC=FgXt`f9< z%4C0`t`5#3{KNi%yg4jm*hC9-c$cmEm^3kV!Z4mHE*QLcQ=@t#YmhzWEC^INY4)0T zXDa?V{l_F2*akhc4u_*Quo^dtYAlY8Vv-(}m z&N|?S+eY87DF@AT{xlPq$7RoNUN+oQ)g|vAc*xR0tu_bs7W>Ad9o1R2S|7oy->r`J zCYH>5g$bkd*3q`qV4M)h2P^gs&tfzT%@`}kXkwWy>gwcC)!(b`^jv#^^T=g9N|$VD&->6pquEb09)~{igwU_jzE#K zKVdC7eU=~Ht+N&NVi!06meE;PIgVF%NLl6=k!pl66#O-Zt|c$*&si#vI9 zAj%)OK}e;$(n^^zJbg$|Zo2^vTd@UI#{mge%lG%2hu({Jz>JFgpL*HrjkTh{mHGu0 zEAm@v?Z;&2`khCrvQQI#=;8Q?yI2UN|$!?aFChWvWh0N3v>Oy!I}8tj}Z)hhbi1T0eTHOQueI zZ+AK&;;CC+uBb!Qky&wuw^kCwM7-+NGoe}OvhEg;FI5)ZzVFfDPm<@ejW-`tT4(|6|)+4*7p4*~A4-J~K;3`KBPpVO| zTV$@0Hc{CSK;exrSxT5O&Rb;5j-uxaNE4TsMYks-1q~P!{tqw8^1Ds!~ zYvyhyjfV<*1aZC>pZY@U(gsqEBItG%kaT@_Qtl|22|j4xUdHgU*(;zAc1H`Kc$wTs z&awx6p#s!&_r?Ft)tll19Gd~)C4^09R_~?xfp8$;#PM+_+zk3)#ytKQ@#dE94j_b} z#<2cwjGI=V8c3s|be&~fyn`Sk#DZE+;*(J!OW^F}fM@(XkC5H5qz9o7jNWHl|B8H3 z^W*)!HOJm(20^zzZal2ROhCTSij~?=aVBXXE{DyDXo`zz@5Tn3wu~QY>2}k7=;Zg+ zpvLsD;kZkwv^UAej5^Y}u6PB|lg;=+;G9psJLpNbs5!$N3d>TgGwDL2pl2-(OFSX# zUI<&sH%W;p74VZ4Ju9+JGx7MZ=domQUxST&Buj}g-(8|G-A`<*(00W@#F#QbF7F~g<3rQ?z(z?;N-|H z%L2VugNiysiD|R!dnEWK6vIq0Fr+S{mBe_`+R+Vaq_UvLAU~pfJr>{jdkv!s(98(t z5o_HiOy8p1RXbz-w&6E-zg~(Ukvn|FpP#sMdNGaqd3!(@WhF86y?f+c9OME>e$TfX zI1ss|tpif6t0#obKpYj+N_>et;*P(E-Gn__*}B`Qt=n}2v~l*i zi?cs%p&xshf0tj!kVNfE6zMhuv&K!Q$ms$&HNwxN!wwowRX6#T>){6_zXKQLfj!oe z8UAFRZ?Zq9n%vH04j!m9dByaXk}hey9w(BnUTCz}I-<+B*xBgw*e@*Z)SI21A@pWqkoWB%1mW9IFCZ8Gic*=O zLVkhbbV$1*FjsG%X!FmREOol<)JkD?_S!=!zs^#LD}&z07u)6>+U;1R){lqPk3Bd3 z>akx*F8!un)x!WY6*@4-SfAJF9{tf@-+{JI!Wh!O+GXJ0LG!W!MOekT^R+ETGPXmO zqT7LxNT*fm3AS`@JJk-~LRAf4hy_(vo6N>QAqp&ombNi7F^vm!oaskjj*P>F9n6JX z4T3qtqr;4#NhI@#e8PYbU^KIls*DQJ)GGOqke-a7UV#x4g2jBHHN5Ik9w2N)jGDU?voQ6h z?uX_6}q{sPowMd&^drF^D@Aq|Q=8^ZSN662~8?y%9%BOj)chT#SMP8?Nk({yL z&Q@K#zxs$&Z!H)oSY8d;DbRDrj}nbu`^Zeu<(rl!l#RTFulM(+ZuYT>><*3gWDblX z_GF%Yh9oe0O5KI8b!Lh4O zz1AE)Jwz{z2#WB6Sj5^p{nmHhIj-*#1f>PKciFsS;TInA*4TkJ^! zUqnfymn+s7pU`FZ7Kt0ywJ(yJiPMo!n`7y&Pus?<7K58{Yu7qmORaHB=2ni$aVs4w7oldV%?~0ZKo46F*0vkrRt>W6djBP(l*Lg7>7NF+BG-1ChVphee#5A)I0YO zmLPGBZJ_MbT|{0Fv6mrmjRhYk1i|c-J5}pSQWhJk9383)^y`!ynl4i-?RGeLb;M$I zRELwvswmwiB7hUW?!v84Di2}R^L3bpnKfx9&{I2L4{l^=izQO%iyfR|STX0*a=hAX zg?qR{$s#qBN*Qi{Xe^EI!l#vHKms8CFFpPRi~n1X%*bCF zC*P32h`jqiwCOD(Hs7B=R+-)E<+25XzS2qX7=RFsn&|9i(DjEY1DCRUA+&AFOn5Q} z-D`giG^1y+J&zWFzsD$RNN;Zc-ro&Ff(JZVxu${1*|**eY~n5@)o_wvAj?wOALCr* z%6T%efZFXAx=NBIUAUiw>JN{kAb&-0>mb7;pdZti3?VmGg8qUodDW#3KlYZnrBe7I zvo%qQ9^0&}ulhJpMswQb=I1(vQ{Gt0D!(WP?EIh`Qc-2=2657K^7=os#q{4?_8*Y@ zFFMPh?DEa|AFeAU`nTk7-KUEaHgq!ir-880S0Ob?8c`EVLp2v=Lt7_0`ES-14lX9J z3?fpZ${tS6CN@&Grgp%;h*-(Q%;M8udH^YfK54KC6_7#R(b&ZCFUh5pGX5l{7S0}@ zg~~4W_SPmge*rAxU+Bs3cPLR4CnHA-duKaGAk)7ovHB-?{cNH130$Q_RqQ0BMCAaxXl01?*E0u{}su9X6gTu_Fu97EB3F3HlIxT|1;H}liJ$Q?2|UL z|C1`=f5hSVL zUwmeK&*E}2HLZ18)vj;5Fio@;W;b3XgNgTt``)1gUgTc_z5j* znBWIHV2!)QbF-g8?M)uezYZP1KAEYijllaGFw72MoYwx~Z5v>}Zw1(6^XKo$)Mux$ zex0{+14EyAzCHTMkXhUcum1U&1Qbo_x4N(XhAGGI^=Abb>ngCBsXZlDlmmj%4fgsq zCn{D;rI7P}Kmc?iP3dT5+-YLLD6Js`ohmCWu>`zo&NTf4T0rs|Pdg?mQfZHBK+#pf z;&MR`lH)gF0oVqBfogvs_)xF;(cN}vUoU2Cs|_sY5p9nb2LUS z{gR?VV#y|M44?rqjl-aY_n?gKG{J)-tE>t@!tMq!UoZj3Nb5@+pSx@pA`sD>t_Oi z8y}2bDiuavR39~2e(uV(Vx}N7n3-aDV$^o6^LD_)DHb95xYeM+>Hbx z&Pm{ForvkomXwihoPY^5AHNvh2$*T9baqp;t#2Ie`=M3}s0-S|4Tg z2+$wgl@byjX9g++6wC(*4sW~x$i%*H=?%aMv4~4&1jim-xXeN+yhVFLB^QoId5UE- zCIlFC0rtI<$eg|RmbzjOM~2;cKia>r02=Q6LW6J=HP#-Z?9%p1_E>CJa_4zWApzd& z0Du@@s%aqT7_PpOA^ZjcPt$#vr5$W5EBz0?wPg7n7a0H$iTR6i3k>pIs4PHtPtHD= z&mPQk8`c+4QwC*gfV4q}t1~5M-(qR+1Y+<5(v1j+y#NN~uR*aU>yiULh6qT)zqp1- zo1g^1j~Mo&goI0fgxKtE>=;4^z@<2;Ek?NBz|9tC8rWBnS*`(QKs9(Wp=n>0vm5itqzP*L75N- z3NUWUt)s=G67fhReo;D6-pJ2B`_}tz@htHz#B}k>@rm(h@q6*=#1eKTdji&qxwj_P z^0W3~?9%Gw0OKL|YyztVvwibs89pfg++l5|D<7CkcB=3Ed)j_EzJ zhdcxYlVjB8@gwLde7hLDVtfPyQS4@?DT#lH*$$wM+zMyEs9<4)j_K#;CcgqKzDU`F z(Dy2o1vC9-))7VOCv+xM>m@H+MCXG!8S^OfhfR~4w(?WoroWiJ(}3XmshJN$9Y?4a z!t#T{6W=6XsulgG*nA!#b|X@3Agl%ghBcM;xMx$(x9Dz41bAhnreAmcJd?Vzm}g>t zKKmfN5=1)>651z7gTpdF*8zm=#xjVYm1v>M>jg8tVo!&0`a;NpK%P1vU+gF3p{s3E zDS+$+1jsQG>iTN|Xz&lABXPj_Qx_(SVi7q)ZF3J_E}Y$Bu6R1=!`;{h22JN3m*XXk zcUjp3WbMeqr#N-ZP3QS?-#Zd>51)p=W*u7c^L28vpZ%WO#ot;Po6kshZdd31buoR7 zz)*4u4}bp{A7s?Ianwdyrk|D^Z3-ATHbn9vyOW;J&QbDlC zxFVX)Z`JDl`7_OC~iULjxUwUCUl;AE|+Z=z<-Lh(I{7c_s^ zI?lsjYOXCsQ2TK(rPEt11=}ts+g01OMz^D3Z;kDKaTVj(*BOgi=uv%Augr5%_jIoU z3t0yoNQ8jnU+c*>o4Q;UtzVM(0b~VPm^W(s8@Nyg71r z#=XAal5!%kQqv$m+ovomAjk-&YhcRQOO@(rnkEKwQTfF5NI!Zz*Kc=2p=sRS^eji1OIT8 zbFwbX{s6QBf`Fl+7rV%bjxIZC-6kLgvrU2iE;gGt+N|f0?BVRB+}ygscf3)(H!nB{ zl2P<4VjLW#EYgY2ws2d!4xe`5FgqS=+UOW1{C8GtYQ}_A!lYm9`$APOgj&CmztOA+ zsWK4 zles{Tg^BqPwDC}RVcD@jjD`6k5`yxA5`r>}vV_7OC>_2ep<8{?C{ z0f(>C=8Hl7#xewSHeF>{;s=|nt%a&7KJrtYXgDG6`IX8G&e)xSHHdzs|s3wZ*Z>jsX zJ&2{=_SbH{IRV3zIPCa-G&~QrX%l+b4^;f|&qsk?m#qPSF`pwAvlwRUh4y=P+2YUP z=X;G(PO1BqvOqgav>q0gb#gBuZMX$LO86|USZpF2{Bn*Mk z@KsLSvQp_-!YI>4nNp1Jdn>E3&UOUK=ai#S9%k1rpkT{%P|TxD#v#Vkj1S8ijSR$Q z;2r{JQj|qaj3y4FgiunT-zSclvv#tAg=eSPsDjTx9Hm`mEB**6_Y-kAJwi!)6q1X+ zJdwyI-dbE|&=5MHF?95TDGnKAHWyK8QFc-x%H|yCgu97$PY|&%Ah@5a2PLnpE z#&d?JLPXAfOPEZcl&a4%nPiTZ$GO72Qj?zRxNg?GXw9UIJ>1^_=@>XXiR3MZza1>O zSm$74we>51YJ>0-*XZ(Ylj#Z!DY%1S*w8fcHkh>Jgflm7nFl6L!2=tcSgi^=CU}AL6y6hes?f8QNjatfAGUJyXunIhBuOp&qm%K9@S|PC>?fgC3z2`gvw7vdhk;J{jMxF6TSp`dVD`VN|OjGV`ndk z)b>&~&BKm9m+I@7|y!P(f<+>!KQKBypw`bDOMk$tr~zO~!k>3nfEX zAf>s}5kwsxl#Mw>Vo9@Gv}au1dqN%G+WpBUhAy7^xnV*YN4H!BFnO7%vP`gWfdqp! zp%w&a=tu}2_XQy&v~$cmd7506%Tzm0+AWv(!~;DwOT5?ktHG3QM?wkM>gm^1?lsVA zkW&j23Fl~YD>&yyh_YBYHwlbcg4>c+=mQ87`J6xEBatzZz`T301p} zo*WM6fAVj2?LD2Hrk(~z=>Exh^BD3uTdHl{)DX(MDJH4RRoMM{@jOoi5VF}vT@|Sj zM1_YY~GS z>UOgXflX3)U2y~?qz#ClyI*0zT>&`Wi%s0XCz&L2;MS5ADOq~vf);# zV~|Gu?6R6F!IpgQq*!sWwi0^PT$Rj)A%E7az#7z~|N|7IN0=~k$LDGSW=Z)g2 zahKhPPYw?TKFg%eZQXhnBH@o z!hu2N{h{gD#N$BZ3oZLJ0uOAwew&NF9SZ!JAv zjI+X;32hO@qjzd$ML*+LzhB7A1!n+ceMz!l%i2lY`eA%wmM9@9lnvX6e4##z_;6Trk4M4Tr~?Lj zxqTM%{d#0o%Z+wfnE}z$1D@LZLpQ7-a*WRIL&B{=z^OuvsK;Z9S$j7~!H zOM5Stl0kgDHoCekt&5RU;B-|{2ix*;;sbt8x>oX9QiS5z6inP9;13N%5XwD^S_lUT z?(~y;7qaTfWSy|FlLCrd;b+(ESYI zbTM|plTncKd#;i~yMwbi#oCE016kLCRfGGdt9fo zYC1vQEWQ8aE}tM|plh14?atFWi672UilckzUYV3)o|L>vrf8Y`H76;#U${+yDhWd( zA9Gl_dS+A+_C&unJigXMV&_gJDGEO&Zz}pvfprDgC0@#84g^Lnkz$I+^^Y}Y4~_eC zfu7~2zh7S>zt@-N8t(mH%^tVx_r$kt2h&ogzhUooL|WVk<~ByJRK=I7_AkWbO!M1}05laG<%M29#)7EVm9%}PTjis}84)?R6oqvPl8%y&(o(f!%wsHUOl%st zWGXlvxD7a^3BLOmPm!*=&BhI#T&1fDx8+j$M|4&b4l@=q1tlO)yKNIbyZ?Uf~5l(PPo{zkp zR)>K@U+^gwZCOpb z`cO^jISL=cDi$oo-$ivI!`RVC{QF^15whVrD1_G9FQ<(v7IccrF0$^|a;aOdGopWf zt_L}O4CRH&wlXATZnF;t8H>7H$HF3DJ`Uu_jUnLR(G?GKv!KcMW+z(SaEblK4P#l{ zq@d9fg9g_sw3PE$uV~hPi(K$c9>!Vt@s`h8F0Yzvl1}mGhf6xetkfZ?t)aFg-10Z8 zx)#o_!`V>+C#=bNs7cF-(;BP;>?HD*ka8v)zbs61)RKGK^lSASY#lC2NW2#Kf-AcDySn@|X@z$n|jYdOn~2K8MrPBvPt? z5~r_|;H1&$Lm&}3u_az-B(=lXZO%|6s0rY9D*vG zOSLMCZg_@m{>Qd7k}w%W#vN5)#MJmq+Unu72rgHhb;AXK`lnw>_rY3I%8S{}qD|TB zY;pR7?Ih>7;exbJ-^|8Q&ZL`G=!jC98#@+O!S zm#!8LT{HE~AFxN*tsH7hmJkT;3!gN0$_Pnv{o=0S}UigsVP#J8z=R~oGxgX)LdT$7iL=~FfwHvKYDM} z7`M_nTrJPm=e-}i$t|_M_jx-txpy-DIQK(#idnC>Js?2^>kmd!uUXlO3bdp+t<~eS zzf0a@Pz;X+>1E5pK+Pvl>RT6@U51GpWglFY9Okb4F;T^mkI#tX&akg7nk)A}Aw?io z9k4WApixfQ!Y7zI`?wXi1_rx07h+riW0YyLa71Q7NC%Vfjqrk_SRo=!I}v3nxezwt zd*hm#bufas6)d6-3!GdIqaEzH5<{a4-}1)B>s)PUHIDS|NKEZ&eRutBa0D!Gx#Ruk zg8n+gPZ4fa#+s?fAL%e8kRLf-Oxk&ewoGPx%@QSNI~t+N%<5HKhU$;|Tn)Z1V(z&U zS%lu`g#8V~13wol?6R!9jM3VfR{81c2?Nu;A}kwGVNkcyRPxj3hW`YSXZ#JlFOt$mR$=cp&)Pzvi~0uYdef(S|cc!R8Yg`R5Rk;Kin7 z*iVoV+5auDL6}zyC*yFX8tuHp#x)ywnIbAgk>+;h95^&i+1!^v8WA*A@XHp@3=3j1 z&DjOAIi@naK{~CR_I~&{9rPPEv7Bi%f2qP0EX>oBQhf+Bcgw zH{)g~*`*myVoqamV^&I&1f|qyQB&hnI*tq2C8Q;t$^b7@}iaP#X`B-&8dO$_*p`erhUBRZjNEgxFSxgUY z+l!7!4GG6()qB-W)t>dnn12npSgz)vj@rVwpLwXX5SYpQt#93NI-i$nNqJ+%`#ZU6 z*!|?DDXYMf=+kDG`&xq6boctbxEMs@`<;jcQpI!x>~M>hjq~@?q#h+jU7`c5^=V8I zRF%+|8}iD;q0u_6*t5|Z@S!NhY~Mog8=y=ZK{ex9BUkW~ zdwm`36wglbVh(Q&?dJ>thLn^EHRX5@KGQfAUrDEi1^f&8H(}1f5Xm|^Vo2gamg@~ z8^>M7eau*3%Nb4*S1;^fYMO1}F!|gr>1B7SC$B{5W%A&A=DY6u$9Lqt_3fIXio%-W zoC2R>_v>J$1vy?Mz9+LL-S0Xdio{|XM;nNalYB3tv^JyrmzPKVbVui}5FNH-yI!VM zKE~^(4AYZVIPMoY#bommvKOg)e^xgn9$sF&x$Lfsqy}uS5)(VhE!S`P$7ciLWmaS? zdqHkRq!9TeOCV`z1PMmY>r;lW6QaDicZcHeC|uALgFSf0iwl|sBa1A5W}x__e3IF) zdDKIJUcYzC-^TMz9!xxub1vV;X{d7NrkcWc468qH~hY*<*769E_NR% zg(1v%-$Pr@-*J4~P@@%*)LoOSx-MeUwU?|tQ+9Qb+Xj6{J--m9d{-i1He=OHUu@@8 z&W7%AE~b6LAB^-l#%z$k!F942i{SR7dss#;eb0$l-+C+BEH}IaH-oWO3m$a}COitwHL_qe&&;`Fsz7sP3a-E$6Y>mv z5ZKT3Y7io{_nlPS8PuqS3lBXprqBVkL&k$Qye|EoJAeWjeD-*>4#y$Exh9yuEi9#_ zsCl}8T|&^(Prt$Gxdci_D-9hX`B+co0s@!p+O*=91%J+2B_`!d3YLu$=GgAb@gM9? z)7rEzaw3W8JfotHP#p1@lk$u5Y?Bg(B}qw+hQ3rAK`Bg+JAYP&jG0<=S|(d38#g*d zb%^PbQ@K;gY2_wq15lM_2y#Rt&vBhPg3O(rziV~i>u!eDD?ZpR*vH}$l~s;sqdifn zYp5`uFMzyujE~ni9}bL<+m&v3m6GOA5pqgax;eY-hQE>+00eV*#|kt8{c&&>b1b>r zTcj?s>gp?RX*v;nhM!O_Upm@LD!Xpaj$O)9^yRnm8^BHEZ_AZmUn-ksVIwf)_m{0$ z){eguLb5m#R_Hz-rw4STcmfzYIsh4=z3&*8i>qz3*MQxNy>m%f* zYB*7uKiuNT_HZT>JIt;@QWfJ1@r_xVX?U8})4`nMppFk+`%=L-#9E$H^Hq1M{3F8C zv)Ht^4AW;rb-ecD=t=ob>}TfD60E=^`QiYpiwi76R{I)&4}EcVRZ-!AG4pHo?pY20 z42xH`E1geI-;_1?qG|;H;aSaPk$ZHwXe)mf#*Kl+X!1M*A4PR8!*XWI)>bNXC)-G1 z{JhoJGD>d191qW!h4H*&yh3W6={03~3}mXt-cKV&eKX157qF<+ z@UkKU1rNP{#OxG8QSxSyr9bq9ac?K2M&G)?ex1?%Wyd5!V=xO=(LgyJp%Bhep%A2Ak5e*IpVZJlLU+}S zW)&eK)$;BqZ6#eOWiyH9 z$tr&gBHu!B=Zc1BH2KKl%Kli|TH`x1Fqz5v{p5v+&cyot^fnhi=PM`ceN3p^cb-ti z45Osf?ssi7VUFnQEQ|yLsj^xoA^R{F@_a-~Yi1Ys>k?f|H7HZ&u+nb5>vXb0tRYRG zuRPHfky>DPi&<(f02Qyu{Lo%(kI>?zjiizf^p%I1yPzTHL!(9uzvY8NIQd#3z58!T z6?U9w_vNhN9^2RUZgd5A&Tz%1=>B;}RgB2&A#+YXT$_Sl{Um=%(fmH}n74fffuMhh z0c{x+uV(FoEf#a(yfP)Y#G519K7s%!K znF@_LUNl{>6t{id)`iopb0rb1s25(2^LB&Xzj!Y9)5f)-*!w z!$0Zxi12FD?7gw$V;M@fMUn_Q7ckfj5w1JJppppKFY@!5(WLYF-PJN4+HhxM!2QM# zFa-mA4JfsTwcbJO6FWqnG+^(o90ain2dhDYvIZiqh~eAQIP}5|f}Axym=* zdeeC@Nt@6KW^$fn?Zti|hBwAF0B%7Wg<%c^pS50l2L7X8OSXNLQ$UJ7qsbJf1$GIL@7I!4t>Jh^lgEyH=fdDv_U@m?Vn$TKCmD zkub44o`R}sSIIGHRytj&l9jR}`6x*}X^V=8+OJ7Po4+BZ+4oy!sgyNmVUYDojn7Zw zKE#(Lek(ygC?T)f+)$jmY_pW^9zPwgtK1k1pf4|biJf>45#AnNOan(0%wS*cHzUMz zdyEhv43z=LR=jaT!pYE~wPge+Ae;^|K;Y>MG<_PvL?47mK0c-h9c@TQKD=q4@b3UP z@d4sAFrUu~0}xsOmh5SIrP?}8kQQZ7hapvx5cW$TVMIPWwE?DVFxhq>7bB5rA8}f# zP`g12dk@^WAxdlG6}{;IC}k+ub|9llpYR1wq}W!bS-oqjV;Y=DK5RuEYKf(UWj=mI zV;krUR$!dlyi1q5SdUDBKK-v!AFJE9XkRLnH|8i`Ka-{I_S3gRYQ){9qm`355WUgw z{M%pxcR~KHKfNja`_@`Y1`NTYzAG}~4)@wH5|a0dwi1x{8MlI!^vfIIZUke0M~Q^q zMUDk867e(^6gL(&<%FpvMv;0=5IYDk*qPA~pk2ZmdD*G+6>TKijlF;S<^x=UGV=M* z$i+IlwGjALrr%*ZsL%t+@vW@q1I1MJIFUp3H3Xt(GeKMrX>VD?S_YTjq`$W7l&m)R zx>C=(9z0hgK%afv2-5qGjD`!hmqGJ79`GI=fmHbz%UUO=CnZ>>dT))c%L#TQrY!gT9~U7N}kaTZ(n zy4d2qYJuCtYHHs*6gUr70)hG=QNp@yiI_YE$r0PtDhh2`_X!m6{MmC;zD@50n=&mS z+?buvD~`BOlUMt&U(P)N*6k2>8}?DwD%T;Q(xV|p?gP{h`S&OL`KYf7VY)r^=~eP0 zXG`P8y3BfRq>jw!hRfsb_dj2aU9dkUV~HB~pm49>AUmn?$tzVl9RozwhWGxcrH%Q3 zboNJGRb!2HVd^mKwu^V_3{TuWE1`(JQqeIVlBogOI@>f^E@Ki7IE~G=F4sD z&U598htvF6Cn_();I!O`$qpk`N6dgB??{MQrF%+*jM)QOF?G%=)`!Xv8FjZ6ZMPFd zPX6x6kb6diU%_tq$ZrDb9Q@(Ls;37)4yO<)n))^jF`)n{EBcmcuTj6dbA_Nd$F3p> zFRF}j5k#!QZ+mh1kdeJzLrf)|@KA*0QARjI?m@v2X?ICUi4bgi$HMef|F7@+-s{?z^*-+!p7pHtu6I4pweFkdnWU6QdpAuu;-WZ3qSo+Rx8;`K zaL>)=v-UNM7A|hN&L=aR%417VlZ@aHK|E*S?X>c>KfbNa!goG5V(R*kqngP{0r+Uq zW@crW)<};@)R&vSjSlhtv;BJB@J{8nk46tt>TpjE^JnF+O`+(#YNzr%-9tGiLndwO zgq4R1Dv$9tTW1_Qja{|>Dsf9sQY{HKaf$F;fZ`pyc}#-Pkx#B@qo>HMOFF46hTC<^ z+Y0WR=4cgbXzNQqblOP&K?2M8}^d=rBe`G2$zr`KR z#-G1gswRZ@?$_gi;q#B#=UU``dp6H>+f|Kw`AK**bhiBaiR^F4MdB~O1`6-tc^cH1 zG`sMulKbP^ZVRShrt3F#;M8Jd#*(&twH(~GL0js4$;nHZRgo7`aZ0M(cFLjU%siZ| zqC#2e&Tifl<<`#pM?K}PB|q+WN(#?UxfZw0`;AEU`S}o5F~n-w<*H&<08J=@6XpMi zv9z-=I`ACHS2JrhN*9S0)=lMMKQUx~)cvrvkBI>{^#dPg0*P;ge7s(7ayUYnekXq5 z;f{i z@0``jIPIXMDSvNp;{BtK^Ww);ck>(?+8(bc7wJ8YOcs3-5o@t)SD!Vdr1GOJ88d(G zElh9IYXOIrpj)EPtWI;2lVpAPiZ+k77Hw{4LzmZd1yt!4)i!us*sjJ!XWf$9CL|Rm zCSJg@rj>`^g_UT*cScIe%oIn-Q^yv$rzVjfRk&Q|QQ2s}-a?-#i`#+}PEF7vT}aPM zhM)SNt)~v+4YPu&TrR6MW1~7M*mAF)RE>y`K8rDBqJm0E22LCu)bvZgg<10%%B1&_ z%=53mNZ221rl`|ZCF2NlKx@CP0MKJeg{tjcoKuY|8z+*7K0%F+}Y--mh zH2=r!xwl@V>D!x6tZH=)mRQT(x>+h_i#@v@Pu^{^mR|V#2G=7c%qPY48YT7#T)QNg zM+HF`30!Dkxzq!mtYWXo&HzQp&Wgm0W{*RZcw;X&!+VAP3ah$|$8%m!ciepW7(m|- z*ZGSvN2f9|R~8h{;IuTE%-O=MC0xhv##KG^UQ-~>o; zzT>ONkxaJMR@oz^M_y{d5u&VR7cWTA5*zQ&v$y6j7Z;DcG3Oqk%&_F{3Y!YDI}+Od z^s}leSF|cC-9dDe6eS!8j<%nAh@b8?+EMvjD6E>v*0Y#vbWpUWi>5hORl$B=^0;3BIE3feL{^NkbPT(T1A%~wgThFRscSF4|u0E|Y>H zV>fEGKaU4k^16F&*^_~tR!ha*e#MLlUMG3n2tDq2EZF>b{>KYXdsRw}xY*kwj9Ue7 zTT`00lgkCvNq062o{UeT9cVN8Eh>gQp^`;?>!@WDhH&96l)Y9KBz&&*HoHoLb+3B! zI;zd*%ZlEEz8lltMi{yVQ0~emiN(|8G-xx!Wi_47MEj;P{Ye5FQ%OrOMORFzoUL>) zbWE%UaZXbdmfN$_DQ|elpItoq_oJN+_sg1W9-UeJiP8}+wn}1y{T=HXq;#5q-uT7L zKMOdfG*Tly_)pRka*GA}#Q$gzA3vJ1pFCn8FhEdf9+7*`k}S`)FRrqg5Q&T**^#J3 zX_28sk>2E}G_T9ZNP20pXP?8qwP~b}Dx|P@`@6}Bk9o`zRQkgZZ^GhPZ)hqd8Q%&| z^ODs|C7+iOdsJ=1?QwW_v5%GHEV{1gQmh@-hcxn z$n@Cw@P{Oas;{5g#&b?-oHtRa8Xwt7)z89-zdnIs~pJ6^N6&)mn-Bu;}}bI61d_h(N9Yh3CLal!Ch^GT{N_rGrKtX$BXtIvayv@GK+%+kwcd{bQ^ zV&_cZWj>knIYI$fla6`P;*tZL2^5nccLL?uP?6~PRQ{Hb+a~u_izX-8l#6<J@l`RyNnlhABuH71wgB!j0oI~}jUJL)m9Rh9P_Da+{O)cVM>5|#-=;5u( zQ!e#_(FM##I|d6|L_1%!aD}{b=Tv=Bn6E27vRIgH?~d zODFU`Xo=Dpd&cT?lxDOB>-+2kQl%_jOne^(d zG1DO)_cwbFq-Y({k!-H`Z6Z1=P?geAeJF&GC6cMl4WqF-^_Gr5@u7X`;CL!(QvF#x zI4$S1_*mV5RGmU(NWS|^rVlqfqT=4X-u-Fda&N8jiRxYb*=lwj9ET;$iqwVKybdHi z^J1&iHLaHH|6E+@y81fKtewNto8zThMCPov1p(_JUOW!3*_ptV|HR!?Gn5}6Z?0Ki zTsr9&%HMY&uhXEisLV1qd5FGO+v8#vWw-G~X_#@s1xup>f|PZ_ z^I;kDmp82wHXky)XW$2px^|3j(3juYt>r8uq1E+7F_Sl^!~d?d{R}}RYlt&bt~!XS zevL2oLlA))vjc^CH9^+pMWOiQj>469dYjX|$Qm5mBKSsniJoEN5lNf5V##*!^}6db z+3`|_fxhXf54GfrIq^gH8teG7_o3uqTcFN798-9=Eqhk1NWkDSxwaW1M&dZ<6a*Wp6}CVZ{Zik z8Q_#Cr_0m1xLOO=X-JU=j+6?Xp2gQ+4w+A@J8L4X)x+Mk<8tYxFHU{f4=~+dRN#+6IxS)hV9douIxXbc`l-{(4(f7k{`(Fp z!%JGk6ad`0pZ+OhV4#@RFDAUbFSgV_PprGr8+f(cL(1H4s+9e>uj zaD`AuF_6fRt_i~!NYUj|Sx0>lsBLNZ3cSPbrD5E;M#I*26}Vw70? z{(fg<{uyJ^@$vHlEEM0!CGZG2JfLfaT=DPjEeeALVUK?xE_NlOV5}(iRY&a0MQ^cm zPK@-Q`4pKYW&ZW4juftWXVi&vb|pb6&-AxA-ia!B0=w8fSE!w6uxU?waDB-+nt5gB zZl8op7KXtboN#z}Zi?8(D#!ZQYF_t$PsNR@JE+061(&a23`70DEr5X-IR3!^7}M4vwCOwWLz=gabYsnFSo7Aw zljcIUw#K$h2llhAz-Gf3yI;|c9nzggdECF?K$xcx$3uk zr|EMDFsm?