From 3529ab191836d130c90d091191039de97175df21 Mon Sep 17 00:00:00 2001 From: KiHoLee Date: Sun, 16 Aug 2026 23:48:39 +0900 Subject: [PATCH] Audit round: fair OMA reference, dense grids, covariance-attack checks Resource-match the OMA reference in the key-length sweep (oma_ser_keylen), which gives it the L/16 combining gain the longer frame allows. The proposal now passes a resource-matched OMA by 1.27x at L=64 rather than the 4.3x reported against a fixed-d reference. Densify the JSR, sensitivity, and brute-force grids so the curves are smooth, give the index cipher its channel floor instead of error-free reception, and add the permutation-key known-plaintext attack (exp_permkpa) so Fig. 7 carries a conventional linear scheme. Add check_cov_attack.py and check_cov_ceiling.py: a referee raised a ciphertext-only second-order attack; the exact-population test shows the received covariance leaks only a sparse rank-deficient subset of the key Gram and leaves the eavesdropper at the random-guess level. Dump verify_math.csv, move the superseded V=256 pilot CSVs to data/pilot. --- README.md | 8 +- code/check_cov_attack.py | 112 +++++++++++++ code/check_cov_ceiling.py | 82 ++++++++++ code/exp_full.py | 90 +++++++++-- code/exp_permkpa.py | 99 ++++++++++++ code/feasibility_security.py | 6 +- code/replot_security.py | 137 ++++++++-------- code/verify_math.py | 14 ++ data/pilot/README.txt | 3 + data/{ => pilot}/feas_q1_eavesdrop.csv | 0 data/{ => pilot}/feas_q2_keyentropy.csv | 0 data/{ => pilot}/feas_q3_jamming.csv | 0 data/pkpa.csv | 15 ++ data/sec_brute_cmp.csv | 21 ++- data/sec_jam_cmp.csv | 21 ++- data/sec_jam_gap.csv | 201 ++++++++++++++++++++++++ data/sec_keylen.csv | 19 ++- data/sec_sens_cmp.csv | 23 +-- data/sec_snr.csv | 17 +- data/verify_math.csv | 10 ++ fig/fig_sec_brute.pdf | Bin 34560 -> 35035 bytes fig/fig_sec_brute_rho.pdf | Bin 45181 -> 0 bytes fig/fig_sec_jam.pdf | Bin 40125 -> 40641 bytes fig/fig_sec_keylen.pdf | Bin 30709 -> 31548 bytes fig/fig_sec_kpa.pdf | Bin 34228 -> 35891 bytes fig/fig_sec_real.pdf | Bin 39106 -> 37673 bytes fig/fig_sec_sens.pdf | Bin 30233 -> 31065 bytes fig/fig_sec_snr.pdf | Bin 39316 -> 39738 bytes 28 files changed, 755 insertions(+), 123 deletions(-) create mode 100644 code/check_cov_attack.py create mode 100644 code/check_cov_ceiling.py create mode 100644 code/exp_permkpa.py create mode 100644 data/pilot/README.txt rename data/{ => pilot}/feas_q1_eavesdrop.csv (100%) rename data/{ => pilot}/feas_q2_keyentropy.csv (100%) rename data/{ => pilot}/feas_q3_jamming.csv (100%) create mode 100644 data/pkpa.csv create mode 100644 data/sec_jam_gap.csv create mode 100644 data/verify_math.csv delete mode 100644 fig/fig_sec_brute_rho.pdf diff --git a/README.md b/README.md index 761be92..49432f7 100644 --- a/README.md +++ b/README.md @@ -28,8 +28,10 @@ code/ schemes, key families, scheme comparison, attack difficulty exp_kpa.py stage H: known-plaintext attack on the key exp_refresh.py stage K: the key-refresh layer, invariance group + exp_permkpa.py permutation-key known-plaintext attack (Fig. 7) + check_cov_*.py ciphertext-only covariance-attack checks (referee M1) exp_real_sec.py stage G: real BERT WordPiece token streams - verify_math.py closed-form checks V1-V5 against Monte Carlo, PASS/FAIL + verify_math.py closed-form checks V1-V5, PASS/FAIL and verify_math.csv replot_security.py every result figure, from data/ to fig/ make_tables.py LaTeX rows of every result table, from data/ feasibility_security.py early CPU-sized study, kept for the record @@ -66,10 +68,10 @@ files. |---|---|---| | Fig. 2 SER against SNR | `exp_full.stage_A` | `sec_snr.csv` | | Fig. 3 key length | `exp_full.stage_B` | `sec_keylen.csv` | -| Fig. 4 jamming | `exp_full.stage_L` | `sec_jam_cmp.csv`, `sec_jam.csv` | +| Fig. 4 jamming (4 schemes) | `exp_full.stage_L` | `sec_jam_cmp.csv`, `sec_jam.csv` | | Fig. 5 key sensitivity | `exp_full.stage_I` | `sec_sens_cmp.csv` | | Fig. 6 brute-force search | `exp_full.stage_J` | `sec_brute_cmp.csv`, `sec_brute.csv` | -| Fig. 7 known-plaintext attack | `exp_kpa` | `kpa.csv` | +| Fig. 7 known-plaintext attack | `exp_kpa`, `exp_permkpa` | `kpa.csv`, `pkpa.csv` | | Fig. 8 real token streams | `exp_real_sec` | `real_sec_ter.csv` | | Scheme comparison table | `exp_full.stage_E` | `sec_compare.csv` | | Key family table | `exp_full.stage_D` | `sec_maskfam.csv`, `sec_regjam.csv` | diff --git a/code/check_cov_attack.py b/code/check_cov_attack.py new file mode 100644 index 0000000..accd361 --- /dev/null +++ b/code/check_cov_attack.py @@ -0,0 +1,112 @@ +"""Independent check of the ciphertext-only second-order attack (audit M1). + +Claim under test: an eavesdropper who observes only received frames (no +known indices) can estimate the key Gram matrix M^T M from the sample +covariance, because per period + E[y_k y_l] = (1/c^2) * E[h^2] * C_kl * (M^T M)_kl, +where C_kl = (1/Vu) sum_i b_{i,k} b_{i,l} is the PUBLIC codebook column +correlation and the noise touches only the diagonal. + +Procedure, using nothing the threat model keeps secret: + 1. collect N received frames y_n = h_n * (1/c) sum_u e_{s_u} ⊙ m_u + noise + 2. form the per-period sample second moment S_kl = mean_n y_{n,k} y_{n,l} + 3. divide the off-diagonal by C_kl (public) to get G_hat ≈ M^T M + 4. set the diagonal of G_hat to U (unit-modulus keys) + 5. factor G_hat = M_hat^T M_hat (rank U), then for Walsh-Hadamard keys + round to ±1 and search the 2^U U! signed permutations, keeping the + M_hat that best decodes a handful of the collected frames + 6. report the recovered-entry fraction and the eavesdropper SER, both + WITHOUT ever using a known index + +Run under WSL. Prints a verdict; writes nothing to data/. +""" +from __future__ import annotations +import itertools +import math +import numpy as np +import torch + +from sse_lib import rayleigh_gain, DEVICE +from exp_full import get_model, hadamard, eval_ser_eve + + +def collect_frames(m, n, snr_db, seed): + """Received frames and the true indices (indices kept only for scoring).""" + g = torch.Generator().manual_seed(seed) + Bn = m.unit_codebook() + true_m = m.masks() + c = m.c + sigma = math.sqrt(1.0 / (m.d * 10.0 ** (snr_db / 10.0))) + digits = torch.randint(m.vu, (n, m.users, m.P), generator=g).to(DEVICE) + e = Bn[digits] / math.sqrt(m.P) # (n,U,P,L) + y = (e * true_m[None, :, None, :]).sum(dim=1) / c # (n,P,L) + h = rayleigh_gain((n,), device=DEVICE) + y = h[:, None, None] * y + sigma * torch.randn(n, m.P, m.L, device=DEVICE) + return y, digits, Bn, true_m + + +def codebook_corr(Bn): + """Public column correlation C_kl = (1/Vu) sum_i b_ik b_il.""" + return (Bn.T @ Bn) / Bn.shape[0] # (L,L) + + +def attack(m, snr_db, n_frames, seed): + y, digits, Bn, true_m = collect_frames(m, n_frames, snr_db, seed) + U, L = m.users, m.L + yf = y.reshape(-1, L) # pool all periods + S = (yf.T @ yf) / yf.shape[0] # (L,L) 2nd moment + C = codebook_corr(Bn) # public + G = torch.zeros(L, L, device=DEVICE) + mask = C.abs() > 1e-3 + G[mask] = S[mask] / C[mask] # ≈ (1/c^2) M^T M + scale = float(torch.diagonal(G)[mask.diagonal()].mean()) / U + G = G / max(scale, 1e-9) # normalize so diag≈U + G.fill_diagonal_(float(U)) # unit-modulus keys + # symmetric rank-U factor + G = 0.5 * (G + G.T) + evals, evecs = torch.linalg.eigh(G) + idx = torch.argsort(evals, descending=True)[:U] + root = evecs[:, idx] * evals[idx].clamp_min(0).sqrt() + Mhat0 = root.T # (U,L), up to U×U orth + # for WH keys, snap to ±1 and search signed row permutations + cand = torch.sign(Mhat0) + cand[cand == 0] = 1.0 + best = None + best_ser = 1.0 + val = torch.arange(min(2000, n_frames)) + for perm in itertools.permutations(range(U)): + for signs in itertools.product([1.0, -1.0], repeat=U): + Mh = (cand[list(perm)] * + torch.tensor(signs, device=DEVICE)[:, None]) + ser = eval_ser_eve(m, Mh.cpu(), [snr_db], frames=20_000, + seed=13)[0] + if ser < best_ser: + best_ser, best = ser, Mh + # recovered-entry fraction against the true keys (best sign-aligned) + tm = torch.sign(true_m).to(DEVICE) + frac = 0.0 + for perm in itertools.permutations(range(U)): + for signs in itertools.product([1.0, -1.0], repeat=U): + Mh = (best[list(perm)] * + torch.tensor(signs, device=DEVICE)[:, None]) + frac = max(frac, float((Mh == tm).float().mean())) + return frac, best_ser + + +def main(): + U, L = 4, 16 + K0 = torch.tensor(hadamard(L)[1:U + 1], dtype=torch.float32) + m = get_model(iters=4000, freeze_W=K0) + m.eval() + chance = 1.0 - (1.0 / m.vu) ** m.P + print(f"chance SER = {chance:.5f}, legitimate reference ~0.276") + print("ciphertext-only (NO known plaintext):") + for snr in (10.0, 20.0): + for nf in (300, 1000, 10000): + frac, ser = attack(m, snr, nf, seed=1234 + nf) + print(f" {snr:4.0f} dB N={nf:6d} " + f"key-entry recovery={frac:.3f} eve SER={ser:.4f}") + + +if __name__ == "__main__": + main() diff --git a/code/check_cov_ceiling.py b/code/check_cov_ceiling.py new file mode 100644 index 0000000..947272b --- /dev/null +++ b/code/check_cov_ceiling.py @@ -0,0 +1,82 @@ +"""Decisive noiseless population test of the covariance attack (audit M1). + +If the second-order statistics leak the key Gram, they leak it best in +the noiseless infinite-sample limit. This computes the EXACT per-period +second moment E[y_k y_l] over the uniform index distribution with no +channel and no noise, then runs the same recovery, and asks whether the +keys come out. If they do not come out even here, no finite noisy attack +can do better and the leak is not exploitable against this codebook. +""" +from __future__ import annotations +import itertools +import math +import numpy as np +import torch + +from sse_lib import DEVICE +from exp_full import get_model, hadamard, eval_ser_eve + + +def main(): + U, L = 4, 16 + K0 = torch.tensor(hadamard(L)[1:U + 1], dtype=torch.float32) + m = get_model(iters=4000, freeze_W=K0) + m.eval() + Bn = m.unit_codebook().to(DEVICE) # (Vu,L) + true_m = m.masks().to(DEVICE) # (U,L) + c = m.c + + # exact population second moment of one period, indices uniform + # y_k = (1/c) sum_u e_{s_u,k} m_{u,k}, s_u iid uniform over Vu + mu = Bn.mean(0) # codebook column mean + R = (Bn.T @ Bn) / Bn.shape[0] # E[e_k e_l], (L,L) + G_true = true_m.T @ true_m # (L,L) key Gram, the target + # E[y_k y_l] = (1/c^2)[ R_kl (M^TM)_kl + (mu_k mu_l)(rowsum_k rowsum_l + # - diag correction) ]; assemble exactly + rs = true_m.sum(0) # sum_u m_{u,k} + cross = torch.outer(rs, rs) - G_true # sum_{u!=v} m_uk m_vl + S = (R * G_true + torch.outer(mu, mu) * cross) / (c * c) + + print(f"codebook column mean |mu|_max = {mu.abs().max():.4f}") + offdiag = R - torch.diag(torch.diagonal(R)) + print(f"codebook R off-diagonal: max|R_kl| = {offdiag.abs().max():.4f}, " + f"mean|R_kl| = {offdiag.abs().mean():.4f}") + + # recover G from S using the public R (exactly the attack) + C = R + keep = C.abs() > 1e-2 + Ghat = torch.zeros(L, L, device=DEVICE) + Ghat[keep] = S[keep] * (c * c) / C[keep] + # how well does the off-diagonal of Ghat match the true key Gram? + od = ~torch.eye(L, dtype=torch.bool, device=DEVICE) + usable = keep & od + if usable.any(): + err = (Ghat[usable] - G_true[usable]).abs().mean() + rng = G_true[od].abs().mean() + print(f"usable off-diagonal entries: {int(usable.sum())} of {L*(L-1)}") + print(f"recovered-Gram error on usable entries: {err:.4f} " + f"(true off-diag scale {rng:.4f})") + else: + print("no usable off-diagonal entries: R is diagonal, zero leak") + + # try to factor and decode from the exact-population Ghat + Ghat[~keep] = 0.0 + Ghat.fill_diagonal_(float(U)) + Ghat = 0.5 * (Ghat + Ghat.T) + ev, evec = torch.linalg.eigh(Ghat) + idx = torch.argsort(ev, descending=True)[:U] + root = (evec[:, idx] * ev[idx].clamp_min(0).sqrt()).T + cand = torch.sign(root) + cand[cand == 0] = 1.0 + best = 1.0 + for perm in itertools.permutations(range(U)): + for sg in itertools.product([1.0, -1.0], repeat=U): + Mh = cand[list(perm)] * torch.tensor(sg, device=DEVICE)[:, None] + best = min(best, eval_ser_eve(m, Mh.cpu(), [10.0], + frames=20_000, seed=13)[0]) + print(f"best eavesdropper SER from EXACT population covariance: {best:.4f}") + print("chance 0.99998, legitimate ~0.276") + + +if __name__ == "__main__": + main() diff --git a/code/exp_full.py b/code/exp_full.py index cd0eb16..11a6c19 100644 --- a/code/exp_full.py +++ b/code/exp_full.py @@ -152,7 +152,7 @@ def get_model(P=4, vu=16, d=64, U=4, iters=4000, seed=1, freeze_W=None, tag=""): def stage_A(): print("[A] security vs SNR (V=65536) ...") m = get_model(iters=4000) - snr = [0.0, 4.0, 8.0, 12.0, 16.0, 20.0] + snr = [float(v) for v in range(0, 21, 2)] frames = 800_000 legit = eval_ser_sse(m, snr, frames=frames) ew = eve_wrong_mask(m.users, m.L, seed=20260813).to(DEVICE) @@ -209,18 +209,46 @@ def get_model_reg(P=4, vu=16, d=64, U=4, iters=4000, seed=1): return m +def oma_ser_keylen(L, snr_db, bits=16, n_grid=200_000): + """Resource-matched OMA reference for the key-length sweep. + + The OMA user owns d/U = L exclusive real dimensions for its 16 index + bits at the same per-dimension SNR. For L >= 16 the best use of the + allocation is antipodal signaling on 16 dimensions with the frame + energy concentrated on them, an energy gain of L/16 per bit. For + L < 16 the user must pack 16/L bits per dimension, a 2^(16/L)-ary + pulse-amplitude constellation, defined when 16/L is an integer and + reported as nan otherwise. + """ + import numpy as np + if L >= bits: + return oma_ser([snr_db + 10.0 * math.log10(L / bits)], bits=bits)[0] + if bits % L: + return float("nan") + M = 2 ** (bits // L) + x = (np.arange(n_grid) + 0.5) / n_grid + h = np.sqrt(-np.log(1.0 - x)) + g = 10.0 ** (snr_db / 10.0) + arg = np.clip(h * math.sqrt(6.0 * g / (M * M - 1.0)), 0, 38) + q = (1.0 - 1.0 / M) * np.array([math.erfc(v / math.sqrt(2.0)) + for v in arg]) + q = np.clip(q, 0.0, 1.0) + return float(np.mean(1.0 - (1.0 - q) ** L)) + + def stage_B(): print("[B] key length (dense grid so the curve is smooth) ...") - oma10 = oma_ser([10.0], bits=16)[0] rows = [] - for d in [16, 24, 32, 48, 64, 96, 128, 192, 256]: + for d in [16, 24, 32, 40, 48, 56, 64, 80, 96, 128, 192, 256]: m = get_model(d=d, iters=4000) lg = eval_ser_sse(m, [10.0], frames=500_000)[0] ew = eve_wrong_mask(m.users, m.L, seed=20260813).to(DEVICE) ev = eval_ser_eve(m, ew, [10.0], frames=500_000)[0] xc = mean_abs_xcorr(m.masks().detach()) - rows.append((m.L, d, lg, ev, xc, oma10)) - print(f" L={m.L:4d} legit={lg:.2e} eve={ev:.3f} xcorr={xc:.4f}") + oma = oma_ser_keylen(m.L, 10.0) + rows.append((m.L, d, lg, ev, xc, oma)) + print(f" L={m.L:4d} legit={lg:.2e} eve={ev:.3f} xcorr={xc:.4f} " + f"oma={oma:.4f}") write_csv(DATA / "sec_keylen.csv", ["L", "d", "legit_ser", "eve_ser", "mask_xcorr", "oma"], rows) @@ -548,8 +576,10 @@ def stage_I(): between the guessed and the true mask. For the permutation scheme it is the fraction of positions the guessed permutation places correctly. For the index cipher it is the fraction of pad bits the - attacker knows, whose error rate is the closed form - 1 - 2^{-(1-f) log2 V} because the unknown bits are uniform. + attacker knows. Its error rate is the closed form + 1 - (1-p_ch) 2^{-(1-f) log2 V}, the probability of decoding the + ciphered index over the channel times the probability that the + unknown pad bits, which stay uniform, are all guessed right. """ print("[I] key sensitivity across schemes ...") m = get_model(iters=4000) @@ -563,8 +593,12 @@ def stage_I(): perms = gperm[None].repeat(m.users, 1) # a marker grid comparable to the other result figures, with the # spacing tightened only where the curves fall - fracs = [0.0, 0.2, 0.4, 0.6, 0.75, 0.85, 0.9, 0.94, 0.97, 1.0] + fracs = [0.0, 0.2, 0.4, 0.6, 0.75, 0.85, 0.9, 0.92, 0.94, 0.955, + 0.97, 0.985, 1.0] bits = math.log2(m.V) + # the channel success of a public-mask receiver, which the cipher + # cannot exceed even with the full pad + lg1 = eval_scheme(m, 10.0, 200_000) rows = [] for f in fracs: acc_m = [] @@ -585,7 +619,7 @@ def stage_I(): perms, eve_perms=pperms, seed=777 + 13 * t)) ser_perm = sum(acc) / len(acc) - ser_pad = 1.0 - 2.0 ** (-(1.0 - f) * bits) + ser_pad = 1.0 - (1.0 - lg1) * 2.0 ** (-(1.0 - f) * bits) rows.append((f, ser_mask, ser_perm, ser_pad)) print(f" f={f:.3f} mask={ser_mask:.4f} perm={ser_perm:.4f} " f"pad={ser_pad:.4f}") @@ -602,7 +636,8 @@ def stage_J(): one that places the most positions correctly, map the resulting fraction through the same sensitivity curve. Index cipher: K random pads out of the 2^{log2 V} possible pads, so - the attacker succeeds with probability K/V on each symbol. + the attacker holds the right pad with probability K/V and still has + to decode the ciphered index over the channel. """ print("[J] brute-force search across schemes ...") import numpy as np @@ -612,7 +647,11 @@ def stage_J(): perm_arr = np.array([float(r["ser_perm"]) for r in cmp_rows]) d, L, V = 64, 16, 65536 - ks = [1, 10, 100, 1_000, 10_000, 100_000, 1_000_000] + # channel floor of the cipher receiver, read from the stage-I curve + # at a fully known pad so both figures share one source + lg1 = 1.0 - (1.0 - float(cmp_rows[-1]["ser_pad"])) + ks = [1, 3, 10, 30, 100, 300, 1_000, 3_000, 10_000, 30_000, 65_536, + 100_000, 300_000, 1_000_000] rng = np.random.default_rng(2026) trials = 400 rows = [] @@ -629,7 +668,7 @@ def stage_J(): best_frac[t] = rng.binomial(d, 1.0 / d, size=K).max() / d ser_mask = float(np.mean(np.interp(best_kappa, f_arr, mask_arr))) ser_perm = float(np.mean(np.interp(best_frac, f_arr, perm_arr))) - ser_pad = 1.0 - min(1.0, K / V) + ser_pad = 1.0 - min(1.0, K / V) * (1.0 - lg1) rows.append((K, ser_mask, ser_perm, ser_pad, float(best_kappa.mean()), float(best_frac.mean()))) print(f" K={K:8d} mask={ser_mask:.4f} perm={ser_perm:.4f} " @@ -692,7 +731,7 @@ def stage_L(): d = m.P * m.L gp = torch.Generator().manual_seed(11) perms = torch.randperm(d, generator=gp)[None].repeat(m.users, 1) - jsr = [-10.0, -5.0, 0.0, 5.0, 10.0, 15.0, 20.0] + jsr = [float(v) for v in range(-10, 21, 2)] oma = oma_ser_jammed(10.0, jsr, bits=int(math.log2(m.V)), U=m.users) rows = [] for i, j in enumerate(jsr): @@ -705,6 +744,31 @@ def stage_L(): write_csv(DATA / "sec_jam_cmp.csv", ["jsr_db", "blind", "matched", "perm_blind", "oma_targeted"], rows) + stage_L_gap(rows) + + +def stage_L_gap(rows): + """Store the blind-vs-matched power gap as a raw artifact. + + For every error level both curves reach, the gap is the extra JSR the + blind jammer needs to inflict it. Both curves are interpolated on the + dense grid, so the quoted range comes from a stored file rather than + from a hand interpolation. + """ + import numpy as np + j = np.array([r[0] for r in rows]) + blind = np.array([r[1] for r in rows]) + matched = np.array([r[2] for r in rows]) + lo = max(blind.min(), matched.min()) + hi = min(blind.max(), matched.max()) + ser = np.linspace(lo, hi, 200) + jb = np.interp(ser, blind, j) + jm = np.interp(ser, matched, j) + gap = jb - jm + write_csv(DATA / "sec_jam_gap.csv", ["ser", "gap_db"], + list(zip(ser.tolist(), gap.tolist()))) + print(f" gap: {gap.min():.2f} to {gap.max():.2f} dB " + f"over SER {lo:.3f} to {hi:.3f}") def main(): diff --git a/code/exp_permkpa.py b/code/exp_permkpa.py new file mode 100644 index 0000000..0c0d13a --- /dev/null +++ b/code/exp_permkpa.py @@ -0,0 +1,99 @@ +"""Known-plaintext attack on the global-permutation key (run under WSL). + +The permutation scheme keeps the masks public and protects the frame +with one secret permutation of the d entries shared by all users. Like +the keyed masking, the protection is linear, so an attacker that knows +the indices a few frames carried can recover the secret. This stage +measures how many known frames the recovery needs, mirroring the grid +of exp_kpa.py so the two curves share one figure. + +Attack: with N known frames the attacker knows the pre-permutation +signal x_n and observes y_n = h_n * perm(x_n) + noise at the collection +SNR. The cross-correlation matrix C[i, j] = sum_n y_n[i] x_n[j] peaks at +j = perm(i) because h_n > 0, so the permutation is the assignment that +maximizes the total correlation, solved by the Hungarian method. The +recovered permutation then decodes user 1 at 10 dB, the convention of +exp_kpa.py. + +Writes data/pkpa.csv. Fixed seeds: permutation 11 (the stage-I secret), +collection 909. +""" +from __future__ import annotations +import math +import numpy as np +import torch + +from sse_lib import write_csv, set_seed, DATA, DEVICE +from exp_full import get_model, eval_scheme_permuted_eve, rayleigh_gain + +try: + from scipy.optimize import linear_sum_assignment +except ImportError: # greedy fallback + def linear_sum_assignment(cost): + c = cost.copy() + n = c.shape[0] + rows = np.empty(n, dtype=int) + cols = np.empty(n, dtype=int) + for k in range(n): + i, j = np.unravel_index(np.argmin(c), c.shape) + rows[k], cols[k] = i, j + c[i, :] = np.inf + c[:, j] = np.inf + order = np.argsort(rows) + return rows[order], cols[order] + +COLLECT_DB = 20.0 +DECODE_DB = 10.0 +TRIALS = 20 +EVAL_FRAMES = 100_000 + + +def main(): + m = get_model(iters=4000) # training needs grad + m.eval() + _run(m) + + +@torch.no_grad() +def _run(m): + d = m.P * m.L + Bn = m.unit_codebook() + true_m = m.masks() + c = m.c + gp = torch.Generator().manual_seed(11) + gperm = torch.randperm(d, generator=gp) + perms = gperm[None].repeat(m.users, 1) + sigma = math.sqrt(1.0 / (d * 10.0 ** (COLLECT_DB / 10.0))) + + print(f"[P] permutation known-plaintext, collect {COLLECT_DB:.0f} dB, " + f"decode {DECODE_DB:.0f} dB ...") + rows = [] + for nf in [1, 2, 3, 4, 5, 6, 8, 10, 12, 16, 24, 32, 48, 64]: + fr, sr = [], [] + for t in range(TRIALS): + g = torch.Generator().manual_seed(909 + 1000 * t + nf) + digits = torch.randint(m.vu, (nf, m.users, m.P), generator=g) + e = Bn[digits.to(DEVICE)] / math.sqrt(m.P) + x = (e * true_m[None, :, None, :]).sum(dim=1) / c # (nf,P,L) + xf = x.reshape(nf, d) + h = rayleigh_gain((nf,), device=DEVICE) + noise = sigma * torch.randn(nf, d, device=DEVICE) + yf = h[:, None] * xf[:, gperm.to(DEVICE)] + noise + C = (yf.T @ xf).cpu().numpy() # (d,d) + _, est = linear_sum_assignment(-C) + est_t = torch.tensor(est, dtype=torch.long) + fr.append(float((est_t == gperm).float().mean())) + sr.append(eval_scheme_permuted_eve( + m, DECODE_DB, EVAL_FRAMES, perms, + eve_perms=est_t[None].repeat(m.users, 1), + seed=777 + 31 * t)) + frac = sum(fr) / len(fr) + ser = sum(sr) / len(sr) + rows.append((nf, frac, ser)) + print(f" N={nf:3d} frac={frac:.4f} eve={ser:.4f}") + write_csv(DATA / "pkpa.csv", ["n_frames", "perm_frac", "eve_ser"], rows) + print("[done] pkpa.csv") + + +if __name__ == "__main__": + main() diff --git a/code/feasibility_security.py b/code/feasibility_security.py index 2ced3eb..174b684 100644 --- a/code/feasibility_security.py +++ b/code/feasibility_security.py @@ -166,7 +166,7 @@ def main(): print("[Q1] Eve no-mask SER:", [f"{v:.3g}" for v in eve_n]) print(f"[Q1] chance frame SER = {chance_frame:.4f}") - write_csv(DATA / "feas_q1_eavesdrop.csv", + write_csv(DATA / "pilot" / "feas_q1_eavesdrop.csv", ["snr_db", "legit", "eve_wrong", "eve_none", "eve_avg", "chance"], [(s, legit[i], eve_w[i], eve_n[i], eve_a[i], chance_frame) for i, s in enumerate(snr_eval)]) @@ -187,7 +187,7 @@ def main(): xc = mean_abs_cross_corr(mdl.masks().detach().cpu()) q2_rows.append((mdl.L, d, lg, ev, xc)) print(f" L={mdl.L:4d} legit={lg:.3g} eve={ev:.3g} |xcorr|={xc:.3f}") - write_csv(DATA / "feas_q2_keyentropy.csv", + write_csv(DATA / "pilot" / "feas_q2_keyentropy.csv", ["L", "d", "legit_ser", "eve_ser", "mask_xcorr"], q2_rows) # Q3: jamming robustness at SNR=10 dB @@ -197,7 +197,7 @@ def main(): jam_rd = eval_ser_jam(model, 10.0, jsr, frames=300_000, mode="random") print("[Q3] aligned-jammer SER:", [f"{v:.3g}" for v in jam_al]) print("[Q3] random-jammer SER:", [f"{v:.3g}" for v in jam_rd]) - write_csv(DATA / "feas_q3_jamming.csv", + write_csv(DATA / "pilot" / "feas_q3_jamming.csv", ["jsr_db", "ser_aligned", "ser_random"], [(j, jam_al[i], jam_rd[i]) for i, j in enumerate(jsr)]) diff --git a/code/replot_security.py b/code/replot_security.py index b7c589b..fed2e8b 100644 --- a/code/replot_security.py +++ b/code/replot_security.py @@ -3,20 +3,22 @@ from ../data/*.csv and writes paper-ready PDFs to ../fig/. No experiment is rerun. All result plots share one canvas and axes rectangle (8:6 box). Label dictionary is fixed here and copied verbatim into tables and prose. - fig_sec_snr.pdf : legitimate and outsider SER vs SNR (Fig. 2) + fig_sec_snr.pdf : legitimate and eavesdropper SER vs SNR (Fig. 2) fig_sec_keylen.pdf : SER vs key length L (Fig. 3) fig_sec_jam.pdf : target-user SER vs JSR, four schemes (Fig. 4) - fig_sec_sens.pdf : outsider SER vs fraction of key held (Fig. 5) - fig_sec_brute.pdf : outsider SER vs number of key guesses (Fig. 6) - fig_sec_kpa.pdf : outsider SER vs known-plaintext frames (Fig. 7) + fig_sec_sens.pdf : eavesdropper SER vs fraction of key held (Fig. 5) + fig_sec_brute.pdf : eavesdropper SER vs number of key guesses (Fig. 6) + fig_sec_kpa.pdf : eavesdropper SER vs known-plaintext frames (Fig. 7) fig_sec_real.pdf : token error rate on real streams (Fig. 8) -fig_sec_brute_rho.pdf is also emitted as a diagnostic and is not used in -the paper. +Curves that coincide by construction are drawn deliberately layered, the +lower one wide and semi-transparent and the upper one narrow with open +markers, so every legend entry has a visible curve. """ from __future__ import annotations from pathlib import Path import csv +import math import matplotlib matplotlib.use("Agg") @@ -32,7 +34,7 @@ plt.rcParams.update({ "font.serif": ["DejaVu Serif", "Times New Roman"], "font.size": 9, "axes.labelsize": 9, - "legend.fontsize": 6.6, + "legend.fontsize": 7.4, "xtick.labelsize": 8, "ytick.labelsize": 8, "axes.grid": True, @@ -57,13 +59,20 @@ C_PUB = "#16a085" LBL = { "legit": "Legitimate", "oma": "OMA", - "eve_pub": "Eve, public masks", - "eve_key": "Eve, wrong key", + "eve_pub": "Eavesdropper, public masks", + "eve_key": "Eavesdropper, wrong key", "chance": "Random guess", - "jam_m": "Matched jammer (public masks)", - "jam_b": "Blind jammer (proposed)", "nojam": "No jammer", + "mask": "Keyed masking", + "perm": "Permutation key", + "pad": "Index cipher", + "insider": "Insider", + "outsider": "Outsider", } +# deliberate-layering style for the LOWER of two coinciding curves +UNDER = dict(lw=2.6, ms=7, alpha=0.85) +# and for the curve riding on top of it +OVER = dict(lw=1.2, ms=4.5, mfc="none") def load(name): @@ -106,10 +115,11 @@ def fig_snr(): r = load("sec_snr.csv") x = col(r, "snr_db") fig, ax = plt.subplots() + # legitimate and OMA coincide by construction; layered deliberately ax.semilogy(x, col(r, "legit"), color=C_LEGIT, marker="o", ls="-", - label=LBL["legit"]) + label=LBL["legit"], **UNDER) ax.semilogy(x, col(r, "oma"), color=C_OMA, marker="^", ls=":", - label=LBL["oma"]) + label=LBL["oma"], **OVER) ax.semilogy(x, col(r, "eve_public"), color=C_PUB, marker="v", ls="none", markersize=5.2, markerfacecolor="none", label=LBL["eve_pub"]) @@ -125,13 +135,17 @@ def fig_snr(): def fig_keylen(): + """The OMA reference is the resource-matched one of oma_ser_keylen, + which is undefined at key lengths where 16/L is not an integer; those + rows carry nan and are skipped.""" r = load("sec_keylen.csv") x = col(r, "L", int) fig, ax = plt.subplots() ax.semilogy(x, col(r, "legit_ser"), color=C_LEGIT, marker="o", ls="-", label=LBL["legit"]) - ax.semilogy(x, col(r, "oma"), color=C_OMA, marker="^", ls=":", - label=LBL["oma"]) + op = [(l, v) for l, v in zip(x, col(r, "oma")) if not math.isnan(v)] + ax.semilogy([p[0] for p in op], [p[1] for p in op], color=C_OMA, + marker="^", ls=":", label=LBL["oma"]) ax.semilogy(x, col(r, "eve_ser"), color=C_EVE, marker="s", ls="--", label=LBL["eve_key"]) ax.set_xlabel("Key length $L$") @@ -144,47 +158,47 @@ def fig_keylen(): def fig_jam(): """Target-user SER against JSR for four schemes. A linear axis is used because the range spans less than one decade, where a log axis - would print wide minor tick labels that crowd out the y label.""" + would print wide minor tick labels that crowd out the y label. The + no-jammer reference is annotated on the line rather than listed in + the legend, so the legend never covers it.""" r = load("sec_jam_cmp.csv") x = col(r, "jsr_db") + me = max(1, len(x) // 8) fig, ax = plt.subplots() - ax.plot(x, col(r, "oma_targeted"), color=C_PUB, marker="^", ls=":", - label="OMA, targeted") ax.plot(x, col(r, "matched"), color=C_MATCH, marker="P", ls="--", - label="Public masks, matched") - # the two blind curves agree to 0.0015, so the proposed one is drawn - # first and wide and the permutation key rides on top with open - # markers, otherwise one legend entry would have no visible curve - ax.plot(x, col(r, "blind"), color=C_LEGIT, marker="o", ls="-", lw=2.6, - ms=7, alpha=0.85, label="Proposed, blind") + markevery=me, label=LBL["mask"] + ", matched") + ax.plot(x, col(r, "oma_targeted"), color=C_PUB, marker="^", ls=":", + markevery=me, label=LBL["oma"] + ", targeted") + # the two blind curves agree to 0.0015; deliberate layering + ax.plot(x, col(r, "blind"), color=C_LEGIT, marker="o", ls="-", + markevery=me, label=LBL["mask"] + ", blind", **UNDER) ax.plot(x, col(r, "perm_blind"), color=C_EVE, marker="s", ls="-.", - lw=1.2, ms=4.5, mfc="none", label="Permutation key, blind") + markevery=me, label=LBL["perm"] + ", blind", **OVER) nojam = float(load("sec_jam.csv")[0]["nojam"]) - ax.axhline(nojam, color=C_OMA, ls=(0, (1, 3)), lw=0.9, - label=LBL["nojam"]) + ax.axhline(nojam, color=C_OMA, ls=(0, (1, 3)), lw=0.9) + ax.text(max(x) - 0.6, nojam + 0.02, LBL["nojam"], ha="right", + va="bottom", fontsize=7.4, color="#555555") ax.set_xlabel("JSR (dB)") ax.set_ylabel("SER") ax.set_xlim(min(x), max(x)) ax.set_ylim(0.2, 1.02) - ax.legend(loc="lower right") + ax.legend(loc="center right", bbox_to_anchor=(0.985, 0.47)) save(fig, "fig_sec_jam") def fig_sens(): """Key sensitivity of three schemes on one axis, the fraction of the - key the attacker holds. For keyed masking that fraction is the mask - correlation, for the permutation scheme the fraction of positions - placed correctly, for the index cipher the fraction of pad bits - known.""" + key the attacker holds. All three ride the random-guess level over + most of the range, so the flat region is deliberately layered.""" r = load("sec_sens_cmp.csv") x = col(r, "frac") fig, ax = plt.subplots() ax.plot(x, col(r, "ser_mask"), color=C_LEGIT, marker="o", ls="-", - label="Keyed masking") + label=LBL["mask"], **UNDER) ax.plot(x, col(r, "ser_perm"), color=C_EVE, marker="s", ls="--", - label="Permutation key") + label=LBL["perm"], **OVER) ax.plot(x, col(r, "ser_pad"), color=C_PUB, marker="v", ls="-.", - label="Index cipher") + lw=1.2, ms=4.5, mfc="none", label=LBL["pad"]) chance = 1.0 - (1.0 / 16.0) ** 4 ax.axhline(chance, color=C_CH, ls=":", lw=0.9, label=LBL["chance"]) ax.set_xlabel("Fraction of the key recovered") @@ -200,54 +214,35 @@ def fig_brute(): r = load("sec_brute_cmp.csv") x = col(r, "K") fig, ax = plt.subplots() - ax.semilogx(x, col(r, "ser_mask"), color=C_LEGIT, marker="o", ls="-", - label="Keyed masking") ax.semilogx(x, col(r, "ser_perm"), color=C_EVE, marker="s", ls="--", - label="Permutation key") + label=LBL["perm"], **UNDER) ax.semilogx(x, col(r, "ser_pad"), color=C_PUB, marker="v", ls="-.", - label="Index cipher") + label=LBL["pad"], **OVER) + ax.semilogx(x, col(r, "ser_mask"), color=C_LEGIT, marker="o", ls="-", + label=LBL["mask"]) kl = load("sec_keylen.csv") legit = float([q for q in kl if int(q["L"]) == 16][0]["legit_ser"]) ax.axhline(legit, color=C_OMA, ls=":", lw=0.9, label=LBL["legit"]) ax.set_xlabel("Number of key guesses $K$") ax.set_ylabel("Eavesdropper SER") - ax.set_ylim(-0.03, 1.05) - ax.legend(loc="center left") + ax.set_ylim(0.2, 1.05) + ax.legend(loc="lower left") save(fig, "fig_sec_brute") -def fig_brute_rho(): - """Best key correlation a search of size