@kZ%NvAaeHe%cu#+yCDJ_DI=$VgCw5-l7}-Q5F?L5$)jWu;E2pYe(;tryUR@ct%4WAH@K zvBfep4ut-e%J5(>wp2zSf(2?xSt9fTE|o#wibXPT17dDVWtipp0Q2Nh{g6mBa+wT+ z#Dc|hQ5$FsxLqbgW0#f%Tf!CWg2R9S>!SLQARM{0ED{UGV_7}|v&jD zm+6eeqCrS>aeXKPZdrd(1T=`fF3pDpXCs%$@Hl9P1YJMo0caNrp)Zo52m}zWT_VF1 zK-6`y42_23sY_)@5TjixLt~e=i$>u9tI^_oC?dq~wO9s-`Js&gbp6m7jlx4agvBxp zVd3}&_&EVqBR|H!HL&mqaRu)OAg}WAfnIIKwvoYT#dx(Ddo%w4C%*v3s|5Ol!gEMS JXq)J8{0|=Oj+_7h literal 0 HcmV?d00001 diff --git a/fig/fig_beta_sweep_corrected.pdf b/fig/fig_beta_sweep_corrected.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5950ea5a61433b03f38ecbaf3d07e383c116b5be GIT binary patch literal 27887 zcmcG!WmFx_x~`48I|P{og2Tk!-QC^Y-Q8V+I|K_3!QCNvaCdi0a1ME8?{}ZIzHjY6 zXD}GEtGc@Cex9z`v#z@Plf1AfEdw1h+^33FKzS=11Arc2XJ`q>%?$u5d)S)*fI#U=lk&=lsKi(1uR5Wq2b8$3!kLS1k_wi*+j4ccV z?cCo-q<{ZoWMrjd2QaX5&~Y%n_YV|$kL>+&CjiHv`UGrk?cPfazuW#Z8^2Hgojz$3 zTQg^K0K;EHidtB|2Mhp;TEAyO*u==r*yOivCuc_!0~M-&^02vCv)5dd^xSnwBPcxsYFeDslOy%nKpvqSg?nv>-PIWH1VbOa~5iFx(x3S|@d z8rLuOKO9rw^gEFWh)ZO5`LVn`Js&(AquWB4mVk10<>Zb-WH1GuJbMownY___ag3gQ zxOreivU7ha7Me+&!M<_3nIo^0zB`%IoT&ENrfpF{gq~&mbu=P;b8^%cVVXs>BVGRy z#S3jk8rCqt;3mqhgj}wqeA0a4;Ye-AiQ9*RCzFV`TkOUNVtkijcMH6k^1X2LaCA{D zmn*A>kjf{CK%TXM+9ynb%s1|vw8|9eQC`rtjRO~3N(793MjuER=1-2ryg4IoH6uMj zQgItdtN{_a+JRK^`>Jm#kg(4ImU-COGrOX)hAWLpkND=^bDK+*Rt88vfM|+3|1j3B zGnd^H4Pm?;hduTj5jetjyxnA19yQ|?oM@-wtOiJLE_qmY2|HJF>*S)r1QnTRbpK_j z-i;ejLt1gy)M4p`O!T}`_;AFQ1fJ1C&AGDO+Xwx|kb@JhMc>9@C-=&nLvQ>=@w1t& zTqltn21NQ?t+C&=CpRn%2Kfq>6NnV(_gU^#+5tUfz+H>sEkLJwUeO91% zlI7k8Poy_w#QCC^8D=HyUm98VQB-3LWaAwZ^(Y!<2BIPLRgH5B+=tIG#kk5eNj&n8 zM$T%PA(;^xQIhmX`(_5D8H2wD=k|KMx0v8A)9ib15o<3hkOwOP`3OwhIcinw(>2zx zJ<#-oxxkd?q}C$wEIWyfN5czOA!gEi`B;`yWe~4xZAf;IM%eo_pe*~nF-`ZdmAY8a z|BEKOE3iv=u*3?dLQOmI2S;%u`~~(*eI0Evc5BWms*;mEF#7f~PV#kmVyAH!M%BRB zMh=4=GqVZ5@i??nPEAHFcjS7^06|xeUp!HG5F;JBM14b-g+rX+n*&08DGVlaF0_hQ zbT@{0Vmb?-_oZPtSj?z+=pitU4uRJCD73h%ao2EG%X#tzjU%iuaj5sBo#xX8v7i#` zw0;f|@4ai9QN4lQ`q!hU6m<_{#j=SY<#nEfCU%aFd{5u|&86{+r(8D3Hy5SLzQUvZ z_Nq`_X(1p1((8@AN2ZzFt>1?Iz!m6AgBbA6p9i9a?s4i|GE*sxj{Df?q8J zRnkE7KHsW#IoF1iyi{RAU0vUP3k-=uo0EpT#5)+?uLNcPc$(&WWEwB%4EE{q9a*6;BdsqS*z{qQP@ zcfOD959IszaE#fz5908+lCq95<2kqE>PJg4r_BuZ7y7HHW)CwKbT+}DQ_Oy~ArHd7 zsu8k0-VuTPRJkW}d^{}(op@^iofO4sjhh{AvM5l=nhlv^M3LCqPznQ4&VVAHfJQKk z#-A|A&rj+3EkO|`YLMUgQhIsFajJiiU#st$p`Co5hyg&U^>C-WraSqn4~lB~g9;XQ zwe*1Ch2z5@EoOX;NI*&CFXxOPeU&~y_rMSviL>}Q3Z!}{9gxhq1}oovnO+12e~}$# zYW9nWr2L#!RgvJwGwK9>d1eeSQf+92xOF3c`t5KG1&|h29I(aoq0~aU!1S0<5K)Z{ z69{r!c8K`8Yxh)K;fkxNCrE9uzVVNb)X;zje}Y@13p9&JJ4 zSwG?@_6{8%Lnsv^!iG&LfD%43^@_{#FiB@+e{8RQ}O1h|s1Q*C=Iz2(25cDimS0vPOjObSxkjhy*kE%8?btW#yMXsUa-Z)|*H{f;IFQ#89N{>45K< z+vDVU#du3*&s21%P)t_I&`J;2goX)vesw7*JdDghL=L&kgN(?YPkZ8`XfBVjoAHq8 zILOnF<-JC9F^s}0OaIQu$zM*LLJ@8{?Js@6a!jXJ|M62VXuqtrBq9>zu?Z8iv!#=b zy}28o&QQ~uRw{3gmJhW6#!!*~WqIKNueCn5|N1q)}G zQq-BL6^<&Y25zrusaETgHsFGd;Uw%#?je%cdxFkf^;}^mJP*GdoWIl&VFb0t-7%8pnK} z_~|3#ppnGU)UwA!Vb3(*XVGiZ#NuCwNP(s%jI*veg;lJADB`RiI~DJr6jBAW_Se;5 z`lUC0oH@Fl_0bB;UBEF0e>mM(rM|%E)w+?+)Gy`575jTpe;$q7x_@4e-C$4Q9ZpS- zTv)o&`56$qu^UF&a8GeoYD~?xfq*$ZvgK?o6f~&P27e&*phQAOiqjsi`S$~JY(u7DLrNy0~GCh&v2io zdcUdprh!f12IZVS(?bULhYn^FkqH&WT)%hXD$N4Lw{m2_Xs?hvjDJfH8>u38w|r!P zmS!oUJJt6^w2nb%s!te(!21;tw$wHjLS?;54_7CclGvWqSGqp(Sv#>$yp&Pv`-m(O ziGlh8yyGIdo1}&#S=fur9H&a|hyg@iGtwCTE1~{tq`lzQ~G7ApGD8-r}SUgP+R-0%))x~DH^1$O~M4?TNIPC@u5J= zNBv&}kf8S{#^G%j7pyRh%GSBqZjYO#F4I4F2AWuYhh)1wocmT07WCogBW*=(7Lx5D z5?+eC1kxJdo29-zc~~b+*|a9-a6WZS7!Cd6NIpDH%&7}m*t(BJ(x*Bu4(mj0A4xZ| zFj@YiZ`Tbm_?&^CX`af0@HGQ4p9EE19nF{YJT!WtIldh}=fS72IhuEjm=9p@PPL~x zkZemMRieua9R=cN1di4r^A6|3I(ykXw8L{ShoT+Pc#?$;`ftIPun*@epqJxteGkIN zb0xep2{_x8hiA4(pBqGE>48n1t5p&@TQfSOS}V=>ENMRP$tugoQx+wkU}Bl2lS+d} zey^vhDMi(h7s5o5QftWz{hmiz3t?3fD%qzM4R2WrLmXl>M=)Ch01vAtH&ypBw<&_&(`Lxl2s)|WsYkQAaJX!J)`E5t5%F2$5v<8%`-~C{WFer=P$(f*MRCa2U z@0wbZ=jHW0!;KB#(UCw=AbP!o=_JTc!;Zj_F7}9bm(A)+gO-JfWm|IBipro){etI< z!4uSS3cA~kAYIA~Su1Y}`bB})tkwK^-&6ISCmuG2pX?o{AHKOczS<)$^S4OZynG$z z4!;gE$j7Iz3(ri|3l9QMUduIsNRHst&A(&Xq-!@0T`~fck@dE%3WS6y}p>g42r4AdV36wr# zxoIIeXUQHFg#cu`^2~}#uu+^0uns=8M8qt1FYps0Zw?&id;^;$hn+5wI{}H(Co$0(k_XDb&)H@V(dpkWB?JHEL+Zx|57NN;oLAhxu(WuWurq3lPa} zSFjggpP1drq-k!B>PlOL4SZYAe6EOGj!W{aW;Yw{DaTUdw@OOg8iKzx;-ib=8bBo+ zz#yZ6x`v}GSuLv8&`)L@SwV$D8T8-=XWLos4+OIE$y)kKTM#)S)72A}Zw^t!gZDek zII)%~p;NGBF=bfQyA|)B)9om_CA2-a7Hvs0m`<@KG1!igq1os>DlYMmz?&XQW>4!3 zTzIEn6S#ReX{9pUtb{&_%!aOez8Ad~qW9}m@76>_&aXo~e+kNd5tJh3H-|0ayc4q) zu~)}EFsvP>Vk|8>oYnp`R>@dbZ=9TSCc!|Fa?1<+-a5d+P~Wm$P^0p*G_Y&8shukN zPUUO6ID!quQ&WcCLLQ?HM(V7<9g$sJ>sM{T@bQC?QY^NEocf5trr=fxM3JvbxijSP zkl-jeRB|RFSS%PoAT6bdL!+3dq*OG9R-}zYmBJqCuO=RqU#llTmGxp>51)dD2GYmp zDBA+(7tg!-Dfy%CcP9gp`NX{Y7nG{N(zv;y;}ER{Pd=VWzK*9~Er*BZ&U74PR>CK~ z+>b-I@Kp#SNy z77mK42FpqT7TgCXEPxZ?W2AyGY5+1>AVpZfI7~iKxj`OQA5Lh1%|eZ65;c+NmJr0# zW)OCH!cV`|;}%ydXz5cS6d@Rr-~du&^nhx2BOY&@zzEsXkN{r@eX?m9DR9#tB;Y|X zJ>4)r3y}M8g!vHMQAJTq72SAbz0gcBDx-dS)nIo5YZ;%ygbbvg9Ui4sN&$@9QmJm9NM#xqZIsikmFt@m6N{SA|uSzq>7`KrQJiuAX0qp+-4Yn zj>Gy6jTwh^?S<*h&yX_O7rCL*u6Gr`EimweL7u7O_+#{fLe}`Y`ySGR-@)6u1i!2M zO6YOXHx++nq!!PoE9wd3*C6hl<803`VQRE{iy5iZxq|~~)K-cnZjMHPaahwQoZPOKN>F4BM(qSDcUCHwq2}&{WeCE`Y1OO$NKH! zV(Au%TFRuDNW{py$PXuEd!hra67y8^V@`eCT`ZF>Ih-xBR})edKW9gdUDxw1MeoNY zR6UNrh`CA05!k7<%hc9oVBTn39pH&H8MYXvpQo5KU4M|RDp0DT+W#(?lEQ9Wmih^) zRXD?0#Xf{bt}4yAwjyO9a`eo@@c|NRnldWoNAo8gJhmTcGVRJtl^cl@y&u%o3xQ5` z{HmjY?5TquPMuQgrzXC-DPwL7z$ht49Y+aTC!KZ)1~CS&9F6n`Mk$6Q+4OX|lI@sC zBn?^u2h+tH<3ZB1BUg(_qto1nfB6j!xAwZ3M}wByO1X;a3IjDePf zcK<=vq0A(xuTYMJmmXvjIA9dP+_P0M?qWQj)nzaG6_BR5$v|I~Ywg>}1hz3S)I&0- z-n1i#?6p|2D z@^ErCv5~MfwFCS%niNgUEZ$eS9smk~cTdTL5&)EQG&XVk?FUgv7{B{27S0~;l}ax5 z_SPmgzik})-_{B6_fWznPDYLv_Re;W0EWM;Cp7@WAFj^3Z6hJ9Y$qlmEMs8*ZsxpS z^-r&c;kWhl{~O%zsObNfQHj{TJ37A=1OHY`D-HnuR`U1Ipt|9bb7 zlVF@; zNBZszS{Mn~npvB?rxK|2eos|@AN-E>9V^~v1jAqUpNxUKnuYPZ8^+4S{!h2=Z};%G z>!$U`N!ItTq|Sd+4C6m%;Gf*W0AObNC&h65Z=MWus#fmGLms{d?Pjhn3ri-SP&9ks zJP=u7`oC|R+LLPF#Mi_m0MKI5Xf@aP*}f(6m)61Rb`O(*WmbS=2@?mSEXlA1<195J zcJ3K!*r1a(&B_uOt}e!$#;2q?=NIyteL_FwwOQ8l;XFuBx7&Z(e_2nrn;7EKW^Xyv;Max@ zzIomD$dQ?rp$3%&t?8`mS&1Isrs_5Yxl2B)q?;|Gg}P@2D7!ex^rdhuvw>dQfK1N1 zzl_)P!l@HNqNpitDEJ&J>wePbfHBWmrm6;hecoH+pOpilDXpx$9`svVh7tzvrfop1 zTq)MuVFWy4CE58X6{&F(r+`e8`FRDoY1OZrE`bTBW;}}83C)cmr*^;y+kyAnJ0*3w zoZ^G=pIUy5+VWnpw;dIqwM+N1x9&ZwE-Z%G_4rNFQcLa55_{Pl8IV+ z$2w0euhmcs88E&s3Iw}bCrj06Wc@g`X;UeZ=TN^iqr79opI21*-eCTC5D!ArO6GZz zzBPRTc*Q%fZ-HOY6)tT}o~H)lXuLZ7*-ke1o5)#kJCYw`1O&g;+l=cXy{*+e+ioU3 z?_AebvFj+2i4CfKC3N?X4?G0PsE_< zw8)@_%kJY{LJg+S-_+r8i>xvt3=P-Ct-hu{#YfT5)U$sU!f#{^cjGhZi#Uz0;FSjv z{U&=@?53V4#2*Ab`tj;J<4NsS?Sh?t^hJ*b+kGah{}2L_zX|#hl_R~s0K)dC+d{Rh zZji5_);)m7Z%T_HtO%Q!3=}^t({cJ?wFfTX&XX zAHuqa37rmkoi5091|9Y|I2(c>O$UcH$lB0)UK()(_pwKlAsC9|V;(r*0>j1V1FIDl zRJTiUdZcjrhunidE%$-cH&|v3#W~;$9rhU9y9}eEf)|YsIwbM<$0RVuq&t#c>kRfC z3d6=~LD3*tg|ZWA)S_==GFW<``LIs{?cq1j+HMhEzI3AT>`-^Z-43HVEaDrLVG($W z?4B@BH&l9t91cNyhPaS$US)8QfRr>eIKs@iqs}c_GSHKrW3)A6^Uya~;M8Fq-%MG3 zRBxMt$cx}u3?_5lZetIThMF#PiJe@illP4#ygkNlu)GcTSsubM1ho}vctw5o2ZsSO ztH65awX_{Z!3?it;O8g)vJ-NXqjV?U8E0HoH5eH4TMI~kv8oDUc>9RsU2old#Fp1Sn zD$7?6C)9t~DASJMZwx6+4G!{~FEahCS|tA~|QjYwhH-9uVviiX#wbcb{ypUT)!WH?{IG zDmKH`0c}R4f;1>*uczAmfzsD9I0E`C(f%I2!& zGC7#dF5}83cVL`TjdgVMRP>wxqiL7gU3IV;M2KQJpi4NLPQu43hcvAI`QvWRw-&hK zbm`^KXeVPG@JbT`dYc&oful8YJ<4H@iOQ=`2_Ua(i*ooW}C7XP#$h_ zr*SOgblRCN*YLcfpma7C#$8D5JWfY8TGXDGIFd-X2%PQxKE~~O?fBOJ@HLrW8Ccx; zT-0CGHFR4#ymen6hDPV3sONL@cpO}3ep88hH)I7_!&=G=5YX{qdgd2gDv@)VQDuA6 zLhmG+A_U(xK21n+P>>a!a>T>7ts57Eeg!C!-3!-3)GI`>o73A5-+m>x7(u@Pr)Etf z?;=Emxp^i`g-jHg53V4VTxBA@DfWFK(=d!|wi9gZCjRQcmN6BL^eqpGrBsAkJ1sd{ljy9lySu_u*R8rgm31KY$utx;l>)pS#P~Poo)75> z@Gj=T@Z;uvqO*la$@V>AWX#U9>%Q;e8hD9ezM12?s z+at!+=7kcPhW%vstC;Lu4bkw$1L1L|Tz6x2ln}V??QCCr`pN}-v${8^brqh~*xo(` zbirTOWpq;UnI#8NAkSLrdNJ^7>WY%Mo_Em8o}P?-reNdz7VJyjtdX zvyJJE?}!ZOQFZQY@p0Zq0X9^D5%71^0E^QjrH3ex>(n zk$z?O1=|_}*w)^@O1qg14JaxvTESjbN`c z2??b(*}P9rCX##ve08o46WBeJuf*}aa%B@bczJym&YkGtjo-?+UdfXpA8`9_K zy=P1h@p>}}_Ii_sH@%y@m%HYzf;+Fdt3>;pZ}f%hHmADTM2^GD@vgeLMegcqX#e{V zCQ;_-`I_xg_E1OM;P(zBUc6DBwl&ANxHh+?U0XJ{B^-Hg;}RL(g65e)AoaPtw>pE{ zX?_*mL%g9H_S@LdL?Y?Z(Z1^d(tr)@D&EjfoJPvV&?DsfPh+$OtkkTOtW@(QPW9Vl zTAi!PW1Iuabn}bXCJlzk1#-2D4uu77u++WJhWMkHM9Qmq>Z*7oqrEgSTL(!>y9Yel z)y-9;5>=yS5@=BD;ol|jfDvWdtPRS|nHk-yfghMzDlSei9!OYIYB6lt_ghI=Kn zld*tmxZ1drn32CATDXV72HF~=J>1eB%+l5RwFf3C*Bi#@E*$Nbeh9aWO%%Bejuy2T zMYJ>JNMT@8(`g>YNA+qqcgMpMXvd>dW8;iP>=DeQ5y(wGs~;(35sg-O)G|`%+!%7O zF=TS@D`kr zejdX+#GB~%QS~8#fc^x*{x^O9o819MW~Tq#xsH6BZ67_t>K!Kj3~~HvMW}zT2KQ}1 zYkDL?tT-;1rDXhGkDs2n>}o*}1iptDpo%vZiHPFZN^BYM>mX6KlIGqm+?SXf2$12Xa14St`{r*is>i7)ofaQu z^MdF7jYF*ULN7U`A?m{82++t==XZ+E{BU!v0HyF%tWtv{;|BB?(1a4ql9WaHwey;^ z;a7TH>&k3xGji!wvt{#_chIVF#|`oJLGI-Fo%>sH3?6bwCVag#3}_{Z+6+0gT*W-A zn?kC4zrcy+ybS+M?*8@t$UlMoKN7u=tek+7(m#m){~^gU{`p=dPz}KN$NQoGljQ%H zTmK|^#^0}4{yo`#L;Ify`g_OVuWgEdA^Cq3&Ht9*8Golx@i#I5H^DRh-$esOvkozC^ z<#&8qfOiw|H@dU_*S`*cmEpbW_XYnTd8U8PyuV4FftiK<{i*QR1A>Etnc+Wwi^o0T z-7!QuFREKxTfIDWd8(xuiASW#M&je+4Fu7^K%rpl0$_&Gn9=mzNkJ2Faw1?_qXPX= ziC}1~>{ADHR6l+E7zrjhJ214>9C)bk>k!TDE-TGsa>Q{p?RK@=i;UZOa((C5+SA&K zgp7)tn%djR+w)5~JcNHX2zNXB=%8G;@hliAcDH}T9+Rm^+glwPAPHoh!(pD*i0^f~ zD+g@R281__)%52VWw!xcejK>?bSBfiFw3_>UvhvgD81QqB;?&Q%+Q(tJuZKa<~P&i zrlL)@HGcyxenJh!F6V(<)|VmzdQVVmt=7C+!jHn;_ZT2EKlV;itvl|wKKNg;Z@w8X zZ9}5YTAe9wT7pVg$wz%SXKO8%8%r3@>vQL+`mFZ!lpFI) zu;Lkjr^`Q&?6Xg0^Om}Sz7|-fAmioNolh6eTS^z6qC>FL-LP?=T<;gwShir^rc3qa z--!LKi%3+9nO4QL)EuiAkV)Cj2dH6KMdTK^dl^tsic*AM>lge06L|7efZ0 zX*#N)%xK@Di>bs@f!QnC)u(a2^H|KVVI8cg-SY@c{dNOlP3+DKyOOrMd{X{~0Yc;| zV@TfqQpe4Ve+*v0A5tXml9(W5Grp>82%AW5(Ci*ii;6NHpSbtX!^cL`J$g#sOCXkgcQO`+4+8^XYSnv`9Ie2KaWkZOAc7cPls(8&5bIYQRlqg!i2RzNr9BNBpmR9M64GNtBk!kw{ zD-VxaK8~w~7cWLP(if)#=LO(N{AhcdeYkXJS7;|JCn6^*C#)Au7{yD(gXeQT=Dv~$fieP#hR!?c6$VKHWe1Ut!X9@t zHIIhegrcX`O$1rR18OQ)MW-5rz=P04+%$9Q{s652sX_DC>m#~Kgxy2}vD#s<;qfQ4 zAruxRVaFd@asO};)F)Fa0Dj)*Ykv8Vz}YeQ&b?(OFfx0Z%YbB;Bs1`SJ|*cnuAxs4dim$D`XG~ibJyy=A@ zwtsqacoa^QsC3WhefTpD^f07#Hxl!4WR9S*D=158kD#l-TU+$XEt}PXFlM7Hzv{4+xOdtf&FfWar4t$;QF5JPTd0t zNASw6TYJA1UwwkQgkGBQ`GbKl_RGcYXy>$K`$*p%vS;bA8Prs#6{=J}BtWm6e!lqVJS~NERf2>)6{Ox{x#Eg8Zy|HlERxbRs%3sf zE8BF$dw=&?;pqJI93QNxuubU*&NTFtHRPtmiFM#yHcUo9K>TU1@ocHXD^B%Q>4mBG z#f(j1b`)KlBVEKa$+1DkN76^rMoZW=Dfvt6scLE&*Id}F3E&XaoUIK3_oNs69tIsJ z2F4l>)4ey?GJ?4mulWI&V)LmH&ByY2p`h1KCqcHjaispB6O5!6 zK;MhQ!!xGJUGdTSvRCRF@qtlKqPP+Fj(2*dmKWy4$2)}g1N9h9&4YHooco(ED=s)a?I{z70gDkP_7#ok+1 z0oSA(l};m?48ntsTI(!b(VD6v8o~$iVf1KpY4j{~?Pz7RE*lI=m@7JRRN-yv_W|KX zC=}V5M|0^=@;iSPn&_cMJ<3Ip-SJl0x?G4~KUT@`wRM>gZSe0V{@`o>S?f7rqj+3?4CDXMmR=WBx51&gyeHCHWPYwW%eG zWR}hmuio*To%tByzlnFa(k$SfD-ZDt}A(2Qs-`vJt~iR1xD-d`>bDyjq~Y z8oy5)`8WZ8Rc;fy2Yo3`rAs0_K6)vnnvEaB{MM#crNTGA-@@Vqe>;E zYkInhZ_@KgDSwzs7({z(QqYZq(27e`nHu%wzH0Bzv_z?j7)%$ zr9cxeeS!haWhixSa&!H4qT99PJEfwCM*8B69UOV+V#AQ!oYl_9Q)q9laHX%fc;S91 zRf){I_%-?T>B4%wvGQT!DV2z`O!r~GYql%rdE7|O`(|2fgImD$!tdwOiyZe8jZVGE zuX9>0w+r4A-=;gaRJxa{I~}*{E!y`TNUqjB`fian(4P!#AV{v<1f94UMNX)_uweBo z?4Lf;m-|Y9l1qM6Ae}A{FPQF6$CN-TaR@9zij*ku&aRO!W*x9(`0z<#2y$6oERQB;l@86nGt!3xO#_x+;pQjNWog%ong?_F|)Gr1Whj;dZbufg-_kv}1O_fB^ zktq@#5eLN*KJVQeL*8{8#SzHQHIU0W=Dux3&GV4!sdXs>=TEtAPjcs18%$0@b97h` z8i0fw&&@nnV*wj)NDwj8Ql}to(HIEu}GJRiazzdZ(eYWuX_IoNZmwYgNa z(lcfmqn*&eo6O=0Z`TDjEslpGEJk-i6tyWC73@d2U|HfLgdz(3Lik1IR-Q?ooDQkG z=KJD+H8>$YDb+6*IoC8Rr~3n!EooHAU6orgP)j*7FgZk2#i{`BdbO zn(In&AL%BUP8k&$7_w~ZaK~I!`y|O(i-iv*ZkNB%`yBjQ(tI8o7K~LE^7?8#C}r9ZYqi7+z?Ca2M`15 zHh<$)Lc-H^;~G2>$&)c_gTzr$iR>*p=&WLdB@$zCS1HjzYbAGMQc2bcw!GZx_xV`x zX0@JQK1$H4xV(o%snb)_lc|_nN4cjA=a<|?*ClgMJ8Cy`wzgl7*^DQfvrCrqCGe+L z-Niss2M;+5-NMg1M{k?6rqZ&l^P@H?F*rmJw=5lh)B%GMnpp{Wk68z(M9@rernJc~ z&The;E}Gk|=13W%<0|`}H)Kxb8dJ9le$}$zN7K3`9gW4Jek9>391&(qkfdm0?gbCQRCE zB=kHaem;+#h`k{o$d(NIpokcy-FxfQeH0GolHG1mu(^9O#sj_)G zhYTi=LVT8(16{ae*V#A%S22ZTRD%>tJS0}|0K%bNc|UElT_lTkZ9DBOIvka9TYXpi zQ&oy82VQn2cV$jrj#5sv4NsAYP;_gg9@$7v=aVtEzIxp}JvT-81txg0&s zP?oi$empt1EA4Q{m~M|wLZ=OueYBFB)T_R|)m|ddk?%4TdFfs6Fy?;W+j&1Y+BIbi zk^aP19yWI{XLP)!ISz~D{_2sa*kzxV+6b_k0`|crfZ>I)&3Yf-BSMA-PF{EhBwlDB}BkiAOgzn|q6LH0|?5 zsM0mfvt^ZwDsc87?Qnp*L z8JuON8z@hc9<&fmS{Ndaj|s0y4hW8^3O6h2;FM3^Vaf2OOk6qMu86PGF%*?#t`xG&pZ*y~9= z(!Uvd)Hy_2)Ojc_8($c2?B2q)^r{Q`hF7u)yw$4F23?F+xo_g27h#< zLH=PWLP<=P8Q<$AsIUJ=$7$vnVxw8E-*c*4j?dLu$()~3mu;-<$NG_cz0+p9hp*eH zM!HXTBO7~&ih5q&Lu=y=GDQO$(4;^~dhUdy2`m0=FC+vLnNTjQ$Z#^V#(Yj)QLD2!t)LFTwOk@HK3B_N+ zim<{iK;L3#Q!374sg#mJqzo_jiZY#eR3W0rl5*mcDyb#RC}vTW&}7=UW~-?Elv}IJ z9Y$3Rfv}-WpR-!CT)^cHE@i;wl4e#dmM5C(UGvxGa;DCCv)wt5z71(hP)Tg5xSvjC zhlkwH)H9o(M)mkj>y_reL1et$&3iRfSgtxe`+Mr|zAl@+wVaUj^0a&G@qB;&dT`+V zNY40j!y@DIi<@8f{7FY<=QAwu;%%>XGic-{9?k8>M5GpeB^_nbrKe^tO zHSs>(Ch=v(DDi{=gV0CP2xa$3)zH82R1ADx49s0_%KQo?4wVW$(r+|AtuXc=>r+%# z*rc@c{6QGR33uodxucV7OAo$GUyoCLH)%LSW)>WKg~ zhcSzQtr?X;gSw=ZK#VLKp**X{86!nDEyUqZ=*u{%gH-x_{v%di%+8`MCGVC+ zJ>NOxG$W<)i)99V!*~(x(3is~NJ{YtAXdA42vu*4>?h50Or>~?f@=7F2L%BdF_)Q8 zNaOkFqI!u&&)WKnvc|?n?A#A-7wRd@E}nf8l?@$}v$Ip_4ViKHQqn(YY~Z?8YNhCV zLq-hPSQaz0o-mY>AeHG4GQg0ms%X+cl|M;A9lI$o0YVgg=Sg||#1c!&7ZRo@B z@HiaOG>Ud5In)>YP%_V!VHe&V6-Bqp}V7{=>*1eESwmAB~@P>t7PGw=IZ z^;fG-uP&+qt8@Ji8mgD>yAwgq=f@2P>nC1?#i66m11~@V1s)a_ZQB!{TC8lH7fBf( zr)WKIY`sv7*)ZrR(~_`~{tk^|8Ed_|H9?7_cAWs5FGl=T`r|GTV|@?WaVY$B*wQgf zwa?#TENm=p@t71{Ouu|&nTUQ}-MpCeZRAbXqp{<1=ik#RpSNpu z>mu7$OR4rg0r$~lufOSc`YIOZNHWXu?9hoocJCm?p4y!vIQ~pR=#<35(=bBKx4n8^ zcD-)2mYR?PKfObDtKq1G0WsDSU2dzF8T4amDc_@NO69=C*~nC@IK_2{n}19J@^R!m z4uWBOB*53t?>SWbQhGye(lP1l4$|Aha?k=;Kt_cbQ3jiPE>P$rA!3OX6f{W<>ryvb zVE?xtcX_2*)d$1-TM@#v^zX$+A@H{D6of9`4+;K znwZy|-0v-iV}Q2b%RCmQkxre3;u?movkWa#S)c08k$;_0n&_IachXL-c! z3m&V_aY{D!lZj_AP>7WmE^hkjq?Fy8z@!~Y zFSpxw9!=c6w_#((aKjg|bH7DVRHMk>N)Rg5Y~a2NSxg*C95T9a-TGq`!&?>1^R9Q5F&PNv5W05stJ}>F zYT?kM(_wMiZ_aeOzIL1C`RQCWIQ{-}!`zLxIap^OsTFEy>u`;h0b!e4PoN?B6yI6A_ln{@_x>og{4W68G10#kc0`b?+?3&m`ZxXxus6&)xIw!y`$Kn_JJ)o&|oJViXl#V7fJ% z$UK=ck=$)CXdYAA!BnEJm|#Z1FH;@8Z0g~#_t~z-H@Y2t6D#a1#-WTj22pgVf;l!vbsDc_g(f*K%~K(H%4#K& z$g?sOcWu}dDF@D9p2UwBWeLMlF)pV^tPTzizVBDw8H~XirnzAjQS?z&dY?jWNW(Lp z<>CrZYAMb1O#{?^C!(|*sjBJ7J*;@UTS_Udcr6ucK^Wwm7-hm5C z*g*-t7|Q)jO@kvJoQ3DL0@skj^J+2<*CQm-c~ualn)w0(+}$-7^VpkS*?D&&6BW)|n1_pwZm{opTo2Od8jRM=mveNT;O8J94||U0jOvfp_wv$Wx;huk!vqE@2-CE^9inYA6P=+p@Y$b_qiuG+M18*cvr~*6ij!ZBB+5#OoUk`J`YE9VazZLkk#J18V-YXu`0q+p+0Kf7Q z=#)cfD|hX=YVjpTEZnFwc_=zAG%Vf*?$UiwPOh0B9??f&^rkq7t3tjQ!js6}dNDfq zZE?_`&h;TThGo3lV*30~Xw&nZ$GltU>s~z@t7>g*t!%B=(zVmKGg{DDZJa9C6wfR# zrA)$`y(ed=9*{yQMDScTvCF4p((c_?G258^+R(w_;rQOH4{RRdeFyYAO%I8nbvr}` zf}6{n)-~D5%Qc`oea^Tx3-<=&Mel575877KS-kDDt15S|E~G4Jamm7Tuirv_xKXKF6U)9thn;)}rjV*&=~7$n>Jg#J z*G;+9?iSf48#Iu@L@{j4tJ^jy{b^RaLbKVsMR-7X%e%{V)z%`)A<9Z=GYu1)TdgD9 zsfv3Ng)?gs&_obg|&g+*?tF??qFKO__d6CE;JzD=FAvAWbEr*dk0bJ+g8<1IpU6OsZCs)MI%UyGMV8-YmIh_49?eS<$_MKmWHjd6Ngu2 zP<<1aB|PYXeD&`HQ*ynSv9Lp zyIMs@N=8H3orU`z!P|*BRovSWD-3#cL^hnM=C}DVBl3c&W)I#6A0eZd*454GMmO@z zJ~8UQ>ESVgq|cR#uwoCARWohl)QOw z;j#|y+4c;5rjfHNjD2Ct0g-K;bxZ4GMLON{=|y&n%b7oSYdBG^!b<0(5Z0~?QT1fys8;8%nA5&#hGYR zrdpCR*XtOIt$y86OpC4X#a8RZR;}la=hiK=@+4%h<*5eZc~Fo@;zUW3(Objm^I3J+ zs))F`!6lJ z6t2kDr{C@f-Bmi|u;X z+@eU2_LGb+kD9ra-xLNVy2#hvDDX8oh$~T8as*qwWLX>X?B*KDTc=x$n!m!jazG*7 zJ@6I0G4^pLVgI&tNlC!BgpHb-yw$*4>4u(}FG_o2?@hIhV^KQe&Z&laKWSrp)Ov%b zh3giWJR-K_(=0LDJ*-<5@kyupkKTlK_njU0SXZCrn z_;|hWr&_JaS>I`L8LnZFla;}P#06vEwR&daQ%GWlg9uF$fq#t~vt2TQI7%WMTX`n# zB6cYjbFsFZ8Mw||=bSmijztj`H1L|G)KHg^i%#HzVd$*8L?aV@8PS}3oR$h5199u> z-MNW}pRJsVw@L8*o{I%OXUZuH-TO-H-KuEh1AA#0(Wi~Qjl3vU9nfT-&k?y@K%2Q% zK<uu8rf<^ZsKS8eYf6H6P1ux0PDAryUg~yS7S1R;m)|ZczK>9X zc-25RlWSjSbb|B9%TKq679qPfmRFn;U-Zfd ze!tKTzrL(;cf0M(_5*`$NA^jouyQ4?$!9lB7!sBZ7OW;P29P1LaqHs>Hj89kRK#BTc#O zR>IYgUL|3?+RK|tz9nHpA$w`EL4(_UA1pX@s^#zVmY8=b_gSRx7AQbQ`{nDQ-TWQ- z5$qH-&q8I`kZ}=w8Y@^yT0P9&#Tvr?pyvh!NnFnzxSqRXXBPH{Lxi;puH0D3IJ-@g z^ftUNRoUC^UUF}F7V=edO3g9Z;%- zUUF=bMUG12b3M#!rh8$~@6anknwEhE$j_I=d&y0_8mvFEaCBwL;}xZXq(d zUD=>M#<3PLIoNxmaF8svFB8!tsGU#`l%uj+K5eG5SMdMUs6Qj3rC z-$NO;F5UQKBhIU7X#-EI2~$b3u}x9g7{Js@%a9P0lUPiZPS_PqrpgcFa(9EcJ%&o; z@D(Q1*%l4V7%OwQhj@hsj_rwBUXgInFo7p=X_$2C*utbz+-a*ndv)jD5a1ASV}pfy zCCEo*bVtsZRBOPcQW^v3*)%8}6kTtiWN>LroAEk#MO!5k3km18I5jyr)FBa)1@l5- z_U|R|zWMu1e}`dy|167nL@WIwm+CZ5Qvi*C{2M>`H#`pd-{81{t~S!Usu)tJ1Ol2h z!V&7VFW>!pgBqz@sh`%n30!NbI@*~M*#N6G-=?$TUwC}}@-gV-f`Gb{zK>0#Jg8yx%L4uf5Ac#D~^LB8X z$2}I`kuWOh;^pQ(vLugUVGQx>vQZMz0`pVaUwz1nt_eMl`Sfw28BvnH)EaG=|H+YF zZ?id4OQc>=TQGKc1v+M)P9#S9K+~6W$x*q#-pkR6R%NL*?K0xL)V@UF#_Xh$sOU;j zVVe{|ToXdcv5I5kvu5qpb@vDUD~dxAJP4-XO9}a36a-&*SW(*WyoaVeVgBZ@rCGZZ z**mVt7ULbEO@B%0ejP)*`&X$B)~?DmPSRF7H^uf3{!8PGo!(Cumspu+7&bU&S!da- zh*RxwBth*Gp{5NQukobM=;lhOL6Tp_SC}_qzX!j^yuYlg^)jNHf)Ix;iTXZgyV(75 zsqe16aw+UVDf#EjvctbeG(;9sA4(DwYQB1g|MA>TqzQ%OYkOAk-T6J*u&@i~FIf*FksPQu&rV9PT;xWG>^*+VMrSze8{q{oM6R%_NY zM;e`#hN_uL-^P8};CrJQ6fJ zpSttE#tZ)-BmaUI25`H-l93@Nv-SM6>CbrK)7JbOU|3KP1TcM}f-De#<;wyF1BrtE zkC?v4@ZOVnVK4}Q5dWk!AK#fDfMKAh&msVDv<+CG(7%cT09Y6;5)csl2S<#?6dSO> z(As|$(b|6%;Q;dZM-dJKq=EnjTo9lR3j*JSK z=-4)(i~t%D0-)M(K{Sq9NC4fu5Lyd?t|)*&w}C)Q|0<&E!Vmz`846;70o3W^Pas3E z05Hr3gkTWb5&@t+1Kpo{>p(Qu%Tz;}S83^WeZLzmJ0fC>t+zyP8*6tEVp14CO5 zL-!aA0RwiSzr%oOaS}p(aykADp%#D(ok;0~HuOJ97CoAN&KiT%-=BMa9G$dp@_5Ry zDM4u{TXRMZuIq6Imw1iz=&F=>6@{wZVTujIlhUCv z>+?i34%`W;HR03D?#N7@yv{9dTI<$_rPo z7V(tn1mh4~<-!0JR(f9}d9k;19kb{>z_wmYhKTxk;lvtZsJg1JJRDRL^p3&m=fL1| zdUSac{%u2plEt6c*zH>Am7r~vUd()~M-I!YnxqHHet3N@SG~(Gznj>&|4OA7>q#4f z0cDpVe9nUz*q_yirG2yM4;su^&!h>rC|bFRQ5Lw%i%TVreMI z^VB|c>+_n-diwnFD>7pO(CUVn@L_{wZh+q%FGh@lfhm;GPLJtXV@Le_hpO5tpOikB zeaGT)!q%bs;7Gi_CTM_{%Y!jRD5ebnV{q;gpQ#MMqVuPZRiiWfMX(XhkV-dKJj1WsM$V0!?%~ks5X||1I<8veT3h6dB zBX4=hGy=3`C!$TuT*Jb9>j%4ZgPdUjdn)y+O$_7+jI0>Wm0NIwxq@UHU!ta@e4(o! z4?M)|qn1C+5kFX%`7L~xq+KHCYhsPmN1PK0y<;nER6ifc3IlK z3mh1g9a8qDx^T!t=KFRUlNuCvys5QKTy2$C^6RecZ$)ZnTGtnzOC21(+G?M6yKsB{ zoMww=9_jvllG}?sD;@)@jp4GPu}_u*B3&|C5RJI!R>@zJPDH4+?-DeS?42_~F_<@Y z)qm8dyHCSHpzCxa&QPZ@oM{&n9pg-@6blYtZ#|?=gO16iB|3#F4kF`=Ng~uD2S_CQ z%<~zvmdelbn<=)5hEZTJxM0$%hA=&O!+lG;9$!Un34G_;GWbRcpYERMT>?{)EWt63 z5lg8d3kh*2S5qp9j&N;fQWfd>ek>dILG=WUh{@OjuwE2P2szc4T*G;~l8F%`bF#`t z2C?C<5prJXjaTPo%|4H_1>3Q7lPFSqGimCTd3D}&ClS5^YSzd;WU5fsqS>DHLoXXYUP4I zrIc|Osxdm3l~!Cz?dGMBGSEC<85GRD8u%T$7toMhT(5QJdugukn4Pp=9q{!boTmX< z>Z@S+upv8l!r`Xgx92Ho5asc)qRZ+JI>Jo1i^6?!x-y@aXLEA+Y~BUrclgRvVtz=KPib@p4sC4{7blqt5lc0(G7WqR` zl?ug0k=!L3(b>7&cm=~x1sBS+TssbwI~WYdFO~_i+7w-P9rX)KeIxFpRZ(^eWt!!w ze8W^LClNN4$Y*i;T5QTW)I-{)cSm0r24Cc~8% zy98^u28+g4F;%=eIq$2}>P`cg2Wr!q(oaozym5*&0UUbt|6&^!}u_muvsWx3E zZgn{b<$Ujvs@f*giL4!oEb)FWMRi9z%JW(qW&Fkm=+NW+x6p^Wu3#d8_>K2axCtqr z*~NNt$t(4!aLcM}T0&RU9bDDvV0@N&LgsiQ#YW=+yL3K@emPk;90+tao2HU(0>k;Lka`+#bUv+vz5K@0jMk ze^xThdk>L~?-3Ev*G}>ho!iXbKXQV4w@8#_^(+o!Z`X6ZwHzojTd5X69O~V9JKwh= zyg!HmWP?77+TK)9zCEhIkFc3gc=2voI_h=~su$*Mn77oNbT~mxsNMgRUQFQXm4W3I zAz>IzOJN3-=Gv7n{VG`7bHv`A3M%3h(;P5wwyQBQuQ%rS=qD`})M&-Dq_0$>@`AV9 zkBDze<%Oz@?am;DZSu~x&Fuz7M1QK>+z=8j4G)!>-DTwvgL2BuT1!!1L81Z=L=UrN z$j-Zc#^w|DfF{QvmPelD7pu)KQ*bj!739rPzJtx)ON!2*32ngJ{fsmDLNM)9?ZCHU zp(?>NGTyv{5RP5(s1UNDjn6nFWZ{AMH+{>aNsDJ+9ubRA=YHE6^YX`AXU-BXQ4aH2 zhgS8rT*Dk&%JEt3n`8$Xz{AF5dbeEa!7!C1>4P_WE9O4l?DE^m4d22*kG26u_IFN& z23qycRc6M^RHxoTKdM_>(SNBKeqiv^8D{Ie z@4#OV?BA%49FiUw!zf90nt`!bjVUCV&&lJL$Y&Fdc2Zx~XzG8p;80cB-OA0Vp+((;@}TjA-}USSFMwbeREwD??ZgmF2R_g5C2X?zl$%vZ71 zkE3T=_^GwuG%B1HQKyq9EsoFc8sBSYkrmiTls95`(J5b?D6d^TvHO857nkCEt~r-5 zFQLGbn<=uvfz6E6#ybSm^CETG;hRhPLQ`^k#q9|t8MN8Bbxek;@^#HUbxfTUj&D)R zB3D{Hmop0r**XTRboMxWjbl!O5OJu>-k)eCNQ&fbzBR_*?3-Uy?S9uFhIwT3A z5%)maW&eYb`Vh3WYqm2W!N;w!W7Oj1Frm^cH-ELM& z(>W8rj^=QFl`LXAs(cCjensKMTU-t$ameL>7c+E=@!BI|bwbk*FfsglNZqn2JZej) z^uERS(<;m2;;0jz_ik;lN-*pWdYQhP&3NOCh1f*>(fy64OF`-_Z9VZ(q)X;Jme<%J zmxIU&^LO5Jhs+=Kd@6qRy})VV8lj8$uxgg(K})gShaR#RkB)OiRc%nCK{XcNL%uf} zny@BJJW}NO)8hsB13$;>r&D!;7y57R>viqxTIy2&kK9**A1R>#wyVI8L{PuFuRomI z6Q0yb`tu)qb;^DHQ+NKi?(6X&{zi8_o`@%1>fX|;Y71y}&T_E+!! zWRfch@NrJGAA|UF+Z_ID5GZPl@aqcq-$iJ)c0Xe&VDhm9oBJkw+sRsR5H4v~B z4q6fYDK36uR8B0fpF?$GcK#HecohB=o@Q6{M`hgdVB#JCr2st21cAx!VnMy4iW;QDMC;f zRFE5l-~fR*E}s~gTdo$Cgdi3ugb?)4!2*ZDfW>6V@{bIik`8^aIQ}Jrzy*Pb!S6CC z`Y*|EdN3er@Vg8hy7*lt2!wr3$~p`$fU2itU@$ro^s62i1U)5#K%l3_4*~%}f42n! z>`C=|dq4(nz}nxg0Y*ooew6`L(Gf@V@lW3%U>N+=HQ-<%2=<#EObDIv;Mclv(5blr zfk98pAPCs+_YwjG!A{9wuv7B|0v9?tE=X4sAfuq`@y2B8Hr~KKVnDq4hLaQev2grc hJk(jscJ*+%!t^zYvmJfR1wPv3Q^HfGeQxUECGreq38g#0Bb!nC{9iQje@IU}|LyVE*&0owdHap#wnubyz{6S5pjK z8~`+;maiu8|M@QP=esCC^EY$o{_en=-EY?08NOQghxs&ehW6HucKWaWyxIRczNDdn zsV={@%j<}=uYdIP%+#y^I%YO%Hu~58X#`$9d%fHq!1jlId{$Q0uX}WFZGVr(+v&f; zCt+x1>|g?*`*TPkQ;S!J0W?AuuTc;*)VDS;e6!o$!Ol?E63Qj@NKLX_qtDi`s<|yY zfkIWBD#k)gKmf0or_7DM)#`c*VunGWQ%rrb^ZnAn zLDBI+*+J{W@Zrn-8i}OpD;L&2}!Yu4!J?!G5(9sv6qr>-Dbu1sM z1(+@Juh3kBM~)cRpD$8O@68$?LKbFu7%eg+4l*@U5DL%}5X3}w8SK~zw_vb0j%qxa z0IP9JCkuhBP!MMpMDNH7j~-@^v==iLmxVQ;WMDySS}e;keT@WcEVUU^TT3!<3OR(# z9&&MxPNQZ{$QeDkpRzn>kGVe^7HF5Z7`m&2(rgu>!|e^t<)eM5t)F!Mz+^F6DJ$<= z#%B?U)D61La81rL!$T}8;82Hg+`gNA^5u2ZpUA!nyYKI6qrycr15a)z}gCfEzEvBtc zUTgmJt#z-NE&^SYBQUOcwTlYOYLyDW<?eGw1m!<5s7itKsZwdD0`H-p`&AxQT<52bW`QiZZ@DfTmt@G{Wz+poV?;P33 z&85?)rA$D7NtC9Yxhr@5yG$hNwDpP8lj0H^J-#bWZ@Xl5bb2|m`?2$cE37;PXylF3 zZ7)l{Pn!tKD7Vo^SRY8qI4r3w5Buoyc29?Qi^2Pk_!oFaserrYc+>|Fsl6%&YvGQ$ zcZO%AnJEyAS0%Yzax|yUr_I!I#G$=hr|W2x4AY337j-&lcH&=-roV}^s7*9|f+;rW z!*x_b|3oIh!~i3T?9!!C)Q+e+!K?_x;2!Pd_64)Arh6iNnPb1O@GZdXLgiR zf~NdKQV^QrhrE}n`vqieJz|K15ynxAe{}WDM~mtkz8OV#b4p6Mspp{ubtiX17xxF= z-dsqX8Fxamce14&Y2UCM0PF!uHyoqNTfE{TM_1;%+Yph0p9=h8x22{S7?DbasFp2A z7ckfnIKT*SLOlJ2vMDNZ`*kpR1R(WzRmfqHo?s%o*>}Q{e_R;A+8FQgBJ(=qIz})! z05D~2bnrsz_#pLwpn9_o=Q3jxaZ>di9IX094&nL1@!CINYZ*`OkCs87x?{Uvf=wh+9r_0!(9XD(eUW#ku%;Ri7{OqsADeiD0#Zc$uhQO zp1Xa_w*N3zOLfWJS<_>6^2_(6vf{A0`6V80(9-3+rkQImasM6}we2Qi=~Aw?*;t*O z9_j>RlDb_u&5`)WLSY)5XnqAqd;rOX16&Hi)NGqct*|;txUF>tRbSrrBLkXNy@*gI z;*Sacs^vCQ=eEASa9zUYqpXWM$V z>HfTeRoEh<97pVei+B}l3?K6G!%6nVn38>udyj5>l06egBFQU3a*I;uCf+H6QhE6_ zsHp-~pA@%ps{!Q1S_}at(u?}CF?YtJcKXHb8WjI&{P6@?8TLdmc~EBKB6;8|Abe{z zHVAo|2s(87SsMtRXQQ-F&H;6BxR;s2ub|!!ZUIWOkjl@m6%o6>H<0l zl`&iFNLu-dh63GH_DcuI`0mp3_;?&o=3up+#5E}t>tZsK0eflu!I>mD{DN}VnIw)+ zld7ig%p}&#=yty}Xt^Nyo4ZBh7a>A{soo+?H}X5x5;vE~QsK^~)rE&}|awaACcQ<5@r6$Gl?gJ-t zp@^I=F`c_yQBzxt+H*Na{iJF*Ig=iF? zvZNFPzyGM2g_*01A0$yG_HGFqmi$nh21b$OAiiQJ7|4{Of#d~DfXtyl=2gEN>Wnu} z&oK)r9&>1)=UNz#830z~YcE-G{Otj;gjmjYUeKUB3C1AL=`$}5AV@>yW)hF%rGOvK&weKMDFRif56;O%F(;sOtnAnnXtWE{eXj4t z=jr(H{Y?1&hQ<9enNXTI=|*c*qtmP_m14iF6aV5k8;s(%RmX%`SNbI4foGWjI&hvc z%C%SWBy!YX2sBF(RR0e+HENkg$0I_8lnuRaz=IJVsf27n2vYO<<{Et56(fv*{fj`j zIA()4Gm%Zs7MZV6zGn<)aaC!LRfK5>`=%n4?AVQSk%~BzUCfnHlAiVyxCGZ#UO*h7 zV)h(;!{*5EIL#?)N^wC)E`w{ieDECpHk!XqV&2q-nXzVaWXP$k@$fjEf@Nz{hzk)D zyt6*tj^qK;U4pl&`FJ3<;62ZBxVukt>(BP#$=Fhu}$r{rWvehdB$}) zY^+z%B=i_6%58hJWvBt7bf7eCv+!8spI>-z`-HS~-NXjh+_KMA24^^L0{iUUqJcqlm}d<#ZsV`;@EsW(F^CIt4ar^X&K1WRuI&)- zLGG8v5uU+2RKCt;&yvd^G&+lOInaPD5n9aiIB5p9&lmYHMv0SmsP@(-=>$iq`(PJ* z7n@ONBduRTKpfK z@q^2#iKO8jR>CI6KYZxP=JGu6%TGw<;ZdhIK|4PtAHw$b8uxUcX-(AfVqf-54aZ^B zO(`v>=5VcQZRN(2)b&8*Y)MwkWW1JZ;hNh79lK$|9*@w`o!EaJfLr}a?btp41=u&r zAMi$Ee^SJsO!f;o-Y|rLj)CqkQ2WIyZwJ)@n*aOQ-+6@&z)1hfJT!mO3q30x>npST z8+KV%@OGG*{`#_Xvg=N&n@Gf?UA4NdLhKU%yoD%X# zfQXqQm{}Z_n}Hz`Qp8uqIRaN(cxUo`s-!58HI1B8b52k+^A;RzM0MP1zWkBUFFU%= zc7*4Co!aWW;(4NaKZ<43s$k7CQoP1>`?(c0Ev)TZL+=*<_J9lLJ!PqGO}@K zq*3L*Aj=yMG*@SH_PuJ_ktGc*7ruQW`QGHiInjF+6d-c*ncAQ-4?Pcdog<(U;?Qpk z_lKp^#=sAhKAyGX@g%wUuwyttoVDgNq^#o* zX$9>22#8)Xrn=h0NxKz*>#MY_ynXXN*0|;gu>ZMl4IV%d3!WMVSeFl5)vO^l8j!1Z z?MEykJq@#W(pHetdD5qJi}QFmzGK3)kTZM*Yf^3%RVL^zS(62R#N>EpR5M#*t>u5c z;G)m4V4kvBJg$XisS{Y>7YH(8Ev^H0cM^=1&WW$!DIn` zx7f5zo8E0oWKg}7qr86}SNDNw`!E&vYc>0Pa)emZO1c?d4a*`VF~0dxKnsSZQ)jwG zT7~l*)=%Xl*a8Vd5@Bw1=2XRmXU!jU2M?pTvm`;!-9E#r~xs6kVSHM5m zRBy+lZGmEtezlVcvw_<+2#EL+IwQzNcp}PHw+Tiu9VxX$F+Ug8wbx;q+6!q?iT{47 zxMc?Ys7E%nQ#2K#LW~j!oN`?2Xu5hXTyd|9tg>cyTbiQg!%W}am&FpUnLat9c$Lpo zgsdRi`q7$(Z91#ItqP9adThcr5JRp4Vgl}YAJSO2#roZv29vOWE>(p~1(e{^dl&a4 zKh;}RFsr1wsKfPt`3$?}#HOR1r?}|4=is>TmGw&ztdt7Z1X*~h+frbY#-{Cv(>f)Z z$k!GYMY@11RbS+9!}f;yDL=%UVBLYWf?!WUS*gd2X(W7eo1iL&TLYpqr74S#sv8H~ zE>*s$M&gVt5d>F&2akc=c8v3g+80WS%V3{7sjfFvmi04z&C(x&5)W&0fN`DV*HoGM zTFLED(B>_hmzF=&$k-OXeo4)t;czhOn=cl&OH%}c^I6l@s>#GP;Han&~H8t2er<7p*@BHrG9Gx>}uE zcDfi=7`}*mvzF|8)rxk2>ce+Pn_%bQLCX;;6My&yGI<0=tpcLa_s5RLbwt}+JdI7X(umv3|0kk;g6%hCu?&Heg_F*~Twv75X8zH)sOWu4_ zqG&nPe8`6~(TXO5pk`^D*#!?2gi3%Y#SlHR8G-=JDf|N$anm3KM=Rt`F-AZDNy#Us z869FX1b&#v0^zBS)}O|en|a_2VIIGXvH^4damYpcI7g--{uFWJX}eL^@o`aT0H> z5stx%A<)S{VKd@2WNzWV8?+Jrd^n~HhjTFIBVgYhEm5$=nvX1vv2i*NH~d+mhL3oN zEzd)94jXajvpi9orN$z#+J%A4n|nq;BS-~ zka*a|lffZF4GHX1PBnW={dPnfGJ^MubKb;}>vz)OSIz7BJrbB+=V#bYxsiCI>%yYx z439bM!9g#J!|*UKeWxYscz&Gvw_X|Qt1Lh5t7-IJo}I0pJTbg?cdWlWN(%FO>)&d9 zZj(B95ayM}YBj%&TKC3Er+=jBdSQHwCR%--ruF3L)rQ?vkA}D^Mfbi7uXv^(&N+8SVabfa%)acj8`%4pGQeZJ_pcMIXc`;n3M?r`)o=Q!fn2i?}X>6~(uvuWkW z`va5Ki7%z)xAR|y6F5Nb?SQq^eHY~SfZ_~qCeehzdNi%;Y6*}es{47 z>y5d2apQXB+Ld$XF>#Mme@e>sXv^$va4XQ|&A`bT_mVtR286eoksnR!s^guGD`Mv@%zLwI ztNr>~d!`M8hc)cYykve0+Qk+0vbAH?b#gK|b%J#~xK$SN)FSME-$I0U^lmSQ@A&7t zy%8e3`Gaxc^SkIE4&37zoFI7Tva#T%yHk>;iBqfbY{?R5-xP^cgqKV3%H9Q4h@vh-;o&D_A?uuqSlQi>K6G9Iz*}k0bS6 z_c&eF!FN<$i?EABE{n`wlQz}s-!xVZc7(c^yR6ZzM9vRI%UGISmvLL>ZI*G%EQcp+ zMeBAdi3fI=R}AK+R7xUyEJUif2be_5m^BQ)PgIok<~SObFiFJG;o6%o(e4;g>dh)N z)%JFovE(SSVJ`QQpP4GcSvy>q2T{OSBV?@TxICS6wyfAR+&Z}8CSWL$+$nbDZA^;1 z$aNjUB!D%{jhdGaOq+jc7V>bDq(-CqG5txDx_KcV+TOJ``UPRj@6Jmzrt9v)gMD?> z)t%MiS^XfUBz}BLl%1;1e zWAC6>zO5ba?|+P>iq z35S43a%^sXg#R)IJ8OGKiiI=8GNOBoZli8;miY1ky#fo9-l8bIkhq5#1{A%5hakju zOt)2=aPOlf%%eBysW&UsDJdh-=*&MX!GG69{!#)M{{2c?Uk9Dp2OJ1!3<&)1oznj< zZv3@Cr)T^3y=ux-nsw8{EI*-OmUpc$bvQx=eOBkJ;W}7RU}vqvhC!QW9f@h9ahgD8 z7ugU!2_-#~(jvZtd5rgyP3&;3dY?~A>OZ!*7MeDq(=vcnG#|lEzcNs)_AMfZ2u)=X zRe-VxiN`YE-th0yqI=Vl{t{#U(6W9BR5bFAdJca` zTcUz*N8Zl85)Z$wz2P4X1ZC9(6ci`~4b60w9OZSb?5X&zEexP&1VjbpUF{tVEk&)2 ztO0KlnVg}q=_`A=0zUG+s$qs?02*mK14FwvCF`T8!K-3q>fri%P~OqT#=_9@O@N|( z6Mbmj#t}5M*S9mZaj>=n(EU=u05r+~`acw-xzT%e{3GO7kIc-TS}GZS-1`8-j)!WT>diDU~)5`Ve@qTyiEQicKaFW2K9Dd<=CNB@x)^CWNnO30vp>KP6fq>u8$y8RYL^2h zic>5tO1HH;HV0A%%FHiuvpg%=6xV{B`{*-Pba2;@^5xMQ#1ER+(muEe`X*e6*9E=( zc*l}!Fh{tH0ay$~#a&$4yw5nL%>@*}ALzQav8gF@_R;pePho9Kx#6|3cN6?tAyATs zR=u$HgFBW^A}nBa_o7i!`m7#EfY1k{H7Xrvpu9r2J##&;&Y8K%_UjW4EjB2?@w>Bw zY?Bp~&O1<<$748ar{@VE9T!N1+_I75^nTSxa9S@IKt9FV5xWa-KhOpdFC$-Zb`bQ}6#EgrZKs$KLd3a6QNI-3Y8o_0i+MU8lMgs=U$``$`^w2Pq^XO-`|^VuxQwPIG&gr z%RcXhfE>fZV)rquxCZ>SUig|iEj4snwX zr&MF-O0F8TF7z>iH8fkTHvUu|#IIg4sM#NQNz;4C3}i*n6Z=2S`XOe4cXcY)pzIcc z*^l{IwZjG2^g**ze{QFhj_vf@#Fd__ZIp6t@^YJLUi=o8tK3-tmGTf*DUw?xC9!^` zn~q5mj8Dl<&vRE6onbIcQC=k9*+xMXnibC+|F&BO4Gm|hB*)|Vdi})blF&3OAB0fB zrc!3RQ22}D#2~X-1ySbmY6cp&Zb#GF>*=s=19bUV6Qx{pYmL}6sok^~YV9Vwqp-{J zo7F+xZC!gw*EzN7)?>quvC18pyuRkK8Wjc43cC(7?U(bE3<6W?b2!%l%}W^IZqP#t z0GbMvt^mqBaLl)+R-i4o0^pU>d{_uVl`3X{5}E= z)A%Ue(E_y+A~?{{=!eGlb|o8@p&?0;h*A9{2?}Yij%AB=zoaA#_Le}|bBY3};5%V88$?o*em zgXHMCpIEB$s!xdMZiETlXx&0Yo7u$#DbVlo;} zRMeLnzHgiqiD+&tc%HHkRin#THBi+<#9VRlN~oPAXY3yl%pWFOtO?T^X+gED8VFk{ zDC*|PSX)J{=k`xClhB1Fqm0&D{;G|TA)EwWd9ZVW!_H-py0PeRJ30y3%Z+Vc@|bxt zW=rTU%Iei}H)0rSjBet0)7pD%8rBC zPW_Uyl`r!9pciVSfHVai8h0Xq*H8Qbk`J{5M&OcjRzI!IxrYpB@;LN;629+tw*fF} z9VN*JqpIXY$`vAeqRQvQk}eo01o81u>Pvhd=9eQoMn8Q0G`0Yct}&F@2Usl>3F%0`1qUiaq+`({dRBg`N-2El{ukcB2`B8-)s)$T9l z(2n!u#3AK~oQGAccdtGUed4_LvEFoAi14S7IwK9$iN%)gI@Jt|MYUBmicfz6uL0@I z@`U4;Wwaw%zC+NsEGvn*qp(M%ybAyHp*&-OODt%vNz3)ot%*tUG>0*HR7}UQFZk?q zQqmEVwqLz8MWTx@Rj6?|)P|!2_e=~CdDJA^2J?iE7?HBIG515nqUZM3`P}wk0u|Ub zRJ-BfC-A?*;eOnNgxu%FIKq=!e^A7f%7RpM3qru|D=)!oOJ&%a_aT<-ih(Fm0_x0eW`M}!#_i`^*-b}0q6^7Pi1W8Wf?R^ueFh|Opx zg075O`SPxe)Ra}bX9EjbM>-FU<aq<^xja^E`%*`=x7Z_@s>Q&^A)|g-wHj#>P zYJ~Ep73V!_#T4gj%nY%$4fDU+DySZ>ef^{$d%T81{`Iv=rNLjR-yvFTXvm;dBac2Q zzEGh^E>uiB9P&=?YZzpq2=Oc{6-ItjpQ)`Eop#BDrnS7T7adIrN&dk>_9uUZ80{Yy zJ(TI%63~ijnQ~hA+fnjSp*zKKc@vypcfwRXj?*p)Lw91jcMT?fIwUhqb{e~yd<(?> z(T~%>*cI1p3?oNEvz0_{nE2VH7b95;DI=YKu!glvMHC~v`GB23Dm>?sEbbU-l1OYj zkdsM}3_m&f=bAiMT<50GwErte&4gDXOfW|FO(KncO4m{FZ^0yeLWN&;U`Pf#N_X zbOW)VkvtL${AaR}Zb?yOV}cwp2(5lt{E66ZM{--b@C$w<(G5M+SV0g5JN(eZ*hFzb z@=Cg$`3s(MS2lhUNzUaAzV$9I%=*OGQ!kmne7US3P2jc{k&F*N4&-%C z-RD7zI+E*@6tu4>kEpx2D*YAFC%i- zVSDJHW#B>bdp!L^5Z_8F|GGi{ParESC?cZz>35Ko*0V6Rbu|1RWLf$@>m6TN_RreS z-&yw8Wc!^N>EG%>|6Aw&#2pO23=Z~-^63u*AV{ON4-|TTSj9V<@xwwWtq6b0(A+1?iU>s zn5+8%Y*|5q9O0cTKQDeIw^iY9qdM{a}D3V8;n#CN%9r+=`@znr!<+@!gWvaQ}7x9n=X19Al! zTQ{|`SP0DT~VipcAH;v08%xnF3Y3nA48s$ zxq}@GZ6^gNi*L?cX;g?#41mdExi1*+Xw<&6#H23njg-Gudlmd6VBWtbDWo^%STylT z6@O2@UQ~d z{+yOM@rtoftklnF;uxtweNT~m0@P>62vnDSt21;WfccjEyAY&9p4o05!jf%JwJ87G z^c>YzVeXSTTq`L4Q+gVX=0OUQRN1qeK+h2tY6lAIsw0lfQmP<0P$j4RnbZU-p_$u^ zNa&S|UG>MdFPqzUR=c`MD&eL-bTAWafy>RyH(_RUagKY$U(vD;CcQ(zMcvE=?