K reaches, per key length. - This is a property of the key space alone.""" - r = load("sec_brute.csv") - fig, ax = plt.subplots() - sty = {8: ("#c0392b", "o"), 16: ("#2c5fa8", "s"), - 32: ("#16a085", "v"), 64: ("#8e44ad", "P")} - for Lp, (c, mk) in sty.items(): - rows = [row for row in r if int(row["L"]) == Lp] - ax.semilogx([float(x["K"]) for x in rows], - [float(x["best_rho"]) for x in rows], - color=c, marker=mk, ls="-", label=f"$L={Lp}$") - ax.axhline(0.96, color=C_CH, ls="-.", lw=0.9, label="Break threshold") - ax.set_xlabel("Number of key guesses $K$") - ax.set_ylabel(r"Best key correlation $\kappa$") - ax.set_ylim(0, 1.05) - ax.legend(loc="upper left") - save(fig, "fig_sec_brute_rho") - - def fig_real(): r = load("real_sec_ter.csv") x = col(r, "snr_db") fig, ax = plt.subplots() + # legitimate/OMA and insider/outsider coincide pairwise; layered ax.semilogy(x, col(r, "ter_legit"), color=C_LEGIT, marker="o", ls="-", - label=LBL["legit"]) + label=LBL["legit"], **UNDER) ax.semilogy(x, col(r, "ter_oma"), color=C_OMA, marker="^", ls=":", - label=LBL["oma"]) + label=LBL["oma"], **OVER) ax.semilogy(x, col(r, "ter_insider"), color=C_PUB, marker="v", ls="-.", - label="Insider") + lw=2.6, alpha=0.85, ms=7, label=LBL["insider"]) ax.semilogy(x, col(r, "ter_eve"), color=C_EVE, marker="s", ls="--", - label=LBL["eve_key"]) + label=LBL["outsider"], **OVER) ax.set_xlabel("SNR (dB)") ax.set_ylabel("TER") ax.set_xlim(min(x), max(x)) @@ -256,6 +251,9 @@ def fig_real(): def fig_kpa(): + """Known-plaintext recovery of the keyed masks at three collection + SNRs, with the permutation key under the same attack as the linear + comparison scheme.""" r = load("kpa.csv") fig, ax = plt.subplots() sty = {0.0: ("#c0392b", "o"), 10.0: ("#2c5fa8", "s"), @@ -265,7 +263,13 @@ def fig_kpa(): n = [float(row["n_frames"]) for row in rows] ser = [float(row["eve_ser"]) for row in rows] ax.semilogx(n, ser, color=c, marker=mk, ls="-", - label=f"{int(snr)} dB") + label=LBL["mask"] + f", {int(snr)} dB") + try: + p = load("pkpa.csv") + ax.semilogx(col(p, "n_frames"), col(p, "eve_ser"), color=C_MATCH, + marker="P", ls="--", label=LBL["perm"] + ", 20 dB") + except FileNotFoundError: + print("[skip] pkpa.csv not present yet") # legitimate reference measured with the SAME estimator as the # eavesdropper curves, namely the four-user average of eval_ser_sse # at L=16, taken from sec_keylen.csv rather than from the user-1 @@ -287,7 +291,6 @@ def main(): try: fig_sens() fig_brute() - fig_brute_rho() except FileNotFoundError: print("[skip] attack-difficulty CSVs not present yet") try: diff --git a/code/verify_math.py b/code/verify_math.py index 05bb7eb..af6a9e3 100644 --- a/code/verify_math.py +++ b/code/verify_math.py @@ -33,9 +33,13 @@ def masks(U, d, rng): return M / np.linalg.norm(M, axis=1, keepdims=True) * np.sqrt(d) +ROWS = [] # (tag, claim, emp, err, tol, verdict) + + def report(tag, claim, emp, tol, extra=""): err = abs(claim - emp) ok = err <= tol + ROWS.append((tag, claim, emp, err, tol, "PASS" if ok else "FAIL")) print(f"[{'PASS' if ok else 'FAIL'}] {tag}: claim={claim:.5g} " f"emp={emp:.5g} |err|={err:.2g} tol={tol:g} {extra}") return ok @@ -195,6 +199,16 @@ def main(): } print("\nsummary:", {k: ("PASS" if v else "FAIL") for k, v in results.items()}) print("ALL PASS" if all(results.values()) else "SOME FAILED") + # stored artifact so every quoted verification number has a raw file + import csv as _csv + from pathlib import Path as _Path + data = _Path(__file__).resolve().parents[1] / "data" + with open(data / "verify_math.csv", "w", newline="") as f: + w = _csv.writer(f) + w.writerow(["check", "claim", "empirical", "abs_err", "tol", + "verdict"]) + w.writerows(ROWS) + print("[csv]", data / "verify_math.csv") if __name__ == "__main__": diff --git a/data/pilot/README.txt b/data/pilot/README.txt new file mode 100644 index 0000000..e5c3558 --- /dev/null +++ b/data/pilot/README.txt @@ -0,0 +1,3 @@ +Superseded CPU-sized pilot run (V=256) from feasibility_security.py. +Kept for the record; every quoted number in the paper comes from the +full-scale CSVs one level up or from verify_math.csv. diff --git a/data/feas_q1_eavesdrop.csv b/data/pilot/feas_q1_eavesdrop.csv similarity index 100% rename from data/feas_q1_eavesdrop.csv rename to data/pilot/feas_q1_eavesdrop.csv diff --git a/data/feas_q2_keyentropy.csv b/data/pilot/feas_q2_keyentropy.csv similarity index 100% rename from data/feas_q2_keyentropy.csv rename to data/pilot/feas_q2_keyentropy.csv diff --git a/data/feas_q3_jamming.csv b/data/pilot/feas_q3_jamming.csv similarity index 100% rename from data/feas_q3_jamming.csv rename to data/pilot/feas_q3_jamming.csv diff --git a/data/pkpa.csv b/data/pkpa.csv new file mode 100644 index 0000000..8b67480 --- /dev/null +++ b/data/pkpa.csv @@ -0,0 +1,15 @@ +n_frames,perm_frac,eve_ser +1,0.20234375,0.998977 +2,0.7140625,0.7107255 +3,0.91484375,0.4172725 +4,0.94921875,0.324415 +5,0.9515625,0.340107 +6,0.94765625,0.3034795 +8,0.95625,0.303056 +10,0.95546875,0.3027505 +12,0.94921875,0.3028 +16,0.9546875,0.3036285 +24,0.94921875,0.303151 +32,0.95234375,0.302631 +48,0.95,0.3030415 +64,0.9515625,0.3025125 diff --git a/data/sec_brute_cmp.csv b/data/sec_brute_cmp.csv index 644505e..033cf91 100644 --- a/data/sec_brute_cmp.csv +++ b/data/sec_brute_cmp.csv @@ -1,8 +1,15 @@ K,ser_mask,ser_perm,ser_pad,best_kappa,best_frac -1,0.9993678262,0.9999544349,0.9999847412,0.1909643153,0.0160546875 -10,0.9948030015,0.9999095052,0.9998474121,0.4626973216,0.041015625 -100,0.9825717055,0.9998648567,0.9984741211,0.6342127242,0.0658203125 -1000,0.9568330187,0.9998315989,0.9847412109,0.7432459045,0.084296875 -10000,0.909109588,0.9997988333,0.8474121094,0.8165387856,0.1025 -100000,0.8435049061,0.9997690911,0,0.8680494354,0.1190234375 -1000000,0.7503523409,0.9997409661,0,0.905556646,0.1346484375 +1,0.9993527855,0.9999542171,0.9999893771,0.1909643153,0.0160546875 +3,0.9977393447,0.9999284847,0.9999681312,0.3326517476,0.0281640625 +10,0.9952796283,0.9998968587,0.9998937706,0.450762326,0.043046875 +30,0.9895360243,0.9998741146,0.9996813118,0.5560672497,0.05375 +100,0.9834025595,0.9998495442,0.998937706,0.6290900875,0.0653125 +300,0.9728417994,0.9998307015,0.996813118,0.688703621,0.0741796875 +1000,0.9568452325,0.9998081233,0.9893770599,0.7427389508,0.0848046875 +3000,0.9366731394,0.9997877864,0.9681311798,0.7822538913,0.094375 +10000,0.9075372546,0.9997705208,0.8937705994,0.8169040678,0.1025 +30000,0.8818766363,0.9997525081,0.6813117981,0.8434367197,0.1109765625 +65536,0.8592861449,0.9997413851,0.303815,0.8592030095,0.1162109375 +100000,0.8443657504,0.9997355745,0.303815,0.8678447033,0.1189453125 +300000,0.802269081,0.9997181429,0.303815,0.8874619916,0.1271484375 +1000000,0.7622180175,0.9997021224,0.303815,0.9034448904,0.1346875 diff --git a/data/sec_jam_cmp.csv b/data/sec_jam_cmp.csv index 8b91d4c..ba77a3c 100644 --- a/data/sec_jam_cmp.csv +++ b/data/sec_jam_cmp.csv @@ -1,8 +1,17 @@ jsr_db,blind,matched,perm_blind,oma_targeted -10,0.4691233333,0.7203966667,0.4694833333,0.6401244609 --5,0.6347966667,0.87413,0.6333466667,0.8146859285 -0,0.80602,0.95331,0.8066566667,0.9237966241 -5,0.9194566667,0.98428,0.9189733333,0.9727474174 -10,0.9703833333,0.99481,0.97034,0.9908905586 -15,0.9903833333,0.9983633333,0.9900733333,0.9970319887 -20,0.9967733333,0.9995166667,0.9968766667,0.9990359654 +-8,0.52954,0.7906333333,0.5275833333,0.7152454705 +-6,0.5965433333,0.8503566667,0.59758,0.7840240868 +-4,0.6703433333,0.8956333333,0.6699733333,0.8424432091 +-2,0.7420833333,0.9283666667,0.7431533333,0.8888838836 +0,0.8070433333,0.9532066667,0.8059933333,0.9237966241 +2,0.8593066667,0.96942,0.85862,0.9488822017 +4,0.9014266667,0.9805533333,0.9025733333,0.9662811712 +6,0.9327633333,0.9872533333,0.9318466667,0.9780307416 +8,0.9549433333,0.9917766667,0.9550866667,0.9858109157 +10,0.9699833333,0.99508,0.9707366667,0.9908905586 +12,0.98118,0.9966966667,0.9804366667,0.9941743502 +14,0.9872866667,0.9979833333,0.9879066667,0.9962827887 +16,0.9922966667,0.99871,0.9921133333,0.9976304229 +18,0.9948766667,0.9992,0.99484,0.9984893291 +20,0.99685,0.9994833333,0.9969366667,0.9990359654 diff --git a/data/sec_jam_gap.csv b/data/sec_jam_gap.csv new file mode 100644 index 0000000..971cb50 --- /dev/null +++ b/data/sec_jam_gap.csv @@ -0,0 +1,201 @@ +ser,gap_db +0.7203966667,7.395409349 +0.7217858794,7.394580398 +0.7231750921,7.393751447 +0.7245643049,7.392922496 +0.7259535176,7.392093545 +0.7273427303,7.391264594 +0.728731943,7.390435644 +0.7301211558,7.389606693 +0.7315103685,7.388777742 +0.7328995812,7.387948791 +0.734288794,7.38711984 +0.7356780067,7.386290889 +0.7370672194,7.385461939 +0.7384564322,7.384632988 +0.7398456449,7.383804037 +0.7412348576,7.382975086 +0.7426240704,7.383719533 +0.7440132831,7.386932812 +0.7454024958,7.390146092 +0.7467917085,7.393359371 +0.7481809213,7.39657265 +0.749570134,7.39978593 +0.7509593467,7.402999209 +0.7523485595,7.406212489 +0.7537377722,7.409425768 +0.7551269849,7.412639048 +0.7565161977,7.415852327 +0.7579054104,7.419065607 +0.7592946231,7.422278886 +0.7606838358,7.425492166 +0.7620730486,7.428705445 +0.7634622613,7.431918725 +0.764851474,7.435132004 +0.7662406868,7.438345284 +0.7676298995,7.441558563 +0.7690191122,7.444771843 +0.770408325,7.447985122 +0.7717975377,7.451198402 +0.7731867504,7.454411681 +0.7745759631,7.457624961 +0.7759651759,7.46083824 +0.7773543886,7.46405152 +0.7787436013,7.467264799 +0.7801328141,7.470478079 +0.7815220268,7.473691358 +0.7829112395,7.476904638 +0.7843004523,7.480117917 +0.785689665,7.483331197 +0.7870788777,7.486544476 +0.7884680905,7.489757756 +0.7898573032,7.492971035 +0.7912465159,7.493110679 +0.7926357286,7.4893604 +0.7940249414,7.485610121 +0.7954141541,7.481859841 +0.7968033668,7.478109562 +0.7981925796,7.474359282 +0.7995817923,7.470609003 +0.800971005,7.466858724 +0.8023602178,7.463108444 +0.8037494305,7.459358165 +0.8051386432,7.455607885 +0.8065278559,7.451857606 +0.8079170687,7.454642491 +0.8093062814,7.461282924 +0.8106954941,7.467923358 +0.8120847069,7.474563791 +0.8134739196,7.481204225 +0.8148631323,7.487844658 +0.8162523451,7.494485092 +0.8176415578,7.501125525 +0.8190307705,7.507765959 +0.8204199832,7.514406392 +0.821809196,7.521046826 +0.8231984087,7.527687259 +0.8245876214,7.534327693 +0.8259768342,7.540968126 +0.8273660469,7.54760856 +0.8287552596,7.554248993 +0.8301444724,7.560889427 +0.8315336851,7.567529861 +0.8329228978,7.574170294 +0.8343121106,7.580810728 +0.8357013233,7.587451161 +0.837090536,7.594091595 +0.8384797487,7.600732028 +0.8398689615,7.607372462 +0.8412581742,7.614012895 +0.8426473869,7.620653329 +0.8440365997,7.627293762 +0.8454258124,7.633934196 +0.8468150251,7.640574629 +0.8482042379,7.647215063 +0.8495934506,7.653855496 +0.8509826633,7.653807084 +0.852371876,7.645603621 +0.8537610888,7.637400158 +0.8551503015,7.629196695 +0.8565395142,7.620993232 +0.857928727,7.612789769 +0.8593179397,7.604690194 +0.8607071524,7.609289208 +0.8620963652,7.613888221 +0.8634855779,7.618487234 +0.8648747906,7.623086248 +0.8662640034,7.627685261 +0.8676532161,7.632284274 +0.8690424288,7.636883288 +0.8704316415,7.641482301 +0.8718208543,7.646081314 +0.873210067,7.650680328 +0.8745992797,7.655279341 +0.8759884925,7.659878354 +0.8773777052,7.664477367 +0.8787669179,7.669076381 +0.8801561307,7.673675394 +0.8815453434,7.678274407 +0.8829345561,7.682873421 +0.8843237688,7.687472434 +0.8857129816,7.692071447 +0.8871021943,7.696670461 +0.888491407,7.701269474 +0.8898806198,7.705868487 +0.8912698325,7.7104675 +0.8926590452,7.715066514 +0.894048258,7.719665527 +0.8954374707,7.72426454 +0.8968266834,7.708663797 +0.8982158961,7.689747699 +0.8996051089,7.670831601 +0.9009943216,7.651915503 +0.9023835343,7.648634256 +0.9037727471,7.652417362 +0.9051619598,7.656200468 +0.9065511725,7.659983574 +0.9079403853,7.66376668 +0.909329598,7.667549785 +0.9107188107,7.671332891 +0.9121080235,7.675115997 +0.9134972362,7.678899103 +0.9148864489,7.682682209 +0.9162756616,7.686465314 +0.9176648744,7.69024842 +0.9190540871,7.694031526 +0.9204432998,7.697814632 +0.9218325126,7.701597738 +0.9232217253,7.705380843 +0.924610938,7.709163949 +0.9260001508,7.712947055 +0.9273893635,7.716730161 +0.9287785762,7.712515836 +0.9301677889,7.68932668 +0.9315570017,7.666137524 +0.9329462144,7.647766978 +0.9343354271,7.661181255 +0.9357246399,7.674595531 +0.9371138526,7.688009808 +0.9385030653,7.701424084 +0.9398922781,7.714838361 +0.9412814908,7.728252637 +0.9426707035,7.741666914 +0.9440599162,7.75508119 +0.945449129,7.768495467 +0.9468383417,7.781909743 +0.9482275544,7.79532402 +0.9496167672,7.808738296 +0.9510059799,7.822152572 +0.9523951926,7.835566849 +0.9537844054,7.82423082 +0.9551736181,7.787989163 +0.9565628308,7.801358196 +0.9579520436,7.814727229 +0.9593412563,7.828096263 +0.960730469,7.841465296 +0.9621196817,7.85483433 +0.9635088945,7.868203363 +0.9648981072,7.881572397 +0.9662873199,7.89494143 +0.9676765327,7.908310464 +0.9690657454,7.921679497 +0.9704549581,7.898323164 +0.9718441709,7.896911546 +0.9732333836,7.895499928 +0.9746225963,7.894088311 +0.976011809,7.892676693 +0.9774010218,7.891265075 +0.9787902345,7.889853457 +0.9801794472,7.888441839 +0.98156866,7.824207805 +0.9829578727,7.864499773 +0.9843470854,7.904791741 +0.9857362982,7.945083709 +0.9871255109,7.985375677 +0.9885147236,7.932516304 +0.9899039363,7.872849328 +0.9912931491,7.813182351 +0.9926823618,7.750636227 +0.9940715745,7.986447804 +0.9954607873,8.12093709 +0.99685,7.761658031 diff --git a/data/sec_keylen.csv b/data/sec_keylen.csv index 6c2664e..ac68c79 100644 --- a/data/sec_keylen.csv +++ b/data/sec_keylen.csv @@ -1,10 +1,13 @@ L,d,legit_ser,eve_ser,mask_xcorr,oma -4,16,0.9997925,0.999963,0.01188752614,0.2747696909 -6,24,0.9921175,0.9996935,0.09415384382,0.2747696909 -8,32,0.9297855,0.999972,0.007307400461,0.2747696909 -12,48,0.416604,0.999781,0.005153660662,0.2747696909 +4,16,0.9997925,0.999963,0.01188752614,0.961963405 +6,24,0.9921175,0.9996935,0.09415384382,nan +8,32,0.9297855,0.999972,0.007307400461,0.4769767714 +10,40,0.6965535,0.9999585,0.006223429926,nan +12,48,0.416604,0.999781,0.005153660662,nan +14,56,0.3323575,0.999695,0.005685989745,nan 16,64,0.2762895,0.9999285,0.007116591092,0.2747696909 -24,96,0.1829615,0.999975,0.002973971656,0.2747696909 -32,128,0.131901,0.9998895,0.005575809628,0.2747696909 -48,192,0.090206,0.999845,0.005743456539,0.2747696909 -64,256,0.0635265,0.9997915,0.006678360514,0.2747696909 +20,80,0.2076175,0.9996245,0.003162040841,0.2289444229 +24,96,0.1829615,0.999975,0.002973971656,0.1961714033 +32,128,0.131901,0.9998895,0.005575809628,0.1524639978 +48,192,0.090206,0.999845,0.005743456539,0.1054308944 +64,256,0.0635265,0.9997915,0.006678360514,0.08056383667 diff --git a/data/sec_sens_cmp.csv b/data/sec_sens_cmp.csv index 3d53256..e41d746 100644 --- a/data/sec_sens_cmp.csv +++ b/data/sec_sens_cmp.csv @@ -1,11 +1,14 @@ frac,ser_mask,ser_perm,ser_pad -0,0.99998375,0.9999833333,0.9999847412 -0.2,0.9997954167,0.9996233333,0.999859778 -0.4,0.9985329167,0.9949383333,0.9987114181 -0.6,0.99153625,0.9540933333,0.9881584643 -0.75,0.9644704167,0.880335,0.9375 -0.85,0.88742875,0.7279433333,0.8105354292 -0.9,0.7780379167,0.5716733333,0.6701230223 -0.94,0.6256225,0.4316466667,0.4859430867 -0.97,0.43810125,0.3708666667,0.283022376 -1,0.2756983333,0.3021566667,0 +0,0.9999779167,0.9999883333,0.9999893771 +0.2,0.9997833333,0.9995633333,0.9999023796 +0.4,0.9984945833,0.9950233333,0.9991029086 +0.6,0.9915358333,0.9543866667,0.9917561005 +0.75,0.9643629167,0.8802716667,0.9564884375 +0.85,0.8872583333,0.727755,0.8680976078 +0.9,0.7787070833,0.5709983333,0.7703445963 +0.92,0.7202866667,0.502115,0.7133141438 +0.94,0.6145370833,0.4848966667,0.6421212878 +0.955,0.52254125,0.4416266667,0.5773478672 +0.97,0.4333570833,0.3520316667,0.5008509328 +0.985,0.3505958333,0.30335,0.4105086147 +1,0.2758220833,0.303165,0.303815 diff --git a/data/sec_snr.csv b/data/sec_snr.csv index 80c5a7e..675fbcf 100644 --- a/data/sec_snr.csv +++ b/data/sec_snr.csv @@ -1,7 +1,12 @@ snr_db,legit,eve_wrong,eve_none,eve_public,oma,chance -0,0.8944596875,0.9999515625,0.999990625,0.8943865625,0.8933480658,0.9999847412 -4,0.66980875,0.9999575,0.99998625,0.670624375,0.6686275787,0.9999847412 -8,0.39054875,0.9999425,0.9999865625,0.3902384375,0.3892153151,0.9999847412 -12,0.1880821875,0.9999284375,0.9999890625,0.1877565625,0.1870712987,0.9999847412 -16,0.0811665625,0.9999203125,0.9999875,0.081488125,0.08092517452,0.9999847412 -20,0.033519375,0.999921875,0.999988125,0.0334946875,0.03334949917,0.9999847412 +0,0.8944596875,0.9999621875,0.999988125,0.8945528125,0.8933480658,0.9999847412 +2,0.79877875,0.9999559375,0.999986875,0.798940625,0.7973276257,0.9999847412 +4,0.6697890625,0.9999446875,0.99998625,0.6702265625,0.6686275787,0.9999847412 +6,0.5269903125,0.999944375,0.99999125,0.5272609375,0.525415822,0.9999847412 +8,0.39087,0.9999415625,0.999988125,0.39062875,0.3892153151,0.9999847412 +10,0.2760796875,0.9999296875,0.999986875,0.2753090625,0.2747696909,0.9999847412 +12,0.1876809375,0.9999203125,0.9999884375,0.1878209375,0.1870712987,0.9999847412 +14,0.1250471875,0.999920625,0.9999896875,0.12470875,0.1241256148,0.9999847412 +16,0.0812634375,0.9999153125,0.999985625,0.08121,0.08092517452,0.9999847412 +18,0.05243375,0.9999090625,0.9999865625,0.0526228125,0.05214810026,0.9999847412 +20,0.0335228125,0.9999196875,0.999988125,0.033636875,0.03334949917,0.9999847412 diff --git a/data/verify_math.csv b/data/verify_math.csv new file mode 100644 index 0000000..408bc86 --- /dev/null +++ b/data/verify_math.csv @@ -0,0 +1,10 @@ +check,claim,empirical,abs_err,tol,verdict +V1 legit self-alignment,1.0,0.9994724071424732,0.000527592857526793,0.02,PASS +V2a eve mean advantage,0.0,0.0006469982936097643,0.0006469982936097643,0.003,PASS +V2b eve SER @ 0dB,0.99609375,0.995,0.0010937500000000044,0.015,PASS +V2b eve SER @ 10dB,0.99609375,0.9888333333333333,0.007260416666666658,0.015,PASS +V2b eve SER @ 20dB,0.99609375,0.9881666666666666,0.007927083333333362,0.015,PASS +V2b eve SER @ 80dB,0.99609375,0.9896666666666667,0.0064270833333333055,0.015,PASS +V3b random mask E|corr|,0.09973557010035818,0.10187042771408686,0.002134857613728683,0.009973557010035819,PASS +V4a blind jammer projection mean,0.0,0.00026396107284673695,0.00026396107284673695,0.003,PASS +V4b blind jammer projection variance,0.01558576233568703,0.015476787953278994,0.00010897438240803532,0.0007792881167843516,PASS diff --git a/fig/fig_sec_brute.pdf b/fig/fig_sec_brute.pdf index af494384ea668c5795bd93ac9872de4b354fdbab..46d2b3be98e8807fda9319e9c3980066b0f19e2b 100644 GIT binary patch delta 4017 zcmZut2{hF0+qNcS%}$n~$kH%lHYy@yUt)|k+e;M5)=&+<35`8!EE6JRSN5H6FsNd&nP5*TK zYPGK%XjmVj${wW)rNgliJ7_daZT5cQJ-mgqCzkry!K9pvOL%oiN6~?1(f;q+xQ}?x zt<8RxEYaP zzfP!7B^K!u7Bgx3wm%4(tXS%0m>=kK zQZV{#c^q`_9{Lb&c+Ymblkae$Z^d-T~K2J^isEgrCNce8PW5%_TY&?f>|+oe$ypng?nh~q2M(Vwc} zOHx=8h4l{ew=T&LS6RkQTb8VuB84h*f9#d3Aj$^VuKAT+-q?Nd+C9#&AY}GyM9|V= zP?~1{9BE{~J4k=D>4*bp9AY>kj@n5WaY?U?C>;7)eUS$)1pAWWiN4%NIF{K5j#p&u0b&xj&|FxnhtWXSH(j=y&p%`A=wX=jXLZIfcr3 zfx~v!NS0Zg$HsYg-8Y|dsD1Rytqr|_t~HwHzwDRT7ABe=ujmCO*yt+-s_K|xUr~8# zzoy?(L5SLOr*W*2**e8WV&*9g{hQ}?LhRSs$s7^QBhj8OlDNnm&3ub5jbdpoLPbLv zL&weL4`?$~ZR1#C-%?VMQh6y^N!=diR7R=xh9zd46(^uRD&l?CXx=|sh5 z60~?0!dS9AqYEfX-JnmM+kw2mt69%TDW-YSmb6*ViY0nDa@p43aGhD^7OFMppp>+= z)@c(pPB$ZH$tk^!HMOtMG+?+OLuBN_HV6zfKxG1R$QXYuxhpCXMz`2G-f;c2k&oK} zfeaYv^oFrPStm9KP74KzVR{4lOsBIJ4N`wlz*?TDh(j?&DHM2VtlE)QBdi2r+`17G zY9X5S>;<^!-8}}JP8imREma#*MiJwt+&gpcr&i%fzoCBV2>VGQEgr;O?L0GiJ%Ty; zs%O)?A~S*^IS+X@@S+24hMKKq(-nEqF=fc-WsxRwv>RQi8&EIY3Dp=8R@pq4nRiOdJTq_BKTl8i*P zVXU=PsWqt2OzE=dkIz7y#f0naH*4({Lqj)EUF!7BgGJK8uM&9Ub zCG^_CW@FyvH{8KrJTj7iy_`dT-Nn~xXM^4KocCRO0WM#UB&}gw-`6Q-TIaJ_E7Lt4 zjpIq%op<$<5!0DpoZD?Lk+>TZj}{=&uj4y+=t@+(T3Pyje3Mh1e8^gjZREvLs9)uu zeK%Tl4hlF3-o_25q!*GB6oo8UwrGr0CyXn`@CR*qlvR8md6I!`14W%lRf9V*R^LWy z55$c-fh0_P*RE`#b`+0*9sE$(n;7)aai>QR{?pCdv2}exFZ&)Yv(KyLH7AJu(|htQ ziz8w0jG%{?hLNn=0PQ}y3%F9XgW2>i(#!A|I2!=~)7PjB;f32TlR zGY+;qJ`QyZz0;9;Stb2ww>K`_KFlGKAQfeeYU{Ye>b^CrE%ESEu0GaKX6VjGTeU(l zm%Bmnt}e|?sy%o|uMa3O@!#%;17}Pl{V-cT$Tz>Wqe)E63qR)6lkY>uyN--}a6Y+C zOxi#Rn^1?ad9LzX+7Y*4EZuVu#7;e_WcQ^=vTL=L{i22%A0{VUdyKSTNPnagIcVR%@ai`ZXtB!s-M250PAK#Ijvvpsn~CFkjUV5b z;8Z!=gA6pKrA4RA#$I#5e)}t`QRL4WJXR*9Qy9t+K73p<_vAW%lYop=BCo*}ljo*7 zT>3E%`QmI-?t9?9!<<=xW2 zx012ciSV<{x2q(Cf7UfzUF%XzPg`H4piQw!Xfi8S8MBz#zR*yQ2}(9#Ytf8lx#$^j z)#P7j@WiL5*MUH6 z6jXSBBmbNZ%F?E&t$z$^=9+m+oy<4`lsm}Y@H8pcAzo}Vt|zwF(Ux+x+v6FRBnCK1 z^;pH+JZG^jJXe(S1><)6*ht-6eJL>p+I7A3b0n}Vt+ybl;0=r(&8MxMT_lo)%}dNo zYHL=`@?@>j9t#(5gnH{dW)EbJTrdd1Ehk~<&j0$FgyD9{QmA6d@&1atgJlAaD)Yt? z%#cDl)>2Vxye})M4b>}evI*-DJsb%O5Q;Gk3 z#a`2oRM##n-dex+dyfF)r+jiHZO#*~G?)1jvt=?J^3aE@J5KoG@tM{5fG}(*DL6Rs zJZ7er$VSy(!oL%gWIOA*Y{+iCgPSRb_!e|QUTq%ZM_E~FEtGr%919{U+vqzgse$DL zI~9{+TFQ5FlHpO!0IzE6kUHxCYSH7sZRWDi{(ETjJCUS0ml)C;?sx$^r& zT8RR<5C<}_ZZGTerZ|RsYVrb4+>f~L=&%q5H*{d&MS^-Yz$z}_n`BT!u{DBjWW2mM zAwXzktQvBNm6{sg*q`hsZaISHj^NL1&&NHJQEExl)fj17)8+qmk#>Tqed`^`fAT)N z0+>O)jNtjp&hfUgHv=Y*;6&Z2IGBmw+M8T~IOVA=uIl?4PWjYvu3jhstbbTZXDQZ& zX_yAFOS-)WARjg;f8uYbX)K8|?{bQKFyoJs=uv9ns1L{g-rn+3jY;zkeqGmd{N7xW zIcB*hW|`o+vg_jE1Cj%NE1SAlbhRcSyUG&TuW|iX# zHpTMa92+6XFJ@U`9fwd_<Gq2l2Y?|3YD%fU-1g2raw$~ z_+Eboc#sMWd+@OyBoJXql#>i8 z+WE_giI)WBOFLiq^?kU1^kYzCnis(hy_P(p@bQN$6WH6|7sWrdpk859-C=z@V)gBo zgHifsyVomr7@n%RzYWRiX%*>iKs_Bw77mw%K}oPcZ2$p-p}^2T2kZ(4{R`l5 zDC#8jDGmlj{>33+h`%}b|I>#&?QtTG`qM|+4-}zBArU0-Gf@BqhyNvqghBt}P-wZo zI636$k)bH`U(ui_IO4S4$sj1$A3fmz>;Q_CN1o0Bg`?1?^FmSbh||MBQP96k;Ic^M zU*Tk7^8XtD*Z2OPjl*RTe=iz_M4$eAVvLqQy#-k`8hx6Bp%JHth9h8T6sdry#(;ps Nkswh~HT|2Q{{iQE295v# delta 3562 zcmZWmX*`r|AN8b&XH0g+7P1VH*$jhF_I(r@Om<3)eM{-i(%2G%hlt-fdO zMBiCX!Pw4wI!v^^b4jgsx7D>xTmODQ+{g+mDJcM~tC@33HbCqxGSg zk;(#tpMb(@AGzkkZu)}d)N1|bBd5cFdA(n(z~}VN8kzJeL;HvI5Tz8HQTbjm`TfO) z6=UCHP7a`ncGGb#T3leaPi(5OKwZ}aGX|+kVPYw*=vGsnG6og>XkOy@n8Ip2u=kyv zYQE)%@vpbXNymrfd0>ZD09dBm1Blyj(dS-OSg|{n3Fy($mc*rWfw|*qZydwZEz$lD|FqHfynk9xE!$ zp>6;i+gn)Jl!nI>XNAR8BxJ_-uApjmbL!gc6=_V+JgM#rE^+!TPi~tQ%-K9p*A2k3u zNU^`LE7&02|M7-C|6nmh!Ei_ABca=cX(}BUv5oMMv3RQI)fIB=Co5#tqVT~kIb}oF z>pN{i07Ag+UfWq|vDX~E5a#xh8x;c^O;4?#b5#t&^Li5;I16mRH}&D`RPC^99pH#2 zw)Xws2M(sYA}6k3?_>ay3Fo@f@vX3v~Kg#j!~ z0v-qp*vXsP6C1|!vQ^g4&C2X;syp5wPNXE0Y^E)&lQTuwaz^n*G;}tGihi#9xrnHn z(P-_Z=cQq3pm@8Nc=5Wh^yt7K=cov=`L6BBOd*Y#2r0$CJ*b5tX+rD(YYK?^9AqJK zv&-{rN?_b_LIEB@ck+l4=LRYg!!MuQilP#)GfmTIBZ40Jw1#V0XYx0cJnShCON2nX z_~PSKW__kIg={Ui=nQeO+|cg%j9oR=8(?}5SWl;2B_}_%@K=GJ6rnq@C+dz3ql4L? z_~}ggM1R&nI5yT6%dYc|Zh;fp73O1R?xgkt0`2}%az>jki-sByhEO&!VPAT#X?4;( z^J3B|vyL+}ig8OycBY~CP#?6`_QaBTNEQE$vQ5g?_4j5Y5asv;7|;Kb}__HhdoY@)Vzs-cAJ{|U5?POI;m?cLP4;R zUj}<#6bWAjYBJ)4B851LZhmOd4U_yKsY1W~BK5j}Th;W^E_`2GxSog9egEf--jT4a z{N~yXyU&NP+bq#)`RrurTT@bfHUZo|-GrmoAzSvP@>I%0ElZ$$t++3SxotnG#@3dv zN?9}2XK_90);5O(;toopWu@|M)r*4Bpvcaz<7Q+su%I*-GV;LAn{jK6@M`y7rR72s zub)yeJA+Au_cHnb*bnR6iJm>YERUH>dr;(;PgYGR2|pCr2;%p}g#rIcY5k^Hcyqk-wYWjz>W_Yw}mh<7XJ>ROSX6Pc+sjd&=mzvyIuBAUP znwZJSj|lx#KDv3;i3`h-oyZoM9$4Vm!<`18*a!s2h@Nhun_p|%P<4*4R~%U>TRz)G zgTPK)W~#asB%3G|{?5gCb$bR9Jsc}mXs+BWDzspwLxq2QSRRZY0h<<|x!qR>qU*^y zw=`2ht{KKc;WN&$JiF35XFKxZ;(X;)QCmwJ#k^MccSjNrD#4CkZ^Yt4Sz_lJt^(t{ zM@T3+Am04t1Lt4f-cJp|=zgObR#!JBX3R$GT7s^#U{u)kj;&9LeKVn>c2{olES`6- zj<|slF)E_Tm=b-Q?CIpCW#pnOY8*(u`2~w_sJhRVDMLLYqg`5 zz=H6hZpqRA1XTrX#6+wFJBQv->?l-;Sb=eS2giKN0Y}cjxP>zcQoCRiTfKCpc>#6AHVKSqdK%QXbO;+Bh}7m#<+ zgi>h)?^4fz9WB$-sropZjdfgw7DPlYhKHyUHr3@~W-?1^iVC=rlgZbp+hw)rzO%*X z=T(%_vBy*@=!feC9dQ9xi!S8h4uQp$R4yjLx!X6nZI7&myN50Ia~%!h^3@{(q5nia z%Xi6>QlgnQ-hMV^w(Z$aL9X{8e-hH{9OG?!L&2&Mh2g5I2owXi<0CYAy~|eL z+P>-vy5h;F^|-eD{qT)1i+&te@6iVf7S9D=CJi{!ig?#?+e#b1?*upPb^vAv5% zT9ml0IL$tq<($G;ZOI_Iz%j72fNJ5~_4r)>=@9$c#e*?y_`Dg_o zkq)H`0oq>2&#&ip0>!a?sTIo0X^$Tj5zg7k(If%>^=qjd!k)iq1hcib zcbeWu?S=guPMsc=^pjV{or}4Vf%`Zt*}L^Xn2!3;L_qF~RQILVynJv;$zAe4*Za)Y zKa(o~fAk_UQ9-D72`V>RxcgBG!h9*kh zM8sSX5RBAOe#j$_iu=cAtcJGDM3+AmFkHGzmo1xr0Qb;QX-PAHNGf{eLe=gbZBv zG=@IS!=O;7co?+wX-t;XOq8QW!eOKXqA-Av#r#P@!ceeN*a>(FL&=;J_kZic(8$x6 zGzNn{#Y4bleq+GDvcja%@IQ0GkVxd8%fQg+Q_Gypo-#S97IrEeTo(0TgeNTdwxU*WtwtR0>0J?Kg4VaUIcvS=8+ Lu&|neI{kkDn`unF diff --git a/fig/fig_sec_brute_rho.pdf b/fig/fig_sec_brute_rho.pdf deleted file mode 100644 index 4b5381cb6571ddfa6931abca5b980aa8764288f8..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 45181 zcmd43WmH{Dmo*Flf(Hwb;BLX)-QC^c;1*mC4#6R~LvRT0?(Xg$Jh(f&kb7@;-oCf{ zdHToujc=U6IcwLhQ?=Hrg0bhEt00yY6sDr1W`rRwTEZ)AfT6>q#k1BogW=@FqfvCR z0pQUH=-KO8SR3Qf$m$sb?C|JcI>_U3bHf0v3|~94{`Li7Yb$#^hF=|MRAuzd00#DW zEPq@IIopdU*z4H?@EHGSkkzxd2iRKSF}+^G&?uPb8Jb!d<1znv*VfuV0bq}(@iMKT z@QW(|XL~#vG0PVh`2YMA`14Z?PwO{#=>8tStKYBQ+X7y^`@?-2d4Qd@gRQ|!Jg@%0 z%r6BnG}Ys`c7Bz6CK*S^1J z5~Ll8QYuS(fv84u&KpMz<4ym7B5*41Q=Kw0$%;Lv$qB4S;9D{bZhiSVbvmS z)wg7ZZ+d?qa>N3zsiF~X67x?8-n6Z?<4_}W5xx~$gn4e($wV_`&TDY}vKdN1=Gf}N z3yKh=>GfmYsr31Ne``NIEj_~X!G(2ym6`{hv86M;HVb=oee{?xZ1i;JQ1|rE)rLCJ zM@HqGRD4=7ptQ#G0q|i3&Ukce7bRgdfH${?-qpG^?-3cP0@afvD#+WD)61Ld)7sO6#0^kHnND!Y&2CW=-2)Q;(=C$#m4|Zm@BQ1z zv=YSvZ5C$Lv0ZH(Bwv^wI3HL&+Rh&s*K5xiVAF#37%C<|3a61^f3Y)pzCQtduH8^D zVSj7s!kWewcQN|6<_lWYNzg&Q z;keW)Rlo_u5XqhE6A^EAwnZ^|%@`TK0W@r{Joh zU4DQ#a$5B>NjM%s1^(O*#MK7DNm6ByL#Xmy`nHb!{d1(WVqx8LF?NySu#)oSU+Onw za=?%iG6{SL9MRZ3y~!zhwtO9ILEc19!GQ(#8?#Y)lYeI*UnoM>^d>i>9TBFWVA)T| z6h^VLmG^olM!+f9|Ngy#Zm_yk5x59m0e19M@YkSeqYl zhHx}7`M^SOrjMWmi{EQ>dl{>fqI9*)$|3UmAjBZ250rXeI{BrUm6N`&_YH<)F_kD% zgC^yb+8)4iEPNSC%y9v2=^A zR7K42Ixpj|?TkUId57W%FCPYzuV9%INnueCN9T_YbtJ6ENzY0yR+u3lTbcCWLDjIq zmpz9Tr7UY=SFqah)T#yN`bR=~EuL)yMrw@gu9`I{cSaH9Pg86HffIZOdMsFa5H<$> z8_tC_X5eY96}VcCv+5IbV!7xBg?efF!F`P|D#;PJi2@*@@f+O;2swH~eOE5i{=wLd zvEdbkYGTuqNK|YIDi+-Pgl{_H`}S~@rTusjbd;mMRvOesDL66>7Pzt#kn%SbiUu|d z;M@q=ehG+;Mil-OMfW~SO9pgBTy}cCDF0|bFdOKqB~Bb;luy_yI(gBSL|_?61tluQ z;mjcgFb>K6UTToU&d957B>_l&LY5i?GslSL8y6w+jRdjID>$$iSG;tPRG`ijuR>x1 zo!GLJ+H;KD1Jn5#E^`}1wl0_3O&$q1k4LxCPcy0!=M|bDJ49%d_SL}BnD{v@np4p; z-#@i49*48PQFFo1an4zOq#+g5`niH_w-8`bHXWBzD)m&(C`QM@lxoT4xqM*h#@=da zRJk~xt#hzBj$PSblecsuu&7|j$sDlNQKH|u3GU$RB&p+KuF!EMNG!4;6L7Dl*_CHj z)Z0UIca%8BkV#Q)7tNCW0kEDm)^P)jM)&E5h_y13)Z`X=Vymx7+6RH?ulVHZshsLZULxpLkYVz;`rR@`19G-`j= zTSlgQd&I?BJLs5TpAQ_0H%*6EqCjP3K^Is8h_rmSfzT*Fi0Cw=jw=UoXf*(b?hTmY zo+Ikh>9o>=rK<|`%{e=h2nKo#N;oaq6!V?J#%I9QDsF(imxgp4G>T(LUvX@7uwf@} zKgOD)GI~!)Ajn;&p>rCeF7Wa>$AbkqPjPsaee0gG!j=?TTl*ordah_W*QkS4RPkjE7se?Pc`1m@sE|?Lm z++o@FqIzgn`lxFrPH-4^9Ls#|E9Ob*Y5r{o+ntGm;{dRd0cpcQDB0S-T{t=RQhhdj z-+;YLn;=>)?2EH*a~I@7+C#>y0}{DP6(7d2SfxVGq6S>Ax&_8D0c56K3i=E-oyZV2 zN?1y|zZNrKiZSP|E!-kq>LyO>GWLMG5yLRBY*oGgIEvvxifWpGZhq@bj=LRi-3I*H zJi#i|oKo>v{B|A2nd21%*`k#qdd^!XD z8irML-7i|Le{nL}epvZwN4+l+cH%~hes$Mvh*RK1%a-HE=m~lC5dv60J$?RAl=zv} zf#Y|qPZn3*eWU{^VSZn#5NLV}EW!rqyOl?bI3NbmnCBrg3?S`rm?_kMbi8wD`fj3f zQkLm3JQQcl@fm9gbVyeWHjsY}aZ@wPJKoo;{93_+Fa}SjzU=ZE67+jL z-~Ly$U0dvXAI;Nbs*?)rbt(*rW0yy6o+n$?uiPVr;l(KGcZcUsnza%h2KT_a{_`}| zL9$+sGBteH>OJT1!Uyf~OD}P9lLIqR!vp*)slt4282zA`NTuu%d~w!HJesZmo%gBu zEuB!hOticQ!BFg7;G;UM)`qMBU&XO+RZY?`w?YvKy<94axBT!O+lU+G9Q`Md zW7P>RRsBe;sdg}Zu?Ua}B=H;Mq`ySq=k`-pYDY?>Ri|p_MhS9TKmkK38ZUaL0~e0g zPT$o8Q%)CVoC#GXjlJnpbFzpNwx5Q09}%k`f`8?Y6ul>LGp|0HYqi*#oFIL*$*~1Z zJk)i~czQpdSnT1#HS*axFcc4?*wbvxEb3Hail}lO`AylmCV^w;p(=}J5L0I=avl00Z4L1j z13?R(JdMN9*-*Uk;nl%|Sml%I&9bnf=V8q@xeU3wHA;|-%0p6S0awMgE-Sv{1JAV+O$rqUole3?dUOnMybk1wmol62B(vh z7jeLiQDE$h<@)kTtZ@i7XXXb?ZKIi%+T2^*Rt=n)Leh;vy=F)3Cj`8j66{wf^(PGY z6IA`e46itXftH!|FQoMgY`ivV;A#EUM*ln9`2%p!;W043fEJoR;l~S-VSWJ}{{nnW zD_hDc&VKY5bw8?iQq$E!L<0YegvRs+IS{XF2K9DKm*8#Hw@k`|Gh)iRZ$59CV4@MD zlRh*mnSHk`W}3-mJT$b}v!5WrW-xddFApDH`%YHrmW4Ea{(183a~N*Ts9@j1Tv0 z8gAED^{AU(T@)ZunTTM(o?KuXL%vkx>YW%Zd#beL^K4tXNp>b6Oy2Uh913(%dP>~` znM}0Qa(`r4{kF>RNI7Zk=*V)vXBmu`sQi#i?dgfoq9;h_-rj+G<^*8}tKy&N5l>g| z*5G#Em0s;DDCcQ-+n#1qwzDg-03;RYjS@xcLs2A~C^|M|D^UpP`BW@~336c~m7dnwEWa#|qbrSC%!I7y^MR?c zE8u!hw;^YNfmGe9G)`!L6aQ1EeX_PW;rFDJln0vySF`tCY%lclxG18E<&<%^#t*`~PX;Z)RCDcUqFNGVAwx0D^Ql~JxT?oBB%=G}$OoWyhI<|{aDqUIn9|%J&O8t4Yvp#Jb z+(nTqZsWzB0RtD!FW9&6I40(86mvW6mzxV1xa-x%x7VclXSK}d3=v{LN-CGGo;Fh`JlXg^c zNHspl+X75#4`L1`s3`Obgy=J$4-VSqI;QwCj-Y-D31-!yIi*a!kkQG>NPegAv%#KK zazv@X95E@zHO4+_5?>0EjR`s|#b}rx1}6-g1)5!X1S76^h~8gHt)@ZYzqvki=r2+ z9p`E8v9ppEgUFT{jm*VF>7#}y69LY{5a9%tAA>hlLbtXt6n~;t;5gWZl+RmCsvAa+ z8y@ksuFzb6ydToz%!=qU=(G6tRt_W*ryCRWqyFSpvrWj{BH=<`F$cPK9cAeY zg8jY0;a#c_W3_U^T6L7-fyBB4zG<;9EhAzk+a6<4dZ!>0=Z1B?V_z`+M?cFE4eKM>K;ci)3dyU-*I(8 zG#!G>n7-Ktg90JTZP6kMHI?Jt6P;;vwT^wuxggH?g{mxpf`UPqW~RO?+yHX*q`@PD zftZ;7=*8SO$8noemkWwtTls3{yWPE*QlAB;I^5*U*(RvNr`wtFXKHM2 z=C?zHC^zIF7cH|>i^hiRXQ_?qdVM70ZAynIM%r*M1B^frYqpK-x~V@H z%suKAIh?Y~mM(}4`9WA`n)l~=5xsA%eD6XH*1T3)7eC!&jvY@rxs^-k8H2lnUNj)C ztjDf{I9_xOVryS?WhLu5$lz@zEAGngD$b<^hF>AiBk^+dn$YkqqKsEiK^Id|&nHEo zq5FV>&ru@sRq{vk2s4x47>w0XsWHDTvnZ>p#Pt>$j-2_Z$DQP~-|gqf~a?ZulRUJEke z9LdMg395cjE0n!dO({D2QO;TgalROORmPX>R6W`?Am(%v`C99j0jSeO>*qJ%aT z(z2#9MQRo23+$Ma{Oq^g1GByWUo!m)+0jV<9M$h9f&6^XXQW@zeTiY%VCG>$)S7Pe zI5&F;>b5fBC?z|6DC0E|dE;QU*JD@kNqQ;LG@13`WBu3#* z1~;Tu^SNm-Oyxw+_w1HM0hd!y@&pOd2eEc4IDF7Mzn(jX^hB;$c9pQ zftnSeDuD*2pZje-4awS+L#lw6W6?Sy(v8#6lR%Ht*-)^mZU(mLItcKcQ5r(q=U!m7 z4O>&>Z3cMR@ZZ>r``3}Z>7)tl*0IWXg|QebBx{p5KN%rwjwH$))39z-GilOW0G<&E49cA@B4k@N?C z^19=vbu8Gcmw|YNE{p2h?%FjL_bMrIfj0Tho?(VQ-Q;GzVv}B(^PkC0u;P(Lue@99 zU26x@-Qw&RU|NpXWXhkR2eZ!(nQ{{qe)u`CFsVatLC;=xBZd^F==dx+IR8Cabia!R zf2a(oMq5(Jp(DLW|WS=mv^=v$b6 zb^yT82#5(PxY*ePEXAyhtnps;3weOC>C1Dq3mzHYi&Oz1$D@(4H3Znc$_!*;hA(u! zslCffqk@BtjRnB+RUM#xW#nmIrxFC%8Q7ZI*jwA;(fui5sJy5GFFoX6)BrI-MQaf; zK`A{OykGn2cL{**cMaelgL`eH{Wqf$vU(8;UOlGy%VR20JepVUUZ8@WmHn%)b}ypE zuawHaN)?LMN>--7)CKxKq?rHIYJNrX*Czc>*M5ujSM1VymM?6r1T7?|i@bQ5OU7j1-@_0=D~S6A)v*y!2*^4lJdik{&GlnChAhyqNF zOwc*!@7!poW}zZ$Qxz5tn*9q|kHyex#2p0kRn;fu(^ z%*6bg2=r^6UgOljV_|wp&g)$!CYBd({u4O;z6JjRPIQc{FOL6(oR}CGUMKw*$muZ2 z#aVIsws#e91YS}80STNAhA)z7hXlnZU($#~PlgEkjSsCDNk1<=3JG)}8O2ob5i^AY zUygDythzZ;k(NbaadmO^%z{+0WpS}(b+Ni>^TWsxFm`-rcIWmof_wBhBISO_eYE~M z<=kb}Ze;VGgjZ6K@L*V^bH5`}Jt-F*;Up~qF{yFn#VXx8uP>OD-#RVK+)~_tFxIf_ng|L8tW*_<8t?g1vmBv9i8hd z7OJALmewZ1g+&3ED}vRq8m+nU>YT@^;Ry8kEA7R!<&PmXTU7TwqKh8gHDIY%eCu2S zAwenQHC*MDjn;Oj234yyJBX;md*U_1hvyrC!d4__$9v&cN2feLaK#x(mRlK-4#TAo z{N!saHzL=$`d3;^RV3X5O^PnB=S1A(%hSwDBT=Y=>A7=fNe)dL0-L9_izMuW+@n3> zWj0JWKi4_Rp}?1aG8tU&+)a1)q|%ZhPQ2F0DlmaP49#sosj4JK4VxU9G0B`=;V>X~ zTaEgenTlPWUF?*tzi(=6%&2#7-=lsIeK{@|xbwxxQYJx$^+IgpFsN zmm*^)!EPwahoLz;k4_n`&K(-!)1vZB5R~T4$+_C&2N>_SsT&fsZT)aElIxQs>K0nu zS9E@?{y4BbsySAfFF!w^q#1W`e7cal-viE*z)wlbu#HYwxe+sru4aM(k(zl~CK#^Z zS|!lutvi*j7NnZFZMD~cXNE9`Qqc!OQ&HU3?87ejcFjUNlgwtB%}FKjd4ejA|iAUR7Ezm8E?&rJTi&`7vN}@uXYppG}7mTj;P?irg2CwfVb~Q|O z4x``hn{sej@g(o6amPCC<;+xCnj)m2@6IkIYCY>bDNtUu1do=5;Vu+uv}LC$H96A0-Y-q-%ffs47S|iF-Ht zX;}pRKDZ|4hzD4wS8rWZsh`eZl^zE_zw;^i(MkjVF0|;h0+i#BHQe@OVPqs@T(5Nz4jBwaLd>z7fJ8Jq7&r@~WeCDm8 z$gz0_7a5+?(PTCHL`lAIx$^0lM_EzA(q8fCns48I?@?67v-D9@+80m;7uQa&`gTzF zBjsNg+;Tu2>1S@1|7d+^{nQJ1g3&6KFoAK9$A^Z`tKai17}F>3SiL(p0o++fw`2%% zMngH|%GJac!=lPs4=6tOG-*jCs&z$C?Rvki*_^06w2**ZIli)J zG5YWf#&m*I-53)+lEK$w10OyfqF0b5kGVcPVIS#;iPcQiY-q;F0Tbj@LnmYURQ=H%#r;A1Bt576CD#La z|4UY0CB~5Nrp&40cDs!1sUu}OEGF0FhFL+fRMX>}ZqjID{OW=sra@u3-Xm4_QzlNe z^TMuZRC%b(ah0a1#kqDS@Ws`Ut0GPl(hEX58K8Gu?!hJ5gL`NV0aq1cfD49(z>=)i ziPc@025;&N(mj<6=4J8g362XV*Z8Av_j?={@40kUN@7cD?r%c1>hty*FTn0_xFlBd zSn^ZT@^B~YF1~R=TaPncpxn_l>yGx|?#b8}Ec>$-*Sf6&u5}}pbKtKGvz>}o(<;NN zf}VJjO$)iQ7EL%(CGPhe+0#d|unfJba*)%iti%K_mcw&{SB5jmb?_nhGo8>c|d_%moAfy`QvW>54D5qBc#IXS2Q zyYUdt*t}Eww04I26!=EX_E@YninQ)&&SVd%($fOY0GW-+Te!4AzLIss0Je^5&E9io z?!&AAXHc3=p{9g*8!ncU#HJX`z4Qy3JNU=AAC* zT3gKCx>Sz3=nea?v!|{{KdkPsn@6CfZ4s>3-e23|UY`rEbS1mMT5nkbsjYX;Z-6U& zPNxt+e4Q>17j(~Hnr(?2`Ibc76Kz0K(IEe}nIl(ApPq5`QE2M1Q=~djo>I z*?arx0o*gTwMS>i`Xu^6>Iuy=IsHf8EyshF$CuXL(X;DY$Oi$BaL=yM^N3rBC+OBb zo~`&B;|IGZi03HJZkqE?4;0TyIvcAe*0)X%?9XYdYdj~ow^C0i&xy|+)~AaPDo>ct zsjKTww_HzOiM3e*++@HH>T<8VAh_}2K&3G?X4i~*n&o4Y6Cr=`E%Qqu7Zh9%%R!u-f_fm7nCL(#Vtyl4XiYLpV$+8CRXY7}7;M8g%5 zBT-uw{K^CK72?W+Y!$*Y;)?3oN()3JhZFdz$ng#p+6~zn$Wbvk^LXTYvD|y{VHIM` zgJ|;>VYdk8$s0EnY|AwX;s*e>^+5HKub;Lk>eWjk&9~U=wYdqw zY<-u=So*DQiF*kO>R_BlgZ4TFIB-@PXbR8olCo+ z2tATUI{NT}kE}W8^up@$3hJWfm}_<#u9?J@kcNgqP|L$i#P=r~b4D(J#*E+L!+1** zlouTcp_(qG!5N_lNwB-(a7bI2>dYPC{6~Y23bOGViX!0(4kFt>Z}QbuXOj+&!ZXJs zC&?1x8Dw@M8?3b@7`OJTSe_qRoK-Z2a7PoGZUc$JMYoL!gN);?xPjru#X~xHrw$OX zwjcJxr(n^yU8|oA!on3P<935d7Jd{z360M@wIsBDGJrwfy4oKwy+H?{=YKK)hFDy* zP`jPe^oPqB_R{oYr}tsE5^-=xYOM(}KBgPXi@E7CM(vKNW)ha-w38wM-I;F;d)`kw zU6Hb97Car5n0V^Q(bsP2BwgaiUh0{aAQWig#u>Sb0;CKa6|H;TGj3BFSdY*%Z;i~v zb7&|yCbb*{Gv?G*(KP1_&r=;Ofa)>g z4gQJ1T0k3uH|`rAa1W@5|I+Z`f%Zo4q;oBx9l;m(Ef1W>-x|Olpl*;(2-if~A{6iT zD^~BqL)#U`2)~K&MtI?Xa=mc{zku4U{x<8Q4eLtvY7pG13+jaInzxr0k09iFMj5tl zjz@fVX&0RlHkeO$xNO!MUm3CBa>-6h>>f&i)_7;Gt2GBRCq4&afqFnWXEujt0dE1t z42S7GT=In+vK8yW_GGY~=1-##2Gh<{`Ffji3@k0CGuqZ!{+-Ogx)>WL-APv)3YZMs ze;CRgy2NnG9bVRLENhr2@HcOP=)b*KXuF;mkAp9-N;<(<*E&Ga-__Z)`GZko*{plP zLQ<^pLSW^4fuY)bd-G1Q%^QZ27Xt0un+KSaPi>_jt^Z*lKZu`vYA*$E{qGGP5D$kwur8{)00H{bu#{9m|@ zxBs@n>i0JipId?i8lPLdgSQ=4c$;tef4y0n6@GEd&crlOc2WOgM8u>u*kos%l#!?d zWt*nhrrhyXw@}v@)qx~>KZ~kAtUk-9jHwKNj@AO4x$!Oa=9GU*!&e1#+n@Z>T73nu zYz~9#LboqlPxS;plUi`fKd=E&4xQj9zo1rNzPV%uYC)W;itS|Nw{O|hF;o6g4YKm+ z;y?Mtw8#ozi5)Wj+eU|Wr}lua4T$pS{6G0cwV(=M@g4B9sr{z>|NTa<21Hr(H$VBw zw4icez3uTssr|byU+G7TB{;h{D`Gq~Y$!i({vp^9OTv4^7}YvKLjs4vUH*vHwg zkBk>Rusb`>^l;eR7CRz5>RuhHR&(VDo#CDz9L1h{1B`qJLa(c{eSeBVZdG+R+-15X z4AwGX%ijTXNU|>sNAB!J1@8g9OPvTV4W*K}jCXBbD>_BjmuMWROxRxtisw=m?StCXURqL2hNWF0nCK*5p_!WrBu1M}!gCR(!UGl<)15_s#V@Jr}nvmnr5c*-Co7E?+Cq2axp zOcFhG>^5zr5OaO#yvoXN#uej~@xV0Ss1fC?%Bb-zSE`%nC~Ni$%3|}zFb>bl<1VhW zv~e80C2x{5_2=IEdsp%LG3WXTNfFSD?27yQIW5 z?$g53a?1v+{evtv&+JR39JX;|1m;*dnCn3T{mvXSHiK(6L$0Jq#FT+>EL$(QgJL4i zp=nT_2=+uIVGk=I7q*@;Hl1*Q8~f0tK8L`m7n+*xxFZ!MnLUh%IbX)M8+%s^2K_gW z#pUAygDe}P!qFPwq+&p!YA>M5w&hF{H%wt=)UvT;jr@6;|9R{7dD3?28H9E8p5X6n zJ^d^H{TFNeS5f=F!HgPQfq{T1gUJ7V#1~%mZzIybO!F_vR;{n?R-JfoUyeEbBMvhN zEK8wGe^Rqqq{baG9`d#ciiYv|VVzw;OgNZPc>^9iXCiJ3Uc?gOHQe$2cPOeNBtJHH z@{wGzu*x4nLnrr?r!^udXw%lM5|P8H)JFY4o)VK4f?+MRLytcXf_SB8weOmE4PO^% zq&Kkn!G?=MV~`MksB&3KhB-D9Tti){Cb`y9cl>y-0;B?6m)(Cf6La%bkj2Q#1Wh!t z6-8tYFcjS`@XT_(C)1gXFbQvtYW2TYh(X$Fb@Fr#r_(5uC`b#&6meeFILVOR(ggLE zwEO<|T+zQCkoYV6|H;|E$`=1ZD-je{l9d&@R}5{BP*-(NBb6Fu9Ddh_RB0tP0g7lrO$sU*`XZmNp2)jIb@ zmBwC)-VC(91YmFxr~cpG`OruTcLnNCL16^q1MHn|*6{I!;f0Y-sSt;WGMR3Qx|cLd z%EgITq%uj${bm&VnwiBEvc#kWkoT+0oy3{7jCr&6X0NUqJumj>4;ajgo3GUOYiCvt z+`T|~@tO_Gq$N`C5Q}{2L708APbasBMnsEK>V0l{gKDJ*6XNMNPkfDoJcFIDJEIvU zA3T|kIK2!B5&@1qqW8$HQH&s1LL2AksB9AJJI?+$!(GSPifVfP-Fh4SiT)Qt9;STb zXLPX=AdFp|r*Dj1$W02ox3Pa*LJTTzl^z102!C*xj^M(cr%HaJXAi%6mkWmeLcbRFphCU2nY1A6f;qX#br z1MCx%lFFfnuD6YD0mASQIIir5-^z*yru)Wdn-#4~uL{Rt3T#G?nzAAs6YOA0NQO~l zWnIdOzYE|(Td4-l4CYKckeX~z1BS_eM1O*ONJBI#XGEV=&oNGQ+6h99%vSk5ztpL` zlDzyHrB6}?YIn9;q>d){42>GV<2}0QU6$cZ{ujnLjko- zn@K`89W;vh6k2)VOL3d0%C!&frR4EXd6$npE&%TL(clJnK{sM6NntGl*V>2X*S7~6 zh2b93S3kjqA=N9ZJn!6~E~LcGSuosOHsjWepiO~VUbRS}VaHL|vo;8i+MP{9KX#h!ypk3vUP;FxOH zQxzyrP=)5CDvsQa+O%8&4Vw}-Y4SZZjwfqiumH1fKPQtgElYPmDsjAd%dDGw!I;C% zH;{L;N}_?y*org&P~RUy@Ov*oADjlHx@hU74R>-`gm+HjH15!oD(uM)BcUfEs{am1hJ zE+rsHC(Wt%Bg56sX_3!D%nh<2w8{{j9;e+M8~G|S0j&5|OfUsPoB$;es18Qc4jm}K zG8IWoqdlzp1V6k)s)Ik|U=eTuZ?8)M=L@|3G*I2Zxdf6|jX|B&rR%3;8fh`9MHMbm z@lwes(i3)rW3E&+gO)IW5y;wrq&*a}%2AE&?6^pO<)wMi|-}^fHH<<4Z zMdD^XD|)QiBq)@L#UFl$*FFqPM zlH26r2u_7-15q3Jh-tbRR0D31%_d*=Q6FLO{$ujEU7Z@WjJedgJySI3KrE;4j1R;W z#}_|1m~L-0!ua;S`jkv8+9PJhL=3|PhHp1wL!Pm|j}cD30g)&h zG>R531YPK{z8Io3=0HwCc+S6qj8D^CPIO33%%z4xs!d8xR;l;`Ei@{nvnQQ+c4TsY z$%4xxk3rIccX97pIL&fKn zi#VuTsL!Y1S89}yKRDE+kbalNX6 z0MMtmK4cL^nDrJx42~2}%#R|D_zLN|y%Q4iT~Nr6I}~f0eqi2ib*&ED*+hZyHLff7 zMs>v*?0h=iqjZ%}O5yWv?y#d{)v}h#`N4Q>&X&3U+w>~+RgTlC&khdt`2zu_QewJZ zm*KQVykK}3@*oZiBqKJ>G?SC2rKgdXPXhsaRP1kzPTouwwy{T#IxL2nX_Y#VI4wel z)Rvt=P#i&2XLmZ#Vol&-qIHVT!7S*a!TPFEl9a1i)OghBaSs}QnloGKgHsgOK?{QJ z0k^B7TlkO|h=ETRN!HLn4ZH`hz0~XuPxCX#4BAS|ao*48xBC9|oj%?m5=u6xKrv2| z50g~f8liZ!hlHXppiv5U%N!aSp+eVCFkfnKFPC033quy#wZvToBp^r{d(MZ8Y=O~daO-Mv6KNok1B(TOu&Rf*2%-;DNmc}A?1ZaGedOMQi z6+{}Rt*5zkBMAJ|qHm|VJJig2I@AtkX$ko*EmFC<2M&#;dp2S_u(b6?@*(_Cw{VW% zkw}w^ycX%ZrMBWYEpjfa1sL=sqLhNOrh=}(%@uxtF#J?6Ty25@C1?wpoe8V@8v+3l za;}{Q>(u?Lj{3@;rX^=}&1>GW?n#^=u`w^8r>@>8qvI}4-e4knAG*^)+M!RMCCu7-FTZJ^6C zwE2{VLwu=DtL8PDowA~eifkUcmQno!7^mo5mG0*cy6M^Tr1v%?0#y+c(ZCVub;s|| z-+WAP3&X;dBV;*nI32U*-L53&-BxaBucC3miJn0TfK8CkZsyI`YRAWi*KS64#`hkg zMWaqCWb6#Vf*+RMx(~0pB5sUVJ?%0`<&RF%9`TqIR^L7!2OxNTnp&Q^mUFrs{CVg3 z+~K=Tr1=Cn6ydL6!MZ4TNYY47RkxUSMi9~^8R*a7fIHr5IG1I_&n(gYcx^|ujJ5|C z=}u1f(@7Fn%1Q9Yoe8_?oWLXF3SsB$NO z`gnmk1V?CQ9PbqWL>WKKp5mC8Cf|a~njgUjzKK0q$-7fQsV{)3BHHVcVq2PckyaPR zyr>oGiHmz4XQ_sLrf5#3D4NR|S;+-6Ea{~42p36WGw9)DnQMVhE)+!S)p0wi>lXx> z$GlN$ zQ8PCDDdi}CM%gqq>ssaw7s-PT=F@n1?ea|+&lBGomG`qjXY$jH8_P=B`m6@&c`1a) zRu9ec++jNn=M9H5*{_4w#JN43H{z)_bT>csk4^Vr}&I-&^`rD${=tQ>ha-CZ|&nnk@ zr`rt%9E*JG4fr?v`?k*Rm@}o(`;H6FTJL7qHdC3G@NMpEoLjWkYMhtEX=|l>sFEFk zA}4+F4(jT{@AqH{KD@LnCJ!^Eg9iog%&hH(8D;G&VRcY4JXZMnk$V zqaOn8q;C2`@ty+P*w|C3Y-T!P(uq&>AdF!o^CIoN8FD`Xg%PC@7*6(JazEN6wFNA( zPKOn|$rJqy42D!#u(4%l2j?a`@fP!b07a1&f43I>hR!9^o0P*9%qA0*6bg&RW=RzV zcc;Bv3>+ng(gCUb_88yj?S?z zthd4Dri_<+=}YIE&%212xa=PT=4{HOdLbddNd?fo$$}7u&?Qz9D&4W`BFMbE^mODhHQj<1q8x((0UI~$Q~OjI?DJYP}I3-%EL z$~h3azHsjejRVn_hD{G!67Z-Zv4LP*rwp-g!oAt0kRxISx&rp-`&Tm!rtjXQbemEjIYH_}b9eI=~`adZ* z46SD8H>P&m%f7#P65c#mh6yNS@5zHZB)GvLoq`jRi4HB{B1vt z{eDRbiZdZ1j7aBj1lWV(pI0EK-0)7A)i60cxY-ANQm+A zgxeq1@8r_2E%!Tv!|;1a_CE&oH*)D8qWO18C5At0ga5ArT!#P3cm0as?|J@bQt5Bb z{6!`)(Er!M+n0J+Dn@38mr`Xm#+QFM@)G&~qr%%?e9+4h{72y}D+B9qWYVv7d5up4 zkCE-Q@b;zQ_a7}hCdNOTUrgrzFq!FI%-5lQqn;Rl-;;k)Ps|LoFJJqMd!lEcXJP!; zzwigmF3#_#uc(`LFrtr!P`v#>^q`0eN~8nfjCReo`A9&8pb+u&puYOy=d;rF69vNs z`vm9bBfdvMMM8yC>;e@`LB*04R1_34IXXH*4eUL?AGtlUd#)R`tGq5)QJQZ2spWR8 zblj+%C_osB7#xQSm*a5G_S9z($%F4#xj7HIe0Pnxd${0Q&Dru&)!Yb=r78IwxDbTc ztnBfum7dABTs>Hf`f`Nh>_)QHdw!-%CwJuwVyik1!bgUBdkQua;lYi=GgrHz(4SRX zX(BR&L|1(qu^YMJ=?{nSJjX(!*hKdn?~BQzuvG`Y-oJ|WTc8JK46q>9BFh_6xtZw>su z&SHxr(GZUnr_&n6e zf0BF>SO#omG(t@&D3hpE*EYHFs3}e1YI#?UxnGXC!!rshqiB(v`)QtMkkR{X!r()n z$J{d5X5Ce%2gl*zsNYwOE#&#na8p%XQIW(e%kXAJ61zF_ijUin!f(aGeIVj#M0JQx zZw~$f$pd*2mF^qtvjgdWMRO-n2Y-l9UjPJ>2gAAdKt{+lqeEQ#3+mBEtA?}8$=BD* zHC-rC^sdM(NNpP1)VMP4E`mSEd=ov7mmOW%CU;rl@LK}wxrMls9#J$#Ay5AjS}%4c zoC_>@=Z{WXw^}xZy8&IsbHj5Rcz{WM%(209EzsHN?t9q%`1bl{@pc_PyjOF96dUQz zyng8zcsem-8{>LIvMv)BY8~z2TNh9o8z9w5#TD9v)E_JeH2^{Cr`7aE{Q2{Us$$^8 zm<1AMV7C)_^yzr(WkwkjADN%CL|~9lFI@j^RN;P{v0sw_x95HoHbt~dmEZz23Eb8XAE2rk-oD;qz0V@ z)z%Dpjb?r9K(VG3cfC}M1~HJ-MP~u`%6Gm@E6hQWn9GvXRbl2@fLp~oHv_`Ncj*~p z7&_H6vY?$}6l=Y`b-WR|>P~eZ5#5Wqseu0QM7fOn-D&*M zkc6PBb!i{BK_6^EjDt@2I-qt;$vTsISFMVzZuB}!sbUqxUUf#_DA?_=n;&}F~LkLXJNg#ocK>~!}5Zv9}-66QUTObfTxVw9BcXu1y zeFk?1|M>6Q_x8QrC%d1V@AN&tzICT&`t+IUsb5uf-+HCk&z?kpJgpE#{=L7${{8*0 zpRuCv?NXYymRSPEHkn;s;0g7uXWIF{vd&xHo_8(y9u~#Kpy-)-`lFAxA2$fNDReh5 zor5;iolGMA#-OeF$p|d8z#*-^pk?*hgoi7fd3=q6^b}i8CO7|Ug>0FC-&UP{0brFx zeuB&a5AXBwxJsHv@a;wy20~93-ggG^uY=JwFx}3$O`MBQZNXqIW(|QLYK{1b_*{Dk)&o>O3NM|ig zAdSeyfLu$~NY$F1Mv`he4rkkCSodb9=I~gz`yNhtIbUA`!3g*$ocIMGzu7hNdW>=; z$=4;Xm+%uliMT3r`{(B(uqP?a`G>{g3iKhb1R@7Ckg3?dpNt{HVf}FA=YE~Gm>g0m zqndv${9f?=RzI8KTtsm418WJ}ky1YJ<83ppXl8SvZzzg8yYRL%u5v+cCSyve;l73c zfr0<6<{ajcAF_bwWD8VoX>k%W7C(^TD@t<&>2k0d!X0EgStg~l^tIi*{=mLxZmg7S zdZz;eRs)eN6Hc;b?+~$(aF1{Tl4u_ie;9a~bwSiIeZ~Exn~zOL4gmpSawFPU8d172 zcLIU!M}W>X$ZLvVKVsA6)#%T?U@okXkXZDPsg_AZ+N0nWr{d6^mm!6i5t6Lo#PHUn zNxld+d3RxdFXX{jqvGi8T`)BB5J8I^=*iE)_T1WDv!`_Dcs zAzc@Dz@KKZpBuL;;wTbtqTS9%}MsLmzAr{`J%E_Q}I!u zEu~eP>nYl-#8b28s5>5T&;Fgd&RkUJv;$hiv|}l7MoRI0VZCdtwsg?otKi@a8Ud1t zqbUG~gbI{uS7Y>{!afz~#I5JsRPXoLncK!0S*pjWFOn386^SL*RW?yPitC_M-uQDZ z(0p8JQXxwq4TIWzP5~JcEhUs=13v)?Lq>hyH79!|%wab6t;wtK$vu^?5OJs+{+W@_ zINokx8oQ2ETuZP5yok(t730kk3!I#J!2)@zcpP@*jdU(QxJ=rWU9{O?|E#LRwu7@-W zz%s*p`KZ-jNqb)#tX;3|(P~_d4$UZtP+zl zHjc@S=?gQ9&0`76Ct@Fc_fdvXeSn31ay70vFOfyc)wJ%ZU4j6+Q`%}K#WlS~)1-UJADoJ2h`FoeGJXa8z`_Xd7ixE&ZYjPkT9=U2;NwVManji&2{pu)=;t0pTfcw z63qMEe*uGFeGCqkvL?qKW;a5(`9eWB97FoKA^rDv$tilSW?blsn_c7qM(nzjwI~ma z%Bs$D%1;IX9f7$_yM^veLW4WY%~^5zZ29to_*zr@daz?MK||BV?T?T$j;5mT*+F9m zDbCgo8$%!-cNzBkITVqeFQ$&DN$PVehgiX~ISTc+_3tf;s^xdHvuzANPpXqmP%jCi z^t|toMX3wP=@W1AGa|4bq6qW4%yG;+7aKx8yAz5+3ZBF?wT=3QOx*C@e&e=BDy)gn z$`dy}B8-&t9q#?lp`U~8a%uGycUS8T4oCalODuOO);i-$ZM_u-L6~EsMypSbGGB>4 zl6o3dgvL4GwCLz0q()hNCaeoGk3N!(@5`YbQeALxEheGM9$pZQ>Xvi6+j*-tKoetn zvbA$+x#-`pTp2F*6okG%S zcB{%k*dnNnMNeiUEr)C1Epd*GD=oWPC?oeWh@2o?nGYaQ?hR`pEX|nbp-F1{-Dn0K z4f74tVwPOG8XX``SfaBYlsbycPWyNUt*bwdXE39*Ru6Da^)AmU%J-fP061SHa9JNf zx-1twaJPJ=?Z6y{-^g(g9VsmmN3%D`%o^pTG;xB=p^S=!{4Dl)qx2f>u?7{r?G-%NMPw@o`N;}OZ~LQ_M|n& z$D2M%yN`8iwj9T*l@>k0hISt*nZxjc&d1W8%|-g6nBRN1s6BRqbUbbcRPNgM2<^}f z46ml^ev`{>nngCo(XwF1XE$ZXCuAoTsB6-TcMO!(N_`KZ7TYR4QA9MJ^rVLjO_&z` zD706A!a2Mk_ypKM&pFB1&FlK+)_HCL5Ktvy96|=!9WCA+r+PY9#i~7z`*NNzg+J{X zOQHwAN7-FDile(;kJ#0&tC5zzV6y1(%)t@Cm1MXPXvkGiPpZsB?NX9mB5da@ZQ=iEpW@k}gp}oWA z-0U$nE;n&r-sF8rQr?OA(){^QN9@kiv);94mpA@$GRIn810Bp#s8n#*3z*t;PV!}{ z6h&0S;^9g}Hl3WQGiRpc6Or#`_av6ciXIV}$II5CJA)>!rJo zqogulRClHMn^UTYo935{97iCzHRd1HoAN3HX3-0HC~!r)f`0(WfryqxU6`Ce$)d$- zy7rlfk`}$kfH%viiHzG}z|l5!Ill3sp>$88Uz%? z+eFVJ7iva%7c~VbE~b@^M{^x--mC9!*%P%;X8Jn!1X6{@Gg;_K`sL8&tz=K?P!1f) z%BQ4iopr^Xug;25-c+M=>jWNbY_zEdHjA!gN2g3%Zttf#tLm4&3Hx6#C(ZF)mrGmj=~ zBNjsDUx^VTnI>c(wajP4zOzzA+W3h*lb1rx=Dl>vui{TyBT?E|GrCOgAVXccnCvl6 zC_$B!BxHjGetQK+Di1iWkmtVDA_`#>|vSeM7cx?nQELOz$R?gcn9ii zUvntoEOM&}YLoI%$dNyb6`Qw5a&>kV(N7erB2D6XQUI5{YD^q1W``h$V65UbXOh~Y zk=D>fx2hjy4IU&a)CG;C2ck8+qh?xkVQ=foAD=T^Uy?ASVO%3MWDz+{L5htJHrU-G zP(FEwQ!qfvoG^muNkW(qsbdvZO;Ng7!XBbS&&Bf1?Iesd$BS;>tu`|CSE>syk1nn# z>#zF0N#Ql`rw>n?pX!k_%Sv*uJIH~SOYc5`gq21cYz26K#QCS)yZ31~1)-NFx~?sc zcda}>UMm1}M;K6V`_wD~h~?3tbCl)^9JmpWJv9fA5HTmp=~g&C-BEoZD11um-gpFI zfS5Q$^`kzeS-0y^rnzIVQWadhw|m#YS)iqds%{m$&F3qVGhoXtHF%fHBHIDrG%)5vt=h-Hzmg5o>dyzWB=)Ku41z<0`JZ%6nyle_N6u8 zrSC(=(y_#apo6iVy;8{fhX%9kHxW8S!z9C|H03GEi zu8QS|wk0Ib`BC!gZUcD}1rr%_^D`ro zlXRD)ecw@#{wYO*)Z&GgZcB& z%^2=9^T^jJg=zmQ+d?fZGozF?1k+=F=|x#ATPoZ)!n19}?9N09!D(!+k)Ff?!=PK# zJif#4p&X1=YDVftZbs+Bq3gFc2K8*5`Yu)Lrd?BkECfk(ZS(ilH_-Fsu`$(Y3#Emk z3#AbiLkqK7a!ZBVyq#ovd6dNw%Q_|}^Q9SBDUt?e-Ita(cl=8zr?j7&f5G_WbGDj1 zj(f0y^Yz>lKVrBbgd;XzpN9g}l@K)C_G?(eG&!s%Qh;d$7Y7N*wZHS+c1{rL%G0h7 zlQ*xOZVh%q-*(*#*ex0_(;r<)sadvxbhvbR2i{vQ8q=0)KDa2`2pbCXGu$vjD=?82 zFdeqSRq=-u6)F20=j4KdIgpJ_Iis^IpiQZM=;z8Vaa)ht&Yv#u-vCw_1`uRWTinG2 zgD#J?H|jg5SxKZVbF1a6qIbSf%c!U4MEs28(^7=h$ooNRVy~y}j=d3qK#R(U<&Xh= z$NAvPx^XQ`+p+fWpj{Cv2$#!N@Qnlk(n1PtdR2s>RgAwGax$qP5(81(@Dv8InU+Z^ zbFi3aESB;55K+}qqLGu`*B&$^OW1q$ucURIgwhWh;H_WV17tWvysG(!*q+UA3{%x_BiTqH5!eXTN40n&wAQI(uVZMp5t1tkT#4$U{Y zl!WyWN#dFVKfC+Hp2EikzmDqeXB~@?*hV(yQJf8^XyrLLN9Q#HkGNcj#DfJO%L_2M-O%wXYZ*Lro0=_@5Dlc&d}Eor;yw}DS$)+&y;#>jGB|1x zX>82ICvI`~Avl`B;EXZNkc`b0?d-#K$7mmoA>$9|p?tK|3=ycfhMZcTK1+j?O2%Gl z=oF&}{E=L3pOcdVHu;&XxAGz5yqFKW>ieyq#v^fLP*cM8{idMjfIc8Xexmmq;EB#M?6LBiM4(P{0c~68P2`Cr8|KJ_6+;4 z5iFOruj{vxo7WdWaS}tI=O2>}C^OKhzp9Gpg1U+Kd%iJo?KKmJ?=@>l6tKeS;PvZ`HwqKv6$ z&GSy~j*>Z@EZvQm#q-kT9!14Pir6E4>+U4_)uI`iR&mL8P~hn<2cd=gRWvl=z%PNU zVPsr0R=uz&>Sp5=$5Pc}_|)sm@e~4o{G-L7<5%r(p}D{o@9TB+v}S4lz!ugzpFsUV z@7+F*$|lAkOCtop(-^{CzQ_|WM3RT=$;)qvD`h?ArdTT@LdC6UPiFt2gjU$`*k{KBr+V6NW(nqF{WmE zJq7iK4Yj34db&Ry@tru6bj_gOnD16ZmW{S$8ks>N5LQ~a&xUTV#(-lwJC9#4uC@1i z+Ngicl1IZAz81=TyjgE3JOVylmcJREqJrrZ`_-*d)%84et&-gb5|z8t&7Hlf=Cv~3 zu2r?#-*ReLs_nOY>(K^jYan={hs`{;(IWF3JUwYV9HY1+gl&$K}%BTb9SB_D4sWD2=4@{@EfYSPOGmnQh-zf^6%aPt_J+2<{9Cyw?DbzB@ z^-ijOl=#ELA-96@|Gem`2z1!ICP- z+`zIVtfqo_rgz~V7H*%udD3-a+NylB+LC^Ed%Zk7B`9z>o-}@p*f_DU#uLzsdSA?m z{z#SdJpkZc9%5?e&BFhi;9f+_xy$QBrG?wab776s{P)=Qqw#NASx$C8aaoe2V54kk z0dANGrYw`VKuy8HbVB|FMweS$WX@Tlhp|Fx&a`>Puc~WTQ);zvR@WCqI(fdrX z%DhZC>|>?(>=e6kB)!86W2jLJu@3j_J9<3{ppc?J zv7W+1cX2~rrf0X}K^h-#k93Y1zWU3D_likS8m5ws0mc-6ctNejO$70_T$;U`jwY4X zSG{AlJ1;X=8Sh2tWCCY``*FV6J-0&d-NrsRc=;ZL1Hx_9+L=80fJeOdZr}Xtfj0*!;xA+OEtB|sB>BMq@RVUA^xBUo*Y~w zsw01@95(p9RyguD750$QIU(Rijs>hW>Ma9CxfJ%4)dAC93?;*FB_L*Y*g2?VWtt@5 z4k^j>F{@J)yvuxyBL!QDoVgvou)<=L!p|IO9DkG+6gi)qC z)Yg975u#p=xg5BYwLgId5q5Z)DmbPejI*Pvi%<;VMAk*ypKJfp=<_zbJ#y{`ozo^6 zZkT}$Re0AaD;(*@=af)|aRP|U(yRQ9ym}nzE@(a5Xgjry#1gXc#!Nk$Rmfsy73Aw^ z=bj=4x$naQ-^99$97cBPaY=ch!l7X2|ZE z`Kcq!jT3v-hj|@zDg`t0KuHVS-9&I9)b_XT2|2}Ren;CibZY5>(2BR}tFpmyO40nW zyuyDHddJwt?g`C3=SrAPyZcE9jO3nvB}AvAd}H=x--W;nzAb3A^X_yJ_QDI$ z7P8uPyy*vf^Z0_Gmtcb!Mto2A_{uw&rz?Gv_SqSP(&HULm(Hg3Nga&C1J^skyPfnT z0`~b4DZP_tQ|F`{#`uVq-qE(nbCM3DdPGU@+O>V5^ZGHAgwP*DnDwn7A;rW`X;l5F z*BD}&-BMYij6sAIpToPOUqwAT_|l6JN{LdKiYG-fMoA|{qfUOW{#+{h#Z+qHS8Wd7 z0MVfsAWF(kl&0cm;9R%FnJ70@6uI9p2NNpU_^WKoPF^%vl#ZN`d*clcRJbu3KZg`5 zLH`St$Zz0{9SM$jK;-%sg&h+PUl}3s0GYhFa5UXFDstk@eiwS* zm}q4BNJ*mTfp_v^c~Pd{*b9lKa{`7xF$_@ACxfHdw$$zL8q$VISbl*9q_&LgP!dIU zq7l9kstH<=gbZL*#!wLt4Oo6dXh>b+Q;y;opr}kLAv7P*+Onz)UlKSX*&jf(BWOtH zV6bId`NM+5@f*nXJ7*BLpib1`7I~!~r<7BaaevhoTV)8R zj8ioBcpn7wg8cR+9$$Ji*Ot&3hHK&hN%=380rM@#%7|vZmCx3Z4_lUYKFtCvB*&50 z1AKNrJ$TWhfdg;P-rgj5@N<)-M~)3(Z%LfJXA=*PEFWOm(m2ColWryD`GvV9Vi$EU zC>@zTK)a=4mvk>Y`fGK7U`xg>?p|m#^87O|jjSLYNsPQO+k3@Kis=GrG_%RqAH}r5 zQrUmF5>+sU_fEY^5{)*Ym&%kfp|BKBo?uLpPM$(t_+Fb+YVyTWYH_@_8gC@)&=im) zWp6@LQxLcSmN+-zJ`_cP7*=B*N;Zv`UD&CMhM3S%XL47kv4drrCXT8Bhhpv%E7ib5 ziMxr%3uJa5^c+8kF1x?BSm30d18ZZlworKwAQJf+Sas4Y>RJv-HKf#^ou60{;|op}!NX!N1U z34xS4&}s3gjA-O9H?7DR-|Sp+#xLvT+6)2+1FD5i16*F zWkG^0;MDW~>MfaPD7SRocxiRGRkqAHDb(rq-7;T#9tV`+LhTlJStvcf35wzX^o(p3 z)X8&)QeG(Ce)LQ|dj8*FfoeGLcqZd#9FIFg-7h@de&J^kjCWlKxcPet^5mtD%Rr6) zxdTjeDGOQ7ORjLq!Qz~DQ%Fl7b@~W6|gGrS} z&pArf4wYYxF0~qE+<0id*w?foc(V0Dw-0? zrj+-UM9RbB2@!0=V~rI@C4l__w~Cb#;Qr8U#p3}ovk%%gzd2oIf31OlN<9nKreLiR z;os(SqRhdul@k`IprOGzR^~J*-R+X^Qs1KIzA^t$sw}klm^@mf%2ce!Fek|zGGbI? zf!-9S)mLV0KaX}G?1b5rxZJr@abp3e(T`Q3F|S|iPi;6fXXgac=&&+&{vCTDT^n3# zWIm_vgx!=}YHv76iYn~HN3^%G+mj> z!vpeKKdup{O5?ez1Gd@_t}&-7>^b}^BKM${;j2oOx#9z+EB3{{6XSuIP4K%6TyZ0IkvJnsPrs#gCZ8y-#IS6da;CEE;ygDC0~)82D@k?hmaZIW zJ&Wh)oXNWJx`z1OQ;(HM?2{oE(v?K#b*-E2=3m&S`r4hIOY2@MVa~f;E;1`2 z*E^mrIx7*^yDBGe9-j!h0q2DG;@mO7&8{1zdo%9uI$a`Xa?LRjI|eXS?cToAQ;(Ol zyYD@S(z~DCw3?%2wx?hY+C9at&&`AJnVJW4`L;c*=APY)D}Bg%jpZyEHgb=}9Wl0x z0^@J}xjKk_PU1nX(;I)j2t)SbX!9%Iaz0b?VAAQDJ!^t3d*HPNt`5zfquq0R@p$`K zZvoGw?g<~idiz`NM4a`(Ha$>Q2lrvj&rMg9^{&h*-o0sS^m7}wJ$9;f@7kLDYvI(x(Yi0B>N)^mMccLVo`?j7IOx4H|sA$)}68Rpp%fr;E3JR&{C zc=z(`>YUKtsN9qB^tSE%$<>PWDeb9U=GoOs>=Bcv$9t#kMCZoz5yaEwz3Y9#bEEc% z&C@q_{-W*EulDb+DH7KBUkerRV>W*ECnplju|cZ)i7`PW+#SsNmKH-WOB7>(NQm)m zVOF8Zmr21!6B>F!lnME2jKr)O6XJznCnAYzY&^l*{bRLjoZ((tau3Z?a$V%bO>$P8~AQsI#EPGI<5 zRkwv4<<3v@9>)zgI+dkQR_|DXl6$E2(-LU0e*VyptXHDKlIWJNkfg${3wpodWE-eT ze)O)m+pI#kH0HmKWk!|T*%jtu`@a<{;S-s#UdD*X2mL47?~6-wYB z%MGN{oH?2_436$8{d^Z;PRcaQrtWk7Iv2i!x3t0W-9!52E<()|+L+}bo*QVVc`gzM z*w!KN8+fN>E;7xu=)nRT@V2TRWZ^#}y8AXTPYYp^9yG0Qbb`yfdFQr_?cM{khYir-Uty=@Dg+F-F2zNdM7;~iYJL2E0Wf(>WO$A_%^lmC65jSyLI z7DXn(qP!#te~_YP@bf%`D6o^K#?pwZY}@6^lFJ9j zV)W#*2J1lc98}!MxMH=%t#czLRiOD7DrK^WWbm`A%H+$Gg~?{g zh-2l%3+dHyvO|>yV{8Xq48O~lDUxBviVc1<43;mHRLUctilxX^FO)MPV~AB7w8&LX z%+@T{%-1X*RxZ@+K0ixl z{P@dlz3sP#3~q|9imsBbn)6u}N_*qQgUs7V+hT@IXEBumuIlqaPTANo#xcgRyD?fO z@n_AI8m@fv+06ybIn5;pO4@STO4E5dv%~Dy?qG<5I-n$z4)S_q4m|`Wf8ujc^S>vKA@Vr?myGV<2i*$>2YVk_O zO2JCbO36yrsKRbB3i!t!(WSCuMWdir5sgB8aa|!LcyXEo9J`mgN8wo0D6CbylDkq` zrf@8GtTbB;0^fn}rUBrvJ-@v#mxPykmv0@bZVPS`ZtEL`mWyTz7r~@p(&@uJg+263 zQ^)+<(A$#Rltu|p?d8(ej3YT6MICt^T_S2^Oi z-Q`R5pd;|F0H!RtFjGy;q^!cEJZRF}`vGHWd3#eUYVnX6{c2Te>5y5BYC&o-i5dCo zFX}}zispH_rciZzY60`i8nC));`5|i*o?AyzM<)14Z3=5T=uqE+|Go>Nb$Dmjk-uF zZ-AaEJK-o79;*n^4wp)F>^OS%%drH%T;UXyh+vFBg~2GMikRUYi3=KsA6GsReqo%txK2Cfh>@z{qj(PT4kl?btq_X`0tG%~wIY*PrZZY_!eUJ*b6#Q~h zNRV4pT4>sHGX2G^XhqRFFCPkZv*!}9&a4A#Koi}}Tf$b9t@DkchnMJXwQ1SAdvQk- zmdnMv&>J_A7Tz|=;~eLiCWzMM&?SG1DD8}dL;4ZKt0j3w>p1fo><(?YrC6?1xay+dwp);*Br89dCwT4*lSwrtG>n`DMIc}S7-EZ%1`5t~f`g*B8$?{}* z=XjTRXL%QS=XsZTXL=WU=MqduKy~(4A**|<(7wy#OM+*E*oa%P2hxX_$EwGW$6_z_ zCn=unr?RKar^58>On-wNlf(=Q3fytVB9 zP$8W1*81~@AmOM;i<}Qqp^Djs6T_kmlVLl;0TZ1jrq%THVKc&@?9z$Re) zcG;Z?CX)1DKnkJa21Rru308_Y)52kNT?wYc^hThXUffOfP4-PUgECt`+icrt+bY`- zy0HXns;^idLqavedU`Pop8ca#t(J^RzFM&yeO3PG{INK6y7!|&scpP%UBzg9U;V7A zwZ+#Xh9egIugo8TACp4^Lj%J^LPvVDdkuOwd$A0P<%}&D(!QoK)`DbkI70KoQhOPC zt9tEwX*OLA>Q28`^tnv947kkCnK$b8CXTOBa0d|hE&p}zuIg8-qZZ7*yY)&-klHNQ7ZVHgF$ZGI1uw7`f?8s5tL`d)#FNr44zijjC& zbjq-Cgp6S!l+Iv;m0?BlE9S^&hIvW4Un+DQss%pJIQz>FVE?#qUYxi^qrV!Sx`oZs^+NZJo5~0N34vT zs{-ez4h*lD?-D#myo|ihk?noh#&N%)GY2N9Bngb@?bw`CoSWJEyN0n%;u^*!WslJ9 zs8$W*8i%uxCTtu1V4Fz!Ce56m5WAyjpTxFYLSH=c(LR7}D#dV=*?fd;r)I}-=W<8$ z9PwQE{L8t~IhK7I+p4B64I_49T~f#h$&S2zV#8ANh^F3()rwvj<1wR3V(|#mj`}&x zxs`pYYlLfg!^)EGit&myx2_c<0V7KyFcFv>k&rwhGSWBPH$uImTs696#I46|YQ>UH z@0=i$%rRm-Y&^0%thIB#V|9*TA90g)6LnMBFzeCdG3_zpvAks5s@H1TYIwx5$_z|6 zPB>0FPCQNqj0o%icJ$5#&VSxS-c;NK-4xy=-Zb3&xXHbVbp>-8d0BcHc$s?{07_E9B$egZ~eXKaUdr`!bSHooZi+IWEO%Y`U09kn zbGBqmz{lJIJCE&{${=ymdM5GS7#RWu2G^yWO10hui95G}xxu|jI)lMH#eD;sBjnYD z$u;V}08o0fw`tAB3tgNS?0W5$ve_K*R*FuxDz@#Rl{S=o|o4sDT&Nv zbR6*Tg^Be|OBW_1Ir#UA-GxQe{Tt7&Ss5gq)w=adg^${+EFKRrC$D74Q`Oa!xLV}d zQ62L_^9>bxDIauCV!y(?);m-Jl74z&n&pMkrfM^|%9~0#3L171(|xk&y7-L-|8e1K zOC}n8C$l7w1-?r~>BmO{T|d(jv#()(A6H5n*Ow80SS#SAMe=o!l%mr>*G{5l{No+I zh87_TGqG|OCCPRHWN6dr(`H}s5FYxH6 zYM8;0F4_j$!yYZ}Lc2j2MXr&!tF%=gu8DnSO~xg!xxoGpX5fN{2?xK%3(L3FJ>zk_ z`+hUNGXz#BFWO$5puDJiVe^l}ee~*i^t2rSbt$z^E32-}08vNBz zH>nX1^xJ9vVF<9r?(&Fl_lSStg|zmsLM!mZ)8`o8gJA9M#VP>C-F^-C_at~2`WlDN z@rzb?Sh$J<3eV-H09p!y17IAF*ZIXV+@A>$;>CLn-$*e2;Byo>ai@3T^`V8}WL2=^9NnOzYdZj2dALHM6T=>_Z!y6V3Kf{)HCn2-;U&==ufLFtc* zI;gNWSgQX=KvaG6xA=62)!&LxY3+NU@#!3^zZs#@(pOXC(=1kh4T9Yt6n$>H-4nMS z__`M1yQMF$hV;XO-u%jVoHdpjGDM8{l|sOY>^GvnuNE5!Zlp@Xu9#zaD9r$|0N+qqZ+yRcHyN7 z9D(2@JP{Nw^1?^djrTLxrzre4ViAUk^8Ui{Qbj4Qrm`6^__E?avRpvSB)m8jF89Jm z-i?=>>z~OHfaf13kRJ+{dEq1L#!JTaDF*+IIPi5Yz<(0{I|Oe1%;&^~mzVR?C;U$i zGF}gKb4dP2aQxRVGTnW~xp*P?pKO3{>H)8p;9ngLIJ-D*#|#$ztax6baHwdom|w(g zBBu~jT%buE8Z)?8DQ38xo5xU7q?zZDIaQ>9wt8LQ&sDX$b*9_-k^93^M%9Y7-8{@D zzrb$(!CIBmzbAO8NW!&F9>?bgTC^mZi$(o?usA2T$@e7#KHimLhdr?TM3ciAq#`#* z1`Vnq5D-VH3kTJa21pic!4LJx(B%4wo4@-VaFs4AEwMGzR0i%jO+itRvR0gcw|>kKne zg36Sox~7Yo>(%ubKJA{t>;(IlG~XMccwqF;ZdN@{UaR<*l|P~1zd54@ZfW56*Kz)` zcKx(^#@o6Lw{i7He0lxC*WJg2>+#mWg~rE)>ld8sC-^g7#4TUcet4W;eZVVN2R_f- zCcyn(H-g~cH1M#3aQ8ppJ7}3<2P#-Xq^SFo?AvYm$rdEKgosi1zex$FDxTrnX1Qh! zf-NFG*8ZPU!ikDM!FSeD)WPDPV;lv9f%o@u(HkJx_jl0U8}J|K3F!WJAZk_d&035z zfgDEuiUtU_|AF?^e+}N%fPaGam4N>ycvk}c!1CYV+L8Iyo|D+ar7o?BADVB&zhgnS z>y8z)(l`I6U@-&84Dmy|)%D|^`#V&?$NKN03&aLm>7RddvUnmq`lpjb zUG)EF+T4Duz2;1N(u56LM!7#i@Vb8K?e5#w(!Q#_W=(sNgY7bj!U;u4yLc(%=1bbr z9<9A5_Sdr8o-M9P*ZIajuJI4v_+RB_2!i&-OIkNy?3VTr?KL6VlPv5FC)$&2Y}f?K zJp{q)qBDemwi$N%@4J`YZoWJ%?djTUGJjT23bA2e6puXw?#q|yZoV=t?fKek3V(ie z3r)Kp)clLZh0yxsZ$Ikqmr$OMc4FK47@dr{qc*?8Z_c;xI}??w0D3I8dby31$--u^k1xAM&G!@GOxmIDtieOtJH&jPM)+qDV) z5b@fbU#!A;08ai1dGI*~c<`*9BLly=T+!ZI8) z&?2VdQD6-|>Hj)d!?hy7u+}tu{t5Y;+~`H?AFa}Vk$mGl{wDkROB(dIOS0O_3a7A zOD~c3+m+0{a!g`WIx7qC=B(A^ZU+P1~sF$oUPeB!d;ylpo;Cf~i z`v7ox>34g}=lPJ)>LshgQ&3I-o(1mh|L@38Dh#`iBz5MB4$3S5uZTJTJijZ@B1edkB2uDXo%w8i zeoMC7{U+re^t|9y*RQ0*F{(QSFR2SZt7}OqPiqy&>1%iMeXIlX-{l>xh<8cf^Vi5- zkkh`4fDL|^cGMy+ezY+E6G;j`b&CDELXCF*D79b^jn(OsZgAIX|I)O$?OARo^qZOsz@y(W137!Y0=w zK<6aIzD8?`O|O>hda@_-R0BtTJC^h@|7KIJfLrXun!{M^4Yw_=B!`)@yP7_ntz^t< z&8uw^f12tYUNNd;nNwR1*3mf_<9wciSp?-KpgOr}4a%kt8Pze16w0=Ycv+J?nmAoU zO9kp;I>iE`(Mj>7*;5?ANx6N@Gc4DbW^TnA$+||2QUU2WQqdEPiP9HoYKP?(g6TK@ zw+wsbQ*(}H1quSGANLroQhQ4`t?|6~!72o^fo*A{7vN*4q)bbi9ook>z8l1CP>l77 zKiWbuoEQ8(A`I;W1Ws14mTqCY+~PDIwcmk7pQo^mCHlqxW&7jHAG9YM%Uq*`A-8@n z|ErzX3l<+xJK7qe4SYS^(hIA<6g9%sjjez8paHdBsK1bZAunsnmx~aq%up|ZvrbOT zX}Fa)w0X=ihfHetA#eItu{x&wokjJ1nS9QKe3^XKgnW2MoY9&J@>g}Qu?$fL8%l%^ zmciT3j`wALeQRPkoaBC_h9^0wX)ztq^s4eQ52$hACQRGCIV}wW2hxq43h#<86<(K5 zA4CcPo$%`#m=(b*x7#(#HPGc6zKH$QLWzBqzS$`b+nt52fYsCf(7u?{1bTdhUV}jw zNf2zRJst6p@g(1uCv-8!HksZ^q1SS-UJ9pm6mIU zGd4D{WKbh}kei?wVbCArCOU@?bBOGuO7t;E_<|6uV(R5Kgo8jNRx#B=Vj3}P@&9>K zt})zNo=B!+Yn@+A!_hfvBLL(Im-ly!K&T7%OgB|PZ40pJ-g0KIn$zMi9m{*Of0L>u z0-d1aGD5Dc-^_jygd|GeW?X9yk*G7+h? z%;lMOH}WJMtX#f~6~`62wA(n-twwUOzji5KUHo8pq6}&ji6?csQr`4$sFYYo{_f8% z@-mg!mqwkZ1*4dtVhUzrZ=QUj^<39M{T}& zsT`3w(KdXTRm4cMI&9!^X8UqFR&MgL1y8C^ddxw#F4|1qC29WLuO9Q@q77z7P%s(+&&g1)4>x((a)2qxKQbE2U3y7XyWC8 z$fI|bo^~;l%g2`2*G{kkIt|b2irH1I=cgZr`l_)R7=vWOyGcbhqKQujB4Jyi9(JF( z*)Y;^|B&-d_8Cq)YTdIjUtOWAr@JOykUrnLOZ+ep`M4$OZI{EtHkpnKl?lHfWf7+h z)*FBBPW~7 zx3XE!C^pPhbR`a8=jgR(tl7)-3)KG>{O0KssIzWbTV zyX|nn=LYdZ)#!7xfKN7f5Bg1Q@s?7PTT>6T*s)N+dlmBX;*~o=Hr@@ZI14wK56VxI z^quUNmjVbUa7u?$o&*=Na30Ugp8uTXXmze%v(aly)c3cOg?l)j*v0oeawTZ)g1=~V zzQbokSMmV}_N77Qj6KrV;a;v9-{Ehy75MNbrY48~6()|{*MQGe{gEw}9sVZ>b-KU@ zU$6SPtnX>U96Z+R`#bB0VVEp5oA>o6^w^iS>ymwj=rm`iLI#>UYx?&}o~V)dKH=t0 z1}gi2AAL--eUIQj@Jx8F0YDeou}qePjPDO=;r~NedAIFe^*qk}ulBAy9Ln|mm(!t0 z>XJtMEl z{vMpQNTw;|@|~K13~~$3GwkKghV<@es?(O(=a<5Ey-RV6y^-Yi^s!|#`0wM5*=oKG zC%aQF>K`p->;)y~^E0{?4Yw31ZZl^e5d(R%sv z89!ggy$f?)sO)y+bGyv7Lzp^&{;qU&@&4;bP$U~2?7Glu{&Tna#bcua)t>4v1xX$D zs-~Aub!hx>>wL+9!;!Z$OYooU}*9=Z!%+THW|EwsXBpE|d1 zokE62jVwJlYra)N$3d*#1X%e(J$tC7V9oG>{pxr7<}ArrQzPpYEGBJrykj0-FLK}C z1UZQ#gw*AlQq}lks7Q8kK<_;Y;#yINjGwzFPVgL z7feDbt%x@{LaB(AHd&skp|%qVeV)C8nC-DWiK^Q{R)1(IN2XE&EcW=q;?DeAa$Mn6 zYj~waCCFmw8p10m0?@!-th0tNd24Co8MBHuCpzm6A|U59&g2i&1oR+f0;1R3Iq){a zw+X7w;6_+Mz|Q8sF>UmWF`$8LfrZA1Wuqsz?AKzQ6X53EPavCh7qK@-18;HyB}ujM zidjoTq)tGpXKb^4=xw%hQdRCEB6H^AO^&0)sEfQPo6fF#C`>@JA5yX!5W91<7HeA6 zPTs!8nPj4NT<0z+DmE=BSfmMeJ6Q^V9oHo@QJkD zxfd5}Nxqm3j^(-98TqxW#kUlH95Agew}BXlZ)CM%-=T|qcS<-8)4nb61+5>o<{2cE zOQ`l5nO7x!2m{IQ{k>8<5Bj>Te#{+<4@bWl98Ux~Z+hcF@+v-jYT{XJt>kd}u+}Cs zxiib99>(o`TemjA{luz&2o^BiS>)nNzdUg~{9e0BA*t}?N4Xuc+K<$>6j0Zt*_EdD zW>Je02En)R3zqq zgkP)DndHlq&y>&H0aQb-UM7zNzcxL{eK8VzcuhrQsN<0LklT>ki-x=#r@=QkgQC17 z*G}R8;m_6~`-8e|rV=8%wK)6G+w-3riO}ilzotjSuyGHMe%si<$+ z8gkWP^hpIz8OOVy`80`tQPc2>Ra+TyESxIvrT9_nVp8%5~)&jZorN&F{+G z&$BWfzHx%zClRY^$T17=OXk;D3k0eBR%=0^ZRJ?So6gZgybAAOMfHf*#Hv-xBi?jg zZGWTIuEY&0<8>=usK1od>DXYY*1jdaDtM!SvqA7aoii|ut0(T~{a)Ch+J4!h(m>rg zj71o3jxSfZSwYrh5Oy%GD_0h2Fq{folM@whH)rb9+f|)U=LBdthwNT9%#AM>G+XjU zqRPVuye^P!!nz;Uca|uGbiZs|ep}tAa054=@vyQyKzo>{9nv*GtJfUhQ7(L9mWK|z z4BxZ36pxnfIwg-@fo_dYI@h#~wQ;rAs^IxlQEcbn^Jup2vkD~dC6 zlHVvD61XiRB_X#kgPIX;cCM#2#YtZ?EQssJZ|qTcqQKp*VddMf!b+MRW?Gt7a&|}Y zm42_{5EH`EL_y-4lZNV_-<4?IXP$Bx-SjK}!Rq45Kurf_ZgZDZeY3X1)ooWf-l!`a zBOT(7q+=)Lr9QUB`Ptbrk`5U=C~(yccj*jwS{v-zAn@0a-^Y`%;`TZpZCB*>mUad0 z#hugZuavEqC3fyokF9s& zJ&t;edh?W!!tOZ|c;(2&!u1ZfRJ)=OXY)=bAGKwv0HPGu+SKeoJ?GIxMV?o8b!Ve< zqKsj2GH1v@7<}^8^zGyH zMb>skTXBErU$)dfK_az8W?hrv-NeE6s`T@@M-N`lY-Le;ydSj%t!)eY#OAe0F+cSTcfR)~kJ@(k%nckYf4aLO&|~8r{End3 z~4@u*H#vD^tmf@bg_ez{dzfhdXa;p{SjKx z(>zD4a#~Qh2CMPbVkUMZg17J1zj{6PV`Vjy$=bNv%^$3Dp5NX?E39+Z!i7-P%9ziG zI80ZY!wol!uB+ZSXZ}+}5-G2i>mx%c_)uz24&8Qme%I^U*{!d(8H`*TYl$!u6e99xWeDjFz#!6@hh~jVpNm4Q|3_qJ5%{}8X$OoxOL0@d(mny zR37}C71q~I>{oU4TBF>1yF4W_Wyr~}$;aNF@2A#y_skNY=+^X>%gQnBw`- zQVX#;b$mohW>mJaq0s__E~%My@s(Et87YCNj%6x&_1+9wIqRo2%RDc1zD`tjnTI$# zpfx8hOzh+Rm*?`gQXfaQ#IMd9op&G&6FAz^>boOIN*U2=MYC$Y@^nyY0aR%`b7F8` z_yG0vkmzql%?CmEO&NY{xC|_%wJt0=e2YYzSy&s}n17)HpfkNa{z)!?306ZpBpwd) z4?@yU9+2_^FJe-+U?<1f-__{&D^`8NfLC5!>cRy*IlVkce z8Nf{Cevb`+NQ98uI6M)F#Xtlk27`hADKY?Ig#M{y0A&1BG63PkjFSNXas)>t4g<&c z#}g*AB#@m-44m=188lY+SK3Sy>;;lC>e>5zni@YTRz3cG{uhk=&cHuleG^+A28RQT8QweDbf(a1*z|RDH-+1gY z*|!e|6V1XFu2Rn)Rb*!zKr1&aQf#zT-$b#TGt(Oj)%Aa-2OR0I)qu0Edycj4dwx&% z0nTog>=h?}j|Iu|T;8Z8D>ylAaGC`bN&03%>2Ya++}|?0_H$b8EJTZD7*32Lz7E(^7-$umoKMZo@G^|d4A@TOr=K| zw-9R=PdW>Uw(xdm0fWGdv*iFQFlGdR{aNToCOjB^>U0?c17I_lNDZnB+kYp6z0=zj z8Hm%tV00iYq!*j*&sv2>`+hCcVK6;Wl4xrt!#%(a7}V5i{_Y+~R~NS(pqnpE08wEF z-VDEWuw&C$w+ahk2@nZ`!(uTcEI|_@t3!}FYKo%?X3{+*A+S|QLSH{fg03!b{vOD$ z80<9Q57KV}!{f*Vpq1$umIMKpBZ?7#&z_C}Vwo9raS#!BE>Sr^u`?Y5cVL4M#c(iJ z4*dB#J_v^=i}njaSO}a0MCHInG#$g^Fo4@i6vJa@j!%~iCVpCbcpMRIjMFiQK!Dka zrpZABEFj_$#qi*TK?Kt!&Cm;k(}njzk@iS4^bCQ$T68QJ99Rt^bum~XB&t6QmJDyO z)A|5pM>BK)5y&&<9Bcvbo+45gKeG=a5l{+=$Pw|dAD&*9NC13hA{c>8n$ZUi2cLsP z>XON#^NS%uGxQ8*7jQaFuZzb*kf^Tkz>q|B1x5^?FQ@lQf@VA$9t$Q@L=F#@n&_P4 z!I@|Z#%8*B@1!#&;iC)9JCqI|>(Cn+4A{*GH+6GA4+c``W`xIZ7Tbl%7Me94k0D_s LRaH%_OeOyZovc*o diff --git a/fig/fig_sec_jam.pdf b/fig/fig_sec_jam.pdf index d57835db0936ef585012745b5748b49b58eca18e..ea0bd01b3721477e80bcaed828f33c4e92b1f667 100644 GIT binary patch delta 23587 zcmbT7RaDg9*T#Q}Nh1OR0+NHIbc29&cY}0;)R4nhL^_9*?k;OIQl~A*&qS8j)GTcQ#MI zVg>k2W7_Xq+5>-q|KsLs{ZGcUVd`mSdsNj+p)tkZK`5?$Ac*2;+G% zuPGzeT@*XrV_2zc5w+AO18}@n9e*16a;*L_BdAhJoHe)P>8s|suE3zePxIwefvF!|AJ=FH`%SV@npRnRe8@aT6u(yXBcuJ>+822jH-#{?*iceP$& zT%O3^GZCf$Iu=cw`6HV+YK2PEw%Bq1*jM~|T}Z5NusF)y;Wofp<(qTj^Ou8exc-E8 zahKfTi82k6n&FWsZm1L?b$6R`w~5qJGX9cCw0p`ijy0PB2_Pq@KJt;Kmd@};VJx#0 zt+e#vJHgklO;rqMV!MJri{tLi;mf=kcKf40h74evkFS#xB_!h&Q8&cZkp#VQmt-dw zmOi2E8)!G4e&V%{L+`Zr_<3?RHb{6=8t9biDO+t)(&P76!$~5&l&MsI0E9*(dk5~N#L2^l9@76uY#blHBp2hYMB1~kuwgZ?O0@`_tHGf5|Ljj z4WGyjX4w30Mby|7O{mY|DBG_(B%T~}ks*TZ{yBF)YrBDAc8&4-?>yyprOP+SW*pl3 zC_b#0(xi0k3L_s$)qh27qz6&Irb|_P5aJ?~M7+zG!3CbMM+o_+X~hd`-^br)ep}J} zk+eS*89dR0gmwG%{GQvY6fJqT$MBOd_4W5`bA^v5^JpW&4|$&3%?zJM^BE(QpFCkD zw&Wmx>60MA|58wF{y?ln^4EAof_a(vf?eXv{#2+28@Dp79zR*0`JKu87|D(nRcE6f zwS~lIHRV{qZT#Hj_q^(#KMA!jM26ItAJ-LpAVzU?T`}W75-BEZ#d`R561UhF68wR> z6>G{UY4M|vJX=rQ(P}z;H{L()6-SV2l4dnB1u8Dq*SbXeigDwPr<#_KC|Z;i{6g9- z{Bv1Z?+Y_dd((rD^f4NwJsiJ`%Si|LCco9v*}dl@0Vao~=g%1rKJqdA*MDxV%E!7^ zE>jZel=Ap9eR?8Z7JlBnnL8feW3Auc96z{H2=DGcpJ)n*Tbv9yUGt(fZf~A9XxpAg zija*NTuS!H?PW@5DJ9i?Z})QY63?fg-do!iM#kw9MrGcJ`F{WXdWQHD2`WqNvub2M zjfiPjIHtb3dwsRHyx1RYTs5c_XbPgP(z8y~EF5-L1MKzxA{ZUp^EL-%( zUs$;viU>dL+?vUHJT zUoa3z-F}Fd&?|DBlPHDxk)tE1>%Su}-VybdCq7PJ1Gz`m6Y>X$_!u z9yVRpI67a6Xi@y#X_EYi{#{|^>|^&yN;M5y%|_Lu)Af-XbxNi{1JG7XMc#DCpTlW& z4>qiK>r1lFe*86fR=URNNvuhOt(`V1tl861!9(R$=n<1WN~{7t^Tt-eEQD!DxsXNo ze(Y#xna7#@9;xy;m5ktqPz5=bsI~><2NF4q=$2Lm+tE*m8z?-YbbBzn zl7&+6HzuR!7f6YC5-b}v|3Fb@LqglsjyF`Gm?Th)>=x*tIEm&+Q+YILNQDuN=@So!56==yqhUY=EKX1F9VFr?M*73mfuz{399E z!eKQA21Y4_oHSvgtfuq5=A3YsDWTdO3H(tLc$!Z2scp+Wd5?ZG7m$WLR?;wft`%hwa>&I*|(zUyF^x;w^)K)f{BVaJcRt*AKq~)Tf5kL+P&lcz{{H$gTn?Gd7mpY zr7@;4d}lYuQTkd~0vdSXkg`jvPD(_m{{7=)2DV3kVk6)77WrXmFAYS9@NQXI-NCp?!`(7AW8rLkX*-AgjQat?)-WP*+XsLQT5h$Ciy$kwfsmMkj%Iwo+3R${uTZJ!G(mL$in+CQJ!DD!Gkry{%x1qXRgJ;wieq{pgvWt&RIyVv zicr%#vOGtk-bU7BQLms?IH&q9O|+uc-em)JmQ80>S1#ecQ7PnAzs)`Y&~KKtl*ic; zc~=H7z_?y97?UVYOaXj~cjf9{?4{y73i^=kc>cZmDwZTqT9av8Zyn}cm77w8#Vd^* z4b5`#4Xdv=Z$E`rAfQ$aH=@c`M?5 z-;V09qvv}daA4((ZF5H-biSqX-RT$FJ9~S1=9(58b7m-fywglUq+X2q^IE_{x zh~}v#<>EyB4h|lwP)Chkg&WXVpvGpsq+1QBpwrwmV9)p*XE`w$2*x7wMt7r6#VaQU8_(biK(sTZgFhO||0wI}XUT%F78uD^Q zVRBhj9f;e>okH7xMPHIHy@s2S@a$T9X}~-g$_z z739~Mg~`PkHJqgGTN-7m34@0RUtW783m*dLnL`KO`oy1J=>`W9@m0n;&w!6&cIO}vG$nX z*-5YF+HRCL0z>Ak;3?Yi0d?{SMXT}sE!@^yPA|a=a5u!^yJ(UXaA_RxH3-(cY*o%s z^NXkBt5D&)9Ml1v-Rt~1N}$3M^4m~AW`I1tMijjNnpkPNOxx>O*|k9CRQ!9ZSfic( z!-w{}>B|RmCHv_NK^z7*EfFCr<%gyG>VVP~uT|Q(aq4nv4;(M@ zG-y?MR`|`KqYh9fyeiMc)G5*L%`kKx@Z9L*8=B(SP{yMYg{2Y z=YNk{iG8AN*IH|SBcgrlov@MInV4LHH8pDdaBW%#h1VCwT(FTdJl_Sx%ZEJrU!0>} zQRmI>qXwS1nHGqwL^em&03)e#ryF;A*WLct4o|qK913^O=sCybV zDO(|ZscfPO#oMan3gtHGTtur|Z?;_rkic;{)h2ny=2R3V9kfp`*W#b0FMszsa6f5*yfG zAuEeMqCu_#fbvV<@L38u^#hAd>*Aphg0Ox@7 z(4n>cXz9IBYnJ?nk95Vi100<$%dPuM_o>}+yjMeyC;<7p%`tN{ukbf~B`1ZYtY%QH z^(zxO+X>lL4lcf0VK*I%^1Urd8MEg}&rR!o=4X}aIE^}bIe(aaI*s-V<|m57Wua5m z+GxBVyLdI>o#Xr2{{v|>NreG@4*~bPz&Dc-*=;={7U;=xdXj;6;;8<{)6WLiKd{xr z2TCAfkaoZ#vpg}S(!}JHy@ng~)8CbzX80!)Z?vF>KP+OpF<<`)7RJzRpDfL9WGwcf2hg66|CivgIwxcOyageMsiZC z+Rv~rTgurKoHQ`4z9XTL)s-_F=VOL7vphfiAcgOxpEWSKirI#aDSXJfox~-@emgg9 zh6lI-TP3Hyh&&AZ=7@)D_>p%eAKxee`dnT35E`Hs=ok1*4R3eAD1d%c&{wJTc8$g@ zlwwWY{kwE|p=>jqK+N{IyKp>qmUaE%il*+NSOnhjpqtfOJim1RL-B9lK7Vgd`FscM zDgcB&qlWIjLys1{kyV+<5Rn9bmR9%n`#){M zVjpJBQguq?T_2?(GvZgp``f7GV-I%;(KiMi>4?2GC+{3QoAao{E`@`a?@tANqinw~ z78FnosDVGJ(0YEFeo;n|R>qm=!M<9Rv}Y|Kaf#EpJ$paldbN0UcISMLx>JDj~YjHObetH=u#N zl`Oc6z|%8r`MvCK48BMh0yxdwFRUkzmeQ|KmjEbm*>83s19&*@T6Hbn=U)LHdNYnX za}Z{YF3WXW`!nqc^_E?WaPQ7`b2-(;+Z3?|j~(fuLoKzv{zoLUft5C#S~y$Tky;T$ zft4xcrMfsz4L+XaO86?ARPZw3z2TNd*^8%8f4~*`u}dDq@Rz3pX@nJpBYYjNS|ntS?Ik6$H!!U$>p-OV6sPN zQeyisj-bY5=y%DTWn?A6rBPu|>aknP%N!25Ox$&-l-&2l8K2({|HA0I&3>Euq>ax= z;HR-=@zbN>-8E7(uHh?nVLSCgz+zW~H*v;H^>UIt+gxih0J)x?rL11Oky?j$-{S2b zwQYokdZe;T?EFoC7NhKcR~zMuy(QkcTi-OTnUggvy`sb8>LY{rQv7iD*LQcPL;>O3 zrja2}$%9Z5(Gw#8Lf2;N@8-XGzVr>Qe0TX{5`K}UkUH%t+9385R15mqewDY*FTMCd zm?OcRzlH2CFbAt|av>pL6B5llG^t~Nb~SRiEh~zmb^lyi(H(ED>9{gdYbyI#eX@A% zZ+4v`W24=`cSl`rGdZl@TEgXQf&BL2jMywSI(PO3E4f&MZ7O``lCh8dB%f7jue=1n$r&*Hwd8i#dd0l@?M8;3#xXyj8{NS}=>!%`tuuq5SIV2^!??JMQJYO8%VKl zZfE)xu*b`H#5IdGl4zoWHt;?C)G6avCuSlV5~LZoK~5;X%)|77NtExW;7`HK!*jpM zHgPc%#Mr&xM}lp?uHCihpAsTJs0K%IZO_qQmHoZ_loj@Zu~o4znN7Uyyj{~iMd%Lf zoJ3RTp_R6k_BHD_lDx>_$jZpJ$+m(?*<0CSAa3~0HVxGqs!Fwr%ju$7Yvl_yT-6sU z{h9GFW@q~ax>e29JM=aA*?rXGsBhB_Et8sh0fhPS(Q-t?_As-pLDA#`5bsa)+5Ph(Jg5z20L5M{cz5s zv^I{uX9gh*4w;Du#j+xN{WW9H)8ej?t*O~UcXKmO4AR~WNMg>UH3U&=6Jzf>RQc!kJjFAd5PN z_8Q0*Nox`(B<^uHIDr}f@@ov^qq;AF6{O7%mBEb*1?v%z3<)jwWC>zer{&`# zgx&tY3orH;&2)aeBtBLFCB3SYB5uNmH42hVe_YrcLI$-N;%fvm25<+T-}xQ?t?8r^ zy;^Lg=c~6F{=s)Lc0N_CH>&+y8d>H^D3+F;-pqOOWgXfLnRIZp83z*p63UB+biwyr zEN=V35uB7DRd;&IRA7-orvR_4n)zMK8V;n6%hDpYX`J4Ej?-PFqCo{}n(FjQnYG`M zY2}xI%e(C8?vd4tjEMUlf@s%@-dKKC*?RRCdgnU-QRs4;8^Z(dVG*l|k587!wAJ3; z(Va{*9b9J2nly10;lXo&<;I=k61-z&POWU1jzeRm#mDs7E{N<`oNDUizrlEt3vT1p zT&O>zX)$XNzdgs1v(_1-s7YLC4lVBrQ^uw((l8^MqvI}`-ynzs74UnEt3^x8e6jH} zb8#JYk4s*r{s&mwu(r1pSJPV~iv2K6^2ErHs znsgjzjMuoYms#j;4M#Gl8-C_1j(p>I8pLa67#3Rz3H-IAM47og#7Q{sS;i_KGOyGH z^W~8~4;_Y%jS z(jr3S7Dq_KooP>d=z03|ew*n+vt{1RfKgq-#5B))7cm9IwhzR`+cl0?APF^ID;F5| zjXG;kjO)nFzVA9#DbBiE`0eaT^W6rvMb@AQ0UBSKaucBZA)dSO>n`XimPpJ=tODf* zWuiC}p#1xXDqi;P%C7w+WOAa!D>GZ7{j*=m&8SkF(nQKtN+IW<{)C$XCgB@n7O5A< z;+&%rXECXr!G{u|r6Z-~0w$epJ5R41FBv-2?tX6e|CemO>bpOvRDxjN*SlV#GFm-cW<6O_VMUm6 zJG(v9ZRD&RuYrn1q(K!Wo-N@OqHqzRrhM1MZw>q`x_MEH#?F<4Y|Z&+gZLG#RsETN zjWT~P*cIk_m!R`SCEhDfo(fxE9zX+_71b^asUrb+!Ue;{!-dMnqQ>7-4Q$oOSIGG} z5A#cBv7YtAMI?V?j4Rn940UsHd~tvhT6AxM&8MV_tFpt9;~zzMgxGnsJK-&oU`db1 zuf5K~omMWxwo=(L78_1$RU%aSTrZs{7I(eKm*jl9=A_L$i^Pki;jlw36EW{s5w?=5ntY$c?&o zsuQ&Q=Xy=?bF!xoME;S~kdG8;iBhc+7NFUKyQ;abKV6C-V-5UlZ_76_n2?vY|Cu?n z$gajHZ||`R__^;`$E`hN7p2trfVsV31e#KrW+rYb^eTtU}yLcS>K&E0o zA5I3Z7Dn(qR~q#?ZZ;=5O(DG|N{3nwHQAcf5xSeueRtgxG_1ohxI&cm>U$%3JH(fP zRqbeg#(I5L%Q&Fl>qBkHRZuUOqo74vA^*@ZErnRIMVD!TEU0DySGV;Nk{!tHh`?$V1b=(jC3Xtm!0Ln2*KtCn~}%t8p+D9=SwlxRxovYh$6w@E*Lpf7W4T$%;UxP=BaqlM8Z zb^-R*ybV4X2~oJf3Ev22&nyWwp~q?Dr}LF)<327m+hdiKZ!D}d+2;WR%3itgaW`SI zuxL7Mq<>GB$Vw-}vN4F;Ftj7qzkVTBJ;3Xd(4mum#^*e>@LHhJY;|$c2+Ta_y2HsZ z?&4d=2Dfz;xDbvv%m7@pJ6+>MHgh1s=6V%;NpEk&gT$3?opuXCvx~o>r9K_@O{T<2 zhTyW-ua}0uT`=l&Mt>h;+*zu-n48SiBHmBWc?Rr_k()h?S1s;nfkay&)3wj*eGM(1 zQV%t5c7_wznvE1+6xQZ5b1D^2W=6FK)bhifnS&>LR!APb5(UKTO`wOIgKWwYs;{?p zLkh!5yuXOpvAnd44Zk_kbKA~R|8XJxXK)mFsxu}R@RsN* zXugzwsg}dDW)G&y>1by31n*IXaHQ!;2Q}+>3br%2%OC zul+M|!!nB^b|Mf&BD6$omoRVc+eDGU(&UnFiuO7n@`c9qVDKv4@zFN{aMh z#?MPr+_ts4R*HeUm)G^DM$uM%g*j9@3fI@_TB=$c^c$G<8j%JdO=Fy@dLy|9QsG~r zb9-lk#UX0m_EzXFdNS@NM_&|$n9s;&W4`kF^N+HD56`NN#JWx&*h#1AMvu<_<*F0- zUN0630Mfr)eWIiBsNfS}SPn<{bC`FxAPqfye5DgvT% zx46Mkh^g2Qc4VtlqUny73m`s8DfST*wUy@t^9ZU$of@^{9jUxBA0NyoQi#M^s4i z1MW*hVyv+ zHX7_B)RJBcjD>Nkv}O5~J2m^2Q)>bmL=$9`^-m3kleAwenii7yYYjb#`os=xAXVzl z$n-PS(bTHhAGekiSoZfhx*v=SeMXjA*esJ>q~GvkNkbzoCpC=&ZTfxaA}GptZJl}_ zPP%DRWbf`q(~lci^g`ua+KdT8TkF4uJL2wkH-F! z!r-+0$1Xjh5%*;+2^$?F660@O`P22%jg(P8_8Apsmvg@T+CLiZSn05bc-(9sq7Ri9 z)9QJ=Gj_@49{h!GI6;S6^137@1x+Jukjd>Qi-LJ>1J{(q&)Af>=Tu;}uG~q(; z2@S0)eg+8*6#C<#N?LLOpYA6Cy!sSgk6MbF3l=ljoE*4-&SPutJPDdDsI! zxtjiFLM>fuiP4vnJrKd zSvu$(ltLO4D}`X3)%D~SO`~AM^hoAg*Qh7GHqP1R(|3Kvj7=WWksrOzU*@LOy^o=s z2~2KmzsgTQk|jPQ=x9*Cdqna15%m|drZBAepv;dht8LhtlC1hqYY0gUMU9~*P%Y>_ z<^zQX>&|3AahwSMm@|-owJb|=XC&iscbRh*-Z`0zC*(W7=S^_*MGlT0?P&)^P)DqW z;`=%%o$=adrmR(06w|}6vC8Ab`ol<)2bK<>6oNs8R7xlpCQ6u2$h<(9z;@Y*M9RWB zev`y+*Vmz09Fb0hQ^Mxh^;Fp5qnh2Ud9Ocdud*{jC9vblF}Gyzv2#Jvo^sL3 zx!-XNnZMjxO7%C(u&v8}DUo=uJj&C8Xc+iXUu(BnGyj9t`O5a66!oLRRRzyt%i7lL z1Ew`9mDBfV7a&qob|4(u9x?fFF;OvNdWUk|4Z&K=~MC9Eu+=S&3&Txo4cs|77B$2iUq~1?ESPi#GNdI?ntJC$U`kJoeN6mDqhDFTEp9z~cw{Ff#p99@a>Z2C-n;MV`)WF@wy3HR z)(%;aO7{YOD^r=0%-lmIgaw(u`y|=zfFI&X9$LrO_*2{vGxqD7o7NhW3x*K>b42)| zkqr+CP|o*&<77HLY4bf`qv+&erkhs?iR%mwMd=;q7l@!zuk+X#9#k;-lFRypqt+*)x@ zOMlYQV?W$7-Hx@(vfaZC6c)VkXn`!c$aK8)zahvYRH*);Fac(Z=5vC1s2keL(_sN* zrZ|M_JsLOiGFrnB9*@0C@Z8T%44u7_Z687&f^i8NNAvP)QWnQdh3%FMXsl@1YuN); zkxC#W%w62zBUzotb&EwcznfTNG|j;;-FNLY*SjyWTg z@Q)%p{-6nMk8gbGSXC#5iT4LY*YT5+1b$V+>vs%&Aq@F zbDy{PssvQ`%4@3l)kv`;{xKfunYn`AQjYR%6em$KntNs5IjJfja3k5(B>=ToRLvuT z4`jYz%q|odgP`#PW%q1H=YH&`6geM?udF`kO^nN9{+l)0u?d*}hZ6rib_*hi=A0^X zL+`XtLEL5Y#b|$D00Cd@0NuaA4|ngm)XKg9r+v;CRhSv3^Wo~vk-Uq>?cTPB4nTNN z|Bs37FLID5y%=%}%wIUtxpmLvd{`yY&Pt7aJJ#X38oGXWZ`mhzA5Kl4N2P2cpxAGv zAYauH$!kxnHS3u*Jd+X+e>nPyfvdEAWOAfZkf>#_2St@=ZfsBkjv-crMnxBlayJnK z3KCvRYSpyCOZ)3p+UzjQX+CHgs&CQiN_Sl{gvEhID8!B9KAdNnt*6FQ>ruLe%6p7Ah*vt2euh@@7z+?)T zqDL?)A%SawmzbgLT{-#F8p1CCUwJx(WLfW0!QGb!7D?fOcY)`d-xxk|E0DgdI2qB{ zSPtEUHWpIZs|m-)4u(CRi11X!v`4uVs>gT{OlXN+=5MZcAS-%B&M!GDH_d)A({C}z z#?s%*1MZ?iL7DO_Q_Om0C8QvJw|)hyuM`iGn^x}F|pvxs1;N`zPdOe%`|5 zD!rv0nUbRn8~p}WqG`E)5P_Ct<4+t+YKeTCBJM9+z8R~!FnGtSBteJzBR>FWMt|0(p8LmBVe`Y^t1+wy23s=JY!Ne4O4;?