#qVL zI!e7h&WfE24&iwsXE4UkZbs(tS{E#7Am#~1IP)Aej!qX%tqw2}g!);Y_LFW|jh-)w zP+S%(@W(#2M1|WZu6P%Ej3fx^HY2E z=ez=_H4SV{J7S6n+&R$%tAj*{Drg0TBl$s9+bG*8luh^mP?YVU$#sV%6`d035Xi+* z7S5NQA*T8wx*0Um|BFPo9ARydmK|o>mgrP)pV|d?@WETYZHX#Vm%(U}zLD0Pez0v9t zTc}3({0`q2^c{W(Q~xthHbmK{qkvG*5IrEXt z7xTI5-0H*HAGJ=;np1W?9$kY*f1Ddva~9uDsyz#y^-XiyHwvT=oI04da4vV?DPEY; zkTN{#GLs@_4DNo>f9xPOLYA(b8Isrc;6K~i96sMd$Ftti-xS~058D*K^Xw5uY0G!v zKa1TYK1b}?B=-283{UnA+C|~4DGZ(*SC+Hn)@MT{TsjK;4yR|F6Bo0A2%ano=HxSB z0;`=M9{1jtt|nHEe7wsupN(f2c|MY5iJun(f-w(4=iA(P!RHv(r3q)My$3tUIbr@` z?$E4b+7ys}KdsLOp4EivcKSu|A3Ck(m4_=*vHnBq^d7Bs83lVKMuO({#cD10d0}KQN z@lWd5>q_NsJ<|VY>KK=GHvne&4h6To>%E;OqTE+?^!u!DEQ&bq65s9XA>a!w4?Tbf{f^}{p#=@Zh5=S6&VC?7exPF`E_ zrmKMBpvBqSX&9rhCZADyS`yIwLe-<7$kYmKuWIl95AlB!n*NIa{}WX3^GWe3iTr;I z6@O|n$^eExzd!anRQ#Gtze5GX??UN6I`=oI_;0-WPoaY05AE*1K*g^~`MYVa6Y`(p z{?AbHe>Lj=2T<{A`Tt*_;?>uGeJ}9WeR`W;Z(peUizEJb;VI+qv+plz*RKlKVtG}_;RZQ+KD-qabp1uyp@{|K$f~MUiD0z3 zd@%UFK0!e7l9~8Anfu=zAP@=WCJRI;@EORvaTjp1vx9uNWQ_<`l1~&tvM+`&e`sF} zH>`TzEV++zJ$RmQ(gHoh#OS6av2DVE@j_Ox0`W2IuBM?p3_MpTGBSYo`4sJLihW+&gY|Iu25-NUHrSc;I zN{l!#Nf?FrAa0A}ogQz_1dsAYNm&4@8m~D>CWWe+dh>SP9Vt*L%G%ewPb2*0&9hj* z%SJ$7UUOWj_sa`vyf>&ma}!m`eI!=9hd|3fKDl`);8K>DFTi6dzyV*`@QUNinWEot zq-1-fD!Ve_TN~7#J&;pfRdyo;z6;u^{85IQs-gm$pU%`<4hbOSe4kG6DSKU{MF~|B0HDYR7MQGs}PL{t?S1w9pHMr78Z;&B-nHHE++zlEYalaFLY1^fb{ zisML(aqL5ASy?qEx+s|OtV3xgDhDMMMWe}fjB#w{V&gKcf|`XNZR4}D%v4=bFwMe- z#K&ahi_Y5y>N0c$%cX4*FJiy>UlT^>900T7t$7j(l6x^|WK>VcK5{>5>OkTq~ zw!bT7Uun1AIIF&bv`SWf3J{m~!BYduU1nv6WB-Wj?k}|2vBtH5C~f3Y%%~BW#L^3_ zF^ocjHD_ewLwa!pR2>m6*GyycG&ryt$MsBya4DFs+o zbhs@1k)v^c_MxQmktUA`q|wh|6Xig*vr+4Y7;YjsRVf(h6{}fc$6iGOSH0A3wMJ5_L#Kkr)%5oCD)n`RZ$mZfhYHy(uW;BT1<9W9hsvOM5} zW|s-JN>l;IO*qJPANS+A(5lITMcLz{S?n2EgNmxE-RrUzi8s$p)7pP$$S zA{Osq_2zf?)7V%g-dxTcHD>E%66?z z_y?!o%n*G9CR&=&dR$O?RI+5phQ3ug)&Ntc#iPEr{g}^(_do}a=MJ^s;xZMWLrKL~I<<#@27xUh=cd8ysOLuHD zWq8I0QFdvu85nphEEM_TRfW|*mI_{bz^oAP$jsW_}&OM4mYh@qg@S-x4mxecmpYJu7l=i((p zCFuV0_BlyiUK!0kG-G9P%IDkbl38jPb_LiZ!S?pB@#gV?iovsqhvVpKcuII$*4#dz z>%E*?^VuLdawNLvmXzBwbadmGmV=g*^VE>ZjB2oR5c{>}7e(`521Yo%XK(wH`jpa# z8~P;}aA8mc($dl>R1T-AjE%}|441szvY$2%;g5r8;&m7<@EJUiBR@6tDpZ%Nmli0E9-R*<*|Kut%1FUT1x&2+ zFlKtt6@+{k%pB)oA_I`q4i=C{@P5e7?u(GDtT1@Um6hkt9>ZJQwA%<$En%gg=6Mv_ z2klE}wmF!BzWF(@Kx2Pf*w?|OiVL1k!A_6M=C!bv3{c_W6`D#mw z>*ylgNhyQZBpmf!gsts%^Q|mQ)g7hB3S6?2!%4b+-}O%}@@c2OC`9iM2`8f;658(g zJ%-Z_YAx^=jb&FKA*Z0iZutB`gx|4<5yi^x*g;tLedrDyfWa)aJGy+YUzBXhVwluP zvn}Kf5_chNvJNBND+{@I8@)S9 zd!|o+qE7n=mXYb@$lOTNkHz&I$wy%2Jjd@~f>&%>-(CMuuf`nd$xJ4Q<{r*QJM(kb z5)P(5W}b$eQ?$WJPiL>&r?0XoXwWAa+J8{T%xq$Kq=vX6PF?@Y5#Q^wK_yc(Dl|&6 z!BMW=(J#>?vc~qJ)iZ_VWR>)Ky1w)2j5PZylxj4rSh+l`7^hlocE);Ht*uVct-7?Z z&{9}mei7ubgNdf)Vno~=PAx~eF15+!Ok+rNr=+mFys)r5IKZAV!<*NgZ>;m@n0|il zJej*K31P2zL%dTbH{#&DZ#8JThvFg|H7s=P=))ez|kk65H)*0+Q4?&~_vQ~E5F*oNF=;6~*j4e|1 zw_@=k;R*G*SFr?yR2bZ?@gi(7_%_j|>iv^KccvEAwU{iC)wj1oLFR}!xMm@Jmy=2%-VWe($@Gm8;gI|m%%a5W0YGKYgg|*K?KXSk#LPe zFwKwQ;#`~ca_@5WWPSnDu!0AYPVQEd3R+`G074s5d;-6!-~aT93UtrlDkZ<_1S~fa z2tFtrQXdUo2pYZ@7&js^S%8(4E1-*hzy3Uasn29QM zR>I)qvf<>E{O`qNK`DB(fHrjlaYRM<=}S~X)Kp@9KNavXnaKnau*wFps?cF=f8+%z z5$Tho3`DtESyMbpLdnAXRM2UMoQ3fI^bSuX%|XD7IaMW!Ub;sn3Mm>_D(;zv*eLs5 z_=y*~R2=zilxeN$&?A(PGI?jn=TF_ZmF=s0ZFMb>AtKabtWosyVfqI`UAx*Lf%CrJFcHI$`X`jdB^9#?3q~Onomi2KjtBtLSiy z{uG{h^V-=%aly$?iIw`Wk&#@6lfVlGzZK|wXYdxny$tZDFPU0sX~&hPlYVZL4uewG z(CiH({nE+%!vJ>tJy^bSXgA3*TRv~3%V@vnk9&%IePB3D6BLom&taLzgncgcnS{X? zx3T&T29X}OhFCnQyEc=$!H-puaPQp)K0$&%`Daq|c_Uov;kW2y?q*by_RIIJ9JFZ($?DfKzOzb}n) zI)1m!0c|Rr(&-!^m%_j3xyRy{Zo7ZS;HTl{*2tE|bChkV4(qYVx?q+`)iu?4hi;8h z(?A?;%`KEN+fOAu?;?&{%es|sahaPbiS^-@gb(XOLBn`&%A{$Rn|5o5;Gt(>;p;9` zp>0|$%YsQ-EGAfKDa(1S-$CSMKqiwPF4~q&xmImhIckj=%2Q*^K^3TLTBH(G5z1wv zuhO1L13c9S1qO-fE(IouXgK-2Oenr>zj&c>B);%S3=dmWDkO!*FtG@XW)+#(OnyFa zKU63?sk}#BHx*%5KV0NXpUfp}ymSr;Hf{%RnU8I&QqW+_2{`>HLzzE$2lb#vp|ad1 z9Y#}uyrMJjS{>>$n~oK3HT{kiOwuzO>_Kid`0R}+JfwhzqsA`gp@t_WCHS1bn*@c^ zgD+F}Tr38YZKCIm5(j5$zi+f`3wS(X9UJn6k%Q)XyuT-@H!m&>?4@%LvdoP1d>)?w9?0qPbW z{P@fCD;cYLIcLv|Rwa?q;`x=#nEDsn`j7oP;+1}SV4ogjk>y?DcvPXu>=G#v-K@xR z-*F{HVk}X9^hoTa|2UP{ApjnTEN3J05grw}8yOc_%-2uC4+QKEi{X14AP0Fg5+k>S zppBpY-Nd2acdeKxG7U7rRzDBqbJQ*39(x)-wGXCHqDD{&;A|kGVY@^kdQb@)p=4lu zB`GLn?w=)ZUx04gl-Ak;LtcPFe!u|#LpJ4is{b>a^_qnE53*UApgO=`N?lmlq^UqZP^T25D-EK z_5D0{KQVt}C74<1y83QP>(0=-bg?b$q=#T@98ZqO3QVeQbB~=1P*_DdgsvbbHt^2u z?4(6Pvt?;8Jhg+IN7NcI;eA_~OYNwr7H)K*5)s9WTI}f=vTck{bbi1P!3F?00lXdw-)qlZ(2L+ zAC2EO|CKKLeR}?tE@Py7Ek*xVP5Enm{J;Gem{xLkQRqQ=8Gc%x*F0A_rWQvg{{D`l z9E_j9I*tg!H}f5lo?o8P7s)DL3#4;iI*0=50zO#sGQSW7vT2>8uy?W*C>hf+O50fq zr8FfA*?Q0>_3Zo3Cj>$dwRPTChe_7QsSNfz&Lc^ENzlOUR6sZ@rmpfdf>1%A1hDOE zrqwiLI?t5@K8dhv$)?~5J8<)y+Zen*!4Vo*^KBZ;-Y z%)Mn)CP~^YibLTP?(XjH?(XjH?o{FK?(VLIYZdP9P`EpVpSOEvzUi5sv!?I5>zsRk zu!zinSWjd|WX6u%dq3l`xKO|`0hp%4{;JuVCfcwZHB3LOU-NGWbF*5p9oE6a-dvmE zqLtm)NI*U<06CqWjGdCL@I%HSf}0>7Xp#06y(1D7EeJzZrX^?wfXNKH9C@Pasf00) zrYx!(JDB=D5y93xurC@gj2}&Jz-8@@YZ5h4G!5VJ(Fumaae?6=N(g-hTgPx1{cI4Z zFr7&&n{N>Lk{Ym9hlV%yu<-8XPuc(etN_fG+;hK+>rSG8r_Mi+;^Yi%MH{J0AmU`tZCWP^d5pSvNjCYvEjsRw ztZr%fZWEmrWi-UVrXAo;16ge*HEtZl_zw6^w8nP3c0ww>j_1D6(p7r~9JjKQ>P;L? zy8WO&GlJ!s4wpL<d4ErQX{-a z43iB6FA4WUgs{apFpYr6=<7y_aBi{v(%}j2bEp^k_hUG(RJ{WBFq%#B!x37ioUGnM z7IwWs%_BtnLSXqTV>8FroKo& z<=9gBwu*7iLgl$&mc5YVgcin2J9<$NSv&eB{P?=#IAC$Zb`vqbQsugi7B$Gbw3nEx zs08~ZHY((LVH0)-Ywt5c>zYze6BB@OkJt6hJE9tdZJCj?qm{1t++%)or|wiMal)|E z)1*IWh5;U*JAsoBl)11A+FUFq@hm~6N~)YClRd6j(`>Z_%5LVNU@8-**K zB{V=NSLrS9=D^7ONplg8zPmR)(P-M=3c6|~utw&xUCGN8WVaS0%KpxsOD7xiu8^sUBz@51WN(l{uOZ$iw7ep zE5(3>M|_}_%0T3|(mE`favV4cao&_X9N;LCet!ekGs?=~E8|Z>i*Qwf#rvW7eIK(% zc%$`*e&fQ(ofN`|elQdBcm4LFd!ndT+oHG`3K3Q+`LKFm3XzDfi_4FW&@@R9dj)9C z8bO{Z3lJ)r-5K>!B52=z%oo|6$I%B~xi!qX@;_v*{qf-jQH78P%^ylKDx#{QWEv;N zF?i9ArqxW`KXe%ncD8(8nG*FyJo-m|M*KkeIQglc^~%#<$mh41LCmlG%F-`S#Pj)Q zuJLQ)?hoWAMLK?!S7S1M4jlsiuqy}a7#^M8$1QBqt=Q`>MIZHR+@V(HCrE^?h%4D4 z_Vrg^7=-iP(+Egy=e<5Oyk&k_Jd2%o%k{^Tbf?_iO7k1kp;T1=(qGy`HBgUk@NwR# z+>lqrGTmjrUZqlfy7_aZcN!z6DEO+|#IGrb^r_#at|f;yB05lV9j>oc`JUR0eoX2% z2s<9efIA)1UFhUrdW@61(+po6#Mrzs;ZB>o?W9S(MWLrXqo$uQHPlCg5=P6K{DwC< za!GthF)6o48qr9{wnsA*38z=Y!Q2y@Ri4H_5clNELCmT-$-u#zK8HddZ{2a2|J{#)NcEE=4n{7&(*gWg_YE6_9qENPpOmgzW*>*V5K96o8< z@Q;pZnZlvJ_NH;*udi|R3wTP|eZz68I3%vmHgPCmIj3dq1I&jw2v{}Yp%_@x-*mq< z^z5cH=ERTr)#$9qU*7@AOCOWVE6X5-$Q=LZj=&q@i?CC#aiMN+aycF?p6TBN=0Z(O zR5EEWN?mPN6F=`y_02i~^BQ!6jm_KVdZZ z0lMRV-rG|=?+A6oqn(3^?*F94f;{R>;pvD`FppirK8 zlM!f}e#khSrEh0Fb8NVZ(|;#QMUbJo&)A^Tzu{?R63Pc1A2L?Ocq8U;^Ob3{HHyG} zU6<(Fp5w@(VLc0>vJh0hU@+oWGl}=D_X?~5{dPnlt6vIAE(ma&>}5q~MejC%FBxXb zH9f_y)|3*i{xdmsrjbFd^an|q6$|Y6D{ct?;kx}-;xzzV{sw}7LymwghJVVVg(XB) zHRS&9Kwg%=+X(|8@89Uz{{ne`A5nkAmn?te0R1({`yYDqS0OLU-?%9M3VHt>h5z1z zzY2N(6wLo0An)IR{Xf~`{|0&gvCHr`q6aI0HqP*ORQo^pmGzHf?H~A+k%jROTyaiT zhQBapC%n9UP!={GAIH-h8y~Z~$gva7%o1q`u^Y}31PFFPcJ$&vlzL0RG(c8>Bw@>J zL=++e0+2-QiW8`YQYu6uP(*=At!ADzs8PySt-{fLjIFHk@FGU`p0ZZpw)ZW4H~lx= z51b#e(%&Z1Z(p)6FWn9Tfa;J0g4}h6((2QqxB|d{@37hLLyj}nxXnRLcmxW6mTYmH zbd7(k!iSv#`!IR#MP0`?aEk*~;Ss#pr|IF;yotY|37kM09DFUlJsDzo5fIRVkNbhX z-mt!g^Q4NNcMD=-?fOfYjh)92X7IDXGx|P`062sK=w|^bb!DyoTPl#jFT6Nr z>+60`#-F+RotPA>FnKQ5yTP|MdIRDDGaW!q==8dNnU>aOpbUsWTq*OkX^)~mQfom$ zxq;SOTsCd*cjeH4BaDGM#|~(9)2^+;At>G%1u9NYu~I*FjUMp>6d(omo-@%GYcA`%1?fPocbKnT9c$0CXeRAIbyVP4T_c;0^YK-=i7L(3t(O#$cx ziTvwY)r(1+VeIuFXzj~IgYp)&poFkWQ9_^}`@zIdd|yYlwzqJfhCffoF2z`a2vxpC-Iob|H@Y*9pfIt-#ODaI&LbN~xR*d(&&(r_*xo=(zRNyNb z*AXy=iY#NX81(@3+Q)FJ9*qZIxVNT;t z3S3^>5cJ}oVllS`E`T$y?yDs9Qsz;6kLG3P)Lf}m3ur;4tdR$ORqyR8z87;Mn~MZh zR@6)4U$3oX^Mhg0L%tBfaAH6Mb5^W3*5se3&Kp`7h^0#%4h^{FIb z6LyutAJ7TF0-ec7m3^s=D7(y{k!!Ypg?C^C?Wf%WR(DQl>g=BFE{UyO&vl--|5|Bl zNO5J#9B@M&`w&V?nu;ScII$`OOcKC40*rhYZpCF{Qd4HSG7``$i5fD!N>V7I1z z6j3`3*D0iaN9(df?Gjis9jwwGQahbo=CS|;QR(6yK;RS%Pf!rLK6O1oWJ4~{kig0t zY1Ib-g#~AdMFusp(sPie#Y+}K(J5hp6A^fpkdkn#pPyge|3 zC9ObqU1It*3f?!ievbgPPGU>Q&b zP=&6avgNxF3h7jqKyAr~&YAEAi~(3c>$6VY`jEYl+h#z~l>Dtks=tY70XrX@L?OOD5H3{^FS}0xi5Li8Z0zSkj^@S0a0N%BVB0!AM0{$@_1{Jd{+!PPh7e#ZGf*qVBO<73Gniq<&|o&-QJhky zl0idRWr{!qr>R?^J&}#7XD+91-rZViDSkCe*V1@uGd3?Y&3YHLx}VT622R+SzG+$J zw5X2X`d{(CJqap0%+70WE-D*SDRsq^S5QF9W$;z14*yg~ZS?If*iM6nw}x8Ze0-?D zdJVhzTBrFl;L}?H*$9|ypeATnGPK#Z$_`o{D5uBE(NVxkt!}i1P!6tkz5jroPWRbp ziTCkLNl!y+G9H{nY?3w`UtNtlmdZPM!O@Phg@PWcaz2N-KrCEf&45jVG|cSDMZ2xA z*4SIJe1Zz*%V+f3mNTtZJN2bv=~0;5pL=pQ!b*}CQB(RAU`ZRJ^2tC@WK`(G(i{l1 z&!W*NT8gFMjbBdo=4^3W8U*9yZ|ydShh0gG$YuxeC%hy(_P?lq$I;Dvto+CV{mQvl z#UO407W~=-6fck@{~_l~XY$DD>kLMLh~+Na+rD{g#QcH-(Y6!2T0dQ;X;I0jR;(C3 zmp`WgYw4sej&5GuRVjP{yC2Mn@Q$M@##uKS7W7nG2SARv+@4QDPuTT-GomK@xAi7e z>2hXqQ{2{?ibsE%;y0H|W+EV>=+%?fL1W`aw{c#$3Nnzg>J=#t@x>;Og zyO#QBx8;wIe|fQayKD8p31Q&Wq>%cJVXb?;Wx9)DO{oqC<`#VxOIkIbT{`ucetMvG z#)CyH6pt-m;lk>)jmssb`JpD}0{+Q#QovkucvAe-iHk)E&5=t)U(T-=YlJA?!E$8# zRY)np=9e=|!bdWyx&Phd&|61rXNgahj@EUm>HRY~{^ryC&f>QnP{<4Y)(b*q-ZeCw zU$69wyyy2>Zws0JpTs35-?VdA7oJ`2Qy?!k+YaEN+VBvyR}K*khH@-&5a*6vNlKPZ z$&kB{qRk}DqMxy-EJWd|$gCJGz%$of+dHePJ31#uO}936{n|T;v%W@-U-$E6W;@qu zh)e7n)=paAWLSR2O4N#Gw#%5e+T~BdWS{WDV?(9n(UB)2%`hXtV@i@CC=he_^mbp| zukglU*r`_`LRx?FY!)XxVjc}uO9{fe&U|{Cv)}JapD45cdbr1Q@8Vx%u}fl4d496E zM0M$Kxeio^!3|1VH9VANK_Fc*$GOk-=)-;D;=XLsB{JLKgeh|XJ9Fl|;^bP#<>LvM z1#P_J=Hn-FM%9JH>kCK+&dG<;av}7r)WJbXB3197x0;b9=o0&dU;N&ioWxc-d|&iL zzuhl0?gaMuwV5B*rzXiKHC}JL_&+87!aZfLYVV|-RCpPWZ$?;~mAiPm#TS@f_Rcvs z%_T+_F2u|+&AYLZ9q zX>NRbB6&b~BYabNB(aY^g{zXI;8%#Fn6rG#5Jt5C#SO|{A_~cIp2A&iE#r;1{WED?Oui$JtG69)uAdpQkL_s#E7S2Sll~fO9kE$&K4+$_zV^nR+?_H4iZlbLZ!{P95udX0EA@{wg|~ z$MEjS?jh9|NhypARQiRsXb6PKGxuDQ){V=v#Vpz_)jieAY6kQUu+6&m)Qzc}WD-AZ z*_X*y$+^rV8*Q9zozI+cSZ9s2v#Y=B{cKa!vK?ErU`Y^@KGzDBcCx^I@S#-Cw4ZWM zl0vc#?;2!O!z!$kj9M$Pd(_<5g`QQ?Jj*YUcB{)0@br;`}| ztH!101fLs(+q`(B37xiN%W%p_gGiK?R;l@IwN6#L&PWP1wi9Wjq)3eok`Mg1%D}>^ z>`1_udi@JneVR+y&~K@2Mip(=+()iXJL%~nLX+58_mixXymD^I;0Zwis<^&q^OOx4 zHSg61Jk1RqyGdMUR`qQy4>wZRbM*eBKLu-0k1MJre;kz|xK4IND`k6jYwMRLhRqR` zJP~HtlIhmKs0B{VmBQbMQ|2nHV|FiNs&NTJ9-1L4Nj{&+FF&G0pO zKMIeME>v~?;+vsJ-BQ&2A+mBG>`kDQxzM-e&jk| zmJD!l&_p>lsSfi~Ia4=pTeGiqo@~t+x*gqnl4u^hfG1eAN9 zA9RgHYST2l%+C7X585a-*4q}d1n#{zMMa9_2_bv`&jf?W-yV- zZGL-v;SE(GeS5psmEUK#Un}uC`{6wmiQh1#C;&2}_>M!kM2;O5Qe{IpM~xjFG6GS! zMBYAZHMramVBO4oplMe5Nd@i-E2>+jdTkelW*Uv7czqm1BM7*H*#0t(dtYwynzg1= z`M9&7)NInIA|u;bfo@NL*#ky6SQ+LNW(kGq0>hS>taCZhM%S!rDCLDSj#rANOwy6NIO}*%080`C)STN&8{bH?AhM1 z?pNI*SW?>1qEIPv4xU^@@;m)=| zHX5q)_?qK<8S+HK3B(qW{RLch1{Rljn#-~~d|uEV;BOnvsczjwq)t41bKLT9(c(tu zr>ftcbkpJxCS$d54WyzbN+B#4er3>-tb_d30h;wHj?+|WIK;?0xp`&Ph}X_E*(zxV zFh?iJcS%lTsF5?4d&x}uuiKVgzo<~sqIa`Y#9LS1AneFRgMM}@WUE&sW+@P?Gz7_? zhY+N8cO52|%i`!uOpckuwesr?OjWxnnU%DWs{fAkaVXea8k+16puwGGW z-u=j!e$z)A-rjLRJazv{xXIyo=1j}a&ttg1y8PM*4u0uS6Z)8g9&7PSs}=#U*THAz zs$^ojP-4rP2xcqLuT#8XGIoU_btW`zi3$p}@6d>9hj80g-d3oqs+(SEr+Kt(#ZQId^7OTXsGZ+eO;~Rm=mT zLP+>nGXV&MGe37NxU=>rpyY??zIMNLatFnNpwiH#3X<64!SUW)ZGJ^Qq8xd&cQ?ao z=i3d0^X2aI#TTBv=Ql`65kY!P6&xkLt)_#Yv3$>a52}>oS@M#XAr{@zN!cjJ+OjL! zq}KhL0YNIJt0c=`<_QLWiWjMpa14+ zG}pu)&hMcgd|!C?`E)DXL95a9?F7;Uc(w7eO3yVfStQAhNrUrczHtiQJ7nsYNC2A! z&QU1fitK%r&7CgDUC!Dhz($5Yw`-gfi7;T208Uz^6)a^jtCVzrobQ-@R&W|*4E zHcmWeufYwBqb$GUAaXSE=iL<)Gyifl#mfQ-JKG zKrmLA3F%RbSGFz$HZwgT$S)E0)b+tnFq+f?AuS|aFqSMJ4{>xi-?pvmREkG!a|N&h zaUOSg#N^V+>f-8P&D7hcklqjTuaN;as>_{&IW>mI-h8&Uq>-8fy%7;#h6=@eSM-xbxNpwXgAbNLjQHqBDRX+lK;+hI!(b&};4saRXzPLhcV z)m{t)GaDy<@H}eFqK%0#nNTh&9?CuL`e@~pe;zrJV3_g1EcudN1Tl(+7bEsTV(E&O zEq&@{$%__Ct*>oB=>XT9^lfzgCoOX`e;v&%T?361t=m?G?&Yc(XO%3nYl0pV12MDZ zID<8fR!1MsOnGJEt2Ya?G>M zGwt<{%G^{<*GoEN{WA#(x6HaG+#-2*)-AS=4Zz12RdcEYU1NU30y z6kC$Z6nkRIZY4;pMbeh%x-Kb|gyqgi@Nv{uhZnPXb-9z!ThD$9oU+B`E-q4CKD-j* zk;~UAd%W}EAeLC-OcP=?TYg@JK>G9r3@OecF8EH;qqrB9YuTm^Ldy$P%j-yax;-N* zp-cWj$K!-jX@GgA42x3+tO!3G6>2ASCSEUggTxA2uvo^E7LEkk?eJ+92ZD?gVpi5K z75>=m&Gma$o;o%Q1j|xKtuz8h;KS()B%}xEx4zfuyrhB__eV-=Xv+QU9Xa>3T4l$o zwkNH%`<-t)?N@I*iwqrHcY-I=kcJBSHm3B8=-3e(LzebOTMV5$e#GY@8tRhWy3sw3 zeddCssJBvn-DmY(FDUuN6*b3`Xrh@F;HtOyF&o{nlUk0a*!C5pIgdwO6%9Xvw{u)a z(6SY8eLB0#r$WL}hedo{@=TmOL^2wTIzBF|(p(_jRq^!oQTCr7x?_6;ntk) zmMF2mzv=5#DJ-SH6uPlsvrep^7c0g#3LVzNwgFgPs5~yinR-9a)oyAA>ETm5roM6F zBBI%Ebo-tzo^#{v%?LjS!;t7cd7PD=pQF14{Z2f4Ni)}lrbK-#VbFj~Nu!(i_`%;7TW8(y5jQq%X)xR26To{rDt zGno*V#HX3d4wl*Y*{rp^L%vi_S;Jh*W;uj$#v_USu% zPY%8*7=_QsHL^S_B&qG zrZSJs<}9Q5_45Ss0UXk&!Q!dOvap9gugt@FGwqq)Hf36%CYCf&I>?7ur9GN{OGmZ zu4)vO=blGHFS#$QoCy6rgR}6AK*+l@I2%wzh=xIGrP(&q;X*=<+Nl9@(*UGIpAZH6 zYQ1pWvX{UQ*;CLoV!K2aSf;ODb5LUDI_|?S?KB>06=apIfJv#CI_o3nisX|~S9y5p zsI{R?8lSs9D?F@BLvPhmcv)l`}(myEZ~trXTH(z14jq|hgYCEvo+Q7d|!)7W16 zqTHVSstSd)dK>H{FK_;6K5{5g*!0DJqD8#weKC=|7!DmfQL`pcE}5;2m&-HM?+f(e z=h?RBz9lU`fB(p)owE zNqF?CD1!T7-6z>{x?bpB*wb0A`W2j#V|SiNPS5reTKv-{ceut|{{f(DgF_uPcR32V z`}*uYfD^o`d%Tp6j_CMHgPVF2K+&M2ZKNl(SV`(h+!Pu(!?d_KXOJU`CZ&VOb*U#B z(*(g%wIi5&bNlD&jiF_=40FaP&XM74@$uG=YtJ2-T`3_7;R3}$gv4#!{qx0K7rSHJ z1O7Dr>D1b3-mD3a(M5!&_)OuK*zC_ruwG^2k_X7*@X_t&D#;ACR`;-iZ3kcP)He@M z?kK*ojd`fb^7#2Qmmd(6bA*Dk!0#ETy2Q;RSUL$s;?#3?^qDd%`}P-ZoHN|eoNz_* zQfPvN5V#yq=BYxPvPZqN+%Aj&weC(smlE>>jGMD#Cx~ zqyBtk%to4KZ>DN=9cxiwdFb0u&7*bt)PeQf>i4{Z06%4h#dQ1q#qE2$xO0wjmU`En zw!9dA?6H+!GZEKxTE46HXEIw5IJwFY=x~=gyNPC{jmB~GgO zjlo?_?)T@Lp$cW&tjy~GwOU654mQ!-h(OUV4l@ROsQd7rQox)-ePIH|dLXu2R4TI} zM`zYaLZrJRcD}^V?tn-acqm{h6ED~gT<`3jHb9z&a^7}d1{{4DCLDY7+Uq8glP8+z zOJuLwPjdQRWKOFcKCdqc0)4FyaFP5eK&d9SPyKbK@++oOv_ZkMgM$Kt!sjzcZgeGg zPj8h|glCYazTMsqQ%OxtryIy*D49fzwEV4X_Fokm1x{f{pP%19>4P?|txu#tpnmX# z!G#KcsIhFtAb8arj|Ib*eb8gpxX!%<8(W@9XjKsVRQtkDq9j2e#id ze9xMGkd>1zwmlGw?DhUqPx-M?0k6(s6)zI@dz?A zj;upM4i-)uSl9Tm-Zs9zJiNX?oCR<3Ptd%Y;U#Qg%5m^He8T3RNMb3ajKITBN?TGhoW?6~7VL{p# zF|=MpN2ro;fm8L!x~I&?noV;^hWH5?G+WH?*5VE#x||UVFw~Ctn*^LBg6}jk$T^5! zM;2GdqjS>asL(x zaRc6Tg2(yE`PVz4BII^jduUASr&$M@g@cZ$_cW_H>x;;xCd}EZLltdMbUGuJ6NT91 zHcVEHpdpQ#3lyCI5Dz3VC_<6#A)l%s^g@NeeTzY-^{C*q&|;|m$WIy};22Q!Vn&}* zdLu2>pRH7C(F%}Y9GUIXg#G11DC^v0E69t$AGwncf> z4ER#=AYisdVO=#MJWu@fFU{MZQ?OKwQBD*>wZ>I0St`5Fm2qK`P`ZS^jJY;%Fd=Qi! zKudOC(n7EqksB2x!GyvkFlG?LEy81t!oOgIho?D$&?Cac7o(0@^~X0TmV3EW)JQBC zE8Q=f@G>P;Ko*}kRKygW^p&@hsHWa{ot4EsuP-YSCfl8rO>YzTXB@rMQrwwx`O$d{+S zTY}~-n=aM*QC~_ox9E5mAe5^knyYa1)9ktOP3(aha>Kr;2X;<>@W@!x#XgPiSt5$J zVp`nj&U|hB%-pkSpN-dgq|lpeCe-wK?u*OgGfj(jKK}}7W3I`pF4M-hfpNEk8Qj+6 z6?o37J;Wq0pP7Mf}iZwP3zq0olB1;`qx(MhMHtpyCoN709jY zwdUF~E@MbvkHD_|c)LD=mUUVqSn-P=H!KYvHIIE29dENCT0Ai}nyx9y(npOvzoo71+xZqTNm(^k7P zZuK~h@N;?koK8Dc5Dnd>nGbhQwwO2VgHJjTkz|u}|=% zvcN$!2bLywoo8_7xr5a^R^O>kX5e zY|4_8SB?