`bUz=sJi^kKU{%dj$7f*)}0&Z(vv#F$YmRn~F|T zBaJ^AkgC%kX=dDf>(1{Ry`-Fy;4$F48BiB@08&#|eL7vL%E;Gmo{&quS7bjW7ppEc zY5(k8OA(7#UYa-2X8glQu@G-+W1epV`*qfxG~B!Y7eQjs{kgERMbR zLhwald%xtVID3A(JEtVii5D=tq?8G6Lsd((;3>(x%I!D??c?`Y45~Y(Xed)* zpSduV2O59m`EFk7Pz_W4TMPMF_&a`4*FV8gP%P$70Us*1=_vdywy*%X>&Z(c-8aFL z&^dF@CY-IB%jXGLoTm28jt_WZXDRLvBsK)87EJEqp5k5eUmK0sj?a7IJLh}siVEj& z&Md`vZ5$3z6c;~{6y}bw+F8%9OZjY`Xk%X z;;kVoYBae76Jf|MG|>$+BwAcGCs%Ev1Uc!+3JG;7Kuqi)&pbsSK^^jD`J9t_$O<&y zjqtMMYOcs`2Achb9};$$e>8E4yhUT((B6j!Dof<$OdyauXq+3y`^dv$f8;Eh@`n9B z_OJ+8odhNz=;y6D7mDBoCSzAWa- zQn2|za8}2=ZMn-9d~NXcsX@4P9UH05JX_dS9Y0$f%o?TdKNI9-bzS+@%OcBwY$n;u zGNe*u|F>VAX=V7i4Mg8ecUbYq0Nt>KhAuETs4o;%yP+>JlS742{S2zZ)*UF<=ZoUW z5ISJs|B7c7JU4Lgn*Rr$x%B)8Fbn0VswMrLJbz@?sBAr#6PrkI)O^bQOHilMN@6UN1_<^yE z5H3~%wRleS@U-PWF4h@y&Q3h=toz{Q--lM-weWed15+@~;-5oXf}hU^o^L88<~b4r z&en+dxB<|n*6Gvh_<+&ITHAS#1K-B1_Ftw}{}7LP)&rdj3jZwBXV;%u2Pzk&{u%9E z;9Bo_{{zUyquY2$x42EtPqlg51CNWRw+WCQaJ|@p;|1Pr3Z(C%?r2_OUi<=U5fNx5 zQ47@O%yS<6cbk0Qix~;D1%3t}sDXiSDw~(!@5HJ?8<{xOZdpn$UkENwc@H;sMT2jB zzdrX3w>@Q}-kui?+d1VIjceLM`S`B{d2e2~ef3_?@+DhI_TC6-6FK_re`?wmez^_t zF*6-jY963pTGucg9P$y0JK6A&SjnM5sQm?ttt2 zS49EjW}}=Nsb?esjGfE1(;09qa+P(*5h&0ZwmNjQVRUtW_XzV22$vY9S&KXEyV|&WiD3XDB}SS~ zZLjz-Y(T68qUnt6D(a3A!wrOV4w`M$oKfB3btHBUtggGBd0%m001hCo6Cv@J<}~iA z?~WMr{vjF|?fh$YT65*n5eAHOuC1OPU72FU9{#=Oz~9^JxH}Mr6T|ZmLi4xtboHw9 z`sj`zF#chH;G|3RciaoQ($C*;XnFH+-s7$jnL?QY=uE6$biN4BeG#DyW&A^Dv>9$Z zF1s1gn4e|GDI6XP(3!msSIw_S(zQmqk{^d;jg*P_AoEF|jzv)> zjhT$gEfWd4iQ4FSx&BFmmPIDHl+?`}M=q1$S$L2|yr4lQ-LoiKi_$ktsw7=K_7>mY zyqArb?6KpLjV7@T=jjo2OL@b|6i&gVq5KM#uc}O{)vc|;2~c$Na+wSh^2ikYV6=%6 z%2yaBIqMFn{mAw@s@tOWQzrW;(N1L1x~N-6^G9Q5j#p$+O5H^kY5E)-#Hmpv7Ddfc zm9O+7r`K8BV9m0|tTW*-i>zif$O;JF&NO#sc zhg(y#+!E^{F<{hvzy9bX*GFEIjhZMfvafq%{pCrakD@4hW29|2|4F5fswih;6j^uF zI^#*5k4zhjDRE5{)jD3SR@?iPSFTas-5e*?K5A{8;)FDjaov6E#3yA}$^jf5gl3U7 z-7d9q0qh+_tC2_DrYG%JC3B!a!rPv>bX@)7JGj*`H?0Sv`TlUT{u%Uld z@QlXLEOvvcp>0*vjLv>BiNi9C+EA@3Rk!eb=Ee>Jv#9#S0}HpY*QnBFog9Sy0B6pq z?blG%09m>J*eSbY!(`p69zG+FhQx+P3m={1!FAwBetpV(yy;N;5{E9>WCPKHymJz` zmEVxEAZB`WY;>yE-qwBt_R=thUn8S%+QDnV$~lr>r(%|(!G6KhIh0?^amvQN9wua% z$gh`CGBQhQhXa#YuyBq5H-clq)s5OBY9eL;{3Bc)E)Um-e}Zcp6|>KBOmfWX+Ofh| z8*~ChP=g^F z5HQXLPFPLD@&Yx=5k-kILWwxnT(n=PIpRRJHCbDoLaQ?665Q*AYWwMHUWqEw<#qEaGXqFka_qFN$PqD-PlqRMqTXS`__v4_}2 z>@S{^p~=ou(W&QpXub1U^z1p+4dspMy~;iNy)$r61xdwJW3n+Fm>^6Z28yZ0L}1D= zX_yvF2&M>=++nm@@bB|f08{`aN7J3N4`oM_z}V%!#Gb_N!vrt`j1wR`_d0hUW`Nm; zF@il{FAUw~CnZ4_QJA2>5i(WCQN(L?s>i69qnt`U!HLDqEX}QDGw^dbMTlFk5eoR$ zRXKqchw$qPhEt!`B_6QB`>X3R*pim53Ffsf5@hO{4(M+OEez;X$e}6GgPI0RL)OaF zpxXh=sgLhBQ4QUGMFYkPYvY9pC}`l3d+u8XwUm-?%ot6;M+=+1CB(qwCxNd2u!xXxw05zwT*tfU!7j zPLdk5WOLHJB0$z95iz*4dFBoeknCVKOW+*R+pIX{yZ+a(w;C_9m2t{`-54Num~b?B zxp{kvb)9!7AIK&F%^5^&0z0QT*F|@VhbjJ>v!|5TRd=d~$*V)aAmsFUiy4L)NO(w) z7&6;@bX{?$f-%ByJj6fW$~lb}Wg|Wfm&A4W5KQ@J40ky`)Z7QR25NH^?MdHtO!zAMZliqq!ra zS7d1lYBZdZ-V_sYvC%suQCQ2i5b?zF+>qbLY{U>p6USf|Oq6n$$26N$#=0eN{d!}E z%dN_<%Jqy=Iy$fS!-lqHvs*gXpEvf=+^Pbyl$O!8z2v=Vy@DHTmTg?WOSzaR5~B?Z zMt?Xda}`sZ%La3e06$!YKiE*j^s-qta`oA9Z&RE_U-v$?%&YC!cVgojW}SdqYM+MovbV`X-fPD0-{cx_7G=+p@?lq;{}*Lf_fg+Su9H(%7+*YldP!`d`FQ zMxXb_^s4kevn+6{cZ+hXs2yk?nR8llx$A1~YMyK!YF=yx`kH5(5pxzxuA-ks?L@6a zokT4}9Yk$JT|~`A?M1Ccot^lyxf;n46bNzzq5*OV%FZ{>qs?MgqXEj!#Kjni=-}R* zUfPYH(03Kl^qUm!Rbf7*VZP0BKD=>`kjFVXYv6QZmxMwqZt}5(T z+6RE9n^k6tm5pI$JbDZNRbu64J+4%usDV`GwHAa;gi?CFuUIT2-A`ab6_To|*so0~ z^ev>jqsP1_3VX?U9KLWD^(ZWSB}FNV{jZht0BT}u8?X?1uL0>usG@`f2)!4P-ULCK zh)NfvNn1jdUX~&#UAjOJB8ZeAAc}~fh=`N`iWpFWf;S?{AIrU;SMUAjn}7by&b!Y% z=RJFNPj)x&%uY5`md5m2kyuRwYczg#=QTDYBKpx?^s2E&1Oom9+?gC_PI$O2eV>Nq ztSrmr zD}QY)W^UEP^Y}@!CM;xcbn>&F^m0CXVv`!D{``%a$|gIkJ}6Rb=zR zGPsw$M7Wp`olNIbj$jQ`iS*frWv*{@= zRG7J|vW=`g`+oM}Ru1rbvAf_*5KQQ^`nBT6PT{x8hc+)khto0z*F0>Zov$d&w+`2A zE>$JZY~3lcDF$A27i|xTzZ}AdV7V8^@RogSu0Y(%>-a*^h}E;Y9W>4BEAGqftLQ5*m1LHYbewXR17EnWkBTIYlcR{C zCz^~z)nZ=|YM_8*9fieFyfMAHG+I)ec$KR35^*p=QbJvRF@@g3H2makPEIlRlQ7ft z1o|jWk_6EVe;J2D3sb~Uk=XG@vELxaTCervR##08&52kDyD}U4Z^5mff|14H94-z5 z6~N$Q6Dct8eNf^dyc4b?Hh`95fwGr6iV`n+xjnBeR*m;N_>nu$b5YnlL&xJ|*i7@Kkqr?2dG zKmg9pa_J|%9}*)@Jc!Q9#_1n%I{<^Tb6ldMH%*|D(52)QMW_6!0kY4>wNS-y6WO7c z=on2Cs3mSwa=N2aFgSe&w*#{9|4zey-Stxo3G0`$qdBh!=&qRE?WTXGB>Gh1#Z1D9 z%h^7hL4GsD`-W;tGibo=GMg_arQghhH&uIVr#W?fRXt0k&wH;tmG&%JH9lGsnYVk` z+BYJX0!TXu_2s(3b%W`KdbGF4a(i(~#(SrEJ9;N-CuaU+th;tqx;d;hUIze{~f06 z)1r)`^Q6+ z_wFZY@GP+U4(0@`rbnRM%}UaJt)8g`8_wm~R=f2yeBqHjlp@|hSeZI2`J`^2?8{3h zz40lngoDk*c6OU5Ip-*_pwH}@c`(-;@HTX+yKlajVEZmc ze&Wp}SBH(G-`v(sMGn7|A^*ZzxmOamUMSU=nS^>pTsNtguWLAseASw`eO>;EoaPzt zDq#LaXoJ29pQimbGbyTo@Dzq^v}u|UJm-49^}}BB<=#657CtWbYoCN~c~#G9k8!8) ztQm)yFr`CRV0Td*9SQF$^eyHWb_G{N-!;+wvRqV)i#qsqmdTSmbMbLhW(dVnh6p6} zrv*q=CJv*?_qjlP76cF=EnnSj&3^B2_k!#Tb!dsveAmgqdy6+INgZj%29IyZ-J*Nbm@Bu&D|5|3RIvfd> zg{eZr=X5JQL?>GR5*&hzDVd4-!++^<#$Uv@jsTRL81c_NPkM;9wq{Q|9PyQf9for7 zFs7s>4i3dNA0Jm_>^iOURCcwP+PSUV2O9i9_kf!yJBE$qM7Mj0>I;+-U_|#N;uduA z0iwi?zvqI(i? z^SZz5?nLc*-Ex0X%MP|WC%VZ)R0Qb!)8llLO@x(Ci*oJ#x^DiW@D8?1PUAF;8_TlY zS#9LJaazV5HyvTw)p+V?OgSrbt3OT?aQM?wk)V`Oj1;|z`xbO#14MBhYhkym&9OW_pT8JnS{qWCm zVX+(g7ASflQM4o$q99)FFR^RuV##4Kv^P?KE5@)pFe))PF*wmUvGB(?B{aqP-ANgk z!PLjxF^P4h1Wol0(0?xt0w@>2W|RHmVz?~wZGV@J_-_zJw4MdWO+>}C78V~2Ty33T9BdI|QLMnQ^~<-tYM;~<+E zKVX7(W%ypsF#WBZLEz&p{D}3=G`nPS^&>Vi$6)(gLW`=(N_Puoqjg5ElhY^ksN_k9S8{Z_i^DU?P1l zm1CGlpoY0QXll+3CrC{7Qwo2)m=QH-sCiOMxV1u3X=^a4bb6eVKjI{6&G^rHcB_x? za|?|o_|W_)xMt1;JeQsrz6xEcyxMP9E_SOmXKwngzwarO(sh3RXBipmchFsGmSMDn zx7u@pb+;fPVdZaGCg=W?T&ND$@8w3%`M))M&Atgy3@cw@nVdxzt683>CA`t@5v=Qg zY=@T5vrIlmN2pl_&=SCG3r2>_XX(jbbiTHNXo~}2rUf^g*87cilVBYdf(ts|?Ib!? zHT>WzzNs8C7hGP*vh@h=ia^yw3lp5zP8da2}umgoGHu9@PR`cA65xsSFkAbr+W6wJJBT`jJZYDT&& z&#L|b$QM1fwNFz$JC=S5P#6o|v#;wadc5X6X}147kHQUQgG0(*w~aZ?i_bku03{qV z@>Y?AGZK5r#a+f3Nc8^xaee$5Dm_l}dPF0HQPQlXs3PhPce}98Cn(KxT}G%QW;`yj z9}DkqCKOhZ15j9*T+Q3^qr9)i$r;@8 zJlnzarl6t(vDL=(SvFqFbM?&ro#Qm!2z)+83sbl!?jXcPg-HIsGGp?pgnv2rf4Uqz za2XURnpxg+{{&64+#kACGL!+G+Qxm3)Y&qzwiOdH3XX|}Hcb8nZi$6omzM=xC?H^< z=G;*XlZo|4ZJxnrTdGFcwFMiMPDYKk{+*&&FJGnNs1%ON#xb3 zYuS92fP;$^_Gr$rdaF~n_G{X?%zGOZd%tRU7yC4DWVEVZo$p7GH`98&h5QjloBC(@ zehIYoK=#gPYrg>hzXi?*p#FQ>qMvDm|<=<018~LpJ03ogKfa>sTsdB z&+P{9OpWDMXUO_Zx4S=1GUHeBn?AvK*~i^xp{Ca?`tpv_wjbg7WJi5~&B7S1PrYW? zXEnVA)w55loE|**<<1;VTPvf6)v_s4BCf|G2wg`YFz zpWF1kSub?o@ue>D+|^Q-2q@ndVG4UEwY2=DTni!%F#ZM=S^VY#)*b4&E^vgc4y0Oz zQK;G>bK(HLUMv5@hq*~HBls|Q!x-lD@i#|$tjN!+nu3}f>sA}A-W`9TYrxgOm@kqJ zTZY|JHb$5~@#?X5l6uG!wW>aNx`|!d-sua3(5+QxsR609&P@l&c{)nQ*=8K4K+U^T zvU2$c6KS%Zm6gR)J%Q;UjI&KSU?9~!GTI@5#iiGw7j9ZgAA6N{8F}o>jCY&Y&<&Pd zAhjvm@dG{)KcZK3q-wQlYP~0fZR@n~SZdah!4g=Yr17jVM_BGRw5tske%;KqmLCe% z)_C;SSBF;HHQSf2cs28cosF}|#e*;sj9%0DS8TAcQUqEfCiaA>W}Y`bj4mdDurII_ zE#oDN+`r-0=7DYOU?0k$erhF2>t28j7$qSFuku!E=-nXBTW^@3QzFe(!B#2>>2DW; z$=bF#Lqd59PHycHFt(SVjoHt98!<@U@_&7JNZhkoK z++A`<&K&-~tf-KBF`IJZk>p^7du<%?Lh}UEgK-Sp_UV;WoeYti!}H z4+lkTS<}L?cw*Gp?1ShnBU|( z8g*aKJSdkiluy-sX~y$OR}`^mO| zIhJqz^g zx~j74Vs%xWtf9Vm=1A%dfVaQ0UZWaT)|C52F5MyyD#xt4j}5Sz<39;TJsb!-Ps&UVh$Ky^_P%zX8bVo< zx(1iCwo`}I!mshTwvEaPF)y?83~#()AGY7*PVu;y=3)He6MlUhNJL(|Qo?o9VES1n z2E6O&o|7?v(7Vkrz|_C>H1JqtIJXh@^U|vQ=6FtC_$pPVdR>~Bw17O8HbkKGHD~fG z_<1SO(>v#+(D7ELk#|k2_3sQ!p0YNrhD(RY7bPg@>Jqa1KY1j;1KqSuUz~I6b`{{o zp_%=nj_@ph=5?L;03@Gi1-Mz$s|O*H@EQsEg4>ts=UT2UY%KLgb1rEze#&c&=A3RE zabb1UOb-s$zWNHT`bg67jC|!`{?`K+>*t=wM<&q@YMket2iXQ7yz}E9q*^uT*N;ym z1v3@Ryk%b}3>6v%{((>EjD*H}PxjL@g?E~y%)eY5Q{J(Wo&fqT+9IT_rLUSED$*|_ zJnhI#aGXy_?v&Y-jmY1dw;P=Fk!Q71)DGTfWs??8*BFnvaF)G`P!+}&G|`3>jj*0B z!U^i8s;ROOR7ET5``bTT#=jk(AitJ@bFx)>J&ns|P_RDGE54$#?*8 zwz=mY4`=In&#ieQ`66aefkU_95o7XU?-`p($h2O9EfeAeZsF;NwiH_!Z;vOG$W}%u zblhf4)7p|6YsWO(TR&ExZx@+*gtfQIMLbIz68nQo4{6Y9tl9EjSFfo{Ud99p@CCYT zjR=*#oPOjn$eXr+h0Qe{j3jB6=#&5fkGD)9^@(q)8cyb_+PuXU%@?B`)^o$K3K4zR z)WFcNs3y+V$wex$6st$-igCeJ&0P7B=k2bokJ=ereW9hXc*N({gEB|0+ti!G6BgxJ zrSl@T6jI$X>SpEl9#g66rO8qYx^XyM3etXSCL~13$ax2|7`M7AP#v^@XQ`+Jl9+k) z$C+2B9`h&2kpH#(aLGNBXY`hc>V_!wD85IpHpp}!`qMu5rTw}>>PMvasg*5>x|9mD z!{q|l&xr_l1TlPUK7n>gEECagKm1PQb{Zj3>yO()ozJQ;@X+e@F9Dxq{2edbg=nQb zx4Ko*Q~5@#_|Co4&pxqM!k10R-xuiSY)qrCXRYh#0Jb>a`x9eaF8;taCRYs#2ucA3 z9&rl*Z@CH5i#UlWDk+LMGqf$bIVytqf@lydFay;J9NL@#e7Fb&C52xHK_HcXn-(|{q4Zmx zA{_DS^dXQc%D*}!`Q?H??ey32;cz5M`M1vGagj>D9vw;bgTs1d>rK=u zJy*=*pU4;+pgA5?;QqNz5J=Oem-&YVeA5AP^UT-_TYFnq=Vr6@qN(U$N^;aX>~gou ztJYdB^s4N7s$t6qioBTCzoby8wOH!xMjZ+^#UG!v)dj)UUa7MOwH@U0I3gHp1E3*O zVhWO}l&>)WjheitZ2I#e|FMJ<>#qqbEQ^_xIY5%NA$2e~-4-B#KVQKu|QNN>(I;2 z2-CVsrpAm{i@wEiEN_e|VYYFN&ptm|RZ55GRQ`!e(wO}3jbdhd@U z7o+%gU~&D1Thx5;4$=t{fRj=YqK(EipC+ca+(Dd>|++xq51)U1)tKR^y0&%(b_2?(+smydUKupzdNiuMjV)T@TEspl5Q9nu7)ymk5ojU97fE=!uveDMg~8H+dL zOO`R^eavec?pkk(xt~)yX+EDfnO?=7{LQ&4$k;tSM7DJ69mX$F&p-QN8=K8njgMOK zT!Z$knv>RAp>^5vT~m$RL3QrEtwQ;$lfW0xS1%doGRK?T2f`=5&_B?WpSRRmQh57R z&ueImedADP`W$Tgi9F#k zrMlGPm)qFi*HdMvVs>miXWn&UT)t5=<@`T?=5JG{b0S3IEZ5nk4SC8V$_onbh5yD& z&H9nq8`j%e>Gns=b0s;t)9S?iEFob6IMp%`ubK8}B;*s0ixBQ`?~H}#qsuQgfI{5Kr_xqkNH{3tzC}ug{y!w^C%6D|bBPUB8^?*d` znd;k}1zMIN9Kc}FamNeX9(F({HH`}xmrY-f_$voCuLSYzqS ze-cOK*=a=dvW%#ERfjy41|y0@wNZH-SINxPJcAib+eu^--_A>)6mvW`d!W{r-)W)R z9uN*{^Zk%fZq&5Iru9n0i(*+tTJ~v43)3o;HcGu)gZ$3ax3oem<-J@E_Ld8P#|5Bu zexLXx0Xokt;3C%9_S++3rff;%@s>cwOxHruu`-o8MKt60q`r3w)BBvi<0fqA<}V0x zBRZy{8^+zB`T8&0)PCP^*AlG7dL8aE`?ij)JvoiT;Vu#B(-eR7FKWZd^M927#&fB$ z`*%I3E)VO&P;mm|B7rJ+xgH!4=UD?)Cn-JfnIVhFI~yO~T-N4&8l}cN{{o!(_#n}9 z|50nj>6`o`!;xNIC!WNVRk_((1Dg$N`mei z!MM?=n)h|bE1G775AQauY85Wmkv5Y0cz+EmmMB=Hu6pB%5`fKmf?79E!)$S86YwN?CCb2@EC{fNN)4MyD(S{-se=oxG_A%WD0Srll z6ZzhM;bT`1r0vAx;isQeCq@ej ztr-k{7rb$-9PZ#dVROK<13cfZoAKc6GU)X1#Z6EliCOYmxZnV8jzaB#)718SK=eS@ zd9>r%wU*Vr(@mZ4=CLi0v?^PkS$*5*KZ8E#Ru|-Jd1HsB*nN^MKt1!ehXR{?*8OSf zG~jo7!cV7w@r45}D!Pz1ekEa^i1yWk=hBmFZHF8@G>I3gcvwFm4YW)c_7;ZEx@7}3 zX`xncWPJZ^am#Jr6^a-Kph;?t7|+9K?N4N5=(sDU)ze2$hA6|wpBN}&a&BhM>D|+e z-qIPXi4PmBRn0CfDj^q@8kT>4TdM&P9jn_ivyiR_T6Tf9G=2&C`n*LwSuR`CH0Cn? zv0<^+Rf|t5{BoKZf$^%msM5!#`bpYRsvxKxXs7uTgN6(Htbq~7=#{xxVYV_S*;AGT zTVmy%d>Ky0W9Kif&ay$0NcC*Z*#}FyEF4gpdb%9JxM#n(Cz(nd7rDpXnW0I(>YJ(FJe{EK_!qdFRE$zfQbUVxvq-K0?nkXud2)^Yn-$*HlA{h z?9?9i=c)XfrS}V#zAZpzZJZ1gKMZz3+5>Yx>Aj~7QQ@iI%@fV{A1|NCT-sMF4`<#{ zsW$Fc9mffe1AEVAgzQz+AJJWuScKdNZb$s{j_1X^a3{k31XcL%WHCdum^sc}-zS?? z5`OGLz<60bu2lDUTUEU(ig-m4`4^8 z4Ia)7osfSy;w;UPs(>#Om-yZq6Ho3a^Qlo(k%2B#Wor@sYGg7EU9a~cqO~toU|M1F zP+ZJz`qlgQ0x#K=!@@9|t%9xmzlbaxDiC&5ZLWy#Zj6`k)i%Xj`0{B@hWUyt;%_sJ zNz>qiZ0XRSNwOR1D>%zpOy906Q0dm5D<_$mP>_n==JdzKHZI2qKf>^XG?i9jQqGa9 znwc+Aq?;J?2updk6&u7oJ0QPLMN^%?F+h6Rcq5Ni7cu1^I$s8pO%pwf=c`f6+k`m z)(Hf`!C5*SbSH!D% zuYB96JuVDdi|@p(Sk8wU6)pka%gcS{eQ4v}S~b(9)al7ul@^-JXWJhn zm8;y7aI%m+syz6&R5&V8bc|oYEt?=9zt>vD06#$`s3rr1ZWYAbJD=Xvfr4STaO(K> zurFErh4z|pwfAbsY^j?Ro6*hliz%=Ut~mqaX7oS-!pPxxz+YUyS^OP6rIb~Q zy@(3EFe8`tV@AEP7v&vEXC5vDnItp|mA7k0rt%BkVInJ)gn5g6t_uUeuyHIbG9#=4GgeHB|MS zWB7yCw?zSoo;dSV6JJeXLzRm`sdsGKs+@Ib9VQ_sL&0>-tpt)|#sq%3fIV6oquKI^ zIe?LE+fqDT%Ms}xcW}No3<$O6+DyfYmLN zx0VjCB*7w=8#b-Kbrdf1Z(8#Pme*?{~Jc3%Qos0(gL5e2ZF&Y*?P|g1bj%$gyXxoqSp@s*iCGYx;)V4J^?Fd`u(< zL^MN%t;6CP*rL1U@;XZ$G>RT9pi1rcn5Yk@to`oi4wR0+t`Cn{?S42ED9lbiq+<4X zgY(%Tq<}I;5Pr5J9Q--E8_N3?&l0&|+x~K?D?E$iI-5<7nI~}T0!2(DEN2TY>^9hc ze_9n>&Nar(jxLQ3N?R@R=b{+|&O?gaZOTHtq!_gn5_sVES!ayDifTpqTxXgQmBcfL zQBM(9lIq9g&(L-VqIb#5>e zhtvKRm;sKCDA-l5!Xfc0Q7)A9N2SRR#OLhm&|OzIm%@@(VduJaPEO-1ej?TRNGBcF z2*J1&s--6u%fCf_X)WN+k5gn)U|(bM9gDdh-ZwD3Mg}~+v|!R}(VDy)X6o$F=7`n> zTY69ZTm$0eWXeBUtDu1V4U8%|!m;PEots@t&*PPM!p-rWil+lCetblq0)Ce4G8Z_` zzVdR4t$xAEv%!pe3gP@FIqK(jT(A-(cwhSzk?P+?ob#^#>J)#FUz>Q(M>W+$Gx25B zT-V-F+>}IV?rTSF_;W^wfB(Au=Z>ASJ!$Q!4*r7j02ESUm?HpC=hCHSaN4korsbmp z_l~ic#L0YRZT8Z+WO8P6Q)#~lnNINYmBOlo6A3e%VpynVv?(k%ap-_5h-EH4GY$ooKwOmQKv&zHOmv-$K1sH|DL0* za3x54aIsJ&sALKBd-VTdemMzrd4EuUK^;LmY{s6%`W15S?Jfyj+$u`6%SmD8jem$8 zRBuTo(Hibcf%#|(?H^)ti(*p!;T!&Oo}lTM=ws<%Q@~oWsV)3ouu=vnc^>I^k!7IQB6Yv8MKT?Grp|-0gi*H z=01s$JQ>sLVDv7mCg5<7cXDlX5+WIH242mc34+Tua`6s|e&Gt%^sP9m9MvRbVWQOT z@-C-VHHh8*w7R$XgfbyaE0@T^^4;yUdI=;?~%qn!T4)r;joK*rCV~JOqG29z2|4uFX z66rTdeqo!QZp5=No}47o2N0qgece$g{1cSam9CCk-ip)F=Ws+xuYADa@I9X!p#%Y7 zIe8hfn(daoy*=%ELl5y#tLEqkwucAWdT#%vz5BLa43w$}k4F!k3wVuD5Le%ucI~WY z&991SvXpw9#`wYfs@PkP;|6%Y#0@-isaJ!pcb{1f`}1=`7rOgHqd)`~`9D*k3!Tp) z>JV;-6NI5Q#=`|XX~Jg;RJ4YstN?yqvX2}S+CAkS-}@tktK#rpQw>v`h>H=ceReIp z`0|usAVTOiYmg1J4BV3otYvDMepcPt@=~Hc??u27lGW~3;#cF+Oyw%{rZpRFg8c_} zm^$>@j1DrjGPsHJv@V#r(D3-ahZiEnxyj5v0pR5V5R%NA za&j6fCEbf&k+TMADIQmbjSAm|wn@tM=I#>DuRkgZd(|f8TZL~?jA}Ejb<7;TSL5>9 zHxA2sj*A(odLO31_vrIVTgYezn%}fKSQfg5NAbq*F9mX(idGk`gv)(66*%mTMS1uJ z$P<^xQgg#Fp{FM>Tb{|3tAW)-+yu%4y!8S3q3$5VZMGFw%a5|~n=y$VL;76EE!lQm-yF^ZwMz$9p-YFzz}qk; ztA?AO59iiSe}4`+fQ!4O2v{|2C09w#b~HGlWcF4Ec7M1Grew>s2rO_MPEULmskweP zX3fPgbd7d;l6w7)JlUW+gZ_Qk;OEXW3pnJfP#J`w+y``8Puo=!{ZdEUgDtFfESby0 zkec!=w48UaErDSG=n-7$o+|FSU%%Wd`~L7oz%Df@yT{fP7!mn$QFw`}?Pq9?==w_2 zIs_{jG_lUX=vhE2P^EZdn5&!-w1l4IqNsP)@#l*%x)>V^xwo3!rr|oK|mZ?|9idft)p@Kmg zyrhG!7PoE=>ExB>r+^*9Jb2P{oR+J#qxr}1`y#lu;c{23xTQ}rbF}YX81KVN^4pIZ z-o*AEl_ZK@$_ssr?TfXc=(V;U!O_BS=UhRi!w`;BYxnNm87AAh;HBm|;jRnlO6-z# zL@2{$o(-@s7r3_k;U~O!o7H?K5AG80)q$ODq(FI{VVPT}oqA6ah?^r!2CFh@2S}a| zHbbg|zkFYM8FEjQ;7Jj}3B>NyipxeaNXgsBlkmF&wcXyOf%}r{Lc^G#pm4y;y%tbE zPFcs=EX2f7a%aUJ2EPf|uku(*3a4jgR3ZwR1GK}oOZ2Utz0K{+C-RIZ3c>chOLc4o^0T2D<>3mthH!oC9o?}r zWLO#UU?Yj1LrH&8xi@{9^L#q7I_7DNsO@+)W9?5t{nWh=uN0odiyvf;_Q#|L9t672 z0?iBxQiQg7T?L&QYeM3)bcy|O(c7D%%;9CDzo}|90GV+-&S=VQ^GdHW5h1-Z_a)^I z!&@e59T3f9-F4kIY2K+rbR%!_03lr{DCL0vZ+p7?_dX`w1u4}VKEWs6O-bEX_z`%! zY6T-65Dy85u>*{7`rNCB^)a9CQ9Q-91O6A>cx+n9xzF-KXAe7G3}W8AlQ1h@?PPx2 zXpQL*8Jg77j4o0ac@X*0rF-&0DdpHx_P!!r4W?9ip+f8FV)5dc(mAIQn&_!E*91A!%fWPtgf|bMF+tap9b2o54HXBg5@}quQwF3vGgGDg6Tyfm&Cs z7Q9)f+%C@gLN_PeoJZRvqQjRLD|K}6e?yh8K54BwYZ-ErEZY!h zBO31lJ|B;Y2h8?}b?szQE-O+1a*kO`Dngj$RT#p~`3D01PVx5xYfAKkm7m%sB!Uza zq+?{(Pc0dY;{!k1TK9C+2BYcP(uBj(gCS-g-dt!c@AGN_QiAk6Yq!DCncHI8@iP7A za;db*rHN{_v-3)7MZvO7h1}xRu$;AGoZTHvAx)dOzr|YY)G2->0OT@)3Bz zA`fZGlPIqUE= z-SoyO_W1EJQEuJ1*tnJB57^-nO@vjbzu60!F{_253fXuu65->hl4(sdOS{Jk?Qj1NdS%`lQx zRxo8O@r|w=kz~d;yfdN$FL-&~EG}6CdNrNn)N&|?bGauwrB&?2%vmbL%bJ$8`Nw(% zMJMEy{40FtF{US3Pj@hNvs99Vo5V1QE0?SOM234$%d?^YhXr)tnHA*=bPQ*^Lnval)?&>aFYc_N!kVi-&nfE+^z^ zeOr^0;teDKRQZ1E<;46&sEH_d=*>YQc|Ec#48L)$PCxl;X3nxfx;Zm6JM1(fZADR` z6Bom7@oYJ#3m}Z>Ql7r6bDfzH%3bE(_*9E-$EcDH^P>fL22QwP2&A7ww(qsI7cRlx z%QFYA$$)Hpm)82`9bziY6!NAn(6e5$wjl@Y%WHT@M@y0oqhj6L?;}HUBtB12QZ`?2 zZhD|zcdtKCE!wt}HghxTTwM`$#qU!LDTe8ihLt&vL8mXiQ`Yh7evc9U16H2AsWv*CjP z<|G*&Fa4G}O*=$Cw7(=~lsQwf+2XSkbP~UbS#{x^YSTky=SX%~gx(YssSZZBM;p=? z3GKE4Jb?zQ1)iih?K$GYa`+&L`Lh96a_LJW$pPL3B|Xy@EH$m(`rwR&5l^{h@k)^V z$vC2cCG^j=t{CC{%Hgmh2}{W4tPBc4`sddo|yP3fqgHbeBGy7Od+&av0xY>H z<@IZF%lg8#;$$t$&JqaXtv3d(ZJv?pwen=?!{mhvWvBmpNrySB*`PY$SC6_Ha3RQi zfnNTq%K*{MmB#5QpS<5LCj`n%JO6YLN67EY?Af)oiLv|jQaYzaxX?k<_n!M? zB=_CBKliio{kNhHmap}sVynz58<(s_1kOOg#pBCE8Tu6yY75=HT8rio^bmTu#!Y{i zDQ=`J{R!+pCzwFfvKG3isT{ZuT*dQ@;pPe*e{p zF?arTQ>|pU{ibt=OqC)f)AoGV0G(;C^xfel%Bpm~_DTA7!O$OO9q^}RE#zb+c-w9a`*Vk!|1h!q z487w3$(mVZ4enYU&$+$x_5Xk%_+dKLwBAC zrt5b@#jnoIuSILajxpSjj=Qz$!>>mY++`cvNvA%OMuru({aONSNLr;l(gSU|S7=6F zGP}gp267V}hj)$$J^F3z7=_nKy#j=(h8#jJHspV?40Csur!tdJjk5&FABv){*#7BF(DO4_0 zHML+_uk)=fVSuVQz2ma2ZtiE#qMzOHHEiYOEtZK4X<6-ZoPW4|*z#j-E6iudh0Rz% z}W zZY?c#%69mJMRPy!Ks)K4kAy#$E?QNJk?pIaRZ0&-MT2xnu}|A8m-O8GdRm9ZMdwkI zq(*xBQ9g}t4SS-HKbXae?l-Eb+@l!yfjj!xqnx90TzHKXI%sR6N>~#-tDC}YW_$u+!WLy(vd`o77wej%^!BHy%E?3 zA1m|M?|4&+Zm>8G!H-^bjBfnG+i6`Jn%st&0Lj;v;OnD*6AvY|g=fsJ3ns#@`T1|L z3*-N)>mbsxk#&EE@*IE|3?Zx4(F()Ea%Snw;38O&k=v9PW-;HZ1TWao1LnErKj5?S zmDAQq={`6~BSP?9nEJNogUgYvqP|Np_H#dStsFGZT8pJBTko-N+^*NkGy>@cvrIL> z23_xU<;9T6Y;yThvCQtP;svK4pmn+PHmY6)$T#na_Fe9z{9wn+C_MOrFR=)l%Gidqk1OSc zx{)RSUAkF*#X#8_>N)@JCUIO&9#oQ(T)utgBLds$2}7|m)bE-YH5$V!&hhw7vc&W)O^_BSAorlC_`>LOXB;EI{K+g` zPEHO1nRl{hxeIyb`5SvVNz0gc~fWk&90*VViA5ZhBuu?W{fxj%E)aWS5SDR;Nf}k>$eF8 z>>xlcG-^5Fo$Qr->y4t(1OXggqtAH@5!Mmk99B2BD06xc5BTodNSqD)i8Wl>Ic376 z#`gt`?|I4ke9*=C_m|h-MgeRqzx{wmg9-9pm z8Ph(tE~4k=OnF2fX~{O|k)mN3vdcLLPlK++3zD||`N)3Bk`yK;_5=9A@l$Z!aq$&>`er){i$dts73&EQghW)wYAN%c9GYN+kxRh z^dtylHZ9ZgJ+DmN`|mI8bB{D0imEXMCpDHgZX{%zV{$g9*poDVd{_J1CG*Y7e#?fXv`|Mj7wC(mICY|=z4 zg!G=us3jM#_;(2@O{dVvE*@QBJbf{}6ZZj%Ne7SJ@4T1kF;1UQ_VNgV zPPkLO(Te-z<6H4ezhXwp+ju8Ljl85J&v32m;rb&<>t?@+OHh1>tuXDuofATm38WS9{J=&fxZL)}@c?IlKqthfh%b zG6@vb=Rx{(6)dz$9pO9qM3i+_2OG>PU^0mD{g-=@tolunov?Sgt6`TLewOZq7_usR zFa}&}8ORH`K4X3k^IJ?j24~5;{sM-EQ`hz{Ect@h?b4SV5K`!s`nwsDoS&_>FfSPR z%=XgD2F?_rmMS0(K^z105*Z(R+IR1359P+PQ&XW$&6ZDf5#-tOO-ojRIc)i4a%9ub}#^%IV%kwrAeF#F*R4zP;}N=y1XdAXsdac+f2v#8BC%rXV2ilN&wQa$^0W9=$j z9cXyC`D^+ug!1+&l#8jD0<7-R-6Yz(Q#3K?->B9%L(}x^b?Qjr$pXpM-C|Xb3HqQd z*mkLaM)pSLMlMrYrfAE?vYs5e3ao9>jrb9{{i^@2{>2v>H)}=W3ZQ&BF2A=E6md4wdy-%wsmHa`?fLw;fxTV8o%w68tl{DJpYd#U zZ`AzgS|cz(eu=m^$*y@M2?Al);$GFjep_#isMquJH!1W048E#EoI;*2-0wp6_O1TN zWzCZNDf#=q6m|S9+w>AcQP_g(?b*@5qZ>+s@Md`!mRPdsZ>v@%nmBaUA0F;>p>Ty- zYsMw<9C(fY7+qs0R^AXH-Ro9^`#z8bsL&qex6s)pSNhhs2jQDxbYq~z%X>bMsFUJb znNL+GlM}$_-PD5<%Pio-)ma+r>_lR9KQuyz>dUk!K)|1>_3)NruWKoZ zVSu)YU&_FYw#6u^lzL->rShx&D~p#zRdtYY0D=a69BE6(i0!Ox&;B8Fu!h97v%72+ zZ>pS|VIYfL*q!`any$r`)9O&Swf|{=|6Bh5)&8w;=G%cS6`Nu7-fcS}7Pz{z9gZhFb zf+aZVIII$ZMo}s3{yOuYYk3Eaq57n2-b*7C;Sr?COTFN1yE*lA(t1%F<|4db+|l@d zi`)2Qx9hzt(1pSgz?^pgSqj#(XPFGI^6o;VpAE(y-2PR-F$LLdy);?;6yw{qVRk&Q z;qm47{B_~7$D4qzM;D>bPb3Zjevdel;48*Bakyp}yGc>x2nXqayCJ9qE`g&hz(s_ZyJ!K3uy~6dRJ9%otafP zHsLZ_aZPHoI&22P(=RNZ>TV4@LpZFsE(}cvjamj{n{)XsT#{-J0tWyPe1CQr+KRj2 zinL(9#VRaGiN^gmyap)KKAmeVaLpyMCidD#2C8(0yuKaY z^1gLNT}uE$>L$tTJez5-BG!YJ%hCknbwr?$;-rT3;0qp+JJvxOFWU894zZx|kl-rQ;=!9}QFawpIX{^dh0m7eu> z2+ac?Leg_ecn_4@=RLpuxhdu&&G_~k+~)Xp)aDCzN<&2J^gux5TTF7ORA!cPAHsL= zzKFr;g}l$h)+9@{9IncNz)c??@z$v2w+CEIJnUe2`~c@BAdM5ok(%k5A~-jLrR;7r zJvoU9kU=FWJ5O#R0z9C-c_$dmg>c(s4%UtPJ-lgBk7(Chec=TU^$}R(^h#_Q zT>R+vWz|(g;Q2!wyBVK)r}b(kBQ8e*PQZDpU~hl3&Y`eQ#-H$!|_ z7PLIsqk%z^&9^>O3m}RFZl2P|Cgo}*GlNvrg)A8=i1O6u$)vnrOAJ|yr$P6`VoRpT zo)x8wMF-?9h=m7mbRiU+xfjy|@~vEiMhjP*t3<7vsb3J}%&gudKSEKM8t%s9J_M*YB zZagAOr(XK;Fsp@6iSGOjh7!e#<~YkFrmgAXy#Q+|9et5SoLkDp4XkP(vDE| zQP*y2foyglV_ruhdem{W>g%YD?}DsEuHbvp1-1YdnOv)X=^IEFRI#=JkB~`LeL_y) z@0{+uNVrvRN*x;O+Wg6?+qB+o!5<3^xM$I8+8~Zq3!p)!S39(Pw*VHTn{!tBJe>l+ zlVkOo6IXg~ejYdyzrz+nv0F@xs0L;%$tfEwvSY;BrnY`=eh*82%C$7OYU|YyIFEE^ zfW>#9>l84>VL6FsW z;&!iW4>`*gS4+?%VYGwnFVJsp+?^|qFcF2XsV9%E2P=b;sx~A7&&oqyu=YGWnL5LS z{LMNPe*EW(O#V~upgPVVL`)$%{*T@H8y``H%-rt&6W{au@`>OR%@C2=KTRQzbBFeV zDk-Ph}?eEHp5Zx)!Q(tt~AImVRY*8 z@Ht(`BgjzgCivJPM5-&J_V?UT@|AfQb63vVzu@DU5c00XwH~i6w{yWO)6Tfs?Uv)E zbLNnHT?ntuz+>PDc`kQl9md*~tMISn@#vM(%@ZKa3-}X%q<(G}!VhFA{LI}19haU< z+>ot}<)Tr?+vgNFcY(yN9>`Yh5%}Eg%Kzp8fH>UrI&L|axw7hv?&@FLW<8=j_q?IH zO#^-@pmUE==L}ccH*{;=L|pB;`kt?dI)z*U{%I@D0-VgBqu)vTCBwym`c3S1%I!W#_Oc- zwtOju1xb7kS}IaXQU;89Sw&e@Sp`Y_bXq{MVX+FGg?Exs^2ebU4&Qw;eA+}*7%Rw( zzVSQpuqTNoCl2vAH2S27s4-T?7>${Z8T9dQ^U)+lYBh;yrdLh#G!4-@R2Y^{^OFyW zIkbr=yBKFAr4I=>G*4DF^7tmT4#_%n)+?Ho2^fwUje&*q>G>J>7c_ypj)-LWhV$ltW=?b@V?t1g-%G zLPLgxhm_D@v?O|M=y2%2??-45`n!)xB(J(jfnjpFrHQf0%(B;a13ADI{_M71Qrv`4 z9wwewQjT%`_RLsxMxg0)M)g)1^NgOWQ&aS!$*9T6w5MyQd0qe*R`%5u)Rektv0q4E z9y$}|3N*bVFaP$;RCmTud)lx`C$@~cjJx9AG-4VtV>Ip4^tRf#a=Og5G7efHtxz&z$}S!=&77h4kCO&xmyUrM%1CEacY}A&cS&|_32zB( z1X}_%!H^(A@F6_*k8CsUFznE>DiH$Lnu5#b%J^s8X7;9my&0xylU-N;SZE;>0c~hA z?NIG7u_~0xOtikkdd}U?s7PSV1f&R#KK_PLJ+>-c{c1-lZo{5ex{g z{VOkiTzt7Gx=6ZcY|{-@Td9$+lrNR9J$eYby?d$)AgX?J^cAj8Cc3yTF`MBPs-mKolP}AdT!^+8m zjB2UH@`f|{x>Q&QZ1%0YIr0`n9FE06~@l=xj4CPJ8v}kHa!9s zRjSQ1i*#pQ8_hkUBupx&cAFk}WJp+L=8L=PF6wxsNLaYdnm0-QoA?_!7Y+Bd_W3;0n=O&%7Wr0%)zdXIHB&Wnp5vx2 zl}+M{v5UHkql@PI^!uhB+0E8ST_j+IR9?zkDfgH@n7qkfsa`2usaz>tsg=v~n3Qm% zbft8mbhBtwZ&YvUZ>(P2Sfp7*EE+9NElTV&dLU1$PP0zio0VZoFaww-%nYUqGlA*C z{;O8QjF!qfiaV-13Og$ICs(Id=j6xbrvuzrU0B_6opW7tU2@$Z&Jb4!-~wyxSe#pw zTx?kkT$JC3?LYMBIxP%PywtojyDU8w-e=g)JFPs;JoVZS+^5`6I4uo$CsWYdSorC0 zzO>(OsVc_5JZXyn77CA|XcPHDehJ@Y(=Cc7qoPe`)AoC^z^3j;o2}wBq3TE1$_DbI zIWJK3V~|tH-{FNut`@}e0MwzX3KJ08=!91)@6vuza~2pUMMk_)%Hnwtf#?}rr!^4b zQzSJbi5%L*o?f+Y{tn zllFou%JsFT4!wARsScHqYIYd|xot+8kYj|}1czgknQgN(y`XJe8b7cVd2ajh9S?ov zNzeKE-MV*{JVMkA(b_%5>muH*Ki&#ZY4;|t^VR7HFo2`!)}PfGTJqP>%tbTx@YR`D zQAtK+_KezA|4?1#n~fx_OL)r!N5~2sJYnj|-Za2HU3e)07u=-6efkk?sguJFjsPN% zy>gq@-nBnK%fc*AGJ60=TtSe&EC&m{MGyPB!ExHWR&%0L&&K+rnf5bg!r#?SM2(yv8$^#^bLIE`lQy>pB>GXt)SuC%Y%D54;}Uh8Y? zfyd!*IBsaed#R{s)cp&LvN4umKa)AX{Jl1H&?LgYHm9I;SAM1TAzn<*3N`-OK0T-0 z3B!zcms3A13!IeMv%=RvYjR2hr%niWJCLi&!qc$b4*cqWOrUXCNu0Xe>xF7a;=g)1J=CUqTH(7g48`aXt8y%y1zvr-iYw=;zj89u#B)ac@@?Q%Bk=@ zryX{@C?WBJC$upvMP7}yGJXm*i<;=)+uo(YM?#zAHFK-xcA73|Lo2LH=k~}i#6sKT zmA$4j@#z-=q0OsREjzyW)(hFt&Q3*0neZfP3I)swk2CBs>@r{&_EL9JcT+K`d*B^y zeDOu{g~^3TXlqzg=i4qdNI9euQVOYE%d4FP@44Zb2$}dyLequdf7U1++7Xr+h71eu zRO&KXD_bkRRqnFrQttwHfw~}o;#!f{EbBDuB%Zal_<&`;pTa}!GOr3Ap^ zLi8fw+U#2DIyf}^=F?5V4g9A5Ch9+1&A4g1`F2y%X#{8k7JxdCS~U@fIZOn04)<7h zSa*?x_yOIE{!KL;;wJK@{3iXT_2%mhXRFbz)>`2q=iDx2Z*6C7cMWriKP0f?uP@>+ z?$n#!YTlaNmfi?oGhFB0RNiC)H(u9)KB+h1VH&qa3RSEVcJ^Pxk}N@A=+76l!YC2>U3Q3^Z>C6#zw+P6I|;kwJP#Sv!os zr3QWLw`oBqNhxh4qI<4Ps=YD0gAJL_RQ-Rs(jgq@#;Rv3Hq?y8bUj?Fvbic~BwAg4 zuCar@jymbqG77=Cq#Z?m)jj@?!VkN zxCZ4{_4n(PZMtI@zW_5>mFOmKM2IU>X-Tv9?(~L-u3W&5oWIXh4CBn3^u;ZX;P;sU zyK$`i_qa_^rn{Tb5@p3u-Fq7$k;<8fAJ)p}$ATJ9qD3D3BkMH?QH=YUYw*Yf! z3z_)FRpX^&snEDji1nyt&G^yz`t`rDGY7!BEK*bNsi&kKx+&JE_myAgqioicoe-nt zBC^WNsW(l~(=5iR%I(G?u_n1GHI9(9>?0c$3s%P#f{n_r@P$Xdj_Va$KQ!eVMqf#^ zF!m*SSh%??Edm27qJoiBjF{C)dSXhP*7BrOq=oe3j*QRNv08Xnz2&k($2mzolkFe1 zyoEQD-BKQ?9-ie3sdwT|O~(P&nHzN;aSYEDX8SlV+Fp6W`S= z5_ z!1B=vmqzcv3Sghx_uSbaUNxf@1@DAJ*O{11fWitji0PS<0Eu>;$w!i=RXSu@5mDk3t}>$N9)F=H50 zBTP)Pl_d&E$WEB7l}M;$9rWVWHj0|O(qG&AR^H$L`u(r#KiBiz^F5#EzRz>cnKN_l z>$&DS>=9NiB>*&0Q)Le;A$gCoU2;bZYbpMqF}?<&VE7!SPbOE-Ff95N&lsQ~c3f|+ zY0a?06!&f1$=oU#u~cDfM^yC<@r!v*)3Pb^zk%C=l`%-Fb(h%GMspJyLR^RX+`hoN z(0bvvnVW{22C>8~pInadb=OP~00!WdZ({%ap2{5#*jgPUp>XjSRfWF|-)P*sn^_yzy>j42Q z3StYS?MI`$1u+>7<+svyYX!iB(~q;-dD5kLU|baro}I;ah9RBoBS4psIU}-U+@QfhNlI{-N-VxaFgGP5EYk#Kn1B_zP&(@0)=vpWw?gP z-+00XwgXR#I2R%yNaf{g1%ikaN;%8W(M^6kLR3=fzr*XAelx)EozR_Tz*DUJTfU>? z(Z29=KA;nRhBt)nR0HZUzT9Kvd>Qyl!*U@=4S<4q@%Y_CGNclqfVoI`F!=OQkk6Hy zR&Uys2lm91C3j+WFGRQW=&4-ibp|?baK1ozGN@U4k}xn@<8Xj=u=U_=Gos%Rl|j67 zOzMO*?J!Lt?Qdz!QQXf5r|{~VpahczjkmUm-bH+s;eaw6RXx(iF}UA;+ZlO4ELj@-&6RM2L+PP@EP`HJY33e;mYx?iGpc zYm;9@K=uf(Nfx7r56B>t;oBBEc?#8jJkGv^T&6UI(YZnlw|8vI_Z&{PIeY#dSi|X!*x$57H{H2 z3zf|(&1VjxpBMHP%_x=3Lc-flKY8?4yLd#Gdc zZ25s3 zV!qS=6Qn26O}b1jd&E4!Z`D;1mw|l;iVu;=bLkerR^KtS3Gp+an~*<8t~usm|2-0; zA`XYq6Y1@pCR6T;fym^#bc@4QbD2;Vbe@k&a1ZrHMxPd};kUg{thNGG!~rl$3!OD# z!VXa6V8ysukQF?5RRu`?3D0Fg7V+R^6<`#MLT;uTPMG8dDE48+zVde}z*8_v6P-0~ z;ufG-jujiqg1o?k*Wo)^kY{-Cyb3S`MroiMj+x~8Peoi>6W6_)WLNjXt-v!Xz#tf< z9_oi!*xlRyR(s748imLcQCYlA)lcu^hb_D9CCgdO#eSzI(E*AqtQb2B!oh>ND!@n> zpqb7y(GJsr**voXuc&0-$@to%#XD5lj6NmU$)kH2R&&YFJ*Yf$mCx`HJ4|53pE9w7 z)5uGzWxbZ;QokKZ@!OP62Or6^khu-Vd~KV($~!?M42F9<1BgMZ+hY{nh0k zk00XxBfQM(TE#jm8U7Hs%ZY6&aO-yk|5_G9lKT*7;KVi;5Fu^f&8^_DyIN!A1XjE# zWP=@?Lf+M?ZzR&2VzYx&%&T9`DwO070&|?$_TOU8VIA+lw?7k-e8cy1Ek9NHt-$JP z17IcpibSSh5{}YfDcms|-w1 z=4ep<4Si2JxCdBeK$65#evzE%$8GcGb_T;va;s*O0TSy?nNTGBdsf1HWwnV6isa`C zb7a_SDM$2co(VwnccA(v##U486Am7u<w*5PtG$?WG05WFWZmdExkX5y>G8GD&!8=-(Lx^A=u#>4=vh@=Ph z3GNlvE?$xv=X1idmi)xp_;HF|zNjO9oDv~Y_3g6I;`~b+Kkd7K*+uNNTp7%po=u8JNgLU3W}WuXc6QdW9E@*zk2?ZCpMQ zx9R|pWA@rQE5Sb`zNA)F(Btal{W&}PlE;Sb`1>BkVs66WPZJYgbee@uGwtj)q7BDn ziW)&7Ve!r*Wig4L=gPQ_Z5aRjtM3;d!)uFkMg$IWzPI|UJ{N67OFUb^DfuF-kutgdsBG-W6C{U+e7^7&kff$WV#-E{l3w`nJ*Ib{d$A0tpiiZUP1V( z@ZcaNQ`gp>-+SH=&-AocVusj@lCwAHhO5sRVrAy8fSQ7H(}WlMDXzMuC+UThB+$k7 z0H{<4ROUZ_|NS~b#4+F%+ihN!9|v_ReSEHEJ?BWu8!M{?ZT9i@#M=0$$k}9OqkOFG zaixE$s#IqA_}KFINKX!4HG6N9=S_weJ~`NZmf$?2Rjp&XL)(kB4`jXhcz-mL&q?TX zmGn~LfLr+%EINcBD%k zhQ<1{9)Yc9{{Fz%Ph{1pE<F@o_t^s~X3W;;`Wsft?Ec`uP|e-0Nd7qf9rG#n@)iaDYF! z?%%}0^V{BCe2UjLD%1ctLC;x6@4x)eQqzfU1{3tBmbV%^PAXgn)xEaf1rDe#lLZbyc~^)AuJ9+2lq>XMW?#Xy-; z2wpwU$`R+rhQM1JgotCba(`n-a;?Jk5z)tfkms2FpMM5CWKNeS89R0^9Jj9P$RLB%x}I zx9lByrv^a!J)oa+G8~*`>4h+VZ8R50H@KKq%+y#M$fFp>IVW*n36~L;&h_mrC9I# zrZiX7eO?Fgl(6_`mlPukEyjzR;2Jm@230lLPs71?`qfoUqBiXenj}nIX~spRE$>`% znQt5nD}GIw=m|Md{JQb>eKG>8p6DH%&+S3%%=rv~oGq2+u14i}nl zE~Z{7+a7i73!3ThaNYfnnLjo7zUZ~xM1He*6k}O-Y0npslTS)o)|sCz`VV5%XCCiq z(d9OBu!u^=sdj6ebUwIilWvw$)2Tl*N_Y)`uGa!~9I!kKxIOa0D9rZ7A+P)Myp^_| z(@9{8u4%NjSnfceI-zgu$vq8$v%IA2Yj0%|lGYwQnPCZ~I~>w{mfpM}E%_k z*mI`3h34uzUy*3ZDcmpeXI0qv+{JpbIzfZCNXt23zi#PMTK<$Iy^g8)s^E;C+LU$t z7fGHjkd_}yB~<<%sXnHMD-+Ai78u)_SKJFD54CU7tH|z}$l^Ln`4A&lGn8{QB7Y+um@Ly@ zotn0n%i(f|y3FNdFEDOQx3zIA86ufnCYfQ-$yq%m7BSI!N^Hew^1bOTJ!+W5IH_b? zz+d4dXRss42y`6QI`fU$h8Df}iOz+rz+0q~7Ow9XhD!n?{PbKCr&CLi5z28T4P%d_ zZVY#BjGEdg;NWDYN2~E$(Tz*X!F6}*yEa@rpGK&QR8vo5*4-NR8&R0<^)TMosi*KPid#D2?N6JQyz#pg{x5VYBPt|LZLX=2PJ1dD*@uprM!mo;_dGaj; zqg8A)G(E!S@47~)(^XF`oW*2YunWlaE*rt_=_i4gEAZBW`4vJTQG_UnhQ7Ccl0*K9 zQFE>MYku3Y6;a6CB#7_eW#H-J`9DNpM6sB!h^JP*IS?T0O=sc z)uTHZIwRqlaVh@$8C(FisOIvI+Z`Ou4U6i&x1IDK61j^s`weolu;LaF;M0Mw5w=c^24NSD0wr>94csG8)yF(#V)%yIkE;b-WMr z3Ki(qU?cnt*<_$F5H*y;x@7l){1&O@b@x2uF1^6YDc$y})z-XsG?NV5OAkB)Ab;)w zrS!T#2yb~I&B_k(h`e)tfs|02FqU`uh5vLC68B0w9=YcXQoy4ou(5`8O04#!Ww)Pj zsFz1$|4?z8wcLb$^!{K&LPSE+;@vqxvqdkZD5;7>=TpbKInkpjU7RGUAX&sMd~7JM zBXnzd{xQJ}shf!}m4+Ul4M?1txm`87JJx9Ix!Y!tzJLE^?1wsJ5~(|7mDllZfurR1 z5et=vg(FL)3V8!r9I+<~*+ymWCPvJxS~k5Edn9ARFIt^=hEaZl`tqXyA_QJZw-wvt z4D0tG`T((KQs9}QQQ6z18qmrf*x*8EtKbK@-RAGT!xjcVysG##;_&3tFpC`J_j-O= zgp+>9mpOMh1dz^jb5WOYhw#PIP*fxpZDRPSi-)Jx9n#CZ=&}u<^?7?RvWtDUe=I`u z*4vHxHK)%|MF%V(#g@CaEZch7*om~eDi(Cg8w;;Q`9080jtA#wT#AZLTeNK%yqaUW zOyqymx4mKfcih17>iBkgZ__?ZMqg8AMqFV-l}Ad$v)?j)YZ$x=Pq``aXQ6;~rAvET zrL6U0Iz*vAtmN*yneDR8B0}VX8Qr9oU^QXdER9^?3(27hdA=d?lFoCqwt3X?4VsMl*T>r0@DunUVrjC^5~IM?X^i& zsNQ^SB{ujkMkjIc(CR7(R}Gw+S=-0WiqG_*qltwnbCv1I-0bH5z1VXe!>n^7d@ELp z688X@cJBTlj3$EF>@Ex4;4H6&(UNzOul&Q^Ns9^1aAe*}$1@Gmqbi9Rp+J5#3Wd~0 zVVL7tR-Q<0j6CA=OWt38!xw?Z>Yz~T*;<9a_-UiCn(LX)dOtK0!%V)Y4Mu6}Xft~* zZY86%vDkHyXl>*=rlq;Ab=p`>?O*+L5XfI!jM7A{s}F_NLF%lHSKg52%KLUZqqSpnZv05m^FO5NCbWp#JDN0it nxy}!(t@G^}$^d+#x}NySqEVT~EGq&#n6EedouX zuCDIYy;tq2n%>>F=MWut5I-UzfPNj_I7}`y@WC6VpJ@?cT%}%@Ko6D3FqIAj`5&>q zUMms``gmv!k;nVzlxJi2T(I-_4;x{;{hNh7r`EGQwuOz3m)C`rG$mpoR=}52ueo$3 z4k}~e!P6|;GbUFlbkyXf1CIc_jxsuB?&HPgTcBlQ#NT#znP&9h+2R)tNDzxWdVH#* zG~MZ>WGaxSSt0NgS*M4SXv+5a$XkUZDo!97-w}2Qks6XJPl=x|`Ou zK6-jM{7T#3zx_ntPs8ZMyzT`8ks)y2nQp8jDIG&}g&UC0z;|LE@?g5uQu+PPeU5w@|*gDpJ1YPDE>(NN>$|TY8c3C=)ecAS$^(^53*2N#U0jfLK8vOiIDlgv0=#-Q8Jwi^V}FPU z7%6hXDhaapz}yD!=0V@B_e(AreNmB}FD;`jP2jYVs0fmyN}T?Wbi8#jXp&EDyBLYl zov>(fMQ921&KKb!#1@xk=VKcEv~NHZ7=b?S_)2&ot6xhJ6RKCSAY3eA95XkCnzp?y zsq{R=-{Rp0e=k8!5HB%!0C~6~hm63_ExCRx3^p(}XnTBP6KxO0%R09%OSp~4YBypF zuqESPXMMg@CI^!haLSNeyWsD?9)?KYEDBjQ$*%)2vhd^8KcZ;sblUN00z=~_42+yU zX`>k={en^l9!FNy@7&nEBVhBIzi|9n|(g`-smmQXY$d03eFD@bG z&?;cdKaQtx+%aX76V(X|V;4Dr6i5V(a#i+9$SPDp-%Lt{GeV9%R`GHmYx|{eRWpN} zCRBkVSOt&VGb*C_K2@hm^1~vpW@Vv*kS*Q)Cn<}rM_W=0jtC+gWxUzW$*vz#A(5V8 znFakdvS@tDv3> zk?aMx%_0ODLRg0Ma71ssjYZf>+QNZo2xTW2cL;YJB9U2DK+#w$QMCGTU6>Ybv2|Z= z2*sL)qB@t={ln8F!Gi}l{`kbwx%X$F-GVdSiSS)U56&t>e3V-iii9uv;1Dk(&l8|P zA~iDEp>!e~8_&(wuRtR9HN3|W&uyIlBJ9#QwqhEbRb3Hk@+B_#rixaxXE$#4*}v>A zRrv;CfAnwxQH3B!}d-AO42K)pfdp z===vEiVaDa5;XZuT7-VK^g>%?+BD!(Lp0abI|u7#bv%;(HX3fS2P-R)&-*9GI+pz0 zs=PreURAp?SvB*9i=9V(wyNf-LQQRW!QQH4-Tg1+XGVgQ5W9 znw0=I)|D{1(V$OYj-QhvboJebv7j*V$?5P&Gn9Cx6wK07^6mMMgt>q`^Dl?(msotz zE(>JpzI;P-G?jCH?-k-p`C_7|zZ-x|p(pl7(+8%SN6*ouT6h8|HXgS6Nq8ru&ulEL z+$2o$W_A`XAQEmKR<>sy=WEjK1ipoWNE|TVn+_nks0Q^+)}6Qr9K8Yk(8DWxm-zO)R_zB zrjb4j?6N(oOU=xZS~vzK0f_vf?d4+$qm}cC^?GB zt?z%nPv$~hb1_-#)g2bR?5PCT$$J@Sb%FHJeG_SgX`TfSpEc=q3<&R|M6sU241E+- zcPh*Uf4-yT8*#S08_f{TDOBn%j!eF@UAXYEnwhP$02qm%0|J39`d(#;S_k=%KxG(= zXeVVs0_pkKz>)LiF+e$_!s4)f=7bu9q|e}PLvCQw|7FB@bCvfAF@`;wK^!TXI9AKU z97b!Eo`#>F4;y~|x*$Xh9;{mUz?q<+J%N5AvnfG^~oYzA7)hZebF(9#)8T6 zoLtyO&BhrarY)e}M%@>u_-RmtUm2M1eP|FmoFSZa>|G^lh0tO|qeFbVLtg0-pS7{> z>QkAlY9zEZ={I%C(x_a%;rE|f)nY&DYyjovkO=L^=vG#&UMUh)~P zb8LtzAp&G3W7jEn9L{>~zP~tLDK%GSrGvYy!rU%Xq}crBE)fPCihLhLCSi>c(qAVP zqO*tE%R-%gA<@g>q~_B+4Wmze^BgN;o=zZc{E?Zz71p}p`&jp}jIbg@6Fyiu`|$e{zTvCi?7?v8avcDma@8 z>I9IZK$we5@Hf24&3Ufq6;fZO%w0Y$=N53DJjt=!W3^lfn#B4d=KRcHj%7vUd?gD} z{KXILaIT8;4eB)rRO{Lu*I|?rHiSQ`Bc9*{O3_s!5T_mlWm4ITSKQ8?fRMb12w7G} z@ymL*-}GtF4e!bip>G7cunBwY3vWTxI)E9j2_)99;p2RI^Yx}->{PCTD(l;nQuFlXnX(G!TQaci#E(Dm zYfm!mGWfD+s`2A_?-vL1b&FZN_UN!^oy~mI(QCA?Bn7Ts{Dd$}56IX~FV7kP=k zi$Wd*yGTNU+n(F)g*`j-<<`c@ER+SM!wZEDFrKa-hdgxBxJ$Ps48_A_C@GM^xJLvm zPF;-tK|P+LU}?=BoFP0m4=R8a=4d`$*y!gFMhPZ2lwEe94YlPoySG;#2 zlGdT}7LbMQu_m(^DAcIS$7-zXT@$mHqAO-9WpeaV{wQIfsjx~U_tXi_mqZLom_hAz zYRWK09(HzXdiI-c8Y=@`Rw^fs*7RxNYj}jxim1GZXj{t;Bs}=ol6b;=X;;U`?)LAS zR|!zm23&${U3#x!mtz-Ihq<{6 zd(Z#suuz++kGj_GyQA+v;Yf1NxEU09ny0E%*b_*z`GW>wrWOE+RT5)V3vESZLPkDUFT&HfFbw#KMQ|)EN+# zo!*-}y(h44RYKyFU%&gLe4Svw@h$BlO2eh5|JF7=tg;ar&L%hERC%>F9&^`DskkVO zm(ky%yhgJIojrtNV9v25R;ZSCSOjTKf^ZuQjO(7!nubECF1@bF#!VHv90+9*^RcD& zq(B?`({4_T;e|JiT@S049$GBJm~SE4+J>g_&S^~K!R#z?A+N}Y@$gK(m0a2+b8=#V zqJH6eMWDISZQ9$QQHGjH%zt2tglutaZ#=S-AXy}J3T9tU?SJpFvHauZ-bwryhYb)3d(rB#Pa3(^Uw|@+0o_#S&Lx4iX=^_{VL4f{Hzj^$Ertz zIlS5ocb)QhrcAE7JoGgxSZ9!NyN>{}u>9Vqh(tPUZrAIVZZ5CmvlF6_JK7$*^ z9j0+?@onji=KloPv{ld6tjH0znFLk=e6DFV$C+nY3>wmyO|5sWu}-a`Qu1!|n zjfIj1r&UhsS?A$LNr5UD69L#DmYRZq*ssk$>7+e^>VuM`usw=0|OXn@ETajxhQlY0k3$8N5W;_%W z4pbgpIP~$yF)u=_@->DPw&iA3Y#F)2ax2HDdi2s!E9Dx@?Kn27YNk1#0A61y-%{Ul z%@jBYq$1D~2Z*hpZ{b3T2H&jr*+4+RVLLg%4R26oTl0M8SLpYzz5>1znm}>Rw>2~K z-AWiCBXs&)W^)Ds(+hU*ilS`BDUX zmzWPsr&5YB+XU&!uZ7>w0phghC&qJpz1apI&zbGFuuF=UO$5;BPp+ME54^4=ZYu(| zSbQn`o~TTRms%6q~#X*2Uy1++bacWG6ljm9ikw}r~Dxo zu;gWMtbOvCf-?SERE}GlvU%%b^2dnMSCmZBTB2R|AM#b?bNlXnfR(IO$Jh}<5wa(> za8CxCqUPt_Qo~C|`vf+~h_7%ztn^$kGxq4{(!Bto@IzQ0>J#yW9OUK5ljfvliIBbc!kNXcU-t;r0Bi4W z*g$r;w2AVp(Q+K9uI)F3CB4~MmzDTA_h?@Qoi#z;OnZpTpO{rFX~%k6VoAq;XW6rg<+DR=yfcrrpM{tgwyjq_>O&WDRAnd>p&jH#j#0H-vw%VJ1#aC~ss)uw7?dQxdFPwUmg$T>lOtX$)_Gp!?^r$ut1mg~j? z17P|g>e6$?5VtBMmcPmQx^Dk-;XtnM%dCB<8NLPalBc__nDu2i3zJ*dyV0OH2pMF_ zSLGp*9B?*$y$z{C-zT<;*Pdms358m8DsQ8-k*~1?=n$&W2SN5G{^1eCg{J(Sb~-d1 zZF-UaRY{z-Bfb3j)BL{Mc~h`k(!`tIO+8R-Sds<4y%I*vETVDu=wD& z+x~kNpwW9K(mOdsePI9fjE#S1hod^?p5Ol)&V#~hMR_q3!OO2pT86BisEx7F7sK!q zB`svERS0%frTfXqth_~myCQ+?dUgE>omRSMl;M;e4e3t@c|9Jv=_xjhilo1oI15GW z<3jlR#fg5<niOFgrAdj1cyUdh}V`$-!0Gf#co3V_Ctar%oM!NSx-9D{zC?&zKHuSQ4WS}oBo+QI*CrZ zz83lLD&NjfLg>5D*sFm#foMk@*(=ENW&P%JeCNwFd(zvw!Qfm8zH&{14_jW}Kk!>QH?)J~3zrM}cpMt`>9^diUP}mveR7 zO&ybsc+Nq@*Ji(`iJKdtS&i3*_SXty6fPXT0xKSqR{(kn8$toTOnKtcGMmsF;EE_p z(Z)S+`m{=S_BGx)8ZWnZn8#{TFmn8|RwP+$k2(`6^k>9vI_cWg>Zh@1Cdq}~$ARla zP6}5_k)M#Idz@V8Xw@m|WXXfWRx}VX^vQ)?{5=#d`vhk_jnHunC%is`d3@MSb{+4A z0)-2xqqf?_4-c=a&1JM417{V<0SH7WrIaAM;9XL^RRDat2|we4bJ-DJw4Ii zcgh30T_93MhgTC5S3BU*yN1iYQ`h4e#!ivUO$b-idITA4{lV~1DqSJJ0Gvw6t|8A4 zF+Lj1(WH6Pn+{!Rg`HlulzN+jzq;kC7w9gfuw;ssX&m_@8im5eKd*?-A8qL=20L}= z#Sf7_3idaE*dj%Xf-i7o%DqU9IP>prtCkQLrizhXrZn6zEhN)7oH|GliPlfHeCsBX z#w~_3zzI$XrGvUu6Fc?^K-!huUNKnbT*oh}R7`MuU=otr3C+ZWq+Bvyx#Fk0<#dd;TPo$;I9e&pti2)6{4GOX5t{uBht zCN%E|lSJNcW&Sr$Se{^Kur*lc%j}}nsT|?lm5Nz{bAolPPW7AzP_aD^f70iwQdu|N zI^HO0>uRsrY^}SdEAYpW&?)RH`=aBa!=;A}c3Xuiw&yf68-Lz3yWT&OcM^E8)C-$9 z9Uvy=YP$r#LZ#i|TDTK(2Fx>UopZ3`5C@{y3=DAMcSnFyGNE-a<7?U%HT)=JbZ8xF zMPhfEAB{g6C_6v^4Mo;@lsc2F@0gzhG?p>Bx5Si?^*rzn%f54MM3He0t)Z+_6ARSD z-9M}GjhU18P|{>c|KPY5)*+Eh!l~g%JC(kKqtU<|SWI+&;orWT=Y-=ps zkML9hb205_dnocA2w*!?QK)SL_P^h!SsD$Ii)RpkAKPJJDEPC#Dtf4bCef1ev8w6%zc?ND{8ee})Ci&5|J z=y3!s+!F=`x0@Ad2ifBpWJ2T%xo#&$3#tJJC9nkmi$?;2-j&(ei^tgaAU+@UH}74j zav7fRYY}m$T?!f+(1enD6*qR9X*EZfsQ#gB;N@v(Lk)W#x|B(pgtdb-h_P9+SnJs+ zRi9|N)8wE=pU?eN5CY2xrirQhlye4&`Ey0p*{C(}a^X(=x~&C8f%lu~=_z^vD>SAh zG!zbi8PpX9ke*_}qlk1t39HBA(H5{RY6lQ9yX8jGLyngsy0PR!oCWS$AuhTjJMovp zUxY8d%-gjJs)!(H(1g(JYozO5(il)uO_Y)oo+K-}=vc_Ewn^O|v)FlXn4#R62=!|i zK+9G^Cu`A6`S#_jJ)F1+uUA-@%dga({0RWK9Xy=eoC!2G9Ab2rdick(H&E`ym3=fty}Tgou-<6giY%q;&$GjZ9;GYzDZcZ|hVSlEyOtuM7W z7;Ft_&TIs|?L1t$CVVFSvK-J2#7lQwRMrYiFKdNyf??P=VfFw$Lzb}Z z0rBFTC$VQfgc3(A7m}J?m*rWH{{6WR!QTr*DEsCB6f#)eeC!Cwe)nZUx0<9q0tdVi z=Y1&#r2g1`9EF4U7z=q=X%vz${Y{?K-_r4vvR!p2OZK+4`t1jnW=K9RxyZ@mQ6G+ z^`Y&zy2Xm>s{M*0vzzQ1Xj@%|PIBmx$L!7ie4qC{6$vZLIolN+Rce4*w|3h$I^!O` zKlHomtT8Ck9VKlT?Fwij^!wcmX1}*!%Ej-9jLKd9jPG<0@5!>dy7ILQn+#iiGDf`% z7v#V^2*vFrEt4AK0URwe_maK=?w9nnBpARHM-CPT}pXJ*#Kh!$S{EqrjL;!J+m?zAYs zfVA%8nqnH_Tw+wB8dTWfmA0wj_s91!bTc~TX`NGBhi6s(n5)H(lsl;?rm^kW@Mw;w zA=dZts6ZEet8a9gFjfnxEMtbBQJ2Tm?N`54?=fbfpDT-Mq?-V&8c>?Qo(y@lg;*Nt zwrChAS$&=l|57|RwKmZ>taG5FS>L9yLS=(F;V~cZ23;k|ZZAp#35l8HUVGKw`*6k~ zdGA*^@o-?bv)A~rL(OQ6O?WCK*J)-P(02=18JXbVS}#FX&B*J94~XZ+@zK)rZEw>O zA19lIQK*QPin#$7{_uxaCeTEx=|;46^b%V~K9H2ppY|Ms(i#w{=qR52PrTuiSB%IY zw_%x9ep)U|2Rd~<`+Tpbsgo$a(ZMRz^BIW5Qe5B?rr74Mj+}J%k%Rl7$8xv=(!NaW|DgLnyDtZI$yUBaR4&9o{Jo@@_ z1r+=^O#gn)t=Ae7ex0T_>4WzSvoEh-0Cmq5(bflInuumWJkM*!fdR1tpo@!H)-&!M zuI(koULM%wv1?86Cy9GF@P1Vo_I|(8m!-7z^E6ZhJ|5q_Usk4^_%Zt(H~RjL;uQN6 z^mk?fqHHHm5Zd*mIVZ_;?&aGI$E*98z$Cy{gIaAmJSF=U3ioQ${`e}kJ5cBF9a-SA zdq81Vs+%BV!b=LRBL7?X%@`-TxN7+w+{Dc@h#hE8FB^PK@Cm*2@h2Y|GrV~zL>B7}~S3##6UavhV`j6@=ki(MC zqkuhMeBfQyw_np}Z+tgn6IR>}KVQ~^u=0F|F~a6Jd#}ntD=&1rIiM^(=bWyRG2!R? zDb6VVL)Of2JY{q%5%)aakEF;P2g`cWsu9P7fuzKNyGC!DPLVO-$Zo^{` z9Z^Qn%L&x@`Jnf=Gd7abk6uG{T`RKm*P7B3(~f;naTo%^0Yi zszd%d$$4b%?X36e>FUF#b=J6uGhnKE%Tr; z%)n;syq*(q`x8c8S9-|CrvALU`}Nc>$BmuQQ-$SdHvVbCw)IZUPGBI-cD=$J|6`L~Fp#Us$eb>%t*c=EB)G_r0 zcK(PL5&0=tSS|W@UM+~A$ap89J>ust3Nk`4jIE?VmFQ?AR?q z;{8vV*BUM>@K%LyQvdHm0(OWeCaz@> znjid(@5wLjhe0JIPZ1`%TPxK&Y69cQF5k7WW!RM~iBf}}5oB59jOQs%x&e$(!ZuN` z!XjO*g<i z<)dfpSCfo<*YUDMyaBHIdF}!n&hQAsM0;U1K7LL|7Lu z>IS!1GQOr^(O+}B9Dea4C^AT zQmH6YwS*{Kb(u&>-V8Eq+#?F|Q_~g^1pC=^(V$hWJXS8NB7lT~6`Bryjf9yrA(-r` zRfOcxlSSSSerUv%&69=V94RM@hPBl$u|0u^DmcT4kb+v*#Hl2~#*j>xe2F&)y2v6# z##~Y`i3e=@!3g(}0XsB-oI@Toh!Ed|bebhLOW(^n=?p_rkaF{Uq#3yeUN9vZ-gex8xTNGzQ zLKgjb0i9IdV|?fWZ!0_4Ocbdd%zQzBPR1@TiAv5)OH7HzpG6Y1iO$_&Nj?7dei!!k z4gDfUXb|Qd(NUpGBT1Nx3X+HQKcg~9kz7n)(p@YrJ|r3-ts@BvFUS4LCG{tbCk-dX z8ALRLGl7GhPC!x?W`+4+ZU#G&w9Z8h$-(o#Q#Sgl3f95Q7#+`FoNQ2|Dr;&H$&&x{ ziwTweu{;t7nu~tBM&1cuBED^lC;G$^#8>lyy5>R)(i59 zLBKL2=#p@- zbMufe|K}mGBSH9Ift81Y+y_TmSH5V`ky_Cq5hV-_-wM$IQX?ub9jnZ0!HG-QW1kfA_}C{4ZyAo`12x%)!I`FF;Nf zE{^{K{C{}=W{Z`FjrpH;tlT^R`@iXD`4yw*DR$)_*d?%Kg{y d9|`_V<^LE=s&E%VVq@lF=0>2Tlu(jH_#a{$jlKW? delta 11820 zcmZvCbx>U0vu$v9cPB`&fdK{!?hYY9a3?syAvtJ5fMA2WTL?A~+;wm#xVuAe0x!RN z->Z7}`|kPURPV0UwYpbV?OkV|Zn;LdIz_08Kme8v3}T3d@OK)4FggSFL(lo`LxL^_ zf;>C(LNR*Uylq^p4g7E*yK+g~skzwOCJA2;a}qRVnmn}KH1xrJ_bz#EcZ_bi{l}+| zVj0uLml{Z=Lbv{Yzfda;vKRsuH6iPoBpTrjl&c`ZO^LpUdwFpF@tZqXEhg zD$9n&kGwd*$Z7(Ry|gc=n7C=r5?A*QT9qt&{mLANWu4e2TCESij<)nqJo)&w(7!Ws(w1lN$861#Pz#`DU44vtvM3PP%$+6Zr(A6!h#qJh1+ihTY0}i z7G4yk3zfB0vsJS;X8bA~Nv}^A;swZhskIlHN1FFhN{lgmz&yT}u<-45p)_Egz9Q~}j$3OdzD55Z1)-1a9qGh1u@o?-;m{GVb@ zCy!|IhTf~gx{Hmk_Nl_6a>?Fh=3e?Wsaw*A3Q$FVrgRWkOB|lyOFx>pTmS?Wv-B3e z4oA_;6vN0+K^T8fseK z;rjnr=U;nh^Bfd8XQ9df8~G5|HtGSoxWoi^?JL`ob7{8@OSj%Afdd_G6Qo2NToyfr z*BOzK6ynEUn|wFV36{vdRVk1%B!hCA6$puacu9Td5PUsCefN(#y+ge)z~5;TG?|X+ zxxBhsiYTz8VZ% z=-KD5jV&FntCN8*kb4F78(HNfc6*#_foA50zJAH_8C16R%J8ru^$SUVCmbenw_GB6 zYU|F~lz_z4(sGLe+~Xc<8cG}H7UfhsL~Z3Ldpc@e8HY-!ojv$6ea@-2YPoS!OF;R6 z43fQuKX@9DE=l3`xhjG9=sJwCKWBx_-^w)P^Jv%&27h@+(~;RpGubc8b#)^=u%X{{YgLkx=ejSA!>fIS>{_!a6x6^o609V|oVxGhI$*o<2C`5i=bJ=QhI! zXOxCCE2B7E+?}2&Ac^RDBVFQqU9K77BST-`l#!a)Y8|%m?Gr0KHa|SW{M*-OxAg=a zCEDl+&>i#~yO$yBoppGf#R9Cut%YG~sb$H9z1Hm5k(1gbt?)>6aw0BdJI0)G!p}8w z$Wda_slJNksunU%YVY)8VvhN6*Z*iOTPRjZ734h?^w;qpzEXTdq zW%cW&ThHhi)PtM`0`UKCYN&&9bDv%~{8oeKMx5Ak^&s<`QC|2%$RL`x)%2BGm5ORP z*miQbn@&!{y>%Q{_M%6>CLJ76GiUBf8S!0Y3K9Q zNmDXvt8pSI!5;cfU$Q{ZiXmsSgr_^J1X4tfHGsN))T`gY=O1c^MO$rKAWd_?4&PPv z`l@bA=R54v^GmujYMS46zmNi|$b*LJDjWm|)XKc9U5f1L*RR`ES#TPiW3!YWi;Nd` z$HTJwrQCXSTSKhA1uG?UX|FLZAEwOY2{souwLAik zr6BeuWb5`j6rC{QDF|Lt+E%e9EUt*uemNhsrCc0ZdO9olou9!Q8fcPuxL~q%pWv*M{^IEmZb-nBWZI+M3`)x^#YR}<6jfk%wP>O zN?g>Ar1covq}j`*OQt7Y>_d}s_dURT?~t*w*g=d_{_`hYkhyY-Q6|}Q3kKgO> zXtqWr0=__$K$^isT*C(ED;Zo*(1q1e=PmFX-|x#DD~m+O(Um^k#hsNFwia$O<(zK; zQ5}WGRVK$h$DU0xU)jkH*$`dIIes_~%cGlzt-Gw+tJkBo=yq*M30A>Ojax$T{@pQ5 zOxN!0p+yMe4>gbry-_$TEubc1QocC)Zn61~_(k-@c6e0kmp6^=b^E&>w`fWL8a{L# zlNyOv7*d1fj!g*S7ZRlBQMGoq^{}HC=7$K;LutGifDu2e0OFbX8_0*9Hkc^CD6AR2 z^Rv-ZY2)*YpchD?_`#A}Hj+#Tf(&HzQquHa(cg0oaM24O7JhzP`sRQ|zmP2=0rf{+ zlHs{t-4F2Wq>$!n{obMl=q@XD*|oav`r%Xi>CMLv?lz;TzB|LdS-a0hqx1Ap`0m|b z<%8^5bO05&<(6BhEAEn0mL8vfMa$i#`yQQaxZkIRr90@vrl|*l8;clE7R25pm6xx9 z>fS&1x%a5ix3llrc_j=VMstsq^uuUU)%1*5vK_DQcD80VNz%3xkB6aWMhb9oy1Yot zcD}DP3B5(gS^XIRPqXQflIkMeQyF?&J45?15rCk6B!B(0u);=3@&0&!kwAHK{jNl$ zVI5a-T%A8BTf4r-`VZc<@XD7@=zT5*6Sako5j(*Cm-Ax527vwwaj(#cTl5 z_oVXjuXnx-SbuB-+kQ6Mt6^miJR|0o>-#)OT^@r+92S4^MmD-pDK>JFJS|u5pkOTu;;6xiZ?0KkI~~3f#8J+lgD0eG z(MRj0JFjnK$*mFdRFqvZzB~>sIGYAN4!Km?%RZ5)80s;+-ouH`Wk@F#nq6wcG^nZe zKZ~lV6w5oyCuRAR8Xt&6^6{AOcjq{f%opHG)~#Q}VM#W*A9(V9ki?Lx?fe)o$NBE2 z4OwAjF8X|PefD|8l5L%eJ!4hY{L?iKGC2f6iXt#mtm9i4B^JY_lkO7cf`?J39{2By z9DFKsfpJns)I9|T(v?&cJpnXK7fY3@RWc`Ch~w60K8M`In$?%r>9yZ9`{dcs(7Avw z)y|<^`SY5{xaH;Ww^fMVjdzQejFH97Ri65?ERanOO=A^*JYf zTP{yjF+9+mB|$djL^)hu&41lV7Rl1{(Qdim1obr(*Xvdc*W zm3=K=7$MF-H-z9ND;y!IR zRck09L-%~>{%5Iu2mN8*RL(Er&$4UX?Z8)EiuV%JTAJVzC?goiTTvBOc!crDZ2gW+=1NV|EO$J=VWb}fdjyC)=stVFkL&htc64I<$DP#0H zE^U`yMnj|v@o1Bf3)Wg^SsXh6yby&e^*}UjzWR(Y@($&srC-0+C2v!hXpil?+0e7r z9&?n=i!lj=d&50CX_e#MWcZ;MMAD>qmLWn{@_W~(O?(mcz6k+eaiimU6PeA4%f0X! z8xsZNpUf*kAPRXN1)iLnGx0s%PgqWpqT`f{lABfNNpml(*)NlfC1BzJq4lbR*@}hd ztv1rx9b(ic;Q%_@4M;)S^oH_UY?p!}#ZoI7czi~4@>tvAl58g^Ph{s3QN(n!~7$J#Z&Gk1omCvla_A6X?kG)CL-C+ zpv!l$?$fsC#L|~1YJb*uBhAW3Way?cbC}RBa;;=!z=ZEME0W9d(GMq3^t@!*lka)1 zx)nbr-zP@il}go@X~LBf${Ic@DZbH^8W+)7ygps5Uo8W`&%rb8CS4JC2J96bAI`;$ z%&${o(lt`Vht4E`7EGb_k2aZ&i!H0=NVN2)jLBxGjD{{flMH7@%sn7}3>C}IKX%V4 znO!-AY0%E5MaTV-1`qK}4&Fpg=LN*#E10ek-*$FdKx;$ zN&2#cI$=RN3?dy7AY`F|t4~XZJ%UwRKV+7Pvd|G$$7~zt1usVnZ)=}6K7F9)sVhOR zjrBf{jNFk!VKq*05mxTiRw&giOZFo-3WLsIG|(&hdjvA6zY2vAZ(uaIS{b?%M$Yf_ z-5iWsCf^MKZ15#j@DCdDm@yBh`<2u5yAyjNYkN z+L^Lmz*)k(Mvn^e9Bu3i)cG46;%v?nJo&XeeIN4|JQ}+gt5;MBtas2n7vJ1r52OaTcaX z`~aNqwF6*39N{ugyHZ`6a2<9&+B-_yza>iznCdcZmPc(*AOG}y1yj@i+$mNaXp7@e4Av0-dO+toaWOZYXHRgyg50;*Z2|+E4)fD4=q=l+g zV*EeB_)&7#eU5 zu_iZBnW<4p+Q()M8F95~aG!Pr>VI6yB4E?VoWEF7Vq`yCL(+}#b*nm}RR$6+jwl}Y z;&4J1g{X@*N|M{79Ly+rfZ|+)$--<%sPHZy`~UyG7L{&SmPr(l5J|cf_N- z$_cS$f$eeB3FPr4252p8m}`BT6SjWDL1xJV1e45sDy?4^0;u)1aoj8X4;=5Oxg|P%2>t%&iqjA+~E(f zDoumEQk{iFuNWO-xi4(h>a)Fr?Lq=#t)N>b3hmM<*Q6%wIjeb1ocdgfruA%2JrRz=yV1J}%tmdXRQHhPO8XnE?+qu< zoA1jrhIK1DzxM2)g33Qe_1=D8Dyl8jd4Wst)j$4?qbV{LnLgK9;6SPU%Tj;Zu559U zhB&`J;dg&JH=s#NRA{F8nCp-CW>QF=HfIkw1iH+DTbXRDXQIfXh#^%NLJWdoWY!o3 za3oBlKtwELgKI2{zUE7Jk!t5RPDMv>5H#MW*K{0-#h5>7uhpZv3sLq z!}F`CzjIRekN&oEj_zZ$-;m0UkadM(1@VjvZ)|Q8&m?bXy|Imm-N?}qyQp%1co@C9 z>hwsEP-%C5*G={@XFc*Q$*>W6e>|D+dE5CXK1>=;bl`~ zE#pU#w>w$K+;f9h$`zBXzgiXF70i9`JYn^2)vK)B6l@~WCoLK!`Zm{^F?wi7ncP)u zZ-38L5y&%*d8O^lVVakCaM|el7~qseyCEH*_^znl)!~lR>029o^%xj@j(@#fM#vBt zMC{az>hwABmIHVqV9_F6xfxUm>DNfJ`|{P1<&wX?Bp;5II!u5PcBa-qJ=P(Vs*yUD)<0ZK zDWj6+b_5&SXxJ$n8b;aaehqs4-mqynf+Hy`29>&}|SYX={N@fi7e7Rhnz{z)+oH zU2lS|Vl&{}*))#wvn(&VKA5K|vfQ17bQnbv!>aQ9S8>oUCGOEag1ZorBUMf?A9XSz z{9PfK;*^FTFEe|x<+ryBE-h*f@RW|Ff&FvyH=5V6Uq?X9y==2}G^7rpz5S}F)0XlT z*PnwzB!wxF=BA_aGq>=P>_9J&TN59JRc3sNFf*VKfJj27$qeV4Vn89Z=UGATw0qO! zo&R#nbh|>MauidzphtM+r9T_Rc`7Y83pWv5H!1TK;w=Mzt#BKwaj5DR=Djg#WE_^6 zDg0;EDZ16J?OQ7$TbDtbvIoHd-mT8>ei&E2Qe}Rq6#Elc|DIO`lSE2pL*8DOZv6=kG{b!;y zu?#F1bG$E2{O*CC154YLPngZzGk=^O-e2v(@IF09zs>eP z#<(2Y35(7J>0{CO`tiS+? zE;B-6+gq>mqJVdpRZ$XVzK_^8g{ctDp-8QMj(JRi0B?3(t*@^wpLct#^7VPl?aOa( zx}`0;UTQvYwsyOMVM#m^kKLElweABanYUq`rb6ZHJRjG`Z(`J3nuThAXATeFd}%a! zVRUGg3XAfIxT$6O^m>Y2&NJ_{sa|EKx@GM=pZq8pX2InUBDO|Gx`ulHz;O76+c2OJ z$xVK#PuQI_v)8s1mIdRB>Xoxd37bHf{jIgG=rA!j&#|?Kf|M=s+icOB=z0e*x`q2* z5*_{N2FwqroBfCS9!T^Z+Ap8_a5S#g5I?+#5m<%XKSsXHhS@rhPSABb5^3U=fid0b z-%cj{dI6U`c1!gKKS`+{6hLp}L$dZxdugZ{qSiJ(AXdAJaHw8>$Zs`ZD*xriUjA|| zuf2T?l)m~jA;`)Z`^%3|vmzd7=Bt01jLNN>iLzcy_F3oX{Fg=FMLa1Z!~OdD(o8U? zF|TXeldg5$!y*-}pV>5?h~M*5JwMHB^033POAMTjt~81M>RF zH7~d3;OTQiM_kTbyZzB>kLYYQ1&HpamR>XbC8=x@Y9~5$H@7tlE9+F?6_2^4v<70s zCte_??o~|v9NW2OmqWt3E_cgTlus`&bUgJ&5wC*N$473A>5E#EzuQBR3*CFOsL!1! zoO*vAk2{m8DA|5bjqYXxf`4$5+5)l4((cGN;?dNE0%Tq5579_?8D#ZsqZ2CNkoRqK z>a+Ldw+VA})Gq?IUoY=>zqQ?~v)v0L%*sXmZ1!L`9_iKV&<i9+gi)^ zH%l5mSc;EdYJo%Bhwbd>KTw)SxzW#PNR>_abc8O^|0^x9$}it(IL*E6pWIjTwlu%wwE}hArjn~aE7~2 zW@y?P;R^U4=<&m#&`*luTqPgD&$XEzR$4EB+RWk}{kD4{YMz1MD(E%RA zN4@?xcqR+BSu20SQECy;o=hzB?+_YbsE?Y+;|ihx-YEXT!!xC;W*UD`+2Yg)xip49 zY~5YtjYing*nYIlS4RoscpMwKr4vaab<`HAJA3&4$@P{1Dx$kQ?KZ~%jWJ?hyr9Eg zK1VM#YCbul`dM8p(J~`=jmlB%|Di!{XQutv_!8eyx1@<%$^5`}MpHH`0gu<&^HOAx z(w_%)VEFP>xcWeF=xb1j&p9RC&xf8EMv38wSe%Zqy0__0b|pF%qCYywJ zS`CLfF0(OYg$z_S9B#k?-RoodOl8ieNO(uf4;^jd0O&b9e=NIyVyCzeI5`vr+A2@S zhUj-vh3%du1xDt&LCh{)bNS=mQOqXea^*7a`Hq9_~sHMr}tB$eHUC62F_1hPJOU<#5^dfTI19e zxILEG2vH(Vy_zzNgoYZ|Kta3Zbhi`{nSp$1aE7n8uNt5s1KY$t(S>}3R%k4y^IViw z^{f@koHd(Bbo1GPIUSLDnrxO3p5#%KhQ=jOMdGGU7MaB!c^{Kck8XmTEuR4(os_ao z8FG;b5*UGuc=DHda4C3J=rtu8^jGXUksU{&kYxxT`5j~RC6D|R40u9+6;{*iwkra| z5q6mboZDb3+b!TcHgeT_2|vLU9xg1p%17v{}g);FUY9=i9wDDB5i+1-2dQgZj{ z_bONKPYr8n>$Ru`P@BHl1D1;oUMq@rM25XH(RFdg`JRI!o|(;Z?}}YWPKY#o=R%%P z%EQ1eQuNq}I8g7Zi+O~Ax8LWRS6dvPKF0Xk&^+y(NB&YP#>*&LsjZT zazdzaA0oBj<0IX0#vH0h(I1RyvYy|@XU|<^Y4+(r_PE19jA0+H0*Hlz^3GHxqT~OB zU-&&{Iv1Pec1h8B06ftb4Xo=|8LS0O8!rMltji2h+T58|kJ4I@7w>dos&ivt_ zCp5uWqzcFwLhNVEuED>Eyh_=ziiw9?)tG^zJ>E8D6zOg>P6rePr;h1WeP~44KvbZ? z)k+$dG2%4*GN;mDn z>HCVt(ZRfsV>REQ;QDI0-u&Xn-)wi=RU;oEr_t|-@9N^+HoKoWCApTK*NI3h$%cBf z^O0Ac*8hAHHKxNceSSJw)896Jx*6ZDd{oCfb>kcn4xMgjZwExj%Ud4s+E3n2%<}x4 zJyXbWekh`Qs(c;T_P8LiDU+US^0^7;K&pf&R|4az4e(aoA#sR#N_!HWU72{D+Z?6G zPhtlKWPF|+i?5p9Zp{pQW`k&-S2tM$#%;ScjrZH}PxvuPl9Uv-b!}5@@5Kdh7d9KX zb)A=sR~znWeF1(|8TogO?Bgq<9;qM4F0$9Jh141Ow3G5|tBET6vNhGFU7igX>SYHl z-(nf7c=Ju=QdeP8^*-&+kyQw4n{1hEg*C`|2Q|m(8(pB5US}hPT~b%Wl_Xi znh{$+kOLuUjQi}NpXtx=5D{EH8e^gP%IfHx4FTAR4Ug9ZDNB{I;S`3H^J|griKBh1 zdPd`>o28XX*;IT0*5&j0O3^C|Y^1&BtZ zVaLz<=}2NDGM7Q3in>S7q0K1Eei;i^k544fmhw3MR`%gke2C?EEBjWly8Hdh{o#H5 zJ3vVU@n>gLmVFrF>Dl&_)I!Mro!hBUBbLG0pBX*E+$`{Ix=f%*2a-Xjf`hd}4-$Rqwew6$I|kBbi0rXjf| z?0eBttJC_6)K=E{5AA(NN-Q_0UZ5L?t*6ajyvTkx+;Q{A%*`>DR;tC`U#;fYn_%`x zQ@+7REkm70x^VT76@(u&mhfw*mnp}r^FQk%=DmU)7iC>qc@pOh<$hBB{>WST0BFOL zMmS(BS&k41k3sT0q3>HJx4&B%E`9{K$0RQ;%bmE#s^#Lt;LKES*@pY<+;>sQKG?=O zy2go$Snc3`^B5>-jjS!TYE_)ALrw8aRythJF9J)>_QjL>l(J-%^TCf<4VI6r^wJCF zmC|sU?2!!W+!0}Aapf73dIHMB0A^VEFIgewf{7feH7HK9(#K_tq7`P(q3Htt1?)I3?1g zSY_yvV?4^sfdJ?*P8>v}kzJ9)W=ORc74(i3#!3N&f5X+LWt@Wg*!YnF>{#*kvgSqh z1=DIp+Kl|*v;@_Olz4fNbxoJ*#K4vku1$?JD+MAyTnamgJc)XDlBjtA*$v(|;|5&ioqSiGcGk_%_nA@sBb3S+gOC$3WaB#6MGz#Ca^gePJX#bta74IMdj^?V!)}56ONwVBLY#d0T__v$ zb}e55>O-dcw%L%H59%awWI37+Fj?XAo3~EsqPOMUmH5bB1U9k)f{oJ`nfQ(uw8@x+sMHoQ+ zH3)A@|TlD~Wo{UpMQBrNz}lM&DX5gwL=>lYS0s4l2<^vC^c zWB48T1Ng{E7$_UA^wCz~i1BZv8 zwa@8)+olUh&Nxv6r7y){A9aaU<7;C4o%-sFUXnhn8?zt#3h{`FdT9i3F;!1LASd?F z+f!0W6-~U2xM*#~Oycw>A+WzY6yzMO-sJ31p084JwbptG+rEdbQ~Yt2{1)Z#vSoicdQv|_*4a?xHR zWFz5T+ZUqe(%^~fMb;Qe+l}1D5h+7Tb31%I)!(!6qDi2%7-VFb%k)DXtcA?}OgmF7 z?Kr2iI`{ozxja0sA3Av$R=x;9n zz(K%5|MvZ*`xg!Z`G@Z>LJ&;P3oY|uLIQ*S-fsA?00RF)fgrqK{(nS*ApCs)Vuc6@ zgZ_cz1q<-~GnN<3%m2? zO27x^eEA2>vreJ^?<#e^)2?cl7Ch67zxi|CJ!00RR8eO98=u z#)5?T0N#H$n4j;Tm4JkVK>w7L4=l+0FPyL--WgUr{(U;tP28jm$qKQF9Ei2!O{&I;Ar&K%4z3mlO z4#%1cC$5bLuB(|D^-Wz|QVJV!%fsjDaLw5SoPf#b06qWyUw<*#e*C7Jwcnt|HSZri6f1 z>Q9H-MzuH-97?QT_oj&(kr=lUY5M$P9~C0;4?gB*XW!kD*go0eA@FYgwSAbqS$X~& z2nDBDSBi}4u$E@FR?l9~(cbKckC9frk3^|W7g*!pH|Yu6SJj&*=ViGu4y_TYI=vQk zycBJ$8Gm!ed`qi;yw%;ua-Uu!T-Gx2QxY7Z*+!msUvW*DRCI?#^{2I73!q()uNJTbHAjQP}IQcBahoGu>}y<1G7fIuhYNBuB6ZF zTQOHgZtB_574t4w8%Ph8g`jwO5}@fS1rJcmKvC`1>R%~0!~bRd5qqh7Z_s-5(d4Z>5QV1`Z;^!j|jbXs8FOrGiqx%yPlo_)`>FHbN z!Zdkqu6kfGb?y`0SO`K(U3y9FHlPVd^3<)UC-h%`mk%6vhLc-!u{~Dpjx0IJstvMe zkL-HhLh5>WN*M6zMjBVfjLtLHr&{&1=}}3F3a6d5oCwfGQ^aVN78eu5x2d=kwU2b% zBz>%#Yy>{IT?mbE{bRnBwStNFOkW8 zbZ2<>j+O+mk}PGKsWvSqTzuz}{l%Y|RE*43R7O@P96q&$s^F@{g-JuL>w22?|J0M0 zE?O0K?OdN`eKy$nuOu3eDz%xB0(=NFGMX{wl~#}{bD4i&Lu2Jn^-_Z|jVzU-B#**{ z5qIrVlgD7>Xmzzy2}EiSmCjqRu0t&Nn2Rfv>!ALcH=q%RSd>}!G|V*ym5GxR7CauD zWc#EmMAA4^+|m5h(SnQVZ}`cfuXVcCx1gE$m*6E#e#1BMQRJ_zl;FswE8xk1h%pAw zUAy7Tr3Std37TJ_c#u78?BY#`iif7oyJ)mwXl8!}nPDghP)Ye{OI6hi2m1$;3@uEqE59NpnmwmP&RVS~txxqH7EgaqS|PipVXjABA;+27Nn zd)VANsSSLH7vM0U)HRL7&j}IRQRHC;mPYiSgw50i8>2TZK@)ro*6n3zpUpVrsUmCdQ*>U4FTwUd$f?=FXg_E z@vB~W{ub2Bck@C)D&23`eAprO&g**b^3B^_-$KUke(-O-WEBX;C(#wdpUz0FXZ*-|&Xhg`g=?g!K!1;?#pB4|^{oZT0$NL+kry^Mj7rH-#-= zt0Sh2zVNI;JgzcpRhRY_a0HG8v+$?vn~kK#*gdXbX#d)#W1*IOBbe7pATMfu^eTdd zxvlEe?EWIP3=fvms5dU&q=`zy0gavQXmLt$YebwSyRu&k2Lo;JH={R84Oe8@Euq*|e4Za0S@LJ5Imz+@UC?Loi zHc=+q6@w&Uiv02Ux5*wB_y>5{e}6yRzVB2}=FO)AXWYC75t(!uPGAc+2FQxwuy2r4 z=v_%YUdg9m<%6`9qUh+sP!gzv@@?bIJcpLuU!kX^9{LtjL$({`n4SfHY za+z?KVHn8~X}Kw82Vhr(!6@QL0AG-KQh*R}sy>^sPO6KZinVy-Q(*wtCywCK9=xT} z9Q<2Wv+0Y-glTUW`p>5DUwHxhs-N3IsS+xdznkKPwIQX3#$k_#hJ<8?7e3G(XG80f z2I@kJXISkXuQZXNuR?baRhg4QPPweEP33~z)n23VRsGEKf6lY3=COz@5E4cZjOE({ zqwT57O34)R)0W?9*)8rZ)Wn1twQRB%mGC0F_~$Bu>*C#J#V53QnW1d?%JYobyhxGQ z7Ytf(*&bB3nlrLA>e(IZNB6^`>l{}vc@Qi}b5~-9Dv@$HVRvXz$)M_y_zarQV4R3& zBD9$**($ih@o}isMfqqNAwkl^;lJIZFza( z^`i#OtMRqS)}Sv7jkggSnMnWEUn%Uzg2*WNZr!zbAE33vR7rDA`+E}h>!nmF-CRv* zD^(udUev2(H%HVW2O_x>=`RT3j01?U_a}$_D`60Y5J{}m1-!G3?|6SEl!xsCpH8~F z_rzy=;@aOcy7N8TAHx}jKsUD6Y?hgAvg?DGS5>}6M4+o6!!HOHF7-7@cRQ%O^F`la zBT|e#LnwPJHT)tlT@@ZEDXNQv#vnNUE^G!133QELsL<;q;dYn}wt4gqvN=R`pIec_ zcI^1Pp%iAZIyL%@(mz-ZG9CN?>4gmY#mM~Ll?)L!+p-103opObqz;LX22I*`)Q*~R zorcjr*>&-X(Cd`3p)j_(%3y!~Y3!|ChbZKzQ0xTS$&u0!v zv&huM2`VXK=^9D#@3FWrGh2~RNXI)9H{smlQ>@xRWSs?8Rbn5-?W*gIK`$6J62DAjU=H?8MJ#^;=srn zoNtuiP%=(|i_F82gmmkd2-n`vQd%&2oa!A$IeL`x6*c=B#BV44LdRbxGyH~s_1a9( zlKEZ}&P1t5__1Q_{r6sgfXr{xTA0d_r1C{*7tg7IULxo*7eu75-F(;jA^Gbsx!kCh zM**+H9B^tG9ruqfo8MO}%_K_e`M6v8$8pgQ;!5OmuX>de$~_9=sN-o!&-v-=-Q$M)yQ|T6U7c=C*N^tiv8bvT(|HCR00XD$H$r#c=7KpA z(KsXjZ-=#wQQ2LfSHadF0pNMz&)j$yR_Jo*uWw;o>DW#C!X4^8ylWiaIHWe%y)C+- z-LyB3aQa=X`d!v+L9FbYiRwk3J_ex(^);5|TLof5IFYk!kgnwlDd&k!2{tvN>nJV1 zs8a1Cw2n+Pqu6E4ndfRrN1p&-5YIgv&1Q!vX_D{9*Lr84 zO7Prq{YH)*1iD!GCL-V6%*RG2k}8r`@afwpJE4ofs6V#@?)c%d<=-8xU0>%q2o0q_ z+&!?W(a)`a8$*8wK3NV-vtO2-JretNRnw9>^J+H9}>$7YPZc8xEq(9wt1ZXeF3$F+w>>=K_Y}=Wo6|` zh(-c|GuKxj&BH;kFeUh5{{&~PU&8(Y4$hSTj$6sZNy0>;Lc*v{!ou>uPomOdKmSNd zi^&_@#mjkwiZTzj7>;bSpScC z!V}K7glN2a66XIMQ{KQ$-NM+(oP?8&i{$@CV_``!z$gCiA-?!n7#yrzTqKNgCbnk( z*|D%Qb8schAdvwVo$hW};_aL|p02;1tkdMwL@?sfAp8RH)?NU#Kc4gEZc56#j-Drh?I7yH zBAxj&wz)tG;f@_|KTUyFqFf)VAbjN$mvLWFr0$~Mob#>Alg7?_3x;qN2NE(X4;}3`;T5g!TQH`t@cX+^gZQaS???wtyH)XCA+>GmG!vUB_E|02VxJ{MqnE?JG=THpuwW%IYk^l!DgP>1CzGF5)PJp?#|O(exw z`DAgm8t*Mwx`6xgNV9fAYjm&(Gm+}UYM8X%lD-5Ei!=3Hbg< zu{6^!ETS{m_p!%%|Lw3yvB$zYreKpfliSACIKg12xtJs`L7g!ErOJy5v_cCjqm=tX zKgI1Aq0lIgWr}IlA#8SA;zu!kZ5JV6!&{VXlXwNZ!H~fl%}&^dHV!a)_}REq+_9J+G*(XFL3^8%@;u{ zPtg9C*c)wa@4le54I=TE=55Y@tFpg}dZvnGI&?!n?o7m$3gW9Q2oE9HFQaGjXj;V| z^uPu`+EiIsTr?^N@hW!ciSIk=%39P2oG{cgyq!R{T$FS#WDBzp`hCi+?#thPPO_{Q z27g$eLWjnF@ETt$q{S7EPR@#SGG0J8Izzx8@cjmwW$q)oH zZ!NxC!_fBv47pEX`w`_by;3_#^xEL`t{TEbBNOL>O4;p4E=kAPt^E~_U)i^OOv`P8 zOiJCRwEiZ!FiPU9D~9^0ne<*zRa$7}Qxpi`!n_ca-zqT1`{DZvlltPRy(u@PvMX25 z^r~$NaxdffS0;Z$(tD;IA2?S7U=FVAQ`J3B@c|&YTyJ8MBa~C$_@XF&0xZmOJwe^h z;G(|*CxU3~?H8_V07*i>zfI+>R;S)Kpk1(H>!I}Ac>%|_TW!Q6#HyMjp#ZB_!QTvn zvh#bA(f#bhZJmA1z;F*97MZ6$lBxtc+47cB*>=s&~OtlgJB~8v_ zilXFr$$rlPt$J1FbM@^u&4(ny>lpQ761^`5ADu@fp6C#aingy9Ogsk(JCqcGzhpcg z!h*pdB>&;8Z0EcpXf6ei)$$`kj>Q3&`WqnG#V0XtRKeFaRv-sjdP_d8-AfXd?CzM(p?jksI8;++NP4NlhTTg2awdL zKkg??D~vuG9XwE#)h^x1J}Z%IN1*1Ng6;a$Eiv8?mPl%r ziv390-yrwgCh9;{)dzF}hkHmJ0^w{2HxD-5b2G6Rlg2drpg8v{e2pn z&RRCrtL_O!@=s^9)=F`xPa7#{cF(`gc9-c@Js$}%)IEV3lHU(nN{Niu$arMsOGzE{ z*SH7GP=0Cgtc=csb5+Ej^Ed2vB3l-TMl$_U#$vLfU`JEruv3A?%`j8s*T!ZgA+G+Q zylIq1;$|dw`QOgVgwTvrvL1U+26Z6@H+TfW#Uopp(_})%J5;~nJ5sKqp9WAxdr)T* zk?Rg=)fIrA=3dQHo3*QkQT;_H;#RL*v&y$%Qr@7#FsGB9ix~rRs~Sw)JFACtfzVp6o`$o!FEEAqV3U7^bQVtMf5SUbc{7Kd#iFc_@5_bv!=~^+)J+-%O#5=SVl) zNvYe`J$@!|jIWRyLuQJ@g9P>e(DYN)c6Ebt?(078CkI5QF1vxG5|MZBe&lA+Qa-J9^+1taVOFQz60k%QHl;Alj3Az;Y>pF*t*eaA6#@Yh`t`(d{+} z!vY_EfwFz^wE%GG2&`Xj^AQtk+%4}lYNu%5+s5AUXwR+d%&q$mCl0igi^%lJ0)`-( zU%7=A@C=SvjiFW(Mi?qkQu=h^X?YNVxj6B+tjp5VC{u5TtW(RC;F*&OuG$M)5Jl|4 z*-9AOg%)+=%Nkqbi4@Jg_`TtUy0UIYXSLb_oi)z=SIr;WFN_Kw4t-*^mwpetE{oAO zw%c6}z5bron5XFrYK;6%JF6|FfRSRySJ5(TMukr2{??k=a7CNdRXlgI^vea^i=ON> zbbezLx3oDME>Sd&|5I=ulqxL z{t{xlXrB_EB^8UZ_AItD=9(Q7QQPw(euEgz)}iR1H}tJvoCi9(*jk@Fk^geIU>SEy z$G2ZKx#b9Arhnt?zvpP(HOfz^H#Y3o?v!OxOcItAFR~P(11Hzz*JZ>k+Lh>>6OY?(Jdo~V}cO)a>ihFm9SWTnk{su7!H<8}$AW{-Y zhQ2eHCQX)Sb-Z0cXXwZew>gT>n@v<}Z?F9tar}VO*~w48u&~cNVEgOft3UnY&}z%m z`D-_m&uOVnK7vAV3Cda(121WQ0IFgDT!ya}JE|O0CV!kyTz+3{pJ_sbk7}Q-&-{m` z!%ymYk8Twf>);Y~lcG+}bL_6P`srg} z@NRj43>;po+aHYwlFHSWSe>?nq;XZIJxFdUtT*|O zFrLVacKY?{n$-7?Z!ltD!7W7zRd%w;(>bj_hJJ?G>lYtl0k=Kx4r%9;)y{%UjT;`s zE#0g{68dbJvb?z0(sqLhthef{{9&Fv}@8xl>Q)s$lVR#PNq$7JM ziS_1Il;=7s?3FzX1Mx)?9o%BsNhVew;GR5XhzUBT|NA6c@Ft{>Qt=ozS;Y?kNYj~ zoa1t(_Outod(#kfzC^FnV7u9SBT6X9Wxp2?71CGG%(&tHd@~iaPS4$@8%3!yHhYsP zhK8-~zllw{xJ!vb^sBFk#+u-V2$*bcF?DcIAhT?|0x(u9^%}4rt7V!dD4U#bWIz`_ zSWA&S#1S186%`Q`V-tTqg*^GN5-i%Dh!#65!7VOJ$^wCa4pAMgDTB9_(QNaM`$^06 z?gVmretH#5h-aO38Gioo{P0Yv)@}ECS#v)5%;wL1`G7yUWxNqQ$l1N#ZuvJDkB};s zF171%4dh}maLXnf{55nE3f3V($2y?kT>8;Etcfo$hy3HkhEyT1H*_crYvp2gfcP6u z{D>bdn}GC>@TbD%x;vFB2;#Fyr@v+$$w7+YsDFjMhJF<=RJPHQl6Q5jhNS36WN8z- zF98eP?w4zmK415pp0mr_nQJXR*H)j`AH!pu)`0hW*X=qEL)*h#x&y)xf4AorBq@5e z?dKjOO;iGeRbGKg-Rm*iQwylM{bQObHJRNc8ev%!_o-NRHDaPv5l1Gv_B zfqAm=?mO@9m;CJ)!_Dxg4_@I|4jdYb2;WJE+pGdzh0{NBkYTeZCFDQX5KC0okYlJD znukZ38xWEAW&Zp7I!d?s)!=gtjEeMW=1Zn9%aVo1B*q_fZtNC52}!vqg%mN~W?$P; zZO}3Xv{igL{mSX@TuO3Mz$_?q9CMf22MqY)sCil4Nw1Gu<4~PZ9uj%1GTDhU(E8A* z>X~^RnW!Db;bJC@p1AsS3`h-Z70n&vj49IOZR9UUqfMt=$mWwRn#oY{fmCkOJo;fZ z^XXbw`-2t-5r+-#JZ@#k0W_mf?h%fWt!d@~?tx#XiD{Hg82|OwrPP(B;@ZDA0Bfl> zKQrnlEt)JIEut;W8fg{Vzy|FtM^FGv^oA>5#w$3k9!&R2kdwvz}druDQ zmSKQ77w4_pe*!qA{UY4Xi$JZ??xrb4r`B6_t-HE&5XT>nPZXC0>7~vClW0U4ZJ3yJ z1=#+c=TK~Yg~~dOqz;RUxJitVY@1hJ?6dx-2| z$MlQANoM2i8t*=J+8T%he*0)NYoa_oDf)Q)t%9Md)@^mD{Nmy{>?-T-&L#3`dk${P zI$Rpr_I%j_$*WgrVuq^bBsRSyHcZkmahF8gSB3pk=w~As&QIkku^{L~W@X3@>|NDo z%Zer9SZC$26p_+&P`=~pkBph^2N55Dd4x;KMoNRDEbyUqWhc4-+63pZ-Ox32zQ0wu z+S$c^Ntrk{)g(@aTE%VU|BeWwKWfPBuMUyqw-SY9R=M*fw?Rq&9ToRCJq)WK;hTz~ z>YmD;YI?)rYJS%2l(pG-lNqNi?m9!2u9r(f6a1#QYeC5B<`R9Ar_R&!m3(k`-jI@G zsg3!@%yXXnn0rtu!1QCnzRA88+aCKLw)_}|X?WU@oMUn2ngFYd>Bhu!n*3kPI*!It z8^6Lflh(fKU=52IhxD*Hi{N&M-mpU>!`;OZuWPK=y>Z2EE{kQWZ#E&1cSX1<3J#ZU zkA9M-Ag|BMl6S#pAl)W^OH{o#{;PV5OuHE~nB^^Z*^n1aLPWo#Vahs>;wawo!Ej!`FT5r`$qTYK_TE5=f?%P@j zYAobE81D`@faXHt^?RUe#9Mi;7bOILxewM=h>kvGeE|WqR}GVe@5hdy@Mbal9`s8! z`Eu)Gd&7Rd1$3Rok21S?N42p_qOSnyQgRh=OT&-wWbI+B{&ePE zAW1AM{c?X+s#v2$Lasf-Sz>`_@4*zRV-ulU*=o4~BnU;R8Ec1&sPHRfBB=^X6nvlU z2y4_ymW@V9_U3V9A#qoby*)tVma?OoP$-orv2&aIHK#0*5xWCrI{M>?@Q`Az~iK_ z_=7$-pq@9EeLrdu>79c=yoMkJn z>b`=Vkkp=;o4MZT#=s7bSR#Z!q@Zl@?U}?vv&+Li8V8Lp3aRUTQxx^*Hf}r5Ly5Y= zn__RxA0NLHIPFHeM_mP|d!wAGE@w~r`xnN3faBAMSI^Dj`Y!qNDYpDeI(|5+r!ccv z3l9#RoyS~EO-#WdojvarhPSylxyRIelw|%=>Y-)sa8IjEb=0u&KF)NN#pqk-72kQ% zT+-)#_)xO*mF9Wv-gc^x4iUK{6N66`9G37xD|5pVgK$=upI>8oon4nc7C|&Mc0af` zFpLsN^J!#umR(U<>HV43@uF*PJS~u*Mo-}CuIV#} zVP7_BoT9m2nMeVgotdV5^A$3^)t{mwI#EmHDrR*izIlP5WQg5?A|SF@SxZghF1a_B zHJ8$XV=9x|B5VqG`^UdHazyx0C0es`V71axTN>TJs;4PBoQajU?{$x&)8M0&H{h8e zhhd$w@VoJ6C2D0S!>^i!?yJ8)cllHP@I08!7ynMi;dj*^bOv8%nd<%-wk*J{!fjL< znjK3EiF%Ta8SO45e*(j;>EfG4zbKbne;|X37|2f@lL>FVtdopEbxhf@)e#7N1W?Ky z?R2!9+x%>;cF*9vozpsWmX;lVv)A54ZEUPbRIp6S+5S-}o6?;Q{ml4g&bX|+Ee#(Y zSnn7d_~*c5MM4p88AO#EYYmEa z=O2O$tccq0;riI~@D~bMW*}J><~Jouad7%J`)oAMSJ2v3VZ3Ma(6eu90Mm{%b5pj) z5-u&CjP~@91~~bL!oVVNvvjqal*c!?c_gp0Cee+G7?9 zFD8&%g0`7otQNuJyY-0g-=NH}A5!XnELU@rR!HQC2_eTzaA@|IvFSn$%EG5$(HCT! zhxwXo3id&X)1Ibt^-ivzDO|@oC8lV%jD4CnOLfY_#vC6EiMQGW0*zoA5%yF4qwF+< z@q6SV$bT0b`eZTtxI&#GqD>PPxOB(3&xy8}SymIyt~Tfz-E|xcE$8o-l2JSrWi;cM zho$jdvwp^t1yt7W>RG{CjLNh$BCf3R_GzE$o>o50ofkHv#BOPsHf|m$U|L9MxoHg; z*spLA`EVKLq@afM0{mPib^cnP*9;Y!aBP&)_%U*BPIowhYd?Q--#yCv=q8y*EYNI2 z7MR)eiWVyfzWZ#RA0B=`-5q4)yNro%T!=#SXXmTAD7p<}4R|LrqwF^98OT&ir)LY- z#}iQ8A!sAz8HhHB(l~>vioTL4n}|D8Xlf)cQ>Mc&%)cKB2e^fYpvaU)6UP0d#c&NIz@>F%OZD`pFL-yWbA6fWP1R)6VsZv#^K%}=OQ z?UZfs7(Ka}KjCzkS0vOVS1pO;36=-K7V~5a!uPK1tfeC5p|uhl4j&irsHK{UsCgiX zMHm+8QS_WKwya2prdFjJrQ;RcY^sIl(!G)_NVAm^0ko9@#FN9L_7n!~M$6T?c30V` z8lAqu2-pfC(Z6tKYE9QWoH^c~i`vuC33JwRxoFw$6V6Ui0W+(e z1}d5WH`hS6NZQ$kDKJ_K!pt%>+q!sdo;=`=VVM*bLYAZY%lY(gRyC~4jpG`RA0|&6 zCU4~>z#YRnfqxY#6)^_R%>;Y6LliH1$IorRy~~YGY!xwKNd&u(M(CrfL z)<%HzRZhHvI&P7Zji?T))h zbbvgMSFqHa8*S;Lb4Rnzr;YC?zPApKzjgEmH0S0p=STCXJrOXKWnsTRKaIzan^hp! zA%3;dwYL2TL#&VqrWmFgrW~f`lvco_3dZlBFlaKU?cWO?M73g}Fz~r}Z+ZE5mocHJ zf!R)FEB~HOWrfi+U>mlM(Ooo}9GIGkQ?G4}x_Pxq+{EwYIq*1=BKrHWgXq!Wc^sV) zkX)-w5(~b*rVSI?*?&n%3OtM}NlY+_FxzA{{OAy874)#!K`a;>?JN5=A41<^b=h&f zMeLdTF?c#3j7m?m(Pna%WpuR`zxMuC`|IQFcyp%1WUX$jQL#vi$cB+SU5;8higq## z9=FFr8(qdpsedMTCLeC{)W0l~$|#l!aIOxZWV(iGr8tMp{OtKdJ+qdPf=P_75h3my zT5iRRx>$NO%jcn5S(c5%&Fdh3FeJsiLEq1YFk z@pt1tg$^^Ki`{MZD%)p&y#R@d^zIA$h$A`+Y5~eomAc|1Hh5R&d7SX0e{f}`fIcK6 z8H+$HR!N`B<4?1?G*cV=Oe83T-W*WH2iqV0JCctxMnz@tu>zrm#mkk|*~ZzEbP7pm z3hpsWoWz4?57|s#E9A3AT5wR1Xw%E}13#PXaDnztC_4MxR@}k3`=RF;Eh@3->i*f) zYPZ8Q>kX8zI)iiuzjkyVip#MvfEaxr#nCRmKEl>c$8(zgFl>ZXtFUxc41(G{catq#8Ul+w%Pj{Ue?n+ZP%Db;q#mU(q%$Bn_$YNA0lS7EGNPeD8 zciEjSteE%;T{@TBLLuYsD8IFnUdq)4QrAZJlGC5`u{L)>AWE)aeiexyK=W83kXDZB zCQyMwfMa|qFW)__tbw+!MXyS|s!qP+tYU!o=CR#4^s+kI1K0OFOcmYr%gl(3x>9Oh z84)j~q*<_8lPf_Ca;jUM*s=w$y{coz2l2qI=%3_W zp_NRs1sX>@+%*KO@yF8wy}JCZ2j$%*Pl{bSi13S`(UN?o2u1Zm*dPP4u`D=Man@#3 z7p&DQuN6@z*X{4N_A$XG`4hU7C51zs8iCBY!l2c{{@k{qG$fRuQISn>+Or|s2Xe`l ztA#8+u|NWJ)6{j)8WvjsO-Gp&Q~LM})95B!1IQeew_vJ;^;8bvt)J53?c|@vxtwfj zY9hVdSj`K{1;aUk-dJP3uyv_-c64!cMm#-YK0!i9_? zWeFuhTVu2?)G@%$n{{KO$rrDXqMeI)mSSGR+b71?!s5W5@LfDn^P(*)UaZh6pLH}W ze_>-DP5t|bUBU~Lv=@i`Y%K|4IEonPs=;^o`(-u1yR4WUM5==MSb$2e*)yA>2yI+Ic?AWb2O%|`LzmLs$Ze#naIk`R2Hz+f zbTg8l(9clR%M@3cU@On;uOf}Nf``ne>Ez#oc@!2YGMfcdum=uTf#*vGX|7@TagLZk zE?Mc2@yzWztsMIQLI}kdag%Z*KaPXU0kyQf(28b%2`PP+{hWEVpJTyXGW}WLn`KT> zACB2gCbYs&vc`ZtzJ=|S^4F<=V?khm6((|4=CUZ;(zDTwSi=w%JC;1UHHzDuBFb=9 znF&FBSBe~%i>z}eii?X=&OR|EfiBMfX?;n;Sx>p1!IRFD(WXMCnjc?KuWXhW#k+5t z%X?wT=;Rbd3=@){=k`6pw~6pFfGD6JMiM2OfJhf*T$!7=Jc*#l)I#5YnaTqu71}IM z(+#J*NxoT~`)}s2s=qV%*%k(>L|IADFOWa+-k>s{9 z{qp8R3bsUz5)L@>y92aN_XGg(sI~V*_k8s>_!(}(H2O8C^L%RE0QY+EYS<9EeIqotpLi2a+%F0xWD_m)PXq5oTLb#7%JqPAD2a*G zIfXb-&`caaqzo41UU=PXKQ4o3EIRVRJYv*L7Z@4t6hb2kjyWs^&*dv(99^3;t zTkB)(%b|h9A+u|4OtWilLy(GMmb-pqQy31Y)mjSlXBw0@DLTtJD>%wWq~q{cDzlCn zra!py658>pbK>nF27S^1^=)xm>0=GbTiO~fAr&3!t~;*PYdhUAQ*EQCZoJ*z!#xD& zW7tbNRfjA+4Vf*;l?hr@O$zd|3KP}|YjEay^qY7RlU3XiM=h%;p}=|xSb1P1d_~&8;U9%%{ylPDapU&l?5@Hh(Wu0aow)3u zDak~j>}<5ihz?1V%!bE%$Tu+yb@k-srf!E8R%ZHI7JF5)R$@|Ws0(rbi62!`T|63t zslXKw*Pv}TIq@()OSt5pdzI1yBX@~fV!Oef$in3|bNf(W(m*;~A)$A_mH{Zwst@DQ z4C9d-6|0#x5MPznp0ex551W)p71{)3*y)#m*l8UQq#JoBjq%Xa39wBo(JH@<9Yp3d z_$(m4hi9t&IkiUqlfueD?=lZG%XM%R1MQ6=0wLo~%UM)XbNW`Y zJJD~Fzc*KDdECIDJ|S>UM1bgGevR~m#N;)W)%7~$Sd7f1^tjBGt8F;D5CDA#@~_L> zTGfa&(wN=QwnK_y)u6=xR7IcHGW?%q(g$OJS<0SlXRDs zC;{U3j}4_;=jj)@)n}*I&c3tc*Ju)sV9r-a$Gdhk5#Nm~yb7Sm@AOeNkBu5-=kyF3 zIP((>_Wt5{TUH+z1O%(Bj^8!DWc1FKKV8(iN}`^I!FIx5?)Jwqv%Yt6i{b@WG?E*yriN0noQC6fu;yDY|oX$YrGLg~1E41S9w12_A(b1M8tP*JtKc@{83)^MLHNDr}X1)e}{z# z&b8oY10wbAk9YXf*O+%DlAQMJQ`P%BebY%3AGwT|?E^%$r9U&@_Nlscj{@FvS7^F8 zkMO7`sE$A^InA4Y-ueY5d`Lq}Qrt~i zk;SL3$-B@19DUs#&sBvQVskJw$WN;3O2t=8{nUp_%{~)vMzFuOAE?z&f7>3!*J6Hx zmfIE27RxGtyfdUgKSUDLpIX1YVG@M#@c={_VeC-I$)4}AWU`D>DXY|0U1-`x>fdYV6#801R){5o9IUtHUKI| z_P1TmX5k&`_$TAEvz6Bq%fR)kcJFoexYJ=%Pjkmt+{B$7>F12f zTr$b zKqZFFAcctNrPgO?A$&*hfgJDAszK}cL3xCG1Ga+T1AAOFzz3BL0ozNc4`gH}DeD(y z#x+yIZbSX?>)!#{!F3=i$m;pPZ9!fKTskOB`~6a3i196ONCuz;{lw$%mYN5K$GNk> zI7ZXbD2`Xsi^^0Ci~UY_V3{Bnq{1@bZK3OXY;QLzdoFj7xDfSx@i3%F0|*v` zK{ui(&}_NzRYG7kGbkW5K!n<<7wsfCZw9hopDWTgjtM~`AYw;x1#YNkhzVz?*KGxg zsz)ppDx=SM1*y2_s0O+PD!TXQ3PzK^1rw+#SnnjjMjvJ(P_u@9BKWe0a|g;AmA5Cl z2J-^RQJ>)g;!a%gn`w(o2LcI+LnRen~xJT1gqh}QvxJ0CaTE$FuXsC^+j{dTNgP_}+CeZxEZ zcC=m)0`NKh>pLzQh^{>)yR3H9UN~3&)4iKF?#~cj=vRJ>y`48EEvQ`(PyOn<;LikJ zpf2$3K-gXF8=GeoKB(=WkX_Fk?`QCLG-5x=UCA4~cRXSsB&SDl*X+je8TuW=2f90W zy9e`zf)BboXuJ1%*WwxS9X;Dmu($rk%njue0to8vy}NOB1OEhP>=WFje8%lSI?w&4 zS1ZsPjn)@R5{@?)8_k6=B1Bb3%IiQv?U09dAdxo`(5J)|E)@42LA*fXI}E!-?RS*H z0;=!el=&3E0v2U~>33*$NqVIpmSI|XY>ClYL_=87G%!QhB+yEHw)2#MlTXEi_w5ZFFHPp(11}X;+oe!Yw3il6|j`= zY|h_?yBWff`!)+{PQDgMEQXpFGHZGdx8_eQ9+Njbt9B3Nfx#ctly_N*b19@)VAeCd zW7U8O@JG1h9naX_^Lc=GhCb$|%;?>-JY#vm2*CdK+uxCGK<)H@EKr{XzbEhjb^2|I z!Om)**xaM=1a66k%zB=9--ExRfrKSzB~S2P@j#L}xr(!9Cyw{fuNdAzT@u^>p@o7c zs7ri1?|Rna9`Y4EOIR?k{>01)<-^}cygLuLJ8^Xa|L|kT7o4TM$8C!|i~XkC3nm)L zGz6tOQ4{PuQQHH^$ED*pybs@k@!wGHjWHjz`fiyUL3Xs+j-^h3*`DUJ znipYq)bY;xKad+k7v^;T-9Ly9G{!z4;vYr_7GwYTKZFj9>OR-q_J5XMsCog*d(LkB zUAWsJoI7v-Al=Bf0>2HQ?uPs`eTUof|27!2JN!@W9m)qoFsOO=vIXb5M{(cmM&X@q zD=4SG{ombx)kL-x@Vn3R-?-a1AL#4h>OIJ3_IDm1$nG%Iz2=+sXOI_McLeG_@O1O` zUy+dt_{Z$U+%Ug03q%X{=Il-196uwzQ+^@^r$Y0MKXl zZ~B?&6Z$J0=s*5<{S5I5`FjA^lYM6N!e2HJ>=FU z$xjQ}|6zQy5M_~~8YQ!l=CF`lOF$_kKNaIiAc~i5i{*<~M35pqm1&E+Dug|i_K4dm zL_L*#jU$u-SbUKv0!H*5$niyj;|&g|99Z!cY)Q$b&}pd1N58YAC&mKI#&k54CWV=i zM|=xXh(lI;I?K|P(8)68`En_E+u%5dK*Kw=I{w|#LFKD-=evvT2sZu z(jO?_;<;y9Q!2(%kE#O3gsTdcqbRp*?!gxn)A70o+;tgzih3lB@%#srbtxTkk8$cF zKDR%(h4jd)6F5gQ4oKW1I^?%VLq^&UnA~GJ6a`4W#giX=e+eZb|CX?SfO$*v66vMT zMe;kodSv;4(7`{GqGY7`fcKW4Ti%C6FrM{*+9CN}ZYu8gNc920>5%=dzz{1qB7RHV zD)vd1A`SYNK#Qd$g+7?5B$M{wj5k)6>xWvV%iX_{|m9A|8vq&3~`OYze*1gFBIc#9-$MPtkZ1 zQ3^O`GfwS15JAEb=FA{z$=TV4!00?93mW=@Lnorj-2GE1EotgGX(yH}k@AzDJW&cI ztmf>Md90^&9<-fNQ^k%am;Zq)WlQ>a_QeTYR|qy> z45`YqI^}80-jcm8AUyfF2XBkB%}1RJIq7#|^$xVni|G#_7{-O$zMNl(UNtY zDLG|zqV`U{%AcOyymxu@Q+yHJjqkZd%TZS;*y*h#Z$9;$5-f&`2YA=ygh??Pr)zVU9>%WeQNOv z`4N|$CpcSwZ{`vGDFPIA&)(g;diZ?`GtLQ~QoiDL%AJ?y=o$D52jiIrDi5U&ISr-h z!<0V_8sqeB&?UNS;31l!)5VL|nlFV8)(p`l1B110OM#R%V#x#Pb;e7PMKwni(6T1< znzYG7bDCC1CIU;rCN*-&gKKrxOVN#HAPvc-FlSS4x)f&vce)(x8j+ z05{?Aj}))*NR#Wg=TlH`s4YfY+6TCT`(L~M@P8r827x$w3JOq#gXxmycp z_u$ltTQh6-CD)l)b8Gji)&06)aN*RRyfUy_(Q1mWG<&LhTY+&A^z^kc&R7Y!Abn(7 zpCC5SUMaX>e&kvo%hp${D_P-a%37=g0T&jJNb957ChaSZ)|{T%ojrQSo-4A}jGk$i zM%6VR7r$J5JBRel{?u@;3P0j_W_0$W)Vi)3JQ926c=rexORgwCqVo<3m=3Q}U#LFf zzh!#&b{YS!tzPB4fZ`ohsQt6*dg1Ak{?X%OY__6!LHCxHWz=2sd-cx+-&>ZhJ^<82 zTqwGPeGD?x^BkF}v*ijSTWF9IET$G)wBbC*=9^k_OjdETl^o59ur=fSb#Gvz*NK=R zYy3{H^}kyC4uB@IuI)tylp;!zrh)|#P+CX=0zp(jMF@z1^xmWiK{^=_u~1hcy@Vo! z-kXFb3P=sThbm1<=%MpPbk}v={lD_Rxiil_=ecKYn>+0$lVka|#yp_#;Z;Syo=Ed! znhBwA!Ck?HrkcLp+LrN2kFFM~X-0--6?T_J!Yva`%p){IyVV-I`z_`Rk88?hqPjI2 z+w6fte$Cj>Y$kIbP4&#EZk^fqwN6)y@{fZtk8mFSc|tM-++|x&Zy|)?P(QT5qp*hnmY5n)KUS`xM>RO2Q}M zGc&sv+Pcjx3!n76&g;&@ti2s8*FB4r2i{7iNFIr$z?suoMit6c@h_ehjk6{bf1f`B zo>zWM*-LlIJjf!*QtLfKKSMvNU!@;nja8%8?Qt}RTjI>c3(X33`Vsv$Im~4ll0bHO zTzSeonOi|vL3w{;KWv`Kx^g|u@w%IWn~vK}Hx==e@}%<2^29UkLtV!$2^IuP4s(u2 zas`R~a{WT{M)M`>uhvu7Bi7%o`>ZFehpZQ_2RPmkPmO7>=&I|1CTYR%Nu zcSzed9`ohunwo25Y*ul1c`4jB(QG=xHFQV~*F7*ZzjoYJt{gR_fonso@dK{0vDwVi zKCbHJQA0X}cw(p9O!*qjRj(Y4^d8dVh@@O($s-(zLgvG?D`hz1nP+OY zZhO3eX$rK}O&hJAe-`4x5%=Gug5y-8A0UOBzlZ&dly6wDn9|u07du z-PPTNd3Yl$_dF|~!YW~{V~cJpXp421d-qCj+gVwT|L;z-`d$7@?j21T%A>mg%(N}iH z7AL+KSjIqTLOAmis#lz00wX?Ue1ux;%Gok*LXF!B04oz9)Y*>gZvF=Qoo>u~Gr;{Q zN5hMysEuZK(Mq475t*{^pwEdL=DO8&i@9ZQ!j|k|f$ED(?uW8JGi+XjMZiZ@-FeZq zm=)Ht$ezUr_fwT2!?k8BVmppVN^~RP^U8*Mg{Q!0zYW8RX95$A8}=1Xvp=VA=aEs^-jXjW59WYwCJiOtuCtg{#Kf=6;-l5<3)0=!Uh|5088F&2<_4yS28w{l* zH;uf8-_eJ;A1>&7#!XH-E)8Ai|FxaE6!vFzokfLs3NR}5vMUotD)dU~7jPD1MK zQ$X`AUvqxVmk-+R7tmXr*C{xqJIY{v>-i@}jfBikr{-_DwMjcL#@sS{eZgLa`8D^l zjMrsG9T{kw&guzC8G$yf)sr4FQg+_c0u(R341Z_2V#9dzqmt0Q!HYJhKGa+_e0G_> z#_%l*m#iPXkgPvbQo_AAes&2r{FxbUC52zU^a`jq^i82xsSy#!j5tbY0w;T5rl za_pwvt=za+r3%Dfv^tJg#R)qlL#E931 zB2Z11R9X4Nkk_Vf*)wUgM?w88tg^|kO$xwy0gke6iQa8()5Z=Edw=ajzt?7;*~w+& z+q$Mr0SBlni)4VVtZiZt>2zl{sJ{xOU^yHhU8_GXYxGj6lf`tbZh@4{e3*f4~4;V${4n8!<5K&`wVs&Cq4{-Ab*J>KY zx2W=(vtwbQKbZm62bnH<9a{gCq6KjoX$7|KbkB#3M=P`=P#ixKBS>WtA z7V!YH0G(PytecXJxEjpk0~PGC*o0&h*pG!X=z{oY9uT_Ai}^jQo~dWG+<>`1QicI)2wJ}2C8cU zW5ZocD>U>^Md~!$m^$UZ=S%++gdo&{_X-xryr&#N0mp+3>mb52_jPwE6wDSHxRGi^=cdPgTo>ko0%r>B0^lkT#DcI zm(^(-Wr2H0FI>1aZ#U6S?gEpCCuI?+&A83qH*?Iv$J5W@u`+?vChJtp}kkt?bzo|}=IrJK(;lU-Wf z8{G%o>m-aTEYCuQLBmifK`D`-aJlB7CZox^NxKz>6_pjx3SxyCSdm}hTd`bWUwP)z zE@6VSM4BOOVJyU#IaHK|Kd?M0=UtCv7vYF@$Wb(^V`nmT3b|GqUzsWP|OP|QOsPyvb?3obl^he~r{=xe7R8J*C zk5DCAN+#5HUr3u>tEkmYkJOP<4dl?v;IHk*3YK=wVpd&a9N0A^BHlDG%<8JD36(wz zA*ag3vfYVbyF(ng-S9MHHp`r!IyA+N?tz-kYRU^`WVy|H1_19Wsnqe0(Y`MnpWs|Q zou{0kzLb)x%9U|mDZKnkae9i=dslMS2PZGz77%m2e-54jU)(+Rp19o!05^7t+ee1c zCyW=LjlBv{NxP(e*XunwL+x1bF{8qYM~fkk7CpSZvuPNMDw0&V{jbJKJaLy<>g3fj z+2!k&y8YoZC+#jU+adT4M!V}Ra_{)5!%uA$jxpAHx>`lw4+=OuOH@;>EcSYDllJs9 ztGR+j2sp|6sme95Xp(nlN^+VqEmh#7M{#l9m%oc|4`-R?{DZoMNf$DuM3$q#OjSo70@t;X1WO6kQc(4&cC8aWI#=CRR z2c5bII$-}s<})Hgt8w=?G^nKHN6mP4uK1vn7XOh{Wf@U5@KpC9(`BM?{+}qopLV2i zo&LBgy_zhWin5IN^kUk-DyDop+CJ#?Mb+CQs^`4aeU9id(L4XUf?z^sRTB~xRUeY- zMlvVYWjf{jhXVYh{ZEu%TQ{*@-Z1YLGC<@lCaBsBr4N>=zq8J^@6nyeDsRwn3&F1Q zI?Z2Ia$rh9QazArFmMa`u+B?4f3>8)k`1V|Z_=H3S?;6ZKKFUdf~!5>|1(*bMb{ym z`;6|{qZ_k$i^K*RRns(K`4DUCq>zwtUpY0!^nJA~UTlgmJY+NNijv9ivS|A-*aW{v zgU;3)>?)7bjLJegW-uwcFd^ZIma1v`{ZT&d85PBLO!Qm0*d4TeFl^$YN5h@1GF?FB zTKsD+rjU+oy1OoS(aUdO6FeRbDqC+bt32=-mDqNSL=ybJNjMnI6PG<2l(*g_uJXvu zs06lSPA9>|?xO8U`JM1+u-kkyzQjX0rgHovhNe_t_Df-c3abNJcp3(nw0bneZNHHw z@*G}Jp%}!_l)zaZ>#31trbR1>)j&!!jP2{+^*k$V zT8Pbp5mM8#h<)2Bj+q5q!wYCSj5Q1}k5NYiX=_F>X5gcUgaPOE*Yb(fcv)`s{$@ad zZ=maoYT~@X`bdsKRq3lj#QmNAh31U}ygTcoW!kuVFe!h6T_j=77{htNR42G(us60DaXpA-skyY zu?3}AdAv}{m&1UiIAyG^Si#VI*nqaKR0+5*RbqhF28)NT;$^XVQ~mq>#eG|!J#q6= z-F5qQB2(Q&bY{%1nWYE8>Pbi3ByXgTH@2gh4pFe7U|1n@q1^HK=6gH=E;a6SyIfVt zmZ?*Vd`(UIKxATrm97eEO zcmK_YP>%S?laJ0G!21SrKIRPV9Q$wDM{)+{d)k6_@BcSKeEUh>Gw&wRTsSE4go<&NDS46Th;L4 zy|ar%&q~T2$&q2Q{o@->Rh5Tftc&%Ya0++f5fmAkX2ZCO`v=9S5_4-VQ2wvfKUn=M zWmv_0xPk>(tnn0}a2Fc!^D2`Z2_ge%HjJt`4pU2c`Jk(+;rgT8BWSXHnhmomsc)nw znqo&}1Vbi8yJ1lUKa6Bs?D%G<1U>TQ`E~q>6!t@Z**a&D;o-)yD?3L{A-~g4;rj2n zpH!mV<5&71lfW(bm6tbYKEiS@@(R&Ye)N6Fz;1XxK`;Kl35j}thT$BK59_o8P%DxE z!pCkxnu-l7XjiPmZ9llPPYwtUKPOSpc+wXu)7+~JTgP^vA#aeT?Y^m!-}K>D=qjzp z&7Y&nbn4~g#{GeC2FYAbDxnkGAA?gq-adVTZ|ni)+$F;ow9-xgO(nJwL=uPP zDua+5yRa>f)$M5#^Npx?uh z`=9pY)}<0S+JdI#RxfM;i|60_9TA`}yZs*#WX1xfVWpkC7bx(wrR)ySX&c^ej8=G{-q+*a z(ar296A`GnP3vIXJ86XXBnoDHifR=yZQVMs^B`y!C1K2hx@mk;;2RZJEN$uCO_52f z$zA|4w{Go=%a=CuZlQ>wy~geUnYL2ui_7(yDQV(Bg&Utkr5K+it+X5}tBjH|@HUmz z6jz#lwgRxZWovg_rnHuKQL>8UIy35+2`7rhvT z2Dj40Ebx<6w%Qd0h_x|LC!9E(3%~N}uK!1}-1FTZpNn=C@=s1rZO(0mP>V+;CXIFr z12=>T9C!^aHfx(0En6uV)^+t&%-Ve0+ZtnpWx+=X&6JB-=U<~8h*2qJ1x&8>gu?d*D7kM1M6$#nXd|Q8w_*`Bz$ZtYOZ~D%;VQ`FtqSfYt=93e z`ghLu{ISt~+*9AgPzga8v;5he(e7(SVd{`DQ_YTEkK7u$+ea>z1TK5tx_+L zYZx`TsbaeMivGTEd_WZH!+=Lg!Ct2(@e5$(cHgYm$|95fseCZMI6N!{)7a8sGBuO8 z;?U<(IwzsyXl=|)F<0%W!;(XN*wLVhpQhJ`Y|Go;#@5uVSa#?29h&fuo`1lR?%&n# z9rBBtXz8%;kri{yQq^MBH5V!^&#%u-374+jDarg z%A;`g4`pnVU4q%qUBFH02b3uPtMT9;@avTx;QsaU{{3Q)*3MVBX4WryXW)6doGd)s zs?efuy&*?Fuzzl1(Wkjyp~`aLg=~7FJnHz+!t;gt#t&NJQ<@)6+vMAEOW%yac(rs~ z@2M4pTD=(7?kjb+__Vo-XS>IKfpi2T*rR6IXQKxAW&z6&U482{%Ws)oN+M}{_%j@t zFT~izwur*bwAr`w(`T90T4=cyra)!d!_itA1F;uVrY?D#&WGyAC1F4<9jsFp#w#Lu zE^K`}Z(mzmPP8|Cd5j`j(NS7FSP=^hmH}I^hMA|Bvl)%GXc9%EG^eHZG#P`NXZ>E!7e)A5|ftX63YEi(&M8%3j2TH`f zb8LSzy`EZ?85N5vx4f#}3{gZ<=533c>p73ge8LDw2>6QPO}Ch(@U<^yYN^Y9pQ-gx zEbentR@7U?49t~>BQL7Fa)&!y%R?)wu0vu2uXJpFa)1e+(MZ;#a}zItwp8c|%8;Y( zSn;EDttfyk{I(>tB`XV!?JdWoj3D7s?}qag3W*+pFu%jnjaK`ZlzfpB1=k8(k^56A zAIe+pZ4uaQ_a|_4j6+Y`_tb^n3j5omwaOm(3uz2x)Rg$5q;4qMUMsVKK;)S%tMoZCLup#tWy&>Ls zqZv|eaM;w-l2VlUvdj%FUn@9OU<~aLh)hl3P&%_0+r^PB5)^SDaox)&V#gP*UrubpB%Cu;gP%%<4AY!y)HOK7Lq~= z9k@PAUjOSpCnN1mP3G(K#piSJv1R=NcS2642p>|FjcYjifYpolf|ALRH2>@0$=e1+ z3VYqxl=nWisG!=cFQJ;PnSgjpk0@tjX0m&gFF{(?vXa-NtQbbt7Z=Lyw8Sl~3@LFz z{Ip`z9`$b9LyWi1Q5d2hnrg9kSYmPK6)OpDQ)*5v%d&YBZ8^Iq1u|&_6x4&aGlo~U zmp&!MT(vK2%k{{{$ba$(eY{m-%~3o*Uc}X>QBQdHnW(*Nd08xp3j-8V^Y6h_~>RG7Dq z8@?ppzs}1V9sHh$Jn6m?@3H9MDvLnayW-$Vp3SKHT8{!@Gf}}6JU;;FO1^K++ZPpF z&hrD(Gw&9rUbMZtocsesBbI|s-(5)lY(oNV%>zj@4#%4vT*{Lg^#klPd3qub;0O0Z zT84AoUCVfY`va~3WPI{f4fHvAM>4LES^oL3q_M0T>dsWG6zU$rrDsyF{!MTEtG;t% ziMmFBu~I1y#3imm0)s!L1NCS4mdAnVL7oSjOrULmH$bWKGKfn`Wp74SBTVT)?B;s& zRhLeeysthuCB=tX{lv`0y4Y6ozT;Q@sDh9nu13i`n;gG_*c zhZ+~ux?hHXe@Qw>aZX;mSC4zMbMH?pWfgj`2`NoMNf^wfqViWTx%yCp^a{_@kShxH z?Qi}BMt(kx$lxTN1F(GGpqUe#z$2mVob}fHF5sI?!tb!CH(FT@`0P{dGwt#1sBdKd zo!}S+p6#F9liT=@3BZ3m$Ny!9|LF!TrIPi`c+NUhJ-IgGbWOjKVou%1_Q8hizrZ8v zjwMUOoA*B2z?dqON7?@cR@_oHB|CSHKSEN1r^+YGdZLM?QoBf*j8~+qA9jEYZZSJwQeSaG1Ub(yRF>Vm^hH%~Pc>sOGkTn)GVbq+<|>+7TmV()H? z9*;k_KexNy#=$HIY1(6&cbspWZyPg*&I20ucu3C{!m)~VMpEa;Woyp}!oSY1T5UPi z3VjXhm`1t)l%2yR6w-n9FY7TtB|Ss$#fPcbzKlywjf%PsbOUJjL(;T{Mao&&g^9!J zr}k&1>K3FF-|6k_1kN$bFEIO+qlZWLc2l?NRRqLfry^9}85T!B&b*A{Tex z%~7r_Y$F!3%eT|Hh+)Mgm5U2*!#WKWP{&~%`{8%4SGHR$i1Qe;d|R|5u$Qx)&#(X| z*bTd`ht6pk5u0tJKUHi}5Ca$%W(CePRv`P!J8g*VLd14Mg5^AOC4^AnnB=q;jxFuo zMs+Ntqjf)3TyxX|T$UcJhjc8|FbA3n#M%o~xbKdQ-6Qx2;7kQhKM^Q%-+kgow^kuB zTd{MOAU_+HFQ9|a+v$8g=f{m_W_Hsv*Yg;K5jUr@P0$?JDYQ6B5@?nLl8A#-ie|VN zJKWWESWn9=0)x*-OGZe#`MIr6=vCxxG!B`;OK}D5Xh6drt@{|*VI#_^<1v9HeDd;r zA-UV1zr315L9tS0?pL;N68Jd~=#7n~IR?yNT@W@%=Ls&_0gfxh#Fkxk`=Uzx+%lWb zZHo}kb{d!uE3&oIGAb5xgj=0%j%C3HB-$9|79;yIbzC{Mu+#jKBWeOICh6RRUqXgz z#GLGaTw>tBh@%RxK|0+=8EO z3B*61gDsD`Qj4~Sq3d@tRsj5F zz1d)OIn;zY085Nz&v&!6Cswp$r$YPYV%hPM>aI?>D<)2QPi(Q4Ft>pZ3t5ib3z1Gv zSJ#L76?Ze`7p~gsei{;fY-_{4K1uFm#=dYGJ6wi~fw`(UZuw)!*V*&L&mxM8^{~4X zPTPhAg%@~sTP%;;IIGh@CU^b-U}Ilg-i|F~!mho=uH7YsYB)6-5@?IDJseJzb}!uU z&D4FfXA#ii#G$eg8#ZiDQ9||^Y)|xKXba8^s_U?VQ8Zauu|eiKeR+e8$1gm$TrhTX zh6mzbL84OzmmK%%vP+HT&FX3w%*CtPq6XV)h6a1jSPY-m==8HG!kg->=S6AQzo3h0 zI*!BMSUkEa4NQ>loXuJ0-AK7jy;v`yX|Hbk9T$UZTFq<`)fz` zdiKjlOK11kjbembzIr!6IM|yQSpVVYKp0B$l)!LEQ24740vjX!xD$foC#K9!=$|;! zUQKhJCV|F~W{ifOCYa_vO*@S+%OlnIZz+Obp7n;kF`@aGOk?V-J#y$0o>hWHg0;-^ z3J2%9(W2Q={iDW54UbYR-(am~sb)RTa-KDTC4trOx3J!