~@ag7R!p=mMC3`n7Iaq1iU;ITfPY7WW`1iH{vmG11l!p_bpIAX!5PVasJ z?Bs|=%7=kA-r3|O!s`&D9UE0yV8fwtX*hhQ9iM3sf~1X#00ra4Ml1w>6Rt8KIj2Xf ze<#F3jMNawe;TmJp^V;Foz>}y-j^$V$DzGlE90j+uqdC({O*%HpJ{8l$#TL=Xl8z_ z*^+Eli`00>LQQ4%Y{?HZF>>XP{KKkL$Oh179=%1EDe-|eLWK#cCEmS-{0{>M3NO&fZqk!TovK$o0#|J`2 zXJ^`WfAq#Wo8?&UiSK^5;Py0y0}Uf%^82r}bmB-$q;%@K!O_){#^r)2Kl97&qoRJz zXtC4X6ErM$1Rnm=CG6%4Q0@N^<$qv@GIRa~4W+K~m|Y+PV&^R?UrT6&cwM3tl9DJr z&a;B0oGN_45|WZ}+)tdF$7EiZc&~t&@w44}%~IFf)#aJUyE$25X}z==EAiCh6Nt~e z*Cr!GB6DmGu$Rq%a2wpd{C5!5x%4ba8j_l<_+q=|#w#+_@?r{>qC6 z!|ic-7ntOlYN~~IF@9J1r1>^A)r)Y2v5&iFo}v!z4zzGq!_toJ#rusf97B=TW9WUdiV8Yr}^jK2N#&(%J#z}djJnaWXPs30zVnw(L}=@NX1 zfY@*l@gMHzfA!${-|N7iJIpNX z1WW*LVt@rOz@6{^kf`!^dgvcTm5dAkTj)P@@E@#RZ9rZifKZYdkP%6j03gK#6ge4w z{{bAb{Jn&5Cb4qR)ER#@4o@rbphsPfNDkt7C=L6fWVmnO3vSoe|K31T z>9;xnQC^#X1(0fpmGQS2{_e;Os0WmpehY{dV7L7T$tXZv`p<#-56UewDg9kpJ>E0i-ak-J(0zb1c8*`1334SPbEeNr zzzJN_l47g>*hJxgmJkM_tF0Y{VR^k)p(4PCtShf!o&Rzdy9Kfr3#77i??xSZEAI<3 zZ6)AUlwVkXUki$#3p|($jAH}q>Pi5?2owrD$lh|t8k8F~1=@z)i{F1wNc-Nk#0?yY zGUJqn6(Wdz-KM>IDg=ZDJT?XEU!9MOTM%;#JeGEy)1qMg z_PT|x0W=0KV0C11d6KhEUkthkkc@J1opO6U)1(4hv-i694y*E%2!IHNfUOJyW6y4X zK>?%=6w`>t0ZB|`ZV%~19P2C5DL*~6=}Y)N`D{jG`N_4_P|~`LJBn1l{-yr`IFH-U>cFJ7DUS=LERpOjeo>(=pt)9&7V zq3sjH!ca3A^gf8S@kn6F@x+(_;K@VefW34sOAt7x&ji{ugJ>zH%*H2GS5(-eEM@BZ zl?_AH9mR=^)wB9$omc{M+!NzfNTBJnEXEK~dx98usw-uI*JEPYjLO~vc3hK{H}fHJ zHb-Bhkg|p}JK-=-5&PVD0tknH0d>f{TN<*WnRE_>T&!WlqY;CwXei|A($Gkx#1(QBG`L5jsoGbn`L%M+rQV_{ISx`Ns)!*!C&iD9j9M|~vWs)lO6ggv zcrpfe?#iUWTFAFD~-N`~*cdJ3HhH}9r4J-y`lc-ktQ zIpU|epw1*hQoHmOvVK2%k_cjBS?cyYSREYAl>ap+K6fEQ^N!9`br8_my!QUyd^>lW zOYff5st3eCn$;3%xiAN8{#<&c%NyN z5I5I!s2oc^lA()mAJM!aBMR7dDE^Z|9h|R%LIjyhAEVS+K-w zJI@Z(LGBtd#X#<0vh`+<54qk{N^_6yjGD6aJB4PPyaY=RUygrp@tT(^4_y0<$_`xL z6#~5}6ykdvtpM@fHhrHux@!`Xhg*H3q=!4NyN*lk))$oLItthE^2rUwUplT&g!iM# zmg71abmY#xn!UzlfR_JsI16JOj*VQ7WkFGbJ4hNCPkK;`J*n68~YgzVMUJ zxabct64hu_@z~{G79hB|@p&~!;x;ZOGB|dZhXaLo(>WY|!;%Q)yMO{;Qx+Z%$0)*y z%as5eK2C8U=x(ncJ$_j}XvK2R)WAzu(|vWC?D_@+nDf8yEH3es|sc%^a2s z)iUzvc5R&X^L)B&F4xt~_}(?w6Nx-{)uu;f?Ncc`>ypLf`B|JPT6il=#EI+qs)(=> z$31A)VDWE~r4Gh$q2iQ01X$Re>l(t*6&6=YT_uihsIx2;(j~TB!7deD%&FF{?aZkc z)8%5N)u?ybeyas@2L!68cedGV(X;1Vs+LWCvaR4{PQFCy4|C5V?ad;z#jcJ`YK5#Y zRh?#WYLI1FI64;vnTcgGEsmO0;OgHvmSrlXa63mui%A`IPVzpprbzEfM3XKI8z;9} z#;HN$*LDW0p>%kPf}?I({4`=mt=tvErlptK-Dg!%Ioc~Ap>mmp`{dFk2R^p0lQ-Ak zgHG?P?AQDKi4Ix^eGC{IyyV1Lm*(kKX&Jw$bKPW8I=_=K{I3_YC9=1sbrSAb(%fp2ccQjJcMNcr6dKI~cs)`j? zjup8|E*aEo9yM~#I7w%2&Q8qVbm`nWMyjDxBNKvR6U9a(;oVLENu#)>C>hm$4hlBF z;IFw##o1=X34N*vTcVU}am>Pw(Za82C$g>_vIB}{r2B6wekPfz8c_O z@~0M=0L$I~3ey2P#y{9sUxdg&m5+__F|>!XmeT)&f3=Jk8}mQ?tIq-c)h{WClW@6i(rjEh3H51k zvcpA)LKJbE-nAGBFYG<#Vjrp9sR)!JOP^*m?=_qGtJ+I8eI6~Avf`z@Wo}h*!TVn> zm1I;^e_|tBxk&!`7O?(9c=rF;vqxM^PD@zv{}#afyL?WafbH*@asFu9^ZPjZ7l8Rk zIqP2onE$Cee;Hu@O;!0X0Q2{e_%AX2(SGKiG5u%PouVE%^M{)sPt zzcGJv?fD(${SN8=N4yBg%k%FO6Oglq9e_~(fuuM9_Cx=5npP*tTj02&{NV4|8n^rW zSt2rD=#5<#yL|Th#yps|ci6H@plnA1MudV3H}{6-hQA3}G0ayzFeD;9Xx=*#Xf46M zMxicG#E4csXG`yfg6q%YF`ev*F2puS*O1J&2XB6tFK_Rg-aN1j{g52v-A+~)EZ&ZU zADnfU>$}d%^qV~HFyocIYkr06W-f2k3|pX6>SK!Bk`4s^xENK7+^L(`Js&7(Jpsyw z3N^2a9nMg{Fw;H_UAR@lI;z|Kk<5V{lFfcz-xEJ z6Jm-;y~#r6ZhXqtmP?}OG!0jN1=dAfy3ARzcdt(r{cP5Vyx48WM+#{+U;~tSykx^* zTcE4an}g@=X!*_qNU-R;@}99L%kDlfY76e|?TNw0Tn_UU?!k8?^TdI~odb&zU^Lm* zcGJ_HMRNQyV(&&ciuD6Jq|0mx!whA-7x+-%ndjz6@Gz~5ZT`)1@(llC(|1AzqBX&O zi`To$WQnXj6M4fM+0EAI6w)AoJ$M5b#9Zb+%+_OFQS|~b1*tS{1>QU>G5!3e>Q>S0 zaQV_Fb;a|(M<$XDSFKEul;rzQ2EM6nM$s=IqA?Y!MFBrVxjY7gz&vOg26^yE)xL$5 zTEML)St=0|>_Xx3(PoIuhlQ2T6h(+fO7lw4&k!h}c8kHJoUt&;>#k`1iol*z+BGNnP9Rb=%mspTI9*|%xUU-X}w9b2aNis3>6PF?6I;QJOhRkZq5rO%ks z_}HIc5c(?Ion_v8*W10A%1NkG3AtP*?`($7@0(yGs;M+}`eKv*77FL2qu%gyNpF32 zx26K0AzgjJ+qFLf@6lMOsUnr~k`9l+=U0``tZo^B;E}4zDQ7j-&Un*u(cl12qlq#P zxl_L?U7}{hC}f0azIN(&Fi|qfqua~Elt$=c%mf@8wa5h64EnG0 z`Csh=Mg+ORg-2*Hp9SYKr67O!!H0;k#W3$}p_4CBpA&?Wcai6itX-_vPm$;=Gw?ET zPO%xnOEcvG7n&>P4tpimT8x>^Dh{`BKb~eWx}JTtz)G;kc*~lT3KhqOSpP(nKtDp{ ziFfQ^`O>vO&**0eVqOuXWU>=vlk4KMh%8~ZYi!=Pa(M4y`2u+DVhNVQEp?D0(;Sq+ zB^)3Xlvh+J&2t=PeKvTp_fv(tp!cQ6hdX(J1bn{Yk7_7b_r5hxN$U0V9z7^;yN+7h zG71w_-Nkn6b`JgzH{c&zaewKh3;hSz03mr{2`$C{)!x;^#!*CJkckwo2!)9NrC^)L ziGpuuXJ&V1qbQ1Td|*)Q2pcI9NpZIC%z=ID>}`;NC`2?!2qc6ALQa=Nky3<;6ovu} z5{Qn55=9h=M3Xcr5-C#hy}h5^nX!{Jbh+Yu{_f4++nIT9-@Bb}-^}dfv8klp;}9S1 z(sBQf@!hEVj6TlHL!8fv@8+M6FW1a|EZds**efmclaiPh}2nXI0H(0+UjRr&LEFQ75_ zV|;6|DhTQeL9wME+=@a>K0=Ijn+>-VV^z>=pg#J0@L);Nr8QmBK1S0^DimOO`#pkL zLKlH9ARMCZIx9r;@64>kvFW+@8uM9cG1ZcE8Efg)WEIiv(Wr`0d-py6n7^H<^xZ5R z81d+BdHJh&$560+;^V1}ZA%+pyl}VD>O7+^yuSX)u5H7=T$ugt`p?fbPe1+d&{=l! z=FV$})_?eQ_UfSz|I%w0ul`*dieFyz7w><2JKXs3&*#ri|Nf4CY3KLfy!~SKM&pmq zE`53H__M?9Gbhho`}F>uGbaw{o0tDv`)5bz%1`T)_by(!wRY~e&xfmLM@~QW_3^12 z?(Uf@>4{FVv{7Fs?T{+mgxb;iVx!~vZ?+aXm=#D;^ft!vi zk7oK+Ks0Zlm9!7ja^G`!KW98*8hJ4-L#g+%c!aT$y`^=vnl_ph<|$rbgO?YDAyQ9G zZ-9XYH2>CX_b|yq&^wklGmC;n)}s8Z|NeM^?y?V@#m8 z7A8WcKE^n+`^=DTvil+-=#Ez)$7QvF`zxp2h*EL397Dp*!Xl|R>5F#TkP5pNy$1S& z29V=3FtiZJj?XF^aI%J0eXj1Y2Rh>ogeL1}mX(YQ zo{0%bq)jFk2;#yuF)4|r*Tg_n>tHdXoVh8dBRCB<7CUnz&>Wd%OHN9+zL+a}jt5#$ z%G+p{bM0JT4yI}QnsZKxU%PBTE`w1Yv`kKbfpI~Ja0}zej$4=ziWtd^vI3wh7izm* z!4SynOnU4eyhXYE4+j=O4arL4@XYC6`VH~@S5Se-l(^%9NCRtQoA6Z&&Ej7{#Id(Ixj~dvs nJ^!sFA#;;^IFs#W;^pQh_s2U~J@?(XjH?ykXuJA~kF!QEYhOK|srBk!F%=e)W1pP7LV z?B1)p*Q%;syLbJ*wVGH~NQ9c6h6$Rud<9U}3{4N91K8-BLvwKfXcgUTjR3TQdX9RQ zHYNaCSv?aY2LQv{0rCJI9%v(L!}kN({&IqdjkP0y@wWqLRb}+ejSL(CtiQh%c6Ah0 zaMW`&0x2kIX_{Xa_KNsT?sxNP<&7L{oa_zW{CT(kZT!zhhGu#K zHm+|Y(!KpMFtE_D0q9xSY1kRw`ll6q^X%<(2LSu;_VHU=+q}J_e?RuG(RkneXZWOy ztW6wE0rY3eSJ~a4vbADcz+KVY^eU|;sl|I8?hKessZ_Q7JpNVEz2iS(e-ZZMaH|J}&vRhAX zvqgs4R1-sxmmiL?8PXYAAHFxR#>r-ZnYgHGr2@2YF1U~9AXQO-X^FWFIB-1#X{ zS?O%*&f}%FmVDV?jeEGFOigQo00G_@ycBpe$wXLjC%`zyWJbIg0 z1+}sekaPOEDIk>h<3CxnHrU(D+jB(Kb^F~xSxABWbQ7H0-q*zXQRry%-ARSUgO3Vo zhWe`a2)C_%AAaoR>U-;*w>=-DORsVc>)pn$&$RRi&d@`u(B8kmq5Ve=Rf$=NW8A}l zD1J86Yod8__d}DSDvs|YDADQ-h!qqI4#HouN|d0I^`yrSH-Vu<2|6zOby&62+r{@y z7v@_o*-4eKdtQ1P`>x#NKIbHZ!5F-nf5ZN{$yttVzVSqE)5x>@oiD>l@;Y0DePKA6 zu}rk!WtxOYX3^g|^J-Cb!i*FCRE`pZ?{y|adFFb7cC5yL2cIm-|`zq!FS=}mTw zvplRf4Nv8fF%$kLBO*ILX??i{KV!^(Hnb2o#Q;V97Qz_M4zA{a?QnCn%KMahyr3qIBr*uJ8`kTgIxU; z1OAykM6fx=6fOi>*t^vvvW?R?O(Pz=@klFnAw#f^meO>85Caej&^@=gfv;_ zUWvIn4gTfn^!e8mMVtd0g_{)o7>}mau?~)a0?VW>4gA>J_3lD>1MR%XLlwR6`+1H8L4+a-;#*xjN*zsj`_A{10z|QRXRFP05^frE}yh(6eVo5_hkYD>89s5NX zJ!NuW$h>LWNUXm0iVC-c!O&sw0aG~tw=L3)kz-AZu}PT zFQyaD(^W+9Tm)B-Sh7mqAn30t(gDz)(T7HGP#QDC&1C(SR~Sb5gGgZXUTx*NmaZcf ziv1Nk%TsxZv!T`G8sR8X1PZs*E9#*65%igjWOI}OGPUT!vLIz@6_kQtn`7cZAoH}+ zMd8_7@{@t+VOh~gF+0bt0$0hHc*Y%hsk8R?-!gpsc53jxsAnLopthId4`KG3(NFJHsDY`rB)zr6XwynCWhBxiWl z5mJ5-VXu@M{#fZGC%P=(jZ$on-RW-`h9+wYzV@62Q77HN_ybC>kS7kT7{yI8yRToTGblbH-z3P--_SnKWm)7+ zEhBN!LYq6zc&m=Ay8I&5m^9@{GBX)Gwje*Y^h9E4{dR1+#SM}qn-n5$1GbA{0h&tM z#wd$9i`~}m`|y0b!Tlkpu#xisvAXbzXvrPkU$;XJuQddF>5A^*YRy3uw%7w+=lW}7 z_2nStnt|2svAaz6FAW*M9QV;=Pn~+eHQ1EI zXRcAqBP0CIGI^8x=~Nk-9vRWFe$d@+0x_!N<6;wH9SfeX=;Y=UAr|C{b@h7u9P$z9 zT+9Ik(KGtMd*SiHZuwv8+%m_0DaJ4z_zvtJexp~^@EF&nShfgReoEOdtSn>oKwGle zl&!t&um6fX`f1&or1z<;a&QUkVEF=S-11&nXoFs#S`Hni>Nusr7L>9AHkg885eN}* zt)4s$qVDl{{JbRaVe-aVE|_G1LKdsDkn*E#)4`d4Ii^4Qv9m64o&Rj+el!0rjixjf zSn}6z^$QFD4S$<{tH%tj`t@&GQu7r&J1i#c2N&IjFbkqIv1>bZV7PI!+tAGsQsYG= zS4+S=G-!sW4KCW+{G2{u+E|Fg4vjaDx%a?xe)BTlWp?MS2;mi~>#fvy)4W-d75go* zVw`UqXzumBO;P9-BC~gt?#`d0+$l=39}Blx+XAzjNkbI1C5HUsFN>Owce7Y4+j9lv zlgBc6>#Pdatsj!=s&(rYYP*&pH`)ryR&FM&YkZF}2@{zhJ~(wLM}!ixFk`HLNlvH1 z{vx*=tSs*3k?yKG%xmpUhVW}lU%vyY*Zqf8Jhin$Pn8i>nz?gm9NhBOvjrv^3}jMg3|zE+6D7C`<_CqA{<6V7Hx}L3kl99p5qJU7LW8g z0#Lz-5q?VbKl(Tp!|bRsi7laq^~p3V>Yt)HB_hUDw2zzQw|g@$k&tDT?RW`8Vp)Z? zYC=bT2{zn|{TU626@~CU@BJfZ`y&JXEx~(F`WTp48UIX+f6ENt8#Mr0f3`8aXN&)u z9nu3B8R%I6w14D^4D?KFZyDmh$rS4peQXtHQC{9|qL%T`z1Ay4SRc-VzC*>sHh%aJ zrpk)XJAnX2(ghZF7QZ@5V(8LM0t^DHyBJAOCzoGVST%u4EnlYLlu=uYQ||0IbS7FB zx#gJgV_&L>(b3$bR9eBK;quD>6yw+oZ>!Bo%ify9iA%e~nj0jDuL2MS_9$%BXIlYq zAw=J&-TKeRux~dc;9Ml%xs^3FpQDnNH6S5K-|fPir1q}m+;NaiXkThCL@)G@y?8(c zzCXr>ky!7IPS<>o(iWrmGH57X5Q!!1Mtq8gx+$XefBA>!(2sWrW`^uxxd`?Y{6b zLEmgX!?8#+5yWtO%rq89!14e_th7!I^Hsks_P0pyEZljIxQVSeGNd*;FQ70UZVrDT z9X52)TpKQ)Kp`JGRMA{s+?6mP)fhMcBHT@1+(L<{6H)M0igBxGo|w?pBpuRZW}kSu zP7DAMFQP9F9ai}9?H|@1D_z=N!BVe*t}o@CnPQl}!DrSf4=C~`UwwMSICHs~d-QKn z^|A&)AesA2P5F{iCc-@-^NSNtOc&M=-%%4MQTc-)@|tHx+8Mix88f9jn0y}1y(8Ka zo5t?VX7ox_!_+eRskHksS_@i(5{gBbPkL>75ql#pUE$z=dMTe#7z;(&hG8mh;Uo+* zjU{+u?p49osM0ELdT{|8#v0qnE>_m!2R7V+6w*hj?mihjNnrO0a|K-vxqF6p&-jr` z>0uI5+~v{~VCDR&zjj=;`ob*#DR7;R-P0)MJa23?-TDL_yonToC z(jM8UO;MDboj!Dz(%O;aq$|Kioj!~nslk)I(G^+6A4}1^YwJRhUAhAixMLPr2>7@O zM=vf)7xWAP+8+8*?Y5Y*vU(^jdo~m}^rvtu3@vfevx)(I5M5p%U4f@Wi>)8#cWnGf zAR0he>%3HXJb`Q>yL|ZG3ExmhlcYyWOOJ+gx3Ytw8F_7i<<^oV$Ld@G&Grd0TERd< zraX5+a)*T5qQ>0RTtR`hnPrNo)ym`swT0QK1Uat3{DhYLCbfm-8KzS<084@+vm}@M z0RCR7JrtyMQ^&$6ef5ihGL>b+ay86UMujafG#Ds&9cn>m^skDsQDvs4j~mtM$T>^D zSau1Lm(Nd7`kNe@z?qwvnH###<4$!{GML|f%G8%ys>zkg4aZgijS%4YaC{AFSz@aL@WdZ#q1yyqym^ zQ0fbR<)y-CKc4!PhiZZ?knpx#o$4&5A#{G8cY;ukdSKWX2O5&|eU0SSnUXQ~WVGsm z4%7<*fqW9#BWcl3KlM>tF!!WohD0c1cQ}fee8XXQS$TiSb?jT}Z(O+-1 z{DEW#bA-@M*N4~-^nln$#zZBE_eC%OzU(_R%EUy3ooR7DkO;lMTn}PkG}KV`Pivvc z5PQ?&ZiL|MpKBJXgsEBxgir+0t55{K_9?IMl}hui&V2pWLUf_%x%=a16NoQqxL621 z07uI%bfznO814XLRr3i(L^E_gWXxdtU~L#ZAg>7oJ{ZJ(jMXT%V~j*Z%e02|AbPNl zA0jPX=90lbp&%ISFzk}^K*}mxo_n=UVO>xF&mUrWd@JUamg>TXX9_@mq^a%1@;-kQ zCx>s_&O=MMa^P&E)89k$ykZnL;ks(gl=j#!5_h+b{+gMm5brH7$@}Gs5HFK!a*Q;= zF}E&Srgj?M>nbwBIQ|Nh@w22mNAlOSY|?Rg`Kj|c4jvwU88MCCyQD{k=^iHC3bdGWaH@*^=~9P(1|kNf!IVV)dR2b}S^iH>4Z{Nj*ApKD!R3Ha8( z)UJy^_Kjcgh;Mm#xIR%u;mO~goS&`XE*+`dx|%lRR}n=)nD$7YYvD#in$FwOoL)@W z()6kyv9XBC`KZeaO~vMC-ZQbu4hH~Znx3EWQ3tWAv;8W3iOqcULatVz@eOD|n*xP9q@S*Tv}*l4^~|!gq~5QQFtcj3cVaYSRP?xO zD!He&Mo?0d7s5F%zlUF!x7v-vJ@Zp#ncJ~4f7EKHRZU)l-D=77=VzKF)0{a}_=dU3 zU{rXU*ctnn1Pw07n1qurwe5?8N5ssWCF1gV`4Hkqhor8V`41mT6SlMRT6Xs}9BS)J zzs^fEZ&{UAl^2CNWKW$ep>FAPxmlwq07s)HwnU9O zhZ@V0&a;=LY*Qs`2Z!=FD-1`msZJv?^@C_tbN^>LsN(+EjsSd1!^ zMx1q2?psZ)12Owx*O-94m^xr^tji5qA$lWk?Ek)3E!isb9y*xSXB5oS;O?e?W&fOQRQThh zX4WLQXllrAVU}pd?bC=%rXaX@*C~%p@zw-ZaUM_~nJ%)C4X(vNg_H#TeY>-sF|_Y% z+px2iA~+bQ+n=cw`sCt2mRtGxY-|)|pt7|tynW#V19gx_3{C@uh!)L#Ni*==3{A|@ z6Yv%8cfBp$O2?X$Adr4d?uDJeqwxRFIr8oz*EOF5Pd$j1^ zQR<)3`kl@G23%!Og+Z$V%MW*aq-UedUcz%-#}QHvk#`8{jn}2hhsc8yeZa!&x$M z!#4sdR# z+v@O!dVdS4{5#-Pv{AA)`;E!|HYxwgbbs^Y?{WW&ufO>&t!MRyng7R7{|0_d-T*So z@1YX-9X3AGsf;hGD~=eW+eBx>1IdR6kgBTn{G2b z#@W~JPuli0p@7^#CVrY(TP_81?fa5J$WE-R%}u)M4tw*hKzEv+EX>K;-HfRKPksPQ z&sEiP)Dy))hTZ}@UW<(4Q#myOS0M7aocbl6UmcX#^QD9J=(-luKCE@}>VRHR0g*n8 zY$IgYf;^A|eQWQEJIm4@We3_f0fG?~FrHYvmf!(=1O_9Bi#_0=)d4l+^hJp?HFvcG z#sx8i_I06Kvj9$$If;O-W*K4;eSQxyvOt{ z%@H!)-`-lX@4TnwbLry1LfcIT%HdzIP#zbdmjGb0S{(>|aWd{)Sz*?Y^g$}xsJjjs z30w@QO%3gfJrPfN7Q0QWBARN8lLa|gi|YYQdF8l*9JC9W(oP{V&c!$q%_Q)-S7I>6 z;WBLnGZ*TMiH<6Q9V}>D5U-ht#7X~(A&!*}GVl^BB0zm{ibQoius%m80$6M-K!qY5 z@y_?~5|;0Psz(Rpf6Y^C7v(u!z_o@JIAfsYY#pK`$&fq04e}aerE#RRsXpe+uAmNv z166iDn9E3}7MZ)tiu$;Axu@~ek+8LMZ@s6Nsv2Q7qKlbq2V7}Uxdk()hjY>^x!Jhe z5A(H4&{f0S6)s`Z`6o()0nVDeD-PjB3ReimuO23rh&op+86cJ^COC^cb2(TnHqH2_hq(Jt8zejqz&A#w->P6;$ zGQpXKt8^VUevWiiYK`&PfLYs=J`sc`v6IH09=>vTFpeC*+`)~s5bX_Y?|%^iJ_e9n zb8q^0N33gT0#|5h^P|%eLp%0WbZnkRZaE=eL_bnqpBJ>MCL3kV2 zPTse%{YaVlfj-Z($)l-9sEi*;v;oebdeJI)I0HrjJD#}PLdmA&BGYi*cO&n!`sj<`&RkF^)Oq0!WY<8tm@8~FF z#$z$p*j78EvpBQgaKR^tTHD0lvMZsK%##;Gus%eDsESrxGFB8^y@RrYLe+u~07cme zp8n~$qN-c|F%)unoR#Z!cbK`MRAmj@%7Rj+?JPd4c;P$$vypDL{!TEges3pG7R)J` z0&S_x4C!I7MyY?6_BP(ypKAyiPdJwk1rtEnLzny1zFRT4F;0d zz2-t2{t)no%;bReLx`=Zd|`LTRZB)P?bek}-s zv~!(&+z|9optsuH5=%7*@lg1Fpiuas%mXjHxe(ukj|0O%L-m2|dL~RR=@9S35wQ?| z07*IO@xojYfJ}?jP{F3$M8jMWLVyY`#Nfi@;IW58@>^IyR9eco<+b*NE@?Ku+?3DpK;DI>6>-M8D9IN*&x|R3|7!V+3%|*|Q zKC9ae_3J2I>IZi?UM}Wq@Mw(ckZGTtx2ErTKDh;tk6f74aFyLntG@`H_s?=UGz)$m zJae>Y<67;)Q@S*xC1rflVgm-oByZHj6z)!L&_3Ls_DE2YP-2pND#~;> zKvut!Nvh%5${FKAZf!l5kdBgm*(hEmUL|K|(4DeUyg=9I-rKCU#y)H_YVVcJ|4pTJ z3w90y)6fdiM#V|+X%~GS9Mh2Rc9;*;Mxj-ys_@HfO}V{YMXpYjyj|T%a+%FfRxVB9 z7)_6EV? zP1XV(>>{;Z6@ zXD9!LbsFdb0|7z&qj>lSMe-kt2X31l0L(WAug+nu_IucA`C=Z2?EOy$a0yFrWzOI<}D!D#f zgd9_^prdr#T}*k{=HlZ#icwNq#3VEO8PNJl-K(g?+z#xZ=HT%U@qb@-@n`)1F~5FG z&)-wUzl#TcX?|s~|F`0S;g3ZmZ{p#%^%?&v9)6okf6dSt-WQSlAD#QVc=(^a`cK6J z!|y9u{#88u@4DtUPyTM&{~#XzC!^jzCzg8upT)x;3wi!aJg_h_|5ZHvso&n$&u9SN zcm72?F#dJ+{iz+8nCY1QOFJ;qF|+>ryTPoohpWEPcUe06ooVpc}(oRXhHn&tzup3s8nU~ z4855uX!Q&cN$S~DF_&FV);Rym(b{K=cD2W4lghUFrH;Be?Y)dP08kGUUx)?&$bV_wXNHw1zT&`-@TyrVTN z)yDXplR(Nzif$Hi*JyO1>AOcCVUsSA8s_du%>)^JvD@T<(^YmFfuAL>mQ-Nlclc*=?HUV6fn^*}$_Xc(5vNf~ z%+KVwWi~8D>|U>7Cf}D=iZ~=Sw1bS!9*rcW+1sF`9buLpO=#*UYenxqK!1A0!qqyO zue3!Rre}qoyA|-Wg1pk_yMZN7eX6^<)>MSKq&znf7Xn@C74{$ zF-*++ak6QBAnGZB;Da>d+>{g*Gq*)gyy}fEt_VT)9v+J%HlIwmkQPSA2R<6~c#fR( zIXyo(U|2>v+C2{kN~6y#!s*nKdW41=5)mB!JhpPGc-$e6KJL*77N5-zk2l`0bs zX;hA^Q+)!OvBI|t#_vcI<*Id~i+7U)vAU1=*sG@bp zyj;Oo??7&A_?98)v?#mPTB8N``LS-gDg|%CpvbHk;8NE>RX@3tFeu#wEfHG^5<=S! zOc~j!D)cN)gyEnT33V93bJ%`a--T!=blxX_K=i_23YPZmHBIo+&uZ$IC#m1>&6zXJ zwMf6xpA3_^(m%pv+GJ)V0P3$rsfILiMKoG4q@N(PM&fMzWJOmHwqHdvSCq3V^qnOK zf)AGQJ1VnjPmL>F2~7593+(WD21#!}mf9mcQzO$)F{V1%Ax$Zv49|>rz>o+)(yG+* zMI>~+Mqtdh1Uhs_(X-#OP)LfT@B3zqRJHi2;Fszfn;{^RE9X8L>dA5hIEH{bxeP(R zCY%M#kh=}5wD|jEWN}7vbg;2HNocFW~<`0@O(-Ei*{ZrfNM!~k3JWC)Yb?wXo!Y` z6$vCE$jF0HM~b3!>ss({)z$3Ma^n~6(kjb>gw*+}<=Wivx|4iNpE^xnvF_0HYVV`2 z{bF8*&s#SnBRpZYAZmoV2B_wuyjHSLaw=atRepv=AY?Egk)NEG0~hH6jvYOWyjsDx)>(0WSBPUX?n)*}PIyZ4)gf z-^1orZrEkadTpuYA=h@KgHl`Tt&gFlG1g)Y_GG{ zljLMN;5s!0L{5fWVo%Em3q#TJ3PR7A-o>9w3DwINw!gZR|$B40ix(_UfW`4|VLag#89HVk@N6nyE_41=gj;tZ^S68=e$dT?{K zfb0>@%^rYS@F6MZ;bH9Q-1?y1{wuf2R7^3PoF_EqSeX7j9DE=JkjWR=1e% zw4U7F_cuwzlR-a?t&neuED*jcmk0sWz3y*1aVCT2*Le!RS-+S_-AVI#K*i=E#O6)V zh<2H<2RqE~TX&!K+E?iKP%BAiL^IVZw&TKHpJ0)3d7l$q1Z}eDuuY{$RlU3w*GSLknOab-4X0hb({UT-j4V>-pCt4bCz!SS$n)0B;)XB-DXdG=PKc+ z9(Oiy?Pwb<;io-kI_a(_M6bf<$8(nV&YvFL(FWQ{ZfG_Z8<4iudK-}L3O8v{d~)t& z!nuLlCo_rGWq(O;j&pP6-A&^--z$*nL~NP$Duh>3wCCPcZ}L*K=ikAH(^7m@^z0hj z(^$E1>;3kL)F^o~Y)kl}NBnD}3h&FO1}^PH=7BA>2bmSF!n<2wo}xRKaQ@y7CC|D3 zj<8)u(bWqKycp-cfjn#HzO(*{#fyGWuG~Aq-tKUj{=4M@dqF%-^%^5l zUtZaj*JrXOo%2UIOCJjD`p3H&9zhAyKk0=exZdsdc;mgQ15T|D5@wa3w%;zmU zET}z0BCHJ*)^aP@qo3tg(7PadAAlbqRarY>LCclO<;s;cvqqf4Esojkt#~L=DAQD} z$K#B`3&MGNk$RcK*Vw6WH&*4Sf>gqY6!;bWlYY z_S74An$-NcffFG*#EG0NYM;6}wG7*&ctg(>22-39Gl~hb3Ztp>yR5~j8v}FeBU`feO`_ir%Tj_J# z3!;XMUt9TM^!D-TpA6XaS~a8xc3oNfn+SIr5gkP@M0$~Xu|(+9&>7f+Y4G~t=*TBY z5U2cBZ_p_fh*b6F8S7?!n z>kE$hqy&B;5Rj>_s(Ty!tq2Vm=z5Fm;vVv3%cNJ>Aa)~zMq7i`MoT}g$4Hepc!