$RX^&0Qhv%r_1zBw2zpQh zKu4v~##``2*$NXZ`NhlM-YZ^w_8^J*xJOC><}zhY*wIuL<4<0d0_!ZiOvhwFSR=c*Sio>Kw ze5kW{^LEX8*b zL(x~xp~56p)4v4MJEK6sYHVbN*AIyvy8j#H(JBkc+8EboZPiRiS=Ff3IX|=ItuD*z z03tGXQVINP_#|hUNN1Ns{)RSBAHEa9nj_VXu?bgNdN}QIaY*68;#%dH#R=yIA??6X z`$Hm@X$Yz}mv_AQY95o{J$YFsj?rt>x8qS+pU=a}GCVEz)4*8$3!%oAch*jgrac*5 z1-mD1N<9oK2go=tb;tbJBUHz}yT1?yliXj3Qrwo2xqVj#<=|#6DDut01<8Ge*f;4X z_Zi=uYy8FG1?0Q?jFW%lanl`o8ho(jPo6YDe>mPiU2)?edD1xbhkcuS5XoPLfyY@g zF_fnV(7El!Y-C@0C&$3d*aDI!Xxh069ghpO^8Dxkv&fsibqATTFM6gvU8L~;nC!zn~^8bY!W zgrKe=dBhYt*J|^;0;R z5K8N*_XUVB2qY{d#3v}mEhxy%^A|@X&h{pzRDz`Dp~$=i01+`T$rsAk52p<$)qz0j zULnY@9GKLapY22hMSj^X0l7`Mt97!Q{ouD8p+xz@sC`1g^>CFXvb(r$A z8AwD(3BY5h$26vVP(OA)-RRaw4FE>H&Z013?G`{I!0h&!7Dw z2od}>Ll9K-?-dk;{@O2s5FygA{5e08$C{rSLMmTS5F{)H{-q@#p@Yu)Yh^&B{rh)2 zQo+z)dIkgrk&eu-pFbM{5(W$YvV*~b972EDn-2B{7FH(q2SZuK!qw#Kc=7UKV=kL`!1ObD<-4B}%!`Mf|F{f)A{&6duWJ@5P@#B0M^+Kvp6123=&# ze}*}d2E^Cz#kCfzJI;V3*9Un&*=4dC5zwM(WZ;0E^7M#m2$q(q`a|(c86@h?WAQT7 zaXgH@&NtqMDsa#550KaX>3*Ya^0DTe@t382Ry~U}^4Or^{kX5YD?Ni!jEckCUHkbp z^vuxvv+u(zcIRP@psPIgMb-VTmpVewppg8N;qQsQuI_WcQCtr+UBj8L)rz?6U*NuB zh`EtepN!5sAbyrLnXNrl*|wSpr~p@X+(&`GL`r**)axA2*8*~jX;IsTTP6J|6M^)` z+F9)do2s(NrCNQ{aViQ~k3Iw_dWt4w6jq-jE>)R0XR88^CBO6;hY8TP-1BXUSAaey zJ4TD6X2YF_w5d6WC{INF9fjZY+QBw_WAa$j+9Zeak(}5pj#`3M2y&NM!|5pOG@3S+ zx&+moz_;8fl>x#2cxaJ$#VN^AHv`d@idPSny%j$s=_9ty=|!>yUu;3dWRqZM^qt$? zhpTY0pw?VeyqQG%Cn-e~uf#c9>-J#G>7Z3dIAOO>JY*Ev}16E5`B4g4Ts`aGPKq{)b5hj1 z|1|Kh7IPVO-sf>2{%-~zb)=mr*q*96c{6ksJ>zGs^R5>FUJIO?`JoY6FSLQ?177)B zYI)JM_C|MH7ETOK_~7b+lTN{gV-j9JY=YoDS@RMRi;xJ4F%H~Gg~8*;=v9{()l zcfk;q`1hXxJDu5nc^k~H&_#|-`S151J_If? zf5_Vct#R~=qLB!@+2I&zeu+hgPR4k?pqD}W4b?Xy)o-iQOCx5_ow&`h4pWJ;^u>w! zy2-7CO^E&E=W3IaVuL99Q@^E7vkN=HR@k3PS3%&55HUD&Jk)}bPxo!R?t=IW$9K4I zRW~>(>Ls9-%=dR}e|8RP8OT@$FsK4*ad zTDwp9+e~2sO{*qSEcg;)V{#v+waw6V?1V>xG-m@7dgV~8Q&cMUC{i+JFb-Bf*WG2? zl(qs#RHxkt_Px*nG^}ln*t7`j+>v)l(PqJUzpyPIsfn#-dM~w96IG}f>cD?S=n!+r z$)dtP8#!<_V1_i$e)t)j!#;uB&eUT1^>KL@=$&SGP)=3uZTc9o!WQ`LaB$0H#&QLr zGSLJPr93j^nM6Yl5V;sLqHjVGxyn`xhOz8wOxW0^q&{PrRNor#RLic>ufrrCqTey z(%i?NGxaK%eW{MISw!+~Ia#2lQ`>QQ389Tzl{9eGIM-kK#2TtAkL_tV?kze;ihTE< zV{V3zbj46yXwfx+?*rf)(o~S{^l&$PfsXtiyMoNU`ib|&6tqHJaTF%LRyGg8Mm{d& zA!Rm+-~LokyaT&CsBXE|NCa1z)69UIB(TfG!=TMyg6ydhI;tLU@O=%(lA6(&Lv2j6 z5E+TrJ97?(J9Ev#r5ub*T)ZVsv}X>4P-XV3^* zFL9%dF}Qb~<|+!x2Y>!z7u4K90#8z?O;xy;6lX$?5#NE1p;VYgmA^5WpJ7Mo())R- zmL$PF?0S5#kRSk~{wJFe+A4-IC0GyB@QFmYlEg|xN%!;4cD^~rH_{85Ejw1;J<~CG zkG0{2aE-NTW-k-0)gbfK?o>diB-MSOcmG-$(gj6cJ`1f zi#nfevI5)SX2@pZ_E14s%sD6;bX(bVGRP1=iE({YE35cWg=xQ8BU_cJW?SKOs*ez5 znS1ll*EeT-V;ZMHjEIi1}HH%D`2XbHGQoy@b9K%jv{8pqQqL{CU%*4OpC@jn% zMuDLcr#t7~z>PXY<^yO}bdCwLHTd&Qr18K<){gdSKVq?E3>=i^xH3D+29tDD1R*hO zz?K{(I~)x9TvoRzx4DrfBH-WeyHp7{A3)))A|joq;JwzGnI8PatBlVySK)1ep@m-P z?atL_9E`(oOAIcc#Wp{j=p9LJytL4$x0!shRhZ7%8VNqG76i)LG9Um#qCt4_EuO_Z zO*f|D-h%e;H=fK0drBGgT2jvvMitNCSr!k-aE)}Knk$a{dZ)q_MV_FrJ&C=7z$tin z2utt$(^P3N6{G15^iPzc@3L^1dR7E;lM-v@YA_7@Y*Y~T3hDJvqPNbV%Ht+a^qDup zf;Fwv6n27!ZuyArSC)Oe1Cl+9#HEbgF!hB-pPAtSy z{m9brghli5BWL1A9HPXfU*8jTv0W)R{z)klF=`O8F#k6sA|7?u z0s@IR*ffbX{;2;%a1-Tls3|!Ai=aousA{ifXK8G2VoJpF9|x3)1O)!CM;!kweM{sD zz)T#%$ued7Z~bzH9vYS=E*33C4V)>83|B(6k zh!|x}?aW;)n29*pxLG;=2PI-*V`XJZL{-0$A)jF$RSK0{JZ!9gUm7*=i_?e4_i97Xls= z&?2E8nR5N?7G!Zk5E!~Y}x@NTUzdX1d01SNb`PfASz(sIr+0u*1eu07R*J5W=#Z6twv7S;4&H-9R*#taQX=Ak6m0X zO0lb0pLBOzkO*@k36-9wN~w%e%4LxINgV1bEDfE+@vBq7Q3MF1Bx93e!6hF64zse^ zDkg)ajeozp{y4fm716rZrD7H5SG4y$r)3p~n)>NU5K*0SfO?1%G@kR5#;M-x8(`sd|c)V zvgaKG*(RrBpC-Snas6>)(|Hp7RSFT;Up(LXZ%(29@95ja;btDmH@Vcbk!IhpF~<71 zID@+cYlpbM>91a;v*PVvM2-*HC6l$E6MdxPbc|X}bn;jd|D>|z?#WsKp2$n;3Te2@ z$Mmeohn+Nce!pzoiQ1%_tc|}r;UlCZEJ-4<$?l`HQdEn}hw})NL?v;v{ldrW=a~F0 zI5vl=OPM&O+z)j^MqDe8_UXU61j?j&^<3~U>Bi}=q>gwoSgMMjQz)M2@e3l^FT2s8 z$-w8~n>fCg_qZQ#*T6Ddia!p?T=I^zlH?|yr9nZ+H}i#HQA4Vh^V-u^J!Q`p#X{XV z)tKH7)a>!*-UMFkUd>t#Ril`~e+@p_-?L8+pLBiP)t{PVoN{;i+xA=XiH+zleL|oL zIVC=TPb~n$~_0s6>H9}zN(Ccq9Py8z+6@*?o zwx^&orhnWc9$=11TZNSBdwcDAT`yK!C;`?)qtHPKaO#0IOzr-~=3t|QJt_ukQ5<$D zvDuys`}nxAp69?OLiMXf;Lr9wyNEMXk<2=?DLlR+(x`-(6T{a6Wi})=Y2OMl)*^Mu z6aQtIl%|~fcx^y8Vsv-LitUSBx69G=6@(h1Hw_f#+Ik{X<9$rpG#pzYSn`T0bde+> zrN&J-`5=WIAQ8bAv1vgcD{y@Xzk!f2^waZkR|!rckFQWK`AyhqfP@;jtnDsK86xvU zhzkWZ*Dna+*WVcz^NIh&mrK@e!|kNLdHLvDC7cNU1OlYyyTu!z9t@1iv-Yx#SN$G* zLAcHF7pT0(8QrkUq$^jW<_2RAL!&2hP6Nx6lQV(-KAilLW<s)X+b0ql{wVp)4h+|tOAvE@FJ_#p{1!nwK7e0 z|0IM-qrb}QJ|t>Q0U4HgRP@&|BaPlS=T|GQ*C|hDUlTRG-jXeg+RBA(G3KpH+Z!6? zt%ijRmo$`NZP2F|pt+FZljs~WUeJrYT`7f=AOf!pJ=o;mi^yA!rKD@>pI0kFC_4m5 z>U@{Gbtzhsg1p#j*O_SzABtq4LL0aQ^0PTBN~o>)Wu%_30k22X7mxr{DCI066-|(O zq%_=KXHTE$TvtN#-dnz~j#`n8)Bc`zoyLNsPf`?_is{-NhLCIZ>kg|Z~wab%# zS2vUdOmY>6p!uZ4+nRdv$DhN*&(_b$_&V3WJWNg;>4571NX*jP%aRj)i%Vuz+>LE6 zRZ2y&%T#LvMG+m)d-&3!9Daa1dz-{yW^# z*o~7^PBPk|g_#|zIz?Jk3ha6;Tu5uF>Xm9Cb>4I`t8VDSMR%>8LG!#FiiUK7j7VeTg0lATuLrnD8}zR-`Qxc-gqm9=s;R6a}+WQ z?N@5;hN_=W_*a@Yx`3ZOdNEQyuG*nk1p1e%!lz(~jkndE0eX9b#+~!$lELbZoq2L+ z`-JBuy%=x)=FVS=AZE_sB+IstF&Dj)P*-$0L?vCHa($`r(a&(MiY0joObbhWdWGdK z@jLWG@BP6Hq3xO1zuH=Ce7BShvLzRo2pVaHWE{wXrgE)r%K*+$-IiBdt z%&8=%w7~QPT-!~}Rn&)G**M8*?MV{+JA%TJ>L}p?hthebz$O~<5U-I8KVf%0JimP- zdaZXFyK_OmuQ?@kSY20748QN)TK&Q=Kq5S@?{FZ8FIqM+yNt82(GlzQYesQ=q0nYq+Ic$#Yu%t#W{!t%N;fqtvn=S3rQnv?8qrNq=|Wj z>v`w_P&mx_&OuWoWalnQW_zfr{A(ADKVIp)5J?k_aH-bjY}u4ny~elrvhH}2`7Vdg z6AXMk*h%`hQk`bA&f>U{y)E)`kMH#sydXei{(PI#$;&|Ph}nh2*uSC;dhF~Ng~a38 z9j(;r>_t^rNZUDE>3kJt7Jno2om3Pzw(O(=jCjyQ8x~9~lB&kc71&Feq1loCf-;5a znYz>eM(;0l5&qU5_akWOW`&bbVUbScOFfi_lQU`7U-iYZ1nMAcUP%j?1|zKQJJv`e2}v;|kU}pNqvo z?^zSU8iH?lycZh{C-wkE(#+*?t(Fq7Cy%33Ek$GVEiaTfzF*GW85NV-MvjO0g=7!; zUZk2OIrSpP7Au4t&-I$b?fKzRFg~4i#BnUh*Zb8wrADj4=PA8$cU_>f?r9Bh#5*?F z?A{QZ5iAvpbl#ie3T{jqy_@)0rt6eKG4?x`E>|Rv3j5n$ag(AITXO}4l?zun*bdJ5 z2rkAh{%<@fSxhjQcnG;Q6&ne&7z4&6Z0z`ra?K~q<0Q875<-S-s6moR_s(Zsp@n z)>Lm>yt1|**uq5mdES^`NZDrMg_*=ij^iY)%;TSTaJy9Rn2CV*r*Q;u7J??(?SvU- zu=9Duf>;yscA5B-$ixj$pD(Euewc8JVcoaOKPt4`o1gv-!$uLgq_PJT7yrb=xVC3@ zm?L`|-46&o?w&5aQ`MU{(Wd|h?S41h-6yS)wCi^lqC!ieQAzYT%@g!4$-!-foy>^& zsoZ)KFe6wDsk?~Hy!kmRMM`-2v`O>7eOydRlW>oa0z+CwHIpRWDyGe)D8iYQ6Zx>( zGA~b&$6%`sEhG8N+cSZP>*29YZFRs#b5e=mMH;6>s&1NVZ@tDMUb{Z!cyv0VG5frt z5w#li98M#vV&ZJdb!|#+3x&9sT9<@P+nsln*v{OzdnA5q%y!(ryM?)(g`K9Ihn=Y1=}+Gl=2Zai_&W~E6!$7SA85Li zZ47^p*f^^|M5b4|SBAt4+c`>WAJ4hX*lXD3fNr63>XYTCpZ(++n?LdlYj{yZz1EzD zrDFMa=U=YULK!EBp_`uxI~Gl2`OkM4yQF-seJ=BxBRZU}dT6F1Jh-oslHzf#Eh4HA zmUVRlMeECX<+y?L^4S2CvM)_&E%J+Y$+s1JPUkg}A6RYs>=6H6K6VRFzN9YF{hYLE zvJsT8P6}@2N7O4QKF*Jl&iMuQqY)XWvQ{@Tm+u68nvh7HA&5-^13Yv?6Va_Y z^4*0Om|QfvNLXjTR+dCk7A?y3^uul?9X(Hs+g~%}F=cVyo?fsx$B^Fd!LhLhm3?K_ zcHO?wknc}CujxYX`82Or+Z7DwmG!*u6Ory07L7)C$Go%Yv`&L%X$hNLa(Mmx2IqnFvPN;}O!*$kg;nqT?e6mN&VL6IkCl#znph}Q`uf=5nwhhax7!PH$U!X^EgDfo$A zN1ajYW{eV(kNU8kXx@!@d9h65ze({((ZtDOEVPQ$PUgfLx!0Kmx_I(<>e@_Ar)_-y z#gojl-``kx{oHy_`ul2#iYz1G5L-TQBo6I-g}6_u zzOMq23VfWN3$%nbL&WB^6ZBblZ98R%$m+D58nIQmBO!ExVX&{mpV3I}+U%6kA~9q}ex^xIYbZ1f(fy3`?9$k9f(G?<@S5u_EuBz#uDs4>e1^o8>hwf1<7T^;(Gb&iVo-UqaqI5ejCxXi!f5>-qxVb zbKOc*%2M9elhiL247TyHAEPm&($iX8t`BLA6f($qTpG(RLkSIRlzIPp6{ z@-z|8m6l-->@B&n0V!6H=gFIO0|AiU37K@R`RhkzjZ4t}GEp?9QLWo`J5gRvZ@RE^ zdUN17e`i`KH)mk4-t{<$mE(6k_c6}vcV-352<4lz4$7Qf=&Y+xFm~ssHT0%gI?H0K zb4`p;<1E{ZB|PG)6#TuM7NSl#%Ub!B2Go=(zUHUQ{aX~CAmn(Fa}mc?f)}7a*J5d1 zd_4$FkuMmr{qpP$*K7^Fo91jNRsOkqFy7!TYQ(V4X)BXg_j8$qV7Bwlz1QiT!Jib! zVT`%K;!RZNyZ6|4?|Qr)GYcm>T5`1DBUc)$LG^xFw=`GO<7bp{{}s~Eyu$oS2lI4Z zHj$9pX^Ro!kPoD9prPVAWPQLj>t6C~)Wb*&zBP02liP~E+0CzqCEfkphbI?Unw~;$ zcpC|r9`+eLXcCg2T=r87k@<--SDPPqLN+TiOJrfsX^o2SMTf^AUKW31rCdEzVE&429Txl zxr1-y3Ks^BVm(b!4~$=cyJcE$8uO^6%bjV6TY-M7k}7;fq$VRJ?PsMeNmi9Tx?nTW zubGkPp$cC(#26$I6K~MwEc8jBZqTTm9rSx~ZJ~n=nmB5{6}nRmD=08N8m-trhX|dpD?p+F@Kdq}#(LW0xF6Z#B%9&-$x~A3w&dmS@Qah#VLIwi=}YB=ucZwI5JxGNlvXgku}qwU}Rh-4AGqljHFc5YE2+lW!)e^ z&dk%hDXj?WYD?2WWBE@EE^kzU&Rat(l>MGLds9W z{~YHx%!T1f4`Amhybdl0q#6Qu2IR-CtYRqk+!XOp z>!P+xJ$b5jPIh{Qsj6pE+Y~JpF3l`^(=fA-5BsN$#Au{RvFU$01VEu*s_p*Pg;{jr zCTXAEIp|*)nxPE@lQ4a!H$g%QX?9F~2X7JkSMw?Ab(=Qi*wUr3yT4QDBFr3sz21>WgGJa>i@H>4j6Y?Q!>BD!5S zLz`w%P9-#)^o$TC3+LmX6-M~36Djn^Xt!#pGR86hnw?{{LX3ilbfxYcvE{fP)m(i1 zDV#$%Le?p&O)mPRsWHe|UfMSz3Ed#(t+28TF%WY!ykeJ3(EVLV7FiIGGK5AQL zwS@m7QDXh?bQO2ezDjDzB$es6Zj#JU21g6|&YSHQu# zi(NTn`TfHZ_^pR#^jrA&plMfn3PV9io*!t3dyLa9L{145bO- zO0IFM=SSowT&~)+C|aabUkh}DcpT3hZI=84*i&~2THLD z45DD`eC2ZuTOu|G&yLWMa9FPYqDOf za1Nba_}C5JDv?Hnnl>r4+n(aSLT%Q;m8YPdrDP|DT=K`DDz*E?~BM4yg$>clPYFZ7w+~IRcxk< zS~F#5i6Tj|D!CALWt37eEf7&&u8kMDV>ez^lG{{CZ(q?kw-Vwaid~&u8d@MRJZIrC z%%zITk|lS*+Ar%`%%PHVWI;j6T}Ld5gz-J+VKO~f!7h2rpgr1S00Ba`baREJGCZ_1 zWIzQvpjH~J@;1pKy?kG_j*8ww-Fg<6i;WZG6ls3AKV4^$9u^l<11`mb)YM=vFj4Jz zWHqQ@Pxc*tzxBGx&MAiG7EX*zd5J{BAUku*VnbC#yiJhqRKzN4($2 zHol9~sW=lr423pdSNG3F3o`b?XrEY(w$DD_=$-)9AqQFS8fKe}guKyxn#aMuyS_SD z7OTNEP;Fo!+fC%7pV+in@hD1xfV*yKBp0W63#ssKfWugR2CJx5pdp$B=Ulc?z#a*z zg)yG82^f*oy^xn8rQbC&%H_d1lq#&OF8%q}pO0{MTtxL`Imzr4lvT3TbPXnNPicU|SPS#yILb>-?76V1Ivq z+m3bt2Um2Vk~d>zBPn}fazk>3nnlKMj=C~O?n2&?yfsUOS@;JSYPb6^+;E9FRF|N* zUojPcNC;1;7*ZrQCNEtzoJKqik9-*u&0n~omN=(_#g??guRc(%{_8|$+-5n4E<4$|*Q9<6<#l#PFH$B>U|LLw{ql2;HOc(Si+@sBS!?e}0Vm z5#rPJsYYjCFy@8fsvXPcWz7hlwCxn0S49A~%`(Qzrsr>Ef^RA_&^Zo!lC{+QjuoxoV=F z`vHPs{;ZHp3PxM|ol(Xn0%pKIYciqTrj(FQ)vSqBTafte*0C~&on6eO63tdP&@v;O zJlj$lRhZj&gSQU!uFt^thaVwc_3i&{1mK2%ng6O zV?*k1Pb}6>UB^bOn=;(54t{)4hrBIlT;TM4A>eR%YO9C;;+B(lKwi^9fV(g?^nGb) z-$L6CnpHm9X`XwQhiwVpD$ys(*q3WY5$2-2aGDJ-1#_E4#nDAn+otgBVPypXI}Iu< z>Kyn36;k#XC`)TAdl3q;8@Juukkpr3dlBzzYW=3S?UCmKkd-ZR+r<8o38);Y(P_QYj9OO{=;yYdim|Mu6&PZy!fu)Hwi za!ALu7Z*IMJsERpm${hc`~rOqZ^3o*&kiP7Y*{b0yR40U1ujy{Zysy!k#}E3Mz5U;-{0Vg0`7C;#>r^yZW~LjdI`{6EtC1TuPF0||vcI|{ptaG=Ad#cZSz3Ge0(j_c67?!!a-bfv}NP>OemmKs0{5%X3PWpg1Z?+q{1_;iG zonHlC%4-c!b#ITp1cZx^Ug+1K@WIi?4S9Of#SeLTx}*+qc+w>d87r>8<}B|TEJI>G z-W6yZ1KtOG>3^Z$U(AJv%^MgYdTS6hqngh{q`y#O2kQ^On%BI?whL$8Cc)#>2Jy9b6%3OI1yRz)VuQvWk_oTp2ZcQSt2m zKk{xM<->bC9{L5D9r{kSeF-u*3&@`TfzJJOK-cvi6;$kbZW)Zbp{w{pJhT~T=s3c@s9`=dVvan;~SsZga&$c0%pIgVB6{8vAf`QZ7b?&5KT*NToN0Jv8c zB0bwMHc79%5P~_rhYWfk&z>3BzJ53cfqmyoCrsa1OW`rX{UpAWew7n$n8HvEAIyVO zjYLzlX8YP0Uj%JBe45+{zK;H!#JEu=rn1NUCHdc5^T(o*_RcBMCqHPdF_AeI%3Pt; zm2{jInpD%)H~5NcU5brarMybD5dbqJ&+NzdL)rFB7VsH55}R68YZo7xo)^Pc)A!e^~U| zs4u;nA(Hz`e{@l~17u^0;u`WvAxR)X7LLYtUIc%T&en0lz2^EmK1->*~<2j$UsU#MO|WJ+StD6s4W@Fz zZzD(^))x#R_|cr_dH4l{1NesS7wlQUwqfxHa2N+*7Q{|f9m?OrKYybav7QpXt)Km! z1O5v7_7*ZB9oj zeaHLK%ZG9O7w5LzqkxZ~-v|3a#x37R(+ldSuV3!F*mKh)pLKEjg6(yzthsh%tp+UnE z%Wsq9kwpb1!faE-lSPOoen*qpmSmmI1QA`4`I9B2kcE>aVoXOACd?NiTFNZPvrT8a z5FL>PnxG+Hp+!DQVvbPYOCcSJ@+2}8(jJMoCF&+fTuXhVCKD_CeM`hI#WxN-_++Hh1Zqi=BmQOhZTDk+ z8lPlST|Ky)ZBA76sg5ylm*@AL8%`H#Ql5;t0f0{2{0p5amSu)as`Ao=rS|7xDCh{`v2NJ~p z0X`0R*Mtw?J8xR|s zvEuQUFJyN?%aSdbDg&j+7t9L_);s^=|!Ldh_w<^!r zZ<&5V-Gv6=o!ifE>3$;JMH}G6TkmHmelei1V7sGBm zt_6=diKa35t+0AO5TS)UpLl1~sYN)SdT0E$^noKzZ{TZPj|~j&Xh>bfk^@IT zw8=uP^%9jEetULutujY?w4rHbX0+*!=9dZ+H5Q26K~whH7)Nci4SIX*+9bixjHN&uc<(U&zXXOlO9iLQ_gpK3O$}a6 zf&4w$CcH~3Hdx;2XJ(VN=1b0}p7)L8;eZ9|Xpo zJsAzBY|pk{l=lRf7Tk1*PIdaD;|N2jX(CgoLAgF4BcrP zz4m*}SDros27j=w#eA3zdQ-1WeYg#J>H(VW6WUt<#EhM5D4xbHQ1@SfqF%JrvM@eckORPUh&@>}`nVW8DkGX`z6EuHXuTwAm1wyI{c>1SewHNqnHY3D1B+l7mdYuuv04SZl$)FuBK-eVN@ohBr_ zV!(k}I0|DS%zA*zF{?#CDNLDJI||h_UpMO8j%aWxhMG}FDJFWqs1hkf_=r)&ZyKus zHfFuQD69i?N|a`ixc@RL6wDHTzi~$D^jB?jFf07Ug6|iulcd9x=~u3krNg4_KLd=4 zT0~Z<)x+ESt?I-pzn%22Z4=b#uhMdaMH?lyD6BFPpkxdL8bx|Y^3f5X>I@WYGhekV zQZz++)rs&CXJhaVs2HVsXrE$EhM5mIZ+l(^ERyPDcn`=J<#=eFV%3Cc3|McwI{xS& zUdONx58SqOlH`qPL?90^U&TLa`j7~G%L$(xz}l9%O6Fpa533pA z+}63u;-c=t5)4z>mT=U5C7TG#8DQMja8!S#@WTSaoVOJm^lAJ*)+7Nt^nzPgi?@d zLXru&m}OBRO;s|7v`$f0LNQ2#hw4Z=B%#a$qsE9@fLvxoori{7nzE>2TI{IYMWv0l zRXRJN27@YCI$pW*R?&;5GihC#u&8EQ;iv{d@hgo6bzoA@D2iz*i)^blc6F4ZIL!jp z0!=~ENzzF&T9GPtRg}_b65wQ7$s%8-NRv!s+M!$}t4Kk^K1ya<&mxvqK1(x`bTo=! zTFmk<_h&}SNySOSN$s4}Iyyc|KUy_vJIZI;RsTb)luj9wRwk)vl*P2QUbt0Ht86uI zwX9P4Tv?sgI;nA#XU}erz_in;re0{N)JFMSJXZIn!v$%{rvM zjkrc>`*J1%pA?!bkyLf4w5PPkyys||QLk4fQA5L$pyJ5^61dOqQWhu9H?RXGyLQMtrqPD6a^y zDo0`$buDLLS4C9mn}eB)PAQMKO2VlcEUmN3T$Z)1Zc^Nt13t4W*_Kh1jaWr2OUtS0 zRM`IeoWsj5XItZ@I5UU9u5wqZKd0<#m6BfNrs_N^Z)M&XxvX|p?55#7$H#6!uLwU! z(x`cscdzPQ);T9&Wzd+jY=EDOq*|j4T^2Y;e5~mD+pCdB7e6mXwMMB%O`>d}Y@veO zs*Fb)zaXV-4>;Cz&D73QFIPMEXw=Til~=W%l{z+Yjo?wMQY$H&nZrJobxqMOnNYV^ zv{$uPJ}7mb%b3%d)tOtF^*r`*^>0(uD`ZelEtQ!wJ$7;p_G)ia?iA@%(JNXns#aep zwVrc5UOVPL_PWz|4Qx|dD_k#GuMx<#QzukyE=4Xw1}b7pb><}IhGvK6Y>(X<_1E$Q z@&wAxRdbZx%M>cw=geo#=MH8M=CEe@k0X!u@5o(qp6lBTe8qg#eC2%g_;b7Ry2`qW z2vj%Jk;^VhFUl{KZO-Z|gF-^twO zJ|}zW0{s5xirwnnO5JMRDhlNr6@sNDvxIXq7M;(DUgB?BZ(?t1{1xxT@73>l*&@hg zK>5L3_bmLe*j%i7Y3dY>OKJ#cv*v**+FDqJO>KrvkM&=&_HWE;F$+6- z<;dy$#_#m%ku&L*5{_=0Z3cp$NgR-?5tD5H}PAcwZo~@xk z{>y61M7FgYqPXRVGu87U)})~LW%lL9WvVltGp{O9+BtD+V-QP~E^bBi3=K%SN*Wia zQL{z|g=b?E3K=!@ zQ0zy z*ozu(#ar=P^;=%n%=_$wHDHMaicB|XFC@i35iQ}FX=QK`({QDKjNES%K?Y~F$so`5 z-8%3KyPw2+B@t8&9o8LU|DV>r1Fngs>sz`s!HN(hASfyzkN^ScDj-s#prV4HBE1)- zvlJ;_DN0a!mnPDr*8oarp-VMD6b(JJV1NYp0$#o9_1@=s-|yXX_CIG%nVp^4&5zxX zIr7?e8L$EU$wha+#H_M+2*N#i6}$Az>D(15cm0}##Eh~5*~uyQz{G41=X~2K1$m85 zpkH=c#$B+cXjEnXrAu$sOoe-5Vm`-YfcsO!SHv!l=^DbQJGdr)6h5EN*2OTbH|0;L zUuXBqQqV-+1m}f!sZ9?|4os&JW(YGY`)aO$bHlsa2##K_6twfZgjP;@RU78Qy9B2t z*9E*@E2t#B9GLDUOi`XQG88oOd(CD5*d%NkHswU9SZ`k!SRxkhwCl4qY!=cUoUwX9m`JHdMUw zHzR7{z>TqdWGeC{G6R_h?i%YFdpFj@Hf=W(L~tRvtPlyrl{f2qH)uApHdDMcw=Qg5 z-#Wi_WlM9*VC(Fb&elc6yreEFMh{vctXnzh&TA!u*l z`(TOG5OaQ1u;j-OQ&p$5fW3AChaahG@V8u$(h0ey`m%f2+_+eBnA1YlBhCM*?Y+Y> zflUis&p$w4hghejJvDZQoB`bm$y0@;RXw%(#JQ&Gd)fQ|XQL`xS|-rlHfci;U+3Bg z*+lI!PIh=E-h9}aMLdw}O-N4Y2h?uk7Y?Bgx#F$m9p$4Z#4m<+qYkH`Pry)I;~`9G zJy{SGs1HSJoO;<<6LK7+8E8ZS$ixxBGDhfGcTqy%$ig<);XxZYV>v51 zGda8J+q2?^5?{DPIY}W=p&KY6R1V4tHG`rWXC2oX7a30m7E2wPU7K77TsvLIq^-Hd z6~w~0z+6os;UVFn@DO-tXGmwLXozTNe#khAaolPgG_F4`JN{y^X3^iFb+udChI}tx z+*`_9+*`7P3(1KD0f#3-6hoI$Mku=R)DN)JG0ks}i)XiJ+A`^iU)6=)?-kSPy%QL% z-D?sUd&d+g=e$$degWDVB4v!e4(+fum4fL`b7yb zrlm01=qb~{7z=mJe2W+bXd7BeHde+|u&8LLan|wyv?{K`G%?2RP;`Ll(;L=b#5`ha z(4(f{qWq!GS-U-A46%AK{^)ufyHl17x_X$~HVhC`iyep_h)qM!pl90m6}{uO2@`Ka zJ376R>3Ah3)PBmT`i70Rm|(0VPQdB4Ok=!de{3&$3diDY8D5JhQ-2SoX{1x zcAN+<7iWW$bE>VVGcZ35;fT{fr{f?_6%`HDBL)_ucSbGpAoCEtI4g7s?##07GLKUY z;Fe!ek1@A}%tPm4U@=%6TdY1h2p!a}hR(&M;f!(PI4P&98+LfHB(Wq3msogA6*{wh z1P8?x;hb>GIA$ErvWipwT0}*s=McuO_HM0Zt!b?-kJy;ln8X-_E!HkB2)>7QilJg<+)I=MdNaaubE74*Q$157U@6Y%$k<00EeZ~}rDaCKMLE)a&$i@n z>Ol)Vt97`9L;b{`>7q2_#7ZkYGsJNhZ;77B$rd>R&G5XNtAKO7dH@JJSrRAAd??`c zM$gUk-MiYT3Qp|4&U1p0D#ZHCDDRXCuc}+Y0hRhgZ8QPhX-_YWb20XfU(_Ezt=G~X773c)Y&%2~KOorex5ccme( zlSzRxG3#3rSZ6>c9VXWT$;tvLC2)veDU*J2hUiq2P_-<#@+udIOr=u&XgrKp}*`$e2Dd=8}6d;jD%7ls|;I)%t|&*%%rVp2)RJhm>yY zHrX55SPx-XaN4EFVDGdG_K%Pm&6brF19>_yIDxH^n{?v2Jwf&0AK>6(3KiNy4-i{U zL9Y2Eunqn*bj^Dno~Nd8o#-y|e*{|c**ekx0;tJH>qM!69V8!3n%rx!GEPm0p(7ks z5~cnb=m~d~M8CnLmpGyJu)7ha!_J@F5sZTJc2>SsLX|6=gx=vd1Pk@$U zfZ?XILr-H_p9t(1XrWbyC`V{+i;F%2JWt-zM7S#LW4rK?N?nfk5rb+24gUwp+_~>J)$|!yFWx!CJ>3IHo1Mv6L86x_8=NO_7g@?ZQ zRQ$vTd<|5(wD%U%(7)f|VcmCK3Is4q5d%wMrnEi?mhS9cQ7oKR;?q)W;G65p_LW+H$^G}t>t1i~R=?m{@3YOmT{T0j1H6Lll^nZA zm>=Tl&Jw9pJbdeFl(2@p_M+_Nu&UsJe$7`g(BvcBzWa&>W8pXRbYP^Q6%h=n&iO zLh{nE&S=_|Gq;uN1$1e6KqtYMA2kJCY33@Ta!cw_M_g1H>tRf5yQq$|c(Ek`sn(%l zY_7X_CMz|NEsqc<7%YJ5>uNoo!0SE}Rsv#`xivAp0b!)V1 zt~JnBO_M~*tkTX#M2t*WX%8rH~*%l2qkciWnHAv6bSnnm`6y^h+e>T7;VA z;FhfE8hxVM^nqwT>W`)`#cn1elxj!MK33<1s9;HfX30V9c5Zy5OJ}P;2e`H|FFxn^ zC?d*Uwu9vyyD`k?XGCnv1MgG4oe9|8%)Ivr$5CF<^Gb%nKGlu9aPekcmZby!a$iO6 z$R@w&znJ<|nNO=ovLkaA#xEM!)>H2*^LZ=6>%e>g^S>1RE;Lb?db89ADT1|QUVZ=H zioicR`zbYjWopAR-mb!b=Q_jd?32Ie+jhdcoqxyH!n>^j%D%$}!n?n5fz_cwN#@yD zx(DslRi?hTit6%i+#V3#O}owZWRd^O1QGjx;aL&;?+kpGek*(uv8V96pLj68sP1wZ z6IU&RTfNkEY_$GYz6}x{3@^H^*g>r}LQT5u>s3&vaQ!w|xPa}@AOrKPKi!x5?`kYo z|4#CJ5(Dw}IJgLf6%YBvLUlE#}rrMP~3yomv% zs4%#?SdR*4TkT~aPtgFI1S;U01*;2Q$Yxu8$KW|lqp(7iwC)4}Qq@R1(;mQ^7b zA@;l_mo_3CcbxU~*J z_g_h#^388}t=d@Hd^d5@gYZigO87T=q@fk&{TFflCH^HTDJFxv*buCyhY>v{he0jn z5e_C>GTzTtuYS~fWaMXf&+|``Lp(MWK*XEw-`)XHRm3K!ogl#K`i@ zxAMpECmrCAJT78%KPK)YIu|C{1?Lt>me!vtUDo@q{*CAVPzC&TjDLrAOXBkiz1XN0~QMjZ)#BS3lg;vcO{!wiSo)uT^s~DukVHQX7i$2n4%;3>3BFd@M)Ew@=`3=`@CW*z$SXY z@I>_`*OY~`9|9Vf12~xew~E6F;5*%!JeQ~Urf)-lAQSvR;t9FSuBq~H%dfXb7!tQ? zMaZ^`Tvz=QfWO55AL(7s8}RI*k3}AoPmj#X%P&FcKY;k8ZP!S0m9mRJo_>V2666f~ zsu20IJitr2y$A7=EPrV!ZaDgO)>x1P%-psMgYdNg(Z$WLNGl-1EDj@{S?oP+=RZnc z!|DzymNK{L8cr@zw({?%PhdR*a+aF3?ixxiQa1DNpnt~7r9U~*2p~RKoI78tHnYOHhrb~9;}Nc0e_kbIp|RQ^|R#1kCNO%*3yBJj*Q97DMDkPMwNcrv(IyF zo)7QcMC0@FLrP0Ut&0H#q!j5L9@SyqbN6+L{LMQoy=&IC#$G*4k~fV&B4tLg?<-0j zuz*OKeb4xdCiQRxkDz>!>C}guoEZ;R$uwrrjJauiEQ=ykTML!la?g^04k-DYliTUp zK;~SYh@Xw;bTn;_;hXq`i^p&SPUQ9&(fNrtV|9%zXmEM7uN%!cleTyLs^22rICEG5 z*7M*b$5%q@L+o0rk1a=Xo3%Iq&sTLF zr)bkWxBMY^>qqq)awi`Pnk>E$PK<1fpvRdNzNiOVoNMa%+?V?-TgrU4W)KIzKr3)v z%|huY@7_S&xdUl^8c{B%!6Oybk{?&Tpd0%#NdszS@0&|HK($SLMLfFw#;xvv=8f=^ zGvXo(nRQ9j02BG-LeTxV*S5O-Hm#LfH_A@VNSTaeyn0`J9(g|Le*Eh&-F}DGGuk(r zPR>Z19Lan&9{F9FA=%j*J7LkjT#R$Oxh$9KmK&4&dS|-ka)VP-*NZ3J$IV< zSY#gZ1&MuP59DrO-?-!EJXW;)o?qeZBR*{whr7Z1&&419NSnf!YwyRd+?J5}Ij>|5 z6L8Ju{+iC??t~GM4wV4WgA;xi&Q2s`E_d|0O-xlUTYztz!erT}0jN+em?b95Aq{8n zF8(ps#;-J7=``f%veXuhADgx9_##U529wf`D?Z(TA&k^vaDO9KZ^_j@tlrN;Jjdti z6B8;jqOES1J07RzPYSL7QTt;NSes%u30e;X{w%*2@Vuep3A(unFKpVZplN2;%H9`S zo87O_2pgXL+?<}nr&zG79C{)02g>5LlLoaN}x`3%!@9`no?brdziv2QHc)+AkXNC9HhK zu8dVm)@dWIWlL377nrk{-|X_zZRpPJe$f}(y%A?CVJv-0M_@QXZcaP#fgrpJkvY=R zi+?xl>E6>*BQ1d!9j@`4X+~$VL%7K4YV$ck`14uvDz*1`H?3&A}7D2*OE-%#9ZK@Z;gv z_m%>2}ip{s*j?}5C*j`5J?=MJNg4tNfv_;M`$G4mRz<+Xt-> zR70Zl_Q%SJg(dsJf^#SmjlHkHnHQh$DS6-CrSRlxkaH)4jMy%)j%V^m)n(!Svx8SN&%R^3NX!K=V5cQdszH}rg1Zn1~bz=OA)Jt1~w)H-Wrosb)->)G$%K+hVI>`RL<~ z=*|6O;fpEY>gLDQ;COXK(=C-Dc($!3HvvCyCHp=qN>8Eym)oqJ|F_OrH2JPd<1yJrn)EuSd8V|&M& zlB@is78ziu?>}3U8OHpM*OyD+lK-}qbzhe9S&G^Vm^(V(ok`EQV|%w~9~H9jd_R0@ zujPoWIHy{lYVz3fR*k_qk0 z5T$2(vmn%eDwW?j$B}bgQa#_+Be%O;9m9H$v9Iu<38Ue;jT?RPs z28o8{op$PZEO&(46>-POy6(^*WN37D;6eRy?aQn60VN~L)h&p&w9jAEs$Wx<+8R?o zJ%~K{hqTjumpE=a2^Z{rWPm|IfG)cYbE=JUu}DkDMeojI$cYG}b1lb2Dqb9m%K8NC zduEUtp>f6W(Z$o3TaKNoI8V_Qd)NN?$TZkt^kE<4)+X<)Hj_;JlQ)dN0L60PkF!jI zFYFue8JCopIOCtxGt#ABy2Qj7|D;a+4~2@dCrHM%xJ&vM|4^8Uds55z7xZOZvS9*- z;-1tn{smRJXG=~B*qvQE{ui8wd;rTl#Ar2-P~iH_v-snmY$H-SPv<|WWXz8H3kv!l zmK=X2c_;TL?Kk_@m7`ZW&#nmn2@Qt|3h0Eb0V-zwI*Lq7pjoHd@bOkk5;3~drWbsu z;dy?+XCdn~CjDB9$PRh9qaR#4Sn3(z%J-I;&v5tR+2)RivziomsQgXZsr~{xkvk4w z!*|R;<=)LH)n=gcAz5=Z6LiPuZ1c7_7{&hO*h4QyN}VD?B>2wl|2?FT7n^`}ij_ zirZJON3l<`7%5@4eowL)V`6^-kNO6~f&vcVdlqM(AO8#NZ#4Hj6xP~-LFPkW`~nVW zVJqsK_*C}mNKgRSK^+O-E$S`0O=dF3s^|h`O{O~FSH;%uEq-$Nf?~t}tpNO=xA;G6 z5coelp$qX`ueF0-_43U)H_tmaJFv>+{ZW2-FYMGuRTWHDFzBE|+ELppZ$rN+O9nfQ z%#1;=?#crHk7Ko#!HfWbuUjDb^vRi0D({k)0}#3fff#1mHmz>u_f%K-cuCQexlxq0-wRa?h{ z#k`V}&li0ubjuU;e8kPp=Ix%sudUxSt6Cl%KJe{rj>%@^nl26=qiEvY=^BpY0pvH` z$t&oIm`*5oBA0-U`d}A`?ajs!A6S_ZDkObib`DJ_19pu+OiVy?f9RfzuA8HFE zRy|46%WM^$HTFVln8BI_a>b_reS84Oe?rmYxZ7sDhquMTP=9`BqC=+_?)(zQf`}1P z1ny5w_;<$JC)uVe)_ha|N+vfyh2q2QD&ZaFAR(ca&_dGN;l)q;T`I$kk~9?XBP%k* z!f+l91*v%jcl1WL7IBu5h%T=BLKtZ&85rrUvQwx0Ek0MI2^B) z$W_&TqpU(=upHl?uMqLd$UzV6V5Jv!+^T70IJEv*8osp$%byE;QZsbPiLyJEW9+il zQ}Jm@#AOYI?P-Lzq&wkzdaxfkVU`S`hAu)v_=Y2R@}NlgNRXnl)Y`(J*W@eGn?hOG z17M+?v@wGxqVWEqq>(}o$64=*=cKtpkGqW<{eC2^d4+{d;}(XzDk9hkDQ@r*liyx$ zbju;UX5+%rAfQE5nCH3QgixDENN`>coH{@6tR)0F4 zGKtU6k54Qgx)g`i z7D6pfMDg2mOM}^0{Obmwfuqtz7SYB{MUc|j?#y0TR2gvVED3%DdX zx**R0li*v^{1 zXEcRZ45in17sgqPp@mxx!bZYkYVjG@Fi+oGzy;I}VdexeAKnTEvF-?g(?{7-AeL$+6a z|9LfaUdnGMx7SWLzMaf2HXgb6Hal%Z1ItmCRF=CeA6fRXM6l?v^sqnBq*&IEreE_mS!l0rdf6oL={&_cyUZtsZZv2t-psN!{gBCXUL9&BdrVU6%`N7;tRrU*o)L90O?H~xTR?j zZ)ePl{$h`uCSs-Fp~{8YC#ZRxiQV1sKjuvY4$1P|(YX6WBD93}Rt|`6s9sK{?dI|) zs*`J-;rrgkKFA5Tkx!;JOc3TnM8T#pv?-rhT+;XQ(hKpmkA5s zpM1;8K%jB7hySRM*0qBw*X6yws3d0OxR;dG80OTt%BH`+@~EocG#PWEO8qtT-O1q$ zFK*Si*Yn`lv7H9LnGuO^GlCHEV?}iM@YA0^fAylyRRqz;{5X_i{F*F4`m6L~vVfh7 zYJ2^EM83~XvVd=qC|?-&cC$LXKj#bho?Kv_;~;{Ci)lMkz_*wye&MQLa}0=nPZ%Kc zbHae_E__WG0EJKz20+EP69z~~Zi`UqZ&hhtgowWoKa-Tyc1{7PB*jHaW=9mGh_G#M zm;{VhN=gC|=+Aqcl6^o*LX1~Z2Eq%4iS5X@c*Vtb8ii~}h>KB@6Ck?$PwuD4lq2f% zN=ixcN=r&nN(ltZLvEHoM@Chg7b00C@sOLUNI$@s8W9{UPbG#x1^Y8VArNtC2n=!Q z5r|40Vf{!HpyVx}jK%iGYs<^DBS0ZgY06Fdi%tUacR#7^#1FstNkJ(y^{Y;jG6z5D zC>2WI#l#R?e;lQOKp+UkKaK$qF-jhYpWL7j80DmY)ycsAc37x5W$1qP6O)2S{n`~V zNoi@y)c$k~F{$l=rKo@(#z0I`QtWTRP>95@2Nt8`f!IC|%JzNyD6!Ii>$JFx*srlr zamk-LO*y`p7*rhgx51)Jk;JbPLK(j8i++3ieqbm>{O>w(%J!=t6iT@ezsEW|-m$PY yab#lN&TpY>;ch~?fFnWy#?D}^ zNT`*#{IH>g#b1r=94btBg(+kZuU2seHTnR%=HVIO`#IBdIpi?E^s}Ux3?L243@Wh_ zxC9VJHT)a+g7ZRZsZPa0@ugXPwT7H7>0^&b&T=mpy zcUykYjrKRrVv4HA;6A%q_=)X9e1+ws`W>iim~YNXo1(4^7hV%Y=WghkBP)|Wye`B7 zuiW%t9QFk^1@Jah1l!pKbBkp{dWAKAhWNib*w7iF-jGEi!K&HG`dr6K!%r&^=U@6d zdLf02(xQ34GK+~u3m)PIsxZ(|(?@GTq5kxB`}I zc8F-?>e*dH#;=xzg;VuSrpMC{Id6bCD?*)wgNXEK$2J$m$%2LIg(1+Am0r1XAWJIU zYdXtBv<78I%DND5jb3qVUG&d%gp&r$>v$hNa$ZdFA}Q*1n>SKbpC?d8lNsouw~3!F z(60}Qj@^*4WJAwTV=@w6%hL=~?*Zn>#fw_}9t>fz*Ce&v%h>{ZGoLOn_20t#yX}7@ z{3)TDu$Xx5aBu%=IWJA%Cxps6Umw{vxy{HefurlojuAngyVpa`q`<=qoxMV_hwiU| z=dxXuh(CD4XRUIkd@TZVvAOzk6P;wXiH23X1IoCfJTtLV&z$4c-%_1^B!a9r!^1y|*Es2396YH2?&L<(3( z7jm&=uiFPv(R$t#mAA7WrUHxtNGw^L?WW*#-utwrJG2z%WumtcN(OYc=amR%CTyjU z1SFwbQ{^1WR@BE2&B3S!qy^bhul(7T`x1D5y5m^xsxK!O12Rw!!@AT0xV-rBFYeI5 z@9b{9#)Z)cds83VXE*F<9LQfbDwtNsY|_WX_*0$VeG&)XtG!EodqE#VQh!{9obZX+ zA`}!gbr<@WHXxuteStWGcVtv6`|(f_4^Jin%Hgp}IxO-Tg)C+*OA1e0f>27%Cp?&O zJ79FPwa!vX1h9G~=NK2{&16nUMca=?8aqN997k$Hj6zypLy%-_(Wk=q`6NS9G{J8+ zmmR0bE9sj*Tsa4dbsk%ZJQ>A&$d>3As@RyG>|Mv=v6$fV-PtgDC_O%7j`CU#PR}gTBggCVl+;>=a?H95H?$ zbOmwItO#V`CWpF@gt5q&#M9+Jb`$svfE`NuhLu8-8f89zw{xhU_-vRxieV#;!rHGU zj&js*fNpJLO{am}z^vsx|NMl``N%oYc zf4ED_&Tww}vSzQERm#t#Du-i9M_hB7#14vO4FKm(hzQ?g0)vEm`a%xcyWXegX9R~) z?GxkMWAAeGOZF&n%DkTjeWx;)GvBsVcSR&coFGCX<+T}2!cd+B?-M4?2S;Nj#d~S` z_QldW*Sqc%@;5!T5?-fE%fDT0k!P1gry8q&dnU*qKv?xLJ_X%_fIz)G3$oQ%StN31 zIR`L@W7P|b1^_(KVWeAyT?guc0S9k<)o7g!tZy0V(%1UlQJ zulIZ0G%zd4%=&o=CRq|ChoWClxB71V5e-Bpl9JNIIauOHYTJ`i3=Y5b_rpj{V7vit z99X}Nb$?im?besNIZ+#IcTC~iN~=!^E1Wiu@F|%tpHyCEa`Lju+!;i!`7Gj!u)VX- zJ}fNUhW;_Guk_QLQ&L1w%4A&lqu+EE#-C(L zzptVwctcfUp!>kLE+?Kgk)J}#Tgh0|wpRvuP1?zkz9 zcfd)TyBm($GMCRh-<%ddv0o+C`!_Drb81pVN;OWnsmRr|S+ssHW8cI^i@p5x74oqc z!BtG`t*b5)_eU|3275@qp1m$&GNG6RX3DAR4N2$ix;y0P{^{0x;YubxzVOH0Y*S{< z+KuB6UZ(7TXxT@J=!Yt$1)10R0k5)quGWD0syG@sIg-jfJa2D!iqeV2;+c{`L7@to z0K2KoDBgO9<;EXp-DHD5_Z4j#r8z~NU{1R{XL zz}&*zY=PH>EHTCH-r8m-Dk$W=YY6d_u7h-I}8E8=1)L3WfQnQ9GM2r=OdCsO)j76lS((*Oism zIToL@Q`{^ZvZaYUG)q&2f@8>kdK3chwII3g!?*W41h3?!FbRvE(dYT8damS$XpIj# z(CKD?T#rIiM#92p`AL4Nf&KK@p>4NESH5K7&z-L$=J!DQSacK;n3z|Q$>JBgOg2{U z+)aqkkET)rURXA#(FO&HiIYi@8;h}pkJ#@BR9+LB?SR&(eQ~e z5E~>=_YnC7&_P#hN)f z-JA`V-h#B;dgXar$gm6VC2&Fu(05$Fsc0HUE7QsAD%+j z7Tu>-8p$>6{zIC91HHa`e*p6o!@O1KlN*=mWH;q1;M4 z3VQHtVuSU=lZgKWke4v0n!dZ7Wch(ewq*(o~9 zEjqlIdUzysuUp7T$IV^GD%NTvyvBijZ*SLDnQ(3Jrv^9*P>0Ul;B>HmZXt;NN-00; zop&S8!(RW^nezdGx9oKA#4D9cR_d|FW)$5RHi-BnI>LlHdT>H?9!3)@9Vc@~(-8j;;!ad%SNbtVX zD5UrlpHjyeWc0YC!T0Fp-R3t62HF!lh#(bP71dM$=R>T9dLc{sVHHNaT16o(Ob=d`YJ>NE%!rypGvfOecXHgT-%_=fD z9kEuY1s^zz8?XhJZp=8L4;*+}4ccD{f<>x_a)WTvzR-khl-OBU>8pKbBrQG}iq$b3M?u-+l|3+|46@t6{R znjgTaTza;`BZIdN#5I>vvNhjn=^AE5Q79oAtr`v_T4E;|+S*z&DK22tCmJrI7=2ZNkY7_0uF<2cr;qG?zA8OD0;nsUBHN(4ka z_TEQU491T90R7Urarqy&OERVc8;C+8qA=64dxk@qg6pp$Medc5c*JNA8wRniwJ z;gsZ6?naA&m6rASt9Z=NPqhOrz&gna$*jDDG<|H_dzK}c^Xj&@#VffVwrByO`cLxp zzaDBkr$9WHw1qEj}075*LxXsRVbP=d+n45jz=16Zs*Iyy~ZgxgwQ^A zvVQ%MxlEf-8{JQ?rOzjuC8y1^H#eZQa+#~fQ-xn;1cTuA!o4}duE@*gV?M#rgy<$Z z$BTRO$~>R<3$HFmB&98Go6~{18Gf(KspW}#`2iR6!(V*%j)o})?lf|%X`qw$dV#m+ z^q29}N`ZW01@bZRun+5qw>~+ah*72Y4&Lb%5FgO5$)3h%B(C$fDR@9GedrF}r(e@N za!N$z^jou~?&9<^1ZvRQr+xQZ)+taIH|o!uu0xnf)4=gR9b6poWdbjuTcD#SFHYaB>!>&E*aRhk=F0mYVT(ZzFDKc-lq7}^ABfJpRqlqv* z)aK2Ad4uPa%X-<^{SlliWTGI`ZCc4;h;s1-QQJ5PL>zL?jO^3ek{|lEbNZ4}d)dDo zd?_9(n8r|yO~KvJ>S_QCh6b-vJx9m&n&wwp*sujTXgenAzCWx#vwZeBH7J2G>5jfV z+t`qmw$QjdW1tjd64XOY@CSDl`_BYfppHZ=NDKS&8U46c8b2bQXg$lp^<3bVu0E?`+FSd+1YH7WwifeGZn_;`Mw%DU z;fgv|PfrYM#(St&BbRP6IWXG{X~%mN*hXD)u&)iupHfIFnJXhQ?7I&hG`MQnCvy6o ztYEGZt`M#&U3`_QkZL1HCz0nN7DE2|Yo$-8Aq*+;G*blV&}$b+7^!EzSql?<5NF&8 z)jSJ*w1R{P%3`%wF)cTkDyzq&o7N^dB78A|)BePU!xD=?*Cohb=FMOBQtzZ%nqFB( znWk`D%0^Bv-ox>Sumwg$Lw;1MisX&$+H+EQa+MA-v3F}Atv3LUmX@Z!h=m_!aWcfU zp%9Nr{+TWT%s;Bz(36cUcHCor2dGC<0)4kDKH&SM!Lm`v=Bu{vHtuS)O5 z(gB4OHCCi@7Xe;(~h&SeWWMH^zC5a45v#T_E8=r@xePK)NG@C-_caktzp zE!A2=`vIz$GbYNKf146gk6S+;vyCqgoh?fPiIZw*?Gr+ zdX+Vi+jawO?i;MZF`TT`a}~=F(3?IKfD#PeJcc|mv-$AXC@nag__2WHniFayt@=W; z3>xT@NM(h%ii*r*6W;T3_f*V(j2UJ`rUvkfFICqnyPVXc!9i;W8u{hDd#*Y{M|`zj zXrUU$iD!aInOhqADXO*aEtKW0#($)xI&NpbQ*;V!ys2Ypm(;k32aM@hnAh;VS$|!7 zv0DD@ZjR0hD8 zW!4!4r|Y^82}JY{Lt-5mXPhz3sAvi(<`^D$taUwA5ISAEhjJoWYU49mrnj8(9Zrv= zTn*V@y7BqR=M4<}iW0=~|taDi~D2j=eb) zzL-H>Vko1f5-QVhsVq{E7T=|)p22PR_7pe&BteiI6EV6fDV~F^lR&ChwU&$t2+hXq z+%y{;!E(vQ#->REqw;z__jgs1(DeAL4nfWj5rMPM);$e#WsXALR?p&s8~|`Pa&z;` zKs>yn{kXcsgsifnT0RBKk@z4OpRD8gCl6t3`$;nrVwqkCsQl>Wv);3G!}uF*U8Ve^ z<|6W>wAj@Op`%nXSt%(H7cW)E$IC2+x<*d?8_i^u)P=MqMFES?J`U2t2JGB|!TH#Z zl9BX>`~i72*?fviSM{XjEkNDz5tan`568TkaujFYLeSzlDn z8jU6pYHICj&w?hP%G~A61l9 z98`w8X9FKoFH(_H5IJy|6|^&21#}-`f2B#l-z4R z{ozqG*$v2d+ily@7pBKyA&q4%l;5aoI+vAGL-8F&ezy1)4hf1;v^8U~W$s<=!<`|DA8`AOyO z-o3%+CSlX9Wa9E^dfOzx<)f3k2xUso<=?cU13x9DRNT)|dB`W`Su9wnM;z)!ugX|4 z=*=G?JKCssqXbx^rRl@IiRuJpfZXmCtE|sln$vCe_q1djFt9#VcoA)uqikZ9f8`Q8%ZlbYfFUewPp69w?`4Gr5g40NibFN%C)| zZgt8vy@7*f=fv{%oGN>jlj2(IQ+;g@OD5uJ*vbgnivHd4R#dwirhaDD3cU{dhCS|M zQgTg1(!y{Zo!~<35xYj==z$5M!-b?>N+PH>YQmBa%cGBM@!sWR`rPYl1B58~)|=t3 z{CLEGvSMms(Tca?D#2$B|Gh2)%6$g*z;&T3JpfYu&SL~wXjrekynE6>e||c!GclMV zHF$`tZU8&um$wQO?RB1dH#+n^rheh6k6Ny}A$5BwE{p0r;=#i-u(Z36`)TSU=GGW# zU-QlT;`U8->1i}W&1kCXu(pz$8OvHrFWB3T0Fxm54sGHzPG2@n*!@T8z$B)RY8A~? z3*bcOa@(hYt0`T%MUv8cSkWy_5*J z@m{I)?oS(qYOH!(WzT0_RarG_`wKOl=2iHRaO}_A@dB$=*NQ#X+5|da^QCebK4E;< z$OmNx3v@z*m=XBok!rhFhZLfXF?<5~01tz=o48ceC&PV)qDa)6g9JMFuQtqJjN`Y! z>`h420jY;V!~x^l`4)YS%y(x+4gDfg&gy2%*`mXawT9=GvD7bZx&mxOB)mU<95!@; z!Cu4NFxS_g(sQiZ16H+^k~0(I=_8B+O4_@iZs*k$+^CHE$?1%9)iGYqMp1tp0P*oo zro+BJZwszxdH8My_4{~xY9dJmygvKbPn`)h@(cxo ztv77&g`Nx<6*AE}Zol;sX3n3fnjBqx@(x{VZofO!w8@hm8^=!D%}DG`93u9xD6ns4 z{NfyK`ZjsaqA>;}P{QL}OORoK6Zf+;kBolLu$Ifbp*+spUTu!^V!!B#0l2sOHG!cf z-r;6;Ipdkb)*Xz005F`@x+&ROEw_F#kzEzAIQRkOhRHpssz7B<`@_XD^lo}Zn?Jl) zLVikM7E^Fg>-&Q}nu<=!AVJtPYOdJNjF9_1O|tdN*XR=*;VMCe@t4wW<+&Lo=dS~B zJ)hhKD>I@x42o$NrbYZ22LbjzC}uda9*y7a1GY=3EB=VMFS07j#t^_pFhb% za;L{O-&TZxC24*EBri`^c7hv(o;}~p;==C?m}C+5J%&TWQNoaL@W-W7;sqGY)DKIa zYA!5rM~ObezXV8fL(bPJE>;l8o2&~G&j2-opa|7?e2#SGdyR;ds? z&Dl8xah{yJgEza!BdKbb8y^m#?LO{Zk(54K4$H^M>#wshdnVF>+k&5>9a@vDX3|&Z zq7o6>GY(g6J�!A`73ZbW8V^uW-E`<0L;g+thy;V)I{%1_TQWkIbk=hG7YTlU9U=e>%i znVTlrqmAGkP2i?{@{XIs8P;2$g?)tHz!g%=2wt$dU4h{ZWyo_Fx(tsROoNCwo zh@OiLF<4)lT1yrs>b85+I}Lcqq8&nPhnP@g8RC-1N-! ziplAlRc}2-kZG3<;)iyQbW_Z zpP@AqKf--%Z;s3y8FlvDlmrIe3iXH-useOeA7;>BKf5y{o)v?fv|Z(Ix5Z_C zhn0tqwO-GVd8nqRfOcu7ArXMzWqgSFo#w{u|lK=LwG!i~LO5AEL{ z-QR2bpFZEas`@Ga1WguQ`Efm9G4+7#bLR)N_rTKq62S z<@WSAHD*~ur1BaqF^KH&{YdZfw zo5yE&>;P-|V{7o!eP#pZIV6my)VdaI<=P)nj z{28Zc7w_5_K4nq7n4fpQ+@?!sqGm1P^Q2C1O^3T$m$x*Wm*)>GsbDZ?3E&^#JXt(vOw95~!zWh= z+DzSxctbj7%1`Thq17B7Njx2%za~}QKcN(Q@P9RbXi$7^VEX!!;@m)Jr&&F}TsZ$o zAnWlAK;w+hi*Z_WAbcNZ8e<)sd&CWBEV#17N_fP9@>mWe?ySg=2meqec(z#;&eL4D zdc&sLaQ~G}Y`T$o3;gj3mh$l zc8a|?nIWoeaR-_uNy4V2hrl$^a&n<)vLPY|&ZcOA63G+HHF} z#FXD6u5pDsrEG#VR*RGlN(cB)sX2GlI6fTEgSxI)hB6RJ?Je?<`{U zOu60D9O#Sk5Y=Yi-%CXxe#Vk3pxgd~iX*;Y%1Qc5wE3iLidfAT^b=vnFAB@yyHo4i z_!kT(qW9B2wL)Ws2u^=6<%v0wlY9z4FysqB&+i%3zaS-%mza!k!ePp$04%3I)D?@$ zd?92i#N3ApHrB4$%7Bi0f zO_u^5pf+E9NtPV^8JT^{<{*9Ph3S!fJ`diuZ~9UdIY$R`mqZ>+ZISv4c3IrhsrzG2 z@NI$X(ssGT2PaP0ZT?Sw>r$sVt}~wdZI>Vqp*2~uER5;k{hmwAJAn3)a!rIRH)@7v zKkkyQIo>vR5j`gxLpR4 zdpd)$Z?GSHNqNWm7~mrUsDz@r9K%5pStSL3DLiC8J3-iuf*T$+StF1o156@g|!xhTmM7GL?M zMl)$?)F{6+BEIGo@mQpx$zsegtqVtqVSH(rS`DpZ@<4wzU~esu+DTn)vRHM@!xbuL zK2SqvO`qCdP=mb~YK@pWWL_1wIAqPmADBM8TS>%~IA&5;8aZZxqA6%)2)3rMG7i^d zw=ycTX0|0l;nNvTsM_!ADliiZn9T{vKV;$&V{ul zpv>HAG2faAXo)B@NvvU5j6bHY&(IqyH(IDZTD&?&bfIhsT^r@9)LAS$=Bkfb8|SLx zUnE;hKW28}ZV6r+`DJobGj^Son z>6&t-$H!Qx2B z(N_bwqn~y;x+|=Q@13u=Vw{fLpFas?;-A5_M&qCRdA(uT^}l@s`i`;HbNdPu8?{L# z(91-+%jN1u$Fj8}&@BO_gc10>7YZXAV{oIY*qjrPw%ujEfoXywqxP_2pL|e-637N< z&W9e{K!FN7GcYHg7eX-;8|=4?4uV3VnWKOOR0US-g5S+)lm3@==a!1#Q4JH8nVRcs#J&OH$MFm*&4OxSI3U!=muyx=J>G6><#y(Q z@QD%9mAN$m#fN3W!XK!f*nq%};pb6aVHl{^+r_|hhh{f{I{%U)eph1oDZRs+U2S2@BQVSzbPj96niVzps?IdZk(=u>p^ z*fPBb#>JY{3E}L$$bfx;CY^d{P4Cj?Tl;bzg)|oCH~3-Uy?vWlRobPPiD7k{Y*q5Q z%;j%1!b*BQ?CToEbs5UB7s82q!JE|fHH+l7mEE0p7TVwe+rSlG;}^ zDy*__g(LO)Z&I9Bx_uI$f1<4q8R*^Ge0`qhCT)$o((7_w>jsDmFt~*5^+Goh&S}nb z+@x9=^)V~Lgu)kkk2cZH3*2N{nbt8+!)|)-H{s9m&$D5YUW_2j%&>{xy-k$!{6)HU zECAOa+^)A_lmDE%O2&)DCA=dX2m!*#dZUb^U{Vi^PgFjb9bs*o+*Jz4_^kFHv81Tt zbdl-ue?HfT0jPuTlNnV^f5^riu+g%c7L3L&u}NG_i!e3;RYr%eS~X$FfiNa_2h$-!K$(;(Dgn1z zS$)WoFuwe9Ta#BlG7)?GlY4}KIw=j!(9ne&ub6!N46yCw{!Kt>Jeqxn(LGi`YdoQF zP-W+>7UkZsd$s!f(5-`CX(C#+67zRChZySwrfN0j1eSJBGX+IwFSP5m}46P;Fm{Qu|!Yz9Ntk zuZ}U!Bl;rVjLE?kAxk+j$mI}0DqcP{vv0Od*ailP8{}qAK?b>zBjCidl}u4N5DEMG z0Yj4z)>#5`RBmwsO0bf6C?*>trS)Qv$#)_%@g_`GabgJqlL$(1ZbU8^Id{5~0WG>4s|3RL^oPZsy)i2dQ)Nj3ov!!Yh zsbn(Bxl33lp3Vxze9X>l&AG%@ZUNS%F6)ocnkBar@)@)%rcQ zEVqcZw72-SJhl+G#J8xo%uW35!|hA#Q>&&L*A`7zjUKuhXBtNuR~iQz7aAvkM#!SI zfT6%=0aF2M0b>Enhp9zl0doOc0V9Dg0%q2n^@JAYu^-xx(w`ZD4^E6o z1ZzZSfQ5)F2rG!~2<(XL2a~iVNI2AChRQ{;E|(r9nm6mPthA;zco*-|3Yo%!(_k<8!6elIb-tIRR~w?EWIkIiOe!OD zgqDGPDrKrAvs#DN&OjueMtb4627VFBoYH z)aCLF^@$>jIrOVE5B;{Rr#yXCmg2-YhC{V0i>nk5y|(OiRlDMbIsQYvs|*hV@2sca z|0p0Uj+&!6RJlsN)Ai17SLL76IIK9dx&q&+dlxChK?b;vv1AOxh0Y)$CS)N z3E7y~t(OZ-5>m{}n+RDYQYDg1Mk&W~M{~!JYo<%tN`SGVgOm*3`L`C4+%!qpVeq?XAz=U#H1c{(pd*Kj@+ z%{;eh(wYrFdCWX~$CWz?mn=a@r*Ju#^;Rc6d=*8z&^80cQmG_7lvVU}T&VUl5$ zVUb~{4;boy);HC+);BKaT1ZMvu^Jm0b>7|C#odkHRonG|T0)7S+E6~I2NV%14yA^g zJNmnayO+49Hchpzt(vYIJ$1Ftw2ri{v<|c`v`(}_R;@vXpwA#vkTu8{Wcf6;Y78<5 z*@BEfUqEKIoDIn6*W2kQXbXQ_`V3%gMaMxmYZ`%cm0+n&3XMw=7V6hv3_iriF*GRf}KTCV**~ zyRWWPIdb$LXqA6pg!rNoz~O#?_xq?!&Kr#-iI#^j4d3-qoSZ!xcMyI1rN>JLctQBK z7w&%RejvYgKOes*zlV>)h99#&DB=(h5a7_FqoSj}MnywKLB)u86@eOo{Qac}9K##* zMK~HoB3hL1Nbmfn{3u_TypTYQM1D&Ge9nX@b=20imusmp|43e#pDwk;nlDOQQFql& zSHkB0QEetH;5qhH!1hWe4kvbCv9%Cf8lT-vGZ%I#?ZG%o7C>dM)FKNqs3Lhz=ihL zGY+%k)&#L|%db@%mEqg=!8w9rD9Kzxx%1h!9sxU=I!n$1nvdcGkkqL-kMS4 zN~`YzCyQd7A`B15M>*$=$v%#+xV^?*SWagzryylKayFr-B7*KU*)kSLmUlI{zQ;Q$ z_AHypsDL`dGAebuI9Sc(-e`{JeZofjU25bfuq-sSw#RPzAe8z9kmWdV`u+nu zKP7`!&0=-%zy@s$#kBC5+xhNPdeI#gpAuPc+FQhX{=qKstqTZR3C#~42Wy2^Gl!?< zX$3c*SNj)M7w5YRw;WpA(!P#Q>m5~XZx}db3@#h__qQ6=KgHXxAX22xCBMdpQ(ST<&4I6mcMkNs$}rfdwnczsPUo& zYw@p0k5@2q$^BIg@=n&ho#b?=8qzdf>ZqL?6zx5m#_;K2SH!+fT<(bDPaclrY298ndj)Io0h6@Q<3 zQZK9JqpRPq7i$R3C{7srq?3YKo*!>~e`Q~iN}v92&e|lE^C#Yi3hO(bsj4-<)=^2^ zXqGyW<2<_5N)d>I>WoMhl^59-9Ts0%Q(5C$b6Vrf2g=O`;lA*B z1*6yq_9gp^8CEVJ9iKZ1)+0v{c-8DefvSyA1O-Mn<7{fi*?_>5 zN?$uT$cuIaFBBNwSx+Yhyb$Wchd&!#OHoTMyB}6|cD-mkZ-U^B{<-0LTlv!$4au6v zum_G9eX-~dVq8Ob2x2>$7cq?M%w}Vyv%&B54@lgz5`Ns6#H%>QkHlCwu>4LI1RuIH z89xKW2eyqwxH$2TWI)u1P7wk_3e?Ish?=k983W+(y8l2i@(uj&u$XVu*G>^0LyEVR zZ_qVgAu$HP<8{NK{PYd{2aLI)@uC9@_Ubibz)L)l7bp~dfzh2Jl7D`LRUTcWWq|k&@hHkJ$Y|}2Hx+Bg`;-5 zdP0+5qv@T+`9wFBIyvbXnae3LKBA%F%I?zQO0Zt}~oS__;HFSCP%_l@3o z5Co7S{oMmO4{j8kfyYurvr3wF%eY&-{|2HIS2lz~7 z$h$%=Morb8!Z{~;w;q}W?lVhoSz9|vLLiCeKyuPKUDdJjh4LXfi;JE{6>)P|`r7Ti z1a@GU5X>UDU3nJ|e@m(F z;SF;Q1SdW~wg{W8TQD>6nR^NIf`IqF%+jWY+wf24^d~#pg4(z1+Uda!>LXqA(v5z+ z8a&#@y=!R6MNF4c(RMtRC?}$WAwrNV!aIsx9i!2P?j*ZFRtU05J8r)h1L`LFZ}a=) z{^>;9EFLxYH~w)R#0rmWf{4?PN*h6_NWh*|2_OLiu&pjKj3>9V0e>O=ZZcv=(!Wd9 z)_>SWu?da7fpxFyw}dyjBv%nbSIF&&-`o24+C(>^VKw~kA?r-lZ*@VqU@M5g%7z{B z17PFdVRP1i_Ei6m^nVSpNr?ZfR$G%ClmA|#EY`A4|0>|mXdes?jr@1|&HtuwaOhuz zrdN|~#pN^>RK7IHN!)BMx?sJZ0uJ^4lR6>d8+Mdu4VbW%R}VHXpSWHC#C{$BgfDGg z-f_L~CiZIw10NycS$33@4Ve2Yul~$EiT&EZo$KO;c9fM3n2Rf~j%{9EbG`Uac-!XX z1=kB_V!vka$2IXRTS~=-^Y-!IM#EJQ1IR|>df`ay*97id4dPmKBeU4@PWv4f1X`R# zBEB;eC9~f5NAs=(vN5Ptjp(a2@;`u1F6jz8xfI z4e(DcopI=H({KuW8&XID2fj2UXL;}$fYaY8&1&FQH}zrPzl8il#NWsL*Ki7sg>OR) zsde8MpX4kDUf=0W1OJ8u(!;(l8Od3$KfVyU{sWKO`PN2X6#SDD(3y!2n}GxP{z5>` zorUPIS-4ET4HYD>Lth1wv*N#uN#f@DoBkaAPdodU4$E1feK0Os%uxg%9poiLU{|KPMw+xsqgJceK+I zF`%%^sq)J+Ze$?$-!yR>61aB%k%}O+qj=%Nn9l?^JUefEPvIc&?MPl2Fw(yPAy$@G zV%X;$|9)P~X}{-{N^8OK^5M;yXeS1o(0^&-VkGfd|CBv2ZRm71{7xtSoERKy@>GLiO@3iy& z_&r>u_b;qaS*-dPEXkMoGYRxgZO zt3Nh?m-YO#C!tqvqqlrv*pEujB6M%q&j9_wVIvW~<1K8blLbKX;XNDiGl;y9P<(nd zOeTCwNejH(iOPETb9vzN5{9`U%A&g;h|=~o8=v{IJ5axI5(VGmr^x>a1d391kWjov zC3OF${ZJG^`)nHK%ih3@Mm-PZzg7u572>xgeo?pJ@c%;r|88GLff31}evKS|sw$G! z8vm2r6kRb6fBk;DMNtcq^G((-(%CitX3xLCw%GEA|0uDnbDaLE<4@6?H(9%+v#b6o zo{EkbmcNAC0KuXLq^s+!b<)`te-BSZJB-5<;kJK(HO*&=p#LG}-wym6EE6oML#n&Z znkSuI_Sg1Qw7@t#7ETu|szGwT&H~0sXP5l>JQd9_ERT8hZo7e^3Z$#6taj4b1^+t_ zMFWh(BVljB|8H3F)@`Sg0ZE_tY}hYYD+;OZDyyD!cHV#4Ls19A@<TYE z+6Wev{ipu_OE~PIsD(j)By1*FREiXTl~qluIuG=ej{cVaKlM3ZWtEf8&iOZcC~9CF z9t!IT7L_3VE0hx~Dn{bG$|@k8o%K)gP*lR8KNJ=dEGk06y~@fVRh{(@`|n{Z?