>l(EdL>P ze}C-a9VWb&3I9!PQb1t+}K`~LO$lHWY|bN>IgN&k!!{$|Xd7=e-Df3HEl)&8iN zSQy_5qU=m>PprI!;{Q?&@;4G7|Cbsh8zb9aFv4%w<=sCG0Q2u0f#r=Q{Qjo}V4;6Q z3-2fV1uZcBb>{tv7U&rnSpJ(Wursi|)lL5$X&iNb1-$-JA?(gdh+>1a4Zb@!smc$n)A{UBKr^u}sL{L{x zQ6=%3(ru;y7d80xb!HjlionD zU)OgV#5O9O#R($WYZWY3->_$MP=5nXjn6!D;fT z88Z|C_}L36GU7{l$r;z*W+CQrx6T}TZ)=;9*~j9P1>XZxtd9ZswlBH!U= z!LW+YRXyX!f%Xp@qr|fx_c}J0)48>+su|KxY!8-8;;bb5N|le#}4~P^I4@L#?r)$o!YM>-Ob*<2EAt*H}M& z4YI)11{u!{87|vUWAM3WaP2HhB8VgNQo8RR2K1UEoo&?SfkkUn$lH&ugwS;dy$)+^ z-|}q-EeJp0JifNi(Z=E4?=*N1Hki`Soh+H&E7zvelULs_Pf}bGawgu#=~t}fEI)cL z67IbU_ddP)h3M$ZE5euJzKTY7fRDbiI}x#~x1&^$tGD-x=t2a*P+ETP24~$wfQNq) z6D6_d2M{8HVVfck>LLIH{7v8b36A|Y%404*NUh(*$y@x51PT)zkZIBz{ z3W4S*s}3JZx%h=AhVY zS$P7%-Qq{8TmIm;y~BoGdY*R^fA;G}DV*~5RgMp$W4jhrgdhINbci5C$EjPZ{VmifShmlN=>68+x zVi&{}Ex3&|r_XuF1VoC&-4aOmL$#B}tmEkJ+l}$Hc8V4fHd`p&FAsVf?!9hggv zi=5vudd%>K;>!Uuc0Psr=HgKbnKW{w5W>7Z2^-S{V3Cq27un)KDv%x=yWRl0DUt&P zniRZGAsR4G*w6Scm?CUPoFb#3G>XQzh)+oMgu#z`3ohM{Xc$Oa zNj)yE@A~V~G>wez9P;6J^!Sl(>_nWJUPJ%lDYBt~1lL^UL1@Kol2{W#gF$!xK?Edn zuW$31kNWsrBeTyg_7sYE5sK&l@e?ewl9G97HFMG=QZ@kHOPS8`ELOL3#}Vo!@oN5* z5|hJdXd?F!6+WH8XkmgpfteQ>V-&|EnJ*5f+Fmg!jxd2;@d6ua)Tc-crQ|WwU!2i6 zf`PO03p+WH*i*)_uFgEa^TDZPm!85l#rnXvZXnhte9oaLfu@QnRZLOvB0*AB7(06x z6PG=}0M2Try$Zj2r*RUy541^=)d{ky5g6#<*X8D-Cbt;%m(nNBs+YR-fuZXvL(Eiu z<9IWPhzo}u@B$-zGm>F3W;10}O3oyc#9qKYuqkT`9Jg`^#F>$lZmpDVLP_T*5=Du8 zIF8Ao0LB5dbHAEE26lwv#Sl&6xLwPwJwdpl`Sk~DPq~V}KApB(q=dG)WjF;-{ zjk0gnk8cJ*Bq5$6kW?g8dqZ41sMCcota0H<}D(JNj(1T*~Y;3Dp1PD2W zheMkdJ>^dt8FGs~N|pO<>8+EsKObe7Pqr+=+D&^*OnBvK8l#2^m3JoOr`E2n6pAixCa?t)%+**2!X0lgke~N zE7gZDz+Z$U<0nBriiTre^ZMcG_~BeWo)-|9&B`KGLOO@*LDdo+bKyzk5l2 z6+Ua#XS)b;*P1+|mj*}PxUi67RmZ#Fsc7j@hV^-OW$|NS8rRN4S{=vLs3?I`jv|?Z zL&H+2hLaSFQO*gLU#P1s>x?mKq!i+dT#N23iOrrpIdN!~XcKiD?Av{ZkFVf~UXY`g zJKCDuJPZ^rhkJQ-E<^>AEao2)j|`c_(;qei>fS2BncUnrKNf4yyswuuI(ELvq!l~* zxGCMcR0neju_T}+#9JqZB(3|IPg%vdt$9Ym6y*0!+82G}8kGO4m8z&7i)m6@1w%L- z5W9gK2$Pk=$2@l8z4gmwu;ZA5f&%dD2?;8=kFzI7d0mu`3Wv+!2q6CjPjQt5%IS

WQD-#}<^RJD|{^-f1^z?LA8#8O3 zQ}5f(N0rKUpA9XSACse`G@5Kx_hg;I&A>N^Ensjgtq9F{rD%IYP^3^J#yi^#ermNE z3~X{pVN_wpYDlmmV?>hiY^k3{W@Dp}cFKal-OZDzjT88h!21wWesP#5)3zHpmGyDu z=1t=?E|^7NFg_09AS|jJ>U?49My=DRieM-2XS51T4Ai8sq&AKS8aGT8C?ucGuo$f} zySqLR(~AWYpE#g|k;jAO7}TawIyl67W!t;^u;*ESI^AvYSYN^2Lu_y3or!L>F= zZP+@6seHMs?weF48LKNy(HF=N-(#Ms@XeX_d!Bm37|D?^QgY&uE(7VAan|sc(tz2Y zk_j!Gpg6#@)9R~}=#z^W`zJ8PJS?MV;JLKBpBNNcjE0$ zZ%+ins}HZtPNv6sc)#ymVGSh@?VPm}@;+<3uI^G>c%=P+QKD_IUa^VbblHbL4VZ2` znQL_3JdtgcD`%md$WtdpDgtj^G@dH>VSd)MeIlJSs7fXaYGaZO$fvZGak8<+v%SnG zqTZkV)s1IB?=I}FjqlB%cwcw%sKV4&n9x5UXOvdWBXvS3IDo*wGn7;<@21UOOa(dV z3SBK}Yv4|{Y}UYKzN+g!12|-vFt7JjTxLa|<7ZJHi5Iq2)#Q@5a;MyjXsH;8$OQfz zmARVPc5ELqh2MadK^B^YIUX0Uo5)#FOw;_T>hZwj)0$($(KI)a-Pkk@i>W}mrVv?# ze6Ogp}ipgsf zmts)~zU9wK$SzJzpsXT}O`vbztzvth%f(k>T}k3PdW)uQW?h{gDllm( zcq}H=-b`RUVM3XCK4?#txxL9yZmKvu+PNz&twe-#h`Fwqu1H7n|YgH|oB4QiZY@f&HoHyuPG9>?SOFano{{YgzMAQ?#IQLD{OTR)s@3?8s`+ z9}wyv#LIe&1T3A`{=YRI*WqfRi2Lnl_RF!@+ss_s;hORdC`ACCGd zMse}SJvM#Ip{x=+)V+;!i76D=%+r~2d@e~{f19+Dn=wf|$eyA}ltaL!Z^A07Uk_id zosRPhmzvD{YdGUqooNkEZG#s7@ygOeweHvZqth~j&gKCne7OjA?d@PoRb%8Yy-Jvp zUNafljLTD=)tK7W#E+zV1&T%3QaSnC>1ICeA{;7g3oMRAauw@cVa5XeuN6gmHmvUM z)=Z+i^Hf^uHQ6q-7=q4JWoi?gK`SyO@#5RwJH;3A_VVoNN-Q10Fs=v0@v1etISi8b zKWP(X%Fw734cZUEH<`zgV>|?T6glzcTN5b$m8|u`ogoWn_G~#A=X{O>;P*Bp?>Itr0 zmU|XdlwBq>kmH3`ZnCFEA>*-8K-)P%dMoGzXrrjdTi=4v=I&m<)vhIC5 z`_b!~$lx{_rzMGUW$y;Eh|=K4c3#oRDJP;b@#|=6TmKYRdRpyd&-hzTFuv$y7#BHV z>I0p8m;fsxD9@0*pA;q1Z5S|lw54UpJ+x2_Gw*JaYLZ&PkjJ!aLHB?}+|WCy1~6jp zo#~-cZM3wCotz|h8PqE6ae-lMPW-0vwWmBBopVH-oo27NQ1@&Xd0T3@WN>-Ad0`-v8j z%;$rH+e`bzn#Ts-C0Qk2{r%NSoW_es-z7=vA)Q81a7dy2U`x-;&e6r`s*{r-jO=pt3o22{<)V96fc(3@|L( zLGuTtnRTeD(f|`3e3gprPw7*{Y}POMR8o^vg#`9V>qBUQF;e9pcS!GG&SRtUd0x~? zCQm$;I=D;dz0%ueRBd)QF+APK3pHcFF(7uu?Tk!>MRWc5M3IR~jak4LK9IL2AuTgA(tq-i zXikHBdr=NgI68b(-+(I*x9au%aKWbe8^XzA)G%(sUQ#>L(H8AMqKwL% z3hxb*Tixli?P^a|CGOMY;0FtqFVu}0N!M`{*IIF9o@E=ppgfTu3+_{9#p7xv!rFGJ>fw2j=>39X$so!ptI}Ch@0F zcik&YF=n(2p=yYHdi|0?gRqpI4vzLA!e5CJI_={UhTbf?nYN(#~;T>_$X zgLHQ&-Jqf%Al)Sm2T%z?8omvBuZs8i?(@(4jc<&14+dxNdFJZ1*I09&-~26A)eMDX z%sQf(*RR6U-3?l)wVG5;#Q5&To)$E8)E;jxCpf{2UB^YgaN8xJl8C)eJ3?MOsKUK> zv?6~`pbX|8UkLgvi<@2VJSKgmxih-qZpH9~xgvXPLX~ZmPOc0@iVX|Hd3&tjpboGs zf)RW4J5L-oI!|^^t~SROw({uV>M2@bdu$JfvtPUR217gAL^Z^#d0zr(c!Ly^R_fHZ z?e1iGYd6?+0UcNv&gT_c(WMw$&Dj^zC467kB6hm62l{kveqv4*%PWeZ8%c$rpOfIqq^gsmBORa`{a_G3}$V9x7zwBJ;hpAnh)d1bN%WCEo>b- zC&{#G(a)Pl-9pyO@0_qg;dMhNDT8w=^nE(x!9Lg}qrpDMp_lI-7E5gpH}0dXQzoZ+ zt)IGq(z^n5ewDn(h;c-%BGQrY1N^(oE@c2okQfJw?%|Q zf>eU;@3?O@l}tAs#g z&j_o@OC7D52vxs4(6Cw-`iSY)_}B_wo@s4zlLSVn)=U5{Q}zonR+93(6)}WUMpijO zCvt+$g@sDJF50-=4!4}RHgIyDwLEKGFxcunv2}TPXp73ILlG#G)r09 z?^HA>ky4Tn^^q^!{r$M{b|cW zwrs~?pWb2)HXeciYs}9zKUR`o(k_CwUq>x1>7<7xl)Ms5E&4l+1*Zv^&+s?jF}#u&&1|5m4JZ>q-{@Qa5!Emdu z^$yRf*VbV<3$EEZhW<8ThhO$^9+VuXe3-PbmUw98`kLlZG!X*v1@RdXnzIbb3PxZ7 zd)L+Ld4VL=JYjC~_w~|vUf%2_ykD(JomDD;>3cwr^LhWkU9^c;@Qcrh&#cd(h>o_9 zx=2QOUa24Js`p7Db|ooPNuYQ`veVNY@$wBNOR<&ncG``1p_8*$%eZQqKSi`Sd<#@1 z{kY}^xxUozxi`q%Mk3GkVUcQ-m_HN3d=GmB`qo|bIs5QZvYm({l>CXrkoY^ruyT#% zQlsgVO?BDK89#WF7Ny8EH}BFHCowsUns@b%>mMu4oxYYA{(9RIH_?3wBqXxT{?5G=^z@ z%f7uVvR#Aiu{0@0Mwa6y~MU zcJBHS+@NI>6Lo(^!Yf)5&P$xj#xkQ~z`kiG(r(%C&fGaj(*3l-$_w>G615NijYUUR z7ccuxW1)!2`-p>vC+@L!hO5!)+6R}EbdA+m3)t*psFs5wo-n5?YE=n>V?TvKC*{7S zwh0eEpLPA{(mP-};mAAIV}CoeLW-=rG+!qL&G2N+sJU91^8UxYHlt?2k==*2C!c~B zaIF2=Z_>30stb;AjBt%W;VvakCDv9Q7N=3|@~)}d{P9~^&5X6}6AR{d%(kfI1U~V9 z;!Uy}O}*BknQA|1JLod_XwU=t#q@}*jcl20glspy2C`|wDaelF2@zEHRksM-b@VK0 zEvw^bKF*hvylPGNw^w#QrY6TVH@fa(ul9pE>9fd+u37=Vb=U2L%ZA|Ti8Q|YY#-ekP!_YW zs(~)ZgI2t@n@0aT4zOC)zLK7&h?` zs88j@`kDn7rYL;|-oO`DR3Y~Ge4uXmB6(Bk87tbcOyDn4JmORRO~nx(rNNS7&o6}W z#~EetJ>LRDK>?YiuEOb!1z~~A-H#iEv#Vd@YBLI&mb{I$mCSX z8nNxa6g75>ia@M<>{e*B*ds=QdA|t1`(>D!ZyEAO20SVvP(y^K*qDQB_9ia}cM4{#HNZ?!;zY-~GhZo+e z+ChHsP*wFF`L3d>s&(nO{lKO1_6M*0Y#7Ahkv4u5j4N5~=#)J}*oO`~y|%6iZQCvx z5wBV90dBvKr?RxocNNDMzwy$OS6CO8h8dRM^VM9VhkPjY!JL#7Nf`KlzD|_(lI1M&oUXc*wgB;*52Saq|K^Q@5PX6^W1*T=jDSt?QMXpaoND! ztA^W+yqvtXyF7T0B65f>>XqBthtzM>rziT;Hv6J0M3%{;#o0>UH7e4mMFC!?FRLX^ zHd58r7QU`x;Z*M5M5+<_&wpAhnNy z4(0NS%zlcUY?*2Z;bJHz$qj|u(2P)4p<bl1>~J5h@H*0#bUKZac~4#O zHK)N1FEl6Hkea&|Z^TX-8E}u0i1twj`_gNIjPElvgZf+W-#Jj32AtGyaz zbVUo(2lo6nliICayZQPjEl$SE-fa0VMlM1+?-}b=bu?*s;Ve147cQ^sMgf1zW8QW~ z*=N3GNg4I5cC`*uPnX15OM5vhrSQvFhfg}Xv|AIS+>P@BUTxf>*G~v|NoU^RP6j<3 zypKyIL3dRj6x$Lc!y?&zjN?c3jzRL;R}ePy%sUa5R(F<`8zKEc`&x&3Dh6Z? zd9SfpUJhPn?ub2B=7m&Lt7IT&Duz5%(T{b^#f!-s9>=;*#J2+Z_rh8$PtIjDB^ zv2qN^a}3d`Ua`1il!Gwn{BA~X_+5GYY%b6^=J8CPaH%1UBTj3muVLGpQCrO34oggr ztyq!iiUIhz@)(8jb_l_A%AKBg#MlUAbPRmpif+lA{$RLY9d|qWann|rZzEwEJFls^ z_lZ(EJ;_0&h*x^=JQn{jIFxcNopm0e_@t>OwkfSQHF2dU^x9a@_3dX7Cr}|TB?+%2 zF?=)xzL!F)XI?LLbl-B~hfn)ZSDVTdN|{WI+kMC2;}fAeYkR_p+}`!iF=M-gD|+!? z%wXmGW)&`#DV&LB_RprLj7;h&9d^;1+GP?&j_l1GMu^ZX;zUwCTDwzZGkZQkOCNmN zj#neZTG>nH-L}XL_+mkaDLdnYSP6wSmAbN;^NFW=4!%mM>dzHD`X-5MacEO#xyD!} zo35S8q^~XCS4^>&Ta{Isdk3LR>)E+Z6fyViaO&SW27WjdfXnh&=Jj5aaCt zjj2D!LbwWh^JG*%w+>sI!6 zs_pc~Fr&YW(W^5+(rpqm>5MW>7NJ%%wG0UuVyb8rGZ%5+(WRWTTXhQz088 zjAt8rrA}t1`V2oVrql+%SjRn3mC0ct&B3D;I5cT4b9`6q}=9->@mDaKTt2pH98fAcvin{;pZEQx#_gB zvT=igLQf>fUsE$81h2e5{WgzS`V(KuB87BcUq{%eu)>~XXE;h|{TP=e2?!aQ2x z)NNRSW+y`Qone{#mPfB{@lznOP~aObb>P?$F?;*#EKY=7(h(Y=zDs_47IHmhou+Cg zmpaMCA^Uu>nnI90zS#8M?OA9Saa;c#(}L+%r3VULfp3pstN5FYggY+t&tLetMiqac zkZiPcw~I`n(>B{e7m${Z5^>K+#e3Q7r?MKrem{i_n$lyqi3XKRx036b#Cp^|xMIWc zfaKBW=MS@Kp#;{|$`q+>7P)yb9Ulr5;yYxhWLfLLCT1BX0%7qa59hW&5KGF^e#}!q z$$jA8`;w_(BnEV>RluAXX=)tl8>q(g5{YP7sdX82HH|NZELAdJhMS)b!a#gSOM0yJ z^R4C63Ea~cWP8@tVl!SS@nG+%KY?-3KRMrMxHFKV_hal`{%nvy2?Vkz`?7dFB!D>mVTbk1Jm{tOCo3y^&F7IdWSuk1B&`=X#E)ty{ z9cPTzU$?b!cr%8k4tK)ux!>?{J^}UeKUDJ{aFr15{|5W0Tp#MoLGWoGE3Wp2&jv>T zF>SJxs4YHa+-fxP201MyI=5Uzv*4^I;YuJ!!kCjIW$aKs*q3NFH@Pk$sn=IAwq&5o z@s`#q2GJ*jbpLM9*J&$@B^s7OWshbaa^}q38E4{I(w&x}vHH=5g8b|_Ayrf~{suxSwzYVU@yzY)f> zOP6WTjLc!Fd}F>}BKXEc@HdBDrd|F=NcwtoDv^D;Is4Z zE=O&W$1=wrFRL_;$7YBnF$(xd2e0qH=6xz*fZR^>9tH7O6ptmdWC5A^oxp+?Uep5L zQk1KCXc_mqT{hx|Bq=v6`m6sIdc|ybP7TX)#m6o?%}$7OlBH95Z17j>cd4s(S-$CQ z_6fNz0a~73a;A&_gvk6WAnzxW_kW4Vl#mnG)Rg%PkqI!rnEX#dGJk{>s?$J!@MQl= z6LbFd{07PVHR$&z{_z)_=^v2He`?Nujmi8Tefk?F6F>xCz-0bPjPkQi|BT7}vo`+; zlnIA(0K70zIKZF70iywd07l9GAx!2ugz{HRCWr%wZT-p3b3QWPL74y~R+|O_koD-& zK%qZwApjurOay_z|Hf+mh1vY|QXOCyi z1W09oN8mqj3kPn`E5rroq~QWMY+&#+bSf7Zz=*;*Av7?6tVWlH`wSWi;XX?YEL(ry zo+akw2JoZ6OyUISbm3H79^E=$8S9WSHd>=6>61zmlnBY zz`>9&BqmUCMZx^&xfw-K$?&-8b?mE_%u(@Gfiu*P914_q2f#d)4yYb04b`+_$-{yZ z_RCF&yvr$JZauZT0#ZnXw}gc9Szc&7LB$keLgL6Ra}~vH-rtqHlz&|)uWTt6%;({P z8m@<=V5hv2Go%Q24MXmyM`E+iW88urZ>kW|c;Vc)7kw(|w=LguDGNEz60xR=cPQt9 z-fJu5`jT;Qax?C=d=GL_8->-kUBCPOWHYu%psvryvfOTK)kyAF!;4r$PJ}+Vy?BI@ zGmWA#+24L%`#G`8tIr3IcAV z)G&q>XPEAMcC48@c2i6im(Z6(M}CVC#Ogdw%HllpR&n{B|C)v#vJQVyYCGA0j)s2n z7>Fi7Wd-xved<)Ctl;-jq`kN3k;>Y|EDSVZ;2i2WbCoHTE8eao>iTvM_`BzWd-FOaFWsAl3F#Nm1_v8*@_tThBmJq<5HJPx)^YT<4`BU>YQ zi#Hjh_4a$Or!qqhkp;LxiopZ8BE3dg6l%*aud^Gu7RvmdFt7QZLiZonrxnzx zT|O4khk)O>*kfGA1o`w2m8}CxGQ9#`77KQ`!Rzw(|qs(mRtI zU#2n8yKQFpK%XaDVMyn5hrUzPA+Y?$QstqxmA>1;ey4k!ZR{i4K8MezyQCsrALQjj zu8fICE{4{Qg%nxDzREW@pAmUiZ$10g3pKm;L%DVey$QM(a9Xo` zNxLzRfcSR;Zfd13ocjz?o#d1Z)Y79lr=!`7Jw?NxllA40HVvM9TO63RaXxxdMjbuW zNl};xYu{p#=on&KC5O^_Y|3y*QB3%!c!9VVy9#!AL#alcD63Y=N37}_7T=;s`VUwI zvG3C_t@N;LJmt5g)}at=-dhAuh<6@(Z=&~13fMo5#Ty*}gyQcVZHIBg2(XWDt$b-i za=AA1pww~rC|v)w9r2d!q;sbwSNds}Sj9HJMsW3LaItHn7_ql{h?8g=05MyI4i_GD zLvu9kK-iGT&5ux+J|3GPT^)glU|nCJNktkdmR+AWn!?Nz4641f`@9F~X*k6QaeUXl z5Q)9M$H)vCzH-ns0<1fIp^glrT=Ru(Gvs}~5)PU8A(&|dYSEcjg!f9xc+=A^v2J7% zb@}HYH_zS^X68w!@k<^Jb*#v^goTU{!8mH29627mrl{5D2X;uuwj8yPa_tRdYl$O$ zvXQ>W>^M@qov7bCNHu@DA#0HN5iAwi#mlR$9^=9{zm;}yVhwd|5q^={wKRgVUB}dI zGVsE1r4qt@q~+bc(7VEOFoe`dC`;70y>(a4bL=iVx7p;~=0Svbh-Z3V52veM=JK1E zqe&7h_5N~leu$9Z0AhuUhx2MnZW8pWsNhb&Jo5HDj%&wVd4Vf4^qj6Ygu=q!ZqBoj zPZ=*NlJcvG3zqd|KG}YMg5xQc`BZ*q0je_?D_{xTG=VD8lkj=)UD z@$R^b7y4)FRGwnF0JqQ3ik=qHOXJJwZcDvWH-QY$Q7%ypB1#-7rej3h(C3`P;?U<1 z-BX+HxxS8V1C%!ht#ftN>Kf%|CtfH_cSFA@n?4}lshX&P`?^9`hfO6JVx3Hh1GB@K z>d^Db4bhyc6x*;KS_jQKQdHsxR$Y6jEY3kNGeh#wGJZxaL@Qyf#@I&-UEDq@C~+-M zlSG#7Ar5NICKej=L zszQ_&B3CzdcZg!H*3}#KcHls%GI&^gU>vD9-g=hvX2tm37^C?+7{zzeu*Nz_7*(43 zUoTo#lznJrrc_ZQ?=prlsb4Xu_+ zPvK7Oo32`_jw@E(eF)yp_auoQN_aZD@63E6??|woEkf;3dgqR9%+#KwDcQlt%iNxo zboDE^h_6TPE4sLU3|J*1Mcix?3Qts0=1bBNWqi}cNOfnJLAuH=Qo`OM8sT7PK*3Fk z=g8BZ4^Vp(`Xv(GelG{BGB>(OG10*w!1QYKCNcfw^<2dwi^Wl+KvnTziN3O!%pp2U zqY$i@kGwOGjX)D)bGOQqWj+}XAeGuc+@!-po+Q4PD2vG=_mSwYA-=|QYw>iN@MHvg z??p7;5yhxePwGDyz`t(df9%hI9rwTP&i*q$5fHz0asLPG_(1=jKD~$X|W+n45M7XRc=Uq{-*5a;2{&{~`a{Si=CRY&uf&lBpZZ3`%XV zy-u0egkQaLF!RAsE|uC4VCqVzuay-M6mqg1+V%s*Lo61UlO+fTWrtt&DFZ`p{& zMD!+@(T@NtYxg6w|H4Vvdco_{Z0ki)EL(vQg;dqUmICwDF8naZc7UO%4SH`#k;eUq z?K?veI-bMze;9#(CGq)B3`LUal4{Cg|Bnn-VAFpdIS3f6-?@H%<241$wcm|H=&wPg zKaIoxo5A`|&G~N)R_OP*#@`Iq^NIMY5q;i-|2By5&)WQdV6c8S%YPv<1zy!(?A5=V z1mC%c;OCa}-*(xro-PR>*zreR5&%EykDyQqPQVWQKFSgR#p#b>mH@22i{Y5R(i#ba z&gpZ%kMYmr&e%nTfvngK^=Uw7Rb&?i|7SHeAWZS6BIG|R0*lB`HR!*neP`zt=KPOp z9KcCuXZf9d3JCntkH5T-KRfrA`TSG(>*6U3kl22Ak+91Gq_#g^7g;b3=zI76Om(jI z`#k*X)VQB_!K5m3R2_2nXGRKgkPo-Lx#Cab$kwI>bj@3P*d@^GHJJS{4%R* zq1n!G9?!ez+*hw&gD`o>GSacXP2df-CY6^qY~m!BiC$Y~IPG`VkOSf4-9ZIDG~nj{dpL5CzT>JR{#`kkxmvv9NZqFf*WWgs_1?Y#!fZewM)nJ`1P+O$Iyw9=(e) z$XQtW?|MK5ftBrd83&l-V!0e(E-qj({7nzc1?IY#7R<$Y=2yO;cjgfNUBXvfCuz~49tB-WB7Yo7>M(a_Hu&HwidtZadQ9;-3u}<7}pk1q(!1^+_^;rOHP zLEtmygWuC~aG!a!f0uzE&_DVG1O|?4xu6GzoO!B$PYVVJ-Y=E`hQI-j@dZ7gxflBn z1mOgH)fe=jAfTleWDt%&<^dRf=7GPU2NZj8%mK+C{R{?t)ff8!3Fv%>npHM)H3rrQ;P3%!>$BzUe20C0BEk9ccD{MFchI+U UIA2bHIm^X?MMoztFM;)c0N}lanE(I) literal 0 HcmV?d00001 diff --git a/fig/fig_rate_corrected.pdf b/fig/fig_rate_corrected.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3e0f32e55dcb76dd9eef968d1ac1fbc9007d0ab3 GIT binary patch literal 23974 zcma&L19WBG)-AeYqvBL-XUDc}+qSKWs$$!=?MlVAQL&ARZ|Z#Ky!+pF|M&jac58dB zsWtl;bI!H;=z~l_M2wD+o&}bya-FcE9hQ-hfzaN_3YLe55UAqmU`hxSHgqwxu{S3K zDj1rZIukN|c2FYZW#n6|8bv;shzot z1tH_Vrxdfa`81diC}#8N1rbwYdlS>YxSd^`Obu;eJu)ZKC7tox;zB*E^#e&f4N%&M zZz)$dZa9oO8_^h{G@;mwHbbrCTL#ry{olY9aLRuWV3rxrb17=7!fX#De6Os$JbASL zxPO~itI5_c+3LcoUi{eTBw%=BFnDI$zY`uk7XEq1WBBYgOjY6z78h8OX;;!S4H`6i z9=pWfgA-~WT4A2r?VID|#TOnJOe%(~RxUT)7lko)ZX`&O`!m_@u!L*Oec@8x@(>XY zB!glPev!<$cpu8=j!#$wj;mSL}Pl)>Gz?VU;uNR2I9lhsAfxl%mh%2_S=UNw<3X-hnnIHX~yO#>JrG-=XkTKDKqp~9<{QL4G9YK zC#!fh$C~YogjGHH1lB#HysV&_wItwsPJt{weI|c3I9d3lgSUDiHd+)lC#QpoD1NCR zkUbBwCy58R%kYEMNUG$wjc0sldutlYS*K3Uq5^JaKcA}bTjy5{(CVb8@_)6OIx<@> zd$#da`Q(f+%cQ2y>;@{5=Nplc_{mOa=3sT7wBYD9s zitgyjGP3;gIg-Q(lJ*G%>$nAxgy|dAJqvwt3Cu`Df#&e!)IG0|Q*}v|Z+Yx)2sC?tNQP913UuLzl!Dpiz zmwU39CHO_yM^#^)P%+S7{Q=Od|%!Hx7IW^6|5Oxrg6XSs~99sL=F%Mzm+B` zZ5SffDpU+An8#a*Kzu3untMX2RuUN;V3(~CNTzX0DFLZSUgz zFl2IYab3hbeGq>!-f03_?`P`>BYA(>H}BUfzPjK13K?#^AIZEvL;k<>J9m5NhumK= zBQPlNK7R8Mw_X8lr$!O|o!QrSYb;QE@!reZ!tJizqXkyB2?&33I5lnSv$KiQPu+l>-K0ST`?S|iC^VXYVR=< zvzl`4DfSyD+`wpzi(irNm66{B;p|x7PKjNs?_o>8Mz^^Lb{EUK3?kfsq6r=G-oU1% zdPZ~#)&9ZKV!qKK#4K-g8*cbEFFFSK3{M)DQ7%15flO`612j7m1yLN-X*U2O29fU4 zrbNo$8wmB|zj(ptvZkg4PX(}=+m-^cr=9m~2i=j`EZ1rUE)m=IaA%kaK$7B$_n#Lv zof~PA<<0y&l5l^D9aNYG^GA&k49&|odBYmb^?ZdQt5|YQBlf-b;mCTG<#b!=i3LBV ze-Zas3+HuE|6$Ts)1_!qkt1d3UW4g86SWsRUQ5YvW>1yu+)GH071L| z&iAqFQQTmE!@r;`Xhi!x`4tG=S6s!Rd+V=K#q3toNuYThb2;!htK+Uc zYhY$$dJSn-X)leF%DU`c#1rx3LJFJiV!(}KiEa;XQpaX|0&WtceD}efBSCYRtqxAa z(H7A=b0d7MY<-C-kG!+LZLy35MVC$)=ea`(p9r^$tP9=T5+eE+d4@2(w} zTxpGYDY(7#6JRN}zRDaeICGwj!`Rkx)?-qZ12ZiBLhQTI&$bKk5jqTvOkqK$m_s5u z7W2TLyLt6LBSFbpTvq#JU<;LhE?F2Sm@_r!Sj8@2 z%!f5cUJvOC(`}Zg&;}HwG#fYF7FIObVGDnOy)K7iS(#z?~~ zt~k{U?DAs2Z?RhH*UgHI@k+w6+g#F7Up2vIpphK&uWQ*rG!tLDGAe!HYsOzH-hIGS zEeOIsG2giEe^_0o(RH@JxG){Y5EYfN>NtE{AU={(+d}w!hx<1##w$|A)p?vZ@pfR* zf2qeR82F=OttHAfmEFes*mCPDf3k0Jl;!V!ch~Hd@5n%xx=L|9wgIozP?gm5E4V4; z{=sOO_u+y=hie=K3HJ3o|I%aQnwnqLIcEK1`?lF zZ^sq!FNfa{-JMo_VbfgyEa=ag*+Rz{cCD(}dacbh_Ic=N@Dt3Oq;V)YL5*yw+Ykht z*87re$0s#4p1nMRt%~#8N9TQn1Mu8Ho_DaAJ{bLK>*yc+A8QM09$VHO$6s$tr(%XW zAB&Niw8+;dAa@w;)YeAD>`$X#QF%=K*A@NUEp#rDox!Vp;9(vL$?aJeXU&@=upruKXLU{F`Y1J8bzEEC0*XnK&64{u9gm zi_ZV8)F#yZf9n1QF#ji|XC!21U}qu({+r-4F))1={wI3hq~fojvw;47@v^x=R%?T? zPKXs06B|-!hzh=;B14S~ttccwl=$n{Uf)GMvRlfT9SZcoFEi$^$`OO(YE*2N8LOmC zRJM3fI75t9;^quR3n{F#$~!m`TvN9Uyvc^MYQIg~%Hy4xPJyr(#~o-Vo$ zb)W&BpwquC?QB+qd5!`oAr+?AHy39-495Hf)?s@sE|wP+93LjtL1thG=N9XlxtdAi zpu!(PT<*mth-h8gK&rk7xL*b)Uf&&;ISFKd|1$6>1wL=~^6P`$(E=!*$M=vk9YCL{ z0M*@naaTEd6P$n}a{#=!klFOgy%ZlI90)jZT z(;8F*X*i6ovy_wP7swE?fYu+e@yO6ca5i$l6K<|&=*~#ugWv~x@6*?S@;niXqrKf# zr`{)^fO{Vo4(34yAWv}FT5U>>c<{=%#^UNzXvari8|p{&J5 z65}F z!L*{k6=oM`c8l{}F5}z53SBV)xjRQ`$TJnMA47a6+38(q?Ca0DbF1h=5y8~lju$gi z=)@NPuLszd4oE*7jiNE*q zm!i%44c2t8JsSM~5NNuE_=fXQ*uVG|9syW^qVvWa` z*;}NCYG;i9HvHy}+=Va_xuYEJ+}NG-vsvWS?LK~_wfI1A_t3i-$T=bTJ?~CXf5euy z4oH=*o*)*GIPzO7@dfgb2ktIb6V`A=>rSV(KKIlp=inML6!MVhE2N)Ux9UyDY`id`a9! zGE);x?x)iG4^)~wqWX)87c}0FV~Ll~G}@~jQDs|ftn|5T=azTs%`PtTmVDNWtzC`t z`YZECEjI$f7>#Y59S2gXDSQPn#9O1JUo-W+3(P=w~2*J?zL+5_GtZNul z!i7VvO|kQQ9E`EHl&f#z+FH}dcU{HjlrGl_zL^^28tsQ77!C9Sa^Np1m4W5*^Aslo z+T}qxdV2($FQ+opX)+Vb1zB0E4<&p$i^Xn0y$>S0=4{&S7^K#Zhn0_AcfP8TjYQX< zX5LkU0CN>OFsB&b*U29J;f-KIyFWtcQXB2kaPOeGS%5;!qMW&!7Gr6<0V|R1AV{Q> zO7(ab zG3cCF11&=8Lp1yy2_%^CatuCvK0y})vIwqXYV(CxCL#{m_hyI}-{qL;lx3_XP1hCp zgrk;6({pbGD~C1APX60_{lf|nX97@XB!eMLrgN>q70Z9eS@eM-Hn>&}crpI6V&sqq{02A+yPb6W2r*Fy_D&h5h4BUdigT|66o z1gf`|KnmtpLpBPuoYBJs(wlc)}Z);lcmfMv6og z4SyL=lEUF6Lcn*F(BHwKQ$lce9kBBbuPjKuA#-*+A`<%&db7_*5O#xYUzKvLIe2n_ zR`BE74{tb*X?+@~pfmgHk#{Yz=7V7gqL-g`E9w)q8F_@?s_vOm4Qq^Ij^lZM6i0Zw zVUF+$UUYAfxMN=XA-S76ANsaAmF)PotYXvUPwx;3E>$~Ae4{$W>wFQ`KIdZtwj9(p4Nz#GwiOLfv`{v$XHjVT zbaKbIQ`y-~CS;&z+_p;AN!BSk8uzEJmo765dJVK|ZgP&^ z(tYd);n>FAcbnsi16cJu9mYW>O`0*Zln&Va8)@1i@nrfUN9Sl3jJeco?>0N39?meb z2o0qY;BBqO;^+>1ikXLUoct!5iK1aQ?M)p+4m-x5y{LQIE64Bo>er!~2Z!h*J_9^n zCVF3Ze?*{f)T^~KkGrCet~0hf>CCDQ<6<_TH<(n7k4_85xKK)M08Qy!y$UZVc;`i$ z=V7VpsZLzblw~5e>%<36YFd6<4}O%}uK0t*awd)cH#Fm~p80>WhrgoX|Hu}M4L|?@ zNC3ot^Thu~Vq{|C{GT7GtH5jjix7U}2_3(tAI3@di&By{)^lDlyDA=ZD)g}tGLi7R zFGQQ(0%G(1*<+>otzHgm2FhyHZo`j9(r#Q~k|o znXFI4h2Zbe${JFe+gE!#;Yjd+Kh|!kV6qOacm11R7Za;FNYIgGs2q;4FLPwQ7@0xs zcM9Aj$P&*zj>Gf^hmw)y5ZpV+aPa6yG{!^8O_ZRC&?GLq)Zs_oGPYC-KBTwCO3-4O zmGxC0`%7s~y4?NUCa}vIOIYL=WC=Sz=mu0&S-U};HJ!cx8*lwpoB!kgfAs8siPS)4 zS0k5y=}Umcp^ul5W4JC%s3v$2z+Tbb9F+-f63CHy0fH+ioLj`h^(Q*ryBh^ z>c5K3jDNNB|4-xoTJ^cx{(o5|YWFEg|3wV^4`MnALf~I?pOo3q&gCyw=TCW@@gD*I zQxsRRSGBYJmyXT&k1YPbvjYFJxeR2WhrB(myh)oS!h1L^Qozi+ounTv@UnEi*?S!^-Ipj zOlEfgNB|5-?RKUHk00nd;v*;_0f1C4({YS;0_VdQA0P`#NJBB%ZhIEi@a~BizzqY) zk;7s3R;oR|Fa^8{0$lziYqkZJ_bi-&PmcovI3rSkm3@N8fPe#YK&jdFNz!ET_EZOm zizC27U34OTKgZ_Pnmgd#60qEEVyKI7)eD9d3KrluQtygh^KP|11%Mv_Xfh`!18L_z z-uF8Iux=m%@3TewaI$h6DF6t2K!Ex2O_KFc=YbBA!W9{yp0+}-(;=|nhA}`01JF#T z-`X7N8w3sl>kbHT9{9Px57RTb3xL%IQ4p1N-5Blv?%M?*q4Ld6?-;dKtJ*HP;pgLk!5g%~AP47SVcn-=yfS=U-hpACf*jg$b*BRxitiY$=&iH)J&L{!kb)2) zw$fHn^;?2PwvgS>G?-TcgtE>gpIJOGq!NL2H;ekgY#B$KVU_w`HPH|NM6$p0pmxMp zXUnL6ytBXg6O_;PZ0T<8W?#P0hF5;zv&%-UfAD5E3Tt9f;k)=;J=bV?i@ouF@IPFG z?7e54zM;L}bX;9+WH`xs9&$w!^42rdBL`g6WzTCBo>))4?mx!8`pYeRM7$fxO@tbt$<3#sfum2a#Ne!!hu&ZP^S$ILl6K61@N1_dr<7f zWN@y*JfRNBxCp(^Gu|Fwj+e;|=kSJR=Tt31ow+osSohLa=+q-ep47-@fjw8TS2-gq zJQcIy_K`OIA`Ad$qlARV9}cMN6@Uy50GY~d{;t?j6MfCmWXcr@0y(=t;ceve{)I0D zTcHr@T{tP#8=wIMv|*vcR3U9X$IQ%Xys`ah!C?YrsQB>ZP9?CF9t(WV<+J19_n*Gr zIdwJT=v9{mD6lwKL#7gHCP`Dv1a=toZ~>LjC07QPmNt>=zu*zNE3@@upq-& zklYnt;f|kyZv9ZJ=swaN`GIaEP^(c2YYUsx7vxR45P(RvHCq690puzO;bNeh!d?R5 z3RFOR0a-UVdL&H1Zw?ubpA0iI1dS7=So)Ae4nn-JU>vLP$= zWWh01{2?=`v*d<@3HSOuQsJ2m*w#VF6hM*`z$)_iP!zRI1Q7T7uu`Gt42oBch-gEo zTj3T(iQ{PEkcd-AE=4yZJHK!eJgM&O53dZD4NJ!*#G%Gv+7&))x0Hrh5|}7v)@9A+ zfB@1M(+&Uv3}ys3M%+y>#sCAKaW)z7fDwQJWPqiL0-*e10z6;^unh>{Hu6RRB>s9Z z0pv2H;L%uZrGN^M0SZ9?Sp`;rfRh1TKrNTp7#E-vDgZDmgvT%qS<`=dg~;H*9Gr*2 zCJe`L#mG{6I8_h&1_nuwy83`;A)JP+<|_<2la?B&tNnFK%r^u?oYi20D~9#uQn?TP;Z=8aY(0 z6_!WwE!XP;+^u-92I-K3t18CH}3K@9cOSS&A zIwh}6YW4!Y6M@+Ssuza?)dnLKPcCec;33K$qkanUOPQODs2J>97@9YKysb9%T=rac zzm2Z!A2De~j!y6INBop3xCwSru!L7W-zv*AU98}x2)^S1&08!@@HB{;4S5hS_a8dw z^huy)+~mQbbGz8;^z?shvL0O#HFRNbM@`D@=#NOI(JRt?`o04Jemg^E#-|L0Rd|SP z@TGP(ggrFKi8c&4iG|&J@SfGfUfRhHD7{VeeTkG3^e>03>vgJ+^wEhGT`8f<$;u)p2t_mb77b= zImKG7!x{&aZO~ZtLQLPvM6g++0;Q5cf}OW0X>nnd9&z5w8V+tyIOQKb%P7OwBg=|v zDnfK#mz)d?ocCbYM7qK8mizFSgxj)d*i}!YcNxr^EI1S~DO}y%l;d1o+@*Bi8$UlI z+^TpHDzRkHkVn7<*R9R2m!o(0eW1jfw0wz0QLpO_o@piobnACFSW$K*a1wyx*!sJK;ud9lxHY<=~w8ZBDz(% z*O0}8EL6SDS5Q`!zJdnsE@O*szQy=R=1{JXt0#a4`?=DV5A$lyclkfaC~VON zl-k2Z)kujcZt@8SBM=z{WzZ6SnRG!DO9i4O!nK9d1frO@mVv>k!L3u0sBq+xlaU#2VO~_codLcaq$|*f(PadIt*IH z-hrA`w25lbO6SkyqIyI#K*O6Mut{TX#-5`!i{fQH^oGbOtIUz!gz)wz0FQb|eFS4X z?^VtW^iF2rQH98eaL_|7&_vn3nK)pF!WYO-vXv=0S}N!vLnuz4jKUdVB5KX}4HmfE z%eJS~y++pYtv}A>-TSUB5}3rNs`p62CX{E3|1@Ngw1iXUFU1H*jEf))fXBxoxFNq? z_*$W2t8Wr&H36AWxUZ;F9~RJ;+WS?PEkPWtejth5)g6)x6m6-Vw>&QE^R!I@L|xKp zxM-`f+#0@oZsrS~C4>-@bN5t%1vuLbeAa<1?msVEAVKZJ=uWXdFp>;BiQ5_=8dhjyv@~}~tt^@t z19zmr<*4*Vld_K6p8-{>u9N;UQe|?63NSkw?pE#WStAL(=mzKY-q1h3{x%@&3Bbjz z$h`C_H8-4axjAAV278)PP-Q7-O?VD4?P)||z zsH`TMBl5sTQZLx4maAc*|5&i z&1%|olRBGU30^phMvB>o$Ska>*5J|7Ipfe0y=3!i!Q@LhoBg~kKoa;BBCa8v4TFcg zYP@x)8tE=%GJtD5Ya^@cTq$gpsOcr8vR93rk!kYeKHrD{Y?NP>eK5Gkw zv+**>q*7yhnrGA>F8MXbw)L`=(zV^GB?wOfO<((MtG_96)hpW(3PM-R2G3SbOqn?{zi;*1;2csC+WlB7oB zXQ(A>T>XM!+Lby>vCbtSEc=+}a&cV&Q;%pr11TFLnB_>Yif1Fwk~4zZvvwUTkF2uO zTyS3@gQ{vOkz+)aH;jJIKJosoVn0PiyYJ!V^iOcXDxb);c{iL**)g7gFCfU6?*g@15IGN<+8?6-jlk zo!?=_Eeh3?^=R$UN1DF##G(9ysz1?sl*L>tG{cSwJsplN;YqSsTSj?Ynb!HKtr(*C z>EJ0@%CD?!RmHNpvGO;LEEVq1b!Nas(7>QJcm!wGBlPisi!>hr+ReCUGR&(--ZD?0 z6Ar(2>jcl5(qIaV>A^s9(kr!LQQKtwjAO6kFUQs2RDth?^SP%a;p-B3{kKP$k=Zi^ zT{T%3*4#zCZV>Z^uP02Ws!(xVhZQ}wH|jV)19EAdLbyffgRrfHI8l=5fZyXeWOw59 zdKa|nC5nv}JUkM_XFWY;dV|DKuv5s)9JxvbkXbs0jl__;ct^$iX};~QxYC~ zEt^JFb#{&TwehF4xmfV3Cu5U2;!&;F>XGlS?VCHd)GO#VcB-mVTo1Q3enKP-pRW~q z$@?E!+i+jI7E;b-#a_KseBFdiTuo%?1@Sl=#tQ~W%;=F~^YmI+ zo8ec5{&#n;yH@g33te#`tYaxlv?m*%i}lIuG4AEWTk@$asM}RJ^Lc7;)uUAu8?yeq z-cpvC%@~h3%)fNeC!Qr(N$(p)1CLK$%R!G?O3cl9`sAmu0^2}<^)wp)Hefpfb(EQ&KwXOuN4?<) z>GBSb$Mwh4kiYM>j6Uzp#Y&xVj8odvvd@r=sSj4yM{kwykP7q7+T2TywEb$A_I-QK zCy(JL*B2tc2_0-##*UGmJ$48tWFm%6Q`<~Pgdt8S;@ZW_Qc9T@<;35McBj$>Oa3LH8Hs+Y6eG2wg6=YDwM)Cwav(L<{cPYE0eJo;L_j1NreJWWLQv?D18dK4 zK)E0dY~?UEZ;&1&(vZYwuoAubfJp79s^6ZJ{~*8;n)-qwQ4UQOYedYGPF!FS%-N(` z1FNZI43}OIGl)T?TdhOQK0is!YvW3g&w&;+G~0F#sx!#QXyA>=L}pFPtW(OwB1y@_2`K$&cWm zxPnXXOWRL7(+EL0>{_D4jP2QhZ-wIb*GO=(W=r2L&PQaA*T##Uy+}~ydy^8Zt~f=m zPQpnRl9RBb7{LOgDJ#otxD%@@{FB?Om3qRdoB8+R>dPAz%`!)fPMIfjna8o$Cz})8 zsy9~ctXp!vbEEnX8d3_9Q37ET4G6a?shhvFDbL-8?nCLm^{HilZP-}{Hm|#XjJBWK zLM44G&??VdwA&c2PXY}=H&Ur8()Ot#SgPOgXy=)n0$=9UQ3zH zOwsuGBh?ZKiTX0zBq)YM-!Fyqh+#GOk&fV2T``py>%2`3Y8z%U4i`_eLGvU{;2-6( z6<8PWQuUm*mAvw55!IGy|Hhdp1<63J=R|>og`WxpTPLH!)ZB_URasMcqpuV=t2MgT z_8v_7E8nOIHk*A9C(qaL5fcIZ};=RKeOOjb4f|s zd@A(7y#U__a+~D>e-XP`oBkr0LEJ7dT10x9z)4ek5%UH;sodG${90KOhv3vw!v%WB z21$i{)ERqkzNaOlIdQvlH~LBHnk`!|!<)PvOFTyc?09@Xf?!3ar*(R6_M4+}UZ19N z-W`15nbnPEJIE64jLB$1|LBG$>UQebSBH3Y&(}sVK2@ST5EJZ?aW!hH_-x>HiHhQF zA?r(k*^O)**|}CYirZ`-yWkYDO@$bPs!*AIs~Xj#9`x7sF8V$4YOW}{*1v|o-get( zixk!$Hj0rOl#QR*lN&h#?|<*Lf2{v;-H-I{!Y6i*+l)mU3z!ogi8QE!G9<8^9b)Z^ zkzKnh`W`fR5&*u3+@Jz{5-LeYJv%xtj8AN*OqQK2R8TTT@q^nGvS+l{+>#B-R8YpEm&7zRdHl9_Exz=|VVZIo(U3z$K(dze{v#D`eewl|ARY^uzH6)XU4jOd zy2~Qf>9`G3pX(kJ@0tqGn%p2jJRdsiiIduR4@z1ud)*Y@y-Cc1!wQ)Q28nkW;?r={ zF#1kf)=^3_J)?~#ox0}+am4a`QK6*XE26lXC=;`x7jHEaPe^4p2PyAZ>d&zlm2lNDIwt)Mr{}sa zdJ-M_9)Zb{KS;i88zk(qJR2gzILD?#+lanO@!dIiZGh}2isN_NGT$hN9@`cVop58; z&g7*pyo?TF3{Lq5i<%x8lE#bau4Y{;224_76{!Z_8&++x)8TDH={HiT4kR?4lBw2q z8q8LmP;c&^LVb+$63yuwHxn5Il`Da4XgEU|hn5FchbMNJhr`Y?&g0Uo=+ChID8_BA zB3hI{7CNRBZEBk$7;9GRCTrLGSuM{h%ci!?_Jz)c`hoU=#l%|eb-J!xPsNw~>It?E za49BZz2?aIRuR;RFd{ufCgo=@B;GLUnKa*{f?X-@)ux&n@0y#NNntdLF0Q+Ta_aqW z-CH63M^6*56ZBEw24+qe(*l$xJ0~Gp7$?|!V89sPUo}xbX&~u8X2>@PEi6?nECq4C zE#5m|Gg?kgz-LQ&Y072#K8M~ z8n$g~mjSsmv8wp2lB0Ze+_f(Ipm?oUG3BEi3LHDW|15Ue!4$z_SEtPs!z*@c3PIGQ*YuE9%Ti0G~aj{?7`oWDlotSH{ zzH5&=t*DSuZ|TXed%f2u3_GW!wc+3%LHtWfY~fXW%+CXQO1J5tszudQ-g^f`b)`S@ zviHCOVXE4PN@s4`zJJ+BA}D$77;b`jEz0X44X?1FR z?m^0t&nu!fyyKMwrRsDl3}~Gmq|ut$^!(TaS5@y`z#cPPftw>XvIrs5Bwb_qf_$QX=(IY$Nmo`&>fELPX@j!ZzV(+QQATylCb{V-Xg{ z6i!S!Bd)o>Dg?fV{dsS}d(+!kx(D>2lFyZF_S_n6WuVbLg`GNMG^C9#Xcy<$oQHY3 zCNU->42Z874F`|qFFX|$B5`4p$-D~1Cvvp)iYyK=dS4tL$_E~3b8#;+# zeVh~7+f&Fk=)8FiuMu2xErh#Qvk#o!wRe{3J^GycZ1}wS^uH!PO+HmWl{s%b7Ofw4 zPPyuz_+D&Kb!2tub||}dAQj;{;XC0;@$SjNnzEY_)Zy0Q*WuL>eCI~-Uv*mbT6J6X zq1XK6ZLQi3PEIZAm!5;-WL!*65Z;n>%Z8Se zBh?Ti(L^|J@__9CHF57<2Z^`=&q2fWTL)f;l<5gj{=6u1g&s? z-48vf{Y32>)edpt(;beokF@{6k6c5?*l`=g6eX^ELzu(Dd)Yrk;14pPj);)KU`gAc z>fvx0NboyB)#8U!XL*gu?L-URvgg)A3FQPt9L?EFCFYKyD&+#bv)8wfmBR1L^AXdP zRHl9A6nbaEB$0e06;nmWlvb~*J$huBtKJKur~cxn3RLa^Bw|l>gTag7W`Gey^br?c zZTJzz9A>G{*ih_V%Z(XxX5BpLt#7Cz+xrGtE0@c*vc+BJk4fwED_L=E`DI*+d*&-d zJ1FHWST9?>9)pl}sX~QeFc@S(Ab;<*SV15G-Ia?ax?$@KbRP@;9cZ2zF8jBc+%F!{ zqPbsOBRQ_#D_ctE@MEERc$MF>OD~O)#-(|wEvQ^596O^PZ{++idQ$Z#Zi5IdP?o`s z7BreHV+YLQXl0Yx#yD_aXGv2nQY||14!)-JD(zaiv1;~Lp{p$Q$7+C*Rr{q7r{9V3 zj<&lVHS|;Bm=XxcS|_^xF;P|3|9b1Es%p=ukewuybSM%md^-&S`F${0WDo>OWTteE zDIH8~h7xxhLXicwfECmT`8SpyOMkAV5DE!bK%FL@Ecv(4f^MQUn`cQBV^%9xQ29^U zcQe~~VVCq+h}+j0O?F8#tK6ip+Ff;xJfmA#fBDodvTzg!iin1nNMyvm%HOOl#ZcdU#s)f z@2$JBhl&;cPGJ;%AU@|0t05V{`iNH_;I~4#8H*7zv(_~9oXgkbvcq)N`&`3DjxY;n z4_=UVseK{uJ9M5bXtW|-D}u~f6?JZ%DQ0X{U4|gWVz?pdG*|>>lyPO$NBWBPN(1tS zp353Tof-AM$g1>jG^?@Ra+lo=qoS-m^GgxtS4e?~fVNxGh7nxw@!`@7ow0~8t;Efz zDBrG}UEU-4NP^$pJv5K^uJ?Xlx{wyGwU1y~ofX_#vbl%s+q5tzG&HZ^{UTNilH88W z7)TED+6Tk*?Vrx0G5p33yZBY@)M=$Szs9tuy5RnKJx$z`OcfMNSRvI;JCC|e+DsM( zHY*5?N5WJYM@s2$*(dF7j!uCvt}VPYPv1LAxQ+So2$PBG#&M)3=c@jMcbk(-J3rKN zdu`so55u8iw14QTNlipO8Y)HQ4Y_QU8*^%>|Dwp*uCT#bEb91pZ)G+0CcZw$ty=Ko zWID{Z=r!42j$b@QdULrY-NLw;#;&-iM&09KeSsWnyEOYDI;cKl#qR=F-~T>4aPxG* z``GIXX2Y9~KGkzC$Dlry^4||2SEHl4>}{x+oy7)hLa|)}m=Yf? z;Cw(4Cb3?%WQkvoyi_MBei>ox?9;}=o(c;;iG(MdKuDNoC|TK(lPoTB2b)D?n~8{h zHzNRgx$;f_()MM#l&yW)m|08<`(1 z;BBwy4dp9{-^BI}lwow!k&2AHXx|@}4btOzaS!R1Xw|RqvSCqLem$&nbe~e)|2HkK zvxR}@l>F$kGk?+H8Wnp20G!S|Fs_y^G5K`t8qz6LP%FBmH|6j?@(%_8(-)!lyiN-W z!Am%sGW6E&*Hx^+yF{pnB2Qy%sp4VF?>`^ z=>4!4y*>ZaoAN^Mr%b)#fBX)q*R4u?xMnY+aONH4`C_-xYCj8FcSI12@@BJhjxZSW zJm%lE#4h9||A$22ECbf{oDP#$kjK3pzUDMTEt8S3~EEN`97&uxKTqQS||bzL#E1r0S53)2FT<- zCWoKnf!!zb1x}^koLb@3ggF!Ykf((h6NRxbe&T9C$Z5b!8xmCpkXcDn(5k$+3z1a< zDCT>qHNeMmQ82!tj^=(%?iadWU3y6?;wwU-HlS4zW>x9Ky_dmL5o%gh2ZWaDOTu?w zKI_iddmkGcDK#cpyumq&RnM2y}D5$^29AS2iaT&>c4SC@Bs;64H};( zjyzHUsD>yqp=A!tGGW>Vkn6C_h8XLR&f9LOaJSoXl!EX-!$rXz!^J^o3F&5uc$o-E zG6NeVL{NIHL`?}bIM~#pBa#N{oO~)Xk?Ds181GMOV23C5X>ii29Sn^6Xvtxns$XU> zEY>uC{_$5vtzbRxTEqG+MCw~U#;T8A(GWFne4E0)8Z+Tp7M#+u0y`h-2wI75A%`?nB}? zAxA3t9p?6RSlH}U0S7jO}NLzlp3TFkXxiAh&>I#g=ZR~BtMEYyDe}l}0{NQ7Y=wvYQ znHjeIb6k!MbwB^juD9)?)0^>^TU?QyzFabn4d+hjz| z#0V*$J#O%I)Iu?}uZbamDh|g%M1?ASaG~1-l&vCt?s5a}l|#4aJT+KTs#oW*+0LL_ z#oL;u9>ow_UwfJDzKlfP|H1eoPk{P0!hZ2Lm8pkQxd8d)U;?NIaq_STbGE_HU2HmR zf|!V*G)YHve0DYB-EogIEIe$Q-;6{E*aiJW2#AWDlScNdQQ{4pCU-16<-_!hs`M%yX(~bp2-1rvV4j;(aV$k`MP(6OPtVRp|BX#+lH)_iAJ}-{G6n)W8>!dZH%*FR6XS zvqb}K85ytY5(gG0V4sBSo;g2~6gJwsi{le;cP~R&;miy5>dYd;EbbOQbveMzSQctg z!k5ys3nv?7FTrm4gyZT(BzI&oeDB9b4Ri!Amy1nl16u^MpxJ$!-C6sq+CGcrcO|fY z@Xr^mr;dIeGO`#To) zlnVu}(j@!!nQUDJ4kxdx{xCvuof1fuButg@mEV7oP37V0U~HR< z5-!aA%~jVG(~r;Ja#5=jbXvsnPTpQURw8G zz+C3rBZrmMPQ6lDQC0b9iM5r7;Sim~AB_D2WB?)aZx;BQRJ(;JvAtg;h{xAa*DG)| z7jq7W?_~|EAQ*$nPY6EUCY#2%dXBclMl{Tl_};m(Pxtvd!$m~`@M-6mo>9f?ex+-} z{IVR9ss3p$-nL6p@Z?8>m3;A~`7HAvIHr#JVT7tvwGK{o9>-N&ir|qeolDv-*#6Z< zbZ$jRAljZeuQqyAI<;Bz%KoK?g=2B0XI&f1Cl2jRO~EAY-?Mb4f7kPG)-$KT+GB{< zD#jR#s>^zs88gBlyW9cHBU(7~Yd4*p?HeSF+> zC#bwtJhX5gMe0r0qWzRIKwR{k45eyCc>kcuM7rRkC);o!%Sq}C^J42AK?FT`LYsJo zd69RRt4^kGki|VAo(F-FJP!_i5qMroS1_#V+{V~|k80*GL$2@^RPIznR#&UyGwKQ@ z!>d#SxtZhn4=|@7dt5C@)Phfy2tl0n#xD>y^^)St*I8UEZ%<9+Y%3P$miLd~-ggFu-{>oEub^mT1&{SjcX6@&1H?)+Qu0i5haWAbAEHShs^GcJPCg;M6Lj5-EEk`V|987Sok6j9_N0!ulHKwtoH0(!&m7zBl&U>48-VgXIo z#sH&<0q_kNpoE2z_sLzvz{rPyI}jECJtJgLWDy1sQH;W309C-@Xbb|7W8r{F7@%1+ z76n10F@Q*hT$^kauuDGO&s}l@C;$h62CPN_7!Jxmz_o+`oO}#u8VNLnMk0a!{V0?5 z(SX~@Wf>%vatsZaNUjIy1E7>65F`c*K>^4UBt?z{+9lfxgTsKf$onWb*`VLZZp8Wt z`3s$aKx2Uqdq1BMaI&%gh}9wM+~ zCUPBc*#|zf=ca1P1=Ui!5B7V%tzD9Pdow1WweqW?7KlSgN$HNneTy*K?Mh-GXl}8; zD)XboubNbMb}8L1p12B^Kj%jqYYj5=GMUQhGQ#-BP`3+%q}*?d&Z581m~ucaFxhyk zMjQ;CGiasCroQbuIenOAN&g&uo2Qb0p=js8%(W*5td;6q;VP<_`FEyn4R@Q0rW$!k>!L*Wxcb~A@ zY==(I*vT$et7Hb93-sF!y4CT9g#Ajy?X+>*mYrj0ZtzL(o!u(6ggcD|=Q}s15AQL@ z=rbiiZx|HJVHaa*gPC>|2T_U3TTmI*o*X=ojh;JQzVAV0brJKO4=bW9O zyHik9z4Kc#GYhUSk`8_&+(8VUb8dQen!j#n@61&jzMhM@yfd?x&-iK7)UaG|XPkA& zw9dWwVQGQ4OXO0}qCu5mEtpLPlolg0bq0NG^ww3Uvy8Qg*;u8IOTG#&QIqdRnQo4c ziq965EQC*6SW_QW$WLqL>o{s*o7xM5Tr!>7&TF$L4U~PkNsFgVNElSytmcBVM8k9T zTyr)ZG-VI;=Q6kTI;lUEU8(x*%VqOa$EsYu>s_yu8eNjl=gy7s9j-r|#q#YM^Z5yh zDc_Fi8iH0tZ2n}>WzQS+GBtF3(`*ea1Cd5e3)`!i7x`>SV0_K`RTe=%x zv9_oo2rNLOV?0>&Vqt_2jmuog$Ug1l1owzTT|RMn%#lWyJD644@Y!Iqw}rc;?G8PY zzr+p#ds6Wjh706B6+dHMwaq~LEi6!V5@wtvWw|IHyd5W(hUpXTaZu~FS5|cQ!f`4$ z6U;qW4AjTksh#$9nZ%n$4#wVsSw%s@**NDjt;cu^26~R;S&M7H3a|c()b>lMQ5w^- z>v3pEY7l8Gydg{qWweN5jGdqFI1bbCpDP~)@j1!9Y1EoOhFpJsoIX<0sfoQ>t z^Rb@Wr*AP%Qr$R1Y6!;fpd(01RCm+Xy(2zoaWBVLG1fMUp-VV4PGQTA^Q9%{-Q)81 z(@pBA8!HYC6Q2%QMJ@(ar{`6f?O45+dA844{ahtb%t1?3``kOL>yT5Oo;l!p)av`g zq-3~$f8QNZlbg+#aC3JE0U6Iz9~P#I2nWn$1|ySF-L`4pk%@k4bd=5YFNv~qX0sVz z>!o#G_DS`=mRf`czt`naA-*s$h+^+mj~kD!?2XP39muZNS!OXPIy51d`IcLLWHd8Q z*ZR{fq5EcD%}e^tVC(+<_c4M_cQn0v&t1CyR58G;=>8cJF733wG0rR_0re(9%Kp4+ zY!V+Sho`o4<*)IMVUIJ*Va0nAx}JmYrl6Z=B{W*Pq~7r(1%ZV{P%UtO_{|G2nQ>y? zyj-+E&*|M|Qzft5s%yp@Xf(q++#;nHg(s$3B|b+ecK z@FE4$84iVQ6Ie*Mk^7dB&Qvg|&gxH!(pVq`QHxlF=p)nF7<5R{z9K!?(Yw!v_(>re zK3S|$+tb<160+Ep7mE1gGSaCeKWFVEhUZW}8a}QpE}H=fP3?*HEzP82pq^COw%j=I z>U$@zkrgQv?vugj+T)_--$szCzs3{xIb%WG_f^4Mifvn`!075{JzUmnxK>jFLG(A!Cxo7L4n z->WMv<20cAsB=<1>U;*N73FW8^|mf?d4P+-yuE~90ikrTV{!^Bi{h@&y@BLbJviTP zKs`6gB6cf`hGb+VDXg_YmqhO|fu$Yt;HrKSmbY3kh!k}+q*hkhW zYv;4kh0w_8PsOt{SlN4o2#t{iL16`?h{lMc8rMM|Qpl40a=HfVF7MAYQnJ3tt1&W@ zJr&t`MkAB#;(MZQWsP!lqDC$zM&IC$sHR`|Ogs1pll-Z?