&X;} zFzIjWF)4%LaUjehxSx;IcG-N1Wd|>a!4nEl8OFbNQeFA4%F%k11)0U)w~Fk%TQn5D zl|xIb(iKjp) zlF*TwUJwC+AV+}ETZj;fbdaWSr-ot>q!SWQP!y?B6%h0XBE1RIdc3Ci>azZ=Q>owYZ`< zs(60=bPRodw`xf;EEu-=u4GZj1drFLu)B)roD= zY{>0-d`UZ64bZI;M_S`n9oJHbpxkyY}#! z{r^AEAjQ3nLYs8CDd?Z&Ney zVr2G{i|^vUor_(Ki=Czht+;(5FrbY`fXMSyEyj+cNZ_i2+^Cw@HTN^>mk!Fd^B*A1 zCYU|cJ4ZT%mJ{l*VtmQIZ(5M(-q01ElxRmN!WkD%${*n+s0y)+xyv+f^xWj9#O5XL zYY=W@V93%JUq0@b-cMS(1dcKU=*kJ*5aq@5$1BZ($U^iC&#TvTbUsK=`g2`_GgKBf z_(erP;50)Kkc?1l$ z1hA|TApMrjhOGeE>@EH%>nKGZ&?uMkQnWjW%s+#?6e```Busjh01h_Vc`fL5hw{&$ zFNMmqqeVzEm%(X9fF8M&8PR{??h#!<+^UAgle${?aQio-K9$>la?*tkfBt0AYPoJ` zyr?N?wF0$F3L40o>zr_XUB;nU5oGBVE0<({R@`C2*~#07M7vI={A}Gs2VkfmLFk{Q~1zlz#hW2O9kh)Z{-xm7uFpENWcjE-C8l|Ga5 z7x$H1cpqp)v}?;z8{^64R$tVpY_6+a8EWr8rasoCVSnbfK(Jj$s(+KUFzU`*FB8Ov zLa9jWAFqb*4W#cqC2i{*mvdikWR68Xo47U^DYXdXv)v@lPE)3Ezib-6bv%3#``?7M zw$_I(Y)ey_gv1)7@RTd{?a9Mrc4fD>ko&2!Qy3pR;bTD153KMrt3K9pi+I`lh%h2) z+VrIMTpaQ%kOOtD>|x16?6$z0PW|`m_$TW_(bvEMIvHq=Se{66@u$vC2BlS0o7;6E z0lsccWxNZ1N^jbHrDNF@kELG_IlwQ-Z{F9}uiDRSL}hK;W%in~^Jw$UqY%JdDEs7~ z1=VNjH7)%8ou7hhy4@mVAN%15W=7$cfj5U%VKg0Y4{R}o7Ao%0?d;Thnk1J;p#;)f zGpbrh)<(7#($$%=I*Am2aq%o?CsX$Bs}zbC+whxLe4+U%5M5P5F0YP0MQrYzY_+sN z9`PeeY!^ICi>Y4kD zUje)^8Sp2p9^EWaHu3LVZ5ZcDRqm}$n!0gLcxoR>p44Zc#-xR;B`ZHl+nq)8Ubvh<|2?aBGJ(Fdlf+gH|9#mDX62Rrf*gkMHZQ7oclsx>Cs z9qh^H*9}wj3%UwkS}PV*Fo*3Ek6>97cH4uaT`N~zwj&@@dU+v)wgU4xyy9vPaDbjp zVBHOT)WsmDET8mbWdg{m-N2M(K4d!Wz(;0Y&&p>{)*~_28$hc{>eL0tE6vC9rfBVp z^&3F{%_CnnOp>S022?d`c863k8!PeDMzYYXv?V@Ens+5nWhF0;)t$*o5d7RH?ZMib zk6YP##Ciy7UB3p8UNE?rYI)8=swF=m*ljqiAR*9dPSMRjv+N8as_o{oct_;-8 zig9f+=WUowXV!{leW5&PoJd!EQM?jKP%Q^&YvC9_>CTZI^IJG!dR?%0Z3k%Sn4QUu+9>{>okBrX)THRFxQ< z6IAPD#Wq{2+<7?=5U|-SqlfAa@HjtIuE5L(=tnB*D|P$yZ1f%4{8gR2Q3)uJWWqdH zodEr}`}K}@myWL-onS>J<8NeZsnkqUM>a!gV)m?DFTGpzbfA0x^86+`Ih}a|gG~PY z>MQSGM;5wnKX-;c%y4w%@s1R)xnoYZKXJ$iNhv{S?BzbMRF_pB)N zcnv71tUyjG_CY4jn^Vwa`K0tTul{Fs(M7sOCeY|;UTqw+81m_liIJqxWBE!8fwK3r zywJ&nTQT)nO*G#EtC*aW4@Yr@=f`?wFn3gd4aAg>If^IemNF|k6Ah|l?%p^6q-$Qr z&vrz}C3vrr#5~H*UhvffLYs_5%4g#nJmYaucadEXJzqF5chZ(DlK&)G0OtM7?o=62 zeQ=f{<`L5;xbk~{+=Ol`Ibm?IZ?!RbTdI=GyVz>>7mo2o&3MZ2jmq`EwHVPYW?paX z-r(L%R$Tf!W!Y8un)J-^I9-)vggK4b31?^Mu{H+xY){;f*v*lv)O5M~oY#4Ua@J7+7V%2o4OYj{bztiEgHetVCJ$Z7r zFn*!8V22c%hO(7Hb!b#TDZzIkI^ccnS0B{M*9NYy3*$K%UwKF{ktu4qqcSHN%$_%+ zVQjV0E+j8h=uYPrIb;X0YpdtYuHjN%lN167Nv1pwwB?2IhUaUY;h=sJk~J6+OuTTD z!66iD<)CT=FhUz~?~{$-8KYV_sc^#onO{S+!6nCoMIU`u5Bn&4<+;i0IDXvU3=**N zKcyq_%AN&uWK#m_F)}(gie$lN?K3xHu$i^MpvA zcLSWz{3vQKMt%BnxTRsMvjiKH}QCAO5~S0{B>Xt&%5WN!|Yn<%}vL2fKEvnZ!WjEg=Bk*x#WlpG5_9y zM70DoC5r!gMu|@TZ)aj7@bD8!TygJP2+ki!-Or?_A+>L^J*81v=*&4&+X_D81_P%I z7tz$~;UDsC-^sjW8vMoE;^JNvw|y9NUn5Gi=2KXQ=EL95;vQ&bHc5N_-4jynCesLw zj|+ORRz&PSPClDAutXJhG3PbL8se=SsBSKOKU6J3;t!Q0Bb|zK#ZvQJfx;jH2nB_L zP%s3DC_wFT1I%GEo>Vf&giIl0XoUo}PgA2?X_grp&>AAg~tu_}@?@RU=c98l1_? z5B>*0v1w05(OL+Q=8pLOqq=6n$iKvZgp5Du%S$*V>=U`$@Rt-a4fdv0%+9J)xi;g% zCVz-mbjjiACy$Rg!*n9$bHr~K#t$1dqpi;>cix16KLp*{O7`eIZRg;yK8Sm_8kKjY zl+$hY@;Mc9E=Ft2!O*82C`IJ*-7@-9Y61Mdv}@7fX~+RLooWt;!X%N!3uYV<)B{wk z97+qyj_sTLR}ck$Olg84cSbbH!>oE4P^%?Q4~63jwiH(_B3M{1yvYhJ>FV0%y6>$C z|5s`~6}vaj{n@(W<1qVPCTAunzoR(W{q&hoOen{`1|=#X`{e&}4&Pa?^2*MYe{&DP_*O^eBaE^VcNRZ!hQu%{CUkU)Uo?(V@Ig1fsO+}-`3puy$f8r0#jU)I3c3d?~q+yg{ z-!wZeWIr(?u--z>7`WPHCaxPVO*e24>rMK!t5MxxRVST?G$5hOSZxCC<0tUA)KiQX3b= z-RBu&2|W?==w)qRlemM=<$nxzXr289bmK4Ro%ZcSP6--=BDnG`q=DD_=@LQwB|r60 zK1(DQNC}a810JU%=2fZ6_8UPJ6`@X>YZK{R^s0zNhKih~gpboaUzIxn2t|!TRK$6< zYat!KQU`im!DTfxl3PIe?ak+sJ_w}7%w<3z|4Ha zpP41)48GV+eg^-Ux0vZHB?^3}=_|fS8}w^;z)AYS`T@*nfrfL>SB-rW`N1+=N*3Na zb@0Ox=ZaO2Z(+Wg=H<*WU*Z>D8XCHo(;0Tr*mSi0q=m&VjR0QhpBJ`S`V98jLtVO` z=2SRz(FT_|W(DERRTq-MMw5ijiHgN)W~@TcZ!5RtKS6_NRBCVx^PgmEQCT_g{{cLf zj?^*1Z#Ww`A{Qta!5Zf`Vq+lBZzcq%4n)lotk3TyAP>?SHKLV94YFYNL5<&t?twDa zMyyFgr4JpVm88~$w?3mgNOi#iNUgDK_KYBoEh&s^xBA;$YP z+)=FGy3i@}VrTGRE{}e9nln2K1Z2q(>IYX^B~H^A^PpOl#kq6MEv5QWsE-*DMOS-_ z*&>Ilu=Y!%3&y&beA)jMr7$CRj?PfbyPrM78DH>eN|mffC~^CbGDC2?8L|aGi=Se_ zj1eNB`FQ;^?hlza`*+OI!Wps}R%&p1Iks7_eNAnHAbvph-bU8^b8J{hm|@Gj=g5U2 z=5Wtw`P#)ZfndPH8u^eD3Fk$c7Ec0LVFbMKg+jA{70uLipoS`}p2j-s&ux>?hha&g zd|vVtBN88vlrQ~#CM783#^^`=$$atk%ef;!^D1%gN=S7p@>hy2(~Vj9?{@gMA1#9g zoE;E%7q95J!vbza{QPUgo_w&IEednd6r)zx-Oc& z-g8Wy7L_ZE&OA7;M~~DrUcO6l<>Am{-;G9b#$y&M%|&MY%T_D1j6diw@?%UWFh|H9 z5ad)#YY>^(!0fBVO>iTp4o2oxp0^qNW!01wLa5mHr{hx=4iGV3a&LqXG{Kf*sk_~m zDI%yrNZ2=fm>fG@Ms>=(L}7g6^mD;5=4;B-La)sa!u?G<>c(%X4*aUHW|T?(Vn?5S z+_L9ud|=%Fs9R^T;$GjQM--$w$^)2jJX~I z_NsvTfeSj4U_Bmlm^qO<9Xc9wo=^MM;8dunrrI1V%$g zd+G)QJj_b7Lq=)5n`L*~T$XiP6?f?<_nbmiW_hPsSv_dWoW=B#*>rEGSPec> z8t=V`o1`M>pARvLnL1WDZuqSz-e#`-_AUd4GioVJvmyTrjxBSWmt!3n`ZMPJgF; zFGQ79ypBD{L-a1J)?2=(LJUJ2x$Mt^omYqh{PC~ukatdLOJWF&q58;h>BwC=-?!9N z_}V)$su{fDd|4|LBxxp53|8=ilJNWA{?^L3ostN(KhtD^*Q3 zd*wqV+wvy=Mo~)QeGJwoPf)BOU5kY4D|r9@0}7S2TH+`o<{_CMj3iiV{G=2vBE#Dt zv<7F|LfO89`(8(E3W|0 zRA!cpHR)IsS~KTNf<;emw175YJ5a&%6=N(CwgNcW_2v+K{LI&n!Ket|_<4HG#WX(8 zc=57sH{}@}E-U^TauE0KC3}gg;f_vQ)EcAIS?h?a9LAj0OkorlEdvsoQ`ww0FWSnE zZ?VQlQ(L&v?PJ3Ek=<9ON=B>_c~my0uyk)-k^GC^J8;2wV?R-Eg)7vvnlCj@izfO( z{Nor6PeEzL3>9K-Xia|YIn$1lE-Dc&>?WB`+upvOoW)0AR1qr6%Uk*{D8JI{5t(>x zbEh~m#s`fYS#A|R^#Y)EJ9!yXq^wl-Fa#gQ@V~<-Z$sB*m|3idUk~68mJTK8EJPDB zKDIhNzx!!M3-euVpyKR;+c(6hP{ zpJR0Q=W1;3fcBKzzPES36fyt3nTSL%-0a|LL^gCDHZBfQ7I||AOE)W0R$fjHPVh`L zIdIbH>4&+nDIBmmp0;6Emtlt(oIEZ1DIqIMrtW8I9XpIH+WYqeKY}quVd&Jc#x(4H zVzoPAT^uzUo&AjPfp(_Y{`NuZj4+hY4zToq{P60Y^3UFXdOE)Id12c=v9!1y_XZSw zyM-->bv{uAo0X!9AjbUUcX;e~3;Uv5aSCL+_RrG|eaHkltE$eZf>Vf{$D`<7)>w`; zwz7_%YQglyvDFdG&+%XEQ)SuhM_KbHLWG&Setvl|yLlOZh_u1B#p;xuzsWdyvcF34 zz^sUTb>}7D3-j)F#@h>bg~&&enj*KwM~@utf-S}>LzhpJD0CIZ8S}fA6O~uC9u+GZ z--ZiZ)yYy=%5=JTUg()*hxL;(F&pL?%Z{%)D$8w?LYcMKS2t&Ty!Z2i=S!~HxtJZw z_10TO-$LRL5`oq5{_^s7GWJns7(kVW?CiXtY@kgsrM%0$B}=0kTk2<(oW6NQnc7u4 zJO%k1YcSglo)$lqRNTdpYu+jyuPiiCUX!0nZG_{7H;AxY$P&zZbmi5kmIEcopA-~+ zE(ngIAU`GM%-Wd(%`D1a9+EPozL22O2M~vf7IKFdW!HvRWix0{w8%px z>sX%DiRaWEvvO}6%nW~+ffTj8&5Y+iYx2wO^@67&cdm3@q7H1L2y6N{$cuh;7##s{^QeXtL|oRRq+>GB zMx5DAR1~CO@tlpW-KxpXR+NU95Iya_565<7oO~V#k%%DJl%=|yYYs8qGk;tzL1 z8AhWsC@p1jN#-X|J%5bc)kw@<%D$!d7UpJ(QV>Zbtrb9;0k!Q9B#Zs}*JQ>zgd zJ{lmGN{mVrL^Ix~p1wT;^>4KtZ_wn~jExpV8bKK%0UeY)*>CCuXsS^ZB`AfhW$LBZ zTrq}6CF)X1eDLLczyI#Cz7M;5Ryj(|Ly4s+E;Z%LuKtatB~{6HH18bDcjPRuE=7UD z5*xxpU2Y1*^XYbms)fxuYE+lj{<*m_KRU-Wf{WQM&1onPxFhuzfjXAd=SySgh%UxO zA3Y=0(R;srGWKe3yUN}x^bZn{4l8#XUn||`r_j?7Qn}f{p?`sK?~EUp3+N8(PF%0v zW2rR{z9>Div$+h9-Vq5X`SM&iAMbYr=Ys2_!go|Ii3P!S zd5-aF!@9HCC(kb>AXZWE>b|uj)g4K~=h1|_^oHhZyO8;U(T9>zf3+haBE{m1R=@XI zg|fp3m3|#)Rujg`+*o^dYgA2`S4Lb}h7d&Gdw*+f+$!l{;T|&tP^B zz1)GXQ@|_o%5W#~f}U@nd?LopyM(H+vTVj}wwc_Z2*Y0{RPi}2(>&PYY{NlP+UhK_R{ImtD4Up$Id7Zg z`IOMpQ9nlHfv=lTW#Ji9`ck5HRtsw_U2WTlDL7JNvY68KR1GbT-cUCoKAA3j_#@ES zy0N~Ja!hZgRY`2&ayG~tj=V*O zOc#&rmwoVOfXT$|wfw>)H&Zz3ZmB76{#2A=zsci+8*QP?d(p3>M1TXjthgH15qo{S zBGkC$d=kbvR?m^8@HSJHNS%kfZUZU?d)5v0r$%lMe>WKBZt#2hqMR;wvNx2Q{XF#M zvNEdMft9iNDXwq^&H@&avYZ!Waa}3r< z_Jvy1_~GBXkF5J2aQ5oeh)~967A`FGl3CEP$d?HhW0B zps3^-ho|FIl=+~ndZg?{*5~ju3)BKBhYO{gn^byf3AQ-JweCuR`U*dfkm~Q4(=%N& z0nUN4;AHuFK#v}|RJw?+0g0W{SDK^#YZyu%`31baP;3PC#jBd->3TieO29q?YkEb; zi5#^CCVZXD*DSZ1)n~p+R={7!!o!C&_TD<%!R%g)gP{^+b$83{*;RVPz>cj}`PFBM zr5(Lpbo5YLMk4*#b8h{626WG=Oaj3?CSOHu$E^IX7?S;NkiwA48a|)ZFU6YyB#7;O zs0F3rDVB7Fab=b-YQ9pnFtqJz(SRXY8L&ICR0@dmqEhm|GcuVY2ip8!&h`zQk3+J% zJxe?ca#Ky;wRW0(TzX=fs-6=g`rUTI$ElnW@BO0{?u9L_TXYKg8|$IZb%hFr4KU{OFm&c(LJic+LRu{Js`Qb}T+Dsa?z>nml5z(?GIB>JNV{&K# znV3Zh1yj$gSST3{t6+XoFbq6S<)eV`)Mq&M*}2c9#J?y7PqvLYm)Wj5_K4d}Ewdkr z@V}1`@CCt^QZPSun09;u z|AZoKB}7a;=c{L`p_V3`-0e=5%{i1qtlfl43{hvcJ8JZsZH_TB?=yA zaMYdWB22Xjl`pAf2n86p|DqbPI%OJ=pQD%D2@Wc@%uWvQNx#k-)NAx^;Plg7EiDra z#FJD8rcm|}*?7isMi708+#V;gEN0CmjC`BJJSaVan^M;GW_@KHC6#^_WhxMd@Z6mw zRO$_El;0}kLn?HWhE4Ufyd9`c{h83bDA9b(AZ<(NcL|A(CnCFg_;lsNx5t%(0wTI; zu_)AO38;&Ru>a!AcqjijrU8^gj(%2dwzvqGQUGNJ=st$JWo3V*TuCN&m?UkpJnjlp zpCGJlEFJ07`#FoM{PD1$fLwTjrc?AuF~3rr#O^-my@tM6lIEv5#p;?|BH{_!Y*r1t ze1iv%Bx&<;2Zdy_zh`N_==;7@+TVWqDegidLm6T|E|n4IXq2~kD@v#Mcu33ot19vU za)?L!m7!cL+?anFID=?4KFVcVen7C?L!KNNmnS(P$fSnfFX1I&IH^SJbREjz_n`F@ z(CTnr6Q9LU zAANGJ%)5+>Pn>Q*pC3xpRBv#Idr^}iD5l755nOD!G^(4=B_P}`=7CT2_x5D&l6wb| z_U83!#JQy$B6PH1QdXGAQBqH(my>^2^A2g6A;;ej5~PP=W*=yGQ+9iICqB~)KxEXw zJll6?5_@OGT&22I8*i;$ItwnTj8(W;mq(hRfw_MQ;tC>UbYE6Gd2cMk=5>{WbamdKI6zwoh@-kV9#dy?w z#55o~^oP1m%`EucK(zm~V)?Q9EtVnow|B=KxHSge>nwO^m~mSXjI-#| zdOoE;f5ll|UznRA)2YXFdVeKtc`Nu)3CoSLQzrIC#(}HLk+`C%nMQsEGe9M8p)B;e zFX$WaYCe?>s#*utd(GqxT-_Qf5c#M?@}I zN%vz_?(t%^($S;6>{7RKC3_~ehI(lmu|BRWQo#*L&m&ea%#Q{@#`;H~XuO;jgR?E& zs6m!m1|(rYo5NFFME6%sPCU-Iv53j%sraBLWEv4JQ8;>jhSrYqAtSHf=e>Uc*fD?Bx6}sKAFPM9QQB{;u!ERUbWzBRBpknm$?Q#xL?7?pV<1vv zD&q323G>@~7( zs-V~BbQ<_o7fsO|WoCn$Xujtj@+JR}jJ^(^kkj>w4S`4$&=8LYXYqe8DzN!8T?t*K zh=sfiCp_f@JSnEvw*Os1N;cbchum;yJ+F(gtY_bIU2K%SY-@1%9!J|Qad;*Y=|1c* z>48W%*)Dc&Y?VNbPP@x>eZ*_$n_)#uvMUkoZ+*i-b68m}F2 zHAOq(tTjR(Z!@8-YgbJ-tBbyR0gs=`f<4NN)iXlCuykUL^U7=V(byg#KbmmJ_bz83 zS-!UbFA>z1WIb`&ZFw-nv$O43aFkiFd^c)Z#`P@YVMfdCvRF>5DchOM-wkrC0L9pl z;@)(73&yfsnDn*0KSynoeQ8ZkD%A$dm*S=~i1KD$cQN|+n6tT>dwtTO+b;t3)J3?8 zcKpP~Xm{)a`oB4fHkh6**Ag?Ft;Z8GkU0VsCFGC8zovgJ1T}p|pZ1(`kA+t=m}K55 zMK6%0$O9(;+K6ZPOTS&7|_gA62 zd;0$VD#!2oujSP5+e=Vuo{ zTwW@DAmM0qw$Z9KaFuIdXlsUbU4GEqMgoL%h=Po(cRFUJu8z9C?&|8yUu7;Qb9aJA za>)nAJ3$*xFA=uz`kK!h7!b;?U#&SW;5zP`$SECv8R>~U$b-=hou@1Ls9t?NEY^{DVG`a;#Co@U(<>L;SQ$2g|2lCt8o zm9`@`2@jh~CtT>}XW7rz&5|_|ZfD%lYZem|d{2o4RXof14P?&dTDIp>cf`QmfTLL0 zYp3xk?Aj8MUFrl92F@>?rqTpO^?|H%|EfgxF!_?;z2iU_veC$67&$%gVFkheALn^e8ILy z63>$-k1_1kUrfA|#KLB78VkT#UwZmI2TP!U`h-rmYG*sQfdMOnW6;#_MjZH^)EEVvE){rt{UM?Y?R=+dNxr!-rqtioi3LyVGsXeZXxmnE-@h%empO^ zt(k}O_(+o|vWS-K+H%xO4xPLxzb)B3rShDnY@;@Mh z^u3175szn8aai#bNz#X2o3Mgxh^5Re5*5~)J+BNJ;vL!}0stStgunBo%)h-_Ucmce zkGe9?+7Z9g;cst$SVUL)fxj(!HO*T{>@dcH7d=_Cx;pkw*j$KEg3}6%8#aqB@AE2I zNN3#~N9*O6fZxCLNe+o_Nw9IX^^Hnii%GIQwa@Z0x6c3eMMz;{A~O@~qF)Rqw~969 zs=k<&gk!7!jR7K77oLSzLcKSABl{-68FtTY@ zQDC$4Is>bTy3F>Sq$28dWb~l=R^42@9p~_k_WasR#ldc~&Rb2?F13BDp`P0Z_O5m> zc^{&P4MYmKUr^kY^t#b$fayc-{#C&esTD{E#{y+%16QtFLK4>qkU4MI>YdHN&B{#< zPwAz0i~$dCgWznif_9&|mcH}KKjVG46wYFO=Gc|ni2-VboGxEXaPxck@q=o;0@K4& zFv9!gO8IsiX|D};E+c+~vQ(&`>!-;ytRn%K8fJzWd)&*k==76p5ikRIRGn%!MdXLj z5t-67uRT18#VJb2ibi6&Q%I=x&oFUmq}^Z_G4EW%{3`}&xJo0e4pDWhi_D1ih>i%u zP2unCEY9zlj2=HBFtmBr<@uHqIp(zWwgP8T&(YNOm+|}h&x>6t9jnZp?z<%qCSJf+ z3LThaV|GD77stYjH6#7*yj=q?417mV501a#`LMV>ivqt0P!lw|OSA%$E2-5-Z$?If z^u>^tUn+^)C>HsF{SVc!$DRD0baO0k#M+(%3veSXKAJP%^8)jF^L|JK?cMJeOne%b z$zeBA{GHj$3u}qY=i9RaXNi+7cn+M193xb)XoFe;{yd6gAlNZ4>$iCS*%Nu8m#iZ8 zw!F>y_w~1#=4n~Y?<<`B;x)P58oMvJd3>>nXUJ$L^@fY&JDZSl~b5nn@my>k4VcJuD?9vEHnIQvn%~Qho*y zR(su>84Ag0!!@4)=zw7~ahXknv|gT%otQ+ofbgfn>M?A1ozi;S`u*F4TzTD-xdb{QDGAj2j!9?jUCJp55Q%!Wmq9V=CK7qb{vbrep?JHriMgEQpL z7n)#%(#5;H&E9bb=W*qye1O2g>*u75UDNu7#);o{ZzT6~xNuvXqWpTd6XcU^OuF;z zfMs>3#6t%VYZAGT_tPv6fx#qzgq^FvvS19kZCu$RldMzNdpcDpMwLw_;d`$4hu&%` zyh9^z;cdkBELU)S z-z%~Z(8RVq`+Ve^18C{~##{T-iM{cy#CZ6;<;00p@XM%~&i3paEVwsdGg78A9c7X!^WMLAs^l^l!Sf~eB4Xr#V--<)>Xp7 z0;$+fVIld~UjatKVvHAz-l0dO&r7qCfN6^u=g8=}_p5%EG+K7ohvzCaC3x&ID}mN7Vm2^{5jHOi|b1L z%2LY|7K%qp2LW{m$J=#-4t)g=wXe;o09(qWd1Hs>_`=?i>#n|Om1A}{m%WIW;qCgm zVqIpHQSrH2Kcam|muM9SJ$%JE(+!Kv@n=Q_PBf{7&oEZ`(f9*w1P5$KPC9IND?59#&jk8v8X;@0 zfg{ZVIlzA0eMnAs$O2fjTC!so48uvSM+R479DpX!qMN-Ad$_iUBbYi;5 zhW)zqk=3OLu+W9AG&d|<8Z9)#GniD|Esj8`6a)R$Bi7FDBF|@E#?wu2AqFFz|vF7Q_XBUlae6S)JvgYnkl*7u9pMb5FtySh`hPg-0eb2SIxyjB-f~G_lB<; zu(d4ikr%_~hC?tq;rODBq0!Hmb1;LF>9Z+a2W(47M@ctqJd+ z;BPYZ6Az@MExI9_8|^&Tr`>P%!PV+sZxK*)pqy{=O$nflU%h|l62!-R+NOC(6>{WOHYz-?V4T&qoZ4U#$M# zzb80qL$%&FFXh;(c=5fy6VQ;!dV@U9*WcI)>P;>F7aj0_Y<&Y(KalCE^6Opwv;|TrhcGe^7gkiNC}AFVR0z8e=8k0yU_ft;lT|Czu$yF=6vpk#?p8R0HthLBb#EDdLsDFCE6cg$`7qs%*(K=%yN-e)RdM{>h+I z)*a8floL|W^r0JkmP{;ASbt#07e<`&9KMBdDC5RlnR}HW9IP*eGwrkbjbMbLA)L8j z!VT>q!7u3<>(7AOC;NP8Ly*U8p&OooqSkbh8Nwy08J`JuHLyI@wf$W#H4XE{@U zi0^|Un363uRg5#;crDr%V<^s2lrk-MXnyU|mTf3fU7$5ne#i-2>-rFNW;^^MILtXj zzLsnY-xTMb%QyrbFkNdtYWWa!W^Ia`73dupTs!!ncBX7fofV@_BOHod8$W*ZPZW}D zo*g>mdi>y@ASBT|SA58Rt@FtJNa&y4^$k?OGLv%1aINu(@1NBr0x58uX+Gq?Hh3iV z&k6V@TtG4tdk6szX|B~C@m?}de}Sf14z;drACX^@UxQ8yATtKnzK^gkG%xY5;+}Ik zhb-5iYpq9u4KbkD_fRPP*HdQ>iDi^Cb?TrSb=q&g@u^wu?}hcBvCYVmN9wdw&Fcx1 z$1b&57BhD1g(_H%haT(SSA55+`(gKmU_7)Yx8f(VY2OO)kt+eKUghKqS9(&-M|Pb= zopFo8im0S|T!KCnbJG=LJ3{_UjT%|afij&;-f?rOnhQIajNuqFsahF3wv67Qy8IOm zkIxyC7By)n+FX$n7Ou!_RJIO`=ULK^D^ z>^|9=LMws*_qswmJiSTHnj||c{k~H*cz*Cpc-FwAh3zu$iM|Ihe~v-V zVja>7p9fldszEQac}nfrijN0edxF70mBmtx?TY(}Pty;3Gr)qohG2!-17mI6!2&RD zuF+cot=OMbj-n;}hgtYTwAtiB03P zy1V746WCj_r=R}guaiQ?IdxOZ`*sLVf&L?1CZKx9<>nI-JDR5$s0pN=WLbD6_JpP> z;{_NGFn%-Xu7fNS-}0}G-PV3soBC9o={yOy)G|rM-4grcjgNZnmi;?Opr73v8}-UA zyU*2|_-w%U%5O95Zui9t5c-aDE-DmBMJN&H!q|_8>v>XR`oA;iT%l;)}Tlyl44WngDF!jOxGp=dQqm z_p@KXd(arm&hfp(vq`|G?nKZa%l`2L*0XE?R(Cq6uX=as;`jl+EB-AF(&M<3aj)RV z-ktUq0_kiPlD*h-sRvU(1|ZXMTj`wU zLCudJNEhzQ*#)+zF7_Xgo+Vz<0U)ir7qnY_vGhRjtni8rWOVmIcF!*E9uS_zUeVrC z-?D&S;oY2zsRxu-xVHpgpnDH;?)V^lulPy?8R*^@J_jyI9+dpJ-_qWC-v)r)?hCKn?F7`n}+AM+*4SR)LY9|5^n3222e#nbG zV0a9FHTh2aCB)IrZRA zu>o!8R9qSq9IQN5^>7?nLLJ>q>7j{;jMXqGRY<}0d&jo`T>0B7#^)mnn@g-pN(6hwTk+b%-AVE ztm!B9d1^WS_@57Qvn~9#-;;xrN`#$8fua&cdc4=vlr!#D|c=E8@hCbE4#VAF-#*i z{#Yfoui+9WD8sVuYxukR(Y`>lB6=2OM$(o_SDd}E#KIbA(kx4|-qn>S$R{d`UO<@} zv<|by(k;|1)Ub7)n9+xRwC~^&$tWQzB`Q>yrM6XTC|#Xd<$&Vaw{eMOloFLs%v#vG zHf%R+H)1qkG=dvib)&hIGO8DB+*e^L4Q;3K8>#Jc7b}=%bsIG8Yn#Mv=T;k0D%JG< zmGQ~83=KfiDm~N;iV0P>Z}dp_X!8j5D7vMAGD7X_qdj6gsywnix;%a~X|^lt6&n;7 zR2bwLlo=EmR8=ljO;^oV%~mZ|%~UN^%~dUNSrIe}+j3iR+hjCkG)$~ctb!W!8uS{w zZJMo{Z9T0#ZS)%28`>Lv8+;p|8lD;v8W0-88i24ysRpUWp@z!U?Nu)5C#VdR&c6M& z;Wp~F;+7lA3-yM=K_#G6P;)32R0GNhb%!ED6`)K|dnggq04fOehr&X|pcGJ3=-DdG zYVoS&>i#MU6bUK^Wq{g337~pVl2t`0zkSMW=WWof5>yIGW8ZvRe;awr0@Z?Y1NO1E z?M+&1#Z(P1d^4q!ZdFJIaxZ@xPv>5I(ut?%Zaxc^gk8%E%Ap>w_{3zF?;mzvZ~Aoo zO9RU9=AMpWuVFfsNlH*>5st;KbA954*7y6_b zRt;UVKIT4ZzkK!23}`XT)jHDf0UC*yh&C2tr-zO)uEQVWA5|VH{p*Aza>__5mF8k+ zijUc^(;jOd8U34tq=XfP4TVL7RfJ`7%9jqVt{;3V4U1W(k8j{RRUBt=jwT+-J0%AN;66eTF1qQ#mANhmPf$s)a=wEuynA0uz$3F zxPOduV0(jf{LCCD^n9x@AAgv>w|Aajr< z;c4M{;aTCuw<;hHCF)XN+3v;eneK(R+_U-aInP7LvGBp$JTMQ;dL9cO zcOSgX0t>+0-9h)U?~T8YD1;@vAVG%t-~1kPA&1#z81U8nThZ8OyhO4zx_UEhi!s79 zhAT6c6}`PNp}Oi5ny0b%b>FZ@f4IaEGKLN3)=8s)`*uI_s$!3+Tz=uzO&y}SbjRI(}eNAY=;CQ};g6q)00>O{Cksaut~#w6+_nnnj) z!tKD&Ix&yYLYFjsX072Qmm~q5Y;vWf@?GmoH}6mZwO5&Js;Ok#9o|cQ?`#2(A?ea6 z(k`EOe22CnIZIN?$k?urcSwh-Ayswq(y;BWJ8txMa7=x5DWvC~Az zh{2`rL(p^av&t)_=UC1z%O&Vi>mg&E0!Z=Q6-tYHLN-wj!dw3mYH=WWnX>b_JKo|$ zlp96gM|?7hxnZ_m$)xt({aEE(`e}{KRfQpNXkBWy%5Q`g&AB(3KJrr#}h%pErR2%fzw%*3u*4cI(bRE1J zL>i17lp7oyWEdiMiB-oMNR@i2`#M!prCfYXG7TorCX}oyf8sP^x`dRsz`Pn^h z-1pxnuABK;_&J=Arr?5bLHHm%5CH@ig8%l_10RCdKHNBXH;6hY98D6P6SXloHOMm9 z9R(Vh7<3#Y-u5)DuAP#Oa~}+F!E0TY@|z#>Tc`0$SGtqQ`Fr*7+{FRvNjV)mhw~=` z6|s!r+?qeR__cNkfB+VdBdDu7wz|4Hr@Gtmdv%Z20l@*m4#5e*7Qqq2CGr*WUG#bM zHP(~l1Ik78ZPGot&>YT81c&*;iqis@3c2(K ziZ)&i$V4dx%AN-Bhr_A=c~K(L#z_SNCAar$_QOZXj=Z?CSrrd@oThQ(;96QdjFzFG z`9&E`I})r8$l$AKaK9JgE@I618qdj9sBjWG<906KWae3o{rWertFo%9u(hbL$+;^) zed2jChOd*?8b-=pX=xoQDon2-G9g0|qgseFaU_C;7Z^SpC9)$9fYxEwtstHU+V zd%a;SG-)mvx6G+d9qS(LVq$h-h2$jA``OMGC|Mr>cBR$U$NKa7b1U(it1q%S$(OlI zyL}C(LJjVB#=4_nO^LkJH|oB#1w?a|_-pMN+t;V9?ru}|KJ*ze>e2H5#4dWS3W7WGBDPd78`e@g{qbnQ#T4&yv=%YXLb{&b(VDrXoT*Gf#|JJL+g?dyCT)Ty%%;yxgk11?pY-7L zkO{)vjW!aa-wVS(<2sr4M8D^TU;lq0wOqm4%3h5f^NiiS8r{6=g9lX&!w-W`C$dIb zFzx8eNj?7|vHdVOv|>+4%|c);SKg#I(t6*HxUA7r1>=ELQ~uom?&N<J%60O+j!pw z>xOWEGEMZ0|Jy$SW&^Gb$qna#S@taN`k#S;L_aVHQp+G;ro$H3&C0B#w_z?RSUXl( z1CG*J&BOvqdnU<=J(5NW%d{16wtdOH$-k5P28|eu%ZTP1z7vLd z{vV)<%~Qm$)$G~+4bcnz2MyZ)GSmXBf5Sg1$$OdfVqj#ap7)C@q?UZb;53GTeCYb* zhjCARuJA|d2MJsN=Dn)Qe^A4`vfZZs(&lC`ffFerLf-#r7 z4JGv>f_yM6b??Ii3kB->@WiDMSm$2GXRMsy>_BM6`IGjAe!|JigaTF zAXT=``W??1^tqJJ_w5_CM)u39%WTV+*P)AxA)HsbDIP!>dJ|$3J{QVyPmy1gD06gKg}@7@j|2}|0i-zdY6Aa0101et)!M`=tLbhuopv9_weG#>>KMPmb} z^GUC1{~=6lU{5|Na8CPCKzGlIsFJA?de|84Zto6_hK?`*=2u&x={u#>MTL#|RjpOE z)PEQq9M#pjcI^8Od+soFov~BvN@g-@ikL0jDX#c*?SRF3r zY_J*PSY#>tJ7>#B)$v!20N=Zjuc(O|p4#n-^5+MGrPp*=tS=?Uh9_-RCfpua{Own< zu|Xb)v8T$YrUY4v=QT`O)1|a)@sNP}CvcJ&( z5w;!c{3`V2HYszK|5*k=AWr^m0&JpSr<2*g6Gx|$KV;JJH&32be&g9n=LOb3g=R z$nEcxnIgM$m7D%Nh^~pSV;mFeBivHULAD7JJv9-NP6!=u<5l`Pqi_MM0Z~w}vw9q4 zE`jmzolH&cm4};m?5IzJ-Z@36dQ*UWw)LvkjPJz2n^MSjq`Ea9wMyERF-kV!J@4_& zXNC>+L%#a|(%G*Dffk1L7x%x8=@_dNd+mJkXH1**ZIqXk7mt^c7i-Orb2dHELtW&s zG}(f#`QYl0r2$d@b4bq$Pd1y1N=luWdY!59XwZNv2IUu7ukY`Dji`z-4Z1n!aDDyC3y7nfuW=J zlLN`<6*2aZ$bVK_Po>OG@O!ObxT4 zpVAY{sM0?&t}gpc_}iBM9|-&u>A(BqA2|Iow*T(&eHQ<&C9r+MziE1vzIp#@UW+{A zX1->>iwY+v(`}}3Oc}~#ll+Zjj;UFhY{5ib2(`Zfw@^i`$yCAru0(PX{;t0kgGqmm9cUfreeJz<#X3D=*Y_v|TH}nU4yv6il3+{mw&SU{&a-`>k z;Ce$J@WLBRBetLx^dT_oXPAl&k`(+eZGP+c13r->jS{Tu4L!jgZ!o3Uf=UoRFso0F z^o*cf4;Y>TFTBRwz!uyADFnVLJ3paH8XBJdjm`I|~-*qN!Oma-=6)>;F;cf-NWkCE>H~ z$eBJNbk!MJfu(^(NAnq)V1B8qt249!FDziN*n(mZ9-mbvM;az6tNJ)O2$s zy(zb{I;YRZap;MiMHKR3U$kpgO^|NZf_3Vm2k9ul!{2RPj}_rcM^5DKme5DLw`p_U zJ1+V;yW`rc@YK4sQrVX1Y>#XT;!05@?RC1TZhAS*lUpjomuXEip_$NC6CXj~gS>Lc z@{=_!V+3SZJ%v?^WmH!^b70=Dd^QSCQLL17^Zt3=geF>H)MiYwkfP{@*>CJbfn=ey$#c)F}E`dw?yfM2a-orW;j@ld)#Ep|1)$w_pZhmVY=QkPMzANl(!>!;J$ zCW4VWLU|c*tapE>m|tVbuPo&PO9pVM74I-+jF)z{Cg>Fd@$Oezdzp_1?G#lBPvDiB z|2!6^KXDAoDq8r-q)Q}3I^2xAKTpKiB|(lWQaUQ&fLDSf#bj^hogje-k$sFfX?jx> zebg*u)thclghY5NXDd0)jZK7ssJE(F3)6qn~SS?CRru`C8Gj z4t$!>SkVKWd!whAJA8Lep~L^i70CW}U`T~icUce8i`cM+R9u{zQfq3Sxb)&d%Fgdg z{3}%5pEoS%hgdzYD-pw^3>1p?Jo2zHwsO#NOu7+i7AS81?7F4Psh^E}$Q8p#5z}nu zBuR|eceSM)0^*~1*`4FZwMFWnjdn{&PaG3VF981J%)F?@mA*s6;n9squ`^xPJj-0x zPWp|BgRy-mk_OlLLJT%k`}X_3_O3rTWtQ|x8W5t`9%DwuBJy#C7X=r2hfn7m#F^&E z6&ZnlPTV}m77Sl=xj++qVZg{D&w5!@--CH<{-bqYp`;NFcH5xFLrF&s_%1w{u=s89 zVKUQ>j}#RV>}x2`zVP73H74>OEoVZ1Ty)w@_;`UMj`~~ypRayst4W=ys+*2^BMn(} zE74}uln#b1Ja15?$IZv%d+|{XTn&Y)b01H{eC%7h0`*jmM>B>o;>EcKu3M_*m+%)D zJ*!oyk+(IC_=q%Fa=04PYTjzj#9do0hx1-^^YSiq|5!}ics%`Jv?b3e zN0)RUGRe2=+UGQzMc&zwps2nOw6`}1SrZUMw{TwGL_bfjv;bKFr!69y6ZA|E;*6+> z?_J@(Q>`fH;Z^2-Ut#DdQ-xt~I|j}PdZY(AM62$h87^cnou=z69uTF;D#>6TCz zO`RVn4B{t3NcdIL>ij0H!&W$^(S-&e?}^q+e1c94Qj!aE2yzBq@#0atp9E+34ZTf6 z+p2p>b{Z|mjqP)6U zW%m8+#*E7TBZ6_Q;)^FAU$-DNJCQRcKGW9^loS4veAL#=@;LAf<7-Ls_@WGGRm<1O z#__z)leOhNy-O$Gju$8VOYRdtzWn0&`4^2QGH0-FN$`Zp5!U9QN9XQ^bYFX}je8a? zv1YYQoYCyvle(m!=o9d$7tqE9yt^^;oORr->7)M_>q6Vwd*)ph+D!p#B3-lEWp=*P zMKf2rr_=4_I`39>ChEeDEY3XMkcM>(rkj}f@eeZzNMa7v@Jw~Tu zrmWH`t&*0B{-jP=AD_-cp5FPv+v%|||wJnw8}nj*ZR>})B~LZRHvu5UTF3 zPBp4b-SNOhmUO)fNR*==;+iSskjb~ab0@qn_IALndAB`UnkgSq{whN=58jbg zN}S@X6LQRkbr=01J{2x!6=l02?iKF7BzV-!t$1XWeoROY94_a;85feb=$ ztlf@j9l2sLCljLpmBcEoBXt=X0{htZY6lE)$R}T9X5*9=s6J$OLZx`&a2aXV((+Vy z8*ZUTc)@FduewFco=kh&Ff+BVe&)2~%qME4Gw)m-n=ZE-lT0t=-n!&5WzL^HYUHn* zV#1Z6Bvm9GVa%1~fiX*UPEwbyl=j$*C%yJ?O?qd^hLG6@z$-7Ya8`?`A4A+fbR+A! zK<0~@Je3%J_9${y(&BtJc5g}qpX#e$KMnjOw~|5;5`qwD-{_WbcY%xvK%hBo&*&6|DjRA zi@VmXH#@rGWNId|etO2GChDomd_~SBE#|$=R{DWZiHbF46rk3NPrWd&=gM6_cbX$L z_)}eSV6b=pAxG7Q((2_)XP?zooSXE&u9a&iQILCFKe^D%*~UM+VD#RiP|+Cn(&gy& zS&4Je_%E^51{vM32t9fY$xA&-R~dA35A~0U*|KU2 zB%XBJ(<3W3LM#9z&UHW(*jaA%&lD!#JBE4)F%*;@a6R1QORwvI!zZ8CeVF(%5vB}& zagW@m!Sn+5_CQWRYsS7qj0;D_bdsrT>aJlTrfPmS>i>)~7ps*XF~hIyE9p*m%r8iY|qV$tsUf#qaiwn-#Kfuq0C~kUemxjKPwy`PkwCSVo zs!=40h&MC-ZjMLB5pB&in2-G*h7U_FMhfi4x;8}YMs(7pK#P`_^Zgw zOU){^X}vs-9Ozg(;KFe}kf}nDvpeNxO5;Ngmmx`wYw1`@g1o#(QIL!k*DXV(=)n7L zj}xr#6i6GXo4+n{d&6e-M&}KLYBtyUZk(<+Hb_zP9EY+*&cApAZeErb?BB~fs3&2n zqer)s=ozCSuyts(d49i%9zubID1S*<7-9Hu5^hMLcRYI7pI|G8G$)Z99&QPD*4jwsNPF#h}Ha$fzg|R4}A+f zIix`AX9wp!+taS>DZ5Y3i+qa>tzf|sz2Y7-A>eQr?f!qn5lF<=7;pqs@oNm=?fWwgrTRVip(eSNH07sw{ zwk{tWj)HFuj6k7jpODQJ|GM-5O-G=R3hT8Z|d`l-VWUqvWl h>tGNln8LQfpy6;jMdGtW4G0HM+b3$y$d1B|59MkR4}$SGjSp0_#aWs!$m^H#mL2s zkoA8m6pdV5%$)2A+5RI!GpJY^nOfOf5VHTb)d^stV&+1q^UtiP_&+FS9xj9oQg;6! z2>-Vf`EMyjsP})sVfueM@E_d&LGNVt58eO3XHYhC2Dmzz{PX8O`2X3LGc&a^5(aqu zv&i`GWoBll=Okoe=c4Cg{x?2@$Uo2ib$2G@`X78k_V$2(64QTl|IcXrr}=+}Pu9%d z!o`x1>Axn$t!)1}OvoT^`!5QjW+nhrv;W|Bc5yN@vV-=>S=QD8;I$z=KYT~|Hsi}C z4ia(sG-nT0ME{DlBSZ)!fPPC;jXRV%eBOP*xsKh^t8t+%7DgQ7wqVZL_sOBDe7Mp7 zx|xLi-LnGm6KP9Q?S0bDF6ZfkKjKK5;DTmA7+?3E|GxYF5MF}gU>#l-|Y?B)$2lVTlbd$Xmkexr4db{kiy0`B1PE$uGagp zi|42RX+gkWFYfSd^7{1qo6kGUj8U$F_K*K;HPoKRynz3L?@!l9gY8?kVFaIUu#xnL zcV$gJB}I`(O92UPG8@;Q*S`)WJOlGw%uqi~jsE1h5l4v?B(%A)BM=7w2=ZOD4B8Pb z$Xdh<$?_mi!V5&%jI6G50EBrL4dZa|wo+`LC^y;^h*G#AF&gLS^JXBGJLpLVea~i9 zG)LgQwUC7103Mu0kK?vu`Esr_O0^VjWB98n<)&uUcxqPBX*eUCy-w`t7 zd>>KKH(OE8^pR6`sF_`*Ae?2;)Tk?EBd%omphjd?Vy#IoAZAe$XIP^C({qLO;TUUW zM(n>=G_)8SQidx<;;cAQ5Dw(b_zzJhjQ4FpEL(Ir>zRn6#&{<%e@QuQlt^-7OF%fq zWF54sU*>3X9eK(ku*kQe7hOg(k~p*= zMRa1%g?Zr?wbw$dNG>5&SR=7g^PE#0I)hv^@LoVciot|=qAaTz^&-lRv|+Lt?M(5E zE|{i3<06mJ?6Yn#l~XiZ`@_i}F%GN}RtCr=akL~7zyUrnAz#{D)Xx;NEWb|!tz9fB zieT1~p3!yfRn8pB-uxDy0T3CN*{9dv-3puhpT}OCo8aDj)q-<3muffzvDzldANDvaez8PVa-b;G1ItbWudReEofgdnCu$8h^4CA!* z-XD55zdK)8@+F+9)hFt&mX$elHE?hHw`3z51&*ALB`FU=7T^iQaN)}~A*$aX<_YU9 z!e`0kl3_i)YLf1l2!a1H{&Ii^?FmtoUhjX`8|EA`3SMVyCU#?j#lI6OFv(}s3fp_3 zWpb<^V$zlD7e^qdGZMWHE!IBZQ$ZI8AbxY6=eYIjV?tRbKOt+6pfm;KTc@$8TBEZ= z^ZO=bS*OXMwlCE<9jo|8T24TWcF|LLsGhhg-{KZEO9|})NSnC=krZb}axO~tj1=I# z-d&X)yw)w~Lb<6VS^FX?rlB(Cn$bJANhb>tHR#=I)MmuYU)`RWPidj`!9b$l#0di5>Nl z@Pk&93h~--Z{1G=!)+xpMGnOQsy|{6Tv4V*PlKavattN3PJC5}Y zi@S}+I5foIBcV|&=259=l4%YAjWi|y8;ccoq#`q^Q=Cw_JoM-48el#+kK}~+8*kYQ zfHrNJ0n`OMU!6i!4WYo|MoG+`j_&#iSxH$4nx5?L7^CsFdz0$d}AbP7@|hJYhf?WknK} z7MMi>Wd+F&BjLFc&ZgaI9L<1W+3^*?>C{2}8;{2WJ86$8e^FmgB^UP&xDVD*$%7iV z8D|-IG@Wy!qI)w9K(!cSGNBD^8E!|vAX${dOVaDz*4AAriBe26m?_SGAaVvF+AY(+ zh<}Lu`_?koP_lWI$C%VE$7jXvnn)AE|0qGkg$cK6MI$T2Sd>L0_@TuJZk5ijwAZyA z);STLQ?7iNDl;R|(Qp$d01u1FR4he*^ zG-PUKP|0DR7_rx!fNyU`D<={?&j@Dd{v3lWZZlmK zs6vPmM+j_)m3KOeQLAAhx7MG56XBn-Go>~T(H(~=E8PZ_UL=(MVC4a%bp%Fb!sc7g6IcU}kPk34or&0~Ne+$&`%nl2%7mj5YVr5Gljl{fo zC~X0zbuRc<9NSZ#-;OIRymHD*mmu&TJ1X`lP@67VJ_iS2+Z!<7e7Y1X5-*;wCa^OO zypGJeWwm<84-QOPOm^D`UmnMik^EHy2UIw&$5Bm=D|q>v2yr#xz7ON(E^MaI+J82L zv-E1n^=_<_apMhY%897LQ+1Y07Pp|Wn0KaXzPWWxRFV>!6|eDEP1jfL$W=l%cSzE|CzhN#0U9J=05>^e!~(vrfzh!7>27o{L= z+@8hQfyIys6G8+vk<);Jh_kPvXrlt6Dk=~Wkd;hxCMi#YDwKNe4CfR02J2 zeDhvEDpMg6D+2N zCaBbKdcCC{|H{wjXEmWvq{~+4_0xmgt}4%u@&vG{qc^4^I{cz#2Bl9Vf&`ZvvXDt2 zA0@R`p5I`N~@@jc+bc+soygZJAKC64E55`ZGIpW$^$C|ojeyR6% zXzSC@dnd)?-73q412s%_?cC)@4*NH@+!) zB5VMF=$KnG5S0Plaw5~5CF!j-DZC6lh}9D-E65(3`q78?`q!KLjBIBUVT*Xj#>mo` z4Hl?_U>qn|tTj+atTmX3nCEj%UZ8a{9`9)MWJIjNJP0`9(u`OWy28JE=zUeD`hSXn z*Mr~6jL06MldS=#urv{1Se{=HQM0vNdczj8IYuiMKY0hvhHz`LSGY27qCO`8s#nD1^!<;WOwm?FW~N3pz0Nt0E{a9Xzy-XoV_+=#hm4r zOB@IF7&QryTZXSacNm@=%BzLDz7(COu*z@Tw2AkEA7Q(zgKm`{m@jN}OPf@V3%H%T z_{%};ocInciN8Rv-k}xlU3Zo;^D=a|NqrQNAvB?RKo_N#!&ZxekqQA!l#*S6OtM&F z5nCR@Wqu~m;=#5|-z=ID450jDqk}3xmchqHZ@@5)(Yr}Hr=YaRW-7g|ZP6UfU|PcA zoxyp2I(o1ZeVm0xD*dp95PkjvXsBZ!U&CKY2j3oyShBr-U+t~Q|5YdQCUXauqbdAzn`!a0ABb{as|8BW97?${a6Y>F- z1A%-&Y4Q7}U=QwY2O)Zu+`AQU#dP__5NM~Kiw|t`$;VIRRO{i5P>+xk^3aFwfjb30 z*@xOo6C0MLsdP*nUo!gjR#eZ5-soDBgKt6ft5WyTIp5Nmg6Ia5$cn>}P{z*( z-gYESU36|$5Md`6E8%Y4u%Mj>#d|-P78^Bi-J`%mguu}b>kLEz5_SLTg;AOjxtVlD zD>}=aKrh>OGGVPPe56I{JAF};BEAOf%i4~`_(i{W2LKsaBw}Ngti7dMNj81h`;~9+ zw@LoTqL-+l(ZlB7 zRw!a~&UihZr6%^*G@?$n`8b!Wv#T{nOYF7S=w;$T&vTzW{7}u)K<~;-^RQKv3wWcu zY3;5R8k#1B{HbdF(!cMIR_W{IZK18V?^KP#Q$_FtfsOFV)3iNj%Z5HQfXXIDGAM?#y?gQ=D2S8r7l4wEe_C`t-CfJc5feW2!c^Uk zk>qs0e)%wCP(#&bdx*SG@eWCq9k8?RC=ThcCWwZOrzJdTyQoXVP6BJm7(?YY4Hf)o zd0HwmIzxbRcswyNfsAa>?$htyPZcsFJ-q_cBHTSk2}|Xo!ihW5$t_YB-Yya{FwpKo zB*J|KyEu)0H;rkEGMY=v2l2P(We{#xSXIln2F1r@dMo@!uOU!2NLzjM2Hx+Q2b=u* z?~@%C0z%E($4<*;n$EpF;sdwD*rxQ@rgkiSBvdUlH55&xBdJb zeo3Im2yrG-Q6S-xwxr*8*_l?LXRq7NTiJ3Tj8E>Elns{f z(F!A2B-Z22wRl%tfSUC z-aof*Yhx%1{;w^gFxfS_-4Fd6r=!&!fSsg2?$BRX#3S8l+W5O*>}DJi#cFb)#cXna z;n+ZA8=NU}i&BkB5W#iXujbHDkGfo{ixpGjjJt-{@_Sb9G)EusE9vEB3@YZ*^{A*r z249ALH?(T9fF`+j5uM-$iqqMEDDsorQ zTo+#*7;!t6-m#ihsb-GF!hIocDsh||YN6@;QN%yw^+Gfpk6H+Ps&Ux~;u-W7N8b3` zPHZ|e>aYe{M*=LGvQ5zW_!>jFs&L7O$Ocm6KuBVX)+{j=vVs`P*j=sQQE6666&poX zM8}uU^GSBk3#wJ;aa;?Qi*fKGpWH=h!Pb%Hi6xsM;kO>^GBvA|3exFt*MxAF`f;}k zIf-!-<0vIiB$|sW_krLsL5xEPqywien$F5fk^As|eOJQz;W;3wbIj>7zj9z+e|&Re zew>#`U6{N8ww{;DjG`AI77ulNKv0l<(r3P}J{GgSj&1lozV_y?cwPD%<)Vi(s_!<- zP7GDuSU~ELAt)V3RatY943O1M=&g~e*x-g~$LttW!!GHD5^{R2YC=}@Uqxf&t=*iL z747H`O5{(D=*iX~Te<$qhcBKxkzq--@-z7we++@a0rVN#ct}xK-Klo~M+dxxM%S;c zikSS(j_Vz+lj_x4FUH?2Xa*uzJnpqK?noyCC%$dF?Bng;1N~p25(xOb@6R*<-yr(u zD5L()TljWJd%(t{lhmIZ7N)IP$mu)^b6w!%rs4*(8>BGANAweKYyzlIg@FLe z0HS5>$9aX{jsMHAhF=xX(|vFkz&Oaev_#ueW41Igc`oX&rE)YH z_Kk5R-WJokjix8n-ZZU$U-WwJ%WvYp6zY7BCdQLB@B=T|Z?^utCFb(nEs0&O&}nzs zZ}S*Qu=~1PEJr+(*OiQs8>JoI3q{vKNk_vnX(4SQJ zyV1DUAJVVtZt8JsoE}JXBddeYF5iI44;pFU(hea>3koNk2s@_9yyQINKHzx8A1l_F zIsZ*~XufHFP`tQais(UtgnxlnL1*ACb{!h;P?O*2&A-ahS|!NK=32xEd!D5&H_QRN zg!3Po+h~yW^o%f6jJpo#k?Zan&YMBLh)45y|QUU>#)@-tIP(xiHXOVk-|CD#y)%V+AX9*I9ND%o2aJw z#LKxjv?i2qetuzHf3n_ejjo4SGdj@@b)(TP^x4+CmSi&(F9k0LFA0xJ5T^)%349%V z{evrvGrWD`k-2zC-I(AI^PC!*8k!zDvv79a0@FFBvbFNLG7f77tCn}4v+L>bJm_0E z)Hue-P=T zmm?!#{_vD!SE=PKwJQEv{XXz6+Ab^6K|g@-LGNqiWd+OSIMMZz!$8j@(&M59r2Mjn z76N!Yqx46K5SVu2y3B@}9hHJy(*ZHan+BA%zeK8(pMk%9fp5W#Bo%&yWVvqxLCRbQfZGWmiKHUZD3Stz-M!?6$uO;o7#rcp6*a!$(|m>n3zqE+}&S&wvH_ z5SOb606VzIBsZ+^WhHiv6B+t6VBSU8_zd^uYz#`sEK;n-*p-A{8_Kyo5rk68J`XV$ z6t^NZKP3-+MKfcsz<*BJC=Eah*|{vH6*0VLYexsp*XnA0=~qM1nzxw+-z(+iwG#H4 zsX)`~Z40Ko%#!~*O*_dxF{mV?WUZvV#Qg6PZB6&ijwN8S(Sps6V3EJoS698s?QXl} z+6$q$vqneuW$oH=I~#5}>_Q~Au(hy3k#MuVmqx_bcA0tZ6{Ne4+|zM9srj9n$) zYN~maiX65z|Ty~Ve9_Y zOirU&6I<7GX-x?f%+W4uJ&6R5P^mm|T3Ck+j2JBb)WuM_I@M*veg7Uo9_gz6mvv@V z?w+mMy0zCNNR6c2B*-lgcK|}7$Ri@p5kIOI<(1%TU<63wfE|4JIftZBy#XDa#Kr(I zsN<6=^EQF!UP?X&gQhB*+4>G$4_z*M{N`JKXfooqfd9bu43gL^!uLJw)x+PVtclL_ zL0?ybRE2Y;cEH1-cgJjofY(uE38}zhs}~-f7ar6?6G{JjJ=$99ibr3IuwGPj(Uo0{ zBqH*-wpgUA+f}!TAGPQ70_%Q&n;Lrqt!Uq1?RZ`d<_S5-ntQ=&?@q z*>3_}ZB}J<@S!?wH^I939q`IZOWx_}bG=W(31()p=uY=gVSt19f_v8Kgd-PYg@&wk zrmU}jL*;>5dnDRXK});wI1Ua>w?|QymH;O z+=+V8$!Mq8gM*dG#SfmtL1Nymyswz?GCj;0XzXOXiH^8&n%{iMq}OS;_?&+oAL~fO z2V`p04a6W7D=EM2hEMAIzGO4>zFy-|JsC2E5e;-ajoU||y2B~1ETW0OLfK$NtJnKtoE-5toZ-?62K0#4%j-Bp!owBkk0yBo4rs z(SU7$tqV!6kGY@#K&unG@VTx=m8FqCR=eup@@&j@7mL9=++airB8lo{3DfXHQ%bTv zjs`F6c!9`rz$#FOfxO4zK_>f9%&hXM=;(YLID5i4S&7c_C#%!pyW4qta$O79f7kNu zBYi(zOcIw5Rg4ChGLmm*(+W2jS|n@cfLa$Nt3%M>{Amaps*6LkN#n)sE{xp>x2$3Z*1j}oGG?F27qF|G(GZY)LgItDuTs>p*yOUa*@Q+5qW@V*G;P4j zH5740w(lfrQlQweIh}xqrGnOG{FrayXn{_9Us<+6+j0Nfdh=sFe{i`_gaKdEUTLT^ z`j#gB#EqE2&E?$mXJ~nt(TmZC8oX&JD&PWgd65C#vI}ggcHb z#4K%R?K(%IJ7~3!uki7;AIdn}0^`I%;;JA$m6Nf7>EnEz^?q7gITrY*iXt=64xY;- zP(CU-P{+oo@}(haqejQabTK094-9+y;?;deKN`x;SIPDCy%VUu!QBGAK}kMvgnj|B zm-MYX$5|d;*m6Nu0-W&i6%dO~VcMg3mmsQitL8x*va3#Q}h(#j(&vfV9$2QALtB2K|(tLzbhQjF~@ zf*62WMZCkvdIEhcL=TiS=s_$uQW<0zX=dVx(k}o?1qGd;A*4&E_M!27;l75>hg5zb zU_$^%A1pFj&vz7attgb%tUx}GfVC?mVz?dk8hj-$gPIHr-c zkqsGKlicCjgM!3`iq2M73ff?Zl|jJED}4X*a+EE1wEz z;-D6J@unk9u`_~8x=gxcrP4Y^V3&*b2W<( z0n%CJ0{r`tbUMD4&PvBqo$Mc|TEst5Tby1i>bxah8}kTX(e-a8FYg#eT+%zujEaLG zlloNooJ~8e5qDAGC{3GAI+CRQ3mvwv{s6s@-#;%S!(Y3Y=|xy+jz};sso*S`a4+ox7u!`lpal!d zHmkMz-EP}o=>CzM?(pKTGpOGl?~i|+%N2e&rC(JE9$$A}-h3oLy&!fC8#M}W2=QSj zPc{*1~m^6|nbZ;+BwNk3TO(^mRpNTq+vM47`*P{+i+V+7&WwbN)r)LQLVNjT2*U zQNc2Wm4}=O*J#8(F|tmYebU(^(lppOxV=K2zs!j~Ld^bIRwVk0MkZ|f$6I5T=EoIp zFMiT0KQCGxua3vqN@k=ri@jJf>Bec7|HJxnxyvbM+n7(KHh-W~lpwip{0i3}c10`9 zF!w2&XpO{>MK2NaJ;K|$WG+9ONE651#UecEj9ymI4!2-WAlz_uMn}gd{f7;-D!$M7 z3u!H3C}U`CsC~#h@@}x%=$+9d!%lOme$B{nFbgiy0I`YCO=v5~9Ohtks5(*)rLAl| z>$QeS$E0n<&aRb>pS$xZXN5=Dt=&E38gdhUVldT8B^-ec zH)n2K5cN`xCCNtPrFBM(HBIvGWK250DxF#!yK3$Ki|vqCSCp2UU4gc4sPj zS7;J46NRzZP#L71M?GP5ZC^SRoTg*+BLji&qZsE@+cND{T67xaq=sDw#0?IF_v>>^ z6;4n6Y5`IeI<5Ca5|_$akjn(&+tn=Y+ty$~Jo001U3*~r_wk!4=8 zp;bcu1J7eGI{5*Aa_6H`<;&e7(QlkY$n-1hKBr=X(nTbh%AuQ*i+cN0ISFdR%*r8;K zU8ZRck*VGGj+3(o$HUrVkX|;RfdPsr!r$!P)svC9*}_{yZu5?9l-xX5y89i0wz+7b zCLslwu;A=s!1Pfwi0vZVNQsocn}+wd+~6aSv8-dIId=#xan!AKwN*nl&+DV>A%qM; zk=Q7!BOlfZ8Q_-zoY1S!@o=O51QkEL9&_*5)5;Jw!KIM~1X&TZZ+#q~mTnvojnTl( z?qJ))3ELCl8{zGv0Zd&>`WJad`TKbYX=@^^6~t&&>?Z|CtVv>G1CpqbB#)3J3ny-( z|DKLw?I6;On52dloAre>OTfP6zU{trlw_1_%!II>BKmbuXW(^xRrlOHn>8kGRMx;N3QZv1(5e=X z9o(9V%nir>M$A3USA!T=~;I(bhBF5(hD)uF@4UNvs;+#U%vP5x*{zqd2VR!W}Dr7Vu!qt zq=JmXJat4K5Z(+m!pO|TDN;JltuSp_FR{nFa`!mB9dy;cGM@-8B^f9!rz-5=qc~ZQ z)(|IEc@Fu2%}4DSoc_*XO(#q@p}^f^m8lg!Ol0)nze(z_yC(G72J@r??ctuwQ14&w z?tUG#MZDCzn-K`f#u-TGo3BlGJ6XS9JJ9(Z8|H1V{^bqtG#f%5m1qfWZc%i}UH1*t z{ycgE*k(y#=Jc4me<}{uK=MuFWAHlsJ4RU*zYV0wIzI|;Xyx{ha>O2)$4-vuoR^uC zmofJ(AnQ5mpLs9RNM1z7bO{xxrSNlF-S%YeBFM^kW2Lo3AoW$AxtqK|MNT(jB8Kp@ zGwi<__+zAbo9;@$u_gs=%TUPv-T(TcH1P4QhxJ+Pd~Xmg_w7rF-QoB643aLv$^8v% zjQT^c>+4bewfTNur*OH!BcRrUR6Y^gyNoh>ch_S{XdKeZ-_1V%_V0MnHUEyM;X7;6 z>x<%zUqjdqST9Z2EJ&{cw3T<% z7X@u^ZeyR-2=4>#x4GRNe>i{Inc_aw94PJx?@ZI4;iBqZE+C|*r;()$Y!wr0+1N@Z zwzB{K!sE}EsCxjui^JZJgi>SmPx(c!Bz|If0Edx^2S-=TNs)nrMOSG1cQ|j5?cM3& z5oh;}_;;4yblAhv519bnJwO^@7X7=TX&JzJx%&x;{$@33|Hz)lme(@8w$sYdG}~s- zX5j908XfzGiQ{BsD+9;b#D41kUHI{zs-3CT*0595xHNEN@spsogj;#@FIC2aSXmJ5z38v*Jzv(q-=-17bMGo zG!GarfQhN;5>2L@tFWiMm2-Nh}hh9YeGG-G}NZ3r<#m83QqXVC~K*)C{1p z<|+_A(wzGl=`4Gll@`?^&da3cmxxZo9>ZvHx(n+s&~C;g+dz+Qi+O5`L36$QYB-=n z89Ei6H!tx3WLjd-kNqB))Q0kIoGz%x11BZ3AAK{`a=!J!=D z0TTwj;onY2uIZ%DoUUC8(Yd2h%s7pu!x?Be<`i!4E+91;ZB`5Rw^bqFyt`C-bK*nr0}+7M+DfYN~-vW?9&zEXZn4f)Q^C zGBz8^JXp(+!2@&(*gfda9=!v;E)atdEL2H?5ImY9gpXn<_EI5mtq73a96TPPFojD$ zAttOy0Z!NeBPKkFA!*DnjXr~VsF*N0BiNWw$9k-oaHx7NTVNC;nG8^!{*^syPT*uC zoHg{aKGh6xzBw4V40skpa$ATdL+@KWPB5OnxO$W;*v>xN3=n4{{HbuTdPKL-Z9{iO z7`FlZdWtJB??L{0hARj_;MYFTEk`@JeDKY_ASWbzSla-R10^mvAh>OC{}!I}7ka-j zCvsd+u@Mw5$moEwCb)jsu>)>(z+peaUd#`N0mXon19Q%=Dnqs$=<@z^2k`1ZmVH`I zoE@mszCVUET`)Uvr~Tf0KJ7sCA<=ur9t^s_(g(~OxO9Ov2Gnl(Jp^>&2m);OwA?_>zeq!kd z^!7#HYP{ln;^_zZ_f6g^cz}I_)eZFSvuQ&3-gZ1a%s>*wKo&(1#i5oE!<~-_vYSf4 zABobVh6E`=Iu$FTh7BlzMu{p_Kt+kmDZxgGIaXjrNkCO_SqCC3$)tp67p_oZwFucM zK}(BSjRkj&iJnt}m=(EE!n8=>DM~Csxr*y4vQG&8p+qfw(J9?$?=}hPmaU%d<9A}=q8H+CnUo5_m?#!_n zjV~}yRH4xB%<2)=3*AnFN0DwL(yj2cuY6CZ8HX?axd3BM|B=`WsypVnP-D*Tk@^+a z2e=1xHz0Y>#s#Q548CY}p6C(W3#B`BNBpM1ectF1pF3zrLSi1`Oym*i9TQJvbe`f2 z^c^)