<9i;q6qC#I<4a<0h3&<+cGToYUzIBQ(oSoI%l*{Yj*BAj z$W&TnsVi=i_KItDwoePGVa)1r-tV5R$e7h+lJMfDmzdb0u}r*}tRw>>|7em{SV-M& zE}O60xyIxw(+RV0k6_hjOHq@!CBUTEuu)Dn^P0BrQ;!1gOPqyWy z&d_`QmSp$geA*V{r)L@M#hPzeYPQJBi8p88;Qj*7mv7boLa!d42sgcQQ{8C>iAgaw zk-uT3Dq2Sr70~Gx(Ju3f)9`jlnDp_&fn|2H_{uilVTcIf2u;~}ph+KH=8WG5?r#xM z6ni|gk5hPHSFTaM%Xkl-a9I7a2B|nPt82e2K8m66RA44G9@gJGB2FmDc_ug22k89`A*P^2}Vc6y0SbZYi`bFsD zl!f%&#yjj42C7!B&D0(UHK~6_jEiDPM*#i{>%7Jd`!54nO><2% z6SejPK}5G=37uatrL5x@w805<}q<3B0T5bIs03a}89DJVqrY<)aj+lYlt-_;`5BN=v)` zJ|^YvbwZRu+R)1#f65MEHC|uM1MdLA+1fb+r}@@nG#UO7Gx1TbA3k66? zY?h(_Aj6Qaq0M#4yl|Uk}LPLut*@yvq=ww2J%rGWl%H{$PaCl!LV5L<}rd{u)ytNqaGZNBqs*R+i#!3 z;ZW4(x^OrgNK+_XcR9-}kmXVGHinL;#pu7!=k${1~&d?HyhlhY(*~8w1fL_?Z*}&S)jDTL= zz|6#nfa!aHA^{&Cl!>kJ-+>(e@qn0}tuq1hzXs5&%Nbgl7&#NL|I-w8cNSN2HgGl} zVELy*-oV+}#L``W6K4Xg?`1{AzM+`7I}^}L+I&M0 z`uA1%-&aWjo&SKt_}?A)i~BEnN0V=K|G=kLG;y+XaWwk&=P&;6^<_J@X46inmL;j zF#dZ$BW^R|f@c?yv_r3H_l$aY zQ$cun=AZboy4c1VN{wV;4HL>Rs+U(32KsUDFcjRm_AzGO4-RvH4c?CD+lB5e?M~0z zXD06(=N9#^wpRxESC8C#E`wK2gV$6F-XDp&@Tm-)xT&~A25s3sap)A8Rp8pbpDZx^ zaOg1!-BN)UK#A+&O2THQugf z$A7<|;eGS47hrZ9pqhr^`*~f)%ZT7QisIpM-Nh@9V5~Ys#K_NSCkG-ADQ?8U_iQkm zl%+1uo2*u~h8#Scmni+Tzi}U}SYm>*`!cd{4}uz1e|*}*f9NKYS$NCBFIkT}6pOUM zEk_PEY$Lv=x0(Q>b1p}=ld1Ewf0Pjz-FG+b44fJIkAiAh`+|gc=TANbtA?@dv4VBo zACp{?kA}E`^s5QgK1UlxIdqx))gUGmxc1)W#hk{}Nse%_ikL4Vu%2Bjme=B(M=mTz z5Pzz0Lzo?@;cOI`9hNOxc_#Brdxjm=;7)uv@BMPm|1o<1A0zfYj;k8niw|ccOfcd< zMx$>dMtL$aPH=$dh}(huWs0y+i0sMCXBVn3OKIw|7K=9CQI)HXvfUMTeDRYE9<@jw ztS_@OHzZpC7+rJFOp$$MZo=5GZc5e}u`yJ^8%;Vo*+}m^z@BNV^pXahn%2<)Qk!Phqd68#;)NL zJh~tOajjBta^Nz0#n{2OU6=DQ*eB^A;=hY4R}Qzj!qUP~W!3EF2G~=(el~|X2pmd4 zX@`dpm~zpfZcC}x#U}45D%&wYicLB9kszzHJuuMy6q3meN{+O4=raYR30LfZn^CQu zlH}4vy7Yje$i`5|p7rUF*vpeilU?i8mOE|(QU`K*+aKB6F{i^i?3+Ev2X0N7rb9m? z2@1>~8;C?WXESu7V=^Y&v7y5fL0KCStzIoO@(bLaONEo*LS9ZWrsg3Tv+BT z`kfz$d7@hLIKDIV8!A>KG(SgP6fAi6cL@|edO4}ejKEAPd#_-vW*-6g(y%)1pRhoLGaOoIml1LS5j+!FKH8pNXMhX1 zK_D36tp~@6KLz~;#tjpGLX7&e5-yGYAar!ikcwBT>fVxTLEi1}rRissXb@6zyv{oa z>S>b>3W}EIlt(c69UlXYC`k7pMj*&%fCw1I^2cy8GSCoIL_I2e(!*6k21PldoZHda z(5=l@snf}tj?09@p}-Oaev5M;v4!r|GkhTlEAIt`nBouLX7(Lr^4a=Q=9|baPcHA&1M5%w|k+Hjjo!0>qD_GHb$gh$z>S~l2X5f zW>4lC_&RDg-Y|l)+fBF_jrlbnR%~sansAI3So7f_7%T&#Tqi3u1#9kRJ!ZS6VQSo2 zZ;dMqbv~%$f#qW7JFka5>-g~L*+V$3!i4A2u}w^O`D+eBN`D^LUD3eGp*wCBAIxAb zEnex8!ASBZoGL)`^22uH@p|v)l*`U3xXn-IrN=m@U$}tv)1kja21`;c?X`G=xm@g} z)B=~JM3$WbX^DncVHrU~NHbFK(yX;%p^F62kPrF3AUARTkjUBHOVhy zUmjon)K)EmH`VC-Xw0tbbp3Sd-ufbk5VAl)hKRbAR=U`3w|P*jL^oyIS^ed+lFmny z7|6J!dXo{(u%s_kK@_7|Z0WD9&6IRgjvNqLt3QHrvJ-fP$5vXCc~(qS@v*nCtiTm# zXw#@!t(kGKq92KWVcBJsh=jxCGRWF5GB6^X9KC9VuUxoEb3v?X6(tS9jOThf6kZY> zhdNj~wpIJ+qg)vrFuBve?qbFo$AtBESz-6fqU_M;?z69mS>iWazJFtP>Yc$rRSI*- zkWaCXzQYg~dU00Xe5=IUa{Qo;p9@ctm4VPhmM3J^_#ye;ZY>jZR6;Uv>8*EQIQ5~x z4Of0EUa^QYQS@Aj&T+R*ED|B+nfOzGnU8rwA}J!g@ryzAckNZ!a$sP$(BJM@zy$E5iyesQjT5jx&S>4l; zfesfor|in*^he&ujAkM>?4pG<&a?s5el}9?m<^WRU%8V)a))lRSKXJ@XT5tKS*_8i z_nPm;M%qgwFy)#jExNTyXLuQ7nRDof$Q%poP5t}8?N1I7q7mXd>$2|bYx_NL?)BXs z@Ez`amkBa1P+DWpfm%lsT~%2b2VzT8Ji8zJwwA(MSsThB11@-zgujK}(tVcen|$Lw zta3^m(7OC}ZB5(yzW@#&A$b3C+kf-2f3w_wk+{Faj){eZ^}nd^zu4d3PAvkR|LSA< z%LxCU43Lq4nSq^&fd1cnkcolmyYauV!A50YdF=(%&&#*X4bmEGv~>cEfSA}{g$BqV z8_F_N2oMTF0)&Zw{_OW&)*-m2oZBKn4E!-=#!`wH99N}ev&dK_X{5Bl1;-v@v=ldE zn6t=|8A@|4o8!-%d=AMfy6$Ry%JQ1x+5n;@id zX$7oA6mYxpPrSK5DRmUc0QsZuUPAx6*~6~~d`|;F{yM&okZBL}N(oTa)f;!6qdUO~ zaBKzuBQ9h*z49Q%M*s~7LKGK!!bPtKY|QP48fR|l?f{4fWDMo!#;|Dxqz*qELfcWo z$@2$rh)6*5S!_HqcoBq+4B!PP*CTj$B=J%33$^D3%dad?#Qb=FZ`HBqgRk)ee6gfhs&^}!v(cDjLZ!ky*toD^4LXpn+m;Ue*R~!IqMh6yV7ie^e z^Ia|D*+L0jGtqN*j8c&nyhtnYfuOFTPcgs?0kA<=g*AJc}Jmrjnp)cHP)CB9ugZ3ALe z!bp;BP$u=;4&l>z5GvTI#KU%K4iz`K=9|GsMc)G#rT#sZqG`S)ZbO-=iAJ|G>4Qf~ z4IWXw#l%Z$ucxuZt5<5R)%K{;EjCuVT(%2~d$lHKXE_T#tHqYihIze}`QzqW0b#U; zR?hZADU}qyf*7K$Q4&OT^peua;^4Xi)B{wSc0vMR)Pvx;9p`m*{R-$%@U_}{anL?U|7R}9)KK}D+(q0GP!y3(*dorfE?X@{LQyB z8LBjyiRFT4&UC}CN5)}74(5Wc`oB2BqC$-zh$V9Iy+a8= zfvIOAR2bx=sFd@-z&sg%fMJitp(G1q1t7@sOM?8{5rpX%djxpF7$Jb4bo-@N>k;B1 z2>pQ}2t!$iKl$^)szfh>!hk~!0UZ8Jo82)WzJw!UBlZEvI2-W8+!F!KiPh7p)*}*4z75V`U@EmA>}Ma&rf`4I*bnKsoWU`cRSy$6l(El zP3TeRUf*@IW@w?}%5 zIIu_hvn3s#vIyE;`KCP_o(fNar{dXfS3N>58uSHsV1@?|tCa+vG8*P8o;ZcWQ3Rjw zIHA9tL%SIN{>E?j6GlmpY(wV!ZbT&ZE%^3;4?pA<)2=e*Mq}{w5TzhIFx(58V_J_I zJmB2!X5>>-tm$xAg7B@+c13NXCL@m^u=0T^)u7ri<|LjsyePuU6@7$P@Um-**bV*0 z2j0!Z>Bzg)v3S?Jb$v#Y-p#nBbB(sS+PFDmE8AqLNxDwjLF4+i*-bcl=L%M-b?m_|f?*lkfZM6L2)`dKkn62{Y@yDtS`fbAfM4n>QbBA z*ZaGn@Gt<+R<5bQvi2?a{hL^eiB%lLs0cEY_Q#l4IkKLN%s_U#1+EgLi5KoCA$o&D z$p}AS-P%d9ap^|X$Aig?6(I;wB(6HuU`9SNwv-FLq_@V3QDT~u^i-buOQ=sf-F#gq zFiRVXS>zUE2|B)L2b5J5-YmH)-w{*gcbrD@VDxfnYCqlQX~{O$Q` z`(|-M22Ljb3=k6hA*d=rEn;G6pz5MzVCzIHXJ~EV;9>$rFDxmd}yhqp^wOU;UFp()e3vv~c$L?o@KIx3@O2`72v8{FMsn z|1KqB;$-A#Vef3`_$^O<_bU?6s}V5$RXxA&zL!$A6PFZ`HLxdO{70(%zm;0X|CDO~ zN9X=_exJ7gUtWpYek+)N5!3${Vp<6T`oHMDDYJpC^Ixn^-)ic=LaO*zLshm@v9w(6Z-EH@h|%Sy%Dko?rIjs-|8ikFU@SmsepKReTWM(#&|C2m0GBPl*|L-sFgcqbcipt|vtIL_HO0~*@)$B^! zoFo?^?yPe{kU$SuA6=*)OfDvnGtdcuB#adi7&;puaJT_xVk8p>6IGm`h#*K9R}0J@ z1X01{F#`HeMkb?Re&mGHr;SrM5Er!Wr>?8cQ{~IbGOgyx+xDYuCtFkk00u$;v`nLL z@u=XnTtEO1Kmv#HeXSy_ORH{pfGALXd@SaNCPaL>_Z&5VVR3-#gFicSgJ4*fkbw4; z0Ont`N=_e1zSWyh1j@iY_Z|_4%6sg_=ziDS0M1_>CeoQv{#(vK=5}BLYop~y^sj~w zTbh8*IRHI_FHV-_{@{25-3S2pcj#3#{I{|LcmN+zeiiL#i4%|~U+w;COMtO*C$d^K<|E;Pq*bK=FA0FLJ_ZXNoJuX+9DV`Z0Qw*KoYZA2dhq}Pg4h5Y z=u;ZX$=9ZM;0&Rl0tX8!jndg%)AgXa_JjbAs#_YWozA3gp!(Nj0Jl!Lb+f|GMt*=W z!hpRD7=V$Uve0}OVAeOs8O8oao1@(50Y;x$CP~}s9A+bi_5jj$ks|X=C3WYM0|e9Q zZS_4RzX4$2W|Q3keXxx~1HYuT_6x4?MYF@QCgkNzO1i(Qs?mLB3z&T@-*V<(i=W`* zRQO9@f`(sn=HJjveiS~h&TO82Enp?Rp7=U>UHZ;%2c5ldmMr)>Y(ewO@_otXe3`k4 zDEer69o)*9NA`f=NDu@0Kb(#FGkMRKV>?eLQaT-|>P_XH?+&ci z1r)>0G@**{X-8B9$LJ^3+#KXFgxl4UFTu97hQ|M887Q z5J3P4I}!lKA{J6mp8z=+5ZJS?>R=r z@Dfy?7hqponWACS?Tl9p+VEj*o8NXAqKD>f>Ox<&ftI#<;qBg`|3$+)`bejmIS`=B z3dAqps@XIEGG3*%u+O~(*|qczY`_+Yq+C(II?sy0rdk6E0B|@+X2MipJ46ORb`JIe zs;Y6Udy(!+d=<89vFcj0UC^>U9eWj4Wi6@PdCt`hIDl|z6_8-jze#>P0bm8vFTQ}3 z5B?w$(r<@DhNF)`;o@n9EF}g?5Ft~3NCO3Wb%0(7-OfDF$SXe_%um>Fp**ao4^GAO zhfA`H5ZZkR5C*7`K8{RqsXcdM&(9J+Ds?EAIEV*W0%XS?@csohWP|WkQ#fS-(sf8` z;<({~VevTVICvs6qVAXuWDjOXu3O7}<9+x2gW=j?={R)T!Vf)bg^b$}zT`icYn1qD z0I{eEHql&s1#Erbxt39@p*sK!RIXR4%eJ6?4z*d)ePPP(0A-@7KmbaB1b_gxF&B~m z@aEBC6lf(|jYt5e6gm>njXgbx?$Db7Pk#Ox zgfOf%aOwX3Q@OglzVWEX@E9!u=4(&e5TgM#r*e#;lin~mA({|9h|e&a0gn2)n1^Lc z?bqC=cIZAK8gMY#k!}W~m^Ka|@CF+1Kb+OBJfVa8q-$~(N4N!Mct9unJumMUV7Rt%EgDdn6^KCj~M37*aBod{cJd9!Bo9Q#1EyreO>Ue;Hk)okwMhYnVgP z4IG$*%>xHM?$sg$vm%&EuP81Se1@xh=JPPf@XkNpLSHesF=$kPUxaYan{@zB)Zhol zyXE3c_N#Ni!~DkA3owlW!r5mC=D$SQ$Z)bJMBA%n#^K98m$dh>nWwayMa$4SP&4a6f|SM+C`-VsC1D8t z16_03`KkEpbhnsu6EeY!L+eKjRrCW_Sp&xqx4~&78d(+|>XdVvEEe^SA(td;kRh4QUS z&34xmM@Pgqzr#F)wi;J%l{sN@XcrYXwUXeO!E=6KV_${M*eMw3*zjd;1f=KoiJNQ8qjDrwb(m zp~z$l9ktP0huPxCa)G&90!=CAoJ@+Kye)7JE6`xcPj?F^AAgKmYnipr??^u>(QTBL zp(qI^6KofMrA2YOoi9s1*(KSRry~9_H3KLETAJkUr$3uG23-D+(cH|AsX4dpL!lY;1xaH#Odl__nGbk!+Nb{ z6*a;=!b-<=lZi}e{p%u`vRL44&W*TpxYwE1e7Ad&UC!_rl@rM9zEXTUFFlI)-t9I&BKZ9jo2|WU)yD1)wD8;P z_Di{FT{23*)%px?k z+9NbgsNR|`^Xo+~J~6aO!qIOZ#^(cDv4W)FxLJP$&V?3Cr%vbRxV{CU0e_JHX!jl* z(^rf$1X6;b?B&39%oQ}pG2|Q^G`74;6I^8+SEtnjB9&OYw~Q4UAq7uuMghaWOmk>8 zgS^{5qmXQM$8<3ee>#Ff7dwftH*0QEe2G0hTNxI0CFKOCyq00Wb&{mUG0AKYp{Y-F z@NB?2JeAIpWGava<1Us=ZY0`Eb0| zt@;^a`PEy*pXvD^V^1Vp(50zauUU2DLUHH~*D;SiwQ9x+hKU+6EWura;cNnIgd!}SWK83groS*z za#E5`Nz#*kLp1{SiRnN!Ds#-PUTfncjyuT!Z>_^<=y0$ImmZD3^O_!lI)(0mB4q|5 z(Pyl_dFl8{=l%3%#!T1yVf;$hXV3faHt0s`CQw1RmI) zP4P*805`A%hO7~cNCX)Y2>PQVqHzM43N#Ke;h{q7V)aYwt6z*^z3L11ktu=&r)t3I zU9Z27R2D3cT^`;Exx@Qq!oXVN#!i!U&b@iX@eCY2$!G_TBvqDFnYJO?fKw&N0bXJ= zfx%?1Wv*3oUDF^5gZDxuO$!mkMII7CVCb(UklYJMuDN)PVnO_KhV2KbV()=W%UfDC zX{7UKa*^Gm86aRxVcDe3wxa8l=NE0Ca%|Xj_Qo!cMwag7kd*N}9+c1ZO;3AekcCJE zu|f0AQAF7ij2+X0WeU_L*-As5E#!3pK;?T*N1^r6;nZj7$Yf8BF}?7OURaI1TaM7<6o$vRLbh6ScQ`gZ4(L) z6to?&00SBQS=+3OSYU_I)Y|4(F757=)+pBsRJ%JjwpK2SRhc(Xe+_>p<^tba(jxNz)PH>m>cgjU8xg-H)wEy za4b9hzB}{ta5Tv-`@JWGt;>s#r5KA8SI8}Q3nYZPo6l9=L(D^vGoPpah*4j;)U`~p zv2R+xBfFYuazQ95SX>oRykDmNq{g$Dg&6bgwf~03p zX|#l!OwbJR`~#9>0nmZ$K|zXgudLuxKJcjVZ^B4hu@?&bs3<8}jiPr&3)N%*MGL4{ zC;br0ULVzZ_n3}V`?@7y!5xq{OtlUIF<8C0jNTJ3!N#xtoz_=@VaAl$j3 z_(tad;m^HCxOT8H2C~e;7?yBSiH5a*a3O;3c}Y!TkzcCu{Fo#rl37D>v3z5bOS2R% zdwQ49mO=5{QO7`-0_17T`VTRe-gQzyR-0of*++X-eI?(mRbcJ zP68gPr2^d3;|mg-1FJEgs+@%l6!a8Ra9BZ?rRN@YyCU}_=~0LIda#s=cm>W&01V>8 zoYR7W)A?1kFHR#1=`;)mo?`&SI!_%&#nNx;9l->R2YMLYa8wNwUh~ zy84|Tq#Q`J7-cm{tEUN+VNZja_?7JNu0BUw zbaQxE620gCqsO$@aE~@%AhWj^67vv7nhzi0 zcHAR*=A9yMnP=4zn_sqNf@cD0S6FD6XR0npkBWwINmG^kkpqrH*P$>;fc~7N%q2z& zsWlF#W)X)!%4h5tlXvxIkeXLKnz}~Ae^0q&OGlqKX-kk}eDiICz2bdi!$1HbTzmh! z8bCkzR6kn8WK24rh{c+{3>}C&wO_}luR}>yRn*)>PG#t{W!Y<;&{0BKXlhdz z*+I6Vdov);<&FX#x||g_C55I8H!nvDiVy1^qs|9mTU0r!6ItRPn3i_CD%cqC#DR1r zb(_Vjg6(XU;42(%<0z{ow9fZfSSNS7PRl#pvpZ^BKf%q&36ujo&5|}pf*Li|o2B8@ z70{9JRyyAh56Uc|^*%rxq?X7>vGo|#d|QpooaT{qc|7tfkM`^%nX3FU13@GLA9`!K zD#6Y`A?s69)Y0Tn)Fu8{8zx=yHMfp(sj=0l5Dg8rCpZJ0vDASKt@T*!OLQ>GUa<^n z6*h=;TDS3$O4-bYA=j1G$kVZ)j*@xhou(=&mz<|Uom5xr5wAg;73CWnvx8UAt>c?0 z!L+=}q%Dyt|Fm`1IQ-Qwb@w}N!RhN(cWQHQD9!i%gQ-k`2b-Tsrwo)W0M@s zRiiy_!6Y1`qGX<$9dam2CIGM~1Z z)|U2~7MwPjR+Uz2Fd=jyv?1jEJCDgE&neH!!17nSu2yyV(h{~R)|t|2)dHav<=SAjGwb7-AxLR|p)vrH?F3>3`FqogGN<&|%36&kM%ZFa4)Mw#P!Cf6k zed0c4ztIk^#(6VA-6f#Ymo=kHe_{EzC17OuAr?-$p8N?zCO20s`mk3_M**aY4Y@b~2 z3+I$DkEn##I&5nkAqbsj@5aF1`#S<$GUjv_9}R1w3Vb6Y0h^gEP5Qw_j4a!antWl~ zC3JfRQM{~DPnBi#@og=iAdk3R_N3*ub>89E_-8srqdZ!>TYNYe6kGV#*;_xs&Qt)=Z=v&K{l~p{2b;uEet2x4`FLH~` zx}B?%V&k5{$d2L0S zQic(|fF6S2=MC(J{jMLxjs>R3bg~SG$GG|q_8&;c^YLn$WR)a4DfT~~3qYZ=M>#{%pZ{GmWlBGZ1_IgTE4r}TVZ z?_=$%0}M`#WSv?8m~5(bhM`-g5-WpaE{9kpd(yBO7zs;M2Jp8+y7|IuG2zwqmF*=Z z7vQ_lmOZqs*z2^m3)In+**|m@Ebp|RH94@akLvx=Ou$k1_^Z2Azl=ZYOWue3Gw{~i z9(rZrL;Bx@>J0I#q5)Gje{u&*;ewm1Iw%1%e{!D>9@ZR=5zHlSI9? zh&}(ZNa$iwm{!M)^}{jj7AZTgzp&){#*ihYc$%xu#+eWx2`l*wlPPGH%Dl)78AP;% zifl?ib>z>IHe9ZFxN@?g$Md;7s#j=z=i_}Fe~Vf7@n9FqIcB4?bshW1&;GMNSOr{D zUf@IwIO%Sx^Zxb*y>xI0cpGaHC`=xCeA`BUb`dgmm~C)L;*~3+X03!V7l+~49ezJU zv|8oyJF^zG`TR}+)u~9E`{l@gKk21#y_1E{4jP9CLDH&X$&r^jxFV4Z?4F}b<)JXL zlM-Wjhylh2&9BQ@cR@}2A2+W!OyICQB)`nbCp&g^9-Sm7C!_mvJ6=E_@f#>kEW##j zOa=G5OC6*KhV1RCyyc_Rp|2Q90MaLd1M4EhX-GNm(v(P#u9~9Z?L9?Hu-SQ7psJ1W1%!OH!B>!zuaN`l=)Q_H6!3#>MQ(}{7FM4 zSeH)rxG$>2A*`UsanM>(0-t)jEb#O@9GO{4)=G`H>w~Lo8puSPzU;d8a*hAZOl(jO zEwO8Q)g4#=jVei&(LDr!-taQvnN9BwcM~IR&38X^eLe2$Y$dx|Q*#i~1XOMx-K#0kqOtXG9r?Hq;YKY$%k`)*? zghM8Cly4-Lj?9~$GDT__M$gM#nvFKOS86n^2mSQ!BHU7^I7ox8WG9VWL^+Fq9T-$N zOiRaH#caz7n>#ouIynSQcl2&G=&F^;q@Rd8NGxsU3djVy>c#E@7JA50>p|17uqr4d%iMh!SH!d zaW0)xVQEreQ|00p_2qOHFP+sgMa7@nKHU@6iu~Q{T}${D&QLl$;oTCv%{zupS+^2T zE{^UCJ(zz2A7eZ=yL_h)E@HrC7>eOs@3^k~6T?as%O_=hvY#uTR9|Sm5jooA-hNWA z02tF5U2I2|PA;vF>n+Ty%x%n%%ns!5=}0IOCqpu-&WT^k-pvCi9gSL=JA0@^@EVct<2XCt0Rd zoT-9%$i`OX>&Bzd*3NojaAGpbPaTYrGKP3UPO?Y=y=0%BYnG%Wa=>pI3n~rgxtLfF+QeB{do}%<6%L^vRn_@3fS26+ zk=6N<`CXW1URNOIjR5ufYmXOeO*UIM3=a&u^g2Q}qv!?QmR9Y~rIi=u9u&D0!`1J) z3W;upPMcoVjDLEGdzA%^$RPf3VTRfy2r7|ZEn0w*fs<5AULSXg<)oiqH)q+T9BXQd zhv<2HxReTe>gXsy!^H~-ArTvd6^&KK%YGN2v_=zvD8xeU5@3@IEauXh!w+g$jHa`> z5|Q^OX`?%LP#wF6UQLKTdH&cMLiC}RA(K__e$bxcR$hI1J99j&)fi3EBEz*h`6a3H zn=u)_AAH4dH~_kL$1;(P2CWcwP6vM02Xdlt#^~*Lqo08ZBtn&aTOTP@$1b*W~)dCIb|We*&5 zfTSy}M6eh%wE*tWc~j!xO?+er)^2YsHn|I$LQe;7lA=O;w~FF?qm0PXsA&g`gQYPR zxI<@LY0|Yw&8;e7;1q)69`-Kw-qRl|>G8`BKO7ybv%M#ieed_@J^Fl&(Judjp=fn9jh}1hl~(Nhq84^2)6C%mMT~@q_WXGB&F3vJC-4f)Q68@YD6oDRU;#3Q+QaZi z8cd52h9TniELTK}B?$H_@CR<#c(R1mVl`sb9SB^}NbjG&cvwwG*N zrf_Yl4YmI4cZ@hS714q9METVz&|L645a=Y$NA|h zI$+s-=cg}P7%5MQ%*0g1d$+{Hyq#W0k_VaTQ^zNR2`?eXZ+XL6~BT$~(#a(UvH9k5Tcw~qs^Y&f2xbni&num~IWCcMB} z#;C65W%Nd7hFD_b`INuFYo))y>bZPLy`&i`j80R`_ZsVescjXL$o0WMrH+%Wj9S~K z{&r@+@+wV3GBlMjCpA*`^!&^vaZ~#V8oE-k+3eq?7Hr&n-k`~78GA!ELmuXY@G=!N7E^LgX3ug2b7Zcbk|V57DzYAx1sf1FPeYZ+9)y}$)EX0Lylr|h~M z?OgJ#R=WCq_C{xVSDLMO Sg8tj;CrRJK9!)IxSioc^;0dP%a7Sx)!@K{c$Tlsf zX(SGwQ&+INO9y?oTnA+qtz|o&2bj)^Bph!>azs#D5KH}9qJ^DvIBORV*quuo$kio) zLPF8}1NG^3x86M$tGUnVMeaR5NM@}EF=VTceLg$SK!|6eIgRK3bZ8^7R2pT%STUna z4sc@WPXVp%f)cx+*CMQjP2bM4!D_~@6n75j!oIR?06xUsLM}kXmBB=;jFHer7dV4v zQ90u4y!@512)rzGmK)XTaWABEJ~!v0n;e^{sz1}itj$YHooKP(tcsepnkt%3Sg@K# z$*Yyo66`Hrw2j3nE2;WE7;*Kj{6j7e-1x?uxw=26w&r7N4$7x|T;0ibrtjDA)-g}< zBt4=XbYEAma3DK*2A$9(0)F>?zJm19En)_7mDG;T6AWRyW@x}-jL2tCijq|;%zDXZ z4xH5}rYs~aDq`jp; z&)4?u*Jvx6BRJR;7w&8go}IgQ!p49mFz1AZ@t5tr*S3ou%3(&Bb()3h@W^iHS(ZUlg#pwX1bP0o6SyOr z$BrnqG`1~bH6UQ^?AF-bi5DML%!IVa6lT~6LT!m(u$|j`+ocwS6n}Q!g859F^^bKO zdpIlAr-l9A)7xi(xepHhv(Qv4z7*+O#w7msfjFsS+k+U$z~)d+>s_Ar!@70tF@CI& z9x0gnlkHw{=K(+eF(!>S!Sq#KKKg=NGvKqR6p~-&{S*PC$?r0Y zLkq)l!n0~aSURB1LjdPyf+`(PCGI`x^JD-twg3bpz@yYy5$RY1$`}A@+ODTf z@bkER@Nfd`jocs8q4cR6V2G|a(t?}z5G@1eg{n~+bzpH@;&m#i%^YV z?^8WtXCK(@;iG5vHK%h-AWRrkDtKiyi4L7nx#S!(!)v#v{>mGzl}n8Q94a;pE`6Cq;M2-ON8@<3;(~F7$sUinmmEigBprT{n4^WTR6 z>~Gj_J+$X<^-t5AUaEHAJnyh6;u_t1k-Toee=HV1N#lE+V;8YVguq-2klibF8)5_YkG+KW`+U{XgI9h9hZa%sXn4U7WT&f-%8*E;G~j7KEBG~n>| z6>qY82Fclc|JiLLnz~#ku%o=UVRkR3i|In|ECpCwVey&tRA=AEstG?Ag6B~5R#)^5 zIX{=cb>HXz>ewHm*StpL_Yv$3L4EHC@GajCgz~8}f$^w-2g5vqyLv6o3!EqsN9hLO0KapqlPcdT4LyIX~fu@N!ORe zkqE}L#IHQcXZOHg*2LWx=uq|A}s+D~a z=&-~Q)HnGC?gqcJX%esd7Oa2cse!H7Q;78Gv>5g(DCTX0-boJ!6u9?Vy83ut8_e?A{U(J5TxB41yWU(H8-t23MFnOSMiT+6l1{dGXaB=?$5hIN{+(O2)7&D|F7Rk6bL&g(6 z6R&X7;$E1BqP81HOu{r9DGsv~hlqrSHy^vhg)_fRkhG`#SVYDXIYHP@wwou4#^ek{ zhm}t%il&WX9AbX6Erg7z9RLkJQaBw1KGM?TcZZtEJ}q>M!o#3X229Jby%g_<`37zt zsu%I0@BuTeuV;&MgSxl=sTz+R;v`q|k`T2xYNID?)UBS`xW^=S;mB4(6f zpv1)G%_mF~KfW%&zN#Ugo3)U7zQ9c9(jxzRSvS+)Lh1i1FaGyuc%1(~YT$p5i^KH^ z00_^J3sU3-BY8?fbZ&h)N|>u6a(BEoS>F{?k?Ns>mX#LdQ7+Cd&Mds$Os8OAU>QWR z>?12NJJHZcXP_?nvo|rdX7%BL<78#(Xm>|tw1=1-cX#kZbAt^14^aPyF94W1IsW&O zUmYc0yFdnnzxDcSgaLkxQ7EEi!+q26Nv35?0DR&S0|Y~uw^!8fa6~SC#co?y&e3D1 z>MNTO&vQ{avbw38mf}k{hg|USJ}_UyWsl3d%n%wOa*CCFR5P;dPF zBiBB9?Qr9{W^u{h%hR6dsbaf(It%|BFuON@wkm-*ChGUHaBs_Aaud&cr*^YhN_hpbsOni=u&Z?*267kfOv`_HA0 z@8!5taX*~VCvSea;qO`f)o-7&7(RVfU$=VOXDk1>9#ix9?BqR*C+bI1RxgcDdoXlQ zr?Ye0Gr$vA=_V7voBJ+t=D*;>TKa|tM9Ue`(l_{~<)OU1XYwM-ilf7TfAoRfzIFK4 zts4-{#I7OE0#*(VY%zPyTM^DYC6?$}J)ZPp#>~<+6dUspZ8Y`PI-s;@V0n``3 zHP|23G9Ii|$v7#*K9=QJ_@O{9zaK0oiR!jUW?6WkL3&8$#1P+Pf$)MsdMr$f+7DJF zr-@q6M3TR$+JbXx87IM+qt=t*H?~^FN@^LB5YU3bdI)2a+Gd1hNo@kmLvr;~&ZWkV@_N<)X9ZdGo( T%T1RmlCdmm7A#21N!R=j+q@t? literal 0 HcmV?d00001