cj4aS+wBicK*Z*Y&;ZlTH<>pT8ez)V5Y8SXpMSIA6p{yf+tOh<&DSa0F( zJlP{eN6fdV#+<ihcEVHu(`d2c4WC6-Vr6Lk4z7 z?wP*KcD$K^zm5=FNbUof795F7k4*MVvkriM&dxpgO$GD)gBMui zAkqUlFQ$BtS~s@*z{-O=FVN;z_TMBPaX;Ylpznd%jXmA>zV+z>Vi=0PHTGf94@y5U z^Wf4C)HqOk<@XWLk0t1{xz+B1uNy@;2)_mYWZa41*q?qy`lR%O1@y-s*1SS}lKMdd z1{Dr1Zks%Kb^>kgkgB11@?xa4kzH$8ndxs46>+U#Sbw2U< zLlq8h?hsyK`J-p|3GNhLdB3p?`g-@GUo}2)zVQqO{P!kb6@0*cLhBBC@7Q$1eP6kO zL6Joni9(RYIh7)$S&LAD*CKK`Ba+)C5uwP5hUA2$Frg@rNRvbp$w{+V$(Tsfh7!$5 z^GFj;O2DK@>7B-M@V2ZrPGpFNro5~ zF$M9=uqDkNGrx!QOyL!8O&A?lzX$b9;uUL6EFWh%(rV1TB5X0GSQpD9=^TGBMeq!~ zB4bEOADc8K@C?18s7nGlVslF9l7~;^7|TAQyJzWJk0j`~YVmhISCQLAf&4|0 z5Nk%5A_rWl5$o1_+r1U4op7<03bu%e6|SB5q17)td7U}YjU@7U^=3A?GCND1EMXNZ z>?cJAHY@Jwg3M;T>7u_@5F3eZMY&cOS#r*n^wY&}%>n2Owaqwx<-OB}VZ4rwFEf@CgQI5IrbMcNy`?B~siE|Sd7~dTGQiVB+ za}^gH-z;U^nEfB1;v733$aurPae`Uvw*_7&wP_b(?d z+?-K)W%()i7g(HWdBuH8`WKy^&p!V83e_*^UD!Rlc|`sS)-Us4pm}8QO8u6ro9DhL zUd1v@APU1WN?{tw98fJ|%4K_n(?A~z(t>nuQbZpa&;pG%RjP)HHkZ?ajW%Xr-n&Wctz0vOqeI*~x5M-T@J!5+!tiI3|vom&kCaj5P4N`q5 zYF&~&D%PCL78YkxS__ND;!qO|XO_HPnmtj@IC&jaefamfDtoM)1&bzJ_PBY&`jtF; z__UdOL+3iL8$$LhdVQ!ZlFrn%narAUYYd$Q&6;#;)b{ALMb$cpEu7BeO2gBY&@?k%`@9anD1ndN%@-9Gv7yGu93w$*E7jSWUhrk6U-HcTjJM* zpGj|%%oT!L=GS;_eeasuGe_shMMk{dX@E!^=Shgl4Cg8I%g+=RM|g$f4&iz>LnV=uQ&Foq89W!ik-SPTqiuC-#d2 z1BWN~>|SOU-t56&Pl%mF_k&zdjJ#=Q5Bk}|x2^z;``Rv?n;Gxhye^EJ>5tobDTr+)wF15{U% z!cp?8DSxQOoi%@|!r|f@tp1?Iy_OGqZ}RNE^PAqMJ%9Y};OPUH50SwT#)J18a!(4w z;p7{1Pg32%%iYJD^*4~g;Of1r51)U6z!1l6_?vi7B;X|eR-&K&7S}%pupb}Hw+H4B z0RZdlf7pZj25rZ|1%-J_{-o-G)AVO}hxJbbobq_kc_iN)b-p_LaQNrl>@(bU8wz-& z_Kq1GFg*Ag68MMSoYvige6sl^^v)psThX#V>Au_9bU$(V2jy=spAddw`NyZP@t+iac|TJOw+63b z-!wn5KQjz>0_N~~fUu)}3*XyFH{ zy3z^A)ghGj^{P;611SzzO?a3EDObv>l2aw8Qc0&O*T|}sQ7xuoNyjp)WR^~;U#p%_I;VD~ zbf$Vv@J;xb1vV;bmC&kRtEExOq?%1QnT0kgYn5)5Z`D<+<14OE+N8QpcpVEJ6PX3y z*EcGym)NS~E8(l*tF%(a)99p9q)?=mr`Sy_POwZgO}LqbD_32qx>3zib*7%C@=d@@ z=pTz6lO3Cx<=;m&8hEO46?B#1s_JXNQvoOe)Bq{~%?;%Zb$IGa3dzLBgwip{vB)vW zu}Qr=R~asZ0`a|p^Q3%zF zwZY4Kz-SeLyR$^pYMB#iVrpt~%W5Jmm2S(0+-m9ACE!&=zjff$2A3Szgkx2Um&mP~ zH&kPlOqMxYGO_E(E2fvxt&294<&RmSkIUvr1bv zcq;Ig<*hARqO)pFD*jmKW!0hoyNspLlD(n#xA0ljyRv(k-`b!h-z$2<0IvXE6{0eD zS!bE(LeVwDE8DA+Tle3YZ6SK)@P(vn3b!_$(rAUrvT}MAH))7qDl+@mm? zZQof?#Kf!drt4GD?wo70nf6^}77~RhE&iO69=X}9)h??}yajoo7lsx7+#yT&GGiuH zmsOWluaAY}UADqAIhu^m{L!)&9GH{vZ1v1=vk8ny&Lze?m5%d8z8H3Rf$)_qbY{^r zj3B&BSSG8}#Qa6!drUlr37+c^=};mJE0>GS(cF9v&b{wSJ+$VjhV%qo}-#mnd6;< z&z+jnnR~v5a=7fOCzk1+=$_%8;+}n~E5IV*E@vUEC=_FgnZnRvA~716UJMjdf^o!f z%@wXyu6aAiie<%jdA##Lw^>M8&=u+x`eE`g2+RV8WA4aY!CJb*6@pTECNW2+Yeq1^ zL1*8EcfkSnNviQ!Z4EoMUOOGAU945_sWMeZthCE>=A`n~YZA&wdf8UwB@_`!aUoDRodb`O!fm5`)? z?Z)2(o=|lXp7u^dR&U`giC5hNBsHp)s&6Nx4=1b%BS~n|f*dy&BWp zt7>?6JP~hBBy;z#QrAn*>t%Vzf`(2XnPps6!J80|5w8=$?tYsutJFL%dEW3;98QzU zkxG`zLi9RL7vZnEM{dSd-S*TSPOeT|=+=9uht})CVe_U5s~W51cniEV(ViHz>9d)( z8L?Ts8L*k_q3H>eN~+Fd>6Yq{dMAaJ>IuX)uEJJm@acF3B7|s5q$Da4xrr7;M&fOv z7%|L4YfE=aS}HlAyB#YvBZZw>O<1MG^W(1&HHc86BQa$2vB#|~)#{|JRK4!4o;<95 z8LZlB7db;y4Fx!(_K?*%AM?9DRwsR0pEDkQW%d%u%GS3ZJRqBK%;X{CG1-)3#)9A^ z|1??TF^hWoR-_YK?Om%v5Ve1VY)EIzT{t@<99b;;B-lKKp81tUlx$hBz7fM5k|(*c zvv&HfoxlY~9i$~&W0TM)q+4>$Il(f9LFBybk>vEwH`DMHFrI;kyp7y!*kzaqZaQf> zV15Yf!|)2(kL>sV&~U0@e{$0~VOfS`WT&hzxZ$Kl7=y8FDYz{I)WArCR5VNiH%D12 zgENulhMC~jD66+1b7XV_k72QOI=C^)V!(I+{uVM1o@As%K595)m~WkzU$1G-1Bqbd zMus<>ACnyOFf3ZSpWmQqkqzl#Ji>5m{AO=Wtg7-#;L6jE{^yJ)&;FG@H6n!^D`2V8c1S8Rs-3X&{*P9nRS!X zE2l1}H%|RdjZVEHmKCN<;2~%L1ItMk1{Qi2#zy2=182j5G1ak@rRb&7rAJGtOX0vL z?fjQ=mg22jMBr|SjXQDRHijuAi+=)gxuLyb?-<=!(o)t^?2?$sE?o%UGu4Kh;cZcx zS^{2ENPcFaQk&iUhr@VG$HzmSab)-DEylIvhtnuFER9}#HsyalRy@;XBkD;A7M~Go z&x^1#R$I!r&Owt|cpaL_<9RcGwWZVRj9x|c%O`a5HPi<*kM81GqSLBvr3)X(__Ui# zRw2=7uNO38owCw`{Aq*m(ahOaNB_#}LS+G&Oj1>vC?xz|lB2~U3LR^Yh8ryz-8e6) ziOVc_(#etiR&Q~>fYZ2ubC6tui}H|;BbV*1#LI)Oi3K*5a^%QQvG&QPGS3=_V@4mx zLqZN5e@!DB>2FZ^L{3d3{P{so{T1`R+@#tAv&T;+9`uxU@f`|1xKxYZgGxB+R0VrA z#VP1k1snN%z>5rZO+4R5v3p$cDd^>$I!$c>eVzqwF+DD^VQ9x^MNj?N+gcL(mP_L^ zOUGY#s};BSm}Yxk^l2ue$3w&PZDi>2`;4NP&Qa_^#f zi!qrse;g`ID{P5DOM7wU99G7%zRxm$pC#?3t45%_aM$Mj!~8-FzK{wpcO;7uwIppb zlQof9TI5yO#qjR2a7O#fTc)peyXP#?VV=jDYuhF(a-Zi!#@A(WhNY$z0gs0O^;IMwdZWU4A8uIcMHB@QT zL}7r(H+Bd3s1RW`F@B&BjX$LQCfL0#xKET?OwM3R{v(rbJX^jkyF)M&ss&5ZncczwtjZP_Si2EjR zE-kZr{08LksH$&|T>nfhr8hdIwBhEPz`wNoJCKsy!>gV@Xnikr^~F)Tloz>PYEnIV zOPCVDSMa|4v2?PJF)M`;FKGklHbtwww;qz$j!BnVu3d+)X)`0PHgy9Gb*xtA)b^)4vp*#X7QRidxEq$aN@ z%3;F;(A=j|H7;Dvv(whaI#r;(oKne`6uswLv!xBg44QYHI?Z5 zuBl`=Me_MpovXSA+e9TAkpP<}*;;6Ew zxv!j$?`_SIPOsD?S)PlS7fz$~20d9$8%>?BGaQ9xRQ-LzthvZ$G<*n=>S!`!!$!I> zuh-q$ir$3qh!5h{E3r3B>=3NJGQt^By-yH_?q5eg@8?(@9v_-h!!4h5 zKNFnczZX6oTi-}?rCQckCJwD=QRDApIJZs*_HXfdp*DE0_&nmR`o%-^w$96{(Ru@d zR{|p5DVVucem;9lAO*a&yoyUB*dp_l$=h3(}CiNJ>zqia)x6y2J&08kT;oMfKbS*P$lEmZ-)sa3Gfc1T+p+xz=SzduUgD2QVT z`p>Zw%JDZbAIkABV=$Bhh}ZuVCp_Z0e9NLWwkpCj@D!@lwqGNl&o@TfNVSDs9t_*8 z{fD?`IPAAk%qDFh7{c)ZIuQ`ZjDo^Q^vtZ*2M z_DEL}i{_g%Dk}`#flL$zj)=_dK7rpoXU=%9*F3RflaVO)=>xhn z#`K}&szvOP_c+~FiE0SM(W8B+@df8dC|Saxb)y ze&6#8NG3(KZdL;$_h4A;x}QL?Avlu$#V*lm|2rzLveVa~dv=t*^MUjEB8}$y0iKPo z@ZN-)2Z0XN33mC*?}gJY!`}WO3O-6{pg?QDe%SYT{#oJ697%dl{~;vneGkLW-CwOy z^+PQIr3=yS#yHsz8us}t{I*2DifS1ig?I%(S<~G3Csj##zq=r&8Sy?Yr%RFeXu#e?DK8zK$AoeX_vy-&Wiu)BYc{^v(So_?=<>*=V{}l3r3^ z_4&=r^{ml6Ele;cZi{2KsfbVf{UD12TuNEuJwG>0XI9UCm}X_KyR=>h-M7mlV&F$l zqb)W9%loaSO}RCxB$m#=X}J|P{Nkk#kLoBN(H-Qc)jd~n&FSg?7VztQbnKY>%&}DF z>)XO9Y4P$0-#VH{oS5Yl*=kZS*|J!xmQBFRK0}24M+L9MC$ITSZVpn5Tr)SJiuTDn z1;rp$8KWI^+NxtPv0U2Gd;SYh^4en~rjN89<9~o8tAWH)XCEjCR7)mL2aC z3#1Jxi7(%>;2BngrY$;p6Z53?ysIeOss7IZnw32g(y$Jil?<0d7=}WjyA~Zii8<1@ zy^GHRou-6S{TZbAzXfi27f={ewJ?MUowK;slbC%yoL((j`Ug5~-qD?yC9UC|OQAzm z#$YG(Cm@DFQ0T6C$GgO5(yHD`6j!L8FwhE}Gr#sOF+=+LUjbPU8Zr}WRlFl9_^EUm zDg>R(B=~Pp3Cg6GE7kBjFu@HKSL%^bH01fL5tmQPjs|HSvoMhPXrJT9g*Ut4ZZ`L6 zXzi}CvuSu>kh0(VO8@ZAwYJx-YwdJBrU{t-fm144%EgYd+?KEINyhdML=|507w(aJ zGZ#7OkOyaWd84k3hA6bNON6cfig^TcX<2dp@HI%;%Th0shNsO@rhpI;j8^tXmAVgDJpuADiehe&^}YRc zmU_?KYne|lK8JlYZT5(m4*wnwxI92TXQ}hpkAF~= z$UjZFrnK`R<&OVHko#y zzr(0{X829CV*oQ9tmSp6%~FcCIPgVYBsD+9YpGNdJrY>llV4s|Tq)2U)3E7xYV+ac ziw|bcQOWONue+Cd%AnA}+1_!rZ+>R&k6tlIWDjaykEP!%-ohK|7N|4nqFlZ^Ur z_Yt`sq;M#@{=3-I6Qr)Z+b?mVt;?pj!EN3ktGL*$^!4=okZ@y?0pIb)-JDOC+q#^m zfUiZe8~R-681cmHrgE|ggHTsSv}~)OdBBy{{EW`LpF@sV1g|4!H4?koI@DviWwV8| ze%=jyMrhIG6F0WOEK1{51;b=FD9^`P=xvt1F4eO6HWc7zqa8Mu#6&mo@?7JUPK}l0 z?pO47USx(lpet1Fzg#$bEkoO$313AQPpn3FLM+7KTE*qX0~~VjHJg=BYvX4}{0GHk zXOpu+4-d`z%s0PD7IUS${Yrbtc+Cnh! z)Z}hy;c9DP>*@%%HFS0_bI-qky`rlNi-7XwInuGkTcg@UV5ZuPe%RI4Hx_h}oGMeQ z6$1m3#l`tz3fK6rQm9~f%L5c)rg7`zw661t5;l;ynlsXTKfX|TC#e%#FQQ=ynMCSH8*D*SCaC-2~Fa?WbyDarGbWr4Z# zISaY)9H}>rO#DnS4VJA_nwwJY##ILTsbfkuV$rCJJQFZK&5 z6Gq+}9Tac9vM;0%Y=dMNL65^kuPsru4@;;nD(i27ijKF`?uy&G=)v67PG0?ZB%18A z%OU}C?l4u&p^O0XZtJFX*M>v#i!#Mh-k<2mubs1^Ix0TR!7Q z6ee<34L3aY7`vi7PHc!?>1V1qN1(e>-CFCn33KKTX8r^CNRUV7=h_Bhle1JpMFMOn zFb=18WS^K5sO_m9=*nK4tIIrYWnckYI^1Pjoj&COYbT;m1PO`1$-ol{5+!`u2;B;F zWqQVl2TZDT_=QT*5#lNL6Z;;7HGim1YC~TPnh97{db|~IVSthsSL|3`owqQb&6kG^ zA#M%l+obvtZs%V-s>!OG!w@oMu{#*DuES9dCmYxn%--aR_aD(O(1g-^l&c{6?$eK8$lCTQ26sf9 zDGz;Mi15QH-|zOTnYofkap0u~AmCI5TSWK@hQVk{!d@Ey-m!WyuwV1uV;*#oikbuy zW+R;fC57a-^PUFCl^H!OVRBLoyf(Y()!dgw(M<|zTVk#%kB()4E~#G4fs4EA=SdWo zhiW|LcqXu0O*XM*|4n+Y^K93Q_hce3h9ArL3Nobik0X+4CfFQMm)Ne|-E+|Y;?ra2 z1b07@P3+iD%i#4dL7mzDdbaZYcb@QEohzhYokrWl?kahV8}aXd-+zZj%*M>lKH6J% z96Qnx`}KLFxlP>@PRBD!`-nwbd$_zNR{Yi}-V&+N@S=$__aAZG(LbQ6xjW+fThbkOrKpIf# zV}hO@_`SHMMyXab(tqi}S@yes5;waqsqt=$?FzRA&v8nn*FZx*ka5#GhWzKUJlV%6 zE$V-pv#2~09h7k3bM$wsq_gbiq*5`gM&_5&&h8X-TF;-K;K|-gc`GI;^}r9IeWF0{ zv=Ys>=y~v{=+5aYG){br+VY(bX;prRk?I;xudUr%dp9XJ=+=Qx#{CRP)otzHV%rE@ z{Qt`DoiM5@liPK=7aKHd*R){Q)Gm@C%PasRXJJF8@CX%tYcec(PrD~oGaQc zG*vn&-WxX+v#d;)nNHc=^=JlrY1QtjOW8FEoeUJ;P1t`29@Ilw@xgEr>8@|ODkqAD ztCm+!ThPe#ob}08Da`+9Fy#pR&didfPx86@6yjBZ*gPCr|8<+YJZs=M&>uxD0cM-5 zzsU0kGC{zjWu0p*9l7v+2%^{SCb7Kwwikjj6>oQ9DnUbZ8{8n1vEX6kXOp*3!zz0G zuYvSSvbgGyWsON>Bt*9jXIrJ02!sM1-&{}?sOq_A-R1!T=f?!nyQwh+DQ3bkdZ@sB zkTb(Fc+!wKg)}6EkFZD<23Vc|O4nGtvc<_Id}-zU7*?&JD+`&fLI2;+P``EkaWY-P zVD4GRH&=D-j`SyN?0rxScAc3tO<=0?&GU8Y6@z zWWQt?UeJ|T*d&$_O6VOe8i>=6DVqZ;2p=A}zApDXRqjb&?#W#4$x!aeRLp2D{`gR|!D$lGo?w@t$KaOhzFPWt&{Xeb zxSPXAU8haAPj$SwI{(_`1kqS=&moCw!F6S^y!JTzc6YqdrvZB00JoHJ<_RlA*<9)}+97_Xr5|kt-2UkULoq? z72HP!+}pzPwH1lxqTYcnSA-&}s&THed9GLwBQfUCVCDJ|g^5u?F_h=rDk&1|tC$zg zm5i~}w$@;=pVbK9nB^S6``3mW&bOdPUgeBG*0Z(9DhVmdzg_7jd8=|l9dU?H??SA$ z*HSiVc=BdhbhD z57~z(bCi4@RIzN0yI4+hgy-eH2#STf>6-z^acd>KXAvxAB}Fu@{YmB3RJg!FeyNXb zZK$hlC`a6&>-o}!1C9tnkt?j!HIf1$F*9V-jveQn8kBHMP@Wf^n|HRq=g94VQ*gxj z*G8K;nwTw4x(>z$l7Y7^vHD zD|kL~B7$OhdH!bk;IrHFMy^hP>wSgeG6t3$HX9LTrE3UVLumhDkSnH@k1D`_P?=z2 zqLBL%>kx~bwK9Kws&dT8#;$hI8huK^&1Sqz3A4a4M1`rPI8x@&(W_G4pK!0le{e2u zpz71J_QB1Xt^O@5LN%&p3qKr-D4+A(RWbKs<~Pg&zoEwx75!&=0K+?pM?qu3G^O< zX&oUSCy-h1l3|rODgz2S-g30zXxq`+qX&%SAoaU;g`C*`B)MyjCNq9oO*x^ro9KCr ztx#`ULu+qGhP<^)poHd>S1}P#Opgue4-R%Cy`QwgM#;W7y!Y^R1r~t5KeCe+p zE3W`Vn8ZQ10bqCfq6-TO0(~Vp3=ATf3j-b`>7sy68XPHK7$mS=4#2^JKs|y`5mq5EgjH}G z7X<1hwFU-iA+_->{hj!QMDh4-(q+M{+c)OUyMjdV_$^-=yuD<;+^;`aAo*paNfTkH z&kEjN8qxxPZN>-8@DD@CUmAjUnhE};8Hf+?<&Fx4{@HT72x$dN3;(6@m)5^5bZO{c zngLa9H%_`rO76JTNJN-lo%UnRlXi$-z@59B3Wyb$x9!bC1(=DiI*P0s)rnKhXNXgT$!svmUxk zh&w~4>9gx_e$fhpZ~$be`uNRj^=F?4xqse|Fmg_#9cir*y9K#me@PfOd-ER(uop%{2_D>e)9#e0RPbykZVn& z0@oHt(L!j5fZF|_Qf>J-rv3X`dag_w-Lu|nOSa3O@s*JEpJwep+S_X# z+Z}G2*sXf!%wr|G=+N5N$KUSVHL|&X>(}1yd}#XO+ApNB{7Pm<+h@v`a}KzTWDxei zR=&OVztT<#?A%pk08&)a5qVBU-|n6z!p_pnfYkxQ2L|(jcv$b++1<0fz|Rl=p2vr< zG37eQf6WGAWN!$NtnMs!&&Y(;K;O^;Xy#iLfa!JvW(cdxBud(ImoEr_0NN@Mu&@9G z0-QPAAW=>bh?8r_@^P{;HaQ3o!wMb*eSZODS0s8X6V~q-={zL8SgpQd5Rib#&zOLy z00daWf3gEGVc@|32@?YLD$1C2gend?7{y5#w+S) literal 30233 zcmbrlbxk+PCHnc5->3X-yDcspB= zvWT0wnb&W}RCP+Csx{-4HmjjEAvZ<|wnHwq3 zf2)#SZqn**CT!OVaCIc*`d39{QMWcRw{f&0<^Ip8tCN|!g&V2<->?!= zf1y}-xskHSI{bwo_8%$!A1O;}_`l$={eKhq7x%yDT`m5i`)~LxY8C(|cUQB&`TUFj zZ+t}ya~l&eC$GN|S^r+_?A*+}q-@-L%zW&B@6RIsH?zOf0i=BYjZf6k(dnhm{+UD85-NPp8*H0qa!0k1C3kL{> zupwF=?LM=aK_+T7#&^f9P@55A>*Itl^qm@0>k1LVGz80KR7Sm=%WiICU!P#{l{{G^2| z=c-?-4$Wy{5BGQ%eonT}%P@9tsN_jj#P9nQE3&?PE3)@PzCKd^m0I6}s{gx~5R-f_ zCUQe40c&&vfO(;dgo>unYkh_|cGitgtzCfdOlU{Oyes^@`c5Q5Ny2p+M4W0acGwN> zf=RkSQcxno`&#?ut7O@)4l`R^1$!=js|(Z#XXEeG@a~OVAB!Lwtey&Izalig4IZ5T zR=EFk(8=8EurRdt&HHbRc;}H=j;+q~85{SqOoXn8)25)u-%J(M-(BSp66^fOI#-AK5|3VRE?BV*H} zQj_J95Xwrmor4o-)VGjF1ybffz)s zQiEeJGTUJ))2+@Q;UC#1`US)(JGaOw2unpjZVw8FB2MXgU}U#ce3%L;A>#EvPZtv8 zfREgwWFst<-NhwDr{&0QI;G^bQ-{e$k{58Mj(VGxj{5e-&v_Ar7fX~&7hn=y!*Izc zh%g<}@L{H;hDajBtx2>XI7sha5n~V?PCI)bv5qY#q|8K*fPl?#d36AbK!NUy4<2sc zl=4LsO)TrfE|I-@%n_p?%KYkb_|cz5;?hlb=1;iYD87z9>}JU}Qx;-~IsF+Xl8J2{ zw^bf#TmgM#TKbV*973vSB!27cIpfgAHY`g;coWDyv^-{8Yu{RaIoCg<56E zyZWtx7tI~j=*J2x9wwZ(!Y3X`U+JI7ov{4-;=CFn&m;S<>RX>h4=|p1={RoA;EEUd zfRu9;iub)qV@00?B&C!oDler+z9|Q<{PL#A4sYoDw4ZIjfqzVk;YKtSDvn=V(L^YU zYp!<}8xG7VKItAgf<%k|k;NG>%a;7-gS>)&I^J)9fQqopmjL0~>QtckZ&}jn-$mI? zX`f12-W+c|FQ|p;C9-|#4TD=Gc5!Wt(MC zOG~6x6A4ZL^+s^#iQIb6|I8rc@{JTwwtfI(WH~~HrUrkA3x(|jm(J;8EiVo(hedpf z8a03$qimWCktWfkWMq>eus5tGdrAD9SqOiWi=KraC8OS1W-XMKY>Yp5EPpBUWk|pg znKrgLmi7xgW*Rz}jgN4Wi6Zh-qCxG~(s0vH2_tVeNb`v)Stao1Z2qSxLa?2Z2#Kln+W?jH zvyYKi?)cbEE-}3x90kI|9=?ydHI+S?047FuO#x4c76NRNh5x!*wkd-w@t~A_>7vxZ z@<;Z|qjd4@b(L%}>Oc2F-86#-h%`Nv2_ZA&`$=*aRpdw^B+m{0<`Knc4gE|Cd76sM z3U&{lt9U79h7$ooVhU%W>4QU^)>JGX0V_ByS}1{uMU;j*C-+eJ}d0F2n1)nW=t zxDgA?`0#;D!mz+%cfOIINuvIN>7uN??d2R)NQ=T8?VGE6sPOV;g-?_? zkw=4})|<1JZQuP`Z`C$bg{?ErUHW;+A(~0U&fcVVfA+5R{l(a_+-TFMqYv=LCo*K*8ogyYfpOcZ4*@DgpR5R6x#_SO zf*AjNHCK)EpipB+NenpGb^VIV8&!+_oPzUdaj8_gpYvT5rO+i|De3$2(08}>eZ;h& z7o6W_3$}8OV|}=e<%3qm8mZBEg&?u-ad1hvg?8A#0I z`p5=@+$hVLiA@l6IfskqN`6dy`|z8r(D|HBDq+{__bit==mPj_QibVjtL`v1y5A-_ z7nLDiqHEA#)-hc|&bPO5UCk(QQ5XUf!?U0LldNI$ds;O8qOG>|u6-&1!*7a`%vm*L z0~UF7Ol2+KXn--gE#E)~U}iYco_Sf$LN3e0+9_#ChF>FW81ew#1Z9&m$ae6U_HT0nDK@8X4i$B>U)cwaQ-vrha<=9x!}Y zqna+F6XzlpMIzi@dBKX`0}6e=xKm>&M=3wsVt66W^3hNNjlx?rTc#!(vi0igYasDahW+?kU}>5d1%` zSxO1sF4c+#kPHYYWP1k_J6tI|C05pIz305h7`A*v)ZKCSJ(WT2Q#;ds5Q!(=UL(mNz z&%3J85}Aa+-B&@*_j#qsu<>DI;DrbzjipSS0;cgX8+d@nFiE^fY;~W8zX3jY1CZV;4by@Q--M@jH2%)QR*+EZu}& zWuq)ihC_vig4b+(?^hf#*_?4X`Qfa*i@aEsOg|DJeG(5jX4X1GUCC6r=F0x@%5!j6 zQ#Wy3{Cf?s(uK;i{k&GpS^-YXg@!t9A{XC<>YhSlO`=sfTaCSgb0_9U{8CP_FlMRN zWO?uXi51nNL51;IM8&*(+2RCx-*_!ks(&{QpP5CWGZ`(SsxDh(JoY$4-b-`}b`h^G zn_N70Q7f%xK~IBd;xbM4QFYCv zZ31JV(8N1#T63GZsfoN|!}k5QitlBV=4BeK$TAFLi7DeWK4j>P>XO2IGOIHxx?GQ; z=yTL{shSBmz9{U)lW&yz7#-Aqss_AsgR67o>{wErPRSUgg)FcO?&-_hstsy`d#`(7 zW>c_wyZ#@l9?oN=5pso5o^W|}cqAu*^G>K>Kkq{&ufI0>^M?=Ul z)-yA~;}t8@pOeyt1KS$5sk zi;5KN^>MuFDZoEMX|&o`4r{0Ql z{*(and=~B44z8D1{)Wd}U@Ztt*%OhLfG@f-1e*JuIyul1DxxEjog*}K0VZdt>GVSm zl%8a5sBjv=r|yZV>qt-p7Y_t_>7?SENeMtPSH4OWvbE-?8n`j7J@cwDYyM3CtKA{9 z_p+yZ;+G|iJ6Y%{Cb}3JiBcf{pPluz09NzEDPa9hc#1R*q02Solk_ja$bD79OjxW& z{zGTeAYo_T3!=|qw^fZ{GO@6U*+0#V2c!!Gv-z0AJQaTx^$Ajso6!rhyz;xAPBe_I zT&GjSRW-y~%5-hTY$ijUtzk9tZLAZr(SP-d0>tl)%`4TxIYsL>zF*IVD;kMh=sg7C zM18@&FV|g8=FbS%K1l{wQ}>6EewCgmV#=m31u)>1-!qt5Gmbv6X1CuTJ_|vqk0Wy> z^>Y9LUuqDb58}Ev;5A?QD85K1sjRDK2!Au-D4msb@b3SFS6$GPU^ zy=1dQW&GdCio3v= zocZcTL`1$dW4x&!`?QBf6^V@HfiOjzAgWl{7TbKz)ysSj+=-}*kvWdPb4rUaqG~`z zsRm5SuK#^hzjqja#+C0Wo><$p#I`8C9ryV^YKAon!-UZ+_84h=c4ER;r@cTSW>(H& z@YdgCp+Eg0#zAFeRLf`8((85gH2^aw^{sGTDGm8l;UeJ%{s|;$$mdtayw<>M*lpMu zJt`q!6Tv-vn=6F<7HeipyK}+bc*fX=y%&Wu#5)(I_j%qTYr>A4#8O}Yt?)p(V70rBd8R_$lS1=HvLTJxPW<)bsZW&c3?wblgv@(9a@-?4#1$Uv2RN!$@ji+$u1 zm^x#2bWd!-+|Q4W#d9(;+#{nwW~4#P{ltjShVv#@$ax=x&S!+q$H%9(H{X|sntLZ# z0$_KIG3{BV<&G+f@+XY@GlsrVzh&BMZBx%nN9z80+mZKso2(;UeLDY<^@{8%YVXD% zGBdd**J0Og+S0o7bPWSfy^YTF(KYl<`B#`J*t07ri)IhT?yb}PY!Q2^+av91(Pd;@ zDnF*9X3R@*>C($^>B(e6f@3{0ZF**$PBr5jI`c7`2F8()Z*dgiF0-0)#m&`?VXPaU zML(-=j>~~-wr8>3*SOV`a;i>@4Nk#g|KkZV?fVJP-Qh4`;?TGQk?x5UL|wb5cl&cRw+04u~q@|XQd(t<8#WD!6?X0;bA4-&CJ(DdxX z%@&*_tfNpyu27vaV!-Y#AfkDTi|pAUW*FScnLrE8S2K&_nHIv#TJ1qFAg)2v8C zpxS=gD77_E-|` zFDqwZN1^SAsu&;hrEXWx}L!OVnN*mSJU1r#D|4$xE}b z4@wuQ1IG%|8?O4Twqo-BdNu%Mo385vGj=^LHVW^^F#*zqZA@~ivC;Ta8ejNU?LK=E zUM42ArIWL^M(ZFz3E!P$(|&5rM-MFzX&aw!c(*GtZ5yq#d}>ZPJf25$9XF0O>zzCg z&m`}NZ>{&UE%&c3w-A#19rvtOr!BXwyEC_gUH20l7TvaU=yDLjmVn1;PYk>nW-HUC zH)LjNXe}F?lL-sl&Em^W+m^!u1egt?)DoabcKy`4YG|iFhTHSm=Mr*UpePh#LvD!# zQOG2Ui!8c~>nchs=}zr>mR`JkxVYMOx%e5KgXaRX`V0+_`J8;aVT~^!U_`?n~H~H zGjk=V0a+6rrA-VS(P1cwa+0KNilprirxy@7>Tb~v*E!r?+Ue-*;D#Vr*|G&6-fQmX zcoAZCcTOdAr=`Jbo%H83xe_^NzXJfNXOE&g5l)mBjk_^@xIpW1 zf>@$SO+tW4cKG>-IY`P!(!AOltWL$yMlS0@7Sl=ChAMF&F~~nbraQpD2G*#iVj0*k z2pt{ZGi5rIn;Qjr$x?LOGw4Mx%E@0@+6?I_Z)vW6zW8jM(YC060yye)gp@iXv|WC# z3%4$OHV|%`#>7O&#KQzfIhM6?>t#6@IIPpGvmFosCLRwI zmK5$4rU@^y!#~QZyggk-|0XLi;Tz@^EO50So4nuSKr>EPMs-9H_9__PoRKm1O8T^a z*pKvvczqoLpW`*$z;3m#iI;)1PhCL2HCd_#CMKxTwn4n})=4rSTu)%G(L|19P24?E z+|QWY;_s8%~-Mf#?tUP z_nH0S*mFPbd9h~8%`v8Ew*mK_sP9r27SWEH@L4(DyMK2*H?&q&9jYcpb-}T!Y*9{U zp;#52l~h#eXGURA4WvkJ-?t0}Vr)duw|`BB;0R7_02SOuBz^U{xG2bz^o);xyIl18 zqbKmqS;-SbL{B2{r8Ae+ID3)r-R~5{P^FVq+3v6a{wgroIPhhP79?`!5|m z50yB?og+H(>$19^;)b!DP7Fb2KAw zdhgVpIcU}DHvQ3ciIa_em2$PGR~nm4Ti>7`vrCt{!70`)T;hxg2+c?zG`;lW%vF|+ z$haUN5us`nv{2}h7*Mb+9rp1X3<7E7%~k5sU&ni(z7zj#GH7Esn|rMu6DeNamcZ_K zbbc0NhI8_@V*46##<7ZKFVgaga@Mh@Ls4QD>YsanM)Td&z5tHUbR0?kL{U^e_xsPFja%$t;zE+oqM$1?0&4w(2^(bA_ zsjm(8dV_am=l;%{C)3@JUYF0?aR8RPZx9Gr*{h9t&yRhN|5#=utO3_*D>qJCpH~}J zTc0n58{>$-!#{j*`Rz%1@a?ph`g!+ms7q?h0=IpizevpTDD~BGuYI!E**c#RK6{ij zwDi5*d}sF%iaRNbO4$_p#&3+W%DUSkG<~uR%>;YJ{>~ApMG#->6wW z{^WF2Us{Z8(tBjC7-m&<0c7%7nhVSM*KH^!CD*j&q?&M@0Qw8gNFJ?!ja#DASK5}pyKoEVJj+8}FPTw(h{ElyQR z_-eULxfb4@o)r1KpHb$od6j&d?#kGL1)%s0^hE#*TWife`9)VHP{bTYBHp5sH!$tyjW-Z zpA$~u3*{DTy+AD=k(~S+ck}NzM7LHpGk$T6Rnx@Dzp3kokoZUK7b}$5K)De}5X-vlkeP z$H2D;K@oW0c)g$M=o&h1CNUPodx0DAd*z^(9;_U?ak>Ydo((7;7`N3Zq27Ai!;7rH zo!(O3QO%R);a5R32Gdj?U>g;bRbi~T1a}&`Jv;n zuf$Jjqh5WW*+=3-2-6Vpl9ZyFTjcPlwm;Vq%j3^Wdg4TaJ(x5{fj>}=6E$N!+9VWk z@ml_txub%N>UV-R64cvpOWaRkxIM=)JyNPhz$$a2yB~{Xth^ne6 zyrN#cnRZh9j1S5|y_qXWKcAD6Y$-2PkQcbdnNV7|YFSZL1oFiOP{|t+(JV1`m92!L z>cN+I>zS%6BO*3OXg8Xzy2qP@MBj?pX-y4RsE-iMKfdU*lB_h1#v{1jdSq`k)E04) z5u(ch)IYv`5pW+unUw833%zps@i?8wxW(hAu>a@e+}L-e(plHput#%N=&_Gd~Oiv4);Halyb{|=s68916tT(iUGYBmySgn7n>DKGWQQE9uD@qr||VNqr& zg0h}QWEF>e6fPZYj5((#zqRa=vq9&`9$BCl{~~`Ne>UfV`Kg=}Tc4yMl8^U!X4pY( zNA*re6&ky^`CbqnlBb#x@`_s6_zRlGqQeTIIf3-jX1%jI>~u{#YqcwofW*M7r0`dM znwD@E#aEKZf6Q4%zXm7_=Lmxscv5W>T4o7~$2!olYdJY2SM?;M6nG!p(xs&G4#E5h zi`Z+wJ59y#hez=jSu6YR#6eVOZ?>X7Bfnm5Z-0^GwqN?^fD)BYbaa;4ghbx!TFDp^ zFWSXok3C&A_AX!6cNz$|xGalUq|}87dWbdEHwd^CV&dL7yIpl$$PQ&YcJQ$czv z=96;Wo3ULF;S>7|g!ensXWeaZoSE?~HpDR~R65YU-@TBc1Kt`lKa z(XWBcp{3PFzbHmvVZMKjxzN!38Nz97tKcJ+di1HAZ}Xc*Y@M%IgO)W;C*p>rDn;`S z`$P|rgV9uHzrLK^;TK;&*R0`j281bsHiD2q6JLnTQsIxiL#yywIdm#EorsU4aYYpi*#<>GQ`$=1J`RcSG-*|*P^*yh6B5WREG`L8$-l{B&>H2KG5P~o}p`IdgIO{ zuYyo&k}@R-3@XlK(x^tPX_@6NY+DuNHA-G1&KnH()ckBzH`Yp9U8q{B?HY(M-c`ySbm_l{>=Oxi*&o{*=_8@>xBa5u-xk!r zEgBIZ>HKw#X;v{gI`p8_1Zy_BbNSdyyQa+IW>v!9{kHLeErQ3JyV*7&G}-HjZrx_G zn|3H=7D#X{!anICRlfritgGrMq(rmvX=9{2pMsa62N@#5&>Sz{DMQOUtd35___jvZnH!peehe+g4-F3lt z@&Ezv1YF;UG@qOp<~*KZf)j^C;=CwV7v`~&4#qUxCs#99Ge8z^;6LB8ha-3s!d25y zsF=-Zr;K5PQDB!wQr>$}Av=hhebc*|7sk909r?w@Rn$El+spe8ulJyZEbj%%HcaS5 zyI1siyuX5^G~h;zPlrdQzY{M_z5aQIx|f~mKzOUv%SPm{j@oOvA!r*}*N%O(Eh_mA zK=gP^ZbH9%?koEa#nUmRg(1kDBd21cqARhGyO!}UW}72C!e22p-yJPZU<#vQv2S2? zF`4_5ij=g}tdrDEZKF8OHKwm;FT0-DTmnwrx9m7OY}>-=nQUXS)IV*dUfVSa59q%a zn?Pz{;q)e(Ix|=Nl4bzR6f;S=*lMI6QJ*URKJJv`IS+v%rB1wVKax$yR(+4MtF($S zaC=^b-Rj}H`i&hpk;!K(aaBKoYSX6B?k}&`g^5`Ok3!$xXc%@2*0dv021wl^@)gqg zWg56xbWEDM@4MGTThdozn~UG3Q%CZAEVB^|DRk?&>*R&I(eg^(fBfLY+N>UvLuAOe zqbTNWg$XJazPNP>sS+M4YgJt>KXSR*(;9Y&o|l#!`_4w*{d0|!-VyWR^zAvXpCU;A zbT{|WyrR=|VOSrME8Fhryi|--gaakw_gVM@j^pLGlFxkzE|D3p9CN@UAXCuh)XnEg zK*DyI8D>3dD;c(FZxWcyGA$KYqZkoK73|ja2f988WAQIs+>C^A#z|l0KTbU&xFhT* zQjLT$@@?ASwC)$f9T|**Lzdhn*u6>60?ED7-rr=`NLGJIhy9{Ub?wbJRhC>hAxX@Z z#XVmST+5}oVhd);P0AKBzWWp7ad-g1SLNwkXSOI(SyyvY$37HE0FZZ@L_g7uYIKP2 zxxu)0acZI?Q%stDiMt=w-qjFEN8;q4HgXZ@h2wK!+rBD^Qu`q&I2sxgbP z)&L-&#qC{@lM#<3dEr|PW?V7n(J(VJZ>G)QlBa25!FO#=q;o&ba4<* zsVOIFIv=d*2ZGz(FCVk6Xl}+ZPSdV7 zs=v2JUv$FWk54an)w$_T;m5D!HNj2vI(wz@mA*81)RA4l({JLQILJ4cA#e39<2z^ zzVs-(*BJfS&3@(XXDG4%Zi--XjOHND;AnLf9Sx0*cR976z>1sB0;-1?&`U)MNGi=b z3#KE3VIEc3RFJhoj|QUI1&t2m%m%$Is53*Xl1`4G)tTB+e5>|=R=e1)VfDQnJT{I1 z%RdvP4&X00r+sy0U;0616%Q-B+tGbBwY*iW^#0lIHKRv~hL>|5Pady&&vv8TRXw>p zNOchWRl0UB)#fBTwSOij6i?$oCdns1Y}bUpOcizPh63wed9=;ilpLK71fzQ_Ic zEgrub?}F`+J^rpG0cEuq@t5*RB&O;aX)xl7cC-`m%QYUGoViD zDIrJbzmHJ=yqH7%6S!W!rIs(i@@e21zRUA~Wr9Q;4kep4I35nS-Qkj=4Avi&XI;~a zqIuSN96Udh3v-%riN%M(H0$1xA*T)+)UPT`wYP|}VPltBwA))inJsOyn_Iw4DfLo| z<}4n1oFh+84qlGluYYffCFDInRS)wZm^6)1A#^qOl@W%S#`VP`8zQx8RPIDTZVrx&&B9|~`Ze=AHyD0f!BXCJQ9r~==<;6o z0y5qC>+-VO>flm^8Y(jRQhQs=#ICQSba$C&_@Yekz%n2v(&gOVucYSX8{zgDWjHVv zW8)@o_zQkc(YvtyrKgJd;8Q@22$9I@JeUV0hVsfb+qKlySD6+V;8xIdPXU$pt}uF9 zqj=0_=UYY|Bixyen^J}b++GAWnZE(E`vhH#`ZS5<- zKduE)$8V`R9cGv1Z;q-bB!M~#ruLOyGL zdTC5myh^EvawhyRwUTC)(CPqhZmm`siN{7ou1vDHqjId2{4rX^&9jiw(K{lrE^%ct z7dlGkZ7p6wl^UHqn1cg+=(VCI9dcbQ)@$;$GJ$D$td;7T2~(U26Wnq0Ch?d`cMYht z=g{hHGia4hp4R?LaArK;-*WrOl3h7PZS|;5D808jIK(%r5PQadZS6Tctb@z`^pP-( z51okjB|MP~yQq{jR(PZe+wo5y;MGOUQ+{tb$#EQ9aKN}{{OSA`PK~>BdQQTacz>6G zH6N@_oERxH^Ewi7w0!-UkGFz)K}z`{*06e!=b~}>lj-^Tvm+2oH~1&m*T~eO7Hc*i zS-pvAh*2~4Yv`0*R0oMrtdVqGA5EYGK=~EMIEatN_HY zS#jzJuUT#tjDFjj4JMh1vyLEqyq>ve)B^IYP+D1LW}8{1+7=H@NHopdTXR>Y;PBuY zh8+}aK!iC-4C5TX@f4~5GU!O+s(i828G+-Tm5i=O>S};DI~_vj#gN{y zJ{@4=#o_69;U%WY7n#Xxr*jO=+QZ>Rr`bv6#cTUh<3f=AYi(C!9kosRa3+iw#q&3j z3;)#bjO9N8_Iv+K{aItjUt=|sxHqSP`mNBB9^vWyoikA zF8+A#p*#@#v22F(>^xt-K78oL6A5qI4!az9K<~yDi6j|_+oQSUHVA9mBYKeS#uN$h z+$pLgsfd|7E zV&Ukx?fWbE2k{ql;Yg9;ylv$xs|Uaf>>Ea4NZ;_trOOM-8%|)D@^;dL?+c7@NZ?@E zmGT4f8{Ye`z#*$Erw7j$mKXRp%)EiXotuY`sJl^9%Ci_^v?jrrqF99(F_1x0Y8P~# zt1m1OqzROf5||_rWDUg#5foRHf19$CGJv^Xl!=sciIhoN#auSxYBKtXa;phF9 zG)aakL!mUDo;^i@Vtx!+P0@B#fjw%18X&`zA%Bo?G72>p?)bSb<4Devq(AzxF`kh; zY7E1bL02v{0c;MdE9*#6HF~y>+L*a6yBObMPNb`RPVSk6vQO;FvLeHs@I3mu|DiEM zP^L9LY;<5By)i{lj+i1YiDr~rO}aISXkYdg{VDR4QaQnJ-=;B3P&}7vIzedPyD_c% zhp=c~;q*)zg!bvzDFsX7>pqq1k8TAcvbw~j(UX0YYijQ(LQ1D3@qMCeX74ycYU$DE zeVA*q$8bU_k|gEPvVD$gzQP-4ORovmi?mFD8XN-5LG-bbUZFF!WX5m z!HOvr#uqoU!Nix|v-#*CmonFZ{`=GgU=7$B5- zvNZE_&5=qa^AI=wAgy_P{-mkGrXxZ<`NKKyTYev*9A&3`p1CZ@C#bg6bB@c6$xwP}z6-M92GbL^DbF*fcq{B9;{U_36m5>_ zmh6euKiIJ(Zf*p!cZ<*&vp9R^2JfGEUaUN8cx%&{B`ls-GCeDF>)n~w`|W-f_bA{A zL+G1vY2A$Wk=?EP6P$liuO!-B+Y#9ls()IqG}=7Ht^d=9*Z2U5xVg9^np^cJyw~gi z(Y|8i*}5Y(pX>nfzLKq3%v;LW+_!Javm{40PnbgDfu(&j#z(qO1g|-7QE#H}#fK2% zTfv@hLAT`M$Q*xY&7wK_u}axvjwZfS1K4*vO(qbX05{_@AxcqY@R6$}psePC(>*dA7Y%+aiB`Ro+6HFINZ zvA)HgNPqg=)UyfYl-Pr1ZIrv=dHMD9Lu-c6Xls4g^1vy2Yl;w%*etGzW|>=Sq_v6Y zRJJuqXvm|XY{l^o**8^a@@6ZK+!j^gU$}3i&dZ#)Kn)$jM21Q>Qz_24Z0D{f!=#_oYOfQe*scjnI7s^jUpQ%cx9O44X#DWn`-MM1C~w+no98;~Ve$p1 z_Xo><)Pren@D?!b+QN^|xL^Bv?SVc(pf9NI!1J2RkI8ss>89&p!w;q}Y-^n7TJc3V zKqT;o(*fEw(+k-fYhbVwIPQAnVebW@H)iST%nv>=@nT>3%J9XeH%nw74?KM(^y1x{ z*7y7V3imPK4MXI&@j>0C_M_d4`x{(fQr{5Tb=xD^8){%$-w4_b#f$&jhxhov!MN+V zN17M)ziV7}V1M7f@m1X;TR?W;Kp%MP3iE~XJ@@^$@)gOW%^Rl3K;S{&rSYTg8^L?d zd(?aX`~KmB@rz*J@1U2$Zy%A!%fJ6ZBEu>`RD}Hbf)X&GDG^DF&g4ffH5f@vt~40+ zX;y<1b5as1fi_V>K7mm$VzDqr2Hioj(wb&9igQ-f4eN+p+#FHGO zLyTv_pHaY@3_hNO4PA9Vc4g|YJ@riXBM<*!m6^awFWhIn@MuX1?F zlp-&N&~}p_RI_nJA~<%fuA&|^v$6Xkwubr!Np_W8lwPQ&qL9dGndxQv5mn3oVAXz> zRMnum<*XRqd7w#;A~>n~hYCP&G}VmdnPdqoh?#v6KUpgd~yhyuS`gtKell^T>FYfI5mq*SHYC948k zfYuh#YK767!*qKoY8JoPRq51$DTo${Y847vrL>wr4U0^6!;AtA1}>n2MJl^~MiGb} zkm3z=2SR~O&e#
sG?iUsFh0FMlYXY0d%zpX;kY_)Gb-BT`#ECI@egF zwM%ga`hc0ijut_#ajtcZsw>6oW$SSs`7|l;$&ggb)hHvCT-997T=lzrA>a+r z2n=hHcU{@CZe-(B5Z*j?FO+FjdS&|T48La4E+g-UlpdqICe7nVW+d>k1*ceCx%mea)S-{<{q6qZ3n#HCmQ*)VDhCi&OHF2FtNL1%jV*jjQD&`W zc}8W)lcqjOxvp*Ns_dkyK$Uj6A*j}tr==^i>Y(D$_NQJsPQ{QdT1(lg{8`PN>T~5Q z=ZIJfD5@>0G2gI|`1`0Y}J0^n?K@FioP*%M%V%05a zv?`Kvl1h>a>4mtzEkGJ;p(oi_jaP+NgIBRvwO2%;@_-s*^|+$71t*Zx!UYKPSQhFF zg@-0T75U&hs06A_my1;OmG@OzEo_0d76K~*^TR+Q3xH$eV{hm$dpSrA=lnUS>rHXWPMSw_Y$#g`~}FrgGG*X$!SpHclOtwPK5<9-t;9wVcX^ zsl~h|Wl_(rsKnZ#MWZHX(MW!t-hD9H1p%x=Or<%A$?UOR-5}Y+m3qyUW25ZViG`!xEGwDQk+B zsusIu)zy|&Ylmp9!kC3&o4pn_hhN;P4D-MiM2AGJ3dO}zYt2;+hfHq6tO89tuD>s3 zDz|=C(Sj|Y#e3C#6}swo26rZPMtx>^hU4(FRYkv;X))Eh%~rm}V%60lq*bj;QNLuP zcB7zX@f@`HcLTBes?QnonWICHN1R7ptLj?uM%hN4P`<+=F{srV%?8ab&RV}kx@Dw! zq=ly0K`*D(aIHY7;tZ5K=V7C4*VSUxY}InuEVO#FYIFwckat(uYV0d3kl$0?Q`l44 zQ`%G8Q_xesEEoc+Nb}j8{ok^H%xJSkAgV zM3HQ9-HXj~AR1QuOChz8%G!{?S3}Pu$BiOi=w~6dxVa+tJmR8}W5ruuA!4B-8i*p) z(g)BJl3Px5!~`|(N!iqMDk_6GKs9=DHjR|$1t3IFHzDz95YtB8n$NfCxhANRPwb{{ zpV&pA=R()f2Gl@Ed3p)yR;)*cWziQR1U2$;>WSObz9_q2f``CB8K9z1-~GddHAqU0 zOVF02Ar#OmsNJpVQ_GXJf3#6y+``Dw9#qZ$m#`|!{5TZRKhdZ{d9e(l`J~~WDQuWm zpnbyiq~M<_te;o3bPRxcKe<0apZs3oUZq~CUoBs8{D1bU7#FiFra{_{<)Ic&uKppt zYJG~vC0n&y1$B!Tpe2YM)cwilmHE}tKPVtBpsrVSt9Ywyt4<`}X^{lf20=SQJBfqn zL#3f3wdk%|jY-kj%=@<|ue>edQ+cq{aD^JMf2>!0^l*lQdpE0W(= z-B;LG*;m?E+gH$6(N{tO+FC?Ax`139UmS%&DW0C6;Ge>tq@Pq@&0aBI)n7SY0k24} z@~;f9cCYCH2JceuTJK6C1$m&prN9~GBa!1WXx=Ty)ASR|Q{9v9E6=OvtML=b--F_O zuPm?K0itNfxG3h|gT8{k!|?ooaVy2HL6I&z7RE>((M431P`f_XD%VvLrQT~SPeX)~8vjE9sj#U$jr8|PdMGR1s7a-Rvo2a54g zZhkyIDXTriqNv%0zrW6STw??&wrE)qW5|n^Attw+K6pJb!cxXXd9zzzzaw+ja>C&S z#gGlFn5Dat>rOe$P`!#B1LMR=MC65k~_k$`f9cRfY3nTRQ}YJ zsqCrSQ>9a3Q<+n@T$;T)WzgkTj^Hh*MV+|I1WCGxjA9ErbfbCVad)W9Rv=4e@+FlBSG z{hgx?5@i}6ZgZo(MF(k`@VF6abEUma2ho}Exly_xxc#jTN~%Gp6~3B@VQdhW>KsFp z8lNv1((`e$E@d(%kh4V{x$(_fwIlzExXZMk(c7t z8ZF31WM{V!*_QH-^6K5zW)9bouj7Ttr`?idyTuVA@m!7Y0@5R>NJ1K3SJu#FQ9Tx6{o-x;Qvn~Uk*9V@l+R%?!HmTOn$?{GI3bVRVcw|2|C z6{~lAS~xBu(F~y>%A$Q8<>52haN_v(?Z?dCzswfRh`D*=i8O0PYEJUOA(q3dyR>#PF7wZ*xQ0?MeY=v#?wAw6(l9JF0em(4s zzC8uMJ~?ApMJJzuzVJTck5QwR^LB4M}nC}m0#htCeRflyru0HR}vIz-+6+eeI*+C=J_y~_n`#Qry z%nkSOUl(k;c}mXku(W&zqEB=WYejaD89Vzzw(x#R^XQPF@HF3WD`FO_@W|dPV@v3R z+#n-2BRY&NLPp?iFTQEW4F)HD=!kCCG(!$_XlIq@U#NS@d#v&1bVP$5FGNb^3}h98 ziKdA*ffT5C&?eBqInatVw9%oEtIE4BS#Rwf2KjI8C4-#)Qt8123{D~ZSaV$!Uo1?g zz3~oAX8QOS%J}7_FsOrs6=42`HZvy{%@_ z?sP(6DhuTYm4MmmRP$bn@2oOg^L{SrT6$f$N{kNG%v0uK`$-+Cx_JG``TgRRMW7y9 zJlo_Us=-0=uUw!b2u!X9PB7sEZXIkd&&O3quoly>QdDS^4)iiHtfU1B?3fIu^*5+w zWN_T9!f2jYfE+7}XnGj&;7QCkgDy}2v;yj70x5wgG?g46f6(M_paPH*+vGn{G)myf zg1=XSTb@AveQ^Z|RMD{gorp0_&VZCSCI$CDf&86JQyph$1gdD+{wo2oRsAR=0)tZz zZ4ox8v#7Gsw3mFyxpP;s0~_fn!*~a+Cnl)u*%js7yaO1sAB>G*9NyT%$B=^o@YMHKWIdP8PZ zb_I&lo6y4_r3;WUeibFI!kRI9IMe>#;F#H8#q^eFa`VTQx@?m;Ifj%Lj(=Z(4yn`| zoId+|QJW1Om<}G83Z|n9-JRuvPq`}k5S$WcsQ_~qN60vn>H=NRa!}=}a<4zcIlyCE zZqDr!h!+S#InHM^Vw(4km_n}W1rx22lVS-cjLw}gIb&wIOE>wrgdw3B^YlI+VZw;P zmK<0+q*uj9;OR)qQ#|iF`qDZ5vTOSa_OyJ+t7+|r+FnuHc>_at#^|tnIo?~ja!g+F zo=yskDSAOP;qX)S*+U8P9(a~fW3{CZ(S1X#cFK&mT2-u#@Xm`bYlUz}wIXRdnuDx| z3YGckY;Pu3@Y(eTG0uJPsm-8)YJ)w>3JIMf?t&;V0afe^MjyrWK z?!ctPsZY4t#r(tXgods0C+=&<-jN7>4Iu{VJP<6XkIi-_j?CsCguNI&Da^rg=Fl=D z1(!YcLB_jA+iYk{al7*)h4su#llRWgF7P#-dY{qG`jAF8jtEr?dDnQ-qOejp2)`PN zj5&881Z65X!n)I?JDfmg1xuhlRHpo4*L%nP({ zz%;!Jph;g4MFF(J5Ax>#5t#ysbd^0cy%V5GPmmWJB+m;<*#gpM3>2ZOjG^hR1x=zi z!z*(#8ju$Q+yAB0U!40BT+RbB+X9kg4CJP(yh_vi3N&d6>YoQqT7f7q&0xQvcq_BJ|>f;JzPrdtO6>SsZeX33;de>29Uzx68-knmxAH6VvR@3>M$K;sp!M6wUik_F9vJfm`F4!ho3o$Ho)Woc*?@<>E&|UGq?tEMj&RSi z4MasK!Pjai`@R^L*S@~}z3xn^_Jvllg>th>?l3!0Zt$N1uSTkv!~LhX2?-qEP+oT@ z)%(J$xI#rbrtYZ*gs!o!?i|SF2?+I{1`837|DUR-vo%Z|p_DN~uVG7*u`E7{sP=8TifVQa)*C_(@Ip_g2{}H?6<+vs1ZzaXIha8Hn^Ly zg53u^i~J6d<@_QzeuRGU`4xD~eg<5Kw8J!aq&-!!4Q^sgW;~#ecD46U+RZL-R@YFJJ7$yKz~?O3%x>}$U|-92wt zTv|}Ad0%H{u_Ch1&Ud)qW@avQYQ@kuu`Jy_ymr3H?kKo)roD<>UAW^yA&mbqQt8ac zif7&N^W4f{~DJsm4-gz@PpFmQapU*4O4_M7n8e>1(pu8S*m3IWyEMYtC)-hc8 z#y(Z5DrvFq%S3!_EyCi|~TIxlYT@eM9DI5Qk&4UQEehf>jvpYwqO&;RHJiz(O z$Ok5ZZ54m@4ld8~?My7UXcjuAee>o4(b2+ttvB>cImQi7dDXG%o0N>YE>!F_RS>O* zVivOaw3d+=Aqh7`2 zd!5*&U)Qf?A}@MX#5(U@(3*+3{iG)NLtfc4f4iK~Zj>FF=axWrv>8jHc)GeeZ6uC4iYBnhv&4F) z)XC`&C1*`HWhL8+!qQ(xuu2_lxDQRQinvm8KmIB(t1gMn8js{Qo8KXRnPy|3y0trd z`q(yjVCSEa%i@+7UaLGDJ>)uR;}ci7`tGBVm2u=bgva|I4B(4*Gj|)V!X@jd#)$E( z*wW6`EB+e9yTDUu8;9(xVZf7UcY2z!BdA&M(xyX^Hph!i2}kr^JbOPy8cCQ-78dV3 zXO0O@7xt0$@%Hs$_Oe>I_SOsMe&%^6|40f!zO=wI&n5n0nY5FUfx)n7+RTn-1bnwC zrnJYbr^MAg_S0ym0`QGmboird7!1}4<1~?jb$WEoHj&$*^~~UVm;6!}Z<553g9Gxh zE-7`zN5};OjrE_njk7d{rOHVp#b<;(Id%g{JvrUmw=fzRS@0%9-eFPn%#M6-*7lXc zXpHUZA4^{Di3^37f_G$lv)0OoqEl4i`hp2r(T}cMIL*H6UTS?f@V5HZ+qKK!<#|5a zg0kj{gf&!0vVCU7>fP0h5Ub8~`v-`}Whjh82lSxo{<>uOA-xn=5&e>wEK;rE_`905 zvBG=4@*R8=pC^wKn*DL^*zz(0!v9uOf~353sD4V7h<;y8)?}?AWl$79y+hHPHC3Jp zXC0XzP7K0CX6kc(l#BOUksi`dnHJGsjLBN5HC!7M4Vb>E^XSf1o+_ z&PclGT==8tuHh?=hnnJxBE0K26vULV9d09TRsE|9K9ckq>$E;L!gWhR(({4CX}v6g zdzTbzqW#dyC=&93N!&bU^$e?tncw=Sm< z0|cZc@u}Q`pUu3?(0LB6e*I-gMOaaLuZ}R)+S${e^ZuLXHrbLs}s3%3n#P=%1n%A z4J#xXEH^KV*t$WEUf;d8>$4*}z32pw`Qa6Xjy^NH;-ZR9f2Hm&6VpA{Zmh0P@R->T z`HLZ$X~FbCj{Bn{=}&W?KNsjule%ZJeM1R$G-S*PQ}&pB#FJ}$Zztv?IwpDW;3i<8 ztUb;hG*o558C9O8RkqYlU~X+JwO{De^-`k~uXJFN;XbON8gpe#kLy~+p>8Ws8Fx_E zRpqVQCzpbD@0XUXS(_+&`(Y5WJW)G9D|-~e#4-p03ZjGQU89=;m?&W0udr0B@}ynrv{NEMZ}8ecNHVNIVO zp?qsw4V>2G2&A4F%^M`XFZwGe-GF@FbL8R8C?5InBapYu`}u;@_eI;$Z;w>IyX~kn z?LP!NT8bV-ISK{V7RVH|s=rIuey9r~=}bHa7Znt#aLKva=q+x0bna$=LU zWfOVbN%rd8jWy*=-bs4Hu;BK*%fMNSO~U@U(7|GLhPeB^+jpM5dr|wOb2zKSaR7Yu z2^%PWeP{lWgZWR5i`A=o1VXyB1jD#2Wqwk96CA2{4}>_YGK-8kv9jFbe9p2hDcXRQ zC4;k)g(m6Vh{*h|ew3g;m#encTYZXf2v+sGdM1iaRGk%8$9`8;P7k9otj`lU%UQmw z6dlUGOPpmad5M71*1p^o@=+H)TTm|+;-oqv{9QdlSUhHN&^_(&1NybRD)m^%m`P1a z=vVcTcGt7O&_m}f*iL_>y%o6j_3i%*A9~3AxhbU;|NSC=eWV5Qt4t;cHLv7T(p*|km z_3TP0Mdv#LSPGUFQKvud+ckgrwVmidMWENzoVXoQn~yt5xo6fRR#pD)2=hDv8`}Z zBqz;#i9Z7YA?w@LG${go|KIq15?<=FpU$Fd8x3?n+^e_;nnN>ia0)EspZ*eilM=a| zc)TBVY~@IJ&w+1X{kioogFEZ5JT^{qQ94QD*twwc%Fn>1ODxCtm3!{=_<~TrDzMr< zn>RkYaOIQPmx8&R;_jUv%K8r*pB=vP>8wk#SdQB(_nhLUlXrZw4HS&-ryM+~zcV|F z^}S)}9}iUL{zvfY&;#=HNvwBvk^Fm8v$FZe<^oSpu=7~U%5L?2S5G}#%egLkV?GFY zKMnxz_*{;H?`5jlZX)P#Z|~z+>Y;`YI&5qo9bB^|;Mlt8YSwIO3o)zWwOLdJzpui) z&(h57@Mx5`nEa~s$3zQkSOxFA&4#hIWtDeHYSwn-O>^oUCAEMs0Pve#c>88ftk_>8 zb!}<(!|;Ni|JM(>Xe(6LRoAO1AyX^^T-74fPfJ#{J_rn4o&}G31}29ogekQ7=_wrn z-ql_mlx8oV*s0lr1EWUOtq&uzjCu8Q;VEX;@)dRe`+}!+(+77~P{urD6%NVyy;XD! zSYoHgpy%s8IXzlg2+$=3NR+0o&JqS~)fNh3yY(mB)?pL=(*w&fsav|DCOmUfJlFlZ zRy&i*5X1hnFER!-yH}lSEBd>LdL*I_NlBliq)SrLBXJPcPfrJbAT0>EtwUV`0=iba zUao$=xZLd-CDdc;+M_^Tt1ct*ml6*TthJO);C_32RTeYCrUh5j?8==7vHCAKG@+>z2iFlj_APa;244>TWF8 zMRqqbc)DdQWZ8DbDU~GQz55BXEtb<61>+gq!!dEYy0mjignW3b@6^?T+N(3;uZ*3D zn4yXa$)-|CLdS9yd2W!ch%~GOi^H$oTV6Rf;nw)@jl!7Xa@FI(0E`^(U@8{TasJu%F6rL)CEPq7QgJ{s}Jrh59Tk&d?-^Q zj4Hy0owi)6jSOF=P}HZV%1EzsB=-xQGR^EAL6l3NIHWtuD<`h4SDxHe8 zs-=X0dq&R5l5-x-Dw6K6OgcFEeLj`1=;9FfM#Q0r)DhV|q-`5hKioAG+nrJ1^iG7ajW*#dFGYkKX|xZmq8?3Po<798BhjW3N?U=?ncFJ$^gc}A6R)mmL`(v$V; za=hzVQhG+`53!ts`upGC6=QPK@~&b(Wpm?sl4*jASgSYw?t&PqE4_j#Ml+zRV)=T; zU{_R`W;Y^HK7WwkWVFJeO<}jb5J#%#aXsOwn=vst@t%t>L)T7h7tTpNB)lpVx7fbl z6sMT1weo1@^PH9~X<98SW~f5}H{LXOr*-^}vF~tGgYfV;ZrEv-KZ#eEqZ>DYKQHP% zJTM+)!^t6D!gR`K!cHgPb#uikroOh5X&e)2fi?A5K=rSMFArVnYF})vZJ!w@`05KS zDD;hE{5>W_JtvM$Jl5m$m4;`w zz2_gd>;4$9l4)v3FpV!>%nV*^b@I>fbnGYJM!AW(zG_5bY;wyI z?#TJPt{oh?Q8sW-?gnMB#yw7&s9pXEkvzwb)6L3FbT3lsb4o1kG%xX^Jb2T!R=M68 zP_$|eo+PgM&R~jGIp#x8g#P9y=zqg91ke=y?eEB2oloP04qWG=x3pl~#&{fZXzR-x z%HolRPZ@)S^5^y9DJL!?m1zYp?UjIKklGH2Mt+7*Rom(H)8 zVZUt9a`lqGL8oDjN*9dTJ@)$aHQ&9Laq>WWIy&lv$?gKpTia7rkftqd)y{k~W$pVP zy?nA=)0F+p`Moxs9NytKy$!3RnwGkuw;RqHqvd3Sg;2@GPFUO81I!BEkOL|JkC?S6L{i@s4LAcFU>B@e4S5y%CcekVA1kiU;LzVm%>Y<|$NorUCON50JjvAyJ zKqa=3#1m8kv6EOMC;JV~uZ@whnKNwT7Jkk2rkmWjX*~-JKx6i6a)BY`XaRh?ccpntQsQgO0%v<4C^X$UmpDXKxeM}WBkX!{MO3n25l7GB2oXn^ueR$68g zCEG^BQ18zah!IGN6wnCgAkxV1rVL;rff&C1or55#j?_cIl>TlafjYjRNLc_yNkJh< zS!uutB?TNx$s(vGf?5LH_c@3RlzJ*q2AI?eQ3xprQikdzivnsw$WrTaO>CIyk+z@>qD zsaJymwNS6|?f6fQ5Gq&Rx0XKwgKYH9&0T}amG`Y&1-3D6zI58}bb69%D%94nvVg!g z#)k_0uiYeoX8!Id^_PyY&2G|v=>`QT@~HJu|0^nPYH=#3-`B9e4?XHY{RP}S$>>5M zK;|~aur82`uRMXea0qOJBXCpw8*bn7@+BeP=mx(}Pe-t>7+@TK9Sukc6yy+9eftB( z!Z(6GDJfv&{0#>SCR%Q5AY@C}Ldr$9m3wJNZ8dZIEOpA)vyB{;O>Ps`a-(`ZEQ^}0 zIq@D$c>-MZ@hR~YHJsKh2Q+RaotwNaDS08=OUz_vrh#mP$BXeJp=a{%A3UydYAoCC zGrQ5}W1q!Wj7FYM_0Tk4^FnF*avl~*Uk2k+E=vl$*#>^ABXaVX4*hTD=*|7(zs`e{ z%-^R$%AlqnZZO&3f_Nuo4B{#|>uj?%p2cExZ#?hWvwCMi&^%VB-^978LwseG{4d%| zO7`E0)1a9eYRwSsbx6{SjH~BuoLyvHXh2W5F)jWY=;lq!mwbL9y_D3pM{msMU)C6) z@2FwjfoXJO$bBUSf^QzoY5=Jtb$L3VYk_li#Nr(7Eg>FK5-^wqR2*W5!#TShmXyT& zStfyXwH0NRG;qbD-K_wU$jzrYqirCT7FG_xWxiDbxNcm)9_yqIkV!%gs2_$y;Yg?q zObQN%$-t3fP+1WuR77;snDKJ8wqXT`Eu~qZf4(3{1VRb{v4Q-FQP(2s3*z(@gUd<- z6Yx)%3_=>n)Q^5L2-L5BC?_&+LIk4TrVyWGA iV|LxxgKc!zjkU%NXW@$5=pJxc;09QQgf#Szu>L>r{C%*r$S*FC}B({DRmC^dKQidT7X>~2SO5w4K2SZuBCa_j4EBX~f?ZO?P9 zdu~hXx6y3}VH@*ZwaS}cGdpSPEAw+Y-^8P)m5QckzLKRkIZp+!#09Lf%;)oIPmP%K z*St-7O4!}$ghZSoIcaz4NlNV!1B+|T`y5P1FqXP!O55Q$nmBfRFaGfU|~`M?hcZGs*qD@)95d~(KZ zG*MK<1>jo2ZAVGLMLOCV+i|f7QOiV@QAysCPuy0`J6ZNgzQcTDmgAM;z-P9^y0w@h zTl8vT#nQ~WT5)>w!OO6@z0Ds+*eFlcz}%&;otdMZqh6;D`54{f`IwDP^L?Rt3N)6+ zq?C`tEoye0wMKOgVmS2$?^p)cuz&iX(=)sbVl5dGT*~zZH@91<+t13PA{$c+7XnKL z^XjFy>&Gog1}!#v%o{1EM*X-2yq7}uqLd%xov)v}wN=^e8Oph6Qn7Zivi>ckrcR)s z43jhH_a=FyaLdb5H2Lc?rG#@K;EoGFkHqGP0fD(pHIR@c$2@mJAN*PCrSP73t4qL| zk%Zq%Qg95GoBPXRbCQpOx6?(fI=Ah|##Kr=bxZlCq?DaCj6{6;m5(Yv61GsCyFVz) zySn71D{-UpH0sGH=Ukh8mq7Lo5XIWYF{@H*pl=DHeNc8IrUj(%AWv|!_H|=BV^eIz zpqVbEq0X`W8m7p~rgdmZBLw%vJm{|Ug%7J=(z>S!&(J5Yub2qpC~Mt&Cvx5?mo2xl zYdq~JCM|>mo$_sX68k7*M=GJ1uOA;4}lnHRM%A7w-pe23M3{_aSuWBI{d6I`g3#jBNE_K&377spd=!UAwcKF$G`bX+Z!S9c!xLTFtdPRo9 z&#I01mLP9!qiTwo^{)iJ_w9_{p^NQMg8EswRUz24#$0e{Uio*~w5V^_6UArlBjh{*CVs7%ZkCy@ zpv|s#wPFT}bY|F?yMv>}{4myP8KG3tS>QVfYqo1aY>Lu_D#0V`d14^M+I0A8?6|Wq z0GU93qc6Y8F8!$1AOz1*r_3s7m9+4UbDS?$v4mPnEpU%!@;~uTQTR7+QD|8s{$zM|1T=!yYi_}fO8E%SysKw&K#~U+43Nyfa z`eu|NrG~r;Z){&T!KdG|x&Cv+`{u7dGOpaWXyi}sI&}X$@=ETu8_J}>c`whC z-FQg}G@9fqVBn(Bz6a!v#pGL^X^zMA%)OS$ElMVP@A^!583v#f>isc)83pE99tM9R z>rKRSzrd9gW1Dyt-+HlGwkhAh-&_!CN47l$rg;p4V)n*Y*rm@B5v1OVb>E%PXGdlDbKWdqIBZh+I=TEz4iu4=p5tr~(N) z!qmJ@f#QfPh8~5)myGmt{o<^IB3@Owz=1I(Xc%UB?R_8D(tT1UlhZ~`ELKgqah7(y z;YDtBUMAnfMv(3`7n_i-ezuh``;G(Y#QuDk^K8W1ilX4B{_nyf8}M)LNPM`wi!cio ze8YtOcqJn4w!`cw^MjHL!Q66YC5vp=6@h`2^RO9^?4_rov>$96T!ssR`Z zj=n8FCmj=sn87hp837cX73-NDuE`ey_rJ<;kwpmMUfBbX9|%7~O8(APrWu_M%-Raq zWZdu-tol%3JJOtn&amwq*&)rFOx|rhEzK5;_T+8;r#-MCm1D(>WePx_)*5?oiCb_d z(Tp4J{lQFq7Jik=+~*8H29WIN0)jn^jPj{T1^-y6Lq|(Fik(xz^=e7FYb`Q-p#;S! zohtz9{ha_%YnV7mFgDJTZT7M+<+os*;9B3~j|e;K;&|R>IE&~~1OHz4yqjYKDB@ie zse!9^CUti-)T@mS3d3mAAamLY^YQOnDt^zSTsLf+{PlWhPA00o{*yUDa=5Z6N?$TV z{`0xp!gv14g$l9#oa+KV>N}sex$q)p-#elxZW>vtUzFrPd66h>CmAmlmPD-i^qf}3 zZS-uw0kdmr8Zfb~fLi>mbAhu0KJa!u-PYql<&QXA=iQ}YhxzLk+?8*5$_w>r9>0!-_XxO_=& zCxL{N(oRuBNYU%|ZjSBO)X;jJX9OdRG49>W>%oy-ixIuA=yVRXBQ7#dfN4`qA_!uh zT=k_0%Pj?as76wXAc?w&y^u)sIebJ^HVilei?N$;(JP;1)R5%eC)5cL2cS&F->bxl zgcwF##L34RqK6fDDdV|;lx#!uy6hP@(ik?Y`*Pyc%5e10fr{a3onSwof>S=1GaNj; zd?)MVfRvK>i{2*?l@;6xDWSHVzRd-L@rNH)BAO$W9=9`#rYa^&o)afpSE2Vl><}tx zR6~$W;bX^uI2qB>-2mepSjOYe?kB4DF9oekYp$^-ku1AsH!8uYUka-P_VW(yV_|axjIdR@BhT#x4(5%db%Vl zAq06ye$7Z9}4;AU$A%EqnBW9W3x42{Bd!^tUjGSYC1-dUK%4+akztc+E>ld3a>ODee0LLKDf z)Zs)oW5{~=YihOG89)XW6bufBK_TR4_e@A=3nED?Y4D&~bIs)~lhJqgl zguyY$<1jEd67$PPI^y~NDZq}Be-r+v2E(9_PX+>qAkfDEVF)PtI5Z3n{lf=G!=e9? z@hcw!fusH;grlLT;~{Vq5`Da57y^O(!-qz~k3+*zC?w(-G+dog9f=|9XB%)}AW(I7 LIXMG!L-v0G%A@Eg delta 3047 zcmZXRc{tR28^*IG`*@LKjBH`-Grt)#V?B*+B9eVi#=Z<4Tekd82Fb3mC2N*s-;O0s zC6whQG96h%21$ve#`>P#zs|+?ukZD_?(4aq`+gp`F=w?fHzqNGefHBquy%er>M3*j zRP`DC4`~Esm=!&V(%f6E)gO^4pWmiCnVDyo{p__5x96Xo>(`A4#B7@>b>C~dL665$ zwU5?z+lw3OU8qkoz-Z->>G8LP5)9sA(MNR6XdR=ws+*nsP_vDABwi-EtL{DAJ)7rT z=-w^`@_W)ZVY?8JeIWNm=Ae#|pOF1ZxPY+&8%nZWK(`w%Ksse*8+vi_2ieJ=fUK(B zY#2CI^8A$_1ItL(0$uHxh^Q>GWZ-#u_F3!eTN@V1?fYtegZNiV*XT2Riggp5cP17! z8BBrA_M})xy7!r`VJGt8|#C3phoj*x;5a%9lXj2l*9?;nCS`L_K z{`{$#M4NLr!+2Z()uXI0=+hj9Q<10WOqd>Jq&Gp5nQ=IY|F2qPm(^yhaOmsz;w3HN zu@@&MzJ6J19deF??vw;SdOs*j_Z;<1`{`OJ5(nPBp{A6Wu!WKSnK&TGxGS5x5ofDG zUs5{kVy)|?&I`tlJ3XpxzHV>tUvBGa7h}_#(It|TRui#jL=5j1h>wlFlJ>}buhnm! z9E+T;HFSGAp#kfxM_VV=nifk+6+R37hSg#XHBA4|zd5zrKe)nX719tpqUdh1UCDu| z5(eYU)gyvT19Ux!A_gk=AsU?=Yiumu<)KNl2|W26MD>r5DuIHMs|bfDa=o-A*>Yj& z)NswL$`Py>MnHz$uIy^)1D^YLpbv@VG|@R%lsQ+-bLvwRwP*PO2VHAgpSl`1tY2uU z@u?t4ZmO{p9yY2GODg;Y`Immv9i)QZJ&%>9d`M<$-EWA z%i8LBf}f>uI(ZTctQxCTs>O^Ln(6uyIU(ymqM&7-tj}NQ9bybMP%8*@x?&RZEgdmm2qlJpKb?u_E3f4_^y{U zl*w(#n3(Jwj0{#HlSbn9-@2Nm&E8K9i{52u<98Zfb#hHDcPO60=$h4-r-WI%A9)J$ zZ8)um?o&llT3~ttFl`Tnfu&Ij`}FUu>5s|;N2%P)yki|EH&63j>vzrRW-+eNz6XR~ zK<-cJ#4E1#Z~q7uD!2^Z9uIkMve;&^UN=LuSF@8g_vLSMlw5+n^hxtY%Jx^j`zE!r zASC{Q8l<(gB={v8#o;(b{c#qVDmc&5bVobK#ld4+ByhBfT%YIRgdfZuqn|s_X{xz- zFL?AwkRY7&@oGPtsq}7ada{Q_zreU|RvDv*g7Fa5~z{Z+2*0 z6akg``?S{WcL6J^`&WEBm0?4q>h@1B*yx!#XFVsl6v>8XQ7OfUpDD??8^~qyfDnEI z(35gNdOr2G(!PHWWE#HtHg6BVy#8MKbUxHdZIt0j*7XWT|$ zyS1}h?p!7}l}cyb)(FzL4M(@(>Y%}7 z>n{&IwS_{~Ff)Z5gylU&?H-`PCMHl?X$`GknlEBr9HlAey=^dEsa{KMyg{<8V=KKk z8v9p@PeqH$vuEE;Z93OEm>S@VvW*>u!yT?2B_9I~j-uhpO_$&stFwPP<#uBsAtO2I z552swpptuLO2x+|^Pek0(n*KEe=zAqbFaSlaK2piWsKh#dTF47w%05K_amLd91$iJ z*l+K^=rjI-p|kHF2AF8nw1GF?*uz}Zip%h20nP~JVo@|bnD1t(q=(hZ?%=W*mhVzC zXa&ob`rESAS>s1==SJ3*st;Y6Ztkx2`=MeZU?5+`d6|?(4(W3l!Ux$Gv6@-p$z7B9 zIZaKg8oiG!rXQVeDoLIx61XF2XDSn>y*++CXC%-v9h!dN+9^_>5Efi9bCiLcgC5$? zV`KDla2ts$?}lj%y@f8ij}(EnzPqQZC-JSpI`Y8lr@b!wB`w}>*5iD^lKvrGysr#j zfX+O*Hn$R|BkwA*^@dptdRWXc>7KR|%)WBE%**Qtww^lnV2$zIc$P%>!M?85*qe>; z)HLh9nRWWX%vLMjvS?>iIA8B&EvuZ5#r6Kd)24Sg-yX2OjTZ|ceu@0b+U-2!8H3-6 zQINZ6_BOr8u%DD%ZtV0FR91b3qyz&4u0CZhe+#;Zqdv8ht_0|99PKD6S*GuETbfmr z^^}SSg*A;e;RVE^s#~jBbSJa}K{Yfry@OfqcXThQV`; z*_Y6e0GmC3tLD^j5-q2Tyc%;s=!m7o$fBQ8%LQWwFfD^z&u{Z0B~;y9B@hxiI-II_ zHOe0p7=*HbrA%ePLEb+lxD$R9#d7VJmt6EBG%OHJo*Y$M`(Lone|p%EJ|9MG zAN7Dlhp{(_3k>BImkp%`ZA;B4=f6!o*66%{KUF8yK@1 zCk4VSNomYshcXlOw1eZFRGcAfvOyggc_L0umz_@iWyH>CQOY^b%#H#8Bo0uc*yfpd zp|Ds9#IGk2Ai??n4+;yQ)K4-TaDu5J&?gz7c9Nkn6wZ4%767A8F}NoK0vIgjgb0H~ zo?tlaiD5Vd8gX2Q0}#g-22dCPbxa4K0L(8B@ZV_x6#9e-0ASF^2ONZ^DHd$I)-1_hir5sn3o!cx}q S4Y+V>>KINL83Qvz&i?^oA1(3#