From 248e637f559b7853b3e146d2d50f9abfaa937476 Mon Sep 17 00:00:00 2001 From: Ki-Ho Lee Date: Wed, 26 Aug 2026 22:02:59 +0900 Subject: [PATCH] Code and stored results for the IEEE Communications Letters submission Semantic Multiplexing Gain in Wireless Systems via Expanded Embeddings: A BERT Case Study. Includes the shared library, all experiment scripts (training with and without SNR-aware MAML, the token-domain comparison, the K sweep, and DistilBERT), the replot script that regenerates every figure from the stored results, the supplementary probe-versus-cosine analysis, and the raw results behind every figure in the letter. --- README.md | 81 + bert_semcom.py | 785 ++++++++++ cl_experiments.py | 538 +++++++ cl_maml_all.py | 188 +++ cl_maml_extra.py | 77 + cl_todma_load.py | 42 + fig_cl/cl_convergence.csv | 2601 +++++++++++++++++++++++++++++++ fig_cl/cl_convergence_maml.csv | 1601 +++++++++++++++++++ fig_cl/cl_convergence_maml2.csv | 801 ++++++++++ fig_cl/cl_fig_agg.pdf | Bin 0 -> 35458 bytes fig_cl/cl_fig_agg.png | Bin 0 -> 83509 bytes fig_cl/cl_fig_mux.pdf | Bin 0 -> 24275 bytes fig_cl/cl_fig_mux.png | Bin 0 -> 133239 bytes fig_cl/cl_results.json | 619 ++++++++ fig_cl/cl_results_maml.json | 367 +++++ fig_cl/cl_results_maml2.json | 142 ++ fig_cl/cl_results_todma_u.json | 152 ++ fig_cl/probe_vs_cosine.pdf | Bin 0 -> 24472 bytes fig_cl/probe_vs_cosine.png | Bin 0 -> 122582 bytes probe_vs_cosine.py | 92 ++ replot_cl.py | 183 +++ 21 files changed, 8269 insertions(+) create mode 100755 README.md create mode 100755 bert_semcom.py create mode 100755 cl_experiments.py create mode 100755 cl_maml_all.py create mode 100755 cl_maml_extra.py create mode 100755 cl_todma_load.py create mode 100755 fig_cl/cl_convergence.csv create mode 100755 fig_cl/cl_convergence_maml.csv create mode 100755 fig_cl/cl_convergence_maml2.csv create mode 100755 fig_cl/cl_fig_agg.pdf create mode 100755 fig_cl/cl_fig_agg.png create mode 100755 fig_cl/cl_fig_mux.pdf create mode 100755 fig_cl/cl_fig_mux.png create mode 100755 fig_cl/cl_results.json create mode 100755 fig_cl/cl_results_maml.json create mode 100755 fig_cl/cl_results_maml2.json create mode 100755 fig_cl/cl_results_todma_u.json create mode 100755 fig_cl/probe_vs_cosine.pdf create mode 100755 fig_cl/probe_vs_cosine.png create mode 100755 probe_vs_cosine.py create mode 100755 replot_cl.py diff --git a/README.md b/README.md new file mode 100755 index 0000000..a6f7195 --- /dev/null +++ b/README.md @@ -0,0 +1,81 @@ +# Semantic Multiplexing Gain in Wireless Systems via Expanded Embeddings: A BERT Case Study + +Code, stored results, and supplementary material for the IEEE +Communications Letters submission by Ki-Ho Lee, Hyun-Ho Choi, and +Jung-Ryun Lee. + +Multiple users share one expanded embedding block of dimension +`d_s = K * d_b`: each user's frozen BERT sentence embedding is projected +into the shared space, superimposed through learnable masks, and +demultiplexed by user-wise attention. All reported transceivers are +trained with SNR-aware MAML; the training without MAML of the earlier +JSAC paper is included as a prior-art reference. + +## Files + +| File | Purpose | +|---|---| +| `bert_semcom.py` | Shared library: BERT extractor, transceiver model, channel, MAML helpers | +| `cl_experiments.py` | Held-out split, joint-trained configurations, ToDMA token-domain benchmark, linear probe, latency | +| `cl_maml_all.py` | SNR-aware MAML training for every reported configuration (including the conventional orthogonal scheme) | +| `cl_maml_extra.py` | MAML K sweep (K = 1, 2, 8) and DistilBERT replication | +| `replot_cl.py` | Regenerates Figs. 2 and 3 of the letter from the stored JSON results | +| `probe_vs_cosine.py` | Supplementary probe-accuracy-versus-cosine-similarity analysis | +| `fig_cl/*.json`, `fig_cl/*.csv` | Stored raw results behind every figure and quoted number | + +## Reproducing + +Requirements: Python 3.10+, PyTorch (CUDA), `transformers`, `datasets`, +`matplotlib`, `numpy`. AG News loads from the Hugging Face hub +(`fancyzhx/ag_news` fallback included). + +```bash +python cl_experiments.py --save-dir fig_cl # joint runs + ToDMA benchmark (~3 h on a laptop GPU) +python cl_maml_all.py --save-dir fig_cl # MAML runs (~9 h) +python cl_maml_extra.py --save-dir fig_cl # MAML K sweep + DistilBERT (~6 h) +python replot_cl.py # Figs. 2 and 3 from stored results +python probe_vs_cosine.py # supplementary analysis below +``` + +All experiments fix their random seeds (training seed 42, evaluation +seed 123, ToDMA seed 7) and evaluate on a held-out test split of 2,000 +AG News sentences disjoint from the 8,000-sentence training pool. +`replot_cl.py` and `probe_vs_cosine.py` read only the stored results, +so every figure is regenerable without rerunning the experiments. + +## Figures of the letter + +**Fig. 2 - per-user cosine similarity vs. SNR** (proposed scheme for +U = 1..4 at K = 4, the conventional orthogonal scheme, the +matched-budget schemes, and the joint training of the earlier JSAC +paper, all on the held-out test set): + +![Fig. 2](fig_cl/cl_fig_mux.png) + +**Fig. 3 - aggregate fidelity across load** (SNR-aware MAML vs. joint +training at 20 dB, with the fully loaded orthogonal reference): + +![Fig. 3](fig_cl/cl_fig_agg.png) + +## Supplementary: probe accuracy vs. cosine similarity + +The letter measures semantic fidelity by the cosine similarity of the +recovered embeddings and corroborates it with a downstream perception +metric: the AG News topic accuracy of a linear probe trained on clean +training-pool embeddings and applied to the recovered test embeddings +(clean reference about 0.855, sampling error about +/-0.01). + +Across 7 schemes x 7 SNRs (49 operating points), probe accuracy tracks +cosine similarity with a Pearson correlation of **r = 0.903**: + +![Probe accuracy vs. cosine similarity](fig_cl/probe_vs_cosine.png) + +Two readings follow. First, the low-SNR advantage of the analog +embedding schemes over the token-domain scheme appears in both metrics +(for example 0.848 vs. 0.772 in CosSim and 0.805 vs. 0.762 in accuracy +at 5 dB). Second, schemes within about 0.01 of each other in CosSim +differ in accuracy only on the order of the sampling error, so the +cosine metric used throughout the letter is consistent with downstream +perception on this task. + + diff --git a/bert_semcom.py b/bert_semcom.py new file mode 100755 index 0000000..18368e1 --- /dev/null +++ b/bert_semcom.py @@ -0,0 +1,785 @@ +# ========================================================= +# bert_semcom.py +# BERT-based Multi-User Semantic Communication +# with Expanded Shared Embedding + User-Wise Attention +# +# Key Idea: +# Each user's BERT embedding (768-dim) is EXPANDED to a +# larger shared embedding space (e.g., 768*K where K=4), +# enabling statistical multiplexing gain through masking +# in the over-provisioned shared space. +# +# Architecture: +# Tx: +# b_u = BERT(text_u) # (d_bert,) e.g., 768 +# e_u = W_tx(b_u) # (d_shared,) e.g., 3072 +# x_u = e_u ⊙ m_u # user-masked in expanded space +# y = Σ_u x_u # over-the-air superposition +# y_rx = channel(y) +# +# Rx (User-wise attention demux): +# R_i = y_rx ⊙ m_i # candidate projections +# a_{u,i} = softmax( / sqrt(d) ) +# z_u = Σ_i a_{u,i} R_i +# b̂_u = W_rx(z_u) # (d_bert,) recovered +# +# Loss: +# L = (1-λ) * MSE(b_u, b̂_u) + λ * (1 - CosSim(b_u, b̂_u)) +# +# Metrics: Cosine similarity, MSE +# +# Statistical Multiplexing Gain: +# Even with U=2 users, projecting to d_shared = d_bert*4 +# provides over-provisioned subspace for each user's mask, +# reducing inter-user interference and improving separation. +# +# Train modes: joint / maml_decoder / maml_full +# ========================================================= + +import argparse +import math +import random +import csv +import os +import numpy as np +import torch +import torch.nn as nn +import torch.nn.functional as F + +try: + from torch.func import functional_call +except Exception: + from torch.nn.utils.stateless import functional_call + + +# ========================================================= +# BERT Embedding Extractor (frozen) +# ========================================================= +class BertEmbeddingExtractor: + """ + Extract sentence-level embeddings from pre-trained BERT. + Uses mean pooling over non-padding tokens to mitigate + BERT [CLS] anisotropy. Returns un-normalized embeddings; + centering and L2-norm are applied at the cache level. + """ + def __init__(self, model_name="bert-base-uncased", device="cpu"): + from transformers import BertModel, BertTokenizer + self.tokenizer = BertTokenizer.from_pretrained(model_name) + self.model = BertModel.from_pretrained(model_name).to(device) + self.model.eval() + self.device = device + self.embed_dim = self.model.config.hidden_size # 768 + + @torch.no_grad() + def encode(self, texts): + """Mean-pooled token embedding (excluding padding).""" + inputs = self.tokenizer( + texts, padding=True, truncation=True, + max_length=64, return_tensors="pt" + ).to(self.device) + outputs = self.model(**inputs) + last_hidden = outputs.last_hidden_state # (B, T, d) + mask = inputs["attention_mask"].unsqueeze(-1).float() # (B, T, 1) + summed = (last_hidden * mask).sum(dim=1) # (B, d) + count = mask.sum(dim=1).clamp(min=1.0) # (B, 1) + mean_emb = summed / count # (B, d) + return mean_emb + + +# ========================================================= +# Text Dataset +# ========================================================= +def load_sentences(source="ag_news", max_sentences=50000, + min_len=5, max_len=30): + """Load sentences from various sources.""" + sentences = [] + + if source == "europarl": + try: + from datasets import load_dataset + ds = load_dataset("wmt14", "de-en", split="train", streaming=True) + for example in ds: + sent = example["translation"]["en"] + words = sent.split() + if min_len <= len(words) <= max_len: + sentences.append(sent) + if len(sentences) >= max_sentences: + break + except Exception: + print("[INFO] WMT14 not available, trying ag_news...") + source = "ag_news" + + if source == "ag_news": + try: + from datasets import load_dataset + ds = load_dataset("ag_news", split="train") + for example in ds: + sent = example["text"] + first_sent = sent.split(".")[0].strip() + words = first_sent.split() + if min_len <= len(words) <= max_len: + sentences.append(first_sent) + if len(sentences) >= max_sentences: + break + except Exception: + print("[INFO] ag_news not available, using synthetic...") + source = "synthetic" + + if source == "synthetic" or len(sentences) < 1000: + print("[INFO] Generating synthetic diverse sentences...") + templates = [ + "The {} {} the {} in the {}.", + "A {} {} quickly {} the {}.", + "Several {} {} near the {} {}.", + "The {} and {} {} {} together.", + "Every {} must {} its own {}.", + "Under the {}, a {} {} {} softly.", + "The {} of {} {} a {} signal.", + "Without {}, the {} cannot {} properly.", + "A new {} {} from the {} {}.", + "The {} {} through the {} channel.", + ] + nouns = ["system", "signal", "network", "channel", "user", "device", + "antenna", "receiver", "transmitter", "waveform", "protocol", + "data", "packet", "frequency", "power", "noise", "beam", + "satellite", "tower", "base station", "terminal", "sensor", + "message", "code", "sequence", "spectrum", "bandwidth"] + verbs = ["processes", "transmits", "receives", "analyzes", "encodes", + "decodes", "modulates", "filters", "amplifies", "detects", + "estimates", "optimizes", "adapts", "allocates", "schedules"] + adjs = ["wireless", "digital", "analog", "robust", "adaptive", + "cognitive", "massive", "distributed", "cooperative", "mobile", + "reliable", "efficient", "dynamic", "intelligent", "semantic"] + for _ in range(max(max_sentences, 50000)): + tmpl = random.choice(templates) + n_slots = tmpl.count("{}") + fillers = [random.choice(random.choice([nouns, verbs, adjs])) + for _ in range(n_slots)] + sentences.append(tmpl.format(*fillers)) + + random.shuffle(sentences) + return sentences[:max_sentences] + + +# ========================================================= +# Channel +# ========================================================= +def apply_channel(y, snr_db, channel="rayleigh"): + """ + y: (d_shared,) real-valued, power-normalized embedding vector. + Rayleigh: magnitude fading |h| where h ~ CN(0,1). + """ + snr_lin = 10 ** (snr_db / 10.0) + noise_var = 1.0 / snr_lin + + if channel == "rayleigh": + # Complex Rayleigh fading -> magnitude |h| + h_real = torch.randn((), device=y.device) + h_imag = torch.randn((), device=y.device) + h_mag = torch.sqrt(h_real**2 + h_imag**2) / math.sqrt(2.0) + y = h_mag * y + + noise = torch.randn_like(y) * math.sqrt(noise_var) + return y + noise + + +# ========================================================= +# Model: Expanded Shared Embedding + User-Wise Attention +# ========================================================= +class BertSemComMux(nn.Module): + """ + BERT-based Multi-User Semantic Communication. + + Key design: BERT embedding (d_bert=768) is EXPANDED to + d_shared = d_bert * mux_factor (e.g., 768*4=3072) to + provide statistical multiplexing gain. + + Even with fewer users than mux_factor, the expanded space + gives each user more "room" for orthogonal mask allocation, + reducing inter-user interference. + """ + def __init__(self, U, d_bert, d_shared, hidden=512): + super().__init__() + self.U = U + self.d_bert = d_bert # 768 + self.d_shared = d_shared # e.g., 768*4 = 3072 + + # Tx: single-layer linear projection to the shared space + # (no sub-d_bert bottleneck, no costly d_shared x d_shared layer). + # Followed by LayerNorm for numerical stability. + self.tx_proj = nn.Sequential( + nn.Linear(d_bert, d_shared), + nn.LayerNorm(d_shared), + ) + + # User-specific masks in expanded shared space + self.user_mask = nn.Embedding(U, d_shared) + + # Rx: user-wise attention queries in shared space + self.user_query = nn.Embedding(U, d_shared) + + # Rx: single-layer linear projection back to BERT space. + self.rx_proj = nn.Sequential( + nn.LayerNorm(d_shared), + nn.Linear(d_shared, d_bert), + ) + + nn.init.normal_(self.user_mask.weight, std=0.5) + nn.init.normal_(self.user_query.weight, std=0.5) + + def forward(self, bert_embs, snr_db, channel, params=None, + return_intermediate=False): + """ + bert_embs: (U, d_bert) - BERT sentence embeddings + Returns: (U, d_bert) - recovered embeddings + """ + dev = bert_embs.device + + # ----- Tx: Project to expanded shared space ----- + if params is None: + e = self.tx_proj(bert_embs) # (U, d_shared) + m = self.user_mask.weight # (U, d_shared) + else: + e = functional_call(self.tx_proj, params["tx_proj"], + (bert_embs,)) + m = functional_call( + self.user_mask, params["user_mask"], + (torch.arange(self.U, device=dev),)) + + # Masking in expanded space + x = e * m # (U, d_shared) + y_tx = x.sum(dim=0) # (d_shared,) + + # ----- Power normalization ----- + # OFDM model: each subcarrier (dimension) has unit power. + # Larger d_shared = more subcarriers = more bandwidth. + # Per-dimension SNR is the same regardless of d_shared. + # This models the bandwidth-quality trade-off: + # d_shared=128: compressed (low bandwidth, lossy) + # d_shared=768: matched (1:1) + # d_shared=3072: expanded (high bandwidth, room for separation) + y_tx = y_tx / (torch.sqrt((y_tx ** 2).mean() + 1e-8)) + + # ----- Channel ----- + y_rx = apply_channel(y_tx, snr_db, channel) + + # ----- Rx: user-wise attention ----- + R = y_rx.unsqueeze(0) * m # (U, d_shared) + Rn = F.normalize(R, p=2, dim=-1) + + recovered = [] + attn_weights = [] + for u in range(self.U): + if params is None: + q = self.user_query(torch.tensor(u, device=dev)) + else: + q = functional_call( + self.user_query, params["user_query"], + (torch.tensor(u, device=dev),)) + + qn = F.normalize(q, p=2, dim=-1) + # Native cosine-similarity scores (no extra 1/sqrt(d_s) + # damping). Since Rn, qn are unit-norm, the raw dot product + # is already in [-1, 1] and softmax-friendly. The standard + # 1/sqrt(d) attention temperature would collapse softmax to + # near-uniform when d_s is large (e.g., 3072). + scores = (Rn @ qn) * 8.0 # mild temperature sharpening + attn = F.softmax(scores, dim=0) + attn_weights.append(attn.detach()) + + z_u = (attn.unsqueeze(-1) * R).sum(dim=0) # (d_shared,) + + # Reverse projection: shared space -> BERT space + if params is None: + b_hat_u = self.rx_proj(z_u) + else: + b_hat_u = functional_call(self.rx_proj, params["rx_proj"], + (z_u,)) + + recovered.append(b_hat_u) + + result = torch.stack(recovered, dim=0) # (U, d_bert) + + if return_intermediate: + return result, { + "y_tx": y_tx.detach(), + "y_rx": y_rx.detach(), + "attn": torch.stack(attn_weights, dim=0), # (U, U) + "masks": m.detach(), + "projected": e.detach(), + } + + return result + + +# ========================================================= +# Loss Function +# ========================================================= +def semantic_loss(b_orig, b_hat, lam=0.5): + """ + Combined MSE + Cosine Similarity loss. + b_orig, b_hat: (U, d_bert) + """ + mse = F.mse_loss(b_hat, b_orig) + cos_sim = F.cosine_similarity(b_hat, b_orig, dim=-1).mean() + loss = (1.0 - lam) * mse + lam * (1.0 - cos_sim) + return loss, mse.item(), cos_sim.item() + + +# ========================================================= +# MAML Helpers (same structure as original maml.py) +# ========================================================= +def split_params(model: BertSemComMux): + return { + "tx_proj": dict(model.tx_proj.named_parameters()), + "user_mask": dict(model.user_mask.named_parameters()), + "user_query": dict(model.user_query.named_parameters()), + "rx_proj": dict(model.rx_proj.named_parameters()), + } + + +def select_inner_keys(train_mode: str): + if train_mode == "maml_decoder": + return ["user_query", "rx_proj"] + if train_mode == "maml_full": + return ["tx_proj", "user_mask", "user_query", "rx_proj"] + return [] + + +def ordered_param_items(param_dict: dict): + return [(k, param_dict[k]) for k in sorted(param_dict.keys())] + + +def gather_inner_params(fast_params: dict, inner_keys: list): + flat_list, meta_index = [], [] + for key in inner_keys: + for name, p in ordered_param_items(fast_params[key]): + flat_list.append(p) + meta_index.append((key, name)) + return flat_list, meta_index + + +def apply_inner_update(fast_params, inner_keys, meta_index, grads, + inner_lr, maml_order): + new_fast = {k: dict(v) for k, v in fast_params.items()} + for (key, name), g in zip(meta_index, grads): + if maml_order == "first": + g = g.detach() + new_fast[key][name] = new_fast[key][name] - inner_lr * g + return new_fast + + +# ========================================================= +# Embedding Cache (pre-compute BERT embeddings) +# ========================================================= +class EmbeddingCache: + """Pre-compute, center, and L2-normalize BERT embeddings. + Centering removes the dominant mean direction to reduce + anisotropy; L2 normalization gives unit-norm embeddings + suitable for cosine-similarity-based loss/metrics. + """ + def __init__(self, bert_extractor, sentences, batch_size=64): + self.embeddings = [] + self.sentences = sentences + print(f"[INFO] Pre-computing BERT embeddings for " + f"{len(sentences)} sentences...") + for i in range(0, len(sentences), batch_size): + batch = sentences[i:i+batch_size] + emb = bert_extractor.encode(batch) + self.embeddings.append(emb.cpu()) + self.embeddings = torch.cat(self.embeddings, dim=0) + + # Center (subtract mean direction) to reduce anisotropy + self.mean = self.embeddings.mean(dim=0, keepdim=True) + self.embeddings = self.embeddings - self.mean + # L2-normalize + self.embeddings = F.normalize(self.embeddings, p=2, dim=-1) + + # Sanity check: random pairwise cos sim should be near 0 + n_check = min(500, len(self.embeddings)) + idx1 = torch.randperm(len(self.embeddings))[:n_check] + idx2 = torch.randperm(len(self.embeddings))[:n_check] + cs = F.cosine_similarity(self.embeddings[idx1], + self.embeddings[idx2], dim=-1) + print(f"[INFO] Cached {self.embeddings.shape[0]} embeddings, " + f"shape={self.embeddings.shape}") + print(f"[INFO] After centering: random pair cos sim " + f"mean={cs.mean():.4f}, std={cs.std():.4f}") + + def sample(self, U, device): + """Sample U random embeddings.""" + idx = torch.randint(0, len(self.embeddings), (U,)) + return self.embeddings[idx].to(device), idx + + def get_sentences(self, idx): + """Get sentences by index.""" + return [self.sentences[i] for i in idx] + + +# ========================================================= +# Evaluation +# ========================================================= +@torch.no_grad() +def evaluate(model, cache, args, device): + model.eval() + total_cos, total_mse, n_trials = 0.0, 0.0, 0 + + if not args.eval_adapt: + for _ in range(args.eval_trials): + b, _ = cache.sample(args.users, device) + b_hat = model(b, args.snr, args.channel, params=None) + cos = F.cosine_similarity(b_hat, b, dim=-1).mean().item() + mse = F.mse_loss(b_hat, b).item() + total_cos += cos + total_mse += mse + n_trials += 1 + return total_cos / n_trials, total_mse / n_trials + + # Few-shot adaptation + inner_keys = select_inner_keys(args.eval_adapt_mode) + base_params = split_params(model) + + for _ in range(args.eval_trials): + b_sup, _ = cache.sample(args.users, device) + fast_params = {k: {n: p for n, p in v.items()} + for k, v in base_params.items()} + + with torch.enable_grad(): + for _ in range(args.eval_inner_steps): + b_hat_sup = model(b_sup, args.snr, args.channel, + params=fast_params) + loss_sup, _, _ = semantic_loss(b_sup, b_hat_sup, + args.loss_lambda) + flat_list, meta_index = gather_inner_params( + fast_params, inner_keys) + grads = torch.autograd.grad(loss_sup, flat_list, + create_graph=False) + fast_params = apply_inner_update( + fast_params, inner_keys, meta_index, grads, + inner_lr=args.eval_inner_lr, maml_order="first") + + b_q, _ = cache.sample(args.users, device) + b_hat_q = model(b_q, args.snr, args.channel, params=fast_params) + cos = F.cosine_similarity(b_hat_q, b_q, dim=-1).mean().item() + mse = F.mse_loss(b_hat_q, b_q).item() + total_cos += cos + total_mse += mse + n_trials += 1 + + return total_cos / n_trials, total_mse / n_trials + + +# ========================================================= +# Train & Eval +# ========================================================= +def train_and_eval(args): + if args.cuda and torch.cuda.is_available(): + device = torch.device("cuda") + elif torch.backends.mps.is_available(): + device = torch.device("mps") + else: + device = torch.device("cpu") + + torch.manual_seed(args.seed) + random.seed(args.seed) + np.random.seed(args.seed) + + # ---- Load BERT and pre-compute embeddings ---- + bert = BertEmbeddingExtractor(args.bert_model, device) + d_bert = bert.embed_dim # 768 + + # Compute d_shared = d_bert * mux_factor + d_shared = d_bert * args.mux_factor + print(f"[INFO] d_bert={d_bert}, mux_factor={args.mux_factor}, " + f"d_shared={d_shared}") + + sentences = load_sentences(args.data_source, args.max_sentences) + print(f"[INFO] Loaded {len(sentences)} sentences") + + cache = EmbeddingCache(bert, sentences, + batch_size=args.bert_batch_size) + + # Free BERT from GPU + del bert + if torch.cuda.is_available(): + torch.cuda.empty_cache() + + # ---- Build model ---- + model = BertSemComMux(args.users, d_bert, d_shared, + args.hidden).to(device) + opt = torch.optim.Adam(model.parameters(), lr=args.lr) + + train_snr_list = list(args.train_snr) + inner_keys = select_inner_keys(args.train_mode) + + # ---- Config ---- + print("=" * 60) + print(" BERT Semantic Communication - Expanded Shared Embedding") + print("=" * 60) + print(f" Device : {device}") + print(f" Train mode : {args.train_mode}") + print(f" MAML order : {args.maml_order}") + print(f" Users (U) : {args.users}") + print(f" BERT dim (d_bert) : {d_bert}") + print(f" Mux factor (K) : {args.mux_factor}") + print(f" Shared dim (d_shared): {d_shared}") + print(f" Hidden (MLP) : {args.hidden}") + print(f" Channel : {args.channel}") + print(f" Loss lambda : {args.loss_lambda}") + print("-" * 60) + print(f" Train SNRs (dB) : {train_snr_list}") + print(f" Eval SNR (dB) : {args.snr}") + print("-" * 60) + print(f" Epochs : {args.epochs}") + print(f" Steps/epoch : {args.train_steps_per_epoch}") + print(f" Eval trials : {args.eval_trials}") + if args.train_mode != "joint": + print("-" * 60) + print(f" Inner steps : {args.inner_steps}") + print(f" Inner LR : {args.inner_lr}") + print(f" Meta-batch : {args.meta_batch}") + print(f" Inner keys : {inner_keys}") + print("=" * 60) + + # ---- CSV ---- + os.makedirs(args.save_dir, exist_ok=True) + csv_path = os.path.join( + args.save_dir, + f"bert_{args.train_mode}_{args.users}U_K{args.mux_factor}.csv" + ) + + if not os.path.exists(csv_path): + with open(csv_path, "w", newline="") as f: + writer = csv.writer(f) + writer.writerow([ + "epoch", "train_mode", "maml_order", + "users", "d_bert", "mux_factor", "d_shared", + "channel", "train_snrs", "eval_snr", + "inner_steps", "inner_lr", "meta_batch", + "avg_loss", "cos_sim", "mse" + ]) + + # ---- Training ---- + for ep in range(1, args.epochs + 1): + model.train() + loss_meter = 0.0 + + for _ in range(args.train_steps_per_epoch): + if args.train_mode == "joint": + b, _ = cache.sample(args.users, device) + snr = float(random.choice(train_snr_list)) + b_hat = model(b, snr, args.channel, params=None) + loss, _, _ = semantic_loss(b, b_hat, args.loss_lambda) + opt.zero_grad(set_to_none=True) + loss.backward() + opt.step() + loss_meter += loss.item() + + else: + # MAML + if args.meta_batch > len(train_snr_list): + snr_tasks = [float(random.choice(train_snr_list)) + for _ in range(args.meta_batch)] + else: + snr_tasks = [float(x) for x in + random.sample(train_snr_list, + args.meta_batch)] + + base_params = split_params(model) + meta_loss = torch.tensor(0.0, device=device) + + for snr in snr_tasks: + fast_params = { + k: {n: p for n, p in v.items()} + for k, v in base_params.items() + } + + for _ in range(args.inner_steps): + b_sup, _ = cache.sample(args.users, device) + b_hat_sup = model(b_sup, snr, args.channel, + params=fast_params) + loss_sup, _, _ = semantic_loss( + b_sup, b_hat_sup, args.loss_lambda) + + flat_list, meta_index = gather_inner_params( + fast_params, inner_keys) + create_graph = (args.maml_order == "second") + grads = torch.autograd.grad( + loss_sup, flat_list, + create_graph=create_graph) + fast_params = apply_inner_update( + fast_params, inner_keys, meta_index, grads, + inner_lr=args.inner_lr, + maml_order=args.maml_order) + + b_q, _ = cache.sample(args.users, device) + b_hat_q = model(b_q, snr, args.channel, + params=fast_params) + qloss, _, _ = semantic_loss( + b_q, b_hat_q, args.loss_lambda) + meta_loss = meta_loss + qloss + + meta_loss = meta_loss / float(args.meta_batch) + opt.zero_grad(set_to_none=True) + meta_loss.backward() + opt.step() + loss_meter += meta_loss.item() + + avg_loss = loss_meter / float(args.train_steps_per_epoch) + + # ---- Eval ---- + cos_sim, mse = evaluate(model, cache, args, device) + + print(f"[Epoch {ep:03d}/{args.epochs}] loss={avg_loss:.4f} | " + f"SNR={args.snr:.1f}dB | CosSim={cos_sim:.4f} | " + f"MSE={mse:.4e}") + + with open(csv_path, "a", newline="") as f: + writer = csv.writer(f) + writer.writerow([ + ep, args.train_mode, args.maml_order, + args.users, d_bert, args.mux_factor, d_shared, + args.channel, train_snr_list, args.snr, + (args.inner_steps if args.train_mode != "joint" else ""), + (args.inner_lr if args.train_mode != "joint" else ""), + (args.meta_batch if args.train_mode != "joint" else ""), + avg_loss, cos_sim, mse + ]) + + print(f"\n✅ Results saved to: {csv_path}") + return model + + +# ========================================================= +# Main +# ========================================================= +if __name__ == "__main__": + parser = argparse.ArgumentParser( + description="BERT-based Multi-User Semantic Communication " + "with Expanded Shared Embedding") + + # training mode + parser.add_argument("--train-mode", + choices=["joint", "maml_decoder", "maml_full"], + default="joint") + parser.add_argument("--maml-order", choices=["first", "second"], + default="first") + + # model + parser.add_argument("--users", type=int, default=4) + parser.add_argument("--mux-factor", type=int, default=4, + help="Shared dim = d_bert * mux_factor " + "(e.g., 4 -> 768*4=3072)") + parser.add_argument("--hidden", type=int, default=512) + + # BERT + parser.add_argument("--bert-model", type=str, + default="bert-base-uncased") + parser.add_argument("--bert-batch-size", type=int, default=64) + + # data + parser.add_argument("--data-source", + choices=["europarl", "ag_news", "synthetic"], + default="ag_news") + parser.add_argument("--max-sentences", type=int, default=50000) + + # channel + parser.add_argument("--channel", choices=["awgn", "rayleigh"], + default="rayleigh") + + # loss + parser.add_argument("--loss-lambda", type=float, default=0.5) + + # training + parser.add_argument("--epochs", type=int, default=100) + parser.add_argument("--train-steps-per-epoch", type=int, default=2000) + parser.add_argument("--train-snr", type=float, nargs="+", + default=[0, 5, 10, 15, 20, 25]) + parser.add_argument("--lr", type=float, default=1e-3) + + # MAML + parser.add_argument("--inner-lr", type=float, default=1e-3) + parser.add_argument("--inner-steps", type=int, default=1) + parser.add_argument("--meta-batch", type=int, default=4) + + # evaluation + parser.add_argument("--snr", type=float, default=10.0) + parser.add_argument("--eval-trials", type=int, default=5000) + + # test-time adaptation + parser.add_argument("--eval-adapt", action="store_true") + parser.add_argument("--eval-adapt-mode", + choices=["maml_decoder", "maml_full"], + default="maml_decoder") + parser.add_argument("--eval-inner-steps", type=int, default=1) + parser.add_argument("--eval-inner-lr", type=float, default=1e-3) + + # misc + parser.add_argument("--save-dir", type=str, default="results_bert") + parser.add_argument("--cuda", action="store_true") + parser.add_argument("--seed", type=int, default=0) + parser.add_argument("--debug-maml", action="store_true") + + args = parser.parse_args() + train_and_eval(args) + + +""" +======================== +Example Commands +======================== + +[1] Joint training (U=4, K=4 -> d_shared=3072, Rayleigh) +python3 bert_semcom.py \ + --train-mode joint \ + --users 4 --mux-factor 4 \ + --snr 10 --channel rayleigh \ + --data-source ag_news \ + --epochs 50 --train-steps-per-epoch 2000 \ + --eval-trials 5000 --cuda + +[2] Statistical mux gain: U=2, still K=4 (over-provisioned) +python3 bert_semcom.py \ + --train-mode joint \ + --users 2 --mux-factor 4 \ + --snr 10 --channel rayleigh \ + --epochs 50 --cuda + +[3] Compare mux factors: K=1,2,4,8 +for K in 1 2 4 8; do + python3 bert_semcom.py \ + --train-mode joint \ + --users 4 --mux-factor $K \ + --snr 10 --epochs 50 --cuda +done + +[4] Decoder-only MAML (U=4, K=4) +python3 bert_semcom.py \ + --train-mode maml_decoder --maml-order first \ + --users 4 --mux-factor 4 \ + --meta-batch 4 --inner-lr 5e-4 --inner-steps 1 \ + --snr 10 --epochs 50 --cuda + +[5] Full MAML +python3 bert_semcom.py \ + --train-mode maml_full --maml-order first \ + --users 4 --mux-factor 4 \ + --meta-batch 4 --inner-lr 5e-4 --inner-steps 1 \ + --snr 10 --epochs 50 --cuda + +[6] SNR sweep +for snr in 0 5 10 15 20 25 30; do + python3 bert_semcom.py \ + --train-mode joint \ + --users 4 --mux-factor 4 \ + --snr $snr --epochs 50 --cuda +done + +[7] User count comparison (all with K=4) +for u in 2 4 8 16; do + python3 bert_semcom.py \ + --train-mode joint \ + --users $u --mux-factor 4 \ + --snr 10 --epochs 50 --cuda +done +""" diff --git a/cl_experiments.py b/cl_experiments.py new file mode 100755 index 0000000..ff266b1 --- /dev/null +++ b/cl_experiments.py @@ -0,0 +1,538 @@ +# ========================================================= +# cl_experiments.py — IEEE Communications Letters revision +# +# New experiments addressing TVT reviewer comments: +# R2-2 : held-out train/test split (8000/2000, disjoint) +# R1-2 : bandwidth-expansion sweep K = 1, 2, 4, 8 at U = 4 +# R1-5c: static random-projection mask baseline (frozen masks) +# R2-3 : ToDMA-style token-domain CS baseline (same channel budget) +# R1-5b: DistilBERT generalization check +# R2-4 : downstream AG News topic accuracy (linear probe) +# R1-3 : runtime latency / parameter count +# +# All evaluations are on the held-out test split. +# Outputs: fig_cl/cl_results.json, fig_cl/cl_convergence.csv +# ========================================================= + +import argparse, os, json, csv, math, random, time, itertools +import numpy as np +import torch +import torch.nn as nn +import torch.nn.functional as F + +from bert_semcom import ( + BertSemComMux, semantic_loss, + split_params, select_inner_keys, gather_inner_params, + apply_inner_update +) + +EVAL_SNRS = (0, 5, 10, 15, 20, 25, 30) +TRAIN_SNRS = [0, 5, 10, 15, 20, 25] + + +def set_seed(seed=42): + torch.manual_seed(seed) + random.seed(seed) + np.random.seed(seed) + + +# --------------------------------------------------------- +# Data with labels + disjoint split +# --------------------------------------------------------- +def load_agnews_labeled(n_train=8000, n_test=2000, + min_len=5, max_len=30, seed=42): + from datasets import load_dataset + try: + ds = load_dataset("ag_news", split="train") + except Exception: + ds = load_dataset("fancyzhx/ag_news", split="train") + items = [] + for ex in ds: + first = ex["text"].split(".")[0].strip() + w = first.split() + if min_len <= len(w) <= max_len: + items.append((first, int(ex["label"]))) + if len(items) >= (n_train + n_test): + break + rng = random.Random(seed) + rng.shuffle(items) + train = items[:n_train] + test = items[n_train:n_train + n_test] + return train, test + + +class Extractor: + """Frozen encoder (BERT or DistilBERT), mean-pooled.""" + def __init__(self, model_name, device): + from transformers import AutoModel, AutoTokenizer + self.tokenizer = AutoTokenizer.from_pretrained(model_name) + self.model = AutoModel.from_pretrained(model_name).to(device) + self.model.eval() + self.device = device + self.embed_dim = self.model.config.hidden_size + + @torch.no_grad() + def encode(self, texts, max_length=64): + inputs = self.tokenizer(texts, padding=True, truncation=True, + max_length=max_length, + return_tensors="pt").to(self.device) + out = self.model(**inputs) + h = out.last_hidden_state + mask = inputs["attention_mask"].unsqueeze(-1).float() + return (h * mask).sum(1) / mask.sum(1).clamp(min=1.0) + + +class SplitCache: + """Train/test embedding caches. Centering mean computed on the + TRAIN pool only and reused for the test split (R2-2).""" + def __init__(self, extractor, train_items, test_items, bs=64): + self.train_texts = [t for t, _ in train_items] + self.train_labels = torch.tensor([l for _, l in train_items]) + self.test_texts = [t for t, _ in test_items] + self.test_labels = torch.tensor([l for _, l in test_items]) + + def enc_all(texts): + embs = [] + for i in range(0, len(texts), bs): + embs.append(extractor.encode(texts[i:i + bs]).cpu()) + return torch.cat(embs, 0) + + print(f"[INFO] Encoding {len(self.train_texts)} train sentences...", + flush=True) + E_tr = enc_all(self.train_texts) + print(f"[INFO] Encoding {len(self.test_texts)} test sentences...", + flush=True) + E_te = enc_all(self.test_texts) + + self.mu = E_tr.mean(0, keepdim=True) + self.train = F.normalize(E_tr - self.mu, p=2, dim=-1) + self.test = F.normalize(E_te - self.mu, p=2, dim=-1) + + cs = F.cosine_similarity( + self.test[torch.randperm(len(self.test))[:500]], + self.test[torch.randperm(len(self.test))[:500]], dim=-1) + print(f"[INFO] test split: random-pair cos mean={cs.mean():.4f} " + f"std={cs.std():.4f}", flush=True) + + def sample_train(self, U, device): + idx = torch.randint(0, len(self.train), (U,)) + return self.train[idx].to(device), idx + + def sample_test(self, U, device, gen=None): + idx = torch.randint(0, len(self.test), (U,), generator=gen) + return self.test[idx].to(device), idx + + +# --------------------------------------------------------- +# Training (train pool) + held-out evaluation (test pool) +# --------------------------------------------------------- +def train_config(cache, U, d_bert, K, device, mode="joint", + freeze_masks=False, epochs=200, steps=300, + lr=1e-3, inner_lr=5e-4, inner_steps=1, meta_batch=4, + lam=0.5, channel="rayleigh", conv_trials=50, + label="", seed=42): + set_seed(seed) + d_shared = d_bert * K + model = BertSemComMux(U, d_bert, d_shared, 512).to(device) + if freeze_masks: + model.user_mask.weight.requires_grad_(False) + opt = torch.optim.Adam( + [p for p in model.parameters() if p.requires_grad], lr=lr) + inner_keys = select_inner_keys(mode) + conv = [] + t0 = time.time() + + for ep in range(1, epochs + 1): + model.train() + loss_sum = 0.0 + for _ in range(steps): + if mode == "joint": + b, _ = cache.sample_train(U, device) + snr = float(random.choice(TRAIN_SNRS)) + b_hat = model(b, snr, channel) + loss, _, _ = semantic_loss(b, b_hat, lam) + opt.zero_grad(set_to_none=True) + loss.backward() + opt.step() + loss_sum += loss.item() + else: + snr_tasks = [float(x) for x in + random.sample(TRAIN_SNRS, meta_batch)] + base_params = split_params(model) + meta_loss = torch.tensor(0.0, device=device) + for snr in snr_tasks: + fp = {k: {n: p for n, p in v.items()} + for k, v in base_params.items()} + for _ in range(inner_steps): + b_s, _ = cache.sample_train(U, device) + bh = model(b_s, snr, channel, params=fp) + ls, _, _ = semantic_loss(b_s, bh, lam) + fl, mi = gather_inner_params(fp, inner_keys) + grads = torch.autograd.grad(ls, fl) + fp = apply_inner_update(fp, inner_keys, mi, grads, + inner_lr, "first") + b_q, _ = cache.sample_train(U, device) + bh_q = model(b_q, snr, channel, params=fp) + ql, _, _ = semantic_loss(b_q, bh_q, lam) + meta_loss = meta_loss + ql + meta_loss = meta_loss / float(meta_batch) + opt.zero_grad(set_to_none=True) + meta_loss.backward() + opt.step() + loss_sum += meta_loss.item() + + # light held-out convergence eval @10 dB + model.eval() + with torch.no_grad(): + c = 0.0 + for _ in range(conv_trials): + b, _ = cache.sample_test(U, device) + bh = model(b, 10, channel) + c += F.cosine_similarity(bh, b, dim=-1).mean().item() + conv.append({"epoch": ep, "loss": loss_sum / steps, + "cos10": c / conv_trials}) + if ep % 20 == 0 or ep == 1 or ep == epochs: + print(f" [{label} Ep {ep:03d}/{epochs}] " + f"loss={loss_sum/steps:.4f} " + f"cos@10dB(test)={c/conv_trials:.4f}", flush=True) + + train_time = time.time() - t0 + return model, conv, train_time + + +@torch.no_grad() +def final_eval(model, cache, U, device, channel="rayleigh", + trials=500, collect_at=None, seed=123): + """Held-out SNR sweep. If collect_at is set (snr list), also return + recovered embeddings + label indices for the linear probe.""" + model.eval() + gen = torch.Generator().manual_seed(seed) + out = {} + collected = {} + for snr in EVAL_SNRS: + ct, mt = 0.0, 0.0 + rec, idxs = [], [] + for _ in range(trials): + b, idx = cache.sample_test(U, device, gen=gen) + bh = model(b, snr, channel) + ct += F.cosine_similarity(bh, b, dim=-1).mean().item() + mt += F.mse_loss(bh, b).item() + if collect_at and snr in collect_at: + rec.append(bh.cpu()) + idxs.append(idx) + out[snr] = {"cos": ct / trials, "mse": mt / trials} + if collect_at and snr in collect_at: + collected[snr] = (torch.cat(rec, 0), torch.cat(idxs, 0)) + return out, collected + + +# --------------------------------------------------------- +# Linear probe (AG News 4-class) on clean train embeddings +# --------------------------------------------------------- +def train_probe(cache, device, epochs=300, lr=1e-2): + X = cache.train.to(device) + y = cache.train_labels.to(device) + W = nn.Linear(X.shape[1], 4).to(device) + opt = torch.optim.Adam(W.parameters(), lr=lr) + for _ in range(epochs): + opt.zero_grad() + loss = F.cross_entropy(W(X), y) + loss.backward() + opt.step() + with torch.no_grad(): + acc_clean = (W(cache.test.to(device)).argmax(-1).cpu() + == cache.test_labels).float().mean().item() + print(f"[INFO] probe clean test accuracy = {acc_clean:.4f}", flush=True) + return W, acc_clean + + +@torch.no_grad() +def probe_accuracy(W, collected, cache, device): + accs = {} + for snr, (rec, idx) in collected.items(): + pred = W(rec.to(device)).argmax(-1).cpu() + accs[snr] = (pred == cache.test_labels[idx]).float().mean().item() + return accs + + +# --------------------------------------------------------- +# ToDMA-style token-domain CS baseline (R2-3) +# - shared random Gaussian codebook over the BERT vocabulary +# - per-slot OMP detection (U iterations) +# - genie-aided token-source association (upper bound): +# a user's token is recovered iff it lies in the detected support +# - identical total channel budget: T * L = d_s = 3072 real uses +# - identical per-dimension sum power = 1 and noise var = 1/gamma +# --------------------------------------------------------- +@torch.no_grad() +def todma_eval(extractor, cache, device, U=4, T=24, L=128, + n_frames=200, channel="rayleigh", seed=7, + collect_at=None): + tok = extractor.tokenizer + V = tok.vocab_size + g = torch.Generator().manual_seed(seed) + C = torch.randn(V, L, generator=g) + C = F.normalize(C, p=2, dim=1).to(device) # unit-norm atoms + amp = math.sqrt(L / U) # per-user energy + + # pre-tokenize test sentences (no special tokens), truncate to T + tok_ids = [tok(t, add_special_tokens=False)["input_ids"][:T] + for t in cache.test_texts] + + results = {} + collected = {} + t_omp_total, n_omp = 0.0, 0 + for snr in EVAL_SNRS: + sigma = math.sqrt(1.0 / (10 ** (snr / 10.0))) + cs_sum, n_sent = 0.0, 0 + tok_err_sum, tok_cnt = 0, 0 + rec_all, idx_all = [], [] + rng = torch.Generator().manual_seed(seed + snr) + for fr in range(n_frames): + idx = torch.randint(0, len(cache.test), (U,), generator=rng) + seqs = [tok_ids[i] for i in idx.tolist()] + if channel == "rayleigh": + hr = torch.randn(U, generator=rng) + hi = torch.randn(U, generator=rng) + h = torch.sqrt(hr ** 2 + hi ** 2) / math.sqrt(2.0) + else: + h = torch.ones(U) + h = h.to(device) + + det_ids = [[] for _ in range(U)] + t1 = time.time() + for t in range(T): + active = [(u, seqs[u][t]) for u in range(U) + if t < len(seqs[u])] + if not active: + break + y = torch.zeros(L, device=device) + for u, tid in active: + y = y + h[u] * amp * C[tid] + y = y + sigma * torch.randn(L, device=device) + # OMP: U iterations + residual = y.clone() + support = [] + for _ in range(min(U, len(active))): + corr = torch.mv(C, residual).abs() + if support: + corr[torch.tensor(support, device=device)] = -1 + k = int(corr.argmax().item()) + support.append(k) + A = C[support].T * amp # (L, |S|) + coef, *_ = torch.linalg.lstsq(A, y.unsqueeze(1)) + residual = y - (A @ coef).squeeze(1) + sset = set(support) + for u, tid in active: + tok_cnt += 1 + if tid in sset: + det_ids[u].append(tid) # genie assoc. + else: + tok_err_sum += 1 # erasure + t_omp_total += time.time() - t1 + n_omp += 1 + + texts = [tok.decode(d) if d else "[UNK]" for d in det_ids] + emb = extractor.encode(texts).cpu() + emb = F.normalize(emb - cache.mu, p=2, dim=-1) + ref = cache.test[idx] + cs_sum += F.cosine_similarity(emb, ref, dim=-1).sum().item() + n_sent += U + if collect_at and snr in collect_at: + rec_all.append(emb) + idx_all.append(idx) + + results[snr] = {"cos": cs_sum / n_sent, + "token_err": tok_err_sum / max(tok_cnt, 1)} + if collect_at and snr in collect_at: + collected[snr] = (torch.cat(rec_all, 0), torch.cat(idx_all, 0)) + print(f" [ToDMA T={T} L={L}] SNR={snr} " + f"cos={results[snr]['cos']:.4f} " + f"tokErr={results[snr]['token_err']:.4f}", flush=True) + + results["omp_ms_per_frame"] = 1000.0 * t_omp_total / max(n_omp, 1) + return results, collected + + +# --------------------------------------------------------- +# Latency / parameter count (R1-3) +# --------------------------------------------------------- +@torch.no_grad() +def measure_latency(model, cache, U, device, n=200): + b, _ = cache.sample_test(U, device) + for _ in range(20): + model(b, 10, "rayleigh") + if device.type == "cuda": + torch.cuda.synchronize() + t0 = time.time() + for _ in range(n): + model(b, 10, "rayleigh") + if device.type == "cuda": + torch.cuda.synchronize() + ms = 1000.0 * (time.time() - t0) / n + n_params = sum(p.numel() for p in model.parameters()) + return ms, n_params + + +@torch.no_grad() +def measure_bert_latency(extractor, texts, n=50): + for _ in range(5): + extractor.encode(texts[:4]) + if extractor.device == "cuda" or (hasattr(extractor.device, "type") + and extractor.device.type == "cuda"): + torch.cuda.synchronize() + t0 = time.time() + for i in range(n): + extractor.encode([texts[i % len(texts)]]) + torch.cuda.synchronize() + return 1000.0 * (time.time() - t0) / n + + +# --------------------------------------------------------- +# Main +# --------------------------------------------------------- +def main(): + ap = argparse.ArgumentParser() + ap.add_argument("--save-dir", default="fig_cl") + ap.add_argument("--epochs", type=int, default=200) + ap.add_argument("--steps", type=int, default=300) + ap.add_argument("--trials", type=int, default=500) + ap.add_argument("--todma-frames", type=int, default=200) + ap.add_argument("--skip-distil", action="store_true") + args = ap.parse_args() + + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + os.makedirs(args.save_dir, exist_ok=True) + print(f"[Device: {device}]", flush=True) + + train_items, test_items = load_agnews_labeled() + print(f"[INFO] split: {len(train_items)} train / " + f"{len(test_items)} test", flush=True) + + bert = Extractor("bert-base-uncased", device) + d_bert = bert.embed_dim + cache = SplitCache(bert, train_items, test_items) + + R = {"meta": {"epochs": args.epochs, "steps": args.steps, + "trials": args.trials}} + conv_rows = [] + + # linear probe on clean train embeddings + probe, acc_clean = train_probe(cache, device) + R["probe_clean_acc"] = acc_clean + + PROBE_SNRS = list(EVAL_SNRS) + + # ---- (1) orthogonal baseline U=1, d=768 ---- + # ---- (2) proposed U=1..6, K=4 ---- + # ---- (3) K sweep U=4, K in {1,2,8} ---- + # ---- (4) random frozen masks U=4, K=4 ---- + # ---- (5) MAML full U=4, K=4 ---- + configs = [ + ("baseline_U1_K1", dict(U=1, K=1)), + ("prop_U1_K4", dict(U=1, K=4)), + ("prop_U2_K4", dict(U=2, K=4)), + ("prop_U3_K4", dict(U=3, K=4)), + ("prop_U4_K4", dict(U=4, K=4)), + ("prop_U5_K4", dict(U=5, K=4)), + ("prop_U6_K4", dict(U=6, K=4)), + ("ksweep_U4_K1", dict(U=4, K=1)), + ("ksweep_U4_K2", dict(U=4, K=2)), + ("ksweep_U4_K8", dict(U=4, K=8)), + ("randmask_U4_K4", dict(U=4, K=4, freeze_masks=True)), + ("maml_U4_K4", dict(U=4, K=4, mode="maml_full")), + ] + + masks_store = {} + for name, kw in configs: + print(f"\n=== {name} ===", flush=True) + U, K = kw.pop("U"), kw.pop("K") + model, conv, ttime = train_config( + cache, U, d_bert, K, device, + epochs=args.epochs, steps=args.steps, label=name, **kw) + collect = PROBE_SNRS if name in ( + "baseline_U1_K1", "prop_U4_K4", "randmask_U4_K4") else None + sweep, collected = final_eval(model, cache, U, device, + trials=args.trials, + collect_at=collect) + entry = {"U": U, "K": K, "train_s": ttime, + "snr": {str(s): sweep[s] for s in EVAL_SNRS}} + if collect: + entry["probe_acc"] = {str(s): a for s, a in + probe_accuracy(probe, collected, + cache, device).items()} + if name in ("prop_U2_K4", "prop_U3_K4", "prop_U4_K4"): + m = model.user_mask.weight.detach().cpu() + mn = F.normalize(m, p=2, dim=1) + masks_store[name] = (mn @ mn.T).numpy().tolist() + if name == "prop_U4_K4": + ms_gpu, n_params = measure_latency(model, cache, U, device) + cpu_model = BertSemComMux(U, d_bert, d_bert * K, 512) + cpu_model.load_state_dict(model.state_dict()) + cpu_dev = torch.device("cpu") + b_cpu, _ = cache.sample_test(U, cpu_dev) + for _ in range(10): + cpu_model(b_cpu, 10, "rayleigh") + t0 = time.time() + for _ in range(50): + cpu_model(b_cpu, 10, "rayleigh") + ms_cpu = 1000.0 * (time.time() - t0) / 50 + R["latency"] = {"proposed_gpu_ms": ms_gpu, + "proposed_cpu_ms": ms_cpu, + "params": n_params} + print(f"[LATENCY] proposed frame: {ms_gpu:.2f} ms (GPU) " + f"{ms_cpu:.2f} ms (CPU), params={n_params/1e6:.2f}M", + flush=True) + R[name] = entry + for c in conv: + conv_rows.append([name, c["epoch"], c["loss"], c["cos10"]]) + with open(os.path.join(args.save_dir, "cl_results.json"), "w") as f: + json.dump(R, f, indent=1) + + R["mask_corr"] = masks_store + + # ---- (6) ToDMA-style baseline, two budget splits ---- + print("\n=== ToDMA-style baseline ===", flush=True) + R["bert_tx_ms"] = measure_bert_latency(bert, cache.test_texts) + print(f"[LATENCY] BERT encode per sentence: {R['bert_tx_ms']:.1f} ms", + flush=True) + for (T, L) in [(24, 128), (16, 192)]: + res, coll = todma_eval(bert, cache, device, U=4, T=T, L=L, + n_frames=args.todma_frames, + collect_at=PROBE_SNRS if T == 24 else None) + key = f"todma_T{T}_L{L}" + R[key] = {str(s): res[s] for s in EVAL_SNRS} + R[key]["omp_ms_per_frame"] = res["omp_ms_per_frame"] + if coll: + R[key]["probe_acc"] = {str(s): a for s, a in + probe_accuracy(probe, coll, + cache, device).items()} + with open(os.path.join(args.save_dir, "cl_results.json"), "w") as f: + json.dump(R, f, indent=1) + + # ---- (7) DistilBERT generalization check ---- + if not args.skip_distil: + print("\n=== DistilBERT check (U=4, K=4) ===", flush=True) + distil = Extractor("distilbert-base-uncased", device) + dcache = SplitCache(distil, train_items, test_items) + model, conv, _ = train_config(dcache, 4, distil.embed_dim, 4, + device, epochs=args.epochs, + steps=args.steps, label="distil") + sweep, _ = final_eval(model, dcache, 4, device, trials=args.trials) + R["distil_U4_K4"] = {"snr": {str(s): sweep[s] for s in EVAL_SNRS}} + for c in conv: + conv_rows.append(["distil_U4_K4", c["epoch"], c["loss"], + c["cos10"]]) + + with open(os.path.join(args.save_dir, "cl_results.json"), "w") as f: + json.dump(R, f, indent=1) + with open(os.path.join(args.save_dir, "cl_convergence.csv"), "w", + newline="") as f: + w = csv.writer(f) + w.writerow(["config", "epoch", "loss", "cos10_test"]) + w.writerows(conv_rows) + print("\nAll CL experiments complete.", flush=True) + + +if __name__ == "__main__": + main() diff --git a/cl_maml_all.py b/cl_maml_all.py new file mode 100755 index 0000000..b825cbb --- /dev/null +++ b/cl_maml_all.py @@ -0,0 +1,188 @@ +# ========================================================= +# cl_maml_all.py — promote SNR-aware MAML to the default +# training procedure for all reported configurations. +# +# Adds MAML-trained counterparts of the load sweep, the +# conventional orthogonal scheme (fairness: both sides at +# their best), and the random-mask variant. The K sweep and +# DistilBERT stay joint-trained (sensitivity studies). +# +# Held-out evaluation identical to cl_experiments.py. +# Output: fig_cl/cl_results_maml.json (+ convergence CSV) +# ========================================================= + +import argparse, os, json, csv, time, random +import torch +import torch.nn.functional as F + +from bert_semcom import ( + BertSemComMux, semantic_loss, split_params, + gather_inner_params, apply_inner_update +) +from cl_experiments import ( + load_agnews_labeled, Extractor, SplitCache, + final_eval, train_probe, probe_accuracy, set_seed, + EVAL_SNRS, TRAIN_SNRS, measure_latency +) + + +def train_maml(cache, U, d_bert, K, device, freeze_masks=False, + epochs=200, steps=300, lr=1e-3, inner_lr=5e-4, + meta_batch=4, lam=0.5, channel="rayleigh", + conv_trials=50, label="", seed=42): + set_seed(seed) + model = BertSemComMux(U, d_bert, d_bert * K, 512).to(device) + if freeze_masks: + model.user_mask.weight.requires_grad_(False) + inner_keys = ["tx_proj", "user_query", "rx_proj"] + else: + inner_keys = ["tx_proj", "user_mask", "user_query", "rx_proj"] + opt = torch.optim.Adam( + [p for p in model.parameters() if p.requires_grad], lr=lr) + conv = [] + t0 = time.time() + for ep in range(1, epochs + 1): + model.train() + loss_sum = 0.0 + for _ in range(steps): + snr_tasks = [float(x) for x in + random.sample(TRAIN_SNRS, meta_batch)] + base_params = split_params(model) + meta_loss = torch.tensor(0.0, device=device) + for snr in snr_tasks: + fp = {k: {n: p for n, p in v.items()} + for k, v in base_params.items()} + b_s, _ = cache.sample_train(U, device) + bh = model(b_s, snr, channel, params=fp) + ls, _, _ = semantic_loss(b_s, bh, lam) + fl, mi = gather_inner_params(fp, inner_keys) + grads = torch.autograd.grad(ls, fl) + fp = apply_inner_update(fp, inner_keys, mi, grads, + inner_lr, "first") + b_q, _ = cache.sample_train(U, device) + bh_q = model(b_q, snr, channel, params=fp) + ql, _, _ = semantic_loss(b_q, bh_q, lam) + meta_loss = meta_loss + ql + meta_loss = meta_loss / float(meta_batch) + opt.zero_grad(set_to_none=True) + meta_loss.backward() + opt.step() + loss_sum += meta_loss.item() + model.eval() + with torch.no_grad(): + c = 0.0 + for _ in range(conv_trials): + b, _ = cache.sample_test(U, device) + bh = model(b, 10, channel) + c += F.cosine_similarity(bh, b, dim=-1).mean().item() + conv.append({"epoch": ep, "loss": loss_sum / steps, + "cos10": c / conv_trials}) + if ep % 20 == 0 or ep == 1 or ep == epochs: + print(f" [{label} Ep {ep:03d}/{epochs}] " + f"loss={loss_sum/steps:.4f} " + f"cos@10dB(test)={c/conv_trials:.4f}", flush=True) + return model, conv, time.time() - t0 + + +def main(): + ap = argparse.ArgumentParser() + ap.add_argument("--save-dir", default="fig_cl") + ap.add_argument("--epochs", type=int, default=200) + ap.add_argument("--steps", type=int, default=300) + ap.add_argument("--trials", type=int, default=500) + args = ap.parse_args() + + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + os.makedirs(args.save_dir, exist_ok=True) + print(f"[Device: {device}]", flush=True) + train_items, test_items = load_agnews_labeled() + bert = Extractor("bert-base-uncased", device) + d_bert = bert.embed_dim + cache = SplitCache(bert, train_items, test_items) + del bert + torch.cuda.empty_cache() + + probe, acc_clean = train_probe(cache, device) + R = {"probe_clean_acc": acc_clean} + PROBE_SNRS = list(EVAL_SNRS) + conv_rows = [] + + configs = [ + ("mamlB_U1_K1", dict(U=1, K=1)), + ("mamlP_U1_K4", dict(U=1, K=4)), + ("mamlP_U2_K4", dict(U=2, K=4)), + ("mamlP_U3_K4", dict(U=3, K=4)), + ("mamlP_U5_K4", dict(U=5, K=4)), + ("mamlP_U6_K4", dict(U=6, K=4)), + ("mamlR_U4_K4", dict(U=4, K=4, freeze_masks=True)), + ] + masks_store = {} + for name, kw in configs: + print(f"\n=== {name} ===", flush=True) + U, K = kw.pop("U"), kw.pop("K") + model, conv, ttime = train_maml( + cache, U, d_bert, K, device, + epochs=args.epochs, steps=args.steps, label=name, **kw) + collect = PROBE_SNRS if name in ( + "mamlB_U1_K1", "mamlR_U4_K4") else None + sweep, collected = final_eval(model, cache, U, device, + trials=args.trials, + collect_at=collect) + entry = {"U": U, "K": K, "train_s": ttime, + "snr": {str(s): sweep[s] for s in EVAL_SNRS}} + if collect: + entry["probe_acc"] = {str(s): a for s, a in + probe_accuracy(probe, collected, + cache, device).items()} + if name in ("mamlP_U2_K4", "mamlP_U3_K4"): + m = model.user_mask.weight.detach().cpu() + mn = F.normalize(m, p=2, dim=1) + masks_store[name] = (mn @ mn.T).numpy().tolist() + R[name] = entry + for c in conv: + conv_rows.append([name, c["epoch"], c["loss"], c["cos10"]]) + R["mask_corr"] = masks_store + with open(os.path.join(args.save_dir, + "cl_results_maml.json"), "w") as f: + json.dump(R, f, indent=1) + + # probe accuracies for the already-trained maml_U4_K4 are collected + # by re-training? No — retrain U=4 MAML for probe collection and + # mask correlation so every reported number comes from one protocol. + print("\n=== mamlP_U4_K4 (retrain for probe/masks) ===", flush=True) + model, conv, ttime = train_maml(cache, 4, d_bert, 4, device, + epochs=args.epochs, steps=args.steps, + label="mamlP_U4_K4") + sweep, collected = final_eval(model, cache, 4, device, + trials=args.trials, + collect_at=PROBE_SNRS) + entry = {"U": 4, "K": 4, "train_s": ttime, + "snr": {str(s): sweep[s] for s in EVAL_SNRS}} + entry["probe_acc"] = {str(s): a for s, a in + probe_accuracy(probe, collected, + cache, device).items()} + m = model.user_mask.weight.detach().cpu() + mn = F.normalize(m, p=2, dim=1) + masks_store["mamlP_U4_K4"] = (mn @ mn.T).numpy().tolist() + ms_gpu, n_params = measure_latency(model, cache, 4, device) + entry["lat_gpu_ms"] = ms_gpu + entry["params"] = n_params + R["mamlP_U4_K4"] = entry + R["mask_corr"] = masks_store + for c in conv: + conv_rows.append(["mamlP_U4_K4", c["epoch"], c["loss"], + c["cos10"]]) + + with open(os.path.join(args.save_dir, "cl_results_maml.json"), + "w") as f: + json.dump(R, f, indent=1) + with open(os.path.join(args.save_dir, "cl_convergence_maml.csv"), + "w", newline="") as f: + w = csv.writer(f) + w.writerow(["config", "epoch", "loss", "cos10_test"]) + w.writerows(conv_rows) + print("\nAll MAML-default experiments complete.", flush=True) + + +if __name__ == "__main__": + main() diff --git a/cl_maml_extra.py b/cl_maml_extra.py new file mode 100755 index 0000000..2cf8d0f --- /dev/null +++ b/cl_maml_extra.py @@ -0,0 +1,77 @@ +# cl_maml_extra.py — MAML-trained K sweep (K=1,2,8) and DistilBERT +# replication, completing the unified MAML protocol. +import argparse, os, json, csv +import torch +import torch.nn.functional as F + +from cl_experiments import ( + load_agnews_labeled, Extractor, SplitCache, final_eval, set_seed, + EVAL_SNRS +) +from cl_maml_all import train_maml + + +def main(): + ap = argparse.ArgumentParser() + ap.add_argument("--save-dir", default="fig_cl") + ap.add_argument("--epochs", type=int, default=200) + ap.add_argument("--steps", type=int, default=300) + ap.add_argument("--trials", type=int, default=500) + args = ap.parse_args() + + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + os.makedirs(args.save_dir, exist_ok=True) + print(f"[Device: {device}]", flush=True) + train_items, test_items = load_agnews_labeled() + bert = Extractor("bert-base-uncased", device) + d_bert = bert.embed_dim + cache = SplitCache(bert, train_items, test_items) + del bert + torch.cuda.empty_cache() + + R = {} + conv_rows = [] + for name, K in [("mamlK_U4_K1", 1), ("mamlK_U4_K2", 2), + ("mamlK_U4_K8", 8)]: + print(f"\n=== {name} ===", flush=True) + model, conv, ttime = train_maml(cache, 4, d_bert, K, device, + epochs=args.epochs, + steps=args.steps, label=name) + sweep, _ = final_eval(model, cache, 4, device, trials=args.trials) + R[name] = {"U": 4, "K": K, "train_s": ttime, + "snr": {str(s): sweep[s] for s in EVAL_SNRS}} + for c in conv: + conv_rows.append([name, c["epoch"], c["loss"], c["cos10"]]) + with open(os.path.join(args.save_dir, + "cl_results_maml2.json"), "w") as f: + json.dump(R, f, indent=1) + + print("\n=== mamlD_U4_K4 (DistilBERT) ===", flush=True) + distil = Extractor("distilbert-base-uncased", device) + dcache = SplitCache(distil, train_items, test_items) + d_d = distil.embed_dim + del distil + torch.cuda.empty_cache() + model, conv, ttime = train_maml(dcache, 4, d_d, 4, device, + epochs=args.epochs, + steps=args.steps, label="mamlD") + sweep, _ = final_eval(model, dcache, 4, device, trials=args.trials) + R["mamlD_U4_K4"] = {"U": 4, "K": 4, "train_s": ttime, + "snr": {str(s): sweep[s] for s in EVAL_SNRS}} + for c in conv: + conv_rows.append(["mamlD_U4_K4", c["epoch"], c["loss"], + c["cos10"]]) + + with open(os.path.join(args.save_dir, "cl_results_maml2.json"), + "w") as f: + json.dump(R, f, indent=1) + with open(os.path.join(args.save_dir, "cl_convergence_maml2.csv"), + "w", newline="") as f: + w = csv.writer(f) + w.writerow(["config", "epoch", "loss", "cos10_test"]) + w.writerows(conv_rows) + print("\nExtra MAML experiments complete.", flush=True) + + +if __name__ == "__main__": + main() diff --git a/cl_todma_load.py b/cl_todma_load.py new file mode 100755 index 0000000..888da3d --- /dev/null +++ b/cl_todma_load.py @@ -0,0 +1,42 @@ +# cl_todma_load.py — ToDMA load sweep (evaluation only, no training). +# +# Evaluates the ToDMA token-domain scheme (T=24, L=128, genie-aided +# association) for U in {1,2,3,5,6} on the held-out test set, matching +# the U=4 run stored in cl_results.json, so that Fig. 3 can show the +# ToDMA aggregate fidelity across load. +import argparse, os, json +import torch + +from cl_experiments import ( + load_agnews_labeled, Extractor, SplitCache, todma_eval, EVAL_SNRS +) + + +def main(): + ap = argparse.ArgumentParser() + ap.add_argument("--save-dir", default="fig_cl") + ap.add_argument("--frames", type=int, default=200) + args = ap.parse_args() + + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + os.makedirs(args.save_dir, exist_ok=True) + print(f"[Device: {device}]", flush=True) + train_items, test_items = load_agnews_labeled() + bert = Extractor("bert-base-uncased", device) + cache = SplitCache(bert, train_items, test_items) + + R = {} + for U in [1, 2, 3, 5, 6]: + print(f"\n=== ToDMA U={U} (T=24, L=128) ===", flush=True) + res, _ = todma_eval(bert, cache, device, U=U, T=24, L=128, + n_frames=args.frames) + key = f"todma_U{U}_T24_L128" + R[key] = {str(s): res[s] for s in EVAL_SNRS} + with open(os.path.join(args.save_dir, + "cl_results_todma_u.json"), "w") as f: + json.dump(R, f, indent=1) + print("\nToDMA load sweep complete.", flush=True) + + +if __name__ == "__main__": + main() diff --git a/fig_cl/cl_convergence.csv b/fig_cl/cl_convergence.csv new file mode 100755 index 0000000..462c938 --- /dev/null +++ b/fig_cl/cl_convergence.csv @@ -0,0 +1,2601 @@ +config,epoch,loss,cos10_test +baseline_U1_K1,1,0.38860565627614657,0.5393437550216913 +baseline_U1_K1,2,0.24464154904087385,0.6355298846960068 +baseline_U1_K1,3,0.18947792870302996,0.7195799481868744 +baseline_U1_K1,4,0.1740141469736894,0.7121566879749298 +baseline_U1_K1,5,0.15491440432767073,0.7388484728336334 +baseline_U1_K1,6,0.15203079854448637,0.7538963913917541 +baseline_U1_K1,7,0.1403118154158195,0.7807298088073731 +baseline_U1_K1,8,0.13615109704434872,0.7920967900753021 +baseline_U1_K1,9,0.12169413901865482,0.7891773837804794 +baseline_U1_K1,10,0.13560120126853387,0.7857873618602753 +baseline_U1_K1,11,0.1238092195863525,0.7969709980487824 +baseline_U1_K1,12,0.11940355341881513,0.7947230994701385 +baseline_U1_K1,13,0.11755605696390073,0.8114256292581559 +baseline_U1_K1,14,0.11597909837961197,0.807024335861206 +baseline_U1_K1,15,0.124975979787608,0.8112040448188782 +baseline_U1_K1,16,0.10936559945344924,0.8250163912773132 +baseline_U1_K1,17,0.1067457686488827,0.8197338628768921 +baseline_U1_K1,18,0.10008501133571068,0.8329424238204957 +baseline_U1_K1,19,0.10282569605857134,0.8020580756664276 +baseline_U1_K1,20,0.09509632686773936,0.8314053392410279 +baseline_U1_K1,21,0.09515515961994728,0.8289996230602265 +baseline_U1_K1,22,0.09461005331327518,0.8368773770332336 +baseline_U1_K1,23,0.08897205546498299,0.8303642129898071 +baseline_U1_K1,24,0.09190382855633894,0.8541729879379273 +baseline_U1_K1,25,0.08819799543668827,0.8439766156673432 +baseline_U1_K1,26,0.08570299544682106,0.8487807309627533 +baseline_U1_K1,27,0.08107490628957749,0.8391688120365143 +baseline_U1_K1,28,0.08584222958733638,0.8474215197563172 +baseline_U1_K1,29,0.09501842591911554,0.8602836227416992 +baseline_U1_K1,30,0.0817037606984377,0.8418952614068985 +baseline_U1_K1,31,0.0894479398181041,0.8496163952350616 +baseline_U1_K1,32,0.08206860531121492,0.8410224163532257 +baseline_U1_K1,33,0.08124772090464831,0.8470563852787018 +baseline_U1_K1,34,0.084372852469484,0.8511231100559234 +baseline_U1_K1,35,0.08067051144316792,0.8689026045799255 +baseline_U1_K1,36,0.07850081901997327,0.8617312252521515 +baseline_U1_K1,37,0.08672970241556564,0.8618883764743805 +baseline_U1_K1,38,0.08689744125430783,0.855451534986496 +baseline_U1_K1,39,0.08663054514676333,0.8397559779882431 +baseline_U1_K1,40,0.07892991534123818,0.8689068555831909 +baseline_U1_K1,41,0.07907509775211413,0.8465850502252579 +baseline_U1_K1,42,0.0780551539734006,0.8677441191673279 +baseline_U1_K1,43,0.07978729226936897,0.8826151967048645 +baseline_U1_K1,44,0.08101983901113272,0.855974074602127 +baseline_U1_K1,45,0.08177272224177917,0.8457984405755997 +baseline_U1_K1,46,0.0771091948201259,0.8637244272232055 +baseline_U1_K1,47,0.07935027450323105,0.8649807024002075 +baseline_U1_K1,48,0.08163490638757745,0.8710306310653686 +baseline_U1_K1,49,0.07685187838350734,0.8494979298114776 +baseline_U1_K1,50,0.07391523977120718,0.8644261527061462 +baseline_U1_K1,51,0.07719171424085895,0.8662119221687317 +baseline_U1_K1,52,0.07611659247428179,0.8796068215370179 +baseline_U1_K1,53,0.07439812136813999,0.8814979124069214 +baseline_U1_K1,54,0.0727971478117009,0.8781376695632934 +baseline_U1_K1,55,0.07278790157288313,0.8714104521274567 +baseline_U1_K1,56,0.0718123571947217,0.8550414842367172 +baseline_U1_K1,57,0.0661158053825299,0.8578635632991791 +baseline_U1_K1,58,0.07230398355051876,0.8762058961391449 +baseline_U1_K1,59,0.07471914718548457,0.8592635089159012 +baseline_U1_K1,60,0.0721146283360819,0.8597775816917419 +baseline_U1_K1,61,0.06913897731651862,0.8734044134616852 +baseline_U1_K1,62,0.0682773478453358,0.8863432657718658 +baseline_U1_K1,63,0.07187895126640796,0.8735314285755158 +baseline_U1_K1,64,0.08077044509351254,0.857609035372734 +baseline_U1_K1,65,0.07126977895696958,0.8779790246486664 +baseline_U1_K1,66,0.08372974853341777,0.8632857990264893 +baseline_U1_K1,67,0.07062469961121678,0.8874034988880157 +baseline_U1_K1,68,0.07692848469441135,0.884807996749878 +baseline_U1_K1,69,0.07596830002342661,0.8887645494937897 +baseline_U1_K1,70,0.07601895631601413,0.8809369921684265 +baseline_U1_K1,71,0.07422081181779504,0.8711366087198258 +baseline_U1_K1,72,0.07424527018641432,0.8844362533092499 +baseline_U1_K1,73,0.069580888338387,0.877080590724945 +baseline_U1_K1,74,0.07377492159605026,0.8836477774381638 +baseline_U1_K1,75,0.06906791708121697,0.8856176102161407 +baseline_U1_K1,76,0.06876837609956662,0.8821260130405426 +baseline_U1_K1,77,0.07882344476878643,0.8867111337184906 +baseline_U1_K1,78,0.06914802147696415,0.8819462943077088 +baseline_U1_K1,79,0.07099281769866744,0.8841671848297119 +baseline_U1_K1,80,0.06950868948052327,0.8832372784614563 +baseline_U1_K1,81,0.07284293474008639,0.8523881882429123 +baseline_U1_K1,82,0.06798504272475839,0.8622047504037619 +baseline_U1_K1,83,0.07402512174099683,0.8451728057861329 +baseline_U1_K1,84,0.07241019016752641,0.8548915116116405 +baseline_U1_K1,85,0.06788826375578841,0.8839755141735077 +baseline_U1_K1,86,0.07639431309575836,0.8635529971122742 +baseline_U1_K1,87,0.07481268090506395,0.8851240253448487 +baseline_U1_K1,88,0.06482338244716326,0.8810686212778092 +baseline_U1_K1,89,0.06604061486199499,0.9005573284626007 +baseline_U1_K1,90,0.06889183750996987,0.8894867765903473 +baseline_U1_K1,91,0.06949265290051698,0.8988240051269532 +baseline_U1_K1,92,0.06890567715590198,0.8865219902992248 +baseline_U1_K1,93,0.06000299848616123,0.8706187105178833 +baseline_U1_K1,94,0.06752440996468068,0.8754223304986953 +baseline_U1_K1,95,0.06460412674273054,0.8879262495040894 +baseline_U1_K1,96,0.06868631701916456,0.8941074109077454 +baseline_U1_K1,97,0.07123672379180788,0.8803156542778016 +baseline_U1_K1,98,0.06816712942595284,0.8756927061080932 +baseline_U1_K1,99,0.07980770664289594,0.8872887516021728 +baseline_U1_K1,100,0.06819426852588852,0.8905893802642822 +baseline_U1_K1,101,0.06567144657174746,0.8652136480808258 +baseline_U1_K1,102,0.06418316503365834,0.8890148746967316 +baseline_U1_K1,103,0.0683207920504113,0.8824420285224914 +baseline_U1_K1,104,0.06842905489727855,0.884451892375946 +baseline_U1_K1,105,0.061173251854876674,0.8801775515079499 +baseline_U1_K1,106,0.06807842874278625,0.8898215067386627 +baseline_U1_K1,107,0.06564596808205048,0.8908933472633361 +baseline_U1_K1,108,0.06097086869180202,0.885266147851944 +baseline_U1_K1,109,0.06539284937083721,0.8837534183263779 +baseline_U1_K1,110,0.06670197945088148,0.8958233666419982 +baseline_U1_K1,111,0.05676533645639817,0.8858305168151855 +baseline_U1_K1,112,0.06742158073931932,0.8737253725528717 +baseline_U1_K1,113,0.062442267450193566,0.8995939660072326 +baseline_U1_K1,114,0.06949881484732032,0.9009370756149292 +baseline_U1_K1,115,0.06375317874674996,0.8746583351492881 +baseline_U1_K1,116,0.06927345012625058,0.8984048986434936 +baseline_U1_K1,117,0.06625823630640904,0.8733457139134407 +baseline_U1_K1,118,0.06062998417764902,0.88270463347435 +baseline_U1_K1,119,0.06064460353925824,0.8787034857273102 +baseline_U1_K1,120,0.05975217279667656,0.8818352127075195 +baseline_U1_K1,121,0.06806836587687333,0.8801260280609131 +baseline_U1_K1,122,0.068615550690641,0.8925794929265976 +baseline_U1_K1,123,0.06595976190641523,0.9034395909309387 +baseline_U1_K1,124,0.06163638817767302,0.8883420526981354 +baseline_U1_K1,125,0.05750161185860634,0.8718464154005051 +baseline_U1_K1,126,0.05890387648095687,0.8958524733781814 +baseline_U1_K1,127,0.06845031516005595,0.874745654463768 +baseline_U1_K1,128,0.05870272159576416,0.8927109289169312 +baseline_U1_K1,129,0.06497620038688183,0.8922516453266144 +baseline_U1_K1,130,0.06227289049575726,0.8954743462800979 +baseline_U1_K1,131,0.0679319170800348,0.9072610414028168 +baseline_U1_K1,132,0.06574037031581005,0.8748745673894882 +baseline_U1_K1,133,0.061753364981462555,0.896762136220932 +baseline_U1_K1,134,0.062410652935504914,0.8988645005226136 +baseline_U1_K1,135,0.06772744876643022,0.8718601238727569 +baseline_U1_K1,136,0.06731244585166375,0.8741190552711486 +baseline_U1_K1,137,0.07245095404485861,0.8926923620700836 +baseline_U1_K1,138,0.06664775344232718,0.8956782031059265 +baseline_U1_K1,139,0.07195865133156379,0.8838353407382965 +baseline_U1_K1,140,0.06258489456027747,0.8853029769659042 +baseline_U1_K1,141,0.06403262610236804,0.9007286179065704 +baseline_U1_K1,142,0.0626060417542855,0.8890740823745727 +baseline_U1_K1,143,0.06338600847870111,0.889829986691475 +baseline_U1_K1,144,0.06233253340547284,0.8980458968877792 +baseline_U1_K1,145,0.06581496429319184,0.8954800760746002 +baseline_U1_K1,146,0.07298855563625693,0.8862036776542663 +baseline_U1_K1,147,0.0645788813320299,0.8765415680408478 +baseline_U1_K1,148,0.06201385567585627,0.9004671466350556 +baseline_U1_K1,149,0.053691599251081544,0.8907369256019593 +baseline_U1_K1,150,0.06821783795331915,0.8809137868881226 +baseline_U1_K1,151,0.06411069818461934,0.8978038430213928 +baseline_U1_K1,152,0.06349215363462767,0.891809549331665 +baseline_U1_K1,153,0.058369244697193304,0.8869796526432038 +baseline_U1_K1,154,0.061366354456792276,0.8830198511481285 +baseline_U1_K1,155,0.06345978167528908,0.8975516271591186 +baseline_U1_K1,156,0.06070081832508246,0.8807310432195663 +baseline_U1_K1,157,0.07001339100922148,0.8899851977825165 +baseline_U1_K1,158,0.06327453382934133,0.8998905372619629 +baseline_U1_K1,159,0.05910237845654289,0.9042740941047669 +baseline_U1_K1,160,0.07430698872854312,0.8735030007362365 +baseline_U1_K1,161,0.06295513721182942,0.899517822265625 +baseline_U1_K1,162,0.05872609962398807,0.8714593040943146 +baseline_U1_K1,163,0.06356200526778896,0.9109718155860901 +baseline_U1_K1,164,0.06603405186906457,0.8958855950832367 +baseline_U1_K1,165,0.06323553576444586,0.9014493918418884 +baseline_U1_K1,166,0.06071817963073651,0.8897523510456086 +baseline_U1_K1,167,0.0601734190620482,0.8906325393915177 +baseline_U1_K1,168,0.0686359172873199,0.8900423955917358 +baseline_U1_K1,169,0.06217914280792077,0.8939130699634552 +baseline_U1_K1,170,0.06539557525888086,0.8872559976577759 +baseline_U1_K1,171,0.06059254333997766,0.9007832372188568 +baseline_U1_K1,172,0.06791249513005217,0.886314685344696 +baseline_U1_K1,173,0.06722830927620331,0.877135922908783 +baseline_U1_K1,174,0.06203361338625352,0.9099511897563934 +baseline_U1_K1,175,0.06038097643603881,0.8985726833343506 +baseline_U1_K1,176,0.06871744704122344,0.8940033435821533 +baseline_U1_K1,177,0.058305413493265706,0.8829941833019257 +baseline_U1_K1,178,0.06859562809889515,0.8825755345821381 +baseline_U1_K1,179,0.06257583962132533,0.8665883162617684 +baseline_U1_K1,180,0.059183211866766214,0.8928079599142075 +baseline_U1_K1,181,0.06332046138122678,0.8742991948127746 +baseline_U1_K1,182,0.060295465768625336,0.910610420703888 +baseline_U1_K1,183,0.057670101237793765,0.9073237228393555 +baseline_U1_K1,184,0.05963258504867554,0.8917125874757766 +baseline_U1_K1,185,0.05815759641428789,0.8508946871757508 +baseline_U1_K1,186,0.05442700467382868,0.876238574385643 +baseline_U1_K1,187,0.05983473970244328,0.8989874613285065 +baseline_U1_K1,188,0.06272238379344344,0.8896875822544098 +baseline_U1_K1,189,0.06416905307521423,0.8853498089313507 +baseline_U1_K1,190,0.06301046634092927,0.8807960259914398 +baseline_U1_K1,191,0.0638881483177344,0.8917665731906891 +baseline_U1_K1,192,0.06623496217653155,0.8839089632034302 +baseline_U1_K1,193,0.05246733693405986,0.9131672763824463 +baseline_U1_K1,194,0.06364057055364053,0.9052560794353485 +baseline_U1_K1,195,0.07140593621879816,0.8956322622299194 +baseline_U1_K1,196,0.06791710001726946,0.895225180387497 +baseline_U1_K1,197,0.06188458305473129,0.8864111077785491 +baseline_U1_K1,198,0.06078378360097607,0.9090931010246277 +baseline_U1_K1,199,0.05905562996864319,0.8750944310426712 +baseline_U1_K1,200,0.060802237105866276,0.9026254832744598 +prop_U1_K4,1,0.53232097585996,0.4994592635333538 +prop_U1_K4,2,0.29367499833305677,0.6379897218942642 +prop_U1_K4,3,0.20524795688688754,0.730020489692688 +prop_U1_K4,4,0.17688801862299441,0.7134816796332598 +prop_U1_K4,5,0.1663194415718317,0.7379486113786697 +prop_U1_K4,6,0.16152294692893823,0.7596685320138932 +prop_U1_K4,7,0.1554014017432928,0.7832725918293 +prop_U1_K4,8,0.1481604773302873,0.7973621249198913 +prop_U1_K4,9,0.13304244995117187,0.7844889086484909 +prop_U1_K4,10,0.14249517872929574,0.8006539952754974 +prop_U1_K4,11,0.1273054371898373,0.8105658972263337 +prop_U1_K4,12,0.12902169119566678,0.8067072141170502 +prop_U1_K4,13,0.12451482318341732,0.8180240577459336 +prop_U1_K4,14,0.11834157717724642,0.8157292610406875 +prop_U1_K4,15,0.12917159424473842,0.8232530736923218 +prop_U1_K4,16,0.11113076732804378,0.8412147629261016 +prop_U1_K4,17,0.10541769561668236,0.8327526724338532 +prop_U1_K4,18,0.10116383519023657,0.8434949207305908 +prop_U1_K4,19,0.1009901212900877,0.8274159842729568 +prop_U1_K4,20,0.09232176893701156,0.8451003789901733 +prop_U1_K4,21,0.08939860809594392,0.8451511991024018 +prop_U1_K4,22,0.09164471372961998,0.8586118233203888 +prop_U1_K4,23,0.08510573842873176,0.8500124526023864 +prop_U1_K4,24,0.08599343962967396,0.8624586749076844 +prop_U1_K4,25,0.0825642794619004,0.8564620292186738 +prop_U1_K4,26,0.0801216214771072,0.8663303220272064 +prop_U1_K4,27,0.07556839944173892,0.8560964143276215 +prop_U1_K4,28,0.08004477959126234,0.8711765480041503 +prop_U1_K4,29,0.08313060355683168,0.8762062239646912 +prop_U1_K4,30,0.07309950914233923,0.8569757610559463 +prop_U1_K4,31,0.0803180547679464,0.865535489320755 +prop_U1_K4,32,0.07215488519519568,0.8683533036708831 +prop_U1_K4,33,0.07105136753370364,0.8668469738960266 +prop_U1_K4,34,0.07367116276174784,0.8678664946556092 +prop_U1_K4,35,0.06960034585247438,0.8863375782966614 +prop_U1_K4,36,0.06745893562833469,0.8866502618789673 +prop_U1_K4,37,0.07441591610511145,0.8824924337863922 +prop_U1_K4,38,0.0746988998229305,0.8868647575378418 +prop_U1_K4,39,0.07267354973902306,0.871929578781128 +prop_U1_K4,40,0.06590929604445894,0.8907947552204132 +prop_U1_K4,41,0.06801263780022661,0.8786983466148377 +prop_U1_K4,42,0.06596766802792747,0.8914390015602112 +prop_U1_K4,43,0.06490829979379972,0.9048149049282074 +prop_U1_K4,44,0.06556648295993606,0.8785900962352753 +prop_U1_K4,45,0.06779621114954353,0.875206218957901 +prop_U1_K4,46,0.06384116536006332,0.8943157231807709 +prop_U1_K4,47,0.06393285244703292,0.8911925435066224 +prop_U1_K4,48,0.06759199464072783,0.8940834784507752 +prop_U1_K4,49,0.06107631756613652,0.8844131231307983 +prop_U1_K4,50,0.059731456891944014,0.9011347174644471 +prop_U1_K4,51,0.0624916892995437,0.8980356299877167 +prop_U1_K4,52,0.06132971819490194,0.9080911302566528 +prop_U1_K4,53,0.06076161223774155,0.907586042881012 +prop_U1_K4,54,0.059007499174525344,0.9014299726486206 +prop_U1_K4,55,0.05629527320464452,0.8954195314645768 +prop_U1_K4,56,0.05850933857262135,0.8841375809907913 +prop_U1_K4,57,0.053798997718840835,0.8903256011009216 +prop_U1_K4,58,0.060211919515083236,0.8972864246368408 +prop_U1_K4,59,0.06262296723201871,0.9008715546131134 +prop_U1_K4,60,0.05737252866849303,0.8937562489509583 +prop_U1_K4,61,0.05263038373241822,0.9008132636547088 +prop_U1_K4,62,0.05640977831557393,0.9102455484867096 +prop_U1_K4,63,0.05668324415882429,0.9012466025352478 +prop_U1_K4,64,0.061944835123916464,0.8842727157473564 +prop_U1_K4,65,0.054989634851614635,0.9098049545288086 +prop_U1_K4,66,0.06295204369351268,0.8963903450965881 +prop_U1_K4,67,0.05567789502441883,0.915146187543869 +prop_U1_K4,68,0.05886639098947247,0.9102825045585632 +prop_U1_K4,69,0.057838617619127036,0.9115761911869049 +prop_U1_K4,70,0.05729420139764746,0.9049455213546753 +prop_U1_K4,71,0.05965706784278155,0.9013425755500794 +prop_U1_K4,72,0.05419629774987698,0.9116015803813934 +prop_U1_K4,73,0.05247062180191278,0.9172592413425446 +prop_U1_K4,74,0.054754798685510954,0.9092603313922882 +prop_U1_K4,75,0.05155230468139052,0.9118839812278747 +prop_U1_K4,76,0.052792084148774544,0.9125642776489258 +prop_U1_K4,77,0.06013315465301275,0.913407438993454 +prop_U1_K4,78,0.05223453109463056,0.9151205658912659 +prop_U1_K4,79,0.05284007220218579,0.9119000542163849 +prop_U1_K4,80,0.05045529029642542,0.9188487350940704 +prop_U1_K4,81,0.05331894939765334,0.892684737443924 +prop_U1_K4,82,0.05066243479649226,0.8872783023118973 +prop_U1_K4,83,0.05554055275395513,0.8886233258247376 +prop_U1_K4,84,0.053971053846180436,0.8909474486112594 +prop_U1_K4,85,0.050657915578534204,0.9137161386013031 +prop_U1_K4,86,0.05692932094757756,0.8986847639083863 +prop_U1_K4,87,0.05730083625142773,0.9122776389122009 +prop_U1_K4,88,0.047996230715264876,0.9150349831581116 +prop_U1_K4,89,0.0489608658477664,0.9293910360336304 +prop_U1_K4,90,0.04959114140520493,0.9213598430156708 +prop_U1_K4,91,0.04969959729040663,0.9231003022193909 +prop_U1_K4,92,0.049098143093287944,0.9188760304450989 +prop_U1_K4,93,0.044423574823886154,0.9164986085891723 +prop_U1_K4,94,0.048769138424346846,0.9122561967372894 +prop_U1_K4,95,0.04690878068407377,0.9174441993236542 +prop_U1_K4,96,0.04952845004076759,0.92093230843544 +prop_U1_K4,97,0.050825123569617665,0.919982453584671 +prop_U1_K4,98,0.05001056634510557,0.9207050681114197 +prop_U1_K4,99,0.058575750291347504,0.9199074387550354 +prop_U1_K4,100,0.05030717878292004,0.9224612236022949 +prop_U1_K4,101,0.04752259127174815,0.9123282063007355 +prop_U1_K4,102,0.04519142605985205,0.9203853940963745 +prop_U1_K4,103,0.05050099234407147,0.9148295474052429 +prop_U1_K4,104,0.04907250845804811,0.9242067587375641 +prop_U1_K4,105,0.04437522611270348,0.9230179190635681 +prop_U1_K4,106,0.04906257012238105,0.9187476348876953 +prop_U1_K4,107,0.047052979432046414,0.9292296946048737 +prop_U1_K4,108,0.04338529918963711,0.9237392222881318 +prop_U1_K4,109,0.046981018371880054,0.920293316245079 +prop_U1_K4,110,0.0488281965131561,0.9244791901111603 +prop_U1_K4,111,0.04115239485477408,0.922961232662201 +prop_U1_K4,112,0.046926100167135394,0.9191817057132721 +prop_U1_K4,113,0.04484498227015138,0.9290629482269287 +prop_U1_K4,114,0.050222871862351894,0.9260896301269531 +prop_U1_K4,115,0.04493419074142973,0.9041532507538795 +prop_U1_K4,116,0.049076347996791204,0.9290369260311127 +prop_U1_K4,117,0.046525168716907504,0.9055093824863434 +prop_U1_K4,118,0.04224743313466509,0.9241398787498474 +prop_U1_K4,119,0.0432590484743317,0.9213894939422608 +prop_U1_K4,120,0.04071173291032513,0.920957680940628 +prop_U1_K4,121,0.04643944814801216,0.9267469835281372 +prop_U1_K4,122,0.04906221746777495,0.9282632982730865 +prop_U1_K4,123,0.04586036787057916,0.9338043975830078 +prop_U1_K4,124,0.044657207081715264,0.9300845742225647 +prop_U1_K4,125,0.04094378161554535,0.9158759486675262 +prop_U1_K4,126,0.04062755720689893,0.9296148705482483 +prop_U1_K4,127,0.048668281342834234,0.9155566847324371 +prop_U1_K4,128,0.040685776316871244,0.9315773439407349 +prop_U1_K4,129,0.046252727036674816,0.9277511835098267 +prop_U1_K4,130,0.044123673060288034,0.9292593777179718 +prop_U1_K4,131,0.04618781165530284,0.9285712993144989 +prop_U1_K4,132,0.04538732756550113,0.9130432045459748 +prop_U1_K4,133,0.04300849393631021,0.9395504462718963 +prop_U1_K4,134,0.04345146351804336,0.9276529657840729 +prop_U1_K4,135,0.04605221536010504,0.9115214049816132 +prop_U1_K4,136,0.04635900025566419,0.9168269443511963 +prop_U1_K4,137,0.05064349379390478,0.9273916113376618 +prop_U1_K4,138,0.04806947556013862,0.9298928022384644 +prop_U1_K4,139,0.05354516163468361,0.9255347466468811 +prop_U1_K4,140,0.04349496904760599,0.9208885753154754 +prop_U1_K4,141,0.04402581924572587,0.9326323044300079 +prop_U1_K4,142,0.04110178034131726,0.9279912328720092 +prop_U1_K4,143,0.04544366642211874,0.9207558113336564 +prop_U1_K4,144,0.04406206662456195,0.9279076766967773 +prop_U1_K4,145,0.04346697575723132,0.9290352487564086 +prop_U1_K4,146,0.051368213780224325,0.9208379709720611 +prop_U1_K4,147,0.04260313450669249,0.9228361630439759 +prop_U1_K4,148,0.042652749040474496,0.9310777580738068 +prop_U1_K4,149,0.0377323015841345,0.9305321586132049 +prop_U1_K4,150,0.04719070790956418,0.9174756407737732 +prop_U1_K4,151,0.043762631273518,0.9309082901477814 +prop_U1_K4,152,0.04238182052349051,0.9265455389022828 +prop_U1_K4,153,0.039913930483162406,0.9271389484405518 +prop_U1_K4,154,0.04088788112004598,0.9195605719089508 +prop_U1_K4,155,0.041227044506619376,0.9392794585227966 +prop_U1_K4,156,0.039543355063845716,0.9186432182788848 +prop_U1_K4,157,0.04805458948016167,0.9278692424297332 +prop_U1_K4,158,0.041920066612462205,0.9368515837192536 +prop_U1_K4,159,0.03925608949114879,0.9387484860420227 +prop_U1_K4,160,0.05372160461420814,0.9231585073471069 +prop_U1_K4,161,0.04215793950483203,0.9300988376140594 +prop_U1_K4,162,0.03921064126615723,0.9178909510374069 +prop_U1_K4,163,0.043639828984936076,0.9444958043098449 +prop_U1_K4,164,0.04571083596597115,0.9376770079135894 +prop_U1_K4,165,0.04280365246037642,0.9371186769008637 +prop_U1_K4,166,0.041147637910520035,0.925448853969574 +prop_U1_K4,167,0.041854363518456617,0.928930743932724 +prop_U1_K4,168,0.0465174417446057,0.9341372370719909 +prop_U1_K4,169,0.04217472292482853,0.9333561503887177 +prop_U1_K4,170,0.04339637951925397,0.9287353765964508 +prop_U1_K4,171,0.03921338394284248,0.9337796545028687 +prop_U1_K4,172,0.04580683130770922,0.9254890871047974 +prop_U1_K4,173,0.0465297816383342,0.9251615488529206 +prop_U1_K4,174,0.04193398923923572,0.9425983643531799 +prop_U1_K4,175,0.040826168432831766,0.9347000515460968 +prop_U1_K4,176,0.04580022622520725,0.9318310499191285 +prop_U1_K4,177,0.038536720871925355,0.928467390537262 +prop_U1_K4,178,0.04391346173360944,0.9308101463317872 +prop_U1_K4,179,0.04184419813255469,0.9178464710712433 +prop_U1_K4,180,0.038761397016545136,0.9266640603542328 +prop_U1_K4,181,0.04335483487074574,0.9233248293399811 +prop_U1_K4,182,0.04161143075985213,0.9431623613834381 +prop_U1_K4,183,0.03884510990853111,0.9414017164707184 +prop_U1_K4,184,0.039718050615241134,0.9303147596120834 +prop_U1_K4,185,0.038570085503160954,0.899978699684143 +prop_U1_K4,186,0.03609326681122184,0.924941954612732 +prop_U1_K4,187,0.0385239587413768,0.9390479075908661 +prop_U1_K4,188,0.04232826073343555,0.9294641935825347 +prop_U1_K4,189,0.041260184918840724,0.919799289777875 +prop_U1_K4,190,0.04159704466660818,0.9289565753936767 +prop_U1_K4,191,0.04061054103076458,0.9310061633586884 +prop_U1_K4,192,0.04398606271793445,0.9212391936779022 +prop_U1_K4,193,0.03575983700963358,0.9397021114826203 +prop_U1_K4,194,0.040655939634889365,0.9378348076343537 +prop_U1_K4,195,0.045748174972832206,0.9337270474433899 +prop_U1_K4,196,0.0436000340928634,0.9340631258487702 +prop_U1_K4,197,0.040651317052543164,0.9309125709533691 +prop_U1_K4,198,0.04049410772199432,0.9415223383903504 +prop_U1_K4,199,0.039177480544894935,0.9239011895656586 +prop_U1_K4,200,0.0402847036284705,0.9372030413150787 +prop_U2_K4,1,0.5449726886550585,0.4157780250161886 +prop_U2_K4,2,0.3118709840377172,0.583913853764534 +prop_U2_K4,3,0.21879978572328884,0.6867590177059174 +prop_U2_K4,4,0.19307071956495445,0.6836327773332596 +prop_U2_K4,5,0.17691816988090675,0.7196954917907715 +prop_U2_K4,6,0.17200541526079177,0.7200428301095962 +prop_U2_K4,7,0.1625282477835814,0.7536314749717712 +prop_U2_K4,8,0.15699162314335505,0.7661700224876404 +prop_U2_K4,9,0.1410032975425323,0.7581340366601944 +prop_U2_K4,10,0.1556634942938884,0.7575054430961609 +prop_U2_K4,11,0.14278431117534637,0.7803891134262085 +prop_U2_K4,12,0.14446977275113265,0.7743099129199982 +prop_U2_K4,13,0.13960250079631806,0.7893651807308197 +prop_U2_K4,14,0.13741498723626136,0.785643265247345 +prop_U2_K4,15,0.14578990861773491,0.7857090246677398 +prop_U2_K4,16,0.1278041191895803,0.810459361076355 +prop_U2_K4,17,0.12373992323875427,0.8015145695209503 +prop_U2_K4,18,0.11648207779973746,0.8113839161396027 +prop_U2_K4,19,0.11903033937017123,0.7849244540929794 +prop_U2_K4,20,0.1093780220920841,0.8071716699004173 +prop_U2_K4,21,0.10421941135078669,0.8129186487197876 +prop_U2_K4,22,0.10638722829520703,0.8278326666355134 +prop_U2_K4,23,0.10022106944272915,0.8149706542491912 +prop_U2_K4,24,0.10364576765646537,0.8309940099716187 +prop_U2_K4,25,0.09992829925070207,0.8296416580677033 +prop_U2_K4,26,0.09756624162197113,0.8341289782524108 +prop_U2_K4,27,0.09249397213260332,0.8316709679365158 +prop_U2_K4,28,0.0957907930140694,0.8480735552310944 +prop_U2_K4,29,0.10086597758034865,0.8435314631462097 +prop_U2_K4,30,0.08898880156377952,0.827420201599598 +prop_U2_K4,31,0.097468350417912,0.8343737435340881 +prop_U2_K4,32,0.09005965155859788,0.8206048381328582 +prop_U2_K4,33,0.0880840882162253,0.8404100561141967 +prop_U2_K4,34,0.09036849108835061,0.8466326135396958 +prop_U2_K4,35,0.0838111886754632,0.8662859547138214 +prop_U2_K4,36,0.083370461165905,0.8552944898605347 +prop_U2_K4,37,0.09089212423811356,0.8494799029827118 +prop_U2_K4,38,0.0899384913345178,0.8515581250190735 +prop_U2_K4,39,0.0893541095405817,0.8350985383987427 +prop_U2_K4,40,0.08269169074793657,0.863497531414032 +prop_U2_K4,41,0.08307775960614285,0.8466002994775772 +prop_U2_K4,42,0.08211987129102151,0.8607126700878144 +prop_U2_K4,43,0.0815512142330408,0.8766414439678192 +prop_U2_K4,44,0.08162950160602729,0.8564544814825058 +prop_U2_K4,45,0.08279937764008839,0.8419766807556153 +prop_U2_K4,46,0.0784505224848787,0.8663005268573761 +prop_U2_K4,47,0.07921646141757567,0.8664084386825561 +prop_U2_K4,48,0.08231216685225566,0.8700158631801606 +prop_U2_K4,49,0.07801339951654275,0.853676478266716 +prop_U2_K4,50,0.0746779332558314,0.8679669094085694 +prop_U2_K4,51,0.07796047103901704,0.864561163187027 +prop_U2_K4,52,0.07692812973012526,0.8853259086608887 +prop_U2_K4,53,0.07321720010290543,0.881703565120697 +prop_U2_K4,54,0.07295021072030067,0.8831130576133728 +prop_U2_K4,55,0.07189287402977546,0.879745968580246 +prop_U2_K4,56,0.07114919632673264,0.8559097123146057 +prop_U2_K4,57,0.0662157666310668,0.8563655841350556 +prop_U2_K4,58,0.0737601398055752,0.8770483076572418 +prop_U2_K4,59,0.0753599672516187,0.8719929206371307 +prop_U2_K4,60,0.07116314589977264,0.862782119512558 +prop_U2_K4,61,0.06687054939568043,0.8770120966434479 +prop_U2_K4,62,0.06895405682424705,0.8873241555690765 +prop_U2_K4,63,0.07082259291162094,0.8793083512783051 +prop_U2_K4,64,0.07766643777489662,0.8615901671350003 +prop_U2_K4,65,0.06995222004751364,0.8845040655136108 +prop_U2_K4,66,0.08220154959708452,0.8748354852199555 +prop_U2_K4,67,0.06897414941340685,0.8927243578433991 +prop_U2_K4,68,0.07301287891964117,0.893696905374527 +prop_U2_K4,69,0.07243032351136208,0.8926476550102234 +prop_U2_K4,70,0.07310188572853804,0.8815239453315735 +prop_U2_K4,71,0.07379070958743493,0.8832568895816802 +prop_U2_K4,72,0.07043851082523664,0.8889304924011231 +prop_U2_K4,73,0.0663483581195275,0.8839744436740875 +prop_U2_K4,74,0.07018951686720053,0.892769421339035 +prop_U2_K4,75,0.06710195040951172,0.8962300992012024 +prop_U2_K4,76,0.06662817579383651,0.8945309233665466 +prop_U2_K4,77,0.07497148040682078,0.8906598365306855 +prop_U2_K4,78,0.06628271849205096,0.8932049560546875 +prop_U2_K4,79,0.06544483395293355,0.8897496926784515 +prop_U2_K4,80,0.06481192883104087,0.8951429843902587 +prop_U2_K4,81,0.06713507534315188,0.8652231359481811 +prop_U2_K4,82,0.0635163235416015,0.8681660092715174 +prop_U2_K4,83,0.06914965144048134,0.8595992654561997 +prop_U2_K4,84,0.06984159960101048,0.8762333625555039 +prop_U2_K4,85,0.064278454054147,0.8938232302665711 +prop_U2_K4,86,0.071986257036527,0.8798084509372711 +prop_U2_K4,87,0.07118046717097362,0.8914465606212616 +prop_U2_K4,88,0.06105488133306305,0.8906119883060455 +prop_U2_K4,89,0.062351110720386106,0.9073898029327393 +prop_U2_K4,90,0.063280610529085,0.9033318722248077 +prop_U2_K4,91,0.06438194494694471,0.9013296711444855 +prop_U2_K4,92,0.06278488484521706,0.8978511655330658 +prop_U2_K4,93,0.05632220059633255,0.8858241927623749 +prop_U2_K4,94,0.06290629932656884,0.8931244122982025 +prop_U2_K4,95,0.0599421742806832,0.8952633845806122 +prop_U2_K4,96,0.0636111822600166,0.903536810874939 +prop_U2_K4,97,0.06443319518119096,0.897260183095932 +prop_U2_K4,98,0.06241737029204766,0.8948890554904938 +prop_U2_K4,99,0.07213708573331436,0.9039708733558655 +prop_U2_K4,100,0.06172064902881781,0.8975341033935547 +prop_U2_K4,101,0.060926233058174455,0.8848786056041718 +prop_U2_K4,102,0.058756783610830705,0.8939595127105713 +prop_U2_K4,103,0.06392125732575854,0.8941095626354217 +prop_U2_K4,104,0.062475632497419914,0.8994317102432251 +prop_U2_K4,105,0.05624436980734269,0.8980245804786682 +prop_U2_K4,106,0.06207445890332262,0.8969419896602631 +prop_U2_K4,107,0.05927711722751459,0.9094887137413025 +prop_U2_K4,108,0.05502046850820382,0.9072070348262787 +prop_U2_K4,109,0.06047118878612916,0.8945018351078033 +prop_U2_K4,110,0.06239796853934725,0.9083306539058685 +prop_U2_K4,111,0.05252706015482545,0.8998040902614594 +prop_U2_K4,112,0.06157916897907853,0.896100995540619 +prop_U2_K4,113,0.05811302714049816,0.9120372617244721 +prop_U2_K4,114,0.06570959728832046,0.9071632730960846 +prop_U2_K4,115,0.058036201894283296,0.8909535586833954 +prop_U2_K4,116,0.06209690087785324,0.9045790314674378 +prop_U2_K4,117,0.05952443053945899,0.8885219782590866 +prop_U2_K4,118,0.05484761638566851,0.898836145401001 +prop_U2_K4,119,0.05545454446226358,0.8958399760723114 +prop_U2_K4,120,0.05340379305183887,0.9014287209510803 +prop_U2_K4,121,0.06180463085571925,0.8993702697753906 +prop_U2_K4,122,0.062290445901453495,0.9046564286947251 +prop_U2_K4,123,0.0594135839988788,0.9136356163024902 +prop_U2_K4,124,0.056976747848093506,0.9073801624774933 +prop_U2_K4,125,0.05170915072162946,0.8887255907058715 +prop_U2_K4,126,0.05264434392253558,0.9067214250564575 +prop_U2_K4,127,0.061278424312671026,0.8918017423152924 +prop_U2_K4,128,0.05220383381471038,0.9078104507923126 +prop_U2_K4,129,0.058642811980098485,0.9085457813739777 +prop_U2_K4,130,0.0550810067417721,0.9045541656017303 +prop_U2_K4,131,0.06009733247881134,0.9134228634834289 +prop_U2_K4,132,0.05755508275081714,0.8928653973340989 +prop_U2_K4,133,0.05553866311907768,0.9117572462558746 +prop_U2_K4,134,0.05646429717540741,0.910587385892868 +prop_U2_K4,135,0.061231690483788646,0.882220231294632 +prop_U2_K4,136,0.060447546523064374,0.8923014223575592 +prop_U2_K4,137,0.06449665295581022,0.9065740680694581 +prop_U2_K4,138,0.060055161031583947,0.9077933096885681 +prop_U2_K4,139,0.06472975357746084,0.9048148846626282 +prop_U2_K4,140,0.05556809453914563,0.8998499464988708 +prop_U2_K4,141,0.056678180086116,0.9171412360668182 +prop_U2_K4,142,0.05410872111096978,0.9087397587299347 +prop_U2_K4,143,0.056830841954797505,0.904552036523819 +prop_U2_K4,144,0.056101494034131366,0.9092434954643249 +prop_U2_K4,145,0.05690960944940646,0.9042945790290833 +prop_U2_K4,146,0.06596405720959107,0.9001084238290786 +prop_U2_K4,147,0.05472546200578411,0.8930583786964417 +prop_U2_K4,148,0.05438001995906234,0.9147988402843475 +prop_U2_K4,149,0.04874935595318675,0.9093083429336548 +prop_U2_K4,150,0.06068225396797061,0.8978574800491333 +prop_U2_K4,151,0.05791614238793651,0.9145600521564483 +prop_U2_K4,152,0.055107332933694124,0.9086020267009736 +prop_U2_K4,153,0.050655354702224334,0.9086968088150025 +prop_U2_K4,154,0.05327096137528618,0.8940598679706454 +prop_U2_K4,155,0.05520036115621527,0.9194750261306762 +prop_U2_K4,156,0.053228867122282586,0.8920435923337936 +prop_U2_K4,157,0.06293116888031364,0.906631873846054 +prop_U2_K4,158,0.05393334691102306,0.9166327822208404 +prop_U2_K4,159,0.051321532018482684,0.9192560112476349 +prop_U2_K4,160,0.0661560938693583,0.8951787656545639 +prop_U2_K4,161,0.05459550837675731,0.9128248453140259 +prop_U2_K4,162,0.05160788129394253,0.8939040446281433 +prop_U2_K4,163,0.05566907150670886,0.924952107667923 +prop_U2_K4,164,0.057637448801348606,0.9137103176116943 +prop_U2_K4,165,0.0549338924822708,0.9137628602981568 +prop_U2_K4,166,0.05161143065119783,0.9129622673988342 +prop_U2_K4,167,0.05305042300373316,0.9087788581848144 +prop_U2_K4,168,0.0596413454040885,0.9094362616539001 +prop_U2_K4,169,0.053674124199897054,0.9073854923248291 +prop_U2_K4,170,0.05733990960444013,0.9041997897624969 +prop_U2_K4,171,0.050791179736455284,0.910231214761734 +prop_U2_K4,172,0.058593773922572534,0.9010106283426285 +prop_U2_K4,173,0.05959222344681621,0.9019340693950653 +prop_U2_K4,174,0.05623943641160925,0.9228155612945557 +prop_U2_K4,175,0.051779827754944566,0.9116676771640777 +prop_U2_K4,176,0.06010948076844216,0.9122750079631805 +prop_U2_K4,177,0.051177004873752596,0.8996559774875641 +prop_U2_K4,178,0.05809303579851985,0.9049344372749328 +prop_U2_K4,179,0.0545978927363952,0.8849737977981568 +prop_U2_K4,180,0.05091014649719,0.908420995771885 +prop_U2_K4,181,0.05545324119428793,0.9007584393024445 +prop_U2_K4,182,0.0531894084935387,0.9242620432376861 +prop_U2_K4,183,0.0511971164184312,0.9236451494693756 +prop_U2_K4,184,0.052032022749384246,0.9166924011707306 +prop_U2_K4,185,0.05029869915296634,0.8675960570573806 +prop_U2_K4,186,0.047231655661016704,0.8978047907352448 +prop_U2_K4,187,0.0513007322140038,0.9161411762237549 +prop_U2_K4,188,0.053657125197350976,0.9063827979564667 +prop_U2_K4,189,0.053527079423268634,0.902696166113019 +prop_U2_K4,190,0.05367365693673491,0.9061343705654145 +prop_U2_K4,191,0.05279981316998601,0.9080451452732086 +prop_U2_K4,192,0.057407711284856,0.905155256986618 +prop_U2_K4,193,0.046186235894759495,0.9233838951587677 +prop_U2_K4,194,0.054255267170568305,0.9188559091091156 +prop_U2_K4,195,0.060460199813048045,0.9109475374221802 +prop_U2_K4,196,0.05684568536778291,0.911666043996811 +prop_U2_K4,197,0.05385123377044996,0.9045572412014008 +prop_U2_K4,198,0.05276634785036246,0.927215393781662 +prop_U2_K4,199,0.05206792864948511,0.8979203063249588 +prop_U2_K4,200,0.05142651022101442,0.9157224762439727 +prop_U3_K4,1,0.5567427596449852,0.32471394911408424 +prop_U3_K4,2,0.3244061838587125,0.5531321024894714 +prop_U3_K4,3,0.22827098409334817,0.6537319791316986 +prop_U3_K4,4,0.20447847113013268,0.6596837890148163 +prop_U3_K4,5,0.18645443650583426,0.6826582664251327 +prop_U3_K4,6,0.18183864044646422,0.7134292757511139 +prop_U3_K4,7,0.17059588824709257,0.7289875209331512 +prop_U3_K4,8,0.1644872519870599,0.7493540066480636 +prop_U3_K4,9,0.14757765837013723,0.7387344580888748 +prop_U3_K4,10,0.16254360121985276,0.757345358133316 +prop_U3_K4,11,0.14950396763781706,0.7534465122222901 +prop_U3_K4,12,0.1483349717160066,0.7603300356864929 +prop_U3_K4,13,0.1446807798743248,0.7672745883464813 +prop_U3_K4,14,0.14308628623684247,0.7741701811552048 +prop_U3_K4,15,0.1525985385477543,0.7659582990407944 +prop_U3_K4,16,0.13481763963898022,0.7949711894989013 +prop_U3_K4,17,0.12933970756828786,0.7908377474546433 +prop_U3_K4,18,0.1231737969070673,0.7949240922927856 +prop_U3_K4,19,0.1256440994888544,0.7647766327857971 +prop_U3_K4,20,0.1159273195763429,0.8020569078624249 +prop_U3_K4,21,0.11327202074229717,0.8032903718948364 +prop_U3_K4,22,0.11379313574482998,0.8110666394233703 +prop_U3_K4,23,0.10962466835975647,0.8032537943124771 +prop_U3_K4,24,0.10970070853829383,0.8262635838985443 +prop_U3_K4,25,0.10528178376456102,0.8181395554542541 +prop_U3_K4,26,0.10317384312550226,0.8232373726367951 +prop_U3_K4,27,0.09923268125702937,0.8104407709836959 +prop_U3_K4,28,0.10307670895010233,0.8266867673397065 +prop_U3_K4,29,0.10799560651183128,0.8352811622619629 +prop_U3_K4,30,0.09806609082967042,0.8154954200983048 +prop_U3_K4,31,0.1042631478731831,0.8200907850265503 +prop_U3_K4,32,0.09571116905659437,0.8134226137399674 +prop_U3_K4,33,0.09590673054258028,0.8281946107745171 +prop_U3_K4,34,0.09919276658445597,0.8244328212738037 +prop_U3_K4,35,0.09264406445125739,0.8496307587623596 +prop_U3_K4,36,0.09129537172615527,0.8409626579284668 +prop_U3_K4,37,0.09924096719672283,0.8381227731704712 +prop_U3_K4,38,0.09766384755571683,0.8369296610355377 +prop_U3_K4,39,0.09928802662839492,0.8210505563020706 +prop_U3_K4,40,0.0906765724097689,0.8468257069587708 +prop_U3_K4,41,0.0913456637163957,0.8202224546670913 +prop_U3_K4,42,0.09341158191363017,0.8471466505527496 +prop_U3_K4,43,0.08944829187045494,0.8625667130947113 +prop_U3_K4,44,0.09022583215186994,0.8357235848903656 +prop_U3_K4,45,0.09260765915115675,0.8281817919015885 +prop_U3_K4,46,0.08793054254104694,0.8495667654275895 +prop_U3_K4,47,0.08798371717333793,0.8468071830272674 +prop_U3_K4,48,0.09129670309523741,0.8575533390045166 +prop_U3_K4,49,0.08625495271136363,0.829378193616867 +prop_U3_K4,50,0.08327717329065006,0.8546003586053849 +prop_U3_K4,51,0.08813934084028005,0.8513384413719177 +prop_U3_K4,52,0.08601746331900358,0.8691148376464843 +prop_U3_K4,53,0.08248426973819732,0.8681983184814454 +prop_U3_K4,54,0.08180365711450577,0.8689379942417145 +prop_U3_K4,55,0.07919393051415682,0.8584458017349244 +prop_U3_K4,56,0.0798236745223403,0.834043316245079 +prop_U3_K4,57,0.0742893318211039,0.8432928508520127 +prop_U3_K4,58,0.08109317917376757,0.8660239470005036 +prop_U3_K4,59,0.08523997876793146,0.8595471942424774 +prop_U3_K4,60,0.0809994903082649,0.8489838469028473 +prop_U3_K4,61,0.07577020236601432,0.8651582789421082 +prop_U3_K4,62,0.07695727640142043,0.8751934611797333 +prop_U3_K4,63,0.07861910374214252,0.8639349645376205 +prop_U3_K4,64,0.08649519693106412,0.8436670430749654 +prop_U3_K4,65,0.07883591474344333,0.8669465565681458 +prop_U3_K4,66,0.0923067515467604,0.8580306494235992 +prop_U3_K4,67,0.07838437343637149,0.8736383080482483 +prop_U3_K4,68,0.08223327084134023,0.8781020069122314 +prop_U3_K4,69,0.08288020378599564,0.8768108916282654 +prop_U3_K4,70,0.08268669166912636,0.8731741976737976 +prop_U3_K4,71,0.08235901854932308,0.8665118992328644 +prop_U3_K4,72,0.07947577750931184,0.8721868550777435 +prop_U3_K4,73,0.07557941269129514,0.8766485810279846 +prop_U3_K4,74,0.0773269610106945,0.8767004072666168 +prop_U3_K4,75,0.07559671111404896,0.878803482055664 +prop_U3_K4,76,0.0751931984970967,0.878015810251236 +prop_U3_K4,77,0.08371977881838878,0.8753738117218017 +prop_U3_K4,78,0.0744721225524942,0.878585844039917 +prop_U3_K4,79,0.07482253791143496,0.8736225461959839 +prop_U3_K4,80,0.07363755806038777,0.8785101568698883 +prop_U3_K4,81,0.07756457434346278,0.8470348334312439 +prop_U3_K4,82,0.07201320990920067,0.852362325116992 +prop_U3_K4,83,0.07938301893572013,0.8422955131530762 +prop_U3_K4,84,0.07749651862929265,0.8538088095188141 +prop_U3_K4,85,0.07321783175071081,0.8759924578666687 +prop_U3_K4,86,0.08046189993619919,0.8611184394359589 +prop_U3_K4,87,0.08083121380458276,0.8795683795213699 +prop_U3_K4,88,0.06955797976503769,0.875715548992157 +prop_U3_K4,89,0.0707959874967734,0.9000543451309204 +prop_U3_K4,90,0.07350067577014367,0.8893805181980133 +prop_U3_K4,91,0.0727798325320085,0.8875458979606629 +prop_U3_K4,92,0.07402474837998549,0.8858820307254791 +prop_U3_K4,93,0.06406495409707229,0.8707385313510895 +prop_U3_K4,94,0.07101082762082418,0.8767983627319336 +prop_U3_K4,95,0.06829576030373573,0.8776619231700897 +prop_U3_K4,96,0.07174151008327802,0.8889736688137054 +prop_U3_K4,97,0.07342073645442725,0.8801551473140716 +prop_U3_K4,98,0.07092733807861805,0.8785449290275573 +prop_U3_K4,99,0.08165224353472392,0.8897813153266907 +prop_U3_K4,100,0.0709611743191878,0.8828681826591491 +prop_U3_K4,101,0.06922036837786436,0.864869863986969 +prop_U3_K4,102,0.06774205512056748,0.880691214799881 +prop_U3_K4,103,0.07261917942514022,0.8767004239559174 +prop_U3_K4,104,0.07310575552284718,0.8846088349819183 +prop_U3_K4,105,0.06489158015698195,0.8825327682495118 +prop_U3_K4,106,0.07239192032565674,0.8847442770004272 +prop_U3_K4,107,0.06838287189602851,0.8958097553253174 +prop_U3_K4,108,0.06405868988484144,0.8851609301567077 +prop_U3_K4,109,0.06871294846137364,0.8752742771804333 +prop_U3_K4,110,0.07055618448803823,0.8920774567127228 +prop_U3_K4,111,0.05960761103158196,0.8841070437431335 +prop_U3_K4,112,0.07036737712721029,0.874853572845459 +prop_U3_K4,113,0.06622659547875324,0.8947940695285798 +prop_U3_K4,114,0.0728273498515288,0.891621140241623 +prop_U3_K4,115,0.06637191720306873,0.8668516385555267 +prop_U3_K4,116,0.0721762324993809,0.8904278492927551 +prop_U3_K4,117,0.06797264313946168,0.8691568100452423 +prop_U3_K4,118,0.06359766634802023,0.8845671045780182 +prop_U3_K4,119,0.06388180740177632,0.8783754587173462 +prop_U3_K4,120,0.06109679376706481,0.887502635717392 +prop_U3_K4,121,0.07078787496934334,0.8917669594287873 +prop_U3_K4,122,0.07093514093508323,0.8903749227523804 +prop_U3_K4,123,0.06763134721666575,0.8971714580059051 +prop_U3_K4,124,0.064413862315317,0.8908089756965637 +prop_U3_K4,125,0.05961127381150921,0.8735795819759369 +prop_U3_K4,126,0.061260479769359034,0.8957687306404114 +prop_U3_K4,127,0.06949105687439441,0.8713262414932251 +prop_U3_K4,128,0.0608234728500247,0.8877299642562866 +prop_U3_K4,129,0.06651411073282361,0.89276162981987 +prop_U3_K4,130,0.06478770965710283,0.8886583340168 +prop_U3_K4,131,0.06878503226985534,0.8987531733512878 +prop_U3_K4,132,0.06672295755396286,0.8732758867740631 +prop_U3_K4,133,0.06450106700261433,0.8961004960536957 +prop_U3_K4,134,0.06555588987966378,0.8946007078886032 +prop_U3_K4,135,0.07049967163552841,0.868501433134079 +prop_U3_K4,136,0.06893358169744412,0.8761431300640106 +prop_U3_K4,137,0.07320995803922414,0.89133620262146 +prop_U3_K4,138,0.06884203266352415,0.8906882464885711 +prop_U3_K4,139,0.07548568444947401,0.8896023201942443 +prop_U3_K4,140,0.06460726604486505,0.883416559100151 +prop_U3_K4,141,0.06431218781198064,0.9038741552829742 +prop_U3_K4,142,0.06332287694637974,0.8937568867206573 +prop_U3_K4,143,0.06715526714920998,0.8899741512537003 +prop_U3_K4,144,0.06428783136109512,0.8961742198467255 +prop_U3_K4,145,0.0672732998430729,0.893682222366333 +prop_U3_K4,146,0.0754363193238775,0.8865213525295258 +prop_U3_K4,147,0.06440061829984188,0.8771565628051757 +prop_U3_K4,148,0.06344795419524113,0.8973404347896576 +prop_U3_K4,149,0.05683192953467369,0.8898686873912811 +prop_U3_K4,150,0.0699829988864561,0.8791440522670746 +prop_U3_K4,151,0.0663195405031244,0.8966154950857163 +prop_U3_K4,152,0.0642955073962609,0.8948631572723389 +prop_U3_K4,153,0.059346987747897706,0.888027241230011 +prop_U3_K4,154,0.06251187422002355,0.8817709958553315 +prop_U3_K4,155,0.06273295624181628,0.9033006429672241 +prop_U3_K4,156,0.061698587201535704,0.8732789033651351 +prop_U3_K4,157,0.07242013032237689,0.8861683177947998 +prop_U3_K4,158,0.06293826938296358,0.9029661047458649 +prop_U3_K4,159,0.06022486802190542,0.9047461831569672 +prop_U3_K4,160,0.07653000618020693,0.8765705919265747 +prop_U3_K4,161,0.06287709512437384,0.8961398684978485 +prop_U3_K4,162,0.059963978013644614,0.8737406811118126 +prop_U3_K4,163,0.0635078322639068,0.908431488275528 +prop_U3_K4,164,0.06785206528380514,0.9004945027828216 +prop_U3_K4,165,0.06363684816285968,0.9018452751636505 +prop_U3_K4,166,0.060607228508840004,0.9014924597740174 +prop_U3_K4,167,0.061570468861609697,0.8907942676544189 +prop_U3_K4,168,0.07118983319650093,0.8921536660194397 +prop_U3_K4,169,0.06231997461989522,0.8928553676605224 +prop_U3_K4,170,0.06703476828833421,0.8901278305053711 +prop_U3_K4,171,0.059971300233155486,0.8901468515396118 +prop_U3_K4,172,0.06845786976317565,0.8962639337778091 +prop_U3_K4,173,0.0685614698069791,0.8834528970718384 +prop_U3_K4,174,0.06434651255607605,0.9129935145378113 +prop_U3_K4,175,0.06061859061320623,0.8992511880397797 +prop_U3_K4,176,0.0683442821043233,0.9006348466873169 +prop_U3_K4,177,0.05796598901972175,0.8880211877822876 +prop_U3_K4,178,0.0670859892728428,0.8884683609008789 +prop_U3_K4,179,0.06262361930683255,0.8643653485178947 +prop_U3_K4,180,0.059143549079696336,0.8958464527130127 +prop_U3_K4,181,0.06452066032836834,0.8822051966190338 +prop_U3_K4,182,0.06304108311111728,0.9121535921096802 +prop_U3_K4,183,0.0586076734897991,0.908734896183014 +prop_U3_K4,184,0.06140181307370464,0.8996069097518921 +prop_U3_K4,185,0.05822980042546987,0.837286836206913 +prop_U3_K4,186,0.0562644288316369,0.8803339743614197 +prop_U3_K4,187,0.06018427811563015,0.9017111074924469 +prop_U3_K4,188,0.06351779319966833,0.889253580570221 +prop_U3_K4,189,0.06323572060093284,0.8935735961794853 +prop_U3_K4,190,0.06247194311271111,0.8895540869235993 +prop_U3_K4,191,0.06364493825783332,0.8909340381622315 +prop_U3_K4,192,0.06632102943956852,0.885489535331726 +prop_U3_K4,193,0.05394483741993705,0.9068862354755401 +prop_U3_K4,194,0.06359314915413658,0.9035479784011841 +prop_U3_K4,195,0.06992065150290727,0.9004124385118485 +prop_U3_K4,196,0.06699501985063155,0.8946421062946319 +prop_U3_K4,197,0.06223993315671881,0.8889304685592652 +prop_U3_K4,198,0.06147094463929534,0.9134116077423096 +prop_U3_K4,199,0.05984464451049765,0.8809639477729797 +prop_U3_K4,200,0.06027517128735781,0.900710254907608 +prop_U4_K4,1,0.5783631017804146,0.2795400893688202 +prop_U4_K4,2,0.3523726797600587,0.5302809172868729 +prop_U4_K4,3,0.24741980329155921,0.6226144790649414 +prop_U4_K4,4,0.21538913880785307,0.6417569187283516 +prop_U4_K4,5,0.19394576147198678,0.6606156095862389 +prop_U4_K4,6,0.18807138393322625,0.6973390853404999 +prop_U4_K4,7,0.17886727931598823,0.7151161766052246 +prop_U4_K4,8,0.170708415483435,0.7394161176681519 +prop_U4_K4,9,0.15410608731210232,0.7244185870885849 +prop_U4_K4,10,0.16693201425174872,0.7327666419744492 +prop_U4_K4,11,0.1539474147061507,0.7425303208827972 +prop_U4_K4,12,0.1516630282253027,0.7487626075744629 +prop_U4_K4,13,0.148487172772487,0.7576179605722427 +prop_U4_K4,14,0.14776095010340215,0.7618406063318253 +prop_U4_K4,15,0.15823248577614626,0.7608395409584046 +prop_U4_K4,16,0.14085978699227175,0.7855700176954269 +prop_U4_K4,17,0.1360628667473793,0.7718642860651016 +prop_U4_K4,18,0.1287511078019937,0.777295331954956 +prop_U4_K4,19,0.13079479433596133,0.7544178974628448 +prop_U4_K4,20,0.12335038416087628,0.7875509601831436 +prop_U4_K4,21,0.11813686653971672,0.7864861732721329 +prop_U4_K4,22,0.11911301446457703,0.7997474014759064 +prop_U4_K4,23,0.11413486540317536,0.7872023630142212 +prop_U4_K4,24,0.1170420635988315,0.8095520997047424 +prop_U4_K4,25,0.11289711299041907,0.8058510959148407 +prop_U4_K4,26,0.11091720134019852,0.802669404745102 +prop_U4_K4,27,0.10529781034837167,0.7975404059886932 +prop_U4_K4,28,0.1087182954698801,0.8131600213050842 +prop_U4_K4,29,0.11472811208417018,0.8152553796768188 +prop_U4_K4,30,0.10402335128436486,0.7968176725506783 +prop_U4_K4,31,0.11150058841953675,0.8031683433055877 +prop_U4_K4,32,0.10327164633820454,0.8009618443250656 +prop_U4_K4,33,0.10238522919515769,0.8040574786067008 +prop_U4_K4,34,0.10594798644383749,0.8148646533489228 +prop_U4_K4,35,0.10010206505656243,0.8362712955474854 +prop_U4_K4,36,0.09842368633796772,0.8255246424674988 +prop_U4_K4,37,0.10640273960928122,0.8275088334083557 +prop_U4_K4,38,0.10720571627219518,0.8218216633796692 +prop_U4_K4,39,0.1066077775756518,0.8042479652166367 +prop_U4_K4,40,0.09691067645947138,0.8368519324064255 +prop_U4_K4,41,0.10018588533004125,0.8098886376619339 +prop_U4_K4,42,0.09833246409893036,0.8305298507213592 +prop_U4_K4,43,0.09754452341546616,0.852045613527298 +prop_U4_K4,44,0.09857703941563765,0.8255201983451843 +prop_U4_K4,45,0.10055341610064109,0.8108015817403793 +prop_U4_K4,46,0.09526733757307132,0.8364536535739898 +prop_U4_K4,47,0.09670562586436669,0.8338716411590577 +prop_U4_K4,48,0.10027277941505114,0.8449582707881927 +prop_U4_K4,49,0.09399050209671259,0.8077293545007705 +prop_U4_K4,50,0.09035235432287057,0.8410158199071884 +prop_U4_K4,51,0.09569479058186213,0.8332941991090774 +prop_U4_K4,52,0.09282257945587237,0.8558864188194275 +prop_U4_K4,53,0.08932521294802427,0.8554468679428101 +prop_U4_K4,54,0.08896277774125337,0.8487173736095428 +prop_U4_K4,55,0.08795718328406413,0.8424730265140533 +prop_U4_K4,56,0.08824252733339866,0.8178807383775711 +prop_U4_K4,57,0.08154408408949773,0.8305332016944885 +prop_U4_K4,58,0.08927992845575015,0.8522755670547485 +prop_U4_K4,59,0.09195337992161512,0.8446976327896119 +prop_U4_K4,60,0.08833486920843522,0.8328823882341385 +prop_U4_K4,61,0.08324914772063494,0.8504560887813568 +prop_U4_K4,62,0.08443359365065893,0.8617893278598785 +prop_U4_K4,63,0.08555732424060504,0.8494895607233047 +prop_U4_K4,64,0.09414891328662633,0.8329550909996033 +prop_U4_K4,65,0.08533277130375305,0.8534330976009369 +prop_U4_K4,66,0.1000894823173682,0.8413117527961731 +prop_U4_K4,67,0.08620425252864758,0.8601192307472229 +prop_U4_K4,68,0.08859873306006193,0.8677202582359314 +prop_U4_K4,69,0.0898056664566199,0.8636778581142426 +prop_U4_K4,70,0.09076159305870533,0.8584950017929077 +prop_U4_K4,71,0.0900378431007266,0.8489374041557312 +prop_U4_K4,72,0.0876194650058945,0.8599230134487152 +prop_U4_K4,73,0.08367728333920241,0.8578537607192993 +prop_U4_K4,74,0.08631878646711509,0.8634569334983826 +prop_U4_K4,75,0.08274362941582998,0.8690682661533355 +prop_U4_K4,76,0.08200421458731096,0.8616917705535889 +prop_U4_K4,77,0.09079391021281481,0.8652488899230957 +prop_U4_K4,78,0.08139215833197037,0.8670946347713471 +prop_U4_K4,79,0.08208361013482014,0.8670578408241272 +prop_U4_K4,80,0.08111224796622991,0.8677740728855133 +prop_U4_K4,81,0.08460285117228826,0.8321211725473404 +prop_U4_K4,82,0.07963651593774557,0.8407647234946489 +prop_U4_K4,83,0.08741022375722726,0.8164360409975052 +prop_U4_K4,84,0.08733538780361413,0.845384119451046 +prop_U4_K4,85,0.08045826212813458,0.8624307692050934 +prop_U4_K4,86,0.08844409724076589,0.8513416564464569 +prop_U4_K4,87,0.08879280316332976,0.8594340682029724 +prop_U4_K4,88,0.07776605946322282,0.8596105718612671 +prop_U4_K4,89,0.07869564553101857,0.886166809797287 +prop_U4_K4,90,0.08048817330350479,0.8759244191646576 +prop_U4_K4,91,0.08123205307871104,0.8749915790557862 +prop_U4_K4,92,0.08065954444309076,0.8720307493209839 +prop_U4_K4,93,0.07074134574582179,0.8572091072797775 +prop_U4_K4,94,0.07863636113703251,0.865529819726944 +prop_U4_K4,95,0.0762771276384592,0.8679643225669861 +prop_U4_K4,96,0.07905953471859296,0.8731544148921967 +prop_U4_K4,97,0.0806248689442873,0.8653045284748078 +prop_U4_K4,98,0.07952379987885555,0.8633950877189637 +prop_U4_K4,99,0.09023381804426511,0.8796837782859802 +prop_U4_K4,100,0.07894796134283145,0.8735609436035157 +prop_U4_K4,101,0.07737169915189346,0.846150324344635 +prop_U4_K4,102,0.0750354953110218,0.870521377325058 +prop_U4_K4,103,0.08058623757213354,0.8623151302337646 +prop_U4_K4,104,0.07895988120386997,0.8691535043716431 +prop_U4_K4,105,0.07185472683360179,0.8758754897117614 +prop_U4_K4,106,0.07899720653891563,0.8672463595867157 +prop_U4_K4,107,0.07638180132955313,0.8846601319313049 +prop_U4_K4,108,0.07158686701208353,0.8712503296136856 +prop_U4_K4,109,0.07718590172628562,0.8673899799585343 +prop_U4_K4,110,0.07717256947110096,0.8819382011890411 +prop_U4_K4,111,0.06653641991317272,0.8723473191261292 +prop_U4_K4,112,0.07819828521460295,0.8607904267311096 +prop_U4_K4,113,0.07379625120510658,0.8849807572364807 +prop_U4_K4,114,0.07993958432227373,0.8786921548843384 +prop_U4_K4,115,0.07391677636653185,0.8566508263349533 +prop_U4_K4,116,0.07945372972637416,0.8851927292346954 +prop_U4_K4,117,0.07531600691378117,0.8598372703790664 +prop_U4_K4,118,0.06983435655633609,0.8662764108181 +prop_U4_K4,119,0.07165018660326798,0.8646736180782318 +prop_U4_K4,120,0.06883894859502714,0.8727900671958924 +prop_U4_K4,121,0.07856065371384223,0.8752403748035431 +prop_U4_K4,122,0.07873192333926757,0.8784046268463135 +prop_U4_K4,123,0.07537364137669404,0.8822442638874054 +prop_U4_K4,124,0.07137894528607527,0.8806492590904236 +prop_U4_K4,125,0.06586267430335284,0.8568899059295654 +prop_U4_K4,126,0.06794919873277347,0.8857390868663788 +prop_U4_K4,127,0.07731126004209121,0.8635250121355057 +prop_U4_K4,128,0.06754032039393981,0.8760485768318176 +prop_U4_K4,129,0.07341527052223683,0.8812535321712494 +prop_U4_K4,130,0.07165308397263288,0.8757689452171326 +prop_U4_K4,131,0.07685600601136684,0.8869178855419159 +prop_U4_K4,132,0.07399623752882083,0.857090135216713 +prop_U4_K4,133,0.07136345711847146,0.889609055519104 +prop_U4_K4,134,0.0726149523506562,0.8851913368701935 +prop_U4_K4,135,0.0780115895345807,0.8483435612916946 +prop_U4_K4,136,0.07707823696235816,0.8564889252185821 +prop_U4_K4,137,0.08143541785577933,0.8741413867473602 +prop_U4_K4,138,0.07737684447318316,0.8804196870326996 +prop_U4_K4,139,0.08151077253123125,0.874912623167038 +prop_U4_K4,140,0.07178089967618385,0.8653161132335663 +prop_U4_K4,141,0.07314816770454248,0.8899416542053222 +prop_U4_K4,142,0.06970223284016053,0.8795392608642578 +prop_U4_K4,143,0.07199293094376723,0.878942202925682 +prop_U4_K4,144,0.07249401866147916,0.8865891748666763 +prop_U4_K4,145,0.07546248743931452,0.885113707780838 +prop_U4_K4,146,0.08378391007582346,0.8730727022886277 +prop_U4_K4,147,0.07201557168116172,0.857660042643547 +prop_U4_K4,148,0.07092133688429991,0.8852693521976471 +prop_U4_K4,149,0.06377538440128168,0.8768700540065766 +prop_U4_K4,150,0.07722701492408911,0.8682810997962952 +prop_U4_K4,151,0.0732338356350859,0.8855308359861374 +prop_U4_K4,152,0.07161356887469689,0.8795420145988464 +prop_U4_K4,153,0.0661811960550646,0.8767486608028412 +prop_U4_K4,154,0.06854859497398139,0.8675337159819901 +prop_U4_K4,155,0.07028906363993884,0.8913837146759033 +prop_U4_K4,156,0.06728384550660849,0.8593978375196457 +prop_U4_K4,157,0.08102881024281183,0.8747655928134919 +prop_U4_K4,158,0.07001410872985919,0.8889128363132477 +prop_U4_K4,159,0.06765123955905437,0.8921363925933838 +prop_U4_K4,160,0.08396657433360816,0.8622848975658417 +prop_U4_K4,161,0.07078026618808508,0.886445289850235 +prop_U4_K4,162,0.06673658738533655,0.8615418443083763 +prop_U4_K4,163,0.07158852862815063,0.8982749032974243 +prop_U4_K4,164,0.07499994063129027,0.8886415410041809 +prop_U4_K4,165,0.07058529744545619,0.8883769810199738 +prop_U4_K4,166,0.06804129239171744,0.884617784023285 +prop_U4_K4,167,0.06932199956228335,0.8788813209533691 +prop_U4_K4,168,0.07817618565013011,0.8785869300365448 +prop_U4_K4,169,0.06984583552926779,0.8814807939529419 +prop_U4_K4,170,0.07482294481247663,0.8761890769004822 +prop_U4_K4,171,0.0676236672202746,0.8829825973510742 +prop_U4_K4,172,0.07710111397008101,0.8805383969843388 +prop_U4_K4,173,0.07578909986962874,0.8726030039787293 +prop_U4_K4,174,0.07152262783298889,0.8997449433803558 +prop_U4_K4,175,0.06807556840280692,0.8849217355251312 +prop_U4_K4,176,0.07710507156948249,0.8878090262413025 +prop_U4_K4,177,0.06503750889251629,0.8675857168436051 +prop_U4_K4,178,0.07549988206475973,0.8709842562675476 +prop_U4_K4,179,0.07073352723071973,0.8547030445933342 +prop_U4_K4,180,0.06667911141489943,0.8822152870893478 +prop_U4_K4,181,0.07282420883576075,0.8695031213760376 +prop_U4_K4,182,0.06860428620129824,0.8991511225700378 +prop_U4_K4,183,0.06570911776274442,0.8944207119941712 +prop_U4_K4,184,0.06835132197166482,0.886265037059784 +prop_U4_K4,185,0.06588884436214963,0.8363294172286987 +prop_U4_K4,186,0.06305074514821171,0.8604672759771347 +prop_U4_K4,187,0.06750334677596886,0.891951253414154 +prop_U4_K4,188,0.07126922818521658,0.876824963092804 +prop_U4_K4,189,0.07119294566412766,0.8794213446974755 +prop_U4_K4,190,0.06943027642865976,0.8743078005313873 +prop_U4_K4,191,0.07032879181206227,0.8763145291805268 +prop_U4_K4,192,0.07489718789855639,0.8720405614376068 +prop_U4_K4,193,0.060941719251374406,0.8953824520111084 +prop_U4_K4,194,0.07166421404729287,0.894049367904663 +prop_U4_K4,195,0.07739272353549799,0.886928848028183 +prop_U4_K4,196,0.0744398345798254,0.8835350048542022 +prop_U4_K4,197,0.06909661069512367,0.8716294133663177 +prop_U4_K4,198,0.06999288938939571,0.9003084242343903 +prop_U4_K4,199,0.06711490172892809,0.8668804037570953 +prop_U4_K4,200,0.06850606761251887,0.8807012283802033 +prop_U5_K4,1,0.5700194877386093,0.27489018231630324 +prop_U5_K4,2,0.3510187339782715,0.5128118693828583 +prop_U5_K4,3,0.24671329776446024,0.6213043862581253 +prop_U5_K4,4,0.2192087610065937,0.6240496445819735 +prop_U5_K4,5,0.2011536551018556,0.6555591344833374 +prop_U5_K4,6,0.1935616571456194,0.6813866049051285 +prop_U5_K4,7,0.1843181937932968,0.7053034907579422 +prop_U5_K4,8,0.17732644990086555,0.7184815472364425 +prop_U5_K4,9,0.16067242686947186,0.7132021707296371 +prop_U5_K4,10,0.17458713886638483,0.7204176276922226 +prop_U5_K4,11,0.15967357225716114,0.731214370727539 +prop_U5_K4,12,0.1583747867991527,0.7370696258544922 +prop_U5_K4,13,0.15540097909669082,0.7398412120342255 +prop_U5_K4,14,0.1520894877364238,0.7542214876413346 +prop_U5_K4,15,0.1645697095990181,0.7458022326231003 +prop_U5_K4,16,0.14807313680648804,0.7718819439411163 +prop_U5_K4,17,0.14153814079860846,0.7551440519094467 +prop_U5_K4,18,0.13504597187042236,0.765256325006485 +prop_U5_K4,19,0.13600565167764822,0.7374633783102036 +prop_U5_K4,20,0.12723413830002148,0.7753840380907059 +prop_U5_K4,21,0.12454859708746274,0.7721610671281814 +prop_U5_K4,22,0.12613918277124564,0.7871583175659179 +prop_U5_K4,23,0.1223721316208442,0.7743510115146637 +prop_U5_K4,24,0.12359387484689553,0.7967086350917816 +prop_U5_K4,25,0.11913664569457372,0.7840864503383637 +prop_U5_K4,26,0.1160511091351509,0.7964463269710541 +prop_U5_K4,27,0.11179426431655884,0.785341819524765 +prop_U5_K4,28,0.11538339788715045,0.8029052984714508 +prop_U5_K4,29,0.12331425207356612,0.8079035925865173 +prop_U5_K4,30,0.1106342159708341,0.7933392643928527 +prop_U5_K4,31,0.1186083972454071,0.7876276969909668 +prop_U5_K4,32,0.10947189092636109,0.7836716079711914 +prop_U5_K4,33,0.10826449766755104,0.799822900891304 +prop_U5_K4,34,0.11207106548051039,0.7956549906730652 +prop_U5_K4,35,0.1053657890111208,0.825385365486145 +prop_U5_K4,36,0.10385759461671114,0.8128293764591217 +prop_U5_K4,37,0.11313712442914645,0.8072150504589081 +prop_U5_K4,38,0.11243130814284086,0.8047621011734009 +prop_U5_K4,39,0.11315311203400294,0.7917288535833359 +prop_U5_K4,40,0.10377285732577245,0.8256708341836929 +prop_U5_K4,41,0.10752441124369701,0.7969731163978576 +prop_U5_K4,42,0.10561052996665239,0.8153160893917084 +prop_U5_K4,43,0.10207051834712426,0.8421866858005523 +prop_U5_K4,44,0.10449560997386774,0.8046119922399521 +prop_U5_K4,45,0.10722263144950071,0.7934534075856209 +prop_U5_K4,46,0.1006079872821768,0.8176480036973953 +prop_U5_K4,47,0.10290503400067488,0.8252454614639282 +prop_U5_K4,48,0.10625462805231413,0.8292045748233795 +prop_U5_K4,49,0.10338196796675524,0.7962840908765793 +prop_U5_K4,50,0.09803540238489707,0.8245637905597687 +prop_U5_K4,51,0.10197554274151722,0.8231697124242783 +prop_U5_K4,52,0.10032853893935681,0.8447080874443054 +prop_U5_K4,53,0.09727298205097516,0.8422642207145691 +prop_U5_K4,54,0.0957110344991088,0.8393032252788544 +prop_U5_K4,55,0.09430432305981716,0.8341587528586387 +prop_U5_K4,56,0.09498694121837616,0.8064723658561707 +prop_U5_K4,57,0.08812605310231447,0.8122795569896698 +prop_U5_K4,58,0.0947658352429668,0.8375553035736084 +prop_U5_K4,59,0.09878629937767983,0.8329490345716476 +prop_U5_K4,60,0.09376330733299255,0.8168912261724472 +prop_U5_K4,61,0.08899944740037123,0.8309634858369828 +prop_U5_K4,62,0.09124077477802833,0.85269624710083 +prop_U5_K4,63,0.09242982684324184,0.8426366573572159 +prop_U5_K4,64,0.10154237051804861,0.8215356726199389 +prop_U5_K4,65,0.09211780236413082,0.8388245630264283 +prop_U5_K4,66,0.10756954756875833,0.8327449285984039 +prop_U5_K4,67,0.09354379655172428,0.8476792705059052 +prop_U5_K4,68,0.09630587742974361,0.8545344352722168 +prop_U5_K4,69,0.09766209655751784,0.8507813584804534 +prop_U5_K4,70,0.09824600746234258,0.8459009504318238 +prop_U5_K4,71,0.09516600389033555,0.8396194809675217 +prop_U5_K4,72,0.09418087703486283,0.8408054959774017 +prop_U5_K4,73,0.09100693854192893,0.8435882484912872 +prop_U5_K4,74,0.09250643731405338,0.85507514834404 +prop_U5_K4,75,0.08868530251085759,0.8569660794734955 +prop_U5_K4,76,0.08884999160965283,0.8531960153579712 +prop_U5_K4,77,0.09810708879182736,0.8545002031326294 +prop_U5_K4,78,0.08840027917176485,0.8558352744579315 +prop_U5_K4,79,0.08921028492351372,0.8478450417518616 +prop_U5_K4,80,0.08932999198635419,0.8504207468032837 +prop_U5_K4,81,0.0914380010465781,0.8166142648458481 +prop_U5_K4,82,0.08639368695517381,0.8258239592774771 +prop_U5_K4,83,0.09372018514821927,0.8073616293072701 +prop_U5_K4,84,0.09300919363896053,0.8291930451989173 +prop_U5_K4,85,0.0874489954734842,0.8594795125722885 +prop_U5_K4,86,0.09688264635701974,0.8280505466461182 +prop_U5_K4,87,0.09645673080037037,0.8490931081771851 +prop_U5_K4,88,0.08420756423225005,0.8554629111289977 +prop_U5_K4,89,0.08468289194007715,0.875696269273758 +prop_U5_K4,90,0.08771770399063826,0.8626266586780548 +prop_U5_K4,91,0.08693742333600918,0.8630428850650788 +prop_U5_K4,92,0.08699021273603041,0.8566817915439606 +prop_U5_K4,93,0.07792338119198879,0.8401948565244675 +prop_U5_K4,94,0.08502581668396791,0.8504019379615784 +prop_U5_K4,95,0.08240868128836155,0.8539543110132217 +prop_U5_K4,96,0.08637413691729307,0.8660683572292328 +prop_U5_K4,97,0.08893710389733314,0.847224862575531 +prop_U5_K4,98,0.086706071558098,0.8459240531921387 +prop_U5_K4,99,0.09797454462697108,0.8684256732463836 +prop_U5_K4,100,0.08585043226679166,0.8635975748300553 +prop_U5_K4,101,0.08389259040355683,0.8284745812416077 +prop_U5_K4,102,0.0816926671564579,0.8593213421106338 +prop_U5_K4,103,0.08700805599490802,0.8533205366134644 +prop_U5_K4,104,0.0863326170668006,0.8542803657054902 +prop_U5_K4,105,0.07811758812516928,0.8581787014007568 +prop_U5_K4,106,0.08698253595580657,0.8525052142143249 +prop_U5_K4,107,0.0827703365435203,0.8723651134967804 +prop_U5_K4,108,0.07753906519462665,0.8601823794841766 +prop_U5_K4,109,0.08256736862162749,0.853660016655922 +prop_U5_K4,110,0.08423794810970624,0.8704972839355469 +prop_U5_K4,111,0.07283436642338832,0.8596568304300308 +prop_U5_K4,112,0.08508882644275824,0.8483655858039856 +prop_U5_K4,113,0.08007769187291464,0.8709249436855316 +prop_U5_K4,114,0.08800291599084933,0.8662472832202911 +prop_U5_K4,115,0.08188860164334377,0.8412197509407997 +prop_U5_K4,116,0.08703229639679194,0.8725986480712891 +prop_U5_K4,117,0.08386373753348986,0.8429491022229194 +prop_U5_K4,118,0.07676716100424529,0.8562721705436707 +prop_U5_K4,119,0.07795241922140121,0.8479467713832856 +prop_U5_K4,120,0.07594271811346213,0.8563237226009369 +prop_U5_K4,121,0.08521471322824557,0.8605435091257095 +prop_U5_K4,122,0.08539016968260209,0.8664867210388184 +prop_U5_K4,123,0.08191368982195854,0.8694751131534576 +prop_U5_K4,124,0.07709988124668599,0.8639084577560425 +prop_U5_K4,125,0.07219096126655737,0.8473094058036804 +prop_U5_K4,126,0.0746048575018843,0.8719778233766555 +prop_U5_K4,127,0.08522232708831629,0.8420064729452134 +prop_U5_K4,128,0.07514625353117783,0.8673618340492248 +prop_U5_K4,129,0.07946143947541713,0.8677338361740112 +prop_U5_K4,130,0.0779821823288997,0.8661100131273269 +prop_U5_K4,131,0.08380286657561858,0.8760197007656098 +prop_U5_K4,132,0.08166572961956263,0.8426768845319748 +prop_U5_K4,133,0.07670262354115645,0.8704834568500519 +prop_U5_K4,134,0.07896865696956713,0.8731655269861222 +prop_U5_K4,135,0.08529534208277861,0.8431707018613815 +prop_U5_K4,136,0.0836330662916104,0.8434386330842972 +prop_U5_K4,137,0.08832228049635887,0.8673699223995208 +prop_U5_K4,138,0.08322970507045586,0.8666405642032623 +prop_U5_K4,139,0.0876523991053303,0.8653740000724792 +prop_U5_K4,140,0.0778521965071559,0.8558802163600921 +prop_U5_K4,141,0.08047853569189707,0.8781844997406005 +prop_U5_K4,142,0.07562368221580983,0.8646021568775177 +prop_U5_K4,143,0.07864469500879447,0.8640969163179397 +prop_U5_K4,144,0.07862687348077695,0.8672890889644623 +prop_U5_K4,145,0.08286052335053683,0.8688851130008698 +prop_U5_K4,146,0.09221738873670499,0.8595790898799897 +prop_U5_K4,147,0.07837184894829989,0.8382842242717743 +prop_U5_K4,148,0.07722515914589166,0.8798374176025391 +prop_U5_K4,149,0.07028383517016967,0.8625033837556839 +prop_U5_K4,150,0.08463960591703654,0.8474275416135788 +prop_U5_K4,151,0.07958189512292545,0.8729425692558288 +prop_U5_K4,152,0.07786962771167358,0.8690543782711029 +prop_U5_K4,153,0.0731961103901267,0.8603886961936951 +prop_U5_K4,154,0.07629819810390473,0.8539570202678441 +prop_U5_K4,155,0.07653796310226123,0.880310024023056 +prop_U5_K4,156,0.0757576139519612,0.8481764978170395 +prop_U5_K4,157,0.08647373513629039,0.8662818825244903 +prop_U5_K4,158,0.07608457456032434,0.8784282398223877 +prop_U5_K4,159,0.07364930803577105,0.8806274926662445 +prop_U5_K4,160,0.09047453741232554,0.8514053875207901 +prop_U5_K4,161,0.07799076816687982,0.8709337747097016 +prop_U5_K4,162,0.07328508581966162,0.8502018427848816 +prop_U5_K4,163,0.07872414145618677,0.8865449702739716 +prop_U5_K4,164,0.08274046757568916,0.8751628088951111 +prop_U5_K4,165,0.07861243955790996,0.8739388799667358 +prop_U5_K4,166,0.07444060996174812,0.8730216181278229 +prop_U5_K4,167,0.07455457797894875,0.8654974746704102 +prop_U5_K4,168,0.08446005586534738,0.8637765657901764 +prop_U5_K4,169,0.07722518517325322,0.8731269383430481 +prop_U5_K4,170,0.08140520080924034,0.8661295664310455 +prop_U5_K4,171,0.07387578291197618,0.866384608745575 +prop_U5_K4,172,0.08389144769559304,0.8720120385289192 +prop_U5_K4,173,0.08213980219016473,0.8543332898616791 +prop_U5_K4,174,0.07926653113216162,0.8887296366691589 +prop_U5_K4,175,0.07427988993624846,0.8752447581291198 +prop_U5_K4,176,0.083215884976089,0.8724259114265442 +prop_U5_K4,177,0.07087189875543118,0.8544430911540986 +prop_U5_K4,178,0.08169810614238182,0.8595918875932693 +prop_U5_K4,179,0.07702375402053198,0.8356410878896713 +prop_U5_K4,180,0.0735486959417661,0.8704412362724543 +prop_U5_K4,181,0.07975881428768238,0.8523369550704956 +prop_U5_K4,182,0.07596010768165191,0.8863734126091003 +prop_U5_K4,183,0.07154655583202839,0.8850160777568817 +prop_U5_K4,184,0.07502224382013083,0.8736166960000992 +prop_U5_K4,185,0.07204198326915502,0.8112054161727429 +prop_U5_K4,186,0.06940605567147334,0.8490260982513428 +prop_U5_K4,187,0.07416474351038535,0.8770391440391541 +prop_U5_K4,188,0.07815368140737215,0.8645113080739975 +prop_U5_K4,189,0.07809579234570264,0.8690913427993655 +prop_U5_K4,190,0.07650661603858074,0.8567255556583404 +prop_U5_K4,191,0.0771829442307353,0.8684233677387238 +prop_U5_K4,192,0.08161618190507094,0.8536956664919854 +prop_U5_K4,193,0.06697894514848789,0.8851223433017731 +prop_U5_K4,194,0.07738853227347135,0.8786185657978058 +prop_U5_K4,195,0.08402942694723606,0.8727513593435288 +prop_U5_K4,196,0.08219385990252097,0.8699746549129486 +prop_U5_K4,197,0.07666661091148853,0.8607986772060394 +prop_U5_K4,198,0.07633507454146941,0.891216841340065 +prop_U5_K4,199,0.07340132279942434,0.8478406392410398 +prop_U5_K4,200,0.07454220766822497,0.8751178240776062 +prop_U6_K4,1,0.573513505756855,0.25599725395441053 +prop_U6_K4,2,0.35943643098076183,0.5072600451111794 +prop_U6_K4,3,0.25452075749635694,0.6077646315097809 +prop_U6_K4,4,0.2241270443300406,0.604500450193882 +prop_U6_K4,5,0.2051819944381714,0.6420111590623856 +prop_U6_K4,6,0.19862520957986513,0.6687019991874695 +prop_U6_K4,7,0.18794049764672915,0.6879156708717347 +prop_U6_K4,8,0.18187283548216024,0.7157521581649781 +prop_U6_K4,9,0.16656418427824973,0.7019435971975326 +prop_U6_K4,10,0.1786528023829063,0.7093780249357223 +prop_U6_K4,11,0.16554032216469447,0.7172785329818726 +prop_U6_K4,12,0.16363470894594986,0.7226295077800751 +prop_U6_K4,13,0.16135051841537157,0.729008047580719 +prop_U6_K4,14,0.1591591588407755,0.739064422249794 +prop_U6_K4,15,0.17066924604276815,0.7346696346998215 +prop_U6_K4,16,0.15297316844264666,0.7603492283821106 +prop_U6_K4,17,0.14751054684321085,0.7436510878801346 +prop_U6_K4,18,0.14128550082445146,0.7567342138290405 +prop_U6_K4,19,0.14397821930547555,0.7247320212423801 +prop_U6_K4,20,0.13212613811095555,0.7550797235965728 +prop_U6_K4,21,0.13093483733634154,0.7624705812335014 +prop_U6_K4,22,0.13187898317972818,0.7749127852916717 +prop_U6_K4,23,0.12665324139098327,0.7607254803180694 +prop_U6_K4,24,0.12824310091634591,0.7785582137107849 +prop_U6_K4,25,0.12462788271407287,0.770726900100708 +prop_U6_K4,26,0.12218876716991266,0.7827087950706482 +prop_U6_K4,27,0.11771454801162085,0.7790762001276016 +prop_U6_K4,28,0.12193991027772427,0.7920161867141724 +prop_U6_K4,29,0.13062928460538387,0.7963478624820709 +prop_U6_K4,30,0.11507473441461723,0.778109285235405 +prop_U6_K4,31,0.12477868556976318,0.7755529862642289 +prop_U6_K4,32,0.11452298281093438,0.7736908608675003 +prop_U6_K4,33,0.11308752396454413,0.7821260988712311 +prop_U6_K4,34,0.11718505315482616,0.7856721469759941 +prop_U6_K4,35,0.11252455957233906,0.808632150888443 +prop_U6_K4,36,0.11103217793007691,0.7997837924957275 +prop_U6_K4,37,0.12032676028708617,0.7975762915611267 +prop_U6_K4,38,0.11881984757880369,0.7994855999946594 +prop_U6_K4,39,0.11891719902555148,0.7766822123527527 +prop_U6_K4,40,0.10923603471368551,0.8110167849063873 +prop_U6_K4,41,0.11110926643013955,0.7865539336204529 +prop_U6_K4,42,0.11112885100146135,0.8041504001617432 +prop_U6_K4,43,0.1106351400911808,0.8298625123500823 +prop_U6_K4,44,0.11089958334962527,0.7953955215215683 +prop_U6_K4,45,0.11474070527901252,0.7827373069524765 +prop_U6_K4,46,0.10768908391396205,0.8076303052902222 +prop_U6_K4,47,0.11015452767411868,0.8065541696548462 +prop_U6_K4,48,0.11183325074613094,0.8201259171962738 +prop_U6_K4,49,0.10703480853388707,0.7853485864400863 +prop_U6_K4,50,0.10327604151020447,0.8127162718772888 +prop_U6_K4,51,0.10869735163946946,0.811760327219963 +prop_U6_K4,52,0.10837910007685422,0.8326757562160492 +prop_U6_K4,53,0.10273899822185437,0.8358708357810974 +prop_U6_K4,54,0.10131171262512605,0.8352923488616943 +prop_U6_K4,55,0.10168938376009465,0.8236318349838256 +prop_U6_K4,56,0.10052596313258012,0.7969124323129654 +prop_U6_K4,57,0.09385433523605267,0.7993073332309723 +prop_U6_K4,58,0.10047028043617805,0.8223606270551681 +prop_U6_K4,59,0.10484291498859723,0.8196838295459747 +prop_U6_K4,60,0.09986959550529718,0.8068590134382247 +prop_U6_K4,61,0.09488414485007525,0.825079203248024 +prop_U6_K4,62,0.09667834135393302,0.8380815017223359 +prop_U6_K4,63,0.09843901816755533,0.8263140374422073 +prop_U6_K4,64,0.10771167654544116,0.8066663702577352 +prop_U6_K4,65,0.09991041500121355,0.8313677644729615 +prop_U6_K4,66,0.11287097821633021,0.8166965556144714 +prop_U6_K4,67,0.09898526825010777,0.839738998413086 +prop_U6_K4,68,0.10339273213098446,0.8485165655612945 +prop_U6_K4,69,0.10330413149048885,0.8415693664550781 +prop_U6_K4,70,0.10414304080108802,0.8288191938400269 +prop_U6_K4,71,0.1014790507654349,0.8272739136219025 +prop_U6_K4,72,0.10018779293944438,0.8328498029708862 +prop_U6_K4,73,0.09704466397563616,0.832104572057724 +prop_U6_K4,74,0.09954889288793008,0.8464379739761353 +prop_U6_K4,75,0.09605459439257781,0.8449367642402649 +prop_U6_K4,76,0.0952556621407469,0.8370247793197632 +prop_U6_K4,77,0.10559428265939157,0.8371987241506577 +prop_U6_K4,78,0.09536552825321754,0.8383336079120636 +prop_U6_K4,79,0.09499570162345966,0.8367596566677094 +prop_U6_K4,80,0.09475059246023496,0.8500113832950592 +prop_U6_K4,81,0.09855174804727236,0.8042403030395507 +prop_U6_K4,82,0.09271074756979943,0.8125625540816691 +prop_U6_K4,83,0.09949734892696142,0.790656932592392 +prop_U6_K4,84,0.09981510444233815,0.8181489866971969 +prop_U6_K4,85,0.09318135057886441,0.8454178947210312 +prop_U6_K4,86,0.1021133092790842,0.8163630276918411 +prop_U6_K4,87,0.10201075578729311,0.8413241159915924 +prop_U6_K4,88,0.0898957583680749,0.8296395552158355 +prop_U6_K4,89,0.09068708666910728,0.8618449711799622 +prop_U6_K4,90,0.09397810079157352,0.8528057193756103 +prop_U6_K4,91,0.09347441180298725,0.8514326250553131 +prop_U6_K4,92,0.09281622232248386,0.8471527922153473 +prop_U6_K4,93,0.08306277292470138,0.8270277351140976 +prop_U6_K4,94,0.09374575935304165,0.8400915914773941 +prop_U6_K4,95,0.08825900487601757,0.8404849827289581 +prop_U6_K4,96,0.09176986481994391,0.8503640758991241 +prop_U6_K4,97,0.09487577711542447,0.8426832580566406 +prop_U6_K4,98,0.09144609039028485,0.8352462589740753 +prop_U6_K4,99,0.10403585066397984,0.8566966301202774 +prop_U6_K4,100,0.09192676319430272,0.8485489946603775 +prop_U6_K4,101,0.08992816923807065,0.8191552686691285 +prop_U6_K4,102,0.08761908747255802,0.8478716444969178 +prop_U6_K4,103,0.09320701551934084,0.8384098410606384 +prop_U6_K4,104,0.09159112975001335,0.8461319732666016 +prop_U6_K4,105,0.0844131330276529,0.8435297536849976 +prop_U6_K4,106,0.09249107994139194,0.8405064064264297 +prop_U6_K4,107,0.08929234781612952,0.8654219472408294 +prop_U6_K4,108,0.08276464102168878,0.8502384108304978 +prop_U6_K4,109,0.08955147210508585,0.8447206138074398 +prop_U6_K4,110,0.09023421290020148,0.8578780245780945 +prop_U6_K4,111,0.07843759616216024,0.8459252089262008 +prop_U6_K4,112,0.09209265923748414,0.8321344304084778 +prop_U6_K4,113,0.08585939507931471,0.8610196232795715 +prop_U6_K4,114,0.09311513967812061,0.8536905634403229 +prop_U6_K4,115,0.08689958502848943,0.8304163414239883 +prop_U6_K4,116,0.09355522929380337,0.861558610200882 +prop_U6_K4,117,0.08862090973804394,0.8333614955842495 +prop_U6_K4,118,0.08294154560814301,0.843622053861618 +prop_U6_K4,119,0.08418174919982752,0.8411320507526397 +prop_U6_K4,120,0.08116049888233344,0.8424146115779877 +prop_U6_K4,121,0.09069523849834998,0.8528095960617066 +prop_U6_K4,122,0.09112515033533176,0.8518596929311752 +prop_U6_K4,123,0.08778743345290423,0.8618467903137207 +prop_U6_K4,124,0.08352946300059556,0.8571326148509979 +prop_U6_K4,125,0.07744669154286385,0.8368412727117538 +prop_U6_K4,126,0.07964426120122274,0.8634884214401245 +prop_U6_K4,127,0.0900339396794637,0.8295257997512817 +prop_U6_K4,128,0.07968698713928461,0.8553037750720978 +prop_U6_K4,129,0.08527059877912203,0.8583300471305847 +prop_U6_K4,130,0.08390319092820088,0.8529900854825974 +prop_U6_K4,131,0.08974835084130367,0.8641625952720642 +prop_U6_K4,132,0.08705932384977738,0.8410496020317078 +prop_U6_K4,133,0.08189467010398706,0.8645575833320618 +prop_U6_K4,134,0.0845848589638869,0.8647952222824097 +prop_U6_K4,135,0.09133567420144875,0.8338016897439957 +prop_U6_K4,136,0.08963782202452421,0.8275073492527008 +prop_U6_K4,137,0.09438897099345922,0.8533941400051117 +prop_U6_K4,138,0.08939142094304164,0.8575887668132782 +prop_U6_K4,139,0.09447475403547287,0.8483174932003021 +prop_U6_K4,140,0.0842153637856245,0.8465623140335083 +prop_U6_K4,141,0.0857131702080369,0.8667588102817535 +prop_U6_K4,142,0.08183424152433873,0.8554154431819916 +prop_U6_K4,143,0.08338664608697097,0.8525940629839898 +prop_U6_K4,144,0.08333790643761556,0.8643372189998627 +prop_U6_K4,145,0.08809405926615,0.8598396062850953 +prop_U6_K4,146,0.09654579499115547,0.8516574168205261 +prop_U6_K4,147,0.08471213158220053,0.8287246716022492 +prop_U6_K4,148,0.08221311800181866,0.8630497837066651 +prop_U6_K4,149,0.07522731562455495,0.8494656479358673 +prop_U6_K4,150,0.08981926932930946,0.8436902165412903 +prop_U6_K4,151,0.08555502211054167,0.862090639770031 +prop_U6_K4,152,0.08481889183322588,0.8559896969795227 +prop_U6_K4,153,0.07831042246272167,0.8501096785068512 +prop_U6_K4,154,0.08148397093017896,0.8441009777784347 +prop_U6_K4,155,0.0831898995861411,0.868865841627121 +prop_U6_K4,156,0.08114414504418771,0.8400219607353211 +prop_U6_K4,157,0.09340338787684838,0.8481892716884613 +prop_U6_K4,158,0.08267245064179103,0.8681598114967346 +prop_U6_K4,159,0.07915192344536384,0.8660191476345063 +prop_U6_K4,160,0.09650060884654522,0.8418365687131881 +prop_U6_K4,161,0.08393055441478889,0.8599301910400391 +prop_U6_K4,162,0.07890396318087975,0.8382426077127456 +prop_U6_K4,163,0.08430901274085045,0.8765514206886291 +prop_U6_K4,164,0.08926923035333555,0.865685533285141 +prop_U6_K4,165,0.08386845516661803,0.8633065378665924 +prop_U6_K4,166,0.08010958354920149,0.8661525082588196 +prop_U6_K4,167,0.08084289167076349,0.8594063735008239 +prop_U6_K4,168,0.0902500297750036,0.851168622970581 +prop_U6_K4,169,0.08226871696611246,0.8603792035579682 +prop_U6_K4,170,0.0878159694870313,0.8587120831012726 +prop_U6_K4,171,0.08024138792107503,0.861770042181015 +prop_U6_K4,172,0.08875457062075535,0.8555251750349998 +prop_U6_K4,173,0.0879760077719887,0.8418872314691543 +prop_U6_K4,174,0.08412283127506574,0.8756216299533844 +prop_U6_K4,175,0.0805647566790382,0.8573090934753418 +prop_U6_K4,176,0.09005143608897924,0.8618798100948334 +prop_U6_K4,177,0.07775583527982236,0.8424994665384292 +prop_U6_K4,178,0.08892656666537126,0.8485810148715973 +prop_U6_K4,179,0.08293784577399492,0.8196733999252319 +prop_U6_K4,180,0.07871965069323777,0.8595442235469818 +prop_U6_K4,181,0.08511169162889322,0.8358761286735534 +prop_U6_K4,182,0.08082644189397493,0.8775852465629578 +prop_U6_K4,183,0.07773966247836749,0.8732849895954132 +prop_U6_K4,184,0.08030045838405689,0.8614178717136383 +prop_U6_K4,185,0.07850225248684485,0.7993298333883285 +prop_U6_K4,186,0.07475674706200759,0.835805533528328 +prop_U6_K4,187,0.08026073570052783,0.8626816952228546 +prop_U6_K4,188,0.08431170240044594,0.8505761981010437 +prop_U6_K4,189,0.08397290270775556,0.8579094516206532 +prop_U6_K4,190,0.08223483085632324,0.8490930104255676 +prop_U6_K4,191,0.08362147168566783,0.8503488039970398 +prop_U6_K4,192,0.08729650506128868,0.8449614836275577 +prop_U6_K4,193,0.07213805249581734,0.872839629650116 +prop_U6_K4,194,0.08317265331745148,0.8707050049304962 +prop_U6_K4,195,0.09039612305661042,0.8647420299053192 +prop_U6_K4,196,0.08797456144044796,0.8592590093612671 +prop_U6_K4,197,0.08261804088950157,0.8514834487438202 +prop_U6_K4,198,0.08264076980451743,0.8761633145809173 +prop_U6_K4,199,0.07978039331734181,0.8421376505494118 +prop_U6_K4,200,0.07999431827416023,0.8581583309173584 +ksweep_U4_K1,1,0.4417973596851031,0.4310543191432953 +ksweep_U4_K1,2,0.29571136717995006,0.5380544000864029 +ksweep_U4_K1,3,0.24228173544009526,0.6124763709306716 +ksweep_U4_K1,4,0.22427487134933471,0.5975448539853097 +ksweep_U4_K1,5,0.205810467650493,0.6363162130117417 +ksweep_U4_K1,6,0.2012363052368164,0.6409190088510514 +ksweep_U4_K1,7,0.19125240258872508,0.6659673124551773 +ksweep_U4_K1,8,0.1870739751805862,0.6877265357971192 +ksweep_U4_K1,9,0.1739776734262705,0.6701641410589219 +ksweep_U4_K1,10,0.18777813844382762,0.6879941648244858 +ksweep_U4_K1,11,0.17589309737086295,0.6983866119384765 +ksweep_U4_K1,12,0.17172723377744356,0.6963567620515824 +ksweep_U4_K1,13,0.16997034907341002,0.6994648146629333 +ksweep_U4_K1,14,0.17116250606874625,0.7083169037103653 +ksweep_U4_K1,15,0.18187461433311303,0.7095632010698318 +ksweep_U4_K1,16,0.16616708613932132,0.7259373128414154 +ksweep_U4_K1,17,0.1605565721541643,0.7114859274029732 +ksweep_U4_K1,18,0.15663145087659358,0.7193318819999694 +ksweep_U4_K1,19,0.15622256035606066,0.6857661984860897 +ksweep_U4_K1,20,0.1490204362819592,0.7260841378569602 +ksweep_U4_K1,21,0.14456577417751154,0.7223993852734566 +ksweep_U4_K1,22,0.1454563355197509,0.743401015996933 +ksweep_U4_K1,23,0.14294495607415836,0.7163677495718003 +ksweep_U4_K1,24,0.14781625842054685,0.7464679288864136 +ksweep_U4_K1,25,0.14208938874304294,0.7350627911090851 +ksweep_U4_K1,26,0.14091130678852398,0.7432286357879638 +ksweep_U4_K1,27,0.13402766965329646,0.7314714139699936 +ksweep_U4_K1,28,0.14053777538239956,0.7550845515727996 +ksweep_U4_K1,29,0.14808180503547191,0.7527423143386841 +ksweep_U4_K1,30,0.134753280878067,0.7382282862067222 +ksweep_U4_K1,31,0.14239404489596685,0.7349180501699447 +ksweep_U4_K1,32,0.13300761858622234,0.7279290825128555 +ksweep_U4_K1,33,0.1323291706542174,0.7398731476068496 +ksweep_U4_K1,34,0.13585244772334892,0.7329316532611847 +ksweep_U4_K1,35,0.13179751458267372,0.7648496031761169 +ksweep_U4_K1,36,0.13120927413304648,0.7544424808025361 +ksweep_U4_K1,37,0.13928927776714167,0.758196712732315 +ksweep_U4_K1,38,0.13731980815529823,0.7491271239519119 +ksweep_U4_K1,39,0.13526902770002683,0.7296046108007431 +ksweep_U4_K1,40,0.12788491636514665,0.7708384323120118 +ksweep_U4_K1,41,0.13236911336580912,0.7392599576711655 +ksweep_U4_K1,42,0.1299934666355451,0.7682522428035736 +ksweep_U4_K1,43,0.13027997670074304,0.7853045642375946 +ksweep_U4_K1,44,0.1318986755112807,0.7526123261451722 +ksweep_U4_K1,45,0.13438469161589942,0.7340910631418228 +ksweep_U4_K1,46,0.1287558354685704,0.7690304559469223 +ksweep_U4_K1,47,0.12954024866223335,0.7621285659074784 +ksweep_U4_K1,48,0.1326419910788536,0.7764612472057343 +ksweep_U4_K1,49,0.130856155504783,0.7316644078493119 +ksweep_U4_K1,50,0.12504523292183875,0.7769324588775635 +ksweep_U4_K1,51,0.1306732700765133,0.7672954279184342 +ksweep_U4_K1,52,0.126928820759058,0.7885180860757828 +ksweep_U4_K1,53,0.12160934551308553,0.7877455580234528 +ksweep_U4_K1,54,0.12300395694871744,0.7904047304391861 +ksweep_U4_K1,55,0.12184768062084914,0.7804719778895378 +ksweep_U4_K1,56,0.11937150618682305,0.7393903852999211 +ksweep_U4_K1,57,0.11455134594192108,0.746468597650528 +ksweep_U4_K1,58,0.12086648743599654,0.7782330024242401 +ksweep_U4_K1,59,0.12679981748263042,0.7790208691358567 +ksweep_U4_K1,60,0.12088208032151063,0.7558415466547013 +ksweep_U4_K1,61,0.11611445665359497,0.7759455275535584 +ksweep_U4_K1,62,0.11784357162813346,0.800170407295227 +ksweep_U4_K1,63,0.11992265506337087,0.7830124711990356 +ksweep_U4_K1,64,0.13030741353829703,0.7624193406850099 +ksweep_U4_K1,65,0.11879283285389344,0.7776637077331543 +ksweep_U4_K1,66,0.13548401656250159,0.7757402795553208 +ksweep_U4_K1,67,0.12086301981161038,0.7910289752483368 +ksweep_U4_K1,68,0.12416275471448898,0.8040028607845306 +ksweep_U4_K1,69,0.12644314260532458,0.7930730187892914 +ksweep_U4_K1,70,0.12814122849454482,0.791441752910614 +ksweep_U4_K1,71,0.12294743213802577,0.7789974594116211 +ksweep_U4_K1,72,0.1246967522924145,0.7839946556091308 +ksweep_U4_K1,73,0.12024646468460559,0.7813149440288544 +ksweep_U4_K1,74,0.12135356823603312,0.7912023293972016 +ksweep_U4_K1,75,0.1195349853982528,0.8038679480552673 +ksweep_U4_K1,76,0.11707790573438008,0.7850173020362854 +ksweep_U4_K1,77,0.12636785651246707,0.7934939801692963 +ksweep_U4_K1,78,0.11891613739232222,0.7904483699798583 +ksweep_U4_K1,79,0.11773203569153945,0.7953666925430298 +ksweep_U4_K1,80,0.1192376242329677,0.7990331399440765 +ksweep_U4_K1,81,0.11926532253623008,0.7530869290232658 +ksweep_U4_K1,82,0.11315812030186256,0.7767260517179966 +ksweep_U4_K1,83,0.12099229622632265,0.7290978194773197 +ksweep_U4_K1,84,0.12149908751249314,0.7677766638621688 +ksweep_U4_K1,85,0.11555177401751279,0.8032456034421921 +ksweep_U4_K1,86,0.12532087681194146,0.7707751753926277 +ksweep_U4_K1,87,0.12504507547865312,0.7918085426092147 +ksweep_U4_K1,88,0.11320309070249399,0.7927061656117439 +ksweep_U4_K1,89,0.11374353221307199,0.8173286831378936 +ksweep_U4_K1,90,0.11539720978587865,0.8026586425304413 +ksweep_U4_K1,91,0.11912598859518767,0.809484452009201 +ksweep_U4_K1,92,0.11892838692913453,0.7947365236282349 +ksweep_U4_K1,93,0.10394182012726863,0.7806846761703491 +ksweep_U4_K1,94,0.11654158543795347,0.7893467617034912 +ksweep_U4_K1,95,0.11140788408617179,0.798218891620636 +ksweep_U4_K1,96,0.11574219014495611,0.7995158791542053 +ksweep_U4_K1,97,0.1195212984457612,0.7924819326400757 +ksweep_U4_K1,98,0.11527569527427356,0.7783883219957352 +ksweep_U4_K1,99,0.12806511726230382,0.809001874923706 +ksweep_U4_K1,100,0.1161762704824408,0.7982028502225876 +ksweep_U4_K1,101,0.11443644742170969,0.7728214168548584 +ksweep_U4_K1,102,0.11260711800307036,0.7984186494350434 +ksweep_U4_K1,103,0.11794249411672354,0.7933707916736603 +ksweep_U4_K1,104,0.1146191651498278,0.7978398329019547 +ksweep_U4_K1,105,0.10836175482720137,0.8017398837208748 +ksweep_U4_K1,106,0.11812061152110497,0.7894061827659606 +ksweep_U4_K1,107,0.11239684913307428,0.812793242931366 +ksweep_U4_K1,108,0.10724790972967943,0.7979036784172058 +ksweep_U4_K1,109,0.11409752079596122,0.7980953362584114 +ksweep_U4_K1,110,0.11351176348825295,0.8103345382213593 +ksweep_U4_K1,111,0.10202732959141333,0.7953812432289123 +ksweep_U4_K1,112,0.11862926434725524,0.785155577659607 +ksweep_U4_K1,113,0.10793321230759223,0.8096663975715637 +ksweep_U4_K1,114,0.11746216821173827,0.806572117805481 +ksweep_U4_K1,115,0.1109620146577557,0.7843698988109827 +ksweep_U4_K1,116,0.11817736101647218,0.8190178698301316 +ksweep_U4_K1,117,0.11202675054470698,0.7816796101629734 +ksweep_U4_K1,118,0.10926641872773568,0.7901811200380325 +ksweep_U4_K1,119,0.10921682454645634,0.780539082288742 +ksweep_U4_K1,120,0.10375381556650003,0.7920703727006912 +ksweep_U4_K1,121,0.11497688627491395,0.7988100671768188 +ksweep_U4_K1,122,0.114504915351669,0.8017826454341411 +ksweep_U4_K1,123,0.11227707320203384,0.8084299850463867 +ksweep_U4_K1,124,0.1066723280151685,0.8042782425880433 +ksweep_U4_K1,125,0.10017245518664519,0.7826335248351097 +ksweep_U4_K1,126,0.10541774335006873,0.8140653496980668 +ksweep_U4_K1,127,0.11410332852353652,0.7821905022859573 +ksweep_U4_K1,128,0.10402282054225603,0.8117806696891785 +ksweep_U4_K1,129,0.10801647012432417,0.8065614831447602 +ksweep_U4_K1,130,0.10880825801442066,0.7994859331846237 +ksweep_U4_K1,131,0.11460208864261706,0.819535368680954 +ksweep_U4_K1,132,0.11283589751770098,0.7779010379314423 +ksweep_U4_K1,133,0.10549019667009513,0.8181970083713531 +ksweep_U4_K1,134,0.11060196856657664,0.8182960432767868 +ksweep_U4_K1,135,0.11601697993775209,0.7721462753415108 +ksweep_U4_K1,136,0.11592862104376157,0.7712730550765992 +ksweep_U4_K1,137,0.12085846294959386,0.8037493824958801 +ksweep_U4_K1,138,0.1120211574807763,0.8097805964946747 +ksweep_U4_K1,139,0.11834735897680124,0.7986440378427505 +ksweep_U4_K1,140,0.10738937115917603,0.7895391055941582 +ksweep_U4_K1,141,0.10947464606414238,0.818088881969452 +ksweep_U4_K1,142,0.10733509885768096,0.8055180460214615 +ksweep_U4_K1,143,0.10717364876220624,0.8094218176603317 +ksweep_U4_K1,144,0.10754909640798967,0.8157436841726303 +ksweep_U4_K1,145,0.11520715903490782,0.8117439663410186 +ksweep_U4_K1,146,0.1221506575246652,0.8044434848427773 +ksweep_U4_K1,147,0.10959712831924359,0.7776628112792969 +ksweep_U4_K1,148,0.10791015694538753,0.8189848339557648 +ksweep_U4_K1,149,0.09935669841865699,0.8034853386878967 +ksweep_U4_K1,150,0.11503904143969218,0.7938511377573013 +ksweep_U4_K1,151,0.10915867922206719,0.8206588363647461 +ksweep_U4_K1,152,0.11134646929800511,0.8078092396259308 +ksweep_U4_K1,153,0.10200470741838216,0.7882783186435699 +ksweep_U4_K1,154,0.1082389080648621,0.790656418055296 +ksweep_U4_K1,155,0.10932714064915974,0.8188288271427154 +ksweep_U4_K1,156,0.10693174956987302,0.7848267012834549 +ksweep_U4_K1,157,0.11828030527879795,0.7960457897186279 +ksweep_U4_K1,158,0.10792382771770159,0.8205144095420838 +ksweep_U4_K1,159,0.10407304221143325,0.8178187811374664 +ksweep_U4_K1,160,0.1211879684155186,0.7925041130185128 +ksweep_U4_K1,161,0.10863734332223733,0.8155175322294235 +ksweep_U4_K1,162,0.10353409149994452,0.7893340514600277 +ksweep_U4_K1,163,0.10992415475348631,0.8267032194137574 +ksweep_U4_K1,164,0.11718813625474771,0.8143017983436585 +ksweep_U4_K1,165,0.10897304471582174,0.808602876663208 +ksweep_U4_K1,166,0.10616584325830142,0.8102805936336517 +ksweep_U4_K1,167,0.10735268534471591,0.8015424871444702 +ksweep_U4_K1,168,0.11767328356703123,0.7955226886272431 +ksweep_U4_K1,169,0.10674891836941242,0.7981277310848236 +ksweep_U4_K1,170,0.1149516220142444,0.8034921264648438 +ksweep_U4_K1,171,0.10513953788826863,0.8060604053735733 +ksweep_U4_K1,172,0.11503782335668802,0.8111569587886334 +ksweep_U4_K1,173,0.11322765265901884,0.7829577720165253 +ksweep_U4_K1,174,0.11028543112178643,0.8288226592540741 +ksweep_U4_K1,175,0.10665013701965412,0.8063197040557861 +ksweep_U4_K1,176,0.11439522579312325,0.8105382025241852 +ksweep_U4_K1,177,0.10144566733390092,0.7857506549358368 +ksweep_U4_K1,178,0.11620461067805687,0.7860035997629166 +ksweep_U4_K1,179,0.10876125967750946,0.7662178678810596 +ksweep_U4_K1,180,0.10344948875407378,0.8102667763084174 +ksweep_U4_K1,181,0.11121058209488789,0.7773759150505066 +ksweep_U4_K1,182,0.10635674903790156,0.8241141402721405 +ksweep_U4_K1,183,0.10150471162050963,0.8199520528316497 +ksweep_U4_K1,184,0.10751480729629596,0.8050491273403168 +ksweep_U4_K1,185,0.10478029059867064,0.7425621746480465 +ksweep_U4_K1,186,0.10028807169447343,0.7737869481742382 +ksweep_U4_K1,187,0.10668137098352114,0.8140197908878326 +ksweep_U4_K1,188,0.11125833210845788,0.7991899669170379 +ksweep_U4_K1,189,0.1115860615670681,0.8032371634989977 +ksweep_U4_K1,190,0.10783734912673633,0.7850873881578445 +ksweep_U4_K1,191,0.11029983498156071,0.7985939335823059 +ksweep_U4_K1,192,0.11250811476260424,0.7895032808184623 +ksweep_U4_K1,193,0.09483003915597996,0.8216347575187684 +ksweep_U4_K1,194,0.10874779170999925,0.8219828796386719 +ksweep_U4_K1,195,0.11690951333691676,0.8165975421667099 +ksweep_U4_K1,196,0.11436383900543054,0.807498899102211 +ksweep_U4_K1,197,0.10726037709663312,0.7902733600139618 +ksweep_U4_K1,198,0.10919703823824724,0.8370979452133178 +ksweep_U4_K1,199,0.10483274151881536,0.7839130526781082 +ksweep_U4_K1,200,0.10660169556736947,0.8044705605506897 +ksweep_U4_K2,1,0.464162978430589,0.42113801792263983 +ksweep_U4_K2,2,0.29649620061119397,0.5623989027738571 +ksweep_U4_K2,3,0.23335464080174764,0.6407962667942048 +ksweep_U4_K2,4,0.2130026497443517,0.6320629530400038 +ksweep_U4_K2,5,0.19140686765313147,0.6766052502393722 +ksweep_U4_K2,6,0.18817581380407014,0.6735863256454467 +ksweep_U4_K2,7,0.17810204168160756,0.7084552955627441 +ksweep_U4_K2,8,0.17096426839629808,0.7316697990894317 +ksweep_U4_K2,9,0.15541104602317016,0.7183688938617706 +ksweep_U4_K2,10,0.16915281313161054,0.721744921207428 +ksweep_U4_K2,11,0.1567651410152515,0.7311236047744751 +ksweep_U4_K2,12,0.15510140637556713,0.7276069486141205 +ksweep_U4_K2,13,0.15156845855216186,0.7434157317876816 +ksweep_U4_K2,14,0.15184215913216273,0.7433034324645996 +ksweep_U4_K2,15,0.16309579871594906,0.7474728554487229 +ksweep_U4_K2,16,0.1460830156505108,0.7674270236492157 +ksweep_U4_K2,17,0.14194169687728087,0.7502150338888168 +ksweep_U4_K2,18,0.13608811815579733,0.759547581076622 +ksweep_U4_K2,19,0.13522681278487048,0.7312928825616837 +ksweep_U4_K2,20,0.1284538799027602,0.7664042955636978 +ksweep_U4_K2,21,0.12579814665019512,0.758722582757473 +ksweep_U4_K2,22,0.12635330592592559,0.7785028398036957 +ksweep_U4_K2,23,0.12289699623982112,0.7618515962362289 +ksweep_U4_K2,24,0.12542617969214917,0.7854321956634521 +ksweep_U4_K2,25,0.12296099913616976,0.7804397451877594 +ksweep_U4_K2,26,0.12019438534975052,0.7733202248811721 +ksweep_U4_K2,27,0.11462452702224254,0.7807103276252747 +ksweep_U4_K2,28,0.11977826123436291,0.7936770260334015 +ksweep_U4_K2,29,0.1272649985800187,0.7929796147346496 +ksweep_U4_K2,30,0.11480265758931636,0.7788361793756485 +ksweep_U4_K2,31,0.12365475880602995,0.7799965447187424 +ksweep_U4_K2,32,0.11125951019426186,0.7735421764850616 +ksweep_U4_K2,33,0.11174757258345683,0.7887757831811905 +ksweep_U4_K2,34,0.11604260576268037,0.788257896900177 +ksweep_U4_K2,35,0.10962612204253673,0.8117726540565491 +ksweep_U4_K2,36,0.1092769242823124,0.8004763209819794 +ksweep_U4_K2,37,0.11957989784578482,0.790676268339157 +ksweep_U4_K2,38,0.11651391157259544,0.799517412185669 +ksweep_U4_K2,39,0.11521025930841763,0.7737062016129493 +ksweep_U4_K2,40,0.10771111370374759,0.8117258054018021 +ksweep_U4_K2,41,0.11204094257205725,0.7780344349145889 +ksweep_U4_K2,42,0.10911046303808689,0.8088642525672912 +ksweep_U4_K2,43,0.10989473216235637,0.8314927625656128 +ksweep_U4_K2,44,0.11045369612673918,0.790093691945076 +ksweep_U4_K2,45,0.11228544743110737,0.7741589618846774 +ksweep_U4_K2,46,0.10751521266996861,0.8031039905548095 +ksweep_U4_K2,47,0.10764027729630471,0.807530733346939 +ksweep_U4_K2,48,0.11259999342262744,0.8170559668540954 +ksweep_U4_K2,49,0.10782212562859059,0.7824967268109322 +ksweep_U4_K2,50,0.10363765380034844,0.8098735266923904 +ksweep_U4_K2,51,0.10956659109642108,0.8081376892328263 +ksweep_U4_K2,52,0.10462238896638155,0.8295713412761688 +ksweep_U4_K2,53,0.10155062353859345,0.8305936527252197 +ksweep_U4_K2,54,0.10113341661791007,0.8319827818870544 +ksweep_U4_K2,55,0.10075151685625315,0.8182754847407341 +ksweep_U4_K2,56,0.0997543678432703,0.7882891339063645 +ksweep_U4_K2,57,0.09504360492030779,0.7869838011264801 +ksweep_U4_K2,58,0.09974715529630582,0.8233732461929322 +ksweep_U4_K2,59,0.10539652484158675,0.8151488411426544 +ksweep_U4_K2,60,0.10056000464906295,0.8042968010902405 +ksweep_U4_K2,61,0.09644209862997134,0.8225717946887017 +ksweep_U4_K2,62,0.0966058284168442,0.8358282494544983 +ksweep_U4_K2,63,0.09729031993697088,0.8204134744405747 +ksweep_U4_K2,64,0.10936924113581578,0.8103811120986939 +ksweep_U4_K2,65,0.09962067782878875,0.8238454252481461 +ksweep_U4_K2,66,0.11327916897833347,0.8192845809459687 +ksweep_U4_K2,67,0.10080858406921228,0.832753449678421 +ksweep_U4_K2,68,0.10424514113614956,0.8437689745426178 +ksweep_U4_K2,69,0.10488839397827784,0.838987375497818 +ksweep_U4_K2,70,0.10613272945086161,0.8335518038272858 +ksweep_U4_K2,71,0.10303026714672645,0.8190343415737152 +ksweep_U4_K2,72,0.10356640233347814,0.8320794486999512 +ksweep_U4_K2,73,0.09865171874562899,0.8260224318504333 +ksweep_U4_K2,74,0.1004856879884998,0.8377268809080124 +ksweep_U4_K2,75,0.09781817110876243,0.8419464671611786 +ksweep_U4_K2,76,0.0969327836856246,0.8368153929710388 +ksweep_U4_K2,77,0.10533614998062452,0.8359159362316132 +ksweep_U4_K2,78,0.09609295935680469,0.8382784080505371 +ksweep_U4_K2,79,0.09672871472934882,0.8331874823570251 +ksweep_U4_K2,80,0.09776843175292015,0.8470194351673126 +ksweep_U4_K2,81,0.09926017572482428,0.7967996808886528 +ksweep_U4_K2,82,0.0917538704847296,0.8109464916586876 +ksweep_U4_K2,83,0.10144155179460844,0.7855258193612099 +ksweep_U4_K2,84,0.10099607948213815,0.805059971883893 +ksweep_U4_K2,85,0.0945476592456301,0.8387902092933655 +ksweep_U4_K2,86,0.10468825423469146,0.8145013636350632 +ksweep_U4_K2,87,0.10331796227643887,0.8331233996152878 +ksweep_U4_K2,88,0.09064915721615155,0.8340524798631668 +ksweep_U4_K2,89,0.09202836894740661,0.8625639688968658 +ksweep_U4_K2,90,0.09591017462313176,0.8466683602333069 +ksweep_U4_K2,91,0.09633535705506802,0.8506346654891968 +ksweep_U4_K2,92,0.09575355308751266,0.840363392829895 +ksweep_U4_K2,93,0.0844648630420367,0.8179722738265991 +ksweep_U4_K2,94,0.09378988715509573,0.833666353225708 +ksweep_U4_K2,95,0.09013062472144763,0.8371807998418808 +ksweep_U4_K2,96,0.09453555323183536,0.8462405967712402 +ksweep_U4_K2,97,0.09680372561017672,0.831935721039772 +ksweep_U4_K2,98,0.09381860091040532,0.8236388349533081 +ksweep_U4_K2,99,0.10665811218321324,0.8528635710477829 +ksweep_U4_K2,100,0.09485769629478455,0.8489269089698791 +ksweep_U4_K2,101,0.09265286397188902,0.8125164276361465 +ksweep_U4_K2,102,0.09088008848329385,0.846239550113678 +ksweep_U4_K2,103,0.09626975931227207,0.8374464797973633 +ksweep_U4_K2,104,0.09383111822108428,0.8396110379695892 +ksweep_U4_K2,105,0.08737107483049233,0.8431227040290833 +ksweep_U4_K2,106,0.09579702182362478,0.8351441448926926 +ksweep_U4_K2,107,0.09028367269784213,0.8593238544464111 +ksweep_U4_K2,108,0.08556218698620796,0.8437615156173706 +ksweep_U4_K2,109,0.09218388116608063,0.8379772487282753 +ksweep_U4_K2,110,0.09187860173483689,0.8502453470230102 +ksweep_U4_K2,111,0.08074776619672776,0.8359997069835663 +ksweep_U4_K2,112,0.09662404302507639,0.8225894671678543 +ksweep_U4_K2,113,0.08866076301783324,0.8538339328765869 +ksweep_U4_K2,114,0.09614652826140324,0.8503692853450775 +ksweep_U4_K2,115,0.08890057803442081,0.8225640335679054 +ksweep_U4_K2,116,0.09662871027986208,0.8524334609508515 +ksweep_U4_K2,117,0.09112235204627117,0.8272011491656304 +ksweep_U4_K2,118,0.08496317150692145,0.8342563462257385 +ksweep_U4_K2,119,0.086840984535714,0.8308289825916291 +ksweep_U4_K2,120,0.08277969259768725,0.8371026366949081 +ksweep_U4_K2,121,0.094206597879529,0.8409872180223465 +ksweep_U4_K2,122,0.09353007636964321,0.8485418599843979 +ksweep_U4_K2,123,0.09125373672693968,0.8562119698524475 +ksweep_U4_K2,124,0.08508763240029414,0.8493416595458985 +ksweep_U4_K2,125,0.0800054336215059,0.8259029343724251 +ksweep_U4_K2,126,0.08265239081035057,0.8584240084886551 +ksweep_U4_K2,127,0.09208698738366365,0.8285576796531677 +ksweep_U4_K2,128,0.08116824436932803,0.8506439363956452 +ksweep_U4_K2,129,0.0877668901408712,0.8519488310813904 +ksweep_U4_K2,130,0.08641399715095759,0.8457487773895264 +ksweep_U4_K2,131,0.09219423556079467,0.8595259690284729 +ksweep_U4_K2,132,0.09080829568207265,0.8264209026098251 +ksweep_U4_K2,133,0.0854201278835535,0.8563607788085937 +ksweep_U4_K2,134,0.0883481893564264,0.8614507150650025 +ksweep_U4_K2,135,0.09530197447786729,0.8197511649131775 +ksweep_U4_K2,136,0.09250637649248043,0.8171697509288788 +ksweep_U4_K2,137,0.09714209297051032,0.8478384155035019 +ksweep_U4_K2,138,0.09131951720764239,0.8472486710548401 +ksweep_U4_K2,139,0.09614657644182444,0.8438063645362854 +ksweep_U4_K2,140,0.08667956763257582,0.834132719039917 +ksweep_U4_K2,141,0.08875080481171609,0.860186026096344 +ksweep_U4_K2,142,0.08637792084366083,0.8466759133338928 +ksweep_U4_K2,143,0.08617289930582046,0.8520562341809272 +ksweep_U4_K2,144,0.08575974203646183,0.8553081655502319 +ksweep_U4_K2,145,0.09184528563171625,0.8529769361019135 +ksweep_U4_K2,146,0.10238451621184746,0.8467955994606018 +ksweep_U4_K2,147,0.08881331235170364,0.8251738232374192 +ksweep_U4_K2,148,0.0854565648858746,0.8616109848022461 +ksweep_U4_K2,149,0.0783508603895704,0.8466872584819793 +ksweep_U4_K2,150,0.0930391954506437,0.8313401466608048 +ksweep_U4_K2,151,0.08879661049693822,0.8606514889001846 +ksweep_U4_K2,152,0.08886938868711391,0.8480654019117355 +ksweep_U4_K2,153,0.08170872340599696,0.8403082776069641 +ksweep_U4_K2,154,0.08594646729528904,0.8354551546275616 +ksweep_U4_K2,155,0.0849056368197004,0.8634666776657105 +ksweep_U4_K2,156,0.08415871276209752,0.8312451186776161 +ksweep_U4_K2,157,0.09676486841092508,0.8441812980175019 +ksweep_U4_K2,158,0.08549945545693238,0.8682783353328705 +ksweep_U4_K2,159,0.08250595131268104,0.8565019190311431 +ksweep_U4_K2,160,0.09943376120179892,0.8364702665805817 +ksweep_U4_K2,161,0.0858230835199356,0.8596886026859284 +ksweep_U4_K2,162,0.08212519140293201,0.8298157995939255 +ksweep_U4_K2,163,0.08743073596308629,0.8720776188373566 +ksweep_U4_K2,164,0.09377117291092872,0.8611108547449112 +ksweep_U4_K2,165,0.08741280930737655,0.844947167634964 +ksweep_U4_K2,166,0.08325245017806689,0.8532405626773835 +ksweep_U4_K2,167,0.08366833535333475,0.8419211286306382 +ksweep_U4_K2,168,0.0950926152865092,0.844335709810257 +ksweep_U4_K2,169,0.08571650724858046,0.8462840247154236 +ksweep_U4_K2,170,0.092393003453811,0.8504978728294372 +ksweep_U4_K2,171,0.0835654857630531,0.8497599756717682 +ksweep_U4_K2,172,0.09299771040678025,0.8555532015115023 +ksweep_U4_K2,173,0.09173072920491299,0.8343631684780121 +ksweep_U4_K2,174,0.08800612657020489,0.8698603510856628 +ksweep_U4_K2,175,0.08353128178666035,0.8535111939907074 +ksweep_U4_K2,176,0.09308037114640078,0.8501703608036041 +ksweep_U4_K2,177,0.08063488526890675,0.8371406161785125 +ksweep_U4_K2,178,0.0929423926770687,0.8341427981853485 +ksweep_U4_K2,179,0.08581452673921983,0.8169770127534867 +ksweep_U4_K2,180,0.08379203837364912,0.8546525584161282 +ksweep_U4_K2,181,0.08903569026539723,0.8273446488380433 +ksweep_U4_K2,182,0.08427347851296266,0.8707444953918457 +ksweep_U4_K2,183,0.08107520983864863,0.8622496914863587 +ksweep_U4_K2,184,0.08450407496343057,0.8541210407018661 +ksweep_U4_K2,185,0.08140060344090064,0.7845517736673355 +ksweep_U4_K2,186,0.07950699634850025,0.8240587139129638 +ksweep_U4_K2,187,0.08462061124543349,0.8595441699028015 +ksweep_U4_K2,188,0.08744393073022366,0.8408111453056335 +ksweep_U4_K2,189,0.08821468488623699,0.8466373993456364 +ksweep_U4_K2,190,0.08591372326016426,0.8379335963726043 +ksweep_U4_K2,191,0.08741046002755562,0.8478415715694427 +ksweep_U4_K2,192,0.09012150956938664,0.8377264535427094 +ksweep_U4_K2,193,0.07514100907991329,0.8653761792182922 +ksweep_U4_K2,194,0.08677546622852485,0.8617569595575333 +ksweep_U4_K2,195,0.09458793311069409,0.8572872519493103 +ksweep_U4_K2,196,0.09236910048872232,0.8528534030914307 +ksweep_U4_K2,197,0.08674486119300127,0.8447662460803985 +ksweep_U4_K2,198,0.08617426274965206,0.872301178574562 +ksweep_U4_K2,199,0.08259842282781998,0.8258068454265595 +ksweep_U4_K2,200,0.08401389752825102,0.8542422354221344 +ksweep_U4_K8,1,0.9056586266557376,0.14480195552110672 +ksweep_U4_K8,2,0.5382096181313197,0.19776037484407424 +ksweep_U4_K8,3,0.4511097694436709,0.29099839806556704 +ksweep_U4_K8,4,0.3751738131046295,0.3784027569741011 +ksweep_U4_K8,5,0.3215053197244803,0.4413937754929066 +ksweep_U4_K8,6,0.29430724774797756,0.5146408039331436 +ksweep_U4_K8,7,0.27073074330886204,0.5469110542535782 +ksweep_U4_K8,8,0.2533653588593006,0.5993186688423157 +ksweep_U4_K8,9,0.2390263209740321,0.5870972743630409 +ksweep_U4_K8,10,0.2355286096036434,0.6181046652793885 +ksweep_U4_K8,11,0.21550799002250035,0.6607410836219788 +ksweep_U4_K8,12,0.2181558441122373,0.6495565867424011 +ksweep_U4_K8,13,0.21427383589247861,0.6610853189229965 +ksweep_U4_K8,14,0.20630392260849476,0.674838341474533 +ksweep_U4_K8,15,0.21129381813108922,0.6849221026897431 +ksweep_U4_K8,16,0.19010779735942682,0.7028061312437057 +ksweep_U4_K8,17,0.19039273825784525,0.7018985593318939 +ksweep_U4_K8,18,0.166203092460831,0.7250289011001587 +ksweep_U4_K8,19,0.16811875040332477,0.7061227121949196 +ksweep_U4_K8,20,0.15953469969332218,0.7324462929368019 +ksweep_U4_K8,21,0.14910773947834968,0.7442295104265213 +ksweep_U4_K8,22,0.15834931035836539,0.7282131838798523 +ksweep_U4_K8,23,0.1435841931651036,0.7504073631763458 +ksweep_U4_K8,24,0.13911633454263211,0.780753573179245 +ksweep_U4_K8,25,0.13384623698890208,0.7748549628257752 +ksweep_U4_K8,26,0.12868625563879807,0.7810687363147736 +ksweep_U4_K8,27,0.12249322983125846,0.7754013049602508 +ksweep_U4_K8,28,0.1253189155459404,0.7960512554645538 +ksweep_U4_K8,29,0.13068129723270736,0.8001128780841827 +ksweep_U4_K8,30,0.11832350045442581,0.7820498150587082 +ksweep_U4_K8,31,0.12755224687357744,0.7853722715377808 +ksweep_U4_K8,32,0.11533170198400815,0.7780159914493561 +ksweep_U4_K8,33,0.11374622277915478,0.790431740283966 +ksweep_U4_K8,34,0.11662822097539902,0.7981144905090332 +ksweep_U4_K8,35,0.10825558205445608,0.8224085009098053 +ksweep_U4_K8,36,0.10505581088364124,0.8191986489295959 +ksweep_U4_K8,37,0.11539238636692364,0.8039487314224243 +ksweep_U4_K8,38,0.11596274678905805,0.8126605296134949 +ksweep_U4_K8,39,0.11396817487974961,0.8042446255683899 +ksweep_U4_K8,40,0.10086538995305697,0.8287322413921356 +ksweep_U4_K8,41,0.10345877793927988,0.8050078082084656 +ksweep_U4_K8,42,0.10094087822983662,0.8347972500324249 +ksweep_U4_K8,43,0.09791298064092795,0.8502706503868103 +ksweep_U4_K8,44,0.10063030195732911,0.8180145812034607 +ksweep_U4_K8,45,0.10226238923768202,0.8136087721586227 +ksweep_U4_K8,46,0.09456000148008267,0.8354562675952911 +ksweep_U4_K8,47,0.09673961207270622,0.835016485452652 +ksweep_U4_K8,48,0.10087534212817749,0.8443946444988251 +ksweep_U4_K8,49,0.09380217877527078,0.817574844956398 +ksweep_U4_K8,50,0.08874046262353659,0.837830847799778 +ksweep_U4_K8,51,0.09302524858464797,0.8470447796583176 +ksweep_U4_K8,52,0.0923154142126441,0.8586102068424225 +ksweep_U4_K8,53,0.08909448873251677,0.855471304655075 +ksweep_U4_K8,54,0.08591228029380242,0.8551709175109863 +ksweep_U4_K8,55,0.0845427021632592,0.8516196441650391 +ksweep_U4_K8,56,0.08710166923701763,0.8237351110577583 +ksweep_U4_K8,57,0.07921251169095436,0.8358480441570282 +ksweep_U4_K8,58,0.08763226802150409,0.8594234263896943 +ksweep_U4_K8,59,0.09092914043615262,0.8511598312854767 +ksweep_U4_K8,60,0.08436514765024185,0.8408163779973984 +ksweep_U4_K8,61,0.07919507399201393,0.8580087113380432 +ksweep_U4_K8,62,0.08259006358683109,0.8612416756153106 +ksweep_U4_K8,63,0.08318369294206301,0.8549457150697708 +ksweep_U4_K8,64,0.09011433452367783,0.83611024312675 +ksweep_U4_K8,65,0.08054743874818086,0.8645057618618012 +ksweep_U4_K8,66,0.09531698339929183,0.8485213351249695 +ksweep_U4_K8,67,0.08233539938926697,0.8719578742980957 +ksweep_U4_K8,68,0.0853886249785622,0.8744328379631042 +ksweep_U4_K8,69,0.08241648080448309,0.875828572511673 +ksweep_U4_K8,70,0.0837856805200378,0.8689071428775788 +ksweep_U4_K8,71,0.08383354565749566,0.8622570908069611 +ksweep_U4_K8,72,0.07855938374996185,0.8712755954265594 +ksweep_U4_K8,73,0.07631925124675036,0.8694667303562165 +ksweep_U4_K8,74,0.08215179360161225,0.874367938041687 +ksweep_U4_K8,75,0.07602301092197497,0.8779774105548859 +ksweep_U4_K8,76,0.07590537817527851,0.8759918546676636 +ksweep_U4_K8,77,0.08578318304071823,0.8741215312480927 +ksweep_U4_K8,78,0.07495234306901694,0.8779499959945679 +ksweep_U4_K8,79,0.07511116734395425,0.874980412721634 +ksweep_U4_K8,80,0.07359048870702585,0.8806031453609466 +ksweep_U4_K8,81,0.07574076364437739,0.8530176603794097 +ksweep_U4_K8,82,0.07354667170594135,0.8496369233354926 +ksweep_U4_K8,83,0.07977715205401183,0.8438520616292954 +ksweep_U4_K8,84,0.07767904462913672,0.8579996275901794 +ksweep_U4_K8,85,0.07306316826492548,0.8823125481605529 +ksweep_U4_K8,86,0.08063924932231506,0.8604366385936737 +ksweep_U4_K8,87,0.07941570052256187,0.8796535360813141 +ksweep_U4_K8,88,0.07037146670122942,0.877091736793518 +ksweep_U4_K8,89,0.07277612779289484,0.8924987232685089 +ksweep_U4_K8,90,0.07382820052405198,0.8891974520683289 +ksweep_U4_K8,91,0.07242244633535544,0.8773916971683502 +ksweep_U4_K8,92,0.07055483787010114,0.8872446823120117 +ksweep_U4_K8,93,0.06400105815380812,0.8763084411621094 +ksweep_U4_K8,94,0.06955577460428079,0.8756417655944824 +ksweep_U4_K8,95,0.06630805789182584,0.8857016754150391 +ksweep_U4_K8,96,0.06927413153151671,0.889344265460968 +ksweep_U4_K8,97,0.07117983970791102,0.8799382770061492 +ksweep_U4_K8,98,0.069601579879721,0.8788051414489746 +ksweep_U4_K8,99,0.08121403108040491,0.8869745171070099 +ksweep_U4_K8,100,0.07121826644986867,0.8904147458076477 +ksweep_U4_K8,101,0.06758981498579185,0.8744597399234771 +ksweep_U4_K8,102,0.0660838728149732,0.8856892132759094 +ksweep_U4_K8,103,0.07195309599240621,0.8863906908035278 +ksweep_U4_K8,104,0.07088594405601421,0.8860999989509583 +ksweep_U4_K8,105,0.06380451584855716,0.8877053582668304 +ksweep_U4_K8,106,0.06783565691361824,0.8851012969017029 +ksweep_U4_K8,107,0.06668682494511206,0.8969435095787048 +ksweep_U4_K8,108,0.061052462222675484,0.893173416852951 +ksweep_U4_K8,109,0.06644196577370166,0.8841525900363922 +ksweep_U4_K8,110,0.06821226362138987,0.8963776957988739 +ksweep_U4_K8,111,0.05819332477947076,0.8871398639678955 +ksweep_U4_K8,112,0.06729819465428591,0.8841419899463654 +ksweep_U4_K8,113,0.06393561575561763,0.8981534719467164 +ksweep_U4_K8,114,0.06954481519758701,0.894148246049881 +ksweep_U4_K8,115,0.06324240155518054,0.8781186798214913 +ksweep_U4_K8,116,0.06763139971842369,0.8978351616859436 +ksweep_U4_K8,117,0.06392560981214046,0.8749086359143257 +ksweep_U4_K8,118,0.05999079488217831,0.8881112337112427 +ksweep_U4_K8,119,0.06106369633227587,0.8874958670139312 +ksweep_U4_K8,120,0.058806434472401935,0.8915506744384766 +ksweep_U4_K8,121,0.06604992906252544,0.8940578460693359 +ksweep_U4_K8,122,0.06785252700249354,0.8932301735877991 +ksweep_U4_K8,123,0.0642332507421573,0.9022817242145539 +ksweep_U4_K8,124,0.06181659350792567,0.897399959564209 +ksweep_U4_K8,125,0.05708438781400522,0.8783303087949753 +ksweep_U4_K8,126,0.057121359184384345,0.9009153199195862 +ksweep_U4_K8,127,0.06527048146973054,0.8831640613079071 +ksweep_U4_K8,128,0.05757945045207938,0.8915250051021576 +ksweep_U4_K8,129,0.06459915784498056,0.8988732278347016 +ksweep_U4_K8,130,0.060271889207263785,0.8965923565626145 +ksweep_U4_K8,131,0.06430984674642483,0.9036692690849304 +ksweep_U4_K8,132,0.06296685744076967,0.8833263027667999 +ksweep_U4_K8,133,0.05906123735010624,0.906658753156662 +ksweep_U4_K8,134,0.060380770328144234,0.9032603764533996 +ksweep_U4_K8,135,0.0653337479631106,0.8800041675567627 +ksweep_U4_K8,136,0.06329710301011801,0.8810721051692962 +ksweep_U4_K8,137,0.0687882800027728,0.8977325248718262 +ksweep_U4_K8,138,0.06606996099154154,0.8977568221092224 +ksweep_U4_K8,139,0.07091397465517124,0.8990288472175598 +ksweep_U4_K8,140,0.061033712377150856,0.8887503528594971 +ksweep_U4_K8,141,0.06173116430019339,0.9057873690128326 +ksweep_U4_K8,142,0.05805948089808226,0.8989790976047516 +ksweep_U4_K8,143,0.062088175552586715,0.8958301329612732 +ksweep_U4_K8,144,0.06299179340402285,0.9008209252357483 +ksweep_U4_K8,145,0.061350814662873746,0.8992816627025604 +ksweep_U4_K8,146,0.07129014956454437,0.8933068937063218 +ksweep_U4_K8,147,0.05922947327295939,0.8875523293018341 +ksweep_U4_K8,148,0.058743422304590544,0.9087034142017365 +ksweep_U4_K8,149,0.05365050503363212,0.9008837950229645 +ksweep_U4_K8,150,0.06528565046067039,0.8931292915344238 +ksweep_U4_K8,151,0.06145749616126219,0.9017834395170212 +ksweep_U4_K8,152,0.057758899840215844,0.9042956697940826 +ksweep_U4_K8,153,0.055275807498643796,0.898910779953003 +ksweep_U4_K8,154,0.05759435186783473,0.8901219570636749 +ksweep_U4_K8,155,0.05811088979244232,0.9092967796325684 +ksweep_U4_K8,156,0.05646449295183023,0.8890249174833298 +ksweep_U4_K8,157,0.06624692839880784,0.8962157070636749 +ksweep_U4_K8,158,0.05777500802030166,0.9091905558109283 +ksweep_U4_K8,159,0.054899529907852414,0.9077347242832183 +ksweep_U4_K8,160,0.07257638490448395,0.8866584998369217 +ksweep_U4_K8,161,0.05910477069516977,0.9079533159732819 +ksweep_U4_K8,162,0.05490457229316235,0.8899448657035828 +ksweep_U4_K8,163,0.05927077488352855,0.9157661306858063 +ksweep_U4_K8,164,0.061234063412994144,0.9081009709835053 +ksweep_U4_K8,165,0.058401169025649624,0.9088610064983368 +ksweep_U4_K8,166,0.05596535040686528,0.9034928441047668 +ksweep_U4_K8,167,0.05658535342663527,0.9025177705287933 +ksweep_U4_K8,168,0.06358760938669245,0.9037853395938873 +ksweep_U4_K8,169,0.05779374474659562,0.9033541476726532 +ksweep_U4_K8,170,0.06057413284356395,0.9018801701068878 +ksweep_U4_K8,171,0.055292547773569824,0.9045819485187531 +ksweep_U4_K8,172,0.0627031614134709,0.9029250222444535 +ksweep_U4_K8,173,0.06170441766579946,0.8957373142242432 +ksweep_U4_K8,174,0.05854928052052855,0.9199805223941803 +ksweep_U4_K8,175,0.05593875746553143,0.9085649216175079 +ksweep_U4_K8,176,0.06237931857506434,0.9049270796775818 +ksweep_U4_K8,177,0.05370169018705686,0.8995354497432708 +ksweep_U4_K8,178,0.06033039728179574,0.8992845773696899 +ksweep_U4_K8,179,0.05774352057526509,0.8796227151155471 +ksweep_U4_K8,180,0.054719949588179585,0.9022358319163323 +ksweep_U4_K8,181,0.05886633801584443,0.8944212543964386 +ksweep_U4_K8,182,0.056723367795348166,0.9183545005321503 +ksweep_U4_K8,183,0.05389235143860181,0.9145777153968812 +ksweep_U4_K8,184,0.05434781525904934,0.9037406289577484 +ksweep_U4_K8,185,0.05270475616057714,0.859280806183815 +ksweep_U4_K8,186,0.05099152284363906,0.8925593239068985 +ksweep_U4_K8,187,0.05328860036407908,0.9090408945083618 +ksweep_U4_K8,188,0.05774141053979596,0.899643816947937 +ksweep_U4_K8,189,0.05669448666274548,0.8963703468441964 +ksweep_U4_K8,190,0.05635378524661064,0.9048193180561066 +ksweep_U4_K8,191,0.05663406585653623,0.9016934025287628 +ksweep_U4_K8,192,0.05956889418885112,0.8937444281578064 +ksweep_U4_K8,193,0.04920765579367677,0.9178553056716919 +ksweep_U4_K8,194,0.057398637160658836,0.913323745727539 +ksweep_U4_K8,195,0.06257005994518598,0.9078979921340943 +ksweep_U4_K8,196,0.05865039240568876,0.9069777452945709 +ksweep_U4_K8,197,0.05573425911987821,0.9037636148929596 +ksweep_U4_K8,198,0.05601406521474322,0.9183319938182831 +ksweep_U4_K8,199,0.05410958015670379,0.8899560230970383 +ksweep_U4_K8,200,0.05469802066683769,0.9093209850788116 +randmask_U4_K4,1,0.6058256656924883,0.2551950803399086 +randmask_U4_K4,2,0.3992580895622571,0.48834130465984343 +randmask_U4_K4,3,0.3027548609673977,0.5660305750370026 +randmask_U4_K4,4,0.27035876135031384,0.5862513198703527 +randmask_U4_K4,5,0.24880486677090327,0.5991120046377182 +randmask_U4_K4,6,0.24916560858488082,0.6267098325490952 +randmask_U4_K4,7,0.23734420493245126,0.6506164795160294 +randmask_U4_K4,8,0.23274226119120917,0.6772668397426606 +randmask_U4_K4,9,0.21225443656245868,0.6523945161700249 +randmask_U4_K4,10,0.23026750907301902,0.6632669275999069 +randmask_U4_K4,11,0.214665048122406,0.6714160299301147 +randmask_U4_K4,12,0.20784049396713575,0.6786629289388657 +randmask_U4_K4,13,0.20387137840191524,0.6915179812908172 +randmask_U4_K4,14,0.2051204134027163,0.6959828525781632 +randmask_U4_K4,15,0.21370350097616514,0.6975466686487198 +randmask_U4_K4,16,0.1918887465943893,0.7352232217788697 +randmask_U4_K4,17,0.18349797688424588,0.7076906350255012 +randmask_U4_K4,18,0.1733345307658116,0.7181156519055366 +randmask_U4_K4,19,0.17033169023692607,0.6914708137512207 +randmask_U4_K4,20,0.16071120508015155,0.7362683953344822 +randmask_U4_K4,21,0.15546140678226947,0.7334907209873199 +randmask_U4_K4,22,0.15264307834208013,0.75215835750103 +randmask_U4_K4,23,0.14895264801879723,0.7318324279785157 +randmask_U4_K4,24,0.15016385088364284,0.7633327710628509 +randmask_U4_K4,25,0.1427142913887898,0.7632246786355972 +randmask_U4_K4,26,0.139481631492575,0.76471360206604 +randmask_U4_K4,27,0.13083289206027984,0.7596028077602387 +randmask_U4_K4,28,0.1346999615430832,0.7765359473228455 +randmask_U4_K4,29,0.14043129732211432,0.7848448520898819 +randmask_U4_K4,30,0.12833386513094108,0.7631420779228211 +randmask_U4_K4,31,0.13338862178226313,0.7643242955207825 +randmask_U4_K4,32,0.12268976065019767,0.767386583685875 +randmask_U4_K4,33,0.11939358331263066,0.7746077942848205 +randmask_U4_K4,34,0.12245395888884862,0.7835212379693985 +randmask_U4_K4,35,0.11615115692218145,0.8110823822021485 +randmask_U4_K4,36,0.11448136713355779,0.8002822434902191 +randmask_U4_K4,37,0.12185555959741275,0.80421395778656 +randmask_U4_K4,38,0.12059627339243889,0.8014197635650635 +randmask_U4_K4,39,0.11651879228651524,0.7780384814739227 +randmask_U4_K4,40,0.10824396601567665,0.8181372797489166 +randmask_U4_K4,41,0.11032144950081904,0.7924883204698563 +randmask_U4_K4,42,0.10880178637802601,0.8143567180633545 +randmask_U4_K4,43,0.10727284436424574,0.8389635181427002 +randmask_U4_K4,44,0.10729189534982045,0.8051501560211182 +randmask_U4_K4,45,0.10961464919149876,0.7974868977069854 +randmask_U4_K4,46,0.10298840553810198,0.821997900903225 +randmask_U4_K4,47,0.10422270418455204,0.8254719734191894 +randmask_U4_K4,48,0.10811719346791505,0.8346705484390259 +randmask_U4_K4,49,0.10176836104442676,0.7923536157608032 +randmask_U4_K4,50,0.09756474333504836,0.8286904925107956 +randmask_U4_K4,51,0.10249958078066508,0.8261153507232666 +randmask_U4_K4,52,0.10039683878421783,0.8471259021759033 +randmask_U4_K4,53,0.09542886147896448,0.8482423686981201 +randmask_U4_K4,54,0.09581766631454229,0.8373761105537415 +randmask_U4_K4,55,0.09460351211329301,0.8358535978198052 +randmask_U4_K4,56,0.09312985713283221,0.811738940179348 +randmask_U4_K4,57,0.08801442109048367,0.8144305294752121 +randmask_U4_K4,58,0.09441663516064484,0.8440282821655274 +randmask_U4_K4,59,0.09798224969456593,0.8361618649959565 +randmask_U4_K4,60,0.09446592013041179,0.8200096464157105 +randmask_U4_K4,61,0.09039885421593984,0.8417802518606186 +randmask_U4_K4,62,0.08912094273914893,0.8548370623588561 +randmask_U4_K4,63,0.0906972157706817,0.8413548147678376 +randmask_U4_K4,64,0.1000645666072766,0.8266636877506971 +randmask_U4_K4,65,0.09105047172556321,0.8453523910045624 +randmask_U4_K4,66,0.10543285687764485,0.8321514809131623 +randmask_U4_K4,67,0.09197017150620619,0.852917617559433 +randmask_U4_K4,68,0.09475338447839021,0.8589364898204803 +randmask_U4_K4,69,0.0946031466126442,0.860551826953888 +randmask_U4_K4,70,0.09593088111529748,0.8394816815853119 +randmask_U4_K4,71,0.09590824538220961,0.8466303050518036 +randmask_U4_K4,72,0.09293101763973634,0.8495465385913848 +randmask_U4_K4,73,0.08923715098450581,0.8537235856056213 +randmask_U4_K4,74,0.0914409152790904,0.8499350297451019 +randmask_U4_K4,75,0.08854226034134627,0.8642052042484284 +randmask_U4_K4,76,0.08741392087191344,0.8594645392894745 +randmask_U4_K4,77,0.0970100355396668,0.8584272205829621 +randmask_U4_K4,78,0.08637930491318305,0.8619933164119721 +randmask_U4_K4,79,0.08732063565403222,0.8572391819953918 +randmask_U4_K4,80,0.08667513407766819,0.8552039301395417 +randmask_U4_K4,81,0.0896037123973171,0.827318597137928 +randmask_U4_K4,82,0.08474628464629252,0.8385188318043947 +randmask_U4_K4,83,0.09246972360958655,0.8101617181301117 +randmask_U4_K4,84,0.092853673932453,0.8358300429582596 +randmask_U4_K4,85,0.08614751022309065,0.8504450070858002 +randmask_U4_K4,86,0.09462287347763777,0.8378289151191711 +randmask_U4_K4,87,0.09432836121569077,0.8507204902172089 +randmask_U4_K4,88,0.08220486565182607,0.8553444087505341 +randmask_U4_K4,89,0.08308585623900096,0.8842778205871582 +randmask_U4_K4,90,0.08562069171418746,0.8717882227897644 +randmask_U4_K4,91,0.08627400811761618,0.8690251350402832 +randmask_U4_K4,92,0.08545594854901234,0.865977305173874 +randmask_U4_K4,93,0.07644619145741065,0.8480401313304902 +randmask_U4_K4,94,0.08492359085629383,0.8572859597206116 +randmask_U4_K4,95,0.08100541149576505,0.8598139572143555 +randmask_U4_K4,96,0.08457014605402946,0.8724424517154694 +randmask_U4_K4,97,0.08555094090600808,0.8619240343570709 +randmask_U4_K4,98,0.08471594914793969,0.8600412905216217 +randmask_U4_K4,99,0.09649918225904305,0.8678017544746399 +randmask_U4_K4,100,0.08501102545609077,0.8701677316427231 +randmask_U4_K4,101,0.08285073529928923,0.8420110213756561 +randmask_U4_K4,102,0.08091181320448716,0.8615070044994354 +randmask_U4_K4,103,0.0863505360732476,0.8572542798519135 +randmask_U4_K4,104,0.08492149873326223,0.864970263838768 +randmask_U4_K4,105,0.0771858770524462,0.8686583596467972 +randmask_U4_K4,106,0.08480961881577968,0.8542173850536346 +randmask_U4_K4,107,0.08211730675150951,0.8775111436843872 +randmask_U4_K4,108,0.07685222762326399,0.87034019947052 +randmask_U4_K4,109,0.08304493229836225,0.8659379076957703 +randmask_U4_K4,110,0.08366684811810653,0.8752690398693085 +randmask_U4_K4,111,0.07132221138725678,0.8678398251533508 +randmask_U4_K4,112,0.08419093849758306,0.8573454642295837 +randmask_U4_K4,113,0.07894712022195259,0.8789489269256592 +randmask_U4_K4,114,0.08637079179286956,0.8771430265903473 +randmask_U4_K4,115,0.0795242781440417,0.8523589432239532 +randmask_U4_K4,116,0.08575303288797538,0.879470397233963 +randmask_U4_K4,117,0.08214448111752669,0.8475729024410248 +randmask_U4_K4,118,0.07532083060592414,0.8614900851249695 +randmask_U4_K4,119,0.07720326075951259,0.8550658643245697 +randmask_U4_K4,120,0.0742254167671005,0.8674288630485535 +randmask_U4_K4,121,0.08468776915222406,0.8586086153984069 +randmask_U4_K4,122,0.08475579760968685,0.8739860892295838 +randmask_U4_K4,123,0.08157425057142972,0.8768679487705231 +randmask_U4_K4,124,0.07724173153440157,0.8717864525318145 +randmask_U4_K4,125,0.07120154709865649,0.8516681283712387 +randmask_U4_K4,126,0.0731399189059933,0.876505743265152 +randmask_U4_K4,127,0.08390876931448778,0.8540998095273972 +randmask_U4_K4,128,0.07372848911831777,0.8702128839492798 +randmask_U4_K4,129,0.07969541816661756,0.8739470422267914 +randmask_U4_K4,130,0.07785788748413325,0.8685212969779968 +randmask_U4_K4,131,0.08320371367037296,0.881274766921997 +randmask_U4_K4,132,0.07973206218332052,0.8514331483840942 +randmask_U4_K4,133,0.07672808185219765,0.884123969078064 +randmask_U4_K4,134,0.07911018090943496,0.8755976510047913 +randmask_U4_K4,135,0.08494531985372306,0.8215551936626434 +randmask_U4_K4,136,0.08275514819969733,0.8506043863296509 +randmask_U4_K4,137,0.08885855296005805,0.8723759663105011 +randmask_U4_K4,138,0.08390649057924747,0.8740001749992371 +randmask_U4_K4,139,0.08815465929607551,0.8608301293849945 +randmask_U4_K4,140,0.07850809109707674,0.8569871026277542 +randmask_U4_K4,141,0.07944802448153496,0.8821917116641999 +randmask_U4_K4,142,0.07624483093619347,0.8687049794197083 +randmask_U4_K4,143,0.07879531557361284,0.8751105833053588 +randmask_U4_K4,144,0.07877132459233205,0.8788435715436935 +randmask_U4_K4,145,0.08091420667866865,0.8585855066776276 +randmask_U4_K4,146,0.09107302063455185,0.8668026196956634 +randmask_U4_K4,147,0.07846641500790914,0.8466346377134323 +randmask_U4_K4,148,0.07642302608738342,0.8742439901828766 +randmask_U4_K4,149,0.06969724118709564,0.8691405165195465 +randmask_U4_K4,150,0.08439414563278357,0.8533840084075928 +randmask_U4_K4,151,0.07961126467833916,0.8832707798480988 +randmask_U4_K4,152,0.07771442746122678,0.8652682107686996 +randmask_U4_K4,153,0.07247772035499414,0.8663486552238464 +randmask_U4_K4,154,0.07589813902974128,0.852885276004672 +randmask_U4_K4,155,0.07700936023145914,0.8864804351329804 +randmask_U4_K4,156,0.07367761742323636,0.8513881760835648 +randmask_U4_K4,157,0.08810958334555229,0.8687181341648101 +randmask_U4_K4,158,0.07720974999169508,0.882606600522995 +randmask_U4_K4,159,0.07416967559605837,0.8817462599277497 +randmask_U4_K4,160,0.09190745662897826,0.8575790047645568 +randmask_U4_K4,161,0.077670774149398,0.8807789385318756 +randmask_U4_K4,162,0.07347026638686657,0.8561024257540703 +randmask_U4_K4,163,0.07886858941366275,0.8942385828495025 +randmask_U4_K4,164,0.08278130369881789,0.8863106369972229 +randmask_U4_K4,165,0.07769350204616784,0.8740157270431519 +randmask_U4_K4,166,0.07489114234844843,0.8722353494167328 +randmask_U4_K4,167,0.07680798343072336,0.8702668356895447 +randmask_U4_K4,168,0.08617333268125851,0.8736471617221833 +randmask_U4_K4,169,0.07698252813269695,0.8685949265956878 +randmask_U4_K4,170,0.08219325099140405,0.8684822046756744 +randmask_U4_K4,171,0.07415499173104763,0.8774746084213256 +randmask_U4_K4,172,0.0840094868466258,0.8713838946819306 +randmask_U4_K4,173,0.08339885870615642,0.864107016324997 +randmask_U4_K4,174,0.07887176933387915,0.8951287817955017 +randmask_U4_K4,175,0.07468751753369968,0.8748520982265472 +randmask_U4_K4,176,0.08426693954815467,0.8783234870433807 +randmask_U4_K4,177,0.07196142725646495,0.8574376839399338 +randmask_U4_K4,178,0.08288564208894968,0.866363263130188 +randmask_U4_K4,179,0.0775369476278623,0.847484968304634 +randmask_U4_K4,180,0.07388331218312184,0.8782109579443932 +randmask_U4_K4,181,0.08073112888882558,0.8599670958518982 +randmask_U4_K4,182,0.07575127291182678,0.89321444272995 +randmask_U4_K4,183,0.07269462419052919,0.8878879845142365 +randmask_U4_K4,184,0.07507509738206863,0.8751232981681824 +randmask_U4_K4,185,0.07249071929603815,0.805834767818451 +randmask_U4_K4,186,0.06976330599437157,0.854072967171669 +randmask_U4_K4,187,0.0743327617024382,0.8848860716819763 +randmask_U4_K4,188,0.07884173185875018,0.8686654448509217 +randmask_U4_K4,189,0.07800727259367704,0.8665636181086301 +randmask_U4_K4,190,0.07710734301557144,0.8664418053627014 +randmask_U4_K4,191,0.07768337136755386,0.8696886956691742 +randmask_U4_K4,192,0.08234006501734256,0.8617220079898834 +randmask_U4_K4,193,0.06745369162410497,0.8784958291053772 +randmask_U4_K4,194,0.07891888818393152,0.8820159101486206 +randmask_U4_K4,195,0.08602988248070081,0.8759003782272339 +randmask_U4_K4,196,0.0815339374790589,0.8721657526493073 +randmask_U4_K4,197,0.07660173633446296,0.8613133299350738 +randmask_U4_K4,198,0.07701091891775529,0.8933275711536407 +randmask_U4_K4,199,0.07405484943340222,0.8560892403125763 +randmask_U4_K4,200,0.07592851452529431,0.8780684018135071 +maml_U4_K4,1,0.347180661658446,0.6674789857864379 +maml_U4_K4,2,0.1912693562110265,0.7291412144899369 +maml_U4_K4,3,0.15873278553287187,0.7526404225826263 +maml_U4_K4,4,0.13501812311510245,0.7881535744667053 +maml_U4_K4,5,0.12952661002675692,0.8042059469223023 +maml_U4_K4,6,0.12153568876286348,0.7986020350456238 +maml_U4_K4,7,0.11425387337803841,0.7717742845416069 +maml_U4_K4,8,0.10574387843410174,0.7908158744871616 +maml_U4_K4,9,0.10321336927513282,0.8219768524169921 +maml_U4_K4,10,0.1019710648804903,0.8365928137302399 +maml_U4_K4,11,0.10162908720473449,0.8388471049070358 +maml_U4_K4,12,0.09577510217825572,0.8191514974832534 +maml_U4_K4,13,0.09287847730020682,0.8561204588413238 +maml_U4_K4,14,0.09109912091245254,0.8374350219964981 +maml_U4_K4,15,0.08507742977390687,0.8562416428327561 +maml_U4_K4,16,0.0879564349229137,0.8456258523464203 +maml_U4_K4,17,0.08163816146552563,0.8460798025131225 +maml_U4_K4,18,0.08229330350955327,0.86588618516922 +maml_U4_K4,19,0.0845397329578797,0.8721793913841247 +maml_U4_K4,20,0.08092511302481095,0.8561173504590989 +maml_U4_K4,21,0.08120464857667685,0.8401504355669022 +maml_U4_K4,22,0.08126198668032884,0.8509479666501284 +maml_U4_K4,23,0.07804853667815527,0.8785204446315765 +maml_U4_K4,24,0.07609201104690631,0.86483318567276 +maml_U4_K4,25,0.07598206852873167,0.8717848980426788 +maml_U4_K4,26,0.07832555880149206,0.8852622294425965 +maml_U4_K4,27,0.07592952768007914,0.8670868106931447 +maml_U4_K4,28,0.06981492542972167,0.8823939228057861 +maml_U4_K4,29,0.07513651949663958,0.8696787881851197 +maml_U4_K4,30,0.07211239206294219,0.8761047744750976 +maml_U4_K4,31,0.07348314709961415,0.8663457572460175 +maml_U4_K4,32,0.06740227668235699,0.8875419104099274 +maml_U4_K4,33,0.06896881471077601,0.8832177627086639 +maml_U4_K4,34,0.06973387375473976,0.8715093851089477 +maml_U4_K4,35,0.07279471756269534,0.8768700444698334 +maml_U4_K4,36,0.06954974664996068,0.8744914346933365 +maml_U4_K4,37,0.06513074573129415,0.8552892456948757 +maml_U4_K4,38,0.06821217079957326,0.8575939983129501 +maml_U4_K4,39,0.06895586952567101,0.885354814529419 +maml_U4_K4,40,0.06837361524502436,0.902871060371399 +maml_U4_K4,41,0.0695795868212978,0.8672026062011718 +maml_U4_K4,42,0.06484686940908432,0.8785058814287185 +maml_U4_K4,43,0.06569138797620933,0.884719272851944 +maml_U4_K4,44,0.06935486963639657,0.8996051704883575 +maml_U4_K4,45,0.06852079566568137,0.8581017335131764 +maml_U4_K4,46,0.06446548363814751,0.885093686580658 +maml_U4_K4,47,0.06660651908566555,0.8931955361366272 +maml_U4_K4,48,0.06689475371191898,0.8788793689012527 +maml_U4_K4,49,0.06883925980577867,0.8847301614284515 +maml_U4_K4,50,0.06644983464231094,0.8881922328472137 +maml_U4_K4,51,0.06345771664132674,0.8972983181476593 +maml_U4_K4,52,0.06615093978742759,0.8840864717960357 +maml_U4_K4,53,0.06907331595818202,0.8543579384684563 +maml_U4_K4,54,0.06432705669353406,0.895258252620697 +maml_U4_K4,55,0.06289806500077248,0.8874963986873626 +maml_U4_K4,56,0.06306906161208947,0.8789660966396332 +maml_U4_K4,57,0.06752436416844528,0.8959590780735016 +maml_U4_K4,58,0.06273605408146977,0.8807716703414917 +maml_U4_K4,59,0.06302976477891206,0.8806799697875977 +maml_U4_K4,60,0.06588331282138825,0.8789728343486786 +maml_U4_K4,61,0.06697040955846509,0.8755217003822326 +maml_U4_K4,62,0.062414545509964225,0.8960570645332336 +maml_U4_K4,63,0.06492822784930467,0.8980268394947052 +maml_U4_K4,64,0.06153772965694467,0.901022652387619 +maml_U4_K4,65,0.06359387616316478,0.9040249085426331 +maml_U4_K4,66,0.06322578493505716,0.8944150793552399 +maml_U4_K4,67,0.060595027717451254,0.8809969422221183 +maml_U4_K4,68,0.06323700847725074,0.8813454872369766 +maml_U4_K4,69,0.06087411317974329,0.9108588981628418 +maml_U4_K4,70,0.06361715166519086,0.885237272977829 +maml_U4_K4,71,0.0635665551573038,0.8904194885492325 +maml_U4_K4,72,0.061909055610497796,0.9017153036594391 +maml_U4_K4,73,0.06292358008523782,0.8749380546808243 +maml_U4_K4,74,0.06311579821631312,0.8989422404766083 +maml_U4_K4,75,0.06114253191277385,0.9062247610092163 +maml_U4_K4,76,0.060828589896361036,0.9001686489582061 +maml_U4_K4,77,0.059930589211483795,0.905405660867691 +maml_U4_K4,78,0.06193341887245576,0.9080164724588394 +maml_U4_K4,79,0.062160956375300884,0.8956769406795502 +maml_U4_K4,80,0.06158141873156031,0.8823472857475281 +maml_U4_K4,81,0.06530665542930364,0.8760757386684418 +maml_U4_K4,82,0.05926208153367043,0.8954898631572723 +maml_U4_K4,83,0.061040744539350274,0.907802814245224 +maml_U4_K4,84,0.06141057714819908,0.8774421507120133 +maml_U4_K4,85,0.06121569071585933,0.8818982446193695 +maml_U4_K4,86,0.059501851294189695,0.8768142686784267 +maml_U4_K4,87,0.0585340823729833,0.9035246849060059 +maml_U4_K4,88,0.06246193833028277,0.8880421733856201 +maml_U4_K4,89,0.06183506472657124,0.8842078185081482 +maml_U4_K4,90,0.06003163664912184,0.8583147084712982 +maml_U4_K4,91,0.06091472054521243,0.8950321102142333 +maml_U4_K4,92,0.0582855790729324,0.8910864424705506 +maml_U4_K4,93,0.06263010493169228,0.9183994114398957 +maml_U4_K4,94,0.06162825327987472,0.8871576887369156 +maml_U4_K4,95,0.06012369084482392,0.8866325067728758 +maml_U4_K4,96,0.06130947245284915,0.90106480717659 +maml_U4_K4,97,0.05936279881124695,0.891837739944458 +maml_U4_K4,98,0.0629557420189182,0.915923398733139 +maml_U4_K4,99,0.0618315962019066,0.8757787422835827 +maml_U4_K4,100,0.05969622302179535,0.8918877822160721 +maml_U4_K4,101,0.06222052160650492,0.9066294187307358 +maml_U4_K4,102,0.06122479104747375,0.9031127697229385 +maml_U4_K4,103,0.05998631183058024,0.9100687837600708 +maml_U4_K4,104,0.0562245948985219,0.9131271374225617 +maml_U4_K4,105,0.0596575552970171,0.9208973050117493 +maml_U4_K4,106,0.05951523259282112,0.9000885504484176 +maml_U4_K4,107,0.057494584942857425,0.890507447719574 +maml_U4_K4,108,0.061197938149174055,0.9088888967037201 +maml_U4_K4,109,0.06050293229520321,0.8979409223794937 +maml_U4_K4,110,0.059167663448800645,0.8872812363505364 +maml_U4_K4,111,0.059143187453349434,0.8765482914447784 +maml_U4_K4,112,0.05801537095879515,0.8725876677036285 +maml_U4_K4,113,0.057768741951634485,0.9133382189273834 +maml_U4_K4,114,0.0603083465496699,0.9023887312412262 +maml_U4_K4,115,0.05926162352785468,0.8981406497955322 +maml_U4_K4,116,0.05854566838592291,0.9016434347629547 +maml_U4_K4,117,0.060019834507256745,0.8902886468172073 +maml_U4_K4,118,0.056928507505605616,0.9126162457466126 +maml_U4_K4,119,0.06094560339426001,0.9074133837223053 +maml_U4_K4,120,0.05611554245154063,0.8819147700071335 +maml_U4_K4,121,0.05700444053237637,0.8959433013200759 +maml_U4_K4,122,0.057158300386120874,0.9016379988193512 +maml_U4_K4,123,0.057158270720392465,0.9029345726966858 +maml_U4_K4,124,0.059448498419175544,0.9155908727645874 +maml_U4_K4,125,0.057027829711635905,0.894234631061554 +maml_U4_K4,126,0.060988670798639455,0.9113045048713684 +maml_U4_K4,127,0.05857364385078351,0.8985288333892822 +maml_U4_K4,128,0.057526498871545,0.904493374824524 +maml_U4_K4,129,0.0577699143315355,0.8860013415664434 +maml_U4_K4,130,0.058309779074043035,0.8975658836960793 +maml_U4_K4,131,0.05819774687290192,0.9094587242603303 +maml_U4_K4,132,0.05668983055278659,0.9185854208469391 +maml_U4_K4,133,0.05917788553982973,0.913663010597229 +maml_U4_K4,134,0.056168752977003654,0.8843231606483459 +maml_U4_K4,135,0.057528384346514944,0.9002045920491218 +maml_U4_K4,136,0.05734206473454833,0.9004510939121246 +maml_U4_K4,137,0.05884506732225418,0.9019409251213074 +maml_U4_K4,138,0.05875106554478407,0.9159722626209259 +maml_U4_K4,139,0.057351783849298954,0.9214603698253632 +maml_U4_K4,140,0.05936886308093866,0.9023199164867401 +maml_U4_K4,141,0.058554306942969564,0.9104640686511993 +maml_U4_K4,142,0.057907492673645415,0.9137247586250306 +maml_U4_K4,143,0.05875451952839891,0.911284122467041 +maml_U4_K4,144,0.056044043054183326,0.9136769771575928 +maml_U4_K4,145,0.057408322015156346,0.8994602972269058 +maml_U4_K4,146,0.054928214363753794,0.8856786954402923 +maml_U4_K4,147,0.06166764620070656,0.9084132528305053 +maml_U4_K4,148,0.05586407000819842,0.8944405746459961 +maml_U4_K4,149,0.058174109868705276,0.9003259587287903 +maml_U4_K4,150,0.056686398132393755,0.9154242289066314 +maml_U4_K4,151,0.057066755574196576,0.8862654757499695 +maml_U4_K4,152,0.06054938119525711,0.9027680218219757 +maml_U4_K4,153,0.05890118570377429,0.9064050090312957 +maml_U4_K4,154,0.05863133604327837,0.9143863320350647 +maml_U4_K4,155,0.055818982577572264,0.8914957356452942 +maml_U4_K4,156,0.05651145507271091,0.9064448535442352 +maml_U4_K4,157,0.057413207062830526,0.917745246887207 +maml_U4_K4,158,0.057341976873576644,0.9180983185768128 +maml_U4_K4,159,0.05703713780269027,0.9121588158607483 +maml_U4_K4,160,0.055108490909139315,0.908167668581009 +maml_U4_K4,161,0.05911288674299916,0.9260145449638366 +maml_U4_K4,162,0.058570109282930695,0.8931322938203812 +maml_U4_K4,163,0.059064309063057104,0.8921014630794525 +maml_U4_K4,164,0.05771400617435574,0.9037470340728759 +maml_U4_K4,165,0.05703908216829101,0.8964817714691162 +maml_U4_K4,166,0.05682400370016694,0.8773815631866455 +maml_U4_K4,167,0.055864170299222075,0.9239883756637574 +maml_U4_K4,168,0.05574871453767021,0.9026257109642029 +maml_U4_K4,169,0.05973105976358056,0.9212580561637879 +maml_U4_K4,170,0.06022630803907911,0.8892207658290863 +maml_U4_K4,171,0.058311831951141355,0.895075591802597 +maml_U4_K4,172,0.057540056593716145,0.9153809571266174 +maml_U4_K4,173,0.054455397712687655,0.8854192155599594 +maml_U4_K4,174,0.058940058406442404,0.8971073055267333 +maml_U4_K4,175,0.05843853751197457,0.9041001558303833 +maml_U4_K4,176,0.05517144606138269,0.9085355186462403 +maml_U4_K4,177,0.059290977772325275,0.9094771349430084 +maml_U4_K4,178,0.056190765866388874,0.9030066549777984 +maml_U4_K4,179,0.056464395901809135,0.9123006230592727 +maml_U4_K4,180,0.05538234657297532,0.9077048182487488 +maml_U4_K4,181,0.05595545856282115,0.8919452553987504 +maml_U4_K4,182,0.055694892623772224,0.9106463146209717 +maml_U4_K4,183,0.05814829781030615,0.9175250649452209 +maml_U4_K4,184,0.05402054039140542,0.9036714816093445 +maml_U4_K4,185,0.05257933370769024,0.9189139720797539 +maml_U4_K4,186,0.055470578782260416,0.888362283706665 +maml_U4_K4,187,0.0559336483416458,0.9142243540287018 +maml_U4_K4,188,0.052822023338327806,0.9021332085132598 +maml_U4_K4,189,0.05794630116472642,0.8836475789546967 +maml_U4_K4,190,0.057831147716691095,0.8896427758969366 +maml_U4_K4,191,0.05551995169992248,0.910464973449707 +maml_U4_K4,192,0.0587499779338638,0.8983820521831513 +maml_U4_K4,193,0.056003091198702656,0.9178202056884766 +maml_U4_K4,194,0.05283610003689925,0.8803808227181434 +maml_U4_K4,195,0.05683939188097914,0.8877619311213494 +maml_U4_K4,196,0.056646550074219704,0.9134135127067566 +maml_U4_K4,197,0.05699920096124212,0.9124213397502899 +maml_U4_K4,198,0.05802678605541587,0.9301233863830567 +maml_U4_K4,199,0.05340776601185401,0.9161906111240387 +maml_U4_K4,200,0.06185819224764903,0.8950871896743774 +distil_U4_K4,1,0.5737748351693154,0.3044210688769817 +distil_U4_K4,2,0.33772357741991677,0.5662724024057388 +distil_U4_K4,3,0.23442394057909646,0.6580507552623749 +distil_U4_K4,4,0.20162310960392157,0.6746243312954903 +distil_U4_K4,5,0.18099623513718446,0.6934603416919708 +distil_U4_K4,6,0.1732027048120896,0.7287336075305939 +distil_U4_K4,7,0.16413187861442566,0.7514267838001252 +distil_U4_K4,8,0.15563392323752245,0.7761549627780915 +distil_U4_K4,9,0.1377391708890597,0.7567306447029114 +distil_U4_K4,10,0.15170470863580704,0.7681113362312317 +distil_U4_K4,11,0.13898912745217482,0.7787795090675353 +distil_U4_K4,12,0.13587666933735212,0.7844145238399506 +distil_U4_K4,13,0.13303596350053945,0.7938983434438706 +distil_U4_K4,14,0.132976561759909,0.7926589298248291 +distil_U4_K4,15,0.14391625026861826,0.7904727816581726 +distil_U4_K4,16,0.1252523825565974,0.8161317312717438 +distil_U4_K4,17,0.1212659619251887,0.804002115726471 +distil_U4_K4,18,0.1144044986118873,0.8112812542915344 +distil_U4_K4,19,0.11646383805821339,0.7798689526319503 +distil_U4_K4,20,0.10979110470662515,0.817011411190033 +distil_U4_K4,21,0.10461152972032627,0.8189160442352295 +distil_U4_K4,22,0.10547147447864215,0.8255974292755127 +distil_U4_K4,23,0.10075891502201557,0.8162192678451539 +distil_U4_K4,24,0.10344356468568246,0.8383928740024567 +distil_U4_K4,25,0.09942354115347067,0.8304884159564971 +distil_U4_K4,26,0.09741926393161217,0.8314543247222901 +distil_U4_K4,27,0.09231578759849071,0.8242507588863373 +distil_U4_K4,28,0.09500364734480779,0.8411745750904083 +distil_U4_K4,29,0.10162720465411743,0.8459690070152283 +distil_U4_K4,30,0.09105957898000876,0.8219322953373194 +distil_U4_K4,31,0.09854868379731974,0.8292932951450348 +distil_U4_K4,32,0.09063120021174352,0.8315440011024475 +distil_U4_K4,33,0.08928937532007694,0.831700499355793 +distil_U4_K4,34,0.09179883028070132,0.8446703469753265 +distil_U4_K4,35,0.0875020178531607,0.8629159569740296 +distil_U4_K4,36,0.08550585065037013,0.8511275279521943 +distil_U4_K4,37,0.09397301544745763,0.8496369838714599 +distil_U4_K4,38,0.09479756108174721,0.8475672829151154 +distil_U4_K4,39,0.09506464894860983,0.8305972445011139 +distil_U4_K4,40,0.084496266754965,0.866479823589325 +distil_U4_K4,41,0.08675921541949114,0.832270763516426 +distil_U4_K4,42,0.08673518170913061,0.8565342879295349 +distil_U4_K4,43,0.0848411075398326,0.877436648607254 +distil_U4_K4,44,0.08603057550887266,0.8477721393108368 +distil_U4_K4,45,0.08801072946439187,0.8326038274168969 +distil_U4_K4,46,0.082754577336212,0.8617983609437943 +distil_U4_K4,47,0.08423555529365936,0.8609130418300629 +distil_U4_K4,48,0.08779411607732375,0.8711820662021637 +distil_U4_K4,49,0.08191726128260295,0.8350317505002022 +distil_U4_K4,50,0.0785088695337375,0.8629960536956787 +distil_U4_K4,51,0.08271080421904722,0.8586065578460693 +distil_U4_K4,52,0.08180556220312914,0.8778803288936615 +distil_U4_K4,53,0.07708254965643088,0.8836938881874085 +distil_U4_K4,54,0.07737951294829448,0.8734900772571563 +distil_U4_K4,55,0.07592512987554073,0.8657929134368897 +distil_U4_K4,56,0.07705110400915145,0.8378128084540367 +distil_U4_K4,57,0.0705716826270024,0.8510029816627502 +distil_U4_K4,58,0.07911189989497264,0.8753958547115326 +distil_U4_K4,59,0.08100996317962805,0.870706781744957 +distil_U4_K4,60,0.07712184148530166,0.8546418428421021 +distil_U4_K4,61,0.07328222654759883,0.8740905117988587 +distil_U4_K4,62,0.07339452599485716,0.8860566592216492 +distil_U4_K4,63,0.07431211292743684,0.8710399353504181 +distil_U4_K4,64,0.08325232692062855,0.8563972845673561 +distil_U4_K4,65,0.0745957775041461,0.8782609462738037 +distil_U4_K4,66,0.08853821518520515,0.8599822127819061 +distil_U4_K4,67,0.07510238151997328,0.882153023481369 +distil_U4_K4,68,0.07767899631212155,0.8913702046871186 +distil_U4_K4,69,0.07859606092174848,0.8888319432735443 +distil_U4_K4,70,0.07850860272844633,0.8812679612636566 +distil_U4_K4,71,0.07939339693635702,0.8713595461845398 +distil_U4_K4,72,0.07625223970661561,0.8821272432804108 +distil_U4_K4,73,0.0724945817515254,0.8801059091091156 +distil_U4_K4,74,0.07534932260711988,0.8890638899803162 +distil_U4_K4,75,0.07221537635972103,0.8920277535915375 +distil_U4_K4,76,0.07110218548526366,0.8871413493156433 +distil_U4_K4,77,0.07956548020243645,0.8854686629772186 +distil_U4_K4,78,0.07053922427197297,0.8877041637897491 +distil_U4_K4,79,0.07144412629306317,0.8888340973854065 +distil_U4_K4,80,0.07070674209545057,0.889240015745163 +distil_U4_K4,81,0.07376805499196053,0.8578733140230179 +distil_U4_K4,82,0.0693467282379667,0.8652320400625467 +distil_U4_K4,83,0.07744590569287539,0.8405299699306488 +distil_U4_K4,84,0.0762178746672968,0.8657768282294274 +distil_U4_K4,85,0.06906486015766859,0.888445188999176 +distil_U4_K4,86,0.07750597606102626,0.8732887351512909 +distil_U4_K4,87,0.07759152885526419,0.884369649887085 +distil_U4_K4,88,0.06662199518332879,0.8869627374410629 +distil_U4_K4,89,0.06713667236268521,0.9063009953498841 +distil_U4_K4,90,0.06937622827788194,0.8976811921596527 +distil_U4_K4,91,0.06963558884958426,0.9008508145809173 +distil_U4_K4,92,0.06993609541406234,0.89399653673172 +distil_U4_K4,93,0.06047219375769297,0.8760516631603241 +distil_U4_K4,94,0.06827311092987656,0.8852005779743195 +distil_U4_K4,95,0.06623891306420167,0.891570839881897 +distil_U4_K4,96,0.0685107359662652,0.8956202471256256 +distil_U4_K4,97,0.07003140285611152,0.8890202081203461 +distil_U4_K4,98,0.06849661394953728,0.8833457505702973 +distil_U4_K4,99,0.08074536802868049,0.8931348919868469 +distil_U4_K4,100,0.06823094459871451,0.8971446359157562 +distil_U4_K4,101,0.06657894449929397,0.8717490851879119 +distil_U4_K4,102,0.06437491932262977,0.8910555869340897 +distil_U4_K4,103,0.07004225812852383,0.8770282125473022 +distil_U4_K4,104,0.06887649248043697,0.8893563389778137 +distil_U4_K4,105,0.06233450168122848,0.8951854729652404 +distil_U4_K4,106,0.06891646811117728,0.8884098780155182 +distil_U4_K4,107,0.06584777065863212,0.9012580716609955 +distil_U4_K4,108,0.06173901244377097,0.8919324851036072 +distil_U4_K4,109,0.06738175589591265,0.8881308257579803 +distil_U4_K4,110,0.06767408495768905,0.8991800320148468 +distil_U4_K4,111,0.05631962113082409,0.8962774455547333 +distil_U4_K4,112,0.06852581911409894,0.8848612916469574 +distil_U4_K4,113,0.06326387309779724,0.905212813615799 +distil_U4_K4,114,0.07031462222958605,0.8985126829147339 +distil_U4_K4,115,0.06329843960081538,0.8765701460838318 +distil_U4_K4,116,0.06911832090467214,0.9053766965866089 +distil_U4_K4,117,0.06503226343542337,0.8817270320653915 +distil_U4_K4,118,0.05999349681660533,0.8881856954097748 +distil_U4_K4,119,0.06215599656105041,0.8862890636920929 +distil_U4_K4,120,0.058837484313795964,0.8894201993942261 +distil_U4_K4,121,0.06855773728961746,0.8950593948364258 +distil_U4_K4,122,0.06906629805763563,0.8986593711376191 +distil_U4_K4,123,0.0650733406531314,0.9025450682640076 +distil_U4_K4,124,0.061537055447697636,0.8995298457145691 +distil_U4_K4,125,0.056422542581955594,0.8802679318189621 +distil_U4_K4,126,0.05812618852903446,0.9047138214111328 +distil_U4_K4,127,0.06738446201508244,0.8824653857946396 +distil_U4_K4,128,0.05775647678102056,0.8899842631816864 +distil_U4_K4,129,0.06421319290374716,0.9014349257946015 +distil_U4_K4,130,0.0619390558389326,0.8972050607204437 +distil_U4_K4,131,0.06706860171630978,0.9073112666606903 +distil_U4_K4,132,0.06376802030329903,0.8792992061376572 +distil_U4_K4,133,0.061685256535808246,0.9087574374675751 +distil_U4_K4,134,0.06243705922116836,0.9027982723712921 +distil_U4_K4,135,0.06810758921628197,0.8750418710708618 +distil_U4_K4,136,0.06631171262512604,0.8794132280349731 +distil_U4_K4,137,0.07160996381814282,0.8970270740985871 +distil_U4_K4,138,0.06756964963550369,0.893778212070465 +distil_U4_K4,139,0.07162792475894093,0.8969755947589875 +distil_U4_K4,140,0.06202092358221611,0.8872604244947433 +distil_U4_K4,141,0.06370013126482567,0.9088313663005829 +distil_U4_K4,142,0.05962865674868226,0.9031707727909088 +distil_U4_K4,143,0.06241902324060599,0.898943556547165 +distil_U4_K4,144,0.06314756091063221,0.9051000517606735 +distil_U4_K4,145,0.06540434857830406,0.9008791875839234 +distil_U4_K4,146,0.07343251665433248,0.8883644270896912 +distil_U4_K4,147,0.06157370676596959,0.8820066034793854 +distil_U4_K4,148,0.061589908953756094,0.9052107810974122 +distil_U4_K4,149,0.05446360188225905,0.8954769670963287 +distil_U4_K4,150,0.06720874870195985,0.8872925090789795 +distil_U4_K4,151,0.06430078060676654,0.900642129778862 +distil_U4_K4,152,0.06097358784948786,0.9020229887962341 +distil_U4_K4,153,0.05647779295841853,0.8985283052921296 +distil_U4_K4,154,0.05852873865514994,0.8857467713579535 +distil_U4_K4,155,0.06069417495901386,0.9109997057914734 +distil_U4_K4,156,0.057382643967866895,0.8839912980794906 +distil_U4_K4,157,0.07023168528452516,0.8969663155078887 +distil_U4_K4,158,0.06048364894464612,0.9086497485637665 +distil_U4_K4,159,0.058247915829221404,0.9083024930953979 +distil_U4_K4,160,0.07447511047745745,0.8824612700939178 +distil_U4_K4,161,0.061485581764330464,0.9053974783420563 +distil_U4_K4,162,0.056832647603005174,0.8817380833625793 +distil_U4_K4,163,0.0618494384859999,0.9174143946170807 +distil_U4_K4,164,0.06530544549847643,0.9107401144504547 +distil_U4_K4,165,0.0606935225178798,0.9063197469711304 +distil_U4_K4,166,0.059008720461279154,0.9039719569683075 +distil_U4_K4,167,0.05987642765045166,0.9011488634347916 +distil_U4_K4,168,0.06876027706389626,0.8979354131221772 +distil_U4_K4,169,0.060088520869612694,0.8958401417732239 +distil_U4_K4,170,0.06463455551614364,0.8968344151973724 +distil_U4_K4,171,0.05828087965647379,0.9045279407501221 +distil_U4_K4,172,0.06684357564896345,0.9013824626803398 +distil_U4_K4,173,0.06573417023445169,0.894431608915329 +distil_U4_K4,174,0.06170513664061825,0.9172860908508301 +distil_U4_K4,175,0.058334593332062167,0.9047897148132324 +distil_U4_K4,176,0.06671318624789516,0.90722238779068 +distil_U4_K4,177,0.05630576861401399,0.888692842721939 +distil_U4_K4,178,0.06541230748097102,0.8917591559886933 +distil_U4_K4,179,0.060783795677125455,0.8761735621094704 +distil_U4_K4,180,0.05767752496525645,0.9016466400772333 +distil_U4_K4,181,0.0627282253280282,0.8915594506263733 +distil_U4_K4,182,0.05928068971882264,0.9171058928966522 +distil_U4_K4,183,0.05631809414674838,0.9135246896743774 +distil_U4_K4,184,0.05880786930521329,0.904795093536377 +distil_U4_K4,185,0.056375887605051196,0.8532237470149994 +distil_U4_K4,186,0.05339377895618479,0.8848191207647323 +distil_U4_K4,187,0.05786821045602361,0.910992146730423 +distil_U4_K4,188,0.06169791243349512,0.894604617357254 +distil_U4_K4,189,0.0610696539717416,0.8956904916465283 +distil_U4_K4,190,0.060521646390358605,0.8944178104400635 +distil_U4_K4,191,0.06044133858134349,0.8955114257335662 +distil_U4_K4,192,0.0646531292485694,0.890008556842804 +distil_U4_K4,193,0.05170894680544734,0.913434669971466 +distil_U4_K4,194,0.061662012847761315,0.910254783630371 +distil_U4_K4,195,0.06724873591214418,0.9047830140590668 +distil_U4_K4,196,0.06382204728821914,0.8956041526794434 +distil_U4_K4,197,0.0596815974265337,0.8948008358478546 +distil_U4_K4,198,0.06014903919771314,0.9170833659172059 +distil_U4_K4,199,0.057745042629539965,0.8879758107662201 +distil_U4_K4,200,0.05886582439144453,0.900585207939148 diff --git a/fig_cl/cl_convergence_maml.csv b/fig_cl/cl_convergence_maml.csv new file mode 100755 index 0000000..56c0373 --- /dev/null +++ b/fig_cl/cl_convergence_maml.csv @@ -0,0 +1,1601 @@ +config,epoch,loss,cos10_test +mamlB_U1_K1,1,0.27023060878117877,0.7281379294395447 +mamlB_U1_K1,2,0.15997582217057546,0.7719942063093186 +mamlB_U1_K1,3,0.1330647483964761,0.7971147048473358 +mamlB_U1_K1,4,0.11037418807546298,0.8266709554195404 +mamlB_U1_K1,5,0.10730437830090522,0.843580082654953 +mamlB_U1_K1,6,0.1003861319149534,0.8490905237197875 +mamlB_U1_K1,7,0.09424200392017762,0.8248419719934463 +mamlB_U1_K1,8,0.08628572861353556,0.830438964664936 +mamlB_U1_K1,9,0.0836343518147866,0.8568229335546493 +mamlB_U1_K1,10,0.08347071506083012,0.869967451095581 +mamlB_U1_K1,11,0.08313499587277572,0.874478520154953 +mamlB_U1_K1,12,0.07917990073561669,0.8444239056110382 +mamlB_U1_K1,13,0.07562332657476266,0.8878309261798859 +mamlB_U1_K1,14,0.07457296748956045,0.8668385255336761 +mamlB_U1_K1,15,0.06929883400599161,0.8779753971099854 +mamlB_U1_K1,16,0.0723461077734828,0.8664707446098328 +mamlB_U1_K1,17,0.06716075155884027,0.8714327263832092 +mamlB_U1_K1,18,0.0678850569203496,0.8902873814105987 +mamlB_U1_K1,19,0.07073352444916964,0.8892508399486542 +mamlB_U1_K1,20,0.06816962324082851,0.8817326194047928 +mamlB_U1_K1,21,0.0679778649409612,0.8698940706253052 +mamlB_U1_K1,22,0.06780199555059274,0.8772295808792114 +mamlB_U1_K1,23,0.06559614416211844,0.8952540421485901 +mamlB_U1_K1,24,0.06363008661816517,0.8857150685787201 +mamlB_U1_K1,25,0.06407719004278381,0.8929763019084931 +mamlB_U1_K1,26,0.06607687147955099,0.9063972651958465 +mamlB_U1_K1,27,0.06411197034021218,0.8893655294179916 +mamlB_U1_K1,28,0.05953706006209056,0.8990623736381531 +mamlB_U1_K1,29,0.06421008362124364,0.885903627872467 +mamlB_U1_K1,30,0.06169583861405651,0.8896979558467865 +mamlB_U1_K1,31,0.06270108448341488,0.8892885971069336 +mamlB_U1_K1,32,0.057946352834502855,0.9002355873584748 +mamlB_U1_K1,33,0.059188834087302286,0.8993369269371033 +mamlB_U1_K1,34,0.06037336296712359,0.8859924721717835 +mamlB_U1_K1,35,0.061804951628049214,0.8934059941768646 +mamlB_U1_K1,36,0.06001887818177541,0.8890179854631424 +mamlB_U1_K1,37,0.05562608102336526,0.8732715594768524 +mamlB_U1_K1,38,0.05933281361435851,0.871626062989235 +mamlB_U1_K1,39,0.060026723767320316,0.8998493373394012 +mamlB_U1_K1,40,0.059877488892525435,0.9218470442295075 +mamlB_U1_K1,41,0.060415583699941634,0.8822951138019561 +mamlB_U1_K1,42,0.056320124516884486,0.8943439441919326 +mamlB_U1_K1,43,0.056760635804384944,0.8997464561462403 +mamlB_U1_K1,44,0.060338563956320285,0.915422488451004 +mamlB_U1_K1,45,0.06029030953844388,0.8773651617765427 +mamlB_U1_K1,46,0.05625158041715622,0.9010866391658783 +mamlB_U1_K1,47,0.05832692770287395,0.9098424184322357 +mamlB_U1_K1,48,0.05915901993090908,0.8968012273311615 +mamlB_U1_K1,49,0.06071574047828714,0.9006872951984406 +mamlB_U1_K1,50,0.057400859724730253,0.9036502182483673 +mamlB_U1_K1,51,0.055587089397013185,0.9107121872901917 +mamlB_U1_K1,52,0.0578746102626125,0.8981183254718781 +mamlB_U1_K1,53,0.0612259104847908,0.8655020892620087 +mamlB_U1_K1,54,0.05739800003667672,0.9072814524173737 +mamlB_U1_K1,55,0.055053861960768696,0.9009714007377625 +mamlB_U1_K1,56,0.05641790314887961,0.8905598297715187 +mamlB_U1_K1,57,0.05992138825977842,0.9063846981525421 +mamlB_U1_K1,58,0.05549231311927239,0.8990374660491943 +mamlB_U1_K1,59,0.05539321489011248,0.8917354071140289 +mamlB_U1_K1,60,0.059759348842004935,0.8899785673618317 +mamlB_U1_K1,61,0.059650934313734374,0.8851625394821167 +mamlB_U1_K1,62,0.05541875449940562,0.9080605781078339 +mamlB_U1_K1,63,0.05805988178278009,0.9133989417552948 +mamlB_U1_K1,64,0.055235536837329464,0.9170343720912933 +mamlB_U1_K1,65,0.05616824811945359,0.9135921919345855 +mamlB_U1_K1,66,0.05625542483602961,0.9033209764957428 +mamlB_U1_K1,67,0.053554253317415715,0.8906454154849053 +mamlB_U1_K1,68,0.05637413560723265,0.8990836691856384 +mamlB_U1_K1,69,0.054296661590536435,0.9281634354591369 +mamlB_U1_K1,70,0.057052505804846686,0.8958601176738739 +mamlB_U1_K1,71,0.057364622006813686,0.9057915806770325 +mamlB_U1_K1,72,0.05530865504716834,0.91530140042305 +mamlB_U1_K1,73,0.055136311619232097,0.8887716221809387 +mamlB_U1_K1,74,0.056247271467000245,0.9070600044727325 +mamlB_U1_K1,75,0.05510733947778741,0.9164038896560669 +mamlB_U1_K1,76,0.05490008677045504,0.9084236562252045 +mamlB_U1_K1,77,0.05381663085892797,0.9123656058311462 +mamlB_U1_K1,78,0.05576102126389742,0.9209905886650085 +mamlB_U1_K1,79,0.05535319433237115,0.9036350047588348 +mamlB_U1_K1,80,0.05505596881111463,0.8951886355876922 +mamlB_U1_K1,81,0.05851845013598601,0.8844111835956574 +mamlB_U1_K1,82,0.053763141725212335,0.9062443912029267 +mamlB_U1_K1,83,0.0549244008709987,0.9130209684371948 +mamlB_U1_K1,84,0.05450915935759743,0.8940383565425872 +mamlB_U1_K1,85,0.055027395803481344,0.8901115339994431 +mamlB_U1_K1,86,0.053177139007796845,0.8907867160439491 +mamlB_U1_K1,87,0.05269683071722587,0.9126475644111633 +mamlB_U1_K1,88,0.05643677707761526,0.8941139376163483 +mamlB_U1_K1,89,0.056547322496771815,0.890815898180008 +mamlB_U1_K1,90,0.05404027913386623,0.8670250117778778 +mamlB_U1_K1,91,0.05500754270081719,0.9032689839601517 +mamlB_U1_K1,92,0.05261809248477221,0.89755362033844 +mamlB_U1_K1,93,0.05696694621816278,0.9253972971439361 +mamlB_U1_K1,94,0.05604912811890245,0.9000200146436691 +mamlB_U1_K1,95,0.054223452750593426,0.8955071872472763 +mamlB_U1_K1,96,0.05523094433670243,0.9127603316307068 +mamlB_U1_K1,97,0.053276727156092725,0.9062043225765228 +mamlB_U1_K1,98,0.05692376029367248,0.924944714307785 +mamlB_U1_K1,99,0.055982670759161315,0.888970040678978 +mamlB_U1_K1,100,0.05424430695051948,0.8982568264007569 +mamlB_U1_K1,101,0.0563075005573531,0.9153960168361663 +mamlB_U1_K1,102,0.054913104170312484,0.9105756533145904 +mamlB_U1_K1,103,0.05441318936025103,0.9163461875915527 +mamlB_U1_K1,104,0.05065909732754032,0.9210385632514954 +mamlB_U1_K1,105,0.05355223955586553,0.928209753036499 +mamlB_U1_K1,106,0.05371790925661723,0.9076499545574188 +mamlB_U1_K1,107,0.05184577406694492,0.8969019722938537 +mamlB_U1_K1,108,0.055420484443505606,0.9188781595230102 +mamlB_U1_K1,109,0.055575648819406825,0.9069919073581696 +mamlB_U1_K1,110,0.05420319727311532,0.9029176846146584 +mamlB_U1_K1,111,0.0538916710515817,0.8887948036193848 +mamlB_U1_K1,112,0.05245556516572833,0.885886287689209 +mamlB_U1_K1,113,0.05269019822279612,0.9198490107059478 +mamlB_U1_K1,114,0.054744530910005175,0.9104288530349731 +mamlB_U1_K1,115,0.05374718131497502,0.9074525463581086 +mamlB_U1_K1,116,0.05306892248491446,0.9196015846729279 +mamlB_U1_K1,117,0.05493158565834164,0.9006013602018357 +mamlB_U1_K1,118,0.05150029540682832,0.916349595785141 +mamlB_U1_K1,119,0.055044150582204264,0.9147997725009919 +mamlB_U1_K1,120,0.05128083592901627,0.8951807111501694 +mamlB_U1_K1,121,0.051267290071894726,0.9033921638131142 +mamlB_U1_K1,122,0.052014396811525025,0.9108108282089233 +mamlB_U1_K1,123,0.05249847546840707,0.9118989932537079 +mamlB_U1_K1,124,0.053966143677632014,0.9234908294677734 +mamlB_U1_K1,125,0.05168454154705008,0.9008065903186798 +mamlB_U1_K1,126,0.05634065690139929,0.9170403683185577 +mamlB_U1_K1,127,0.053372447807341815,0.9071793389320374 +mamlB_U1_K1,128,0.05159380918989579,0.911476194858551 +mamlB_U1_K1,129,0.05315089393407106,0.8957302254438401 +mamlB_U1_K1,130,0.05448342587798834,0.90128707498312 +mamlB_U1_K1,131,0.053507805882642666,0.9170199775695801 +mamlB_U1_K1,132,0.05221791767204801,0.9229919672012329 +mamlB_U1_K1,133,0.053772454963376126,0.9215101039409638 +mamlB_U1_K1,134,0.050830586000035205,0.889358036518097 +mamlB_U1_K1,135,0.05202713296438257,0.9158774280548095 +mamlB_U1_K1,136,0.05307706551005443,0.9060235166549683 +mamlB_U1_K1,137,0.05441449092080196,0.9131813764572143 +mamlB_U1_K1,138,0.05390667105093598,0.9191787445545196 +mamlB_U1_K1,139,0.05244514831031362,0.9311061716079712 +mamlB_U1_K1,140,0.0539187236626943,0.9118979012966156 +mamlB_U1_K1,141,0.05356769091139237,0.9219743537902833 +mamlB_U1_K1,142,0.05285178359597922,0.9243136668205261 +mamlB_U1_K1,143,0.05410114054878553,0.9185399568080902 +mamlB_U1_K1,144,0.051360429531584186,0.9224764382839203 +mamlB_U1_K1,145,0.052371957811216514,0.9071124082803727 +mamlB_U1_K1,146,0.049937181180963915,0.8930209130048752 +mamlB_U1_K1,147,0.0568159125931561,0.9178785181045532 +mamlB_U1_K1,148,0.05139117917045951,0.903247498869896 +mamlB_U1_K1,149,0.05339363566289346,0.9029146182537079 +mamlB_U1_K1,150,0.0522393798828125,0.9182798266410828 +mamlB_U1_K1,151,0.05199391026670734,0.8942333427071572 +mamlB_U1_K1,152,0.05584266072139144,0.9067256283760071 +mamlB_U1_K1,153,0.05350734523807963,0.9141277873516083 +mamlB_U1_K1,154,0.05357903261979421,0.9241736972332001 +mamlB_U1_K1,155,0.050672097677985826,0.902127987742424 +mamlB_U1_K1,156,0.05178457910194993,0.9121966326236725 +mamlB_U1_K1,157,0.05223283179104328,0.9202482068538665 +mamlB_U1_K1,158,0.05236211404204369,0.9247712731361389 +mamlB_U1_K1,159,0.05234460974733035,0.9247776353359223 +mamlB_U1_K1,160,0.050618135761469604,0.918636155128479 +mamlB_U1_K1,161,0.054062793180346486,0.9317373323440552 +mamlB_U1_K1,162,0.05346720105037093,0.9024483531713485 +mamlB_U1_K1,163,0.05396954496080677,0.9073808044195175 +mamlB_U1_K1,164,0.05340844153116147,0.9116729348897934 +mamlB_U1_K1,165,0.052287590398142736,0.9041115522384644 +mamlB_U1_K1,166,0.052118985634297135,0.8859174010157586 +mamlB_U1_K1,167,0.05051715154200792,0.9323363399505615 +mamlB_U1_K1,168,0.051271495409309864,0.9097996938228607 +mamlB_U1_K1,169,0.0557605833436052,0.9265579926967621 +mamlB_U1_K1,170,0.05484451336786151,0.9032238817214966 +mamlB_U1_K1,171,0.05348821330194672,0.9045760929584503 +mamlB_U1_K1,172,0.05270746863136689,0.9208919739723206 +mamlB_U1_K1,173,0.05049498435730736,0.8917371428012848 +mamlB_U1_K1,174,0.05453599531203508,0.9033910942077636 +mamlB_U1_K1,175,0.05430021608248353,0.9086790442466736 +mamlB_U1_K1,176,0.05016932136689623,0.9196958291530609 +mamlB_U1_K1,177,0.05454841719319423,0.9148628211021423 +mamlB_U1_K1,178,0.05189040225620071,0.9105994480848313 +mamlB_U1_K1,179,0.05208691985656818,0.9213904690742493 +mamlB_U1_K1,180,0.05076878090699514,0.9110777282714844 +mamlB_U1_K1,181,0.05167556957652172,0.9065741717815399 +mamlB_U1_K1,182,0.051664403496930994,0.9172437584400177 +mamlB_U1_K1,183,0.053939975798130035,0.9245531415939331 +mamlB_U1_K1,184,0.048607482972244424,0.9086424434185028 +mamlB_U1_K1,185,0.04789894696325064,0.9312914788722992 +mamlB_U1_K1,186,0.05035492395361264,0.8992197287082672 +mamlB_U1_K1,187,0.0513908066538473,0.9211415445804596 +mamlB_U1_K1,188,0.048732803631573916,0.9076581859588623 +mamlB_U1_K1,189,0.05347812292476495,0.8964871698617936 +mamlB_U1_K1,190,0.053542677474518616,0.8993919539451599 +mamlB_U1_K1,191,0.051506480276584624,0.9205005240440368 +mamlB_U1_K1,192,0.054405170219639934,0.9060955822467804 +mamlB_U1_K1,193,0.051420952876408896,0.9232763928174973 +mamlB_U1_K1,194,0.048873380292207,0.8882922846078872 +mamlB_U1_K1,195,0.05205716341113051,0.889789887368679 +mamlB_U1_K1,196,0.0520050464446346,0.9221563255786895 +mamlB_U1_K1,197,0.05252498588214318,0.9195305740833283 +mamlB_U1_K1,198,0.05320710766439637,0.9355217897891999 +mamlB_U1_K1,199,0.04912677580490708,0.9255173909664154 +mamlB_U1_K1,200,0.05631895834580064,0.9039399772882462 +mamlP_U1_K4,1,0.2883710930248102,0.7582474017143249 +mamlP_U1_K4,2,0.158467257792751,0.7932436776161194 +mamlP_U1_K4,3,0.13531036414206027,0.8130779635906219 +mamlP_U1_K4,4,0.11155060118685166,0.8425998401641845 +mamlP_U1_K4,5,0.10714544095098973,0.8598474645614624 +mamlP_U1_K4,6,0.09532674497614305,0.8621720123291016 +mamlP_U1_K4,7,0.08600177737573783,0.8493458014726639 +mamlP_U1_K4,8,0.07674332947780689,0.852394757270813 +mamlP_U1_K4,9,0.07289288842429717,0.8832520031929016 +mamlP_U1_K4,10,0.06981415018439292,0.8985752356052399 +mamlP_U1_K4,11,0.0686282696078221,0.9009430730342864 +mamlP_U1_K4,12,0.06401242792606354,0.8866864538192749 +mamlP_U1_K4,13,0.0597152267023921,0.9156710004806519 +mamlP_U1_K4,14,0.057702788723011815,0.9050063383579254 +mamlP_U1_K4,15,0.052591795430829126,0.9148409831523895 +mamlP_U1_K4,16,0.05416420536736647,0.9096735405921936 +mamlP_U1_K4,17,0.04915716060747703,0.9116784155368804 +mamlP_U1_K4,18,0.04959405639519294,0.9195792734622955 +mamlP_U1_K4,19,0.05121300037329395,0.9264406156539917 +mamlP_U1_K4,20,0.04922860181579987,0.9155927395820618 +mamlP_U1_K4,21,0.048151140424112476,0.9127561974525452 +mamlP_U1_K4,22,0.04841758934160074,0.9108829987049103 +mamlP_U1_K4,23,0.04608927669003606,0.9213779640197753 +mamlP_U1_K4,24,0.04527166898051898,0.9239544403553009 +mamlP_U1_K4,25,0.0448290283853809,0.9297129130363464 +mamlP_U1_K4,26,0.045691335859398045,0.9336447298526764 +mamlP_U1_K4,27,0.04421683318912983,0.9141540679335595 +mamlP_U1_K4,28,0.039680844694375994,0.9348345518112182 +mamlP_U1_K4,29,0.04303441163152456,0.9258488774299621 +mamlP_U1_K4,30,0.0412017391808331,0.9315139806270599 +mamlP_U1_K4,31,0.041849145361532766,0.9277917420864106 +mamlP_U1_K4,32,0.038234236737092336,0.9403790736198425 +mamlP_U1_K4,33,0.03900080479681492,0.9349974739551544 +mamlP_U1_K4,34,0.039095144619544345,0.9305322730541229 +mamlP_U1_K4,35,0.040663681582858165,0.9336566805839539 +mamlP_U1_K4,36,0.03884933173035582,0.930674347281456 +mamlP_U1_K4,37,0.03709215673928459,0.9232245945930481 +mamlP_U1_K4,38,0.03833493630712231,0.9184289366006851 +mamlP_U1_K4,39,0.03935214430714647,0.9371374416351318 +mamlP_U1_K4,40,0.03763182815164327,0.9484495425224304 +mamlP_U1_K4,41,0.038500617388635874,0.9346180438995362 +mamlP_U1_K4,42,0.03507327207053701,0.9306506001949311 +mamlP_U1_K4,43,0.03585947652036945,0.936472795009613 +mamlP_U1_K4,44,0.03853553125634789,0.9478272807598114 +mamlP_U1_K4,45,0.03866685436417659,0.9218225681781769 +mamlP_U1_K4,46,0.03493929560606678,0.9419749510288239 +mamlP_U1_K4,47,0.03591955025990804,0.9441012537479401 +mamlP_U1_K4,48,0.036623307031889756,0.9376120710372925 +mamlP_U1_K4,49,0.038461662363260984,0.9430252754688263 +mamlP_U1_K4,50,0.0371295837375025,0.9414836740493775 +mamlP_U1_K4,51,0.03462425791968902,0.9469346392154694 +mamlP_U1_K4,52,0.03579609686508775,0.9393066537380218 +mamlP_U1_K4,53,0.037813723658521974,0.9171588408946991 +mamlP_U1_K4,54,0.03495494977881511,0.947177927494049 +mamlP_U1_K4,55,0.03383896176392833,0.9381527090072632 +mamlP_U1_K4,56,0.03417015228420496,0.9390044462680817 +mamlP_U1_K4,57,0.037222323411454754,0.9455331528186798 +mamlP_U1_K4,58,0.03387396284068624,0.9392125368118286 +mamlP_U1_K4,59,0.033709686826914546,0.9338594341278076 +mamlP_U1_K4,60,0.03584431190043688,0.9369034826755523 +mamlP_U1_K4,61,0.036884099325786034,0.9348881602287292 +mamlP_U1_K4,62,0.03337929354980588,0.9507309210300445 +mamlP_U1_K4,63,0.035052417358383534,0.9510664665699005 +mamlP_U1_K4,64,0.033283799240986504,0.9473938632011414 +mamlP_U1_K4,65,0.034421685558433335,0.9508846163749695 +mamlP_U1_K4,66,0.033957500786830984,0.9459601962566375 +mamlP_U1_K4,67,0.03161349112167954,0.9357264882326126 +mamlP_U1_K4,68,0.034170675141115985,0.9399967062473297 +mamlP_U1_K4,69,0.031689854245632885,0.9555234110355377 +mamlP_U1_K4,70,0.03375080639496446,0.9387854611873627 +mamlP_U1_K4,71,0.03431704700924456,0.9461806511878967 +mamlP_U1_K4,72,0.03278810458878676,0.9522431218624114 +mamlP_U1_K4,73,0.03396619105090697,0.929874655008316 +mamlP_U1_K4,74,0.03338525968293349,0.949481213092804 +mamlP_U1_K4,75,0.03244283040364583,0.9551270532608033 +mamlP_U1_K4,76,0.03271205370935301,0.952847365140915 +mamlP_U1_K4,77,0.03087729450625678,0.9523148584365845 +mamlP_U1_K4,78,0.032878080786516266,0.9556864082813263 +mamlP_U1_K4,79,0.03205927250906825,0.9487842833995819 +mamlP_U1_K4,80,0.03301262694100539,0.9429871749877929 +mamlP_U1_K4,81,0.03461651962871353,0.9341670876741409 +mamlP_U1_K4,82,0.030706788580864668,0.9531940388679504 +mamlP_U1_K4,83,0.031643427110587555,0.9535069668292999 +mamlP_U1_K4,84,0.03289172496025761,0.9337851434946061 +mamlP_U1_K4,85,0.03182828193840881,0.9393598234653473 +mamlP_U1_K4,86,0.030454381797462703,0.9299940744042396 +mamlP_U1_K4,87,0.029216156505669156,0.9550938069820404 +mamlP_U1_K4,88,0.03242657443198065,0.9468859219551087 +mamlP_U1_K4,89,0.03282090247919162,0.9388865435123444 +mamlP_U1_K4,90,0.030974888876080513,0.9172424495220184 +mamlP_U1_K4,91,0.03190708941780031,0.9510545551776886 +mamlP_U1_K4,92,0.030032609325523176,0.9436840867996216 +mamlP_U1_K4,93,0.0335177813967069,0.9590418708324432 +mamlP_U1_K4,94,0.03221274525548021,0.9385606199502945 +mamlP_U1_K4,95,0.03162195360288024,0.9390439534187317 +mamlP_U1_K4,96,0.031832762137055395,0.9522116839885711 +mamlP_U1_K4,97,0.031460870237400136,0.93690345287323 +mamlP_U1_K4,98,0.03376006720587611,0.9611785936355591 +mamlP_U1_K4,99,0.03298578121078511,0.9354161807894706 +mamlP_U1_K4,100,0.030468250572060544,0.9436693865060807 +mamlP_U1_K4,101,0.03262731833383441,0.9501435494422913 +mamlP_U1_K4,102,0.03188858024775982,0.9505892145633698 +mamlP_U1_K4,103,0.030215910160914062,0.9574213004112244 +mamlP_U1_K4,104,0.02894767130414645,0.9587168037891388 +mamlP_U1_K4,105,0.03129555896855891,0.962416273355484 +mamlP_U1_K4,106,0.03161617812390129,0.9476930725574494 +mamlP_U1_K4,107,0.02872170436816911,0.9487053632736206 +mamlP_U1_K4,108,0.03176009979409476,0.9567743110656738 +mamlP_U1_K4,109,0.03230700732208788,0.9512555730342865 +mamlP_U1_K4,110,0.030419596238061786,0.9380433732271194 +mamlP_U1_K4,111,0.029992839032784106,0.9427698171138763 +mamlP_U1_K4,112,0.029511696649715303,0.9368046319484711 +mamlP_U1_K4,113,0.029724525129422544,0.9586491119861603 +mamlP_U1_K4,114,0.03114543034074207,0.9529969096183777 +mamlP_U1_K4,115,0.031082538223514953,0.9504407501220703 +mamlP_U1_K4,116,0.030169078689068554,0.9549783599376679 +mamlP_U1_K4,117,0.031344644986093045,0.9416695141792297 +mamlP_U1_K4,118,0.028543590276191633,0.956634703874588 +mamlP_U1_K4,119,0.03142985289295514,0.9542739069461823 +mamlP_U1_K4,120,0.027614912105103334,0.9436790138483048 +mamlP_U1_K4,121,0.02814194155856967,0.9477323353290558 +mamlP_U1_K4,122,0.028770536351948976,0.9517161309719085 +mamlP_U1_K4,123,0.02871899668437739,0.9523859071731567 +mamlP_U1_K4,124,0.029749008265013498,0.9600053644180297 +mamlP_U1_K4,125,0.02833998671422402,0.9478693544864655 +mamlP_U1_K4,126,0.03180578851141035,0.9598024666309357 +mamlP_U1_K4,127,0.029717698196570077,0.9491170215606689 +mamlP_U1_K4,128,0.02925819140858948,0.9538942182064056 +mamlP_U1_K4,129,0.02954763620470961,0.938043565750122 +mamlP_U1_K4,130,0.02957234827801585,0.9460349380970001 +mamlP_U1_K4,131,0.029040115009993313,0.9590015137195587 +mamlP_U1_K4,132,0.028155421571185193,0.9603056609630585 +mamlP_U1_K4,133,0.030353494050602118,0.9603813445568085 +mamlP_U1_K4,134,0.028626203058908384,0.9442034566402435 +mamlP_U1_K4,135,0.02935426449092726,0.9533476638793945 +mamlP_U1_K4,136,0.029542472266281646,0.9520597875118255 +mamlP_U1_K4,137,0.030706732757389544,0.9535661721229554 +mamlP_U1_K4,138,0.029993753240754206,0.9611628735065461 +mamlP_U1_K4,139,0.028890489768236875,0.9644241893291473 +mamlP_U1_K4,140,0.030110276158278187,0.9561540794372558 +mamlP_U1_K4,141,0.029697555098682642,0.9576219201087952 +mamlP_U1_K4,142,0.029114178335294127,0.9632303369045258 +mamlP_U1_K4,143,0.029519642914334933,0.9581978344917297 +mamlP_U1_K4,144,0.02831667657320698,0.9618610620498658 +mamlP_U1_K4,145,0.028791282984117667,0.9542777645587921 +mamlP_U1_K4,146,0.026870451144253214,0.9440299129486084 +mamlP_U1_K4,147,0.0322995292643706,0.9578888857364655 +mamlP_U1_K4,148,0.028708844560508928,0.94791188955307 +mamlP_U1_K4,149,0.029150062759096425,0.9550076854228974 +mamlP_U1_K4,150,0.028178069926798343,0.9630959832668304 +mamlP_U1_K4,151,0.027921150842060646,0.9461275148391723 +mamlP_U1_K4,152,0.031058616656810045,0.956391077041626 +mamlP_U1_K4,153,0.02994382897702356,0.9587862610816955 +mamlP_U1_K4,154,0.029361382778733968,0.9606789422035217 +mamlP_U1_K4,155,0.026869317901631197,0.9493692934513092 +mamlP_U1_K4,156,0.02922769895133873,0.9532977664470672 +mamlP_U1_K4,157,0.029054532727847495,0.962634449005127 +mamlP_U1_K4,158,0.028665297195936242,0.9648008108139038 +mamlP_U1_K4,159,0.028055769146109622,0.9610149371623993 +mamlP_U1_K4,160,0.027447959383328755,0.9556109201908112 +mamlP_U1_K4,161,0.030589430325975022,0.9637135553359986 +mamlP_U1_K4,162,0.02914308010910948,0.9509426367282867 +mamlP_U1_K4,163,0.02980182873395582,0.9491016054153443 +mamlP_U1_K4,164,0.028540795721734565,0.9534777629375458 +mamlP_U1_K4,165,0.028412584975982706,0.950974942445755 +mamlP_U1_K4,166,0.028370938630153737,0.9375622195005416 +mamlP_U1_K4,167,0.027671867776662112,0.9679586350917816 +mamlP_U1_K4,168,0.027707829062516492,0.9562926912307739 +mamlP_U1_K4,169,0.03020217964425683,0.9638260805606842 +mamlP_U1_K4,170,0.02961601210137208,0.9469740200042724 +mamlP_U1_K4,171,0.029145550597459078,0.950785573720932 +mamlP_U1_K4,172,0.028558779610320925,0.9626342165470123 +mamlP_U1_K4,173,0.02665467530178527,0.9406401062011719 +mamlP_U1_K4,174,0.030610002738734085,0.9495613956451416 +mamlP_U1_K4,175,0.02919732901578148,0.9550802743434906 +mamlP_U1_K4,176,0.027082964905227224,0.9571057641506195 +mamlP_U1_K4,177,0.02966635146488746,0.9593566370010376 +mamlP_U1_K4,178,0.02741140275883178,0.955587557554245 +mamlP_U1_K4,179,0.027780245440080762,0.9542413449287415 +mamlP_U1_K4,180,0.027020790067811808,0.9550381767749786 +mamlP_U1_K4,181,0.026617291339983543,0.9484821021556854 +mamlP_U1_K4,182,0.027920008913303415,0.9564127957820893 +mamlP_U1_K4,183,0.02897240612655878,0.9647266352176667 +mamlP_U1_K4,184,0.026610962733005485,0.9582860732078552 +mamlP_U1_K4,185,0.02576756271844109,0.9584034061431885 +mamlP_U1_K4,186,0.026603676062077284,0.9464910221099854 +mamlP_U1_K4,187,0.02759241869362692,0.9584075808525085 +mamlP_U1_K4,188,0.02528642460393409,0.9583748710155487 +mamlP_U1_K4,189,0.028771008495241404,0.9430546629428863 +mamlP_U1_K4,190,0.028712855447083713,0.9401043686270714 +mamlP_U1_K4,191,0.02791229511300723,0.9601349329948425 +mamlP_U1_K4,192,0.030023593899483482,0.9537890732288361 +mamlP_U1_K4,193,0.028108523677413663,0.9601686346530914 +mamlP_U1_K4,194,0.026175160553927223,0.9391174292564393 +mamlP_U1_K4,195,0.028561736413588126,0.9376387669146061 +mamlP_U1_K4,196,0.028085683823252716,0.9572820568084717 +mamlP_U1_K4,197,0.028169032130390407,0.9611184060573578 +mamlP_U1_K4,198,0.029788448351124923,0.9707379162311554 +mamlP_U1_K4,199,0.026168267335742713,0.9624579012393951 +mamlP_U1_K4,200,0.03189199718957146,0.950226035118103 +mamlP_U2_K4,1,0.3154926546414693,0.7074332761764527 +mamlP_U2_K4,2,0.17444550635914008,0.7648462301492691 +mamlP_U2_K4,3,0.14292188728849092,0.7904971385002136 +mamlP_U2_K4,4,0.11849789274235567,0.826906830072403 +mamlP_U2_K4,5,0.11458713712791602,0.8383705258369446 +mamlP_U2_K4,6,0.10603476335604986,0.8339488255977631 +mamlP_U2_K4,7,0.09879182937244574,0.823260486125946 +mamlP_U2_K4,8,0.09025592764218648,0.8222207915782929 +mamlP_U2_K4,9,0.08761494643986226,0.8532732671499252 +mamlP_U2_K4,10,0.08648672128717104,0.8716594254970551 +mamlP_U2_K4,11,0.08544118743389845,0.8707123720645904 +mamlP_U2_K4,12,0.08075875705728928,0.8574428454041481 +mamlP_U2_K4,13,0.0767224494740367,0.8851334238052369 +mamlP_U2_K4,14,0.07421509576340517,0.8704624438285827 +mamlP_U2_K4,15,0.06937449463953574,0.8871699011325836 +mamlP_U2_K4,16,0.07150984734296799,0.8770342862606049 +mamlP_U2_K4,17,0.0661605829000473,0.8767410480976104 +mamlP_U2_K4,18,0.06601623527705669,0.8939408349990845 +mamlP_U2_K4,19,0.06729849605510632,0.898519104719162 +mamlP_U2_K4,20,0.06453469999134541,0.8893088823556901 +mamlP_U2_K4,21,0.06445158019661903,0.8785136651992798 +mamlP_U2_K4,22,0.06431298460811377,0.8859630894660949 +mamlP_U2_K4,23,0.06134509310126304,0.9025814259052276 +mamlP_U2_K4,24,0.05974636065463225,0.8964428591728211 +mamlP_U2_K4,25,0.05952819870163997,0.9031379306316376 +mamlP_U2_K4,26,0.06085910931229591,0.9141924977302551 +mamlP_U2_K4,27,0.05901974810287356,0.8943427038379014 +mamlP_U2_K4,28,0.054015146046876905,0.9092056560516357 +mamlP_U2_K4,29,0.05832883378490806,0.8979651165008545 +mamlP_U2_K4,30,0.05539571687579155,0.9055696606636048 +mamlP_U2_K4,31,0.056328219020118316,0.9002021789550781 +mamlP_U2_K4,32,0.05148482963442803,0.9151714634895325 +mamlP_U2_K4,33,0.05264703620225191,0.9139878869056701 +mamlP_U2_K4,34,0.05329952820514639,0.9062440800666809 +mamlP_U2_K4,35,0.055791065817077955,0.9085898637771607 +mamlP_U2_K4,36,0.05312516917785009,0.9058473706245422 +mamlP_U2_K4,37,0.04951518251250187,0.8936819517612458 +mamlP_U2_K4,38,0.05260293518503507,0.8931956666707993 +mamlP_U2_K4,39,0.05313304822271069,0.9150218546390534 +mamlP_U2_K4,40,0.05174017128224174,0.9287508940696716 +mamlP_U2_K4,41,0.05292194250350197,0.9081404721736908 +mamlP_U2_K4,42,0.0490475501678884,0.9102092278003693 +mamlP_U2_K4,43,0.049103388767689465,0.9210984873771667 +mamlP_U2_K4,44,0.05261316701769829,0.9272284615039825 +mamlP_U2_K4,45,0.05276087465385596,0.8933697885274887 +mamlP_U2_K4,46,0.04810842682297031,0.916136109828949 +mamlP_U2_K4,47,0.049628553483635186,0.9214728593826294 +mamlP_U2_K4,48,0.050235428158193825,0.9129571485519409 +mamlP_U2_K4,49,0.0524909405472378,0.9144310283660889 +mamlP_U2_K4,50,0.04984082482755184,0.9185132730007172 +mamlP_U2_K4,51,0.04751432630543907,0.926820638179779 +mamlP_U2_K4,52,0.04958884715413054,0.9092581021785736 +mamlP_U2_K4,53,0.052777047504981356,0.8875423496961594 +mamlP_U2_K4,54,0.04803764030958215,0.9244789147377014 +mamlP_U2_K4,55,0.04690292803570628,0.9192893934249878 +mamlP_U2_K4,56,0.046755195297300815,0.9103225564956665 +mamlP_U2_K4,57,0.05112835615252455,0.9240343844890595 +mamlP_U2_K4,58,0.046702350558092194,0.9114759719371796 +mamlP_U2_K4,59,0.046580662857741116,0.9092480337619782 +mamlP_U2_K4,60,0.04940357246125738,0.9099903631210328 +mamlP_U2_K4,61,0.049972579857955376,0.9109264469146728 +mamlP_U2_K4,62,0.04625864516322811,0.9239390540122986 +mamlP_U2_K4,63,0.048310794228067,0.9265646088123322 +mamlP_U2_K4,64,0.0461878117111822,0.9273233008384705 +mamlP_U2_K4,65,0.04754134812702735,0.9301106345653534 +mamlP_U2_K4,66,0.04698119056100647,0.9208077764511109 +mamlP_U2_K4,67,0.044390233165274066,0.9125246626138687 +mamlP_U2_K4,68,0.04720453870172302,0.9174025571346283 +mamlP_U2_K4,69,0.0447041584054629,0.9377284491062164 +mamlP_U2_K4,70,0.04731776760270198,0.9168142426013947 +mamlP_U2_K4,71,0.047220003412415584,0.9213745737075806 +mamlP_U2_K4,72,0.04542859188591441,0.9319736003875733 +mamlP_U2_K4,73,0.04590270704900225,0.9047326469421386 +mamlP_U2_K4,74,0.04637876932198803,0.9285893905162811 +mamlP_U2_K4,75,0.04510259114205837,0.9334628975391388 +mamlP_U2_K4,76,0.04472264595329761,0.9310847318172455 +mamlP_U2_K4,77,0.04380362654104829,0.9322422695159912 +mamlP_U2_K4,78,0.04567525390535593,0.9365065670013428 +mamlP_U2_K4,79,0.04526163370038072,0.9271002995967865 +mamlP_U2_K4,80,0.04552692510187626,0.9196083122491836 +mamlP_U2_K4,81,0.047925063477208214,0.911374551653862 +mamlP_U2_K4,82,0.042995000661661224,0.9259042823314667 +mamlP_U2_K4,83,0.04450815795610348,0.9371833539009095 +mamlP_U2_K4,84,0.04511306500062347,0.9123553425073624 +mamlP_U2_K4,85,0.044842797704041,0.9157409989833831 +mamlP_U2_K4,86,0.04323201751336456,0.9112632690370083 +mamlP_U2_K4,87,0.041995181770374375,0.9327849972248078 +mamlP_U2_K4,88,0.045567750924577315,0.9233244490623475 +mamlP_U2_K4,89,0.04530163923899333,0.9141652929782867 +mamlP_U2_K4,90,0.043911325167864564,0.8892232954502106 +mamlP_U2_K4,91,0.04412403961643577,0.9273933923244476 +mamlP_U2_K4,92,0.04189355880022049,0.9193916809558869 +mamlP_U2_K4,93,0.04648192667712768,0.944058690071106 +mamlP_U2_K4,94,0.04462192493180434,0.9149816226959229 +mamlP_U2_K4,95,0.04428121371815602,0.9119778573513031 +mamlP_U2_K4,96,0.04463835038865606,0.9309113597869874 +mamlP_U2_K4,97,0.04339293069516619,0.9239571928977967 +mamlP_U2_K4,98,0.0460883194518586,0.9416613388061523 +mamlP_U2_K4,99,0.045525851771235464,0.9131271666288376 +mamlP_U2_K4,100,0.042927410875757535,0.922637722492218 +mamlP_U2_K4,101,0.045761889119942986,0.9312591803073883 +mamlP_U2_K4,102,0.044455711084107556,0.9334398031234741 +mamlP_U2_K4,103,0.042900696905950705,0.9367456686496735 +mamlP_U2_K4,104,0.040394714990009864,0.9391859233379364 +mamlP_U2_K4,105,0.04340490611890952,0.9456574749946595 +mamlP_U2_K4,106,0.043157511378328,0.9232894293963909 +mamlP_U2_K4,107,0.0412279682730635,0.9211870801448822 +mamlP_U2_K4,108,0.04394834726427992,0.934740092754364 +mamlP_U2_K4,109,0.04443402805676063,0.9278944855928422 +mamlP_U2_K4,110,0.043299644440412524,0.9157612845301628 +mamlP_U2_K4,111,0.04260730013251304,0.9154463672637939 +mamlP_U2_K4,112,0.04167312897120913,0.9099211585521698 +mamlP_U2_K4,113,0.041606493331491946,0.9398850202560425 +mamlP_U2_K4,114,0.04332509197294712,0.9306922817230224 +mamlP_U2_K4,115,0.04355375517780582,0.928010892868042 +mamlP_U2_K4,116,0.042380855046212675,0.9348442995548248 +mamlP_U2_K4,117,0.0429684341326356,0.9168745264410972 +mamlP_U2_K4,118,0.0405278600504001,0.9410259556770325 +mamlP_U2_K4,119,0.044087582640349864,0.9355121266841888 +mamlP_U2_K4,120,0.03978967777142922,0.9161326026916504 +mamlP_U2_K4,121,0.04010276621207595,0.9241174176335335 +mamlP_U2_K4,122,0.040751937068998816,0.9338239717483521 +mamlP_U2_K4,123,0.040928781758993865,0.9326718115806579 +mamlP_U2_K4,124,0.04272211474056045,0.9427969717979431 +mamlP_U2_K4,125,0.040654607936739924,0.9250569295883179 +mamlP_U2_K4,126,0.043895179151246945,0.9395848655700684 +mamlP_U2_K4,127,0.041570520401000975,0.9261943912506103 +mamlP_U2_K4,128,0.040993579446027675,0.9326922369003295 +mamlP_U2_K4,129,0.04133962704179188,0.9193646967411041 +mamlP_U2_K4,130,0.04184360334649682,0.9255785131454468 +mamlP_U2_K4,131,0.04101206458484133,0.9398162651062012 +mamlP_U2_K4,132,0.03989765457808971,0.9438427257537841 +mamlP_U2_K4,133,0.04237186749776205,0.9440549528598785 +mamlP_U2_K4,134,0.0399038354990383,0.9186600983142853 +mamlP_U2_K4,135,0.04164453155671557,0.9316892755031586 +mamlP_U2_K4,136,0.041223195108274616,0.9297868537902833 +mamlP_U2_K4,137,0.04275548375522097,0.9353875315189362 +mamlP_U2_K4,138,0.04228415419658025,0.9405240988731385 +mamlP_U2_K4,139,0.04095577091599504,0.9461699330806732 +mamlP_U2_K4,140,0.042699067102124295,0.9358266341686249 +mamlP_U2_K4,141,0.04193680045505365,0.9394415295124054 +mamlP_U2_K4,142,0.041284023076295855,0.9418759942054749 +mamlP_U2_K4,143,0.04169509933019678,0.9418277049064636 +mamlP_U2_K4,144,0.03977921126410365,0.9416032946109771 +mamlP_U2_K4,145,0.041190329330662884,0.9294749760627746 +mamlP_U2_K4,146,0.03840329900383949,0.9198509013652801 +mamlP_U2_K4,147,0.044819673572977385,0.9390763461589813 +mamlP_U2_K4,148,0.03979071837849915,0.9237213790416717 +mamlP_U2_K4,149,0.04148396574271222,0.9301123809814453 +mamlP_U2_K4,150,0.04006739602734645,0.9430610728263855 +mamlP_U2_K4,151,0.04041656490104894,0.9229909145832061 +mamlP_U2_K4,152,0.043570683728903534,0.9342049419879913 +mamlP_U2_K4,153,0.04212285547206799,0.9369161593914032 +mamlP_U2_K4,154,0.04159031213571628,0.9426020753383636 +mamlP_U2_K4,155,0.03922830160086354,0.9232094383239746 +mamlP_U2_K4,156,0.040547658788661164,0.9337519216537475 +mamlP_U2_K4,157,0.04081833568712075,0.9407051134109498 +mamlP_U2_K4,158,0.04057815436273813,0.9447266376018524 +mamlP_U2_K4,159,0.04014263576517502,0.9409873580932617 +mamlP_U2_K4,160,0.03891506540899475,0.9384120452404022 +mamlP_U2_K4,161,0.04259773327037692,0.9496058917045593 +mamlP_U2_K4,162,0.04159211192280054,0.9258865463733673 +mamlP_U2_K4,163,0.04207940495262543,0.9262418627738953 +mamlP_U2_K4,164,0.041124093836794294,0.9327929520606995 +mamlP_U2_K4,165,0.040744066257029775,0.9266715705394745 +mamlP_U2_K4,166,0.04054514372721314,0.9100977939367294 +mamlP_U2_K4,167,0.03973453673223654,0.9509795367717743 +mamlP_U2_K4,168,0.039726748286436,0.9323581767082214 +mamlP_U2_K4,169,0.0424707792699337,0.9487383878231048 +mamlP_U2_K4,170,0.04267395917326212,0.9243470823764801 +mamlP_U2_K4,171,0.04142214626694719,0.9294186389446258 +mamlP_U2_K4,172,0.0409713006640474,0.9418037521839142 +mamlP_U2_K4,173,0.03860099938387672,0.9209153687953949 +mamlP_U2_K4,174,0.04180173521861434,0.9250061070919037 +mamlP_U2_K4,175,0.041702956203371284,0.9340102505683899 +mamlP_U2_K4,176,0.03852401356523236,0.9368118858337402 +mamlP_U2_K4,177,0.042290949113667015,0.9382991445064545 +mamlP_U2_K4,178,0.03939014639084538,0.9341355156898499 +mamlP_U2_K4,179,0.04024207334344586,0.9380523252487183 +mamlP_U2_K4,180,0.03894912710413337,0.936090612411499 +mamlP_U2_K4,181,0.03924957524985075,0.9260257631540298 +mamlP_U2_K4,182,0.03967954295376937,0.9370934474468231 +mamlP_U2_K4,183,0.04122177092979352,0.9462195920944214 +mamlP_U2_K4,184,0.03783221325216194,0.9355231511592865 +mamlP_U2_K4,185,0.03674248076354464,0.9432089805603028 +mamlP_U2_K4,186,0.038647045797357955,0.9219071578979492 +mamlP_U2_K4,187,0.03971051149070263,0.9409933614730835 +mamlP_U2_K4,188,0.037102778640886146,0.9332999229431153 +mamlP_U2_K4,189,0.0408017599893113,0.9197605365514755 +mamlP_U2_K4,190,0.0413234566959242,0.9198010355234146 +mamlP_U2_K4,191,0.0393771113610516,0.9453672909736633 +mamlP_U2_K4,192,0.04200075149536133,0.9296579611301422 +mamlP_U2_K4,193,0.040469070877879855,0.9424935090541839 +mamlP_U2_K4,194,0.0379966926574707,0.911795105934143 +mamlP_U2_K4,195,0.04051671292322377,0.9244863694906235 +mamlP_U2_K4,196,0.04002972611536582,0.9378545433282852 +mamlP_U2_K4,197,0.040490116849541666,0.9433020675182342 +mamlP_U2_K4,198,0.041539306088040275,0.953991791009903 +mamlP_U2_K4,199,0.03754603552321593,0.9446941328048706 +mamlP_U2_K4,200,0.04409692704677582,0.9263195377588272 +mamlP_U3_K4,1,0.33598031545678775,0.6693844431638718 +mamlP_U3_K4,2,0.1830983137836059,0.7410480439662933 +mamlP_U3_K4,3,0.15046466211477916,0.7745207840204239 +mamlP_U3_K4,4,0.1263474286099275,0.8052433931827545 +mamlP_U3_K4,5,0.12170015764733155,0.8220175683498383 +mamlP_U3_K4,6,0.11322187120715776,0.8195699167251587 +mamlP_U3_K4,7,0.1058349414418141,0.7962230500578881 +mamlP_U3_K4,8,0.09846248538543781,0.8044286555051804 +mamlP_U3_K4,9,0.09483226197461288,0.8367327845096588 +mamlP_U3_K4,10,0.09422191293289264,0.8559001672267914 +mamlP_U3_K4,11,0.09383557385454576,0.8519323885440826 +mamlP_U3_K4,12,0.08903573495646318,0.8395809376239777 +mamlP_U3_K4,13,0.08520038745055596,0.8722221755981445 +mamlP_U3_K4,14,0.08318814554562172,0.852975664138794 +mamlP_U3_K4,15,0.07755840074270964,0.8685531055927277 +mamlP_U3_K4,16,0.08015904209266106,0.8615176117420197 +mamlP_U3_K4,17,0.07411256381620963,0.8576058912277221 +mamlP_U3_K4,18,0.07510009718437989,0.8809173452854157 +mamlP_U3_K4,19,0.07683003090322017,0.8850019872188568 +mamlP_U3_K4,20,0.07351742226630449,0.8720164370536804 +mamlP_U3_K4,21,0.07351979063202937,0.8649609285593033 +mamlP_U3_K4,22,0.07404572489360968,0.8662714956700802 +mamlP_U3_K4,23,0.0708013731862108,0.8883302068710327 +mamlP_U3_K4,24,0.06935212391118209,0.8795898008346558 +mamlP_U3_K4,25,0.06772542777160803,0.8857092308998108 +mamlP_U3_K4,26,0.0709840005512039,0.8975735259056091 +mamlP_U3_K4,27,0.06841439064592122,0.8826559038832784 +mamlP_U3_K4,28,0.06265518282850584,0.8922826290130615 +mamlP_U3_K4,29,0.06800434210648139,0.8850030392408371 +mamlP_U3_K4,30,0.06438095367203156,0.8851000785827636 +mamlP_U3_K4,31,0.06559762561072906,0.8848545634746552 +mamlP_U3_K4,32,0.06079786227395137,0.9013736987113953 +mamlP_U3_K4,33,0.062059582384924095,0.8970349621772766 +mamlP_U3_K4,34,0.06264170709997416,0.8868262445926667 +mamlP_U3_K4,35,0.06525663012017806,0.887697468996048 +mamlP_U3_K4,36,0.06192972884823879,0.887214879989624 +mamlP_U3_K4,37,0.058458577816685044,0.8740475499629974 +mamlP_U3_K4,38,0.06138976516202092,0.8649133366346359 +mamlP_U3_K4,39,0.06205380403747161,0.896857882142067 +mamlP_U3_K4,40,0.06093672122185429,0.9149049806594849 +mamlP_U3_K4,41,0.06178271774202585,0.8860086250305176 +mamlP_U3_K4,42,0.05774355869119366,0.8939552545547486 +mamlP_U3_K4,43,0.05830335274959604,0.9001058626174927 +mamlP_U3_K4,44,0.06146055244530241,0.9131122756004334 +mamlP_U3_K4,45,0.061818010521431765,0.8787248915433884 +mamlP_U3_K4,46,0.056903286992261805,0.8983698582649231 +mamlP_U3_K4,47,0.059011665446062886,0.9086807477474212 +mamlP_U3_K4,48,0.05939388344685237,0.8899652075767517 +mamlP_U3_K4,49,0.061908419833829005,0.900305643081665 +mamlP_U3_K4,50,0.05875479659686486,0.9016307950019836 +mamlP_U3_K4,51,0.05654311692963044,0.915128618478775 +mamlP_U3_K4,52,0.05916397321348389,0.8949124336242675 +mamlP_U3_K4,53,0.061870650133738915,0.8675731492042541 +mamlP_U3_K4,54,0.057282477375119926,0.9078373146057129 +mamlP_U3_K4,55,0.05603436748186747,0.9035743570327759 +mamlP_U3_K4,56,0.05571387610708674,0.8958247852325439 +mamlP_U3_K4,57,0.06028097211072842,0.9077734959125519 +mamlP_U3_K4,58,0.05595550128569206,0.8970902359485626 +mamlP_U3_K4,59,0.05577663023645679,0.8910930716991424 +mamlP_U3_K4,60,0.05895638078451157,0.8938936710357666 +mamlP_U3_K4,61,0.06003518775726358,0.8894388401508331 +mamlP_U3_K4,62,0.05569800545151035,0.9071345329284668 +mamlP_U3_K4,63,0.05822400930648049,0.9153875494003296 +mamlP_U3_K4,64,0.055004298438628516,0.9149466669559478 +mamlP_U3_K4,65,0.0569191421320041,0.9154676377773285 +mamlP_U3_K4,66,0.05634793912991881,0.9068146061897278 +mamlP_U3_K4,67,0.05358341908703248,0.8923678195476532 +mamlP_U3_K4,68,0.056133233588188884,0.8946186327934265 +mamlP_U3_K4,69,0.05411367023363709,0.9221760261058808 +mamlP_U3_K4,70,0.05606879146148761,0.9024323695898055 +mamlP_U3_K4,71,0.056841422108312445,0.9033063864707946 +mamlP_U3_K4,72,0.0545821933572491,0.916189306974411 +mamlP_U3_K4,73,0.05534978151321411,0.883541870713234 +mamlP_U3_K4,74,0.055994975672413905,0.9128033566474915 +mamlP_U3_K4,75,0.054662531899909175,0.9193108534812927 +mamlP_U3_K4,76,0.05382250520711144,0.9142225205898284 +mamlP_U3_K4,77,0.052878974148382746,0.9191377830505371 +mamlP_U3_K4,78,0.05454440182695786,0.9238040184974671 +mamlP_U3_K4,79,0.054407576955854894,0.9070846855640411 +mamlP_U3_K4,80,0.05516508643825849,0.9011537659168244 +mamlP_U3_K4,81,0.05776871846988797,0.8908532392978669 +mamlP_U3_K4,82,0.05202445102234681,0.9117101347446441 +mamlP_U3_K4,83,0.05387717939913273,0.9213148498535156 +mamlP_U3_K4,84,0.05439827927698692,0.8918547815084458 +mamlP_U3_K4,85,0.053942205204317965,0.8975938725471496 +mamlP_U3_K4,86,0.052549974086383976,0.8936674173362553 +mamlP_U3_K4,87,0.05103383551662167,0.9174850857257844 +mamlP_U3_K4,88,0.05484245356793205,0.9000978362560272 +mamlP_U3_K4,89,0.05469812671343485,0.9018876910209656 +mamlP_U3_K4,90,0.052867214338233076,0.873873348236084 +mamlP_U3_K4,91,0.05428980494538943,0.907955346107483 +mamlP_U3_K4,92,0.05133404270435373,0.9002358275651932 +mamlP_U3_K4,93,0.05550810523331165,0.9309442162513732 +mamlP_U3_K4,94,0.0544012484451135,0.8965271323919296 +mamlP_U3_K4,95,0.053399923853576184,0.8957062220573425 +mamlP_U3_K4,96,0.05390221394598484,0.9129337775707245 +mamlP_U3_K4,97,0.05228879575928052,0.9067683345079423 +mamlP_U3_K4,98,0.055291764655460915,0.9312751042842865 +mamlP_U3_K4,99,0.054676513839513066,0.8945470821857452 +mamlP_U3_K4,100,0.052523620296269655,0.9039418202638626 +mamlP_U3_K4,101,0.05490191637227933,0.9178685766458511 +mamlP_U3_K4,102,0.05388711636265119,0.9188417232036591 +mamlP_U3_K4,103,0.052460924455275136,0.9200078177452088 +mamlP_U3_K4,104,0.04934140826885899,0.9266928017139435 +mamlP_U3_K4,105,0.05265932655582825,0.9296869826316834 +mamlP_U3_K4,106,0.05314338348805905,0.9134380596876145 +mamlP_U3_K4,107,0.05050556847825646,0.9060548412799835 +mamlP_U3_K4,108,0.05380928437535962,0.920087388753891 +mamlP_U3_K4,109,0.05362511291479071,0.9143094515800476 +mamlP_U3_K4,110,0.05207946343968312,0.9011623939499259 +mamlP_U3_K4,111,0.05195167460168401,0.897383440732956 +mamlP_U3_K4,112,0.050970296679685514,0.8925145584344863 +mamlP_U3_K4,113,0.05071486507852872,0.9233932018280029 +mamlP_U3_K4,114,0.052744651262958846,0.9150569021701813 +mamlP_U3_K4,115,0.05322086675092578,0.9102014100551605 +mamlP_U3_K4,116,0.05121758192777634,0.919027750492096 +mamlP_U3_K4,117,0.05265492495149374,0.9026600849628449 +mamlP_U3_K4,118,0.05004203835502267,0.9253286445140838 +mamlP_U3_K4,119,0.05384017093727986,0.9174186432361603 +mamlP_U3_K4,120,0.048732040661076705,0.8981820493936539 +mamlP_U3_K4,121,0.049666092060506345,0.9098751354217529 +mamlP_U3_K4,122,0.050570376304288706,0.9130463349819183 +mamlP_U3_K4,123,0.05027461938560009,0.914753577709198 +mamlP_U3_K4,124,0.05172780541703105,0.9282754290103913 +mamlP_U3_K4,125,0.04978354564557473,0.9055047512054444 +mamlP_U3_K4,126,0.05389325903107722,0.9236484324932098 +mamlP_U3_K4,127,0.05103572068735957,0.9110503858327865 +mamlP_U3_K4,128,0.05045367253323396,0.9184715592861176 +mamlP_U3_K4,129,0.05060719290127357,0.8982584708929062 +mamlP_U3_K4,130,0.05162354854866862,0.9109624618291855 +mamlP_U3_K4,131,0.05120521328101556,0.9269375681877137 +mamlP_U3_K4,132,0.04977458719164133,0.929186577796936 +mamlP_U3_K4,133,0.05224353028461337,0.9281290340423584 +mamlP_U3_K4,134,0.0493358555311958,0.9010516929626465 +mamlP_U3_K4,135,0.05069272831082344,0.9174649506807327 +mamlP_U3_K4,136,0.05017074640840292,0.9115913116931915 +mamlP_U3_K4,137,0.05166769877076149,0.916402280330658 +mamlP_U3_K4,138,0.05182466509441535,0.9259354472160339 +mamlP_U3_K4,139,0.04984304233143727,0.9299734783172607 +mamlP_U3_K4,140,0.05211639131729801,0.9147805428504944 +mamlP_U3_K4,141,0.05127882515390714,0.9234380352497101 +mamlP_U3_K4,142,0.050716272542874016,0.9248975336551666 +mamlP_U3_K4,143,0.05119823108737667,0.9252994847297669 +mamlP_U3_K4,144,0.049131288472563026,0.928696483373642 +mamlP_U3_K4,145,0.050132049589107434,0.9138123667240143 +mamlP_U3_K4,146,0.04774399501581987,0.899664740562439 +mamlP_U3_K4,147,0.05447343371187647,0.9206568133831025 +mamlP_U3_K4,148,0.049387605674564836,0.9103224909305573 +mamlP_U3_K4,149,0.0513443229906261,0.911656483411789 +mamlP_U3_K4,150,0.04935579260190328,0.9269431447982788 +mamlP_U3_K4,151,0.049732240481923026,0.8987548720836639 +mamlP_U3_K4,152,0.05350548231974244,0.9156823861598968 +mamlP_U3_K4,153,0.051909690573811534,0.9170504498481751 +mamlP_U3_K4,154,0.0513318551518023,0.9236497020721436 +mamlP_U3_K4,155,0.04844573422024647,0.9098290073871612 +mamlP_U3_K4,156,0.05006374675159653,0.9167436039447785 +mamlP_U3_K4,157,0.050118344550331435,0.9264437103271485 +mamlP_U3_K4,158,0.05006015682592988,0.9283818197250366 +mamlP_U3_K4,159,0.04966192811106642,0.9239419472217559 +mamlP_U3_K4,160,0.048638481174906094,0.9209498429298401 +mamlP_U3_K4,161,0.052354942839592696,0.9345862078666687 +mamlP_U3_K4,162,0.05104693867266178,0.9097433871030808 +mamlP_U3_K4,163,0.05175437768921256,0.9032244849205017 +mamlP_U3_K4,164,0.05010511390243967,0.9136234456300736 +mamlP_U3_K4,165,0.049831873116393886,0.9056175482273102 +mamlP_U3_K4,166,0.04952509879445036,0.8890146172046661 +mamlP_U3_K4,167,0.048874412110696236,0.9373430550098419 +mamlP_U3_K4,168,0.04889806942393382,0.9172331023216248 +mamlP_U3_K4,169,0.05238219167416294,0.9324244701862335 +mamlP_U3_K4,170,0.052588133805741864,0.9091866755485535 +mamlP_U3_K4,171,0.05096836782991886,0.912474513053894 +mamlP_U3_K4,172,0.05010506349305312,0.9262672317028046 +mamlP_U3_K4,173,0.04748904018973311,0.8993987590074539 +mamlP_U3_K4,174,0.05159531666586797,0.9111516869068146 +mamlP_U3_K4,175,0.05141850462804238,0.91674232006073 +mamlP_U3_K4,176,0.04796371987089515,0.9214965629577637 +mamlP_U3_K4,177,0.05192053419848283,0.9220806515216827 +mamlP_U3_K4,178,0.04868765882526835,0.91619963824749 +mamlP_U3_K4,179,0.04910483585049709,0.9237867736816406 +mamlP_U3_K4,180,0.0480913062642018,0.9202202647924423 +mamlP_U3_K4,181,0.04822565803925196,0.9079205441474915 +mamlP_U3_K4,182,0.04897203094636401,0.9219643694162368 +mamlP_U3_K4,183,0.051056918203830716,0.93230433344841 +mamlP_U3_K4,184,0.04695195113619169,0.9200668048858642 +mamlP_U3_K4,185,0.045540542950232826,0.9307461068034172 +mamlP_U3_K4,186,0.048354163592060406,0.9069751822948455 +mamlP_U3_K4,187,0.049045065032939116,0.9250630378723145 +mamlP_U3_K4,188,0.046084970633188886,0.9158809471130371 +mamlP_U3_K4,189,0.050494064179559546,0.8998871284723282 +mamlP_U3_K4,190,0.05043385001520316,0.9018689969182014 +mamlP_U3_K4,191,0.04855595687404275,0.9250959038734436 +mamlP_U3_K4,192,0.05155134399111072,0.909602130651474 +mamlP_U3_K4,193,0.04927152279143532,0.9239150500297546 +mamlP_U3_K4,194,0.046338965352624654,0.8980560278892518 +mamlP_U3_K4,195,0.04945632357150316,0.9018691486120224 +mamlP_U3_K4,196,0.04937192330757777,0.9254591244459153 +mamlP_U3_K4,197,0.04968312796826164,0.9287931323051453 +mamlP_U3_K4,198,0.05078009955585003,0.942680721282959 +mamlP_U3_K4,199,0.046541800120224554,0.9295037961006165 +mamlP_U3_K4,200,0.0538886051128308,0.9080130088329316 +mamlP_U5_K4,1,0.3576058521370093,0.6370477133989334 +mamlP_U5_K4,2,0.19519205391407013,0.7197195506095886 +mamlP_U5_K4,3,0.16458537337680657,0.7379278831183911 +mamlP_U5_K4,4,0.1414370162039995,0.7728851240873337 +mamlP_U5_K4,5,0.13617321074008942,0.7931661313772201 +mamlP_U5_K4,6,0.12768702648580074,0.7893597888946533 +mamlP_U5_K4,7,0.12007373057305813,0.7691955402493477 +mamlP_U5_K4,8,0.11232474856078625,0.7745092299580574 +mamlP_U5_K4,9,0.1096931441873312,0.8123735547065735 +mamlP_U5_K4,10,0.10895629559954008,0.8236210834980011 +mamlP_U5_K4,11,0.10782914370298385,0.8306720840930939 +mamlP_U5_K4,12,0.10322821450730164,0.8062908268719912 +mamlP_U5_K4,13,0.09980316770573457,0.8429610455036163 +mamlP_U5_K4,14,0.09748960549632708,0.8196401160955429 +mamlP_U5_K4,15,0.09185386040558417,0.8435375040769577 +mamlP_U5_K4,16,0.09456506226211786,0.8329962003231048 +mamlP_U5_K4,17,0.08847700373580059,0.8292726790904998 +mamlP_U5_K4,18,0.0886068819835782,0.8547582393884658 +mamlP_U5_K4,19,0.09188135795295238,0.8530258947610855 +mamlP_U5_K4,20,0.08783046352366607,0.8449232685565948 +mamlP_U5_K4,21,0.0888277584562699,0.8270499813556671 +mamlP_U5_K4,22,0.08877651362369458,0.8359710437059402 +mamlP_U5_K4,23,0.08470989356438319,0.8609725153446197 +mamlP_U5_K4,24,0.08349481061100959,0.8498735404014588 +mamlP_U5_K4,25,0.08296459132184585,0.8641034924983978 +mamlP_U5_K4,26,0.08510708173116048,0.872439706325531 +mamlP_U5_K4,27,0.08322254428019127,0.8548228362668305 +mamlP_U5_K4,28,0.07641609548280637,0.8669835829734802 +mamlP_U5_K4,29,0.0826634694263339,0.8616670000553132 +mamlP_U5_K4,30,0.07888970027367274,0.8605370742082595 +mamlP_U5_K4,31,0.07990468538055817,0.8552383440732956 +mamlP_U5_K4,32,0.0740703325221936,0.8768932127952576 +mamlP_U5_K4,33,0.07583012500156959,0.8743476074934006 +mamlP_U5_K4,34,0.07638188314934571,0.857696602344513 +mamlP_U5_K4,35,0.0790106151998043,0.8625348621606826 +mamlP_U5_K4,36,0.07567475172380607,0.8639597055315972 +mamlP_U5_K4,37,0.07201372453322014,0.8420916464924812 +mamlP_U5_K4,38,0.07507110498845578,0.8429889637231827 +mamlP_U5_K4,39,0.0758941879371802,0.8707413452863694 +mamlP_U5_K4,40,0.07503841759016117,0.891782488822937 +mamlP_U5_K4,41,0.07668884438772997,0.8540743046998978 +mamlP_U5_K4,42,0.07131521200140317,0.8691638243198395 +mamlP_U5_K4,43,0.07180996754517158,0.8704348564147949 +mamlP_U5_K4,44,0.07624012225617965,0.8898527014255524 +mamlP_U5_K4,45,0.07536776460707188,0.8508949148654937 +mamlP_U5_K4,46,0.07088493327299754,0.8714087688922882 +mamlP_U5_K4,47,0.0734006156027317,0.883682473897934 +mamlP_U5_K4,48,0.07319022111594677,0.8651350253820419 +mamlP_U5_K4,49,0.07562410405526558,0.871702003479004 +mamlP_U5_K4,50,0.0724501338476936,0.8754389405250549 +mamlP_U5_K4,51,0.06988213839630286,0.8883544397354126 +mamlP_U5_K4,52,0.07347077629218499,0.8698163813352585 +mamlP_U5_K4,53,0.07593699987977744,0.8454253709316254 +mamlP_U5_K4,54,0.07126780701180299,0.8844952166080475 +mamlP_U5_K4,55,0.06905904827018579,0.8743677359819412 +mamlP_U5_K4,56,0.06972795377175013,0.866486206650734 +mamlP_U5_K4,57,0.07352726658185323,0.8809529793262482 +mamlP_U5_K4,58,0.0690661317979296,0.8728022730350494 +mamlP_U5_K4,59,0.06967943528046211,0.8576819384098053 +mamlP_U5_K4,60,0.0731494378298521,0.8650075167417526 +mamlP_U5_K4,61,0.07358028912295898,0.8586958402395248 +mamlP_U5_K4,62,0.06953838964303334,0.8848503506183625 +mamlP_U5_K4,63,0.0716196612517039,0.8854069328308105 +mamlP_U5_K4,64,0.06808713202675183,0.8867858064174652 +mamlP_U5_K4,65,0.07009916925181946,0.8920090866088867 +mamlP_U5_K4,66,0.07007667967428764,0.8790861070156097 +mamlP_U5_K4,67,0.0670701456690828,0.8703611615300179 +mamlP_U5_K4,68,0.07018303293734789,0.8732612949609756 +mamlP_U5_K4,69,0.06769625652581453,0.902849907875061 +mamlP_U5_K4,70,0.07032502426455418,0.8729551440477371 +mamlP_U5_K4,71,0.07041748573382696,0.8769254195690155 +mamlP_U5_K4,72,0.06823576087752978,0.8912070202827453 +mamlP_U5_K4,73,0.06896387081593275,0.8574895721673965 +mamlP_U5_K4,74,0.06980136178433895,0.8872271931171417 +mamlP_U5_K4,75,0.06817329188187916,0.9000162374973297 +mamlP_U5_K4,76,0.06738830090810856,0.8901533126831055 +mamlP_U5_K4,77,0.06642744897554319,0.8953195637464524 +mamlP_U5_K4,78,0.06857509936516483,0.8989117527008057 +mamlP_U5_K4,79,0.06851429274926583,0.8841093707084656 +mamlP_U5_K4,80,0.06809813044965267,0.8744128340482712 +mamlP_U5_K4,81,0.07181327835967144,0.8597272795438766 +mamlP_U5_K4,82,0.06539663715908925,0.884822746515274 +mamlP_U5_K4,83,0.06795128850887219,0.8981424105167389 +mamlP_U5_K4,84,0.06748773650576671,0.8625672382116317 +mamlP_U5_K4,85,0.0672231609125932,0.8682909238338471 +mamlP_U5_K4,86,0.06558442685753108,0.8632519017159939 +mamlP_U5_K4,87,0.06481563894699018,0.8917568004131318 +mamlP_U5_K4,88,0.06874219533056021,0.8768522274494172 +mamlP_U5_K4,89,0.0686955371623238,0.8733135503530502 +mamlP_U5_K4,90,0.06644427714248498,0.8430296713113785 +mamlP_U5_K4,91,0.06808536337067683,0.8853344237804412 +mamlP_U5_K4,92,0.06491050620252888,0.8704766011238099 +mamlP_U5_K4,93,0.06911700030167897,0.9059007835388183 +mamlP_U5_K4,94,0.06800986891612411,0.8683051225543023 +mamlP_U5_K4,95,0.0667878800506393,0.8731008303165436 +mamlP_U5_K4,96,0.06771602756033342,0.8877556824684143 +mamlP_U5_K4,97,0.06507832013070583,0.8765747648477554 +mamlP_U5_K4,98,0.06967062490681807,0.9093793702125549 +mamlP_U5_K4,99,0.0684943338483572,0.8651623465120792 +mamlP_U5_K4,100,0.06635457744201025,0.879501149058342 +mamlP_U5_K4,101,0.06867887022594611,0.8959113365411758 +mamlP_U5_K4,102,0.06756263730426629,0.8906242161989212 +mamlP_U5_K4,103,0.06651191789656878,0.8970484280586243 +mamlP_U5_K4,104,0.0627831131964922,0.9002817416191101 +mamlP_U5_K4,105,0.06686138035108646,0.9101716339588165 +mamlP_U5_K4,106,0.06595198209087054,0.8873983837664128 +mamlP_U5_K4,107,0.06399227953205507,0.8771314871311188 +mamlP_U5_K4,108,0.06752835550655921,0.8928186190128327 +mamlP_U5_K4,109,0.06650672499090433,0.8886745876073837 +mamlP_U5_K4,110,0.06600219945112865,0.8804993106424809 +mamlP_U5_K4,111,0.0658321267242233,0.8663305866718293 +mamlP_U5_K4,112,0.06396911976238091,0.8609406116604805 +mamlP_U5_K4,113,0.06399877134710551,0.9015081858634949 +mamlP_U5_K4,114,0.06656688097243507,0.8900121855735779 +mamlP_U5_K4,115,0.06611364271491765,0.8860527122020722 +mamlP_U5_K4,116,0.06469612111647924,0.8946078318357468 +mamlP_U5_K4,117,0.06635164795443416,0.8773942892253399 +mamlP_U5_K4,118,0.06290554398670793,0.8993264091014862 +mamlP_U5_K4,119,0.06728056212887168,0.8932270979881287 +mamlP_U5_K4,120,0.06218084200595816,0.8716495802998543 +mamlP_U5_K4,121,0.06360757273311417,0.8877066478133202 +mamlP_U5_K4,122,0.0639173435419798,0.8877651208639145 +mamlP_U5_K4,123,0.0638458977577587,0.8872937613725662 +mamlP_U5_K4,124,0.06580400415385763,0.9046436738967896 +mamlP_U5_K4,125,0.06335850797593594,0.8788479340076446 +mamlP_U5_K4,126,0.0676983332944413,0.8967989385128021 +mamlP_U5_K4,127,0.06488725932314993,0.8827651426196098 +mamlP_U5_K4,128,0.06402610458433627,0.8931752562522888 +mamlP_U5_K4,129,0.06438895239805181,0.875607568025589 +mamlP_U5_K4,130,0.06529427973553538,0.8865036836266518 +mamlP_U5_K4,131,0.06452922967573006,0.9007028603553772 +mamlP_U5_K4,132,0.06291732395067812,0.9068798053264618 +mamlP_U5_K4,133,0.06592687360321482,0.9016944062709809 +mamlP_U5_K4,134,0.062448262522617974,0.8709122949838638 +mamlP_U5_K4,135,0.06419190557052691,0.8918365293741226 +mamlP_U5_K4,136,0.06390998591358463,0.8831817352771759 +mamlP_U5_K4,137,0.06635174863661329,0.890941115617752 +mamlP_U5_K4,138,0.06521729660530885,0.9001592636108399 +mamlP_U5_K4,139,0.0633176646567881,0.9119195580482483 +mamlP_U5_K4,140,0.06580975969632466,0.8888000226020814 +mamlP_U5_K4,141,0.06500781654690703,0.9033960855007171 +mamlP_U5_K4,142,0.0644509417625765,0.9022808945178986 +mamlP_U5_K4,143,0.0647476259743174,0.9012606024742127 +mamlP_U5_K4,144,0.06227642781411608,0.9023228478431702 +mamlP_U5_K4,145,0.06421148400132855,0.8873588395118713 +mamlP_U5_K4,146,0.060859144907444714,0.8702931737899781 +mamlP_U5_K4,147,0.06806370107457042,0.8982684946060181 +mamlP_U5_K4,148,0.06225187012304862,0.8865450829267502 +mamlP_U5_K4,149,0.064548580031842,0.8879565650224686 +mamlP_U5_K4,150,0.06319380996127923,0.9017892098426818 +mamlP_U5_K4,151,0.06302732255930701,0.8706888198852539 +mamlP_U5_K4,152,0.06694725240270297,0.8881545889377594 +mamlP_U5_K4,153,0.06561445325613022,0.894699592590332 +mamlP_U5_K4,154,0.06479539088283975,0.9019931030273437 +mamlP_U5_K4,155,0.06210307038699587,0.8799588283896447 +mamlP_U5_K4,156,0.06319872216011087,0.8922531688213349 +mamlP_U5_K4,157,0.063853213476638,0.9037952601909638 +mamlP_U5_K4,158,0.06355726908892394,0.9062966227531433 +mamlP_U5_K4,159,0.06316821780676643,0.9004198110103607 +mamlP_U5_K4,160,0.06173664708311359,0.8951340383291244 +mamlP_U5_K4,161,0.06597411177431543,0.9128009712696076 +mamlP_U5_K4,162,0.06499282793452342,0.8801225024461746 +mamlP_U5_K4,163,0.06597331941127776,0.8830081725120544 +mamlP_U5_K4,164,0.06444802404070894,0.890244145989418 +mamlP_U5_K4,165,0.06386132868006826,0.8857399767637253 +mamlP_U5_K4,166,0.0635138636889557,0.8651260966062546 +mamlP_U5_K4,167,0.06254793727149566,0.9152252435684204 +mamlP_U5_K4,168,0.06239953597386678,0.8901829862594605 +mamlP_U5_K4,169,0.06666702213386695,0.9080794167518615 +mamlP_U5_K4,170,0.06700754394754767,0.876522057056427 +mamlP_U5_K4,171,0.06442498544851939,0.8807614779472351 +mamlP_U5_K4,172,0.0641410191791753,0.905399523973465 +mamlP_U5_K4,173,0.06103291550030311,0.8686382624506951 +mamlP_U5_K4,174,0.0653219966031611,0.8781030553579331 +mamlP_U5_K4,175,0.06540769928445418,0.8901010543107987 +mamlP_U5_K4,176,0.0615911186610659,0.8921858179569244 +mamlP_U5_K4,177,0.06567103651041786,0.8971541339159012 +mamlP_U5_K4,178,0.06316993525872627,0.8909521114826202 +mamlP_U5_K4,179,0.06274501035610834,0.8955819183588027 +mamlP_U5_K4,180,0.06196433988089363,0.898139767050743 +mamlP_U5_K4,181,0.06239047959446907,0.8837419760227203 +mamlP_U5_K4,182,0.06247131975367665,0.8949073332548142 +mamlP_U5_K4,183,0.06514133900403976,0.9079030585289002 +mamlP_U5_K4,184,0.06060688627883792,0.8951222205162048 +mamlP_U5_K4,185,0.05919953148191174,0.9049867935478687 +mamlP_U5_K4,186,0.06197630061457555,0.8757811552286148 +mamlP_U5_K4,187,0.0627524762103955,0.9029654479026794 +mamlP_U5_K4,188,0.0597614150121808,0.8931000077724457 +mamlP_U5_K4,189,0.06447568613414963,0.873258955180645 +mamlP_U5_K4,190,0.06497541947911183,0.876854303330183 +mamlP_U5_K4,191,0.062152603498349585,0.9019553732872009 +mamlP_U5_K4,192,0.06503672348956267,0.8857896035909653 +mamlP_U5_K4,193,0.06297562304263314,0.9016501331329345 +mamlP_U5_K4,194,0.05990802290538947,0.8657046446204185 +mamlP_U5_K4,195,0.06327743052815397,0.8762989261001348 +mamlP_U5_K4,196,0.06287022296960156,0.8998814144730568 +mamlP_U5_K4,197,0.06340500918527445,0.9024121201038361 +mamlP_U5_K4,198,0.06461682953561346,0.9190053367614746 +mamlP_U5_K4,199,0.060138076587269704,0.9038186931610107 +mamlP_U5_K4,200,0.06812278977284829,0.8823224580287934 +mamlP_U6_K4,1,0.37165395309527716,0.6215851986408234 +mamlP_U6_K4,2,0.20702806442976,0.6963922199606896 +mamlP_U6_K4,3,0.17252580349644026,0.7246393471956253 +mamlP_U6_K4,4,0.1477691101282835,0.7577083152532578 +mamlP_U6_K4,5,0.14246480360627176,0.7774530875682831 +mamlP_U6_K4,6,0.13358455643057823,0.770764673948288 +mamlP_U6_K4,7,0.12666454449295997,0.7494490227103233 +mamlP_U6_K4,8,0.11837711016337077,0.7634581154584885 +mamlP_U6_K4,9,0.11539826263984045,0.7948018234968185 +mamlP_U6_K4,10,0.11505034359792868,0.8123733639717102 +mamlP_U6_K4,11,0.11449173072973887,0.8189103436470032 +mamlP_U6_K4,12,0.10965225371221701,0.7942743620276451 +mamlP_U6_K4,13,0.10602173599104087,0.8291308426856995 +mamlP_U6_K4,14,0.10366182391842206,0.8099204111099243 +mamlP_U6_K4,15,0.0976275834813714,0.8269527089595795 +mamlP_U6_K4,16,0.10116005398333072,0.8173647612333298 +mamlP_U6_K4,17,0.09478372258444627,0.818324465751648 +mamlP_U6_K4,18,0.09490145089725653,0.8433792060613632 +mamlP_U6_K4,19,0.09775235815594593,0.8434145998954773 +mamlP_U6_K4,20,0.09437263480077188,0.8339256846904755 +mamlP_U6_K4,21,0.09468593203773101,0.8110436254739761 +mamlP_U6_K4,22,0.09473726864904165,0.8273522441647947 +mamlP_U6_K4,23,0.0908865241582195,0.8532936310768128 +mamlP_U6_K4,24,0.08945394196858009,0.837268956899643 +mamlP_U6_K4,25,0.08913164251794417,0.8469376039505004 +mamlP_U6_K4,26,0.09128863013039033,0.8620523607730866 +mamlP_U6_K4,27,0.08938529552270968,0.8471153098344802 +mamlP_U6_K4,28,0.08244043527791897,0.8554709959030151 +mamlP_U6_K4,29,0.08904718538125356,0.8413637936115265 +mamlP_U6_K4,30,0.08516780812293291,0.8503979933261872 +mamlP_U6_K4,31,0.08621534259368976,0.8415321958065033 +mamlP_U6_K4,32,0.08024811585744222,0.8608296477794647 +mamlP_U6_K4,33,0.08211782239377499,0.859807757139206 +mamlP_U6_K4,34,0.082419880044957,0.843894853591919 +mamlP_U6_K4,35,0.08566231993337473,0.8501333111524582 +mamlP_U6_K4,36,0.08235130853950977,0.8532028168439865 +mamlP_U6_K4,37,0.07789768725633621,0.8279397296905517 +mamlP_U6_K4,38,0.08101296678185463,0.8299036887288094 +mamlP_U6_K4,39,0.08139049641788006,0.8585021579265595 +mamlP_U6_K4,40,0.08081954876581827,0.8815865528583526 +mamlP_U6_K4,41,0.08211146552115679,0.846166443824768 +mamlP_U6_K4,42,0.0772468302771449,0.8591423845291137 +mamlP_U6_K4,43,0.07763058302303155,0.860636036992073 +mamlP_U6_K4,44,0.08234191928058862,0.8773682606220246 +mamlP_U6_K4,45,0.08172633491456509,0.8349856981635093 +mamlP_U6_K4,46,0.07688501657297214,0.8606502068042755 +mamlP_U6_K4,47,0.07953362526992956,0.8738340842723846 +mamlP_U6_K4,48,0.07918115302920342,0.8545720809698105 +mamlP_U6_K4,49,0.08157688805212578,0.8573173183202744 +mamlP_U6_K4,50,0.07789955094456673,0.8592432570457459 +mamlP_U6_K4,51,0.07555326075603565,0.8784343838691712 +mamlP_U6_K4,52,0.07884453983356556,0.8607680296897888 +mamlP_U6_K4,53,0.0824142137542367,0.8238015913963318 +mamlP_U6_K4,54,0.07712609011679888,0.8711412322521209 +mamlP_U6_K4,55,0.0749807371199131,0.865873377919197 +mamlP_U6_K4,56,0.07557867046445609,0.8588429248332977 +mamlP_U6_K4,57,0.08045445670684179,0.8715860211849212 +mamlP_U6_K4,58,0.07473315066347519,0.8576249873638153 +mamlP_U6_K4,59,0.07572867686549822,0.8512249672412873 +mamlP_U6_K4,60,0.07907556066910426,0.8520186465978622 +mamlP_U6_K4,61,0.07935770661880573,0.8518576782941818 +mamlP_U6_K4,62,0.07535252509017785,0.8709439277648926 +mamlP_U6_K4,63,0.07766297318041325,0.8786193370819092 +mamlP_U6_K4,64,0.07405116201688845,0.8766649949550629 +mamlP_U6_K4,65,0.07570430123557648,0.8826650285720825 +mamlP_U6_K4,66,0.07579949202636878,0.87286865234375 +mamlP_U6_K4,67,0.0727322365467747,0.8530645963363349 +mamlP_U6_K4,68,0.07561327878385782,0.858247525691986 +mamlP_U6_K4,69,0.07295293148607015,0.8877141451835633 +mamlP_U6_K4,70,0.07636127187560002,0.8662854892015457 +mamlP_U6_K4,71,0.07639296791205803,0.8634475433826446 +mamlP_U6_K4,72,0.07396909039467574,0.8800186407566071 +mamlP_U6_K4,73,0.0748375058049957,0.8461896294355392 +mamlP_U6_K4,74,0.07585158893217643,0.875871399641037 +mamlP_U6_K4,75,0.07386902209371328,0.8862879979610443 +mamlP_U6_K4,76,0.07297711182385683,0.8769283509254455 +mamlP_U6_K4,77,0.0725374016041557,0.881553983092308 +mamlP_U6_K4,78,0.07463803052902222,0.8878520137071609 +mamlP_U6_K4,79,0.07451690174639225,0.8714523923397064 +mamlP_U6_K4,80,0.0741311260809501,0.8613822269439697 +mamlP_U6_K4,81,0.07783801436424255,0.848146134018898 +mamlP_U6_K4,82,0.07164348644514879,0.8736144185066224 +mamlP_U6_K4,83,0.07312426194548607,0.8869731807708741 +mamlP_U6_K4,84,0.07351619298259417,0.8570729130506516 +mamlP_U6_K4,85,0.07359798397868872,0.856706246137619 +mamlP_U6_K4,86,0.07213663893441359,0.8549787682294846 +mamlP_U6_K4,87,0.07082165544231733,0.8806614363193512 +mamlP_U6_K4,88,0.07458214779694874,0.8653736281394958 +mamlP_U6_K4,89,0.07454281296581029,0.8634768575429916 +mamlP_U6_K4,90,0.07191299392531315,0.8347665786743164 +mamlP_U6_K4,91,0.07404830566296974,0.8734221601486206 +mamlP_U6_K4,92,0.07033973783254624,0.8631696957349777 +mamlP_U6_K4,93,0.07554936688393354,0.8938369238376618 +mamlP_U6_K4,94,0.07385613040377696,0.8585021841526032 +mamlP_U6_K4,95,0.07229837983846664,0.863028272986412 +mamlP_U6_K4,96,0.07380234227826198,0.8755526912212371 +mamlP_U6_K4,97,0.07124146044254304,0.8711890631914139 +mamlP_U6_K4,98,0.07558896894256274,0.8998475968837738 +mamlP_U6_K4,99,0.07438069396962722,0.8523211964964866 +mamlP_U6_K4,100,0.0719775817791621,0.8668676465749741 +mamlP_U6_K4,101,0.07451736619075139,0.8842287230491638 +mamlP_U6_K4,102,0.07332210949311654,0.8819107550382614 +mamlP_U6_K4,103,0.07218622017651796,0.8884157729148865 +mamlP_U6_K4,104,0.06818179823458195,0.8906692588329315 +mamlP_U6_K4,105,0.07229132380336523,0.8987676334381104 +mamlP_U6_K4,106,0.07230056068549554,0.8810863637924194 +mamlP_U6_K4,107,0.06962285483876864,0.8670716291666031 +mamlP_U6_K4,108,0.07317100021988153,0.8821130120754241 +mamlP_U6_K4,109,0.07303838307658832,0.8754519194364547 +mamlP_U6_K4,110,0.0721172196790576,0.8665663117170334 +mamlP_U6_K4,111,0.07158709072818359,0.8520464360713959 +mamlP_U6_K4,112,0.07024668696026007,0.8477880845963955 +mamlP_U6_K4,113,0.07001404040803512,0.8892114400863648 +mamlP_U6_K4,114,0.07221779341499011,0.8773293364048004 +mamlP_U6_K4,115,0.0714025104790926,0.8740376019477845 +mamlP_U6_K4,116,0.07059362571686506,0.8860757684707642 +mamlP_U6_K4,117,0.07206512207786242,0.86449113458395 +mamlP_U6_K4,118,0.06892180276413759,0.8925176358222962 +mamlP_U6_K4,119,0.07326876066625118,0.8832306736707687 +mamlP_U6_K4,120,0.06759503501156966,0.8614392691850662 +mamlP_U6_K4,121,0.06882584673662981,0.8755610312521458 +mamlP_U6_K4,122,0.06940773757795493,0.8771360737085342 +mamlP_U6_K4,123,0.06962406045446794,0.8746695268154144 +mamlP_U6_K4,124,0.07156789171199004,0.8950325548648834 +mamlP_U6_K4,125,0.06953147931645313,0.8717139053344727 +mamlP_U6_K4,126,0.0733191715925932,0.889242354631424 +mamlP_U6_K4,127,0.0704318589468797,0.8727201902866364 +mamlP_U6_K4,128,0.06973394467184942,0.8760873210430146 +mamlP_U6_K4,129,0.06996835614244143,0.8609156608581543 +mamlP_U6_K4,130,0.07090829023470481,0.8755426728725433 +mamlP_U6_K4,131,0.07059064367165169,0.8901649582386016 +mamlP_U6_K4,132,0.06868774308512608,0.8969687712192536 +mamlP_U6_K4,133,0.07162679092337688,0.8946482706069946 +mamlP_U6_K4,134,0.06811058919876814,0.8576078498363495 +mamlP_U6_K4,135,0.0701030595973134,0.8849322575330735 +mamlP_U6_K4,136,0.06980681989341975,0.8760408324003219 +mamlP_U6_K4,137,0.07198703399548928,0.8794664788246155 +mamlP_U6_K4,138,0.07147047869861126,0.8913059484958649 +mamlP_U6_K4,139,0.0698361054683725,0.8990082812309265 +mamlP_U6_K4,140,0.07173522265007098,0.8769409275054931 +mamlP_U6_K4,141,0.07041549321264029,0.8897564792633057 +mamlP_U6_K4,142,0.06994449185828368,0.8915741658210754 +mamlP_U6_K4,143,0.0706194073955218,0.8887123084068298 +mamlP_U6_K4,144,0.06835125936816136,0.8922646975517273 +mamlP_U6_K4,145,0.07016013429810604,0.8772999203205109 +mamlP_U6_K4,146,0.0668880518960456,0.8580254852771759 +mamlP_U6_K4,147,0.07418897174298764,0.8845699870586395 +mamlP_U6_K4,148,0.06843265508611997,0.8747286152839661 +mamlP_U6_K4,149,0.07035095516592264,0.8775690448284149 +mamlP_U6_K4,150,0.06906359252830346,0.8924102175235749 +mamlP_U6_K4,151,0.06948606960475445,0.8604506152868271 +mamlP_U6_K4,152,0.07277681328356266,0.8749244511127472 +mamlP_U6_K4,153,0.0710261710608999,0.8835666000843048 +mamlP_U6_K4,154,0.07070209212601185,0.890442100763321 +mamlP_U6_K4,155,0.06794038843363523,0.8725939345359802 +mamlP_U6_K4,156,0.06904177782436212,0.8767534610629082 +mamlP_U6_K4,157,0.06975722977270683,0.8938188576698303 +mamlP_U6_K4,158,0.06923306035498777,0.8974137222766876 +mamlP_U6_K4,159,0.06892982623229424,0.8875952696800232 +mamlP_U6_K4,160,0.06800791336844365,0.8826469373703003 +mamlP_U6_K4,161,0.0718353661770622,0.9008740639686584 +mamlP_U6_K4,162,0.07086455142746369,0.8728111851215362 +mamlP_U6_K4,163,0.0713533419619004,0.8692813104391098 +mamlP_U6_K4,164,0.0701223206644257,0.8785561788082122 +mamlP_U6_K4,165,0.06951472524553537,0.8697044110298157 +mamlP_U6_K4,166,0.06939773020644982,0.8494818910956383 +mamlP_U6_K4,167,0.06816089353213707,0.9040477240085601 +mamlP_U6_K4,168,0.06822344421098629,0.8780344533920288 +mamlP_U6_K4,169,0.07260742990920942,0.8993625974655152 +mamlP_U6_K4,170,0.07220420354356369,0.8670916056632996 +mamlP_U6_K4,171,0.07066755062590042,0.8714022326469422 +mamlP_U6_K4,172,0.07014083548759421,0.8923976922035217 +mamlP_U6_K4,173,0.06755755610764026,0.856840500831604 +mamlP_U6_K4,174,0.07100046216199796,0.8699361252784729 +mamlP_U6_K4,175,0.07096009939908982,0.880919149518013 +mamlP_U6_K4,176,0.06736826802914342,0.8820584654808045 +mamlP_U6_K4,177,0.07169678214937449,0.8872007507085801 +mamlP_U6_K4,178,0.06896724123507739,0.88008695602417 +mamlP_U6_K4,179,0.06878082294637958,0.8881672024726868 +mamlP_U6_K4,180,0.06762928745398919,0.8860230588912964 +mamlP_U6_K4,181,0.06817728978892168,0.869219890832901 +mamlP_U6_K4,182,0.06839443504810333,0.8855916768312454 +mamlP_U6_K4,183,0.07102435148010651,0.8949184107780457 +mamlP_U6_K4,184,0.06609306649615367,0.8801118123531342 +mamlP_U6_K4,185,0.06502864673733712,0.8956363391876221 +mamlP_U6_K4,186,0.06794471977899472,0.8683845818042755 +mamlP_U6_K4,187,0.06876830690850814,0.8893964350223541 +mamlP_U6_K4,188,0.06520904229333004,0.8769403058290481 +mamlP_U6_K4,189,0.06986321354905764,0.8572406071424484 +mamlP_U6_K4,190,0.0703978260109822,0.8681991908699274 +mamlP_U6_K4,191,0.06794742457568645,0.8864783048629761 +mamlP_U6_K4,192,0.07079930309206248,0.8738856637477874 +mamlP_U6_K4,193,0.06844591833651066,0.8936012029647827 +mamlP_U6_K4,194,0.06535416609918078,0.8511295551061631 +mamlP_U6_K4,195,0.06954644070317348,0.862474558390677 +mamlP_U6_K4,196,0.06880442450443904,0.8928548741340637 +mamlP_U6_K4,197,0.06933332285533349,0.8927705204486847 +mamlP_U6_K4,198,0.07070931232223908,0.910799322128296 +mamlP_U6_K4,199,0.06549301931013664,0.8932479906082154 +mamlP_U6_K4,200,0.07430855832373102,0.8702908253669739 +mamlR_U4_K4,1,0.3663108868400256,0.6448521858453751 +mamlR_U4_K4,2,0.22684590975443522,0.6912335935235023 +mamlR_U4_K4,3,0.20058496966958045,0.7070044076442719 +mamlR_U4_K4,4,0.17710608221590518,0.7391050738096238 +mamlR_U4_K4,5,0.17173264155785242,0.756715316772461 +mamlR_U4_K4,6,0.16324516236782075,0.7429824423789978 +mamlR_U4_K4,7,0.15343311198055745,0.7151963718235492 +mamlR_U4_K4,8,0.1423482213417689,0.7398814048618079 +mamlR_U4_K4,9,0.1370015713820855,0.7791857215762138 +mamlR_U4_K4,10,0.13331687147418658,0.7980446743965149 +mamlR_U4_K4,11,0.13002420542140802,0.8074617826938629 +mamlR_U4_K4,12,0.12126142146686712,0.7865171542018652 +mamlR_U4_K4,13,0.1151881842315197,0.8315755277872086 +mamlR_U4_K4,14,0.11077260091900826,0.8089304184913635 +mamlR_U4_K4,15,0.10182816788554191,0.8367583155632019 +mamlR_U4_K4,16,0.10318726020554701,0.8240965211391449 +mamlR_U4_K4,17,0.09328738752752543,0.8264081346988678 +mamlR_U4_K4,18,0.09202664751559496,0.8558130794763565 +mamlR_U4_K4,19,0.09239820269246896,0.8645810985565185 +mamlR_U4_K4,20,0.08687023662030696,0.846656727194786 +mamlR_U4_K4,21,0.08574952614804109,0.8315545135736465 +mamlR_U4_K4,22,0.08503553430239359,0.8467409574985504 +mamlR_U4_K4,23,0.08120657908419768,0.8707112836837768 +mamlR_U4_K4,24,0.07933335536470015,0.8595942771434784 +mamlR_U4_K4,25,0.07884669162333012,0.8677988469600677 +mamlR_U4_K4,26,0.08053788185119629,0.8824264550209046 +mamlR_U4_K4,27,0.07833998346080383,0.8609195470809936 +mamlR_U4_K4,28,0.0719651361182332,0.8786035108566285 +mamlR_U4_K4,29,0.07713862678656976,0.864780285358429 +mamlR_U4_K4,30,0.07394435706237952,0.8739562952518463 +mamlR_U4_K4,31,0.07516997708628576,0.8645373833179474 +mamlR_U4_K4,32,0.06927251813312371,0.8833972299098969 +mamlR_U4_K4,33,0.07104540937890609,0.8811593645811081 +mamlR_U4_K4,34,0.07164997144291799,0.868753816485405 +mamlR_U4_K4,35,0.07491914669672649,0.8750754082202912 +mamlR_U4_K4,36,0.07188987695922454,0.8719400751590729 +mamlR_U4_K4,37,0.06719548285007476,0.8514514672756195 +mamlR_U4_K4,38,0.07042237896472216,0.8474114674329758 +mamlR_U4_K4,39,0.07116463559369246,0.8779403281211853 +mamlR_U4_K4,40,0.07075170362989108,0.9006259417533875 +mamlR_U4_K4,41,0.0722545163705945,0.8672736096382141 +mamlR_U4_K4,42,0.06671718042343855,0.878663204908371 +mamlR_U4_K4,43,0.06768172565847635,0.8801829409599304 +mamlR_U4_K4,44,0.0718742707123359,0.8985330128669738 +mamlR_U4_K4,45,0.07081759162247181,0.8527134402096271 +mamlR_U4_K4,46,0.06677642739067476,0.8819561934471131 +mamlR_U4_K4,47,0.06898815290381512,0.8887850284576416 +mamlR_U4_K4,48,0.06902189388871192,0.8740047466754913 +mamlR_U4_K4,49,0.07173533206184705,0.8830752515792847 +mamlR_U4_K4,50,0.06910733713457982,0.8857637000083923 +mamlR_U4_K4,51,0.06579876313606899,0.8956656432151795 +mamlR_U4_K4,52,0.06876834820955992,0.8784225475788117 +mamlR_U4_K4,53,0.07209233347326517,0.848083393573761 +mamlR_U4_K4,54,0.06716874737292527,0.8910938441753388 +mamlR_U4_K4,55,0.06555114936083556,0.8841540944576264 +mamlR_U4_K4,56,0.06570812697211902,0.8772622275352479 +mamlR_U4_K4,57,0.07041468226661285,0.892991293668747 +mamlR_U4_K4,58,0.06551042944192886,0.8753242456912994 +mamlR_U4_K4,59,0.0657061231136322,0.8768157529830932 +mamlR_U4_K4,60,0.06866867323716482,0.8763946789503098 +mamlR_U4_K4,61,0.06981659542769193,0.8720823866128922 +mamlR_U4_K4,62,0.06521533319105705,0.8905813109874725 +mamlR_U4_K4,63,0.06819490635146698,0.8972926557064056 +mamlR_U4_K4,64,0.06448750477284193,0.8976739990711212 +mamlR_U4_K4,65,0.06655006643384695,0.8987231636047364 +mamlR_U4_K4,66,0.06598369054496288,0.8899681043624877 +mamlR_U4_K4,67,0.06350517192234596,0.8768582474440336 +mamlR_U4_K4,68,0.06652481146156788,0.8767560255527497 +mamlR_U4_K4,69,0.06383689589798451,0.9084285616874694 +mamlR_U4_K4,70,0.06680221696694692,0.8771694964170456 +mamlR_U4_K4,71,0.0668356578052044,0.8863371223211288 +mamlR_U4_K4,72,0.06446626454591751,0.9002638018131256 +mamlR_U4_K4,73,0.06573501265297334,0.8691132694482804 +mamlR_U4_K4,74,0.06623283506681522,0.8948018753528595 +mamlR_U4_K4,75,0.06456992158045372,0.9021058416366577 +mamlR_U4_K4,76,0.06430216759443283,0.8978528392314911 +mamlR_U4_K4,77,0.06310957935949167,0.8979318690299988 +mamlR_U4_K4,78,0.06516490938762824,0.9056161856651306 +mamlR_U4_K4,79,0.0652199087664485,0.8906465184688568 +mamlR_U4_K4,80,0.06520025716473658,0.8780019250512123 +mamlR_U4_K4,81,0.06892330755790074,0.8692954924702644 +mamlR_U4_K4,82,0.06258214058975378,0.8940536332130432 +mamlR_U4_K4,83,0.0642577833061417,0.9039475977420807 +mamlR_U4_K4,84,0.06497002926965555,0.8734568202495575 +mamlR_U4_K4,85,0.06457015088448922,0.8805982208251953 +mamlR_U4_K4,86,0.06281584836542606,0.8731968578137458 +mamlR_U4_K4,87,0.061501019534965354,0.9004450464248657 +mamlR_U4_K4,88,0.06596474595367909,0.885553138256073 +mamlR_U4_K4,89,0.0654902263234059,0.8798192632198334 +mamlR_U4_K4,90,0.06323596407969792,0.851319877654314 +mamlR_U4_K4,91,0.06480229429900647,0.8926698255538941 +mamlR_U4_K4,92,0.061631670041630664,0.8868903934955596 +mamlR_U4_K4,93,0.06666043723622958,0.9145285308361053 +mamlR_U4_K4,94,0.06517253732929627,0.8810030114650726 +mamlR_U4_K4,95,0.06418401257445415,0.8814771382510662 +mamlR_U4_K4,96,0.06501603731264671,0.8966392850875855 +mamlR_U4_K4,97,0.06287524385998647,0.8839809389412403 +mamlR_U4_K4,98,0.06700083835671346,0.9106514024734497 +mamlR_U4_K4,99,0.06561328335354726,0.8744819921255111 +mamlR_U4_K4,100,0.06352614834904671,0.883285962343216 +mamlR_U4_K4,101,0.06607464093714953,0.9027576678991318 +mamlR_U4_K4,102,0.06506720552841823,0.8964074337482453 +mamlR_U4_K4,103,0.06398401444156965,0.902492733001709 +mamlR_U4_K4,104,0.05959301173686981,0.9089516770839691 +mamlR_U4_K4,105,0.06362766172736883,0.9193798577785492 +mamlR_U4_K4,106,0.06322466487064958,0.8932929892838001 +mamlR_U4_K4,107,0.06084425878400604,0.8838939535617828 +mamlR_U4_K4,108,0.06487192160139481,0.9012407755851746 +mamlR_U4_K4,109,0.06439494095742702,0.8939909303188324 +mamlR_U4_K4,110,0.06324624792983134,0.8860144190862775 +mamlR_U4_K4,111,0.06331346420571209,0.8708351945877075 +mamlR_U4_K4,112,0.061878522709012035,0.8684498201310634 +mamlR_U4_K4,113,0.06144433287282785,0.9051897835731506 +mamlR_U4_K4,114,0.06453573267906904,0.8936129891872406 +mamlR_U4_K4,115,0.06324208979805311,0.8938568186759949 +mamlR_U4_K4,116,0.06264956261962652,0.8979851871728897 +mamlR_U4_K4,117,0.06396352156375845,0.882662681043148 +mamlR_U4_K4,118,0.06097622077291211,0.9067703425884247 +mamlR_U4_K4,119,0.06535035677875081,0.9044433331489563 +mamlR_U4_K4,120,0.05994066109880805,0.8780855500698089 +mamlR_U4_K4,121,0.06095705854396025,0.891157782971859 +mamlR_U4_K4,122,0.06134002482518554,0.8979928946495056 +mamlR_U4_K4,123,0.06111253412440419,0.8969808208942414 +mamlR_U4_K4,124,0.06360094373424847,0.9116748774051666 +mamlR_U4_K4,125,0.061018220614641905,0.8864113754034042 +mamlR_U4_K4,126,0.06544176314026118,0.9062156796455383 +mamlR_U4_K4,127,0.06248439867049456,0.8909680086374283 +mamlR_U4_K4,128,0.06183224221691489,0.8991884756088256 +mamlR_U4_K4,129,0.061746973600238564,0.8848468673229217 +mamlR_U4_K4,130,0.06286535545562705,0.8902858769893647 +mamlR_U4_K4,131,0.062498634438961746,0.9065203166007996 +mamlR_U4_K4,132,0.06078359024599195,0.9150397300720214 +mamlR_U4_K4,133,0.06314735513801376,0.9078564870357514 +mamlR_U4_K4,134,0.06044741723065575,0.8803481042385102 +mamlR_U4_K4,135,0.06179343942552805,0.8949235385656357 +mamlR_U4_K4,136,0.061583042070269586,0.8949445867538453 +mamlR_U4_K4,137,0.06312757118294636,0.8978270888328552 +mamlR_U4_K4,138,0.0627183439830939,0.9111638164520264 +mamlR_U4_K4,139,0.061543336094667514,0.9097367715835571 +mamlR_U4_K4,140,0.06393422555799286,0.8979331529140473 +mamlR_U4_K4,141,0.06261761947845419,0.9062816762924194 +mamlR_U4_K4,142,0.06229895587389668,0.9120589566230773 +mamlR_U4_K4,143,0.06317939029385645,0.9064869856834412 +mamlR_U4_K4,144,0.06026160032798847,0.9089986515045166 +mamlR_U4_K4,145,0.06190656420464317,0.8970411944389344 +mamlR_U4_K4,146,0.05876250729585687,0.8795480388402939 +mamlR_U4_K4,147,0.06594658864662051,0.9007753932476044 +mamlR_U4_K4,148,0.05996363913019498,0.8903623521327972 +mamlR_U4_K4,149,0.0625432155529658,0.8935209023952484 +mamlR_U4_K4,150,0.061243866328150036,0.9113159513473511 +mamlR_U4_K4,151,0.06123194063082337,0.884426724910736 +mamlR_U4_K4,152,0.06500741908326745,0.8973517203330994 +mamlR_U4_K4,153,0.06317870711286863,0.9043490350246429 +mamlR_U4_K4,154,0.06298298374439279,0.9086264061927796 +mamlR_U4_K4,155,0.05990032499035199,0.8865509498119354 +mamlR_U4_K4,156,0.06090775107343992,0.8987605452537537 +mamlR_U4_K4,157,0.06184288729603092,0.9119969677925109 +mamlR_U4_K4,158,0.06131664292265972,0.9133858633041382 +mamlR_U4_K4,159,0.06107660779729485,0.905718138217926 +mamlR_U4_K4,160,0.05931421836217245,0.901848533153534 +mamlR_U4_K4,161,0.0634290612861514,0.9208924973011017 +mamlR_U4_K4,162,0.06268770635128021,0.8866584268212319 +mamlR_U4_K4,163,0.06338729733601213,0.8884815323352814 +mamlR_U4_K4,164,0.06209597585722804,0.8939034676551819 +mamlR_U4_K4,165,0.06097578816736738,0.8888059031963348 +mamlR_U4_K4,166,0.06106384842346112,0.8682193306088447 +mamlR_U4_K4,167,0.06016638714199265,0.9181646311283111 +mamlR_U4_K4,168,0.06028848787148793,0.8965172481536865 +mamlR_U4_K4,169,0.06431273626163601,0.9164050078392029 +mamlR_U4_K4,170,0.06459339638551076,0.8831597685813903 +mamlR_U4_K4,171,0.06310328404108684,0.8868033599853515 +mamlR_U4_K4,172,0.06187422535692652,0.9091638815402985 +mamlR_U4_K4,173,0.05872879991307855,0.8785901659727097 +mamlR_U4_K4,174,0.06324510926380754,0.8886465793848037 +mamlR_U4_K4,175,0.06296118471771478,0.8989184647798538 +mamlR_U4_K4,176,0.05931322983155648,0.8974664890766144 +mamlR_U4_K4,177,0.06367470207934578,0.9028281855583191 +mamlR_U4_K4,178,0.06063629889860749,0.8988979494571686 +mamlR_U4_K4,179,0.06103801519299547,0.906191286444664 +mamlR_U4_K4,180,0.05991751231874029,0.9045103859901428 +mamlR_U4_K4,181,0.059725323213885226,0.887476606965065 +mamlR_U4_K4,182,0.060130100393046934,0.9062010341882706 +mamlR_U4_K4,183,0.06304354025050998,0.9140375292301178 +mamlR_U4_K4,184,0.05832636157050729,0.8995085859298706 +mamlR_U4_K4,185,0.056910136298586926,0.9129071226716041 +mamlR_U4_K4,186,0.059974806190778815,0.8858517050743103 +mamlR_U4_K4,187,0.06046312293658654,0.9061770153045654 +mamlR_U4_K4,188,0.05737370152026415,0.8949918442964554 +mamlR_U4_K4,189,0.06231009701266885,0.8793829026818275 +mamlR_U4_K4,190,0.0626406216993928,0.8848069405555725 +mamlR_U4_K4,191,0.0601003928668797,0.904421615600586 +mamlR_U4_K4,192,0.06321102333565554,0.889022302031517 +mamlR_U4_K4,193,0.06074267837529381,0.9107599306106567 +mamlR_U4_K4,194,0.05744943810005983,0.8761434626579284 +mamlR_U4_K4,195,0.06137183010578155,0.8803138693422079 +mamlR_U4_K4,196,0.061330761617670454,0.9070552104711532 +mamlR_U4_K4,197,0.06152060064176718,0.9081674361228943 +mamlR_U4_K4,198,0.062637833536913,0.9261824142932892 +mamlR_U4_K4,199,0.057715778394291796,0.9114107847213745 +mamlR_U4_K4,200,0.06623334773505728,0.8876398456096649 +mamlP_U4_K4,1,0.347180661658446,0.6674789857864379 +mamlP_U4_K4,2,0.1912693562110265,0.7291412144899369 +mamlP_U4_K4,3,0.15873278553287187,0.7526404225826263 +mamlP_U4_K4,4,0.13501812311510245,0.7881535744667053 +mamlP_U4_K4,5,0.12952661002675692,0.8042059469223023 +mamlP_U4_K4,6,0.12153568876286348,0.7986020350456238 +mamlP_U4_K4,7,0.11425387337803841,0.7717742845416069 +mamlP_U4_K4,8,0.10574387843410174,0.7908158744871616 +mamlP_U4_K4,9,0.10321336927513282,0.8219768524169921 +mamlP_U4_K4,10,0.1019710648804903,0.8365928137302399 +mamlP_U4_K4,11,0.10162908720473449,0.8388471049070358 +mamlP_U4_K4,12,0.09577510217825572,0.8191514974832534 +mamlP_U4_K4,13,0.09287847730020682,0.8561204588413238 +mamlP_U4_K4,14,0.09109912091245254,0.8374350219964981 +mamlP_U4_K4,15,0.08507742977390687,0.8562416428327561 +mamlP_U4_K4,16,0.0879564349229137,0.8456258523464203 +mamlP_U4_K4,17,0.08163816146552563,0.8460798025131225 +mamlP_U4_K4,18,0.08229330350955327,0.86588618516922 +mamlP_U4_K4,19,0.0845397329578797,0.8721793913841247 +mamlP_U4_K4,20,0.08092511302481095,0.8561173504590989 +mamlP_U4_K4,21,0.08120464857667685,0.8401504355669022 +mamlP_U4_K4,22,0.08126198668032884,0.8509479666501284 +mamlP_U4_K4,23,0.07804853667815527,0.8785204446315765 +mamlP_U4_K4,24,0.07609201104690631,0.86483318567276 +mamlP_U4_K4,25,0.07598206852873167,0.8717848980426788 +mamlP_U4_K4,26,0.07832555880149206,0.8852622294425965 +mamlP_U4_K4,27,0.07592952768007914,0.8670868106931447 +mamlP_U4_K4,28,0.06981492542972167,0.8823939228057861 +mamlP_U4_K4,29,0.07513651949663958,0.8696787881851197 +mamlP_U4_K4,30,0.07211239206294219,0.8761047744750976 +mamlP_U4_K4,31,0.07348314709961415,0.8663457572460175 +mamlP_U4_K4,32,0.06740227668235699,0.8875419104099274 +mamlP_U4_K4,33,0.06896881471077601,0.8832177627086639 +mamlP_U4_K4,34,0.06973387375473976,0.8715093851089477 +mamlP_U4_K4,35,0.07279471756269534,0.8768700444698334 +mamlP_U4_K4,36,0.06954974664996068,0.8744914346933365 +mamlP_U4_K4,37,0.06513074573129415,0.8552892456948757 +mamlP_U4_K4,38,0.06821217079957326,0.8575939983129501 +mamlP_U4_K4,39,0.06895586952567101,0.885354814529419 +mamlP_U4_K4,40,0.06837361524502436,0.902871060371399 +mamlP_U4_K4,41,0.0695795868212978,0.8672026062011718 +mamlP_U4_K4,42,0.06484686940908432,0.8785058814287185 +mamlP_U4_K4,43,0.06569138797620933,0.884719272851944 +mamlP_U4_K4,44,0.06935486963639657,0.8996051704883575 +mamlP_U4_K4,45,0.06852079566568137,0.8581017335131764 +mamlP_U4_K4,46,0.06446548363814751,0.885093686580658 +mamlP_U4_K4,47,0.06660651908566555,0.8931955361366272 +mamlP_U4_K4,48,0.06689475371191898,0.8788793689012527 +mamlP_U4_K4,49,0.06883925980577867,0.8847301614284515 +mamlP_U4_K4,50,0.06644983464231094,0.8881922328472137 +mamlP_U4_K4,51,0.06345771664132674,0.8972983181476593 +mamlP_U4_K4,52,0.06615093978742759,0.8840864717960357 +mamlP_U4_K4,53,0.06907331595818202,0.8543579384684563 +mamlP_U4_K4,54,0.06432705669353406,0.895258252620697 +mamlP_U4_K4,55,0.06289806500077248,0.8874963986873626 +mamlP_U4_K4,56,0.06306906161208947,0.8789660966396332 +mamlP_U4_K4,57,0.06752436416844528,0.8959590780735016 +mamlP_U4_K4,58,0.06273605408146977,0.8807716703414917 +mamlP_U4_K4,59,0.06302976477891206,0.8806799697875977 +mamlP_U4_K4,60,0.06588331282138825,0.8789728343486786 +mamlP_U4_K4,61,0.06697040955846509,0.8755217003822326 +mamlP_U4_K4,62,0.062414545509964225,0.8960570645332336 +mamlP_U4_K4,63,0.06492822784930467,0.8980268394947052 +mamlP_U4_K4,64,0.06153772965694467,0.901022652387619 +mamlP_U4_K4,65,0.06359387616316478,0.9040249085426331 +mamlP_U4_K4,66,0.06322578493505716,0.8944150793552399 +mamlP_U4_K4,67,0.060595027717451254,0.8809969422221183 +mamlP_U4_K4,68,0.06323700847725074,0.8813454872369766 +mamlP_U4_K4,69,0.06087411317974329,0.9108588981628418 +mamlP_U4_K4,70,0.06361715166519086,0.885237272977829 +mamlP_U4_K4,71,0.0635665551573038,0.8904194885492325 +mamlP_U4_K4,72,0.061909055610497796,0.9017153036594391 +mamlP_U4_K4,73,0.06292358008523782,0.8749380546808243 +mamlP_U4_K4,74,0.06311579821631312,0.8989422404766083 +mamlP_U4_K4,75,0.06114253191277385,0.9062247610092163 +mamlP_U4_K4,76,0.060828589896361036,0.9001686489582061 +mamlP_U4_K4,77,0.059930589211483795,0.905405660867691 +mamlP_U4_K4,78,0.06193341887245576,0.9080164724588394 +mamlP_U4_K4,79,0.062160956375300884,0.8956769406795502 +mamlP_U4_K4,80,0.06158141873156031,0.8823472857475281 +mamlP_U4_K4,81,0.06530665542930364,0.8760757386684418 +mamlP_U4_K4,82,0.05926208153367043,0.8954898631572723 +mamlP_U4_K4,83,0.061040744539350274,0.907802814245224 +mamlP_U4_K4,84,0.06141057714819908,0.8774421507120133 +mamlP_U4_K4,85,0.06121569071585933,0.8818982446193695 +mamlP_U4_K4,86,0.059501851294189695,0.8768142686784267 +mamlP_U4_K4,87,0.0585340823729833,0.9035246849060059 +mamlP_U4_K4,88,0.06246193833028277,0.8880421733856201 +mamlP_U4_K4,89,0.06183506472657124,0.8842078185081482 +mamlP_U4_K4,90,0.06003163664912184,0.8583147084712982 +mamlP_U4_K4,91,0.06091472054521243,0.8950321102142333 +mamlP_U4_K4,92,0.0582855790729324,0.8910864424705506 +mamlP_U4_K4,93,0.06263010493169228,0.9183994114398957 +mamlP_U4_K4,94,0.06162825327987472,0.8871576887369156 +mamlP_U4_K4,95,0.06012369084482392,0.8866325067728758 +mamlP_U4_K4,96,0.06130947245284915,0.90106480717659 +mamlP_U4_K4,97,0.05936279881124695,0.891837739944458 +mamlP_U4_K4,98,0.0629557420189182,0.915923398733139 +mamlP_U4_K4,99,0.0618315962019066,0.8757787422835827 +mamlP_U4_K4,100,0.05969622302179535,0.8918877822160721 +mamlP_U4_K4,101,0.06222052160650492,0.9066294187307358 +mamlP_U4_K4,102,0.06122479104747375,0.9031127697229385 +mamlP_U4_K4,103,0.05998631183058024,0.9100687837600708 +mamlP_U4_K4,104,0.0562245948985219,0.9131271374225617 +mamlP_U4_K4,105,0.0596575552970171,0.9208973050117493 +mamlP_U4_K4,106,0.05951523259282112,0.9000885504484176 +mamlP_U4_K4,107,0.057494584942857425,0.890507447719574 +mamlP_U4_K4,108,0.061197938149174055,0.9088888967037201 +mamlP_U4_K4,109,0.06050293229520321,0.8979409223794937 +mamlP_U4_K4,110,0.059167663448800645,0.8872812363505364 +mamlP_U4_K4,111,0.059143187453349434,0.8765482914447784 +mamlP_U4_K4,112,0.05801537095879515,0.8725876677036285 +mamlP_U4_K4,113,0.057768741951634485,0.9133382189273834 +mamlP_U4_K4,114,0.0603083465496699,0.9023887312412262 +mamlP_U4_K4,115,0.05926162352785468,0.8981406497955322 +mamlP_U4_K4,116,0.05854566838592291,0.9016434347629547 +mamlP_U4_K4,117,0.060019834507256745,0.8902886468172073 +mamlP_U4_K4,118,0.056928507505605616,0.9126162457466126 +mamlP_U4_K4,119,0.06094560339426001,0.9074133837223053 +mamlP_U4_K4,120,0.05611554245154063,0.8819147700071335 +mamlP_U4_K4,121,0.05700444053237637,0.8959433013200759 +mamlP_U4_K4,122,0.057158300386120874,0.9016379988193512 +mamlP_U4_K4,123,0.057158270720392465,0.9029345726966858 +mamlP_U4_K4,124,0.059448498419175544,0.9155908727645874 +mamlP_U4_K4,125,0.057027829711635905,0.894234631061554 +mamlP_U4_K4,126,0.060988670798639455,0.9113045048713684 +mamlP_U4_K4,127,0.05857364385078351,0.8985288333892822 +mamlP_U4_K4,128,0.057526498871545,0.904493374824524 +mamlP_U4_K4,129,0.0577699143315355,0.8860013415664434 +mamlP_U4_K4,130,0.058309779074043035,0.8975658836960793 +mamlP_U4_K4,131,0.05819774687290192,0.9094587242603303 +mamlP_U4_K4,132,0.05668983055278659,0.9185854208469391 +mamlP_U4_K4,133,0.05917788553982973,0.913663010597229 +mamlP_U4_K4,134,0.056168752977003654,0.8843231606483459 +mamlP_U4_K4,135,0.057528384346514944,0.9002045920491218 +mamlP_U4_K4,136,0.05734206473454833,0.9004510939121246 +mamlP_U4_K4,137,0.05884506732225418,0.9019409251213074 +mamlP_U4_K4,138,0.05875106554478407,0.9159722626209259 +mamlP_U4_K4,139,0.057351783849298954,0.9214603698253632 +mamlP_U4_K4,140,0.05936886308093866,0.9023199164867401 +mamlP_U4_K4,141,0.058554306942969564,0.9104640686511993 +mamlP_U4_K4,142,0.057907492673645415,0.9137247586250306 +mamlP_U4_K4,143,0.05875451952839891,0.911284122467041 +mamlP_U4_K4,144,0.056044043054183326,0.9136769771575928 +mamlP_U4_K4,145,0.057408322015156346,0.8994602972269058 +mamlP_U4_K4,146,0.054928214363753794,0.8856786954402923 +mamlP_U4_K4,147,0.06166764620070656,0.9084132528305053 +mamlP_U4_K4,148,0.05586407000819842,0.8944405746459961 +mamlP_U4_K4,149,0.058174109868705276,0.9003259587287903 +mamlP_U4_K4,150,0.056686398132393755,0.9154242289066314 +mamlP_U4_K4,151,0.057066755574196576,0.8862654757499695 +mamlP_U4_K4,152,0.06054938119525711,0.9027680218219757 +mamlP_U4_K4,153,0.05890118570377429,0.9064050090312957 +mamlP_U4_K4,154,0.05863133604327837,0.9143863320350647 +mamlP_U4_K4,155,0.055818982577572264,0.8914957356452942 +mamlP_U4_K4,156,0.05651145507271091,0.9064448535442352 +mamlP_U4_K4,157,0.057413207062830526,0.917745246887207 +mamlP_U4_K4,158,0.057341976873576644,0.9180983185768128 +mamlP_U4_K4,159,0.05703713780269027,0.9121588158607483 +mamlP_U4_K4,160,0.055108490909139315,0.908167668581009 +mamlP_U4_K4,161,0.05911288674299916,0.9260145449638366 +mamlP_U4_K4,162,0.058570109282930695,0.8931322938203812 +mamlP_U4_K4,163,0.059064309063057104,0.8921014630794525 +mamlP_U4_K4,164,0.05771400617435574,0.9037470340728759 +mamlP_U4_K4,165,0.05703908216829101,0.8964817714691162 +mamlP_U4_K4,166,0.05682400370016694,0.8773815631866455 +mamlP_U4_K4,167,0.055864170299222075,0.9239883756637574 +mamlP_U4_K4,168,0.05574871453767021,0.9026257109642029 +mamlP_U4_K4,169,0.05973105976358056,0.9212580561637879 +mamlP_U4_K4,170,0.06022630803907911,0.8892207658290863 +mamlP_U4_K4,171,0.058311831951141355,0.895075591802597 +mamlP_U4_K4,172,0.057540056593716145,0.9153809571266174 +mamlP_U4_K4,173,0.054455397712687655,0.8854192155599594 +mamlP_U4_K4,174,0.058940058406442404,0.8971073055267333 +mamlP_U4_K4,175,0.05843853751197457,0.9041001558303833 +mamlP_U4_K4,176,0.05517144606138269,0.9085355186462403 +mamlP_U4_K4,177,0.059290977772325275,0.9094771349430084 +mamlP_U4_K4,178,0.056190765866388874,0.9030066549777984 +mamlP_U4_K4,179,0.056464395901809135,0.9123006230592727 +mamlP_U4_K4,180,0.05538234657297532,0.9077048182487488 +mamlP_U4_K4,181,0.05595545856282115,0.8919452553987504 +mamlP_U4_K4,182,0.055694892623772224,0.9106463146209717 +mamlP_U4_K4,183,0.05814829781030615,0.9175250649452209 +mamlP_U4_K4,184,0.05402054039140542,0.9036714816093445 +mamlP_U4_K4,185,0.05257933370769024,0.9189139720797539 +mamlP_U4_K4,186,0.055470578782260416,0.888362283706665 +mamlP_U4_K4,187,0.0559336483416458,0.9142243540287018 +mamlP_U4_K4,188,0.052822023338327806,0.9021332085132598 +mamlP_U4_K4,189,0.05794630116472642,0.8836475789546967 +mamlP_U4_K4,190,0.057831147716691095,0.8896427758969366 +mamlP_U4_K4,191,0.05551995169992248,0.910464973449707 +mamlP_U4_K4,192,0.0587499779338638,0.8983820521831513 +mamlP_U4_K4,193,0.056003091198702656,0.9178202056884766 +mamlP_U4_K4,194,0.05283610003689925,0.8803808227181434 +mamlP_U4_K4,195,0.05683939188097914,0.8877619311213494 +mamlP_U4_K4,196,0.056646550074219704,0.9134135127067566 +mamlP_U4_K4,197,0.05699920096124212,0.9124213397502899 +mamlP_U4_K4,198,0.05802678605541587,0.9301233863830567 +mamlP_U4_K4,199,0.05340776601185401,0.9161906111240387 +mamlP_U4_K4,200,0.06185819224764903,0.8950871896743774 diff --git a/fig_cl/cl_convergence_maml2.csv b/fig_cl/cl_convergence_maml2.csv new file mode 100755 index 0000000..6d69a60 --- /dev/null +++ b/fig_cl/cl_convergence_maml2.csv @@ -0,0 +1,801 @@ +config,epoch,loss,cos10_test +mamlK_U4_K1,1,0.3395769918461641,0.5970553267002106 +mamlK_U4_K1,2,0.21661824176708858,0.663407347202301 +mamlK_U4_K1,3,0.19135330920418103,0.6789607079327107 +mamlK_U4_K1,4,0.1688267623881499,0.7170000022649765 +mamlK_U4_K1,5,0.1635581833620866,0.7278023535013198 +mamlK_U4_K1,6,0.15552770368754865,0.7321064358949662 +mamlK_U4_K1,7,0.14887250925103823,0.6956483569741249 +mamlK_U4_K1,8,0.14149590991437436,0.7095583683252334 +mamlK_U4_K1,9,0.13910339325666427,0.7492142748832703 +mamlK_U4_K1,10,0.1388827312240998,0.7676383137702942 +mamlK_U4_K1,11,0.13788577896853288,0.7622184693813324 +mamlK_U4_K1,12,0.13349383287131786,0.7443693269789219 +mamlK_U4_K1,13,0.1310288365681966,0.7836207801103592 +mamlK_U4_K1,14,0.12814960218966007,0.7553350067138672 +mamlK_U4_K1,15,0.12337705274422964,0.7800710442662239 +mamlK_U4_K1,16,0.1274088058869044,0.7629242312908172 +mamlK_U4_K1,17,0.12006955457230409,0.7605716925859451 +mamlK_U4_K1,18,0.12000012544294199,0.7955571794509888 +mamlK_U4_K1,19,0.12327828153967857,0.7970682632923126 +mamlK_U4_K1,20,0.1210594833890597,0.7731149177253246 +mamlK_U4_K1,21,0.12155996484061082,0.756924899816513 +mamlK_U4_K1,22,0.12020212426781654,0.7779450225830078 +mamlK_U4_K1,23,0.11663664345939954,0.8017365336418152 +mamlK_U4_K1,24,0.11489173091948032,0.7824297499656677 +mamlK_U4_K1,25,0.11486184932291507,0.794362416267395 +mamlK_U4_K1,26,0.1178030712902546,0.8119315755367279 +mamlK_U4_K1,27,0.11580229875942072,0.797225725799799 +mamlK_U4_K1,28,0.10796747016410033,0.8044077944755554 +mamlK_U4_K1,29,0.11533101240793864,0.7961653138697148 +mamlK_U4_K1,30,0.11183028814693292,0.7978107976913452 +mamlK_U4_K1,31,0.11258448326339324,0.7875527828931809 +mamlK_U4_K1,32,0.10674354664981366,0.807917720079422 +mamlK_U4_K1,33,0.10819576853265366,0.807927662730217 +mamlK_U4_K1,34,0.11045404922217131,0.7892514216899872 +mamlK_U4_K1,35,0.11241467177867889,0.7921020865440369 +mamlK_U4_K1,36,0.10932925939559937,0.7903496680408716 +mamlK_U4_K1,37,0.10381663547207912,0.7668627226352691 +mamlK_U4_K1,38,0.1071135958780845,0.7730690225958824 +mamlK_U4_K1,39,0.10774661825348933,0.8059287357330323 +mamlK_U4_K1,40,0.10857624676078557,0.83376913189888 +mamlK_U4_K1,41,0.10950486143430074,0.7742104935646057 +mamlK_U4_K1,42,0.10545750390738248,0.810519278049469 +mamlK_U4_K1,43,0.1052815372745196,0.8057966285943985 +mamlK_U4_K1,44,0.10903738483786583,0.8267235445976258 +mamlK_U4_K1,45,0.10730494531492392,0.7892061904072761 +mamlK_U4_K1,46,0.10393029546986024,0.7977983325719833 +mamlK_U4_K1,47,0.10761934834221999,0.823192930817604 +mamlK_U4_K1,48,0.10633286371827126,0.7915622889995575 +mamlK_U4_K1,49,0.10852537066986163,0.8068294554948807 +mamlK_U4_K1,50,0.10527669581274192,0.8049935579299927 +mamlK_U4_K1,51,0.10183198112994432,0.8283192348480225 +mamlK_U4_K1,52,0.106179664482673,0.8038868260383606 +mamlK_U4_K1,53,0.11007975281526645,0.7701723985373974 +mamlK_U4_K1,54,0.10454111352562905,0.8153893089294434 +mamlK_U4_K1,55,0.10165571812540293,0.8099441200494766 +mamlK_U4_K1,56,0.10291118039439122,0.8030243682861328 +mamlK_U4_K1,57,0.10704815806200108,0.8102884113788604 +mamlK_U4_K1,58,0.10171569392085075,0.7968954205513 +mamlK_U4_K1,59,0.10292136568576098,0.7862212884426117 +mamlK_U4_K1,60,0.10662949436654647,0.7925063616037369 +mamlK_U4_K1,61,0.10734868448227644,0.7984207433462143 +mamlK_U4_K1,62,0.10304167098055284,0.8217874234914779 +mamlK_U4_K1,63,0.10521399758756161,0.8244336760044098 +mamlK_U4_K1,64,0.10094862267374992,0.8220500147342682 +mamlK_U4_K1,65,0.1031661332398653,0.8266524529457092 +mamlK_U4_K1,66,0.10353197903682788,0.8127677541971207 +mamlK_U4_K1,67,0.10081918518990278,0.8079964489489794 +mamlK_U4_K1,68,0.10363816128422816,0.8064543125033379 +mamlK_U4_K1,69,0.10104108888655901,0.8417371332645416 +mamlK_U4_K1,70,0.10481970300277074,0.8107023566961289 +mamlK_U4_K1,71,0.10354454388221104,0.806251373887062 +mamlK_U4_K1,72,0.10152822078516086,0.8281261730194092 +mamlK_U4_K1,73,0.10400646410882473,0.7800723713636398 +mamlK_U4_K1,74,0.10384751554578543,0.8151430320739746 +mamlK_U4_K1,75,0.10166229440520207,0.8314117884635925 +mamlK_U4_K1,76,0.10101484221716722,0.8196522581577301 +mamlK_U4_K1,77,0.10100059510519108,0.8323004174232483 +mamlK_U4_K1,78,0.10188165108362833,0.8349729001522064 +mamlK_U4_K1,79,0.10232309172550837,0.8102788186073303 +mamlK_U4_K1,80,0.10161228114118179,0.8061175668239593 +mamlK_U4_K1,81,0.10679626700778802,0.7957542228698731 +mamlK_U4_K1,82,0.09985721929619709,0.8155868190526963 +mamlK_U4_K1,83,0.10131263419985771,0.8271038043498993 +mamlK_U4_K1,84,0.10077717038492362,0.7987181535363197 +mamlK_U4_K1,85,0.10207743760198355,0.802321862578392 +mamlK_U4_K1,86,0.09966132553915183,0.7935655745863914 +mamlK_U4_K1,87,0.09967112574726343,0.8238284683227539 +mamlK_U4_K1,88,0.10276158565034468,0.8025999909639359 +mamlK_U4_K1,89,0.10255109138786793,0.8074301856756211 +mamlK_U4_K1,90,0.10022635678450266,0.7628305122256279 +mamlK_U4_K1,91,0.10245673291385174,0.8166504371166229 +mamlK_U4_K1,92,0.09916387628763915,0.8074478885531425 +mamlK_U4_K1,93,0.10233928474287192,0.841915146112442 +mamlK_U4_K1,94,0.10203774685660998,0.8012312103807926 +mamlK_U4_K1,95,0.1000142144287626,0.8060261923074722 +mamlK_U4_K1,96,0.10193064155677954,0.8143401873111725 +mamlK_U4_K1,97,0.09882214875270923,0.8182688345015049 +mamlK_U4_K1,98,0.10450279959787925,0.8467787909507751 +mamlK_U4_K1,99,0.10176315414408843,0.7878685969673097 +mamlK_U4_K1,100,0.1001277572909991,0.8041835770010948 +mamlK_U4_K1,101,0.10305923895289501,0.8290009769797325 +mamlK_U4_K1,102,0.10232010785490274,0.8266846370697022 +mamlK_U4_K1,103,0.10178076980014641,0.8354748725891114 +mamlK_U4_K1,104,0.09648833476006985,0.8330800247192383 +mamlK_U4_K1,105,0.10118337649852037,0.8440955173969269 +mamlK_U4_K1,106,0.10032680181165536,0.8250223326683045 +mamlK_U4_K1,107,0.09837850441535313,0.8044747364521027 +mamlK_U4_K1,108,0.10179255776107311,0.8232489228248596 +mamlK_U4_K1,109,0.10068597142895062,0.821098415851593 +mamlK_U4_K1,110,0.10075642358511687,0.8095153947174549 +mamlK_U4_K1,111,0.1003301202878356,0.7819948774576188 +mamlK_U4_K1,112,0.09819000442822774,0.7827690821886063 +mamlK_U4_K1,113,0.0978364572301507,0.8342666244506836 +mamlK_U4_K1,114,0.10085415149728458,0.8147234088182449 +mamlK_U4_K1,115,0.09945026468485593,0.8218076515197754 +mamlK_U4_K1,116,0.09839986380189657,0.8327551233768463 +mamlK_U4_K1,117,0.10070577573031186,0.8058769750595093 +mamlK_U4_K1,118,0.09746629691372315,0.8393159770965576 +mamlK_U4_K1,119,0.10106155103693405,0.8233879512548447 +mamlK_U4_K1,120,0.09595092674096425,0.8033852116763591 +mamlK_U4_K1,121,0.09811688131342332,0.8218545391410589 +mamlK_U4_K1,122,0.09794915122290453,0.8211795264482498 +mamlK_U4_K1,123,0.09805149165292582,0.8193078821897507 +mamlK_U4_K1,124,0.10025263633579015,0.8406993782520295 +mamlK_U4_K1,125,0.09808727153887352,0.8137885761260987 +mamlK_U4_K1,126,0.10215222335110108,0.8289594221115112 +mamlK_U4_K1,127,0.099190032693247,0.8155477011203766 +mamlK_U4_K1,128,0.09742029951264461,0.8220733726024627 +mamlK_U4_K1,129,0.09838224243372679,0.8051702699810267 +mamlK_U4_K1,130,0.10047449295719464,0.8209642623364926 +mamlK_U4_K1,131,0.0995165882135431,0.8328473436832428 +mamlK_U4_K1,132,0.09756886714448532,0.8399988865852356 +mamlK_U4_K1,133,0.09982176166027784,0.8373800277709961 +mamlK_U4_K1,134,0.09614672601222991,0.7943533003330231 +mamlK_U4_K1,135,0.09809338885049025,0.830563662648201 +mamlK_U4_K1,136,0.09748522025843462,0.8175740486383438 +mamlK_U4_K1,137,0.10037818850328525,0.8242804265022278 +mamlK_U4_K1,138,0.09970037418107192,0.8384668493270874 +mamlK_U4_K1,139,0.09720127459615469,0.8469519829750061 +mamlK_U4_K1,140,0.09952644258737564,0.8203377610445023 +mamlK_U4_K1,141,0.09824217007805904,0.8339519834518433 +mamlK_U4_K1,142,0.0983365482588609,0.8353655660152435 +mamlK_U4_K1,143,0.09846711347500484,0.8336063784360885 +mamlK_U4_K1,144,0.09600669844696919,0.838597549200058 +mamlK_U4_K1,145,0.09839047902574141,0.8190236341953278 +mamlK_U4_K1,146,0.09458484131842852,0.7950071096420288 +mamlK_U4_K1,147,0.10206967469304801,0.8337981808185577 +mamlK_U4_K1,148,0.09619337748736143,0.8229763522744179 +mamlK_U4_K1,149,0.09837168955554565,0.8226958364248276 +mamlK_U4_K1,150,0.09784457499782244,0.831935510635376 +mamlK_U4_K1,151,0.09839328055580457,0.8018084388971328 +mamlK_U4_K1,152,0.10174448204537233,0.8154962623119354 +mamlK_U4_K1,153,0.09933581923445066,0.8247149229049683 +mamlK_U4_K1,154,0.09851899307221174,0.8396154713630676 +mamlK_U4_K1,155,0.0967815853158633,0.8192743968963623 +mamlK_U4_K1,156,0.0967003645375371,0.8307345020771026 +mamlK_U4_K1,157,0.09744728475809097,0.8354449117183685 +mamlK_U4_K1,158,0.09778129361569882,0.8469332373142242 +mamlK_U4_K1,159,0.0973689887051781,0.8357069301605224 +mamlK_U4_K1,160,0.09487996938327949,0.8366256988048554 +mamlK_U4_K1,161,0.09986218032737573,0.8537843728065491 +mamlK_U4_K1,162,0.09857570384939511,0.8117210727185011 +mamlK_U4_K1,163,0.09914655891557535,0.8150099718570709 +mamlK_U4_K1,164,0.09809189323335886,0.8190731909871102 +mamlK_U4_K1,165,0.09726417265832424,0.8113209700584412 +mamlK_U4_K1,166,0.09697653084993363,0.7949187976121902 +mamlK_U4_K1,167,0.0962723487491409,0.8570070743560791 +mamlK_U4_K1,168,0.09573295542349418,0.8191429078578949 +mamlK_U4_K1,169,0.10149526163935661,0.8467233288288116 +mamlK_U4_K1,170,0.10138127674659093,0.805179414153099 +mamlK_U4_K1,171,0.09879167282332976,0.8121675479412079 +mamlK_U4_K1,172,0.09812746625393629,0.8377763235569 +mamlK_U4_K1,173,0.09515141988794008,0.7970901311933994 +mamlK_U4_K1,174,0.09954407181590795,0.8092442405223846 +mamlK_U4_K1,175,0.099028791214029,0.8327612978219986 +mamlK_U4_K1,176,0.0947954143707951,0.8233170545101166 +mamlK_U4_K1,177,0.10073009827484687,0.8353170520067215 +mamlK_U4_K1,178,0.09687755049516757,0.8225724085792899 +mamlK_U4_K1,179,0.09585505502919356,0.8360891532897949 +mamlK_U4_K1,180,0.095084415388604,0.8301138612627983 +mamlK_U4_K1,181,0.09646117344498634,0.8068984220921993 +mamlK_U4_K1,182,0.09664699154595534,0.8370879560708999 +mamlK_U4_K1,183,0.09913663035879533,0.8427578961849213 +mamlK_U4_K1,184,0.09319478750228882,0.8245357871055603 +mamlK_U4_K1,185,0.09237765906999508,0.8484940003603697 +mamlK_U4_K1,186,0.09722080772121747,0.8101367428898811 +mamlK_U4_K1,187,0.09665202200412751,0.8398332393169403 +mamlK_U4_K1,188,0.09336812485009433,0.8260139811038971 +mamlK_U4_K1,189,0.09813577774912119,0.7999353009462357 +mamlK_U4_K1,190,0.09862468458712101,0.8128549668937921 +mamlK_U4_K1,191,0.0958941849321127,0.8338201177120209 +mamlK_U4_K1,192,0.0979670520250996,0.8215850901603698 +mamlK_U4_K1,193,0.09594314058621724,0.844558732509613 +mamlK_U4_K1,194,0.09298188497622807,0.793527118563652 +mamlK_U4_K1,195,0.09657523507873217,0.8037195234373212 +mamlK_U4_K1,196,0.09581249800821146,0.8372018289193511 +mamlK_U4_K1,197,0.09729957985381285,0.8372089326381683 +mamlK_U4_K1,198,0.09797621207932632,0.8609340286254883 +mamlK_U4_K1,199,0.09215858279416958,0.8411007606983185 +mamlK_U4_K1,200,0.10175504104544719,0.8155054910480977 +mamlK_U4_K2,1,0.33009643415609996,0.6404661571979523 +mamlK_U4_K2,2,0.19751283938686054,0.6994542908668518 +mamlK_U4_K2,3,0.17039189050594966,0.7177034470438958 +mamlK_U4_K2,4,0.14683493509888648,0.7549881333112717 +mamlK_U4_K2,5,0.14214098391433558,0.7775750946998596 +mamlK_U4_K2,6,0.13506576031446457,0.7752245557308197 +mamlK_U4_K2,7,0.12746123112738134,0.7501543098688126 +mamlK_U4_K2,8,0.11961887220541637,0.7510023427009582 +mamlK_U4_K2,9,0.11707525449494521,0.7949222242832183 +mamlK_U4_K2,10,0.1160093462963899,0.8069861221313477 +mamlK_U4_K2,11,0.11613710142672062,0.8104732394218445 +mamlK_U4_K2,12,0.11103422440588474,0.7845612713694572 +mamlK_U4_K2,13,0.10783838329215845,0.829844833612442 +mamlK_U4_K2,14,0.1055389762793978,0.8013944083452225 +mamlK_U4_K2,15,0.10058609920243422,0.825480352640152 +mamlK_U4_K2,16,0.10422575173278649,0.8074200689792633 +mamlK_U4_K2,17,0.0977033347884814,0.8080903881788254 +mamlK_U4_K2,18,0.09779747154563666,0.8424500906467438 +mamlK_U4_K2,19,0.10029875294615825,0.8373576498031616 +mamlK_U4_K2,20,0.09697070773690938,0.822427898645401 +mamlK_U4_K2,21,0.09771630429973205,0.8044733768701553 +mamlK_U4_K2,22,0.09742746957888206,0.8173106171935797 +mamlK_U4_K2,23,0.0940728797763586,0.8494027149677277 +mamlK_U4_K2,24,0.09212705266972383,0.8311388707160949 +mamlK_U4_K2,25,0.09275115575641393,0.8395859718322753 +mamlK_U4_K2,26,0.09503940892716249,0.8576833415031433 +mamlK_U4_K2,27,0.09258263846238454,0.8396793757379055 +mamlK_U4_K2,28,0.08518289295335611,0.8477391874790192 +mamlK_U4_K2,29,0.0926529020195206,0.8371598333120346 +mamlK_U4_K2,30,0.08894754163920879,0.838513525724411 +mamlK_U4_K2,31,0.09006083675970634,0.8333994972705842 +mamlK_U4_K2,32,0.08352234294017157,0.8553407979011536 +mamlK_U4_K2,33,0.08576047949492932,0.8528991091251373 +mamlK_U4_K2,34,0.08683417117844025,0.8335630869865418 +mamlK_U4_K2,35,0.08950441027681033,0.8431726503372192 +mamlK_U4_K2,36,0.08654742788523435,0.8442901051044465 +mamlK_U4_K2,37,0.08113688422987858,0.8236390700936318 +mamlK_U4_K2,38,0.08492758976916472,0.8210196077823639 +mamlK_U4_K2,39,0.08577215957144896,0.8526832580566406 +mamlK_U4_K2,40,0.08500203839192788,0.8752001440525055 +mamlK_U4_K2,41,0.0875444091608127,0.832539399266243 +mamlK_U4_K2,42,0.08181945122778415,0.8507491916418075 +mamlK_U4_K2,43,0.0819054234897097,0.855202659368515 +mamlK_U4_K2,44,0.08617788020521402,0.8713641655445099 +mamlK_U4_K2,45,0.08566913985957703,0.8247881694883108 +mamlK_U4_K2,46,0.08179564539343119,0.845501013994217 +mamlK_U4_K2,47,0.08488825548440218,0.8631465661525727 +mamlK_U4_K2,48,0.08409984057148298,0.8472438031435012 +mamlK_U4_K2,49,0.08584492423882087,0.8509540104866028 +mamlK_U4_K2,50,0.08346907168626785,0.8511415147781372 +mamlK_U4_K2,51,0.07990209377060334,0.8689575326442719 +mamlK_U4_K2,52,0.08410337423284849,0.8508306980133057 +mamlK_U4_K2,53,0.0876126375173529,0.8162707450985909 +mamlK_U4_K2,54,0.08224932204931974,0.8585407197475433 +mamlK_U4_K2,55,0.07941148596505324,0.8515629267692566 +mamlK_U4_K2,56,0.08050316243122022,0.8528003656864166 +mamlK_U4_K2,57,0.08418187294155359,0.8606536877155304 +mamlK_U4_K2,58,0.07984441542377074,0.8503201460838318 +mamlK_U4_K2,59,0.08024106806765,0.8378407073020935 +mamlK_U4_K2,60,0.08427959077060222,0.8442935156822204 +mamlK_U4_K2,61,0.08412512136002381,0.8403443485498429 +mamlK_U4_K2,62,0.08018926820407311,0.8648817265033721 +mamlK_U4_K2,63,0.0827678702150782,0.8695954430103302 +mamlK_U4_K2,64,0.07892433275779089,0.8678577411174774 +mamlK_U4_K2,65,0.0809398095185558,0.875778557062149 +mamlK_U4_K2,66,0.08101528149098158,0.8603648030757904 +mamlK_U4_K2,67,0.07788739221791427,0.8478634390234947 +mamlK_U4_K2,68,0.08084647183616957,0.8469989037513733 +mamlK_U4_K2,69,0.07827158911774555,0.8807501482963562 +mamlK_U4_K2,70,0.08120915131022532,0.8573072373867034 +mamlK_U4_K2,71,0.08105391882359982,0.8508509695529938 +mamlK_U4_K2,72,0.07951286915689706,0.8748018336296082 +mamlK_U4_K2,73,0.07970122794310251,0.8358339044451714 +mamlK_U4_K2,74,0.0810572030643622,0.8612137591838837 +mamlK_U4_K2,75,0.07919702704995871,0.8776061081886292 +mamlK_U4_K2,76,0.07858887599160273,0.86496661901474 +mamlK_U4_K2,77,0.07765222957978646,0.8753225308656692 +mamlK_U4_K2,78,0.07947905781368414,0.8770309418439866 +mamlK_U4_K2,79,0.07928254247953494,0.8619640278816223 +mamlK_U4_K2,80,0.07918823627134164,0.8512284314632416 +mamlK_U4_K2,81,0.08322223893056313,0.8404453146457672 +mamlK_U4_K2,82,0.07693830855190754,0.8610380899906158 +mamlK_U4_K2,83,0.07837418059508006,0.8755573546886444 +mamlK_U4_K2,84,0.07821022428572177,0.8421213680505752 +mamlK_U4_K2,85,0.07899662643671036,0.8438133424520493 +mamlK_U4_K2,86,0.07688808182875316,0.8383115620538593 +mamlK_U4_K2,87,0.07651500377804041,0.8694952100515365 +mamlK_U4_K2,88,0.08036992385983467,0.8497046792507171 +mamlK_U4_K2,89,0.0797459103539586,0.8506973469257355 +mamlK_U4_K2,90,0.07704815251131852,0.814814225435257 +mamlK_U4_K2,91,0.07920575883239507,0.8628109717369079 +mamlK_U4_K2,92,0.0758451631044348,0.8538785624504089 +mamlK_U4_K2,93,0.08011396041760842,0.8848290908336639 +mamlK_U4_K2,94,0.07990490927050511,0.8457126104831696 +mamlK_U4_K2,95,0.07785357461621364,0.8530737908184528 +mamlK_U4_K2,96,0.07866809281210105,0.8682119965553283 +mamlK_U4_K2,97,0.07645941035201152,0.8568860089033842 +mamlK_U4_K2,98,0.08080260435740153,0.8890300059318542 +mamlK_U4_K2,99,0.07903780496368805,0.8393355929851531 +mamlK_U4_K2,100,0.07707939996073643,0.8576977205276489 +mamlK_U4_K2,101,0.07986088172843059,0.8742614844441414 +mamlK_U4_K2,102,0.07917260184884072,0.8708767062425613 +mamlK_U4_K2,103,0.07859754203508297,0.8767391210794448 +mamlK_U4_K2,104,0.0729678421964248,0.8789809787273407 +mamlK_U4_K2,105,0.078183617045482,0.8899980449676513 +mamlK_U4_K2,106,0.07746515375872454,0.8696281227469445 +mamlK_U4_K2,107,0.0752659889558951,0.8551996064186096 +mamlK_U4_K2,108,0.07916913042465845,0.8740159738063812 +mamlK_U4_K2,109,0.0784177461018165,0.865906138420105 +mamlK_U4_K2,110,0.07712566965570053,0.8549001354724168 +mamlK_U4_K2,111,0.07774128833164771,0.8428320151567459 +mamlK_U4_K2,112,0.07541980938365062,0.8340257841348648 +mamlK_U4_K2,113,0.07555310793220997,0.8776209282875062 +mamlK_U4_K2,114,0.07783369682729244,0.8660740208625793 +mamlK_U4_K2,115,0.07674313404907783,0.8622547125816346 +mamlK_U4_K2,116,0.07566199239343405,0.8766952967643737 +mamlK_U4_K2,117,0.07742926287154357,0.8505650591850281 +mamlK_U4_K2,118,0.07415519341826439,0.8777812373638153 +mamlK_U4_K2,119,0.07849369635184605,0.8740108346939087 +mamlK_U4_K2,120,0.07369030458231766,0.8489554125070572 +mamlK_U4_K2,121,0.0749422255034248,0.8669265341758728 +mamlK_U4_K2,122,0.07500049248337745,0.861528360247612 +mamlK_U4_K2,123,0.07508466145644585,0.866158322095871 +mamlK_U4_K2,124,0.07766974025716385,0.8837520587444305 +mamlK_U4_K2,125,0.07510182210554679,0.8593252754211426 +mamlK_U4_K2,126,0.07917135852078597,0.877312958240509 +mamlK_U4_K2,127,0.07660577376683553,0.8634454041719437 +mamlK_U4_K2,128,0.07532547718534867,0.8676647818088532 +mamlK_U4_K2,129,0.07596221605936686,0.8548863589763641 +mamlK_U4_K2,130,0.077189445545276,0.8642340287566185 +mamlK_U4_K2,131,0.07637575346976519,0.8782050967216491 +mamlK_U4_K2,132,0.07474295294533173,0.8849943315982819 +mamlK_U4_K2,133,0.07758577205240727,0.8829876577854157 +mamlK_U4_K2,134,0.07335151422768832,0.8453819990158081 +mamlK_U4_K2,135,0.07516057658940553,0.8734569084644318 +mamlK_U4_K2,136,0.07502908387531837,0.8600116789340972 +mamlK_U4_K2,137,0.07770987803737323,0.8648132121562958 +mamlK_U4_K2,138,0.07721029867728552,0.8802397286891938 +mamlK_U4_K2,139,0.07497594498097897,0.887419992685318 +mamlK_U4_K2,140,0.07795365696152051,0.8670073223114013 +mamlK_U4_K2,141,0.0765503795693318,0.8800798547267914 +mamlK_U4_K2,142,0.07600562581171592,0.8807691311836243 +mamlK_U4_K2,143,0.07625699379791816,0.8786227405071259 +mamlK_U4_K2,144,0.07385005053132772,0.8826266646385192 +mamlK_U4_K2,145,0.07578502754370371,0.8639318192005158 +mamlK_U4_K2,146,0.07244726891318957,0.8444139909744263 +mamlK_U4_K2,147,0.08025744455556075,0.8742389309406281 +mamlK_U4_K2,148,0.07382677593578894,0.858665382862091 +mamlK_U4_K2,149,0.07600895341485739,0.8650531363487244 +mamlK_U4_K2,150,0.07478892865280311,0.8782731914520263 +mamlK_U4_K2,151,0.07528852264086405,0.8503567552566529 +mamlK_U4_K2,152,0.07859414044767618,0.8611944818496704 +mamlK_U4_K2,153,0.07693977219363053,0.8736291658878327 +mamlK_U4_K2,154,0.07658144281556209,0.8795509481430054 +mamlK_U4_K2,155,0.07420840689291557,0.8625108706951141 +mamlK_U4_K2,156,0.07445351575811704,0.8700329601764679 +mamlK_U4_K2,157,0.07533411675443252,0.8796775019168854 +mamlK_U4_K2,158,0.07505279827862978,0.8864823198318481 +mamlK_U4_K2,159,0.07462280741582314,0.8799738252162933 +mamlK_U4_K2,160,0.07364192470908165,0.8728257191181182 +mamlK_U4_K2,161,0.07715789119402568,0.8933019423484803 +mamlK_U4_K2,162,0.0766900130485495,0.8530915887653827 +mamlK_U4_K2,163,0.07709434696783622,0.8557748764753341 +mamlK_U4_K2,164,0.07601463935027519,0.8647226530313492 +mamlK_U4_K2,165,0.07520459307978551,0.8626968514919281 +mamlK_U4_K2,166,0.07480562787503003,0.8410029348731041 +mamlK_U4_K2,167,0.07382521180436015,0.8970024859905243 +mamlK_U4_K2,168,0.0741474213451147,0.8644079852104187 +mamlK_U4_K2,169,0.07877997777114312,0.8915906190872193 +mamlK_U4_K2,170,0.07819596990942955,0.8531449621915818 +mamlK_U4_K2,171,0.07584197665254275,0.8599755465984344 +mamlK_U4_K2,172,0.07572295269618431,0.8826698207855225 +mamlK_U4_K2,173,0.07274133364359538,0.8454445844888687 +mamlK_U4_K2,174,0.07673519194126129,0.8589300870895386 +mamlK_U4_K2,175,0.07668255116790533,0.8670554399490357 +mamlK_U4_K2,176,0.07312167560060819,0.864880884885788 +mamlK_U4_K2,177,0.07731563272575537,0.8784602761268616 +mamlK_U4_K2,178,0.07467003023872773,0.8690685838460922 +mamlK_U4_K2,179,0.07420870902637641,0.8789830446243286 +mamlK_U4_K2,180,0.07308677614976962,0.8737964344024658 +mamlK_U4_K2,181,0.0745140562703212,0.85428745418787 +mamlK_U4_K2,182,0.07427270623544852,0.8767592340707779 +mamlK_U4_K2,183,0.07721575987835726,0.8856483566761016 +mamlK_U4_K2,184,0.07093844663351774,0.8691560482978821 +mamlK_U4_K2,185,0.0701368560642004,0.8931281465291977 +mamlK_U4_K2,186,0.0739590199291706,0.856842908859253 +mamlK_U4_K2,187,0.07421348863591751,0.8778711783885956 +mamlK_U4_K2,188,0.07115227452168862,0.8655005168914794 +mamlK_U4_K2,189,0.07617760819693406,0.8469596752524375 +mamlK_U4_K2,190,0.07654514133930207,0.8594996654987335 +mamlK_U4_K2,191,0.07330102030187845,0.878177763223648 +mamlK_U4_K2,192,0.07693664040416479,0.8629058760404587 +mamlK_U4_K2,193,0.07394562887648741,0.8856277394294739 +mamlK_U4_K2,194,0.07082576231410107,0.842761322259903 +mamlK_U4_K2,195,0.07486165312429269,0.8504951947927475 +mamlK_U4_K2,196,0.07434852339327336,0.8827377158403397 +mamlK_U4_K2,197,0.0752689757073919,0.8782028257846832 +mamlK_U4_K2,198,0.07601615959157547,0.900384577512741 +mamlK_U4_K2,199,0.07087323567519585,0.8825874209403992 +mamlK_U4_K2,200,0.07997377313052614,0.8654782837629318 +mamlK_U4_K8,1,0.4779631220300992,0.5218560743331909 +mamlK_U4_K8,2,0.23905222594738007,0.6792358481884002 +mamlK_U4_K8,3,0.18147014014422894,0.7208914625644683 +mamlK_U4_K8,4,0.15055276423692704,0.7708174192905426 +mamlK_U4_K8,5,0.14128380725781123,0.7926760315895081 +mamlK_U4_K8,6,0.12824171476066112,0.8032137858867645 +mamlK_U4_K8,7,0.11776311251024406,0.7746306386590004 +mamlK_U4_K8,8,0.1074277855704228,0.7891612917184829 +mamlK_U4_K8,9,0.10303358559807142,0.8299821317195892 +mamlK_U4_K8,10,0.10054248961309592,0.8459873366355896 +mamlK_U4_K8,11,0.0977603208522002,0.8454595196247101 +mamlK_U4_K8,12,0.09262214314192534,0.8343739348649979 +mamlK_U4_K8,13,0.088804429123799,0.8629938220977783 +mamlK_U4_K8,14,0.08515530495593945,0.8525386583805085 +mamlK_U4_K8,15,0.07906328241030375,0.8669246089458466 +mamlK_U4_K8,16,0.08032574063787858,0.8604840934276581 +mamlK_U4_K8,17,0.07496412508189679,0.8630585432052612 +mamlK_U4_K8,18,0.07406545748313267,0.8816358673572541 +mamlK_U4_K8,19,0.07546724513173103,0.8858630764484405 +mamlK_U4_K8,20,0.07205935560166836,0.8764482045173645 +mamlK_U4_K8,21,0.07199544588724772,0.8631847333908081 +mamlK_U4_K8,22,0.07193882702539364,0.8703910311311484 +mamlK_U4_K8,23,0.0686386434858044,0.8941591203212738 +mamlK_U4_K8,24,0.06663852225989103,0.8849314951896667 +mamlK_U4_K8,25,0.06567058954387903,0.8925490248203277 +mamlK_U4_K8,26,0.06764999195933342,0.9016448211669922 +mamlK_U4_K8,27,0.06502218319724004,0.8826518581807613 +mamlK_U4_K8,28,0.05909692148367564,0.9007911098003387 +mamlK_U4_K8,29,0.06351759045074383,0.888796900510788 +mamlK_U4_K8,30,0.060910760474701724,0.8955352973937988 +mamlK_U4_K8,31,0.06196829771002134,0.8874075281620025 +mamlK_U4_K8,32,0.05644836450616519,0.9074052202701569 +mamlK_U4_K8,33,0.057740512217084566,0.9028492844104767 +mamlK_U4_K8,34,0.05792104292660952,0.8965217685699463 +mamlK_U4_K8,35,0.06055275437732537,0.9030590569972992 +mamlK_U4_K8,36,0.05747922111302614,0.8954496139287949 +mamlK_U4_K8,37,0.054461800654729206,0.8852898293733596 +mamlK_U4_K8,38,0.05669976758460204,0.8828799104690552 +mamlK_U4_K8,39,0.057326951970656716,0.9069823884963989 +mamlK_U4_K8,40,0.05562142616758744,0.9228259885311126 +mamlK_U4_K8,41,0.056953598024944464,0.8979138338565826 +mamlK_U4_K8,42,0.05238298699259758,0.9023919695615769 +mamlK_U4_K8,43,0.05281001061201095,0.9102864873409271 +mamlK_U4_K8,44,0.056227827581266564,0.9165967273712158 +mamlK_U4_K8,45,0.05671533782655994,0.8842040574550629 +mamlK_U4_K8,46,0.05140675840899348,0.911913492679596 +mamlK_U4_K8,47,0.053315665225187936,0.9172633159160614 +mamlK_U4_K8,48,0.054122454139093557,0.9081482481956482 +mamlK_U4_K8,49,0.056235977640996374,0.9098136830329895 +mamlK_U4_K8,50,0.05336583575854699,0.909479022026062 +mamlK_U4_K8,51,0.050722224302589894,0.922106202840805 +mamlK_U4_K8,52,0.052740548557291426,0.9128444647789001 +mamlK_U4_K8,53,0.05585971401383479,0.8837545025348663 +mamlK_U4_K8,54,0.05109009997919202,0.9184091424942017 +mamlK_U4_K8,55,0.04981609096750617,0.9129302978515625 +mamlK_U4_K8,56,0.05034565056363741,0.9072384810447693 +mamlK_U4_K8,57,0.05392729749282201,0.915323349237442 +mamlK_U4_K8,58,0.04984411620224516,0.9051778745651246 +mamlK_U4_K8,59,0.04943579879278938,0.9060387516021728 +mamlK_U4_K8,60,0.05210168012107412,0.9042724931240081 +mamlK_U4_K8,61,0.053020734402040644,0.9040648138523102 +mamlK_U4_K8,62,0.0493498490874966,0.9204268443584442 +mamlK_U4_K8,63,0.05151050047948957,0.9245637631416321 +mamlK_U4_K8,64,0.048734364062547685,0.9229525899887085 +mamlK_U4_K8,65,0.04999003152052561,0.9255816066265106 +mamlK_U4_K8,66,0.04980439253772299,0.9184465742111206 +mamlK_U4_K8,67,0.04705699571718772,0.9034612339735031 +mamlK_U4_K8,68,0.04975722283124924,0.9102222228050232 +mamlK_U4_K8,69,0.047271586464097105,0.9334056138992309 +mamlK_U4_K8,70,0.04922019510840376,0.9129670470952987 +mamlK_U4_K8,71,0.049509449706723295,0.9152740627527237 +mamlK_U4_K8,72,0.04765419605498512,0.928230996131897 +mamlK_U4_K8,73,0.04799282111848394,0.9038844287395478 +mamlK_U4_K8,74,0.048781947984049716,0.9238899147510529 +mamlK_U4_K8,75,0.04753747931371133,0.9296437633037568 +mamlK_U4_K8,76,0.047252054599424206,0.9271022891998291 +mamlK_U4_K8,77,0.04558431272705396,0.9272428321838379 +mamlK_U4_K8,78,0.0481410486313204,0.929426521062851 +mamlK_U4_K8,79,0.04766047046830257,0.9206611275672912 +mamlK_U4_K8,80,0.047961000899473825,0.9129423344135285 +mamlK_U4_K8,81,0.05075534423813224,0.9032941746711731 +mamlK_U4_K8,82,0.04508847988521059,0.9260913872718811 +mamlK_U4_K8,83,0.04695217610026399,0.931098209619522 +mamlK_U4_K8,84,0.04728463528056939,0.902416033744812 +mamlK_U4_K8,85,0.046226587016135454,0.9134788656234741 +mamlK_U4_K8,86,0.04504619709526499,0.904334981366992 +mamlK_U4_K8,87,0.043947319140036904,0.9281575644016266 +mamlK_U4_K8,88,0.04702356739590565,0.9173953318595887 +mamlK_U4_K8,89,0.04712517554561297,0.9085967606306076 +mamlK_U4_K8,90,0.045631353799253704,0.8883070302009582 +mamlK_U4_K8,91,0.04667507576445738,0.9227060890197754 +mamlK_U4_K8,92,0.04412580339858929,0.9164861834049225 +mamlK_U4_K8,93,0.04830271106213331,0.937560864686966 +mamlK_U4_K8,94,0.04687190885345141,0.9109290826320648 +mamlK_U4_K8,95,0.04599330607180794,0.9103593727946282 +mamlK_U4_K8,96,0.04639992384240031,0.9260409581661224 +mamlK_U4_K8,97,0.045589470819880566,0.9152871699631214 +mamlK_U4_K8,98,0.048632444112251205,0.9368037819862366 +mamlK_U4_K8,99,0.04776907954365015,0.9071453016996384 +mamlK_U4_K8,100,0.045159862879663705,0.9187269639968872 +mamlK_U4_K8,101,0.04775585522254308,0.9269299256801605 +mamlK_U4_K8,102,0.0464935635526975,0.9279921305179596 +mamlK_U4_K8,103,0.04451344801733891,0.9344207990169525 +mamlK_U4_K8,104,0.042567297207812466,0.9329907190799713 +mamlK_U4_K8,105,0.045497030957291525,0.9426866602897644 +mamlK_U4_K8,106,0.04576344070956111,0.921606302857399 +mamlK_U4_K8,107,0.042682510353624824,0.9218176829814911 +mamlK_U4_K8,108,0.04616001067683101,0.9318635451793671 +mamlK_U4_K8,109,0.046299802145610254,0.920188130736351 +mamlK_U4_K8,110,0.044982517628620065,0.9136863873898983 +mamlK_U4_K8,111,0.044354827615122,0.9123714852333069 +mamlK_U4_K8,112,0.04368219742551446,0.9059731781482696 +mamlK_U4_K8,113,0.04377598489324252,0.9350841248035431 +mamlK_U4_K8,114,0.045482099012782176,0.9279284679889679 +mamlK_U4_K8,115,0.04554533720016479,0.9237250006198883 +mamlK_U4_K8,116,0.044231869392096994,0.9316341328620911 +mamlK_U4_K8,117,0.045082571376115085,0.9117023973166942 +mamlK_U4_K8,118,0.04259504518782099,0.9364819550514221 +mamlK_U4_K8,119,0.045883758161216974,0.9326616275310516 +mamlK_U4_K8,120,0.04125504024947683,0.9134474474191666 +mamlK_U4_K8,121,0.041810687780380246,0.9241221788525581 +mamlK_U4_K8,122,0.04282815216730038,0.9292815673351288 +mamlK_U4_K8,123,0.04266041820247968,0.9280487847328186 +mamlK_U4_K8,124,0.044364120395233235,0.936419312953949 +mamlK_U4_K8,125,0.04247118879109621,0.9227976202964783 +mamlK_U4_K8,126,0.0460307758487761,0.9341438019275665 +mamlK_U4_K8,127,0.04377921528493365,0.924741443991661 +mamlK_U4_K8,128,0.043116927767793335,0.9314820396900177 +mamlK_U4_K8,129,0.04339456543947259,0.9138414144515992 +mamlK_U4_K8,130,0.043798081732044615,0.9210628312826157 +mamlK_U4_K8,131,0.043559580196936926,0.9359981536865234 +mamlK_U4_K8,132,0.04170446819315354,0.9426365578174591 +mamlK_U4_K8,133,0.04446362294877569,0.9384375298023224 +mamlK_U4_K8,134,0.0418021728284657,0.9175786828994751 +mamlK_U4_K8,135,0.043493542969226834,0.9279124981164932 +mamlK_U4_K8,136,0.042993830156823,0.9264187860488892 +mamlK_U4_K8,137,0.044605811287959415,0.9323660790920257 +mamlK_U4_K8,138,0.044286446180194616,0.9380956745147705 +mamlK_U4_K8,139,0.04319346609835823,0.942953290939331 +mamlK_U4_K8,140,0.04432633345325788,0.929705913066864 +mamlK_U4_K8,141,0.04371677356461684,0.9349844694137573 +mamlK_U4_K8,142,0.04353654883181055,0.9383136737346649 +mamlK_U4_K8,143,0.04367546576385697,0.9354643368721008 +mamlK_U4_K8,144,0.041613030085961025,0.9381922364234925 +mamlK_U4_K8,145,0.04262268448248505,0.9285154962539672 +mamlK_U4_K8,146,0.04042875016729037,0.9156563115119934 +mamlK_U4_K8,147,0.046729983209321896,0.9331570887565612 +mamlK_U4_K8,148,0.04209206994002064,0.9224640035629272 +mamlK_U4_K8,149,0.043427394926548006,0.9270243394374847 +mamlK_U4_K8,150,0.04198032721877098,0.9402234518527984 +mamlK_U4_K8,151,0.04226738051821788,0.9176333004236221 +mamlK_U4_K8,152,0.04550106109430393,0.9295529711246491 +mamlK_U4_K8,153,0.04412522895882527,0.9327342891693116 +mamlK_U4_K8,154,0.04346378943572442,0.9387084555625915 +mamlK_U4_K8,155,0.040683036719759307,0.9233161008358002 +mamlK_U4_K8,156,0.042999583793183166,0.9294557863473892 +mamlK_U4_K8,157,0.04285053016617894,0.9395448267459869 +mamlK_U4_K8,158,0.042279991923520964,0.9420728731155396 +mamlK_U4_K8,159,0.04184378054613869,0.938912742137909 +mamlK_U4_K8,160,0.040890439618378877,0.9331023383140564 +mamlK_U4_K8,161,0.044424817965676384,0.9469376182556153 +mamlK_U4_K8,162,0.04358690325791637,0.9232855385541916 +mamlK_U4_K8,163,0.04441141473129392,0.9210169994831086 +mamlK_U4_K8,164,0.04287119815746943,0.9287175559997558 +mamlK_U4_K8,165,0.04223649861291051,0.9247390687465668 +mamlK_U4_K8,166,0.04204685707266132,0.9069620609283447 +mamlK_U4_K8,167,0.041341771067430574,0.9463892436027527 +mamlK_U4_K8,168,0.041193387092401584,0.9297560715675354 +mamlK_U4_K8,169,0.0442957843405505,0.9429472196102142 +mamlK_U4_K8,170,0.04473894990359743,0.9180112385749817 +mamlK_U4_K8,171,0.04344633239631852,0.923888647556305 +mamlK_U4_K8,172,0.04251364936431249,0.9378248107433319 +mamlK_U4_K8,173,0.04013625531767805,0.9099926733970642 +mamlK_U4_K8,174,0.04395431150992712,0.922145824432373 +mamlK_U4_K8,175,0.04366889546935757,0.927090163230896 +mamlK_U4_K8,176,0.04034995252887408,0.93624183177948 +mamlK_U4_K8,177,0.044224687373886504,0.933515704870224 +mamlK_U4_K8,178,0.04161312356591225,0.9275222307443619 +mamlK_U4_K8,179,0.04161462208256125,0.9307364004850388 +mamlK_U4_K8,180,0.04066770110279322,0.9321164637804031 +mamlK_U4_K8,181,0.040599294907102984,0.9210462868213654 +mamlK_U4_K8,182,0.04146114056929946,0.9348333179950714 +mamlK_U4_K8,183,0.043211357481777665,0.942536209821701 +mamlK_U4_K8,184,0.039732915591448544,0.9329590368270874 +mamlK_U4_K8,185,0.03888906336079041,0.9380114656686783 +mamlK_U4_K8,186,0.04069843170543512,0.9172812688350678 +mamlK_U4_K8,187,0.041107887911299865,0.9397376418113709 +mamlK_U4_K8,188,0.03884282003467281,0.9309276950359344 +mamlK_U4_K8,189,0.04263716956600547,0.914151092171669 +mamlK_U4_K8,190,0.042940374420334895,0.9162731644511223 +mamlK_U4_K8,191,0.04099056159456571,0.9358823013305664 +mamlK_U4_K8,192,0.04398662489528457,0.9257796490192414 +mamlK_U4_K8,193,0.04205015392974019,0.9392344427108764 +mamlK_U4_K8,194,0.03937658442805211,0.9096033501625062 +mamlK_U4_K8,195,0.04244757450496157,0.9171342733502388 +mamlK_U4_K8,196,0.04186845818534493,0.9388355338573455 +mamlK_U4_K8,197,0.04185678826024135,0.9393337917327881 +mamlK_U4_K8,198,0.04370603165278832,0.9497280025482178 +mamlK_U4_K8,199,0.03947611791392167,0.9407294797897339 +mamlK_U4_K8,200,0.046147463197509446,0.923610799908638 +mamlD_U4_K4,1,0.33226974586645763,0.7072442746162415 +mamlD_U4_K4,2,0.17677475623786448,0.7602711629867553 +mamlD_U4_K4,3,0.1448475058376789,0.783854731619358 +mamlD_U4_K4,4,0.12020382655163606,0.814984410405159 +mamlD_U4_K4,5,0.11537383700410525,0.8354198861122132 +mamlD_U4_K4,6,0.10766624535123508,0.8278951597213745 +mamlD_U4_K4,7,0.10021830345193546,0.8006813091039657 +mamlD_U4_K4,8,0.09247000811000665,0.8177136993408203 +mamlD_U4_K4,9,0.09013969005395969,0.8477715253829956 +mamlD_U4_K4,10,0.0891475497931242,0.8643319392204285 +mamlD_U4_K4,11,0.08907465686400731,0.8655763745307923 +mamlD_U4_K4,12,0.08367027290165424,0.8450695098564028 +mamlD_U4_K4,13,0.08100369604925314,0.8799751842021942 +mamlD_U4_K4,14,0.07926372083524863,0.8626924604177475 +mamlD_U4_K4,15,0.07365076714505751,0.8779079747200013 +mamlD_U4_K4,16,0.0767112746834755,0.8699885833263398 +mamlD_U4_K4,17,0.07051228248824676,0.8677393686771393 +mamlD_U4_K4,18,0.07126029013345639,0.8892756295204163 +mamlD_U4_K4,19,0.07396258503198623,0.8958798789978027 +mamlD_U4_K4,20,0.0701787693053484,0.8781686514616013 +mamlD_U4_K4,21,0.07021890625357628,0.8641251504421235 +mamlD_U4_K4,22,0.07097932344923417,0.8709613773971796 +mamlD_U4_K4,23,0.067776012532413,0.8977204287052154 +mamlD_U4_K4,24,0.06593359860281149,0.8864236354827881 +mamlD_U4_K4,25,0.06577742870897055,0.8942761540412902 +mamlD_U4_K4,26,0.0682281036178271,0.9049929404258727 +mamlD_U4_K4,27,0.0659653755525748,0.8859848852455616 +mamlD_U4_K4,28,0.0599904407809178,0.9027950048446656 +mamlD_U4_K4,29,0.0653015545134743,0.8889790588617325 +mamlD_U4_K4,30,0.062404386351505914,0.8966039460897446 +mamlD_U4_K4,31,0.06378314279019832,0.8865257000923157 +mamlD_U4_K4,32,0.05806770576785008,0.906207126379013 +mamlD_U4_K4,33,0.059646516144275664,0.9038380932807922 +mamlD_U4_K4,34,0.0600526828939716,0.8928085041046142 +mamlD_U4_K4,35,0.06303705995281537,0.8979040801525116 +mamlD_U4_K4,36,0.06020684272671739,0.8944093811511994 +mamlD_U4_K4,37,0.056072589127967754,0.8780849593877792 +mamlD_U4_K4,38,0.0591437874486049,0.8754855984449387 +mamlD_U4_K4,39,0.06000196353842815,0.9038444465398788 +mamlD_U4_K4,40,0.05908978711813688,0.9190565812587738 +mamlD_U4_K4,41,0.0600906153023243,0.8876453137397766 +mamlD_U4_K4,42,0.055646294547865786,0.8961232960224151 +mamlD_U4_K4,43,0.05668414675320188,0.9031804275512695 +mamlD_U4_K4,44,0.06053298554072777,0.9184056341648101 +mamlD_U4_K4,45,0.059651808571070435,0.8761727607250214 +mamlD_U4_K4,46,0.055535307048509515,0.9027179086208343 +mamlD_U4_K4,47,0.05750930075223247,0.9118513488769531 +mamlD_U4_K4,48,0.05781642417733868,0.8970184171199799 +mamlD_U4_K4,49,0.059838524299363295,0.9061286163330078 +mamlD_U4_K4,50,0.05751658910885453,0.9048182320594788 +mamlD_U4_K4,51,0.054772061283389725,0.9153175806999206 +mamlD_U4_K4,52,0.057227188299099604,0.9023577749729157 +mamlD_U4_K4,53,0.06031815850486358,0.8746447360515595 +mamlD_U4_K4,54,0.055270860698074104,0.9127678370475769 +mamlD_U4_K4,55,0.05397566540166736,0.906368271112442 +mamlD_U4_K4,56,0.05474784299110373,0.8978208255767822 +mamlD_U4_K4,57,0.05862275324140986,0.9143995618820191 +mamlD_U4_K4,58,0.05436739023774862,0.9001333135366439 +mamlD_U4_K4,59,0.054555159453302624,0.8980947136878967 +mamlD_U4_K4,60,0.05685729818418622,0.8991078412532807 +mamlD_U4_K4,61,0.058151018271843595,0.8931859922409058 +mamlD_U4_K4,62,0.05398393329853813,0.9139244389533997 +mamlD_U4_K4,63,0.056122340777268014,0.9154566299915313 +mamlD_U4_K4,64,0.05301577487339576,0.9189777481555939 +mamlD_U4_K4,65,0.054918188334753114,0.9212599790096283 +mamlD_U4_K4,66,0.05467476099729538,0.9101110601425171 +mamlD_U4_K4,67,0.05194011902436614,0.8963859722018241 +mamlD_U4_K4,68,0.0549555604532361,0.9001881390810013 +mamlD_U4_K4,69,0.05250753067433834,0.9276944887638092 +mamlD_U4_K4,70,0.05503080276151498,0.9016196215152741 +mamlD_U4_K4,71,0.05488684472317497,0.9066729021072387 +mamlD_U4_K4,72,0.05359344453240434,0.9201527678966522 +mamlD_U4_K4,73,0.05427974117298921,0.8956168949604034 +mamlD_U4_K4,74,0.05475098236153523,0.9159560787677765 +mamlD_U4_K4,75,0.05281189353515704,0.9215204071998596 +mamlD_U4_K4,76,0.05264789244780938,0.9185412907600403 +mamlD_U4_K4,77,0.051409392865995565,0.9221062177419662 +mamlD_U4_K4,78,0.05349850337331494,0.9248423945903778 +mamlD_U4_K4,79,0.05382979394868016,0.9127719509601593 +mamlD_U4_K4,80,0.053457854880640907,0.9004097282886505 +mamlD_U4_K4,81,0.056950522201756636,0.8939985719323158 +mamlD_U4_K4,82,0.05090698417276144,0.914024121761322 +mamlD_U4_K4,83,0.0529921709621946,0.922695838212967 +mamlD_U4_K4,84,0.053284227320303516,0.8929305797815323 +mamlD_U4_K4,85,0.05285409294068813,0.9010648596286773 +mamlD_U4_K4,86,0.05130229050914446,0.8942721292749047 +mamlD_U4_K4,87,0.05001533610746264,0.9206917119026184 +mamlD_U4_K4,88,0.05392462734753887,0.9077650117874145 +mamlD_U4_K4,89,0.05362904659161965,0.9001771813631058 +mamlD_U4_K4,90,0.052035900683452686,0.8782391160726547 +mamlD_U4_K4,91,0.052584297036131225,0.9124891722202301 +mamlD_U4_K4,92,0.05022508302082618,0.9077244758605957 +mamlD_U4_K4,93,0.054565017335116865,0.9335999476909638 +mamlD_U4_K4,94,0.0531883321578304,0.9036381077766419 +mamlD_U4_K4,95,0.05216884396970272,0.9015415945649147 +mamlD_U4_K4,96,0.0530705667535464,0.9171244978904725 +mamlD_U4_K4,97,0.05148339337358872,0.9067597711086273 +mamlD_U4_K4,98,0.05486183729643623,0.931991959810257 +mamlD_U4_K4,99,0.053760130659987526,0.8953824180364609 +mamlD_U4_K4,100,0.05132714407518506,0.9088386845588684 +mamlD_U4_K4,101,0.053888792774329584,0.9230603194236755 +mamlD_U4_K4,102,0.0527850770081083,0.9184340858459472 +mamlD_U4_K4,103,0.05152679332221548,0.9252682280540466 +mamlD_U4_K4,104,0.04825870852296551,0.9282627916336059 +mamlD_U4_K4,105,0.05150640400747458,0.9349008071422577 +mamlD_U4_K4,106,0.051715812385082244,0.9155999025702477 +mamlD_U4_K4,107,0.04935547518233458,0.909106433391571 +mamlD_U4_K4,108,0.052696935342003905,0.9248205316066742 +mamlD_U4_K4,109,0.05243582926069697,0.9151817715167999 +mamlD_U4_K4,110,0.05094705957919359,0.9041129250079394 +mamlD_U4_K4,111,0.05081009749944011,0.8941559112071991 +mamlD_U4_K4,112,0.05004351894681652,0.8896460205316543 +mamlD_U4_K4,113,0.050028850734233854,0.928802660703659 +mamlD_U4_K4,114,0.05225728334859014,0.9190279865264892 +mamlD_U4_K4,115,0.05163899037986994,0.9149557113647461 +mamlD_U4_K4,116,0.05058057485769192,0.9194704449176788 +mamlD_U4_K4,117,0.05200697081784407,0.905641396343708 +mamlD_U4_K4,118,0.048949986242999635,0.9267030274868011 +mamlD_U4_K4,119,0.052872367488841214,0.9211409950256347 +mamlD_U4_K4,120,0.04799026660621166,0.899388080239296 +mamlD_U4_K4,121,0.048778135298440856,0.9122915583848953 +mamlD_U4_K4,122,0.049206985756754876,0.9172151899337768 +mamlD_U4_K4,123,0.04927736043309172,0.9171838593482972 +mamlD_U4_K4,124,0.05120278758307298,0.9308539128303528 +mamlD_U4_K4,125,0.04889334943766395,0.9104605150222779 +mamlD_U4_K4,126,0.052975892921288806,0.9274392080307007 +mamlD_U4_K4,127,0.050311327235152324,0.9167815577983857 +mamlD_U4_K4,128,0.049772387879590194,0.9209587621688843 +mamlD_U4_K4,129,0.04997918299088876,0.9006694430857897 +mamlD_U4_K4,130,0.05016263517240683,0.912883588373661 +mamlD_U4_K4,131,0.05020913464327653,0.9251600801944733 +mamlD_U4_K4,132,0.04885625268643101,0.9323220777511597 +mamlD_U4_K4,133,0.051198460465917986,0.9299926042556763 +mamlD_U4_K4,134,0.04823922702421745,0.9025299048423767 +mamlD_U4_K4,135,0.049459049670646585,0.9139180135726929 +mamlD_U4_K4,136,0.049267774193237225,0.9145679724216461 +mamlD_U4_K4,137,0.05096803734699885,0.9186458110809326 +mamlD_U4_K4,138,0.05099628301337361,0.9309629034996033 +mamlD_U4_K4,139,0.04935644599298636,0.9355896592140198 +mamlD_U4_K4,140,0.05138297356665134,0.9187753987312317 +mamlD_U4_K4,141,0.05071673834696412,0.926981908082962 +mamlD_U4_K4,142,0.05012833488484224,0.9287077867984772 +mamlD_U4_K4,143,0.050881257249663275,0.9253663563728333 +mamlD_U4_K4,144,0.0484694933022062,0.9285207271575928 +mamlD_U4_K4,145,0.0493666319300731,0.9173754668235778 +mamlD_U4_K4,146,0.047217747842272124,0.9045787739753723 +mamlD_U4_K4,147,0.05380128918215633,0.9247326457500458 +mamlD_U4_K4,148,0.04834152360757192,0.9107429003715515 +mamlD_U4_K4,149,0.0503358512185514,0.9167406404018402 +mamlD_U4_K4,150,0.04861355886484186,0.9314720213413239 +mamlD_U4_K4,151,0.049152215557793776,0.9025949084758759 +mamlD_U4_K4,152,0.05237987481678526,0.9191000699996948 +mamlD_U4_K4,153,0.050817638095468284,0.924338185787201 +mamlD_U4_K4,154,0.05072446197271347,0.9293682527542114 +mamlD_U4_K4,155,0.04761107598741849,0.9084386062622071 +mamlD_U4_K4,156,0.04906454727674524,0.9223668110370636 +mamlD_U4_K4,157,0.0496505764623483,0.9320311737060547 +mamlD_U4_K4,158,0.049232835943500204,0.9339154553413391 +mamlD_U4_K4,159,0.04919609226907293,0.9278384900093078 +mamlD_U4_K4,160,0.04731551618004839,0.9251616835594177 +mamlD_U4_K4,161,0.051343967095017436,0.9402533411979676 +mamlD_U4_K4,162,0.050502766985446215,0.9112370407581329 +mamlD_U4_K4,163,0.051261143249770005,0.9096662175655365 +mamlD_U4_K4,164,0.04977377268796166,0.9198521399497985 +mamlD_U4_K4,165,0.048813525419682265,0.9133789455890655 +mamlD_U4_K4,166,0.04894803042834004,0.8936040103435516 +mamlD_U4_K4,167,0.04804897318904599,0.9391674268245697 +mamlD_U4_K4,168,0.047860090658068656,0.9183463680744172 +mamlD_U4_K4,169,0.05172237353399396,0.9353018832206726 +mamlD_U4_K4,170,0.0518186297826469,0.907518447637558 +mamlD_U4_K4,171,0.050250552849223216,0.9118054795265198 +mamlD_U4_K4,172,0.04976588887472948,0.9315401470661163 +mamlD_U4_K4,173,0.04685487166047096,0.9027909225225449 +mamlD_U4_K4,174,0.05097919645408789,0.9141061782836915 +mamlD_U4_K4,175,0.05025861306115985,0.9179960542917251 +mamlD_U4_K4,176,0.04739398056020339,0.9242080414295196 +mamlD_U4_K4,177,0.05126929888501763,0.9251568830013275 +mamlD_U4_K4,178,0.04801142251739899,0.9206536984443665 +mamlD_U4_K4,179,0.048808847920348244,0.9248807525634766 +mamlD_U4_K4,180,0.04759013945857684,0.9204864507913589 +mamlD_U4_K4,181,0.047790721617639066,0.9091754364967346 +mamlD_U4_K4,182,0.04788981263215343,0.9251405346393585 +mamlD_U4_K4,183,0.05014867844680945,0.9331622576713562 +mamlD_U4_K4,184,0.04662734099353353,0.9213172328472138 +mamlD_U4_K4,185,0.04500006351619959,0.933356506228447 +mamlD_U4_K4,186,0.047374907185633974,0.9065024596452713 +mamlD_U4_K4,187,0.04821119980265697,0.9290335690975189 +mamlD_U4_K4,188,0.04545490994428595,0.9162960052490234 +mamlD_U4_K4,189,0.0501812063343823,0.9009342265129089 +mamlD_U4_K4,190,0.04982624230906367,0.9044142286479473 +mamlD_U4_K4,191,0.048000499351571004,0.9249812185764312 +mamlD_U4_K4,192,0.05098871215557059,0.9133920872211456 +mamlD_U4_K4,193,0.04835366445283095,0.931778039932251 +mamlD_U4_K4,194,0.04584052532290419,0.8967518651485443 +mamlD_U4_K4,195,0.04918509343639016,0.901038418263197 +mamlD_U4_K4,196,0.04879093502337734,0.927699345946312 +mamlD_U4_K4,197,0.04918769733980298,0.9293132257461548 +mamlD_U4_K4,198,0.050241120532155036,0.9447884798049927 +mamlD_U4_K4,199,0.04578717742115259,0.930838119983673 +mamlD_U4_K4,200,0.05384820915137728,0.911318576335907 diff --git a/fig_cl/cl_fig_agg.pdf b/fig_cl/cl_fig_agg.pdf new file mode 100755 index 0000000000000000000000000000000000000000..7bce7b6b4a0ac874a2ccf910324ad1d8a8c6ef91 GIT binary patch literal 35458 zcmeGEbyQVP_Xmzkcb5prrIfyOcT0D7BPoq^gEZ19C7^V7mxLf9A>Arc0s>Osb5Y-K zpGQ8A{_|VEwZ7}S^m6B%Gk0e1J+t?`_RQXgN>NOLftisFnW|(C^s)(=8N>v#H-3oB z#|HwddN`PYz@kRZMmF{qAh4p5g_#qG1*o755)eQ(vonQM%>e4YlMhxlbFz1FGy(X5 z(60;v%bA&48Hw1t13fYU|Jd1>K&;%{j2s|6WUwf}7Vujq5cl`G!ghA{z!fv3;;*8B zJpL&=Su;BeXG;+CkNzaAYyfUSUfCXvi-dZ{?iTACV#m*?=0k-Ea0*Xb)%PwhZi_e=PjCL73Q#0XG!!iq>5z&|G^#{u8RJ``k8ZFEKO?_Qw^9 zv9q(<$a!i)F)VV#qp>fSE~nNW8g^NaNO2L1)eaRuajj=Tf>$#AZENNFV!hDt} zA&W(kxHCl*Ei|>${6*@*bP}A;tQAFDT=GbTygcdQy}>exb#ILeqmPc1{Bk|;rk05a zv-!de@lkc9nkI@G_8EKcy@J4lT_6YhogwVUyh<+(saM!E8;mLO<`fyQ4QB24WUAt* zgqXE!-brvkVb_hl>w}`OHyjCc6i46YJQ1InMpX=Wq*)w*))HT@X-mvx4lVp5alEhg z0=}J+s2A~}OF`#bsZvl>Y)CDSp)R4~+lrp4uSDnZHmayg>U0>^YFf7lQzbdujRRoS zt+(2|E!#V@&GQ7_NK||&1`T{EZ=vS&{WjYlQ@+?vS5G=PLR#$A;LRzQkNBd9Cq>d+ zNKFah0KNoE^QHPh1W{VdUb@v|AEZ8ZgpyKq!gEwCcbP(#lTG&pv$NPJcF0ep7%3JNx_g|M$qrqt zgdZ9e5YpS>>KVQre8UK~j+Z>zunLGni#*zrtOTD4(RyZT%*-=)J;BsbL)n}m3Y@-c ztwYR#8F+-K_azmd-W$^0l_=Wq66~w( z$%-C?NE$zDoQIyFt@iDmi@Gh#ogJShLc|$MMVtq)RCOMQT=ZGtGQ9${^F)EoMtn z*T(`%r)(EIN}XTe@M+5oRr!0~=q&rus^ih=GW6e^Dt*ib{}@U^L0fM5qi6zL(q_m z?ncE^jAMnL&H_hotvZgkitv$=Y{|J_+i3<~_3P5J181Mv#_?$x{fki~w`NK&ypxm| zidjJeg;h^?KTT}7j}mJdi9J@l>DH7)J}VH|vbyJk(AMDTXN{g!OE#0YNsw7tc<)O`MeyRMpj!O0BmZ(}K_BTT54+lyjw2I;RlfgLJ zIrn2lOeB*^Y|gkvQNl$j$ddTfc)C%1CG_uDn31rn>%WKQ4^HNAHqA_y6WnwU=OcUG zG5Enbgy7Vxr2^XljX>Ld8SgPPn9tSp)lgkFYfHuLlspMhHty~S9|?W!K6nl7R{HWW z6?ZF9$w`lyL#OCu#n{OK8pYR*x@TT3VX$mv(_YKs>Xygu`lg=;;t6IB56+GB#b8tT zW$DJb+jS)MeKM<(!Bv9Gy@9M@o29|*6k%Cp#4Fz0`-)0hCSjDKPvKA9wH0B{U zRUY=AO+5AoG}O^4zrtuV zyMjMBTm4epLfbHPvp;%yiPHc=NkE&s9%GhXX2V>=saqu!k9 zL|hBaH5C4G<|kW!NidsJrJEATl96`zS+@P(h+FH6n8eSGCh>i!va}i0A7w!B4#Iy- zPJv;WL+v3a>(SOlc3a5QNNxBq68|eA!$}K1(R~-U&((GIl8G-z*6S}SkvKsZ&QvwF zanOCkWQmvGn%3|#Ihr?0ltIsivwX@F2XeR^&QHp{GPa;qB+B?exs9(K=)WB^Y9Axe z5^iEOY{#&$eDLw_;OF{k>FGY*M%y1qeDuv{!Q<`FJQ z@S+)+xs^x$xgGt`9A5-C?lu@v^m93a!s}RzFQ#~^R7};K8TXGWuts#A@Lx!C@+{HA zx+J-P+?4NB`tc0S%cBf_NZoL3f64QVAOrp8_Ig9m#ZV% zBbEcb8Wh1(|MqU4+W!0#2Ka9*9UVP1PwNk6mPYJ#KhhOyeEZt?ZOoX*w{#Rw8$Byo z29{`@&3tUmxEZFeC{=KHx@{YN)&ObIhTL*mBvJ|4mgAgB{^$s_*Fy@(t#C^OuScig z#m=}O);&vNU6OYj1zC(Q*hSHM)ypoKeI<6x*{R)|BsaRlO|}de7^0+o8du$N6f)Bc zqFWZ7cY|}fyp>&_X3MuRQQ;FBie(kN=e=C=>}fv7dCF3=d{Md+#C+-ZCB?KcJB0l zJacBr;q0H!C<}ON*T!GBG!y>#KKWJRg3IUpj1ONvQK#2DrT*6KT07G?gucF3C2C-^ zr55_JQiEjB@!fJo(hEO{!~x?Kqmj~SyUq+h^pq`{uN&c86+8V*vq={w=ASD@^V&u| z8yAsz*pnD5XFjPp*p=>fnp~~Cys%RsN&RB8ytgvjeXlNub?TfH`yiq*e#x)|jkWBq z_OOmFl)m;-~DOf+mcOgNQ5s&l4YR6s({Y~aytvK!~2 z?nJ16JtmL+F0p#QB>id1i8Cb`+GpIgkdJhCR18NxDzug#HTzsbA@EAY-5@-ONA%N; z`0j#T`&D2OBPX*TB{4a1F?l*Mvxi3NE-FTLP7DghHdc>Z05?a%%F)SL)Y8Zi#Kn#b zmNok40(bTC(La_x8`gH`R- z?5wUGEavaN=fA${HOs$?_7|aCQ~qZO*ce#=-XOv{JUa79{j6Z5V8K`Rt?1b-P8R=8W8dPeEw7USegH7n9QB%tm zyC5AV+{Kj~-y%mEcwp1f;A(pFPU5Lva=Ajzy;$c$5<%##QVo z8!U+o=*qW*x)o*`rL!JVk#ye7v&s&WYZP0aOQc-E1#4*Nqm0ofJ-7VY%|f}yU_)QB z9LH&?G%ZJ}3Ng`i=2+;qqJDHq!Ez6bc~6$8ShuQ{D%ii7g!x)7dneAuxgo#P_^zeM zBnnwj(1PbKm8j#@S6=pS^9wH6+Gn4FKk%IDr7qg`Zk5K^xQ-AO*M!#au|EKLozwTK z7HbPmBs=E*u9z$kh50XeasQ32imXI~VMc}Vl<&kceFYvogB3=;xU}7qpNmBxcF=k% z@g_x@HnQA5+!T^ks#D=l>t@Vvt>Q={pWhp+7)hC z+j9l2NUUt@`|u2l_kuG==EhcI^6ci=X)O-Kwzib#j%*?xDD4}Qq^jZ-!9LY-W0hk= zKlUvwrbJ-PMJ0L8%Hb2Qu!`k1@n{}nm*rGmCy>FCnjfm^jeGp8^^y)HwtYc*QKkC$ zrc#Lhc%<&B4}74T$J+54uGs@kMP7Zv!ifiXU)JbYNu8&5j}9;h%~W%45ZJF;@^jaQ z<1dDlKb99Ah748AGut@YFwi%{B99u*^NQn+`h)fRrWT7(Qref7R2Je-ZC&6 zl2p&@>tayZ9>YI=M9ru4LW)R=bMOTg|7)k)qo)%fG!2LDmRNJkrY;y0|5Rii&F%A7 zmyKGh7jW*4T)Q{$dV|Ju0fyyItF7FyFmeYIqS%|(!W0V2Jf&R~X@ZT**>Se9l8w#| zPEID44kjdblME5UJqqT5p2CMOtR>^t7;OW{quPqCN{$Kg7Cxtyd%Qim#e#GD@&>wY zfB_tUf&3F){DYNf0A05_vuJ!^ZBU@jG}Vy-5HJ(2e1T`bK}|?)PC`0p6Yqb#mXze9 zD#=VeGmBC1^?aQltc5YKgV}QfB{%HhasP$(@V{uqFxJOhkrdXIZk}*KI?hr0Z{LUqs@V4IK z=A?(4Fiw-L>1708z$ELx)5r>0O8?6a0juv{h%06YO@tX0cDLAAW>4?|KL#0k&J~@u z;8IN7Hb~@?&0!^mrDYZm zBGcfU$63266jzdme1R@>ynoD8-rh@CUP03re z=#!Nqs)b{wifAO-yC)zZzTQb!#4>mB=}dFfWkasO$dOuOL6S2sV3K39yl&9y%JIwe0jpMe49iCD6X2&VBEo2=&F2J|k%U5iO?be6*L| zwX@G3S`0RArUoMum`mzWvr{#V9hSc~E@dUi#U2t3GV$gxc{0+eu=1(lzFocBCjSNB zy^um(9(zf4q?xAvu=xP;9k=+lWp>t#oUdsJF5ebM>)`MuLYKe3+ZE$vkv_vzuL1X= zziZZUvgAK+_uV}>J3S&m@$gZ;VN4*~+W$2LIRQxaCxw+8;sp!|D$Lk?;TRn1We<9z z0u9OBS$QyQy!>M+YBe&$P*817^OCZ$WW9f~xdjY+B7@QzmLSp-ddE%eX^hFMoHH0j zTili#NcxF_AmH)m!p99@u0PSlA17l60~ohsfnHq@HmcwmU)c-#@iTimskiU=2(A6d z-hre#MPY==mG=vV<~oqi>61|7pv{FbIx*)8K0YI4gH5>oF0zcxg$j*r zDl!c_$j6)rVPas9`$S2ciCSgc(28+_2K@{~3xJ+>38Ma(Xf7`NSh?m@lL zqYD(6D`)r{WPSr8;`|E$$y&#z$fQ`oq&CLR#-Yqq#iq{0$*L&DyjH~oQ|;JjXv}Sx zlu8w5W@#7FGtSN$Fi2i0)VJ;@D_jA3Zt73~b&C`lKlKK3ZoodAe__0Tki(|&og5A( zwIAfLa433aV*otxmx+(6F_ z(1Ha(=zpA&>@m%@@DT4-t`iQuq9kx6y*W>m&w}>!07HvElEbY4oCM%GnTCGVvk3jglmB(&J}&_uk6pL(nG?_~??L zhgdS!N*gT1;eNe+(kCSgUzLfM510^E$t4LCV=CgKVX>;iyRaq0ZmT>BCs+uKIS+g6 zvbxz+`K)-Xud!7OW1<69l-7oNJj~_d#&34|0VU7kPoinsi-Y(2h zSk~5DnIg$)X-Pyo%&j&uY8AxS6UVq&M;8d0!n%kz2~>=T z2R|yMq>C)H06NAidzkHecnGod(N=2>7P*8Xe=k(@_YVa>q!-**Ql|#4@AiWD$K+{;lfy7*7w6WrV~0W3=*6 zzNYZ-%wdQQc z(ide%@VY;RdjLfz=Aj*1>W;7WLgV{4q%oyQ_I(b7M0HEW-%C z43y+3-BH9y*czq~7>Y)9YR6mH+(w$s!zRmX^&BBObtCAir^ z6VDih9yd?!Bi3kW^$B}B}DU{E89agx(-XhepH2$XPE$T1x>lwKX(k5ouW zUYZtbs?|5Wu9EOd*JzEqa(cOyzXhelM~L@3O~85hZ!11CE8Cw{Q*M+Oy;}$ob}UO} z80&<-!t<_VT*S!5EMiHIUCRBa*bd#!u{%jmQ2S&Cl+&`+W&7`CUOv^4k;80!#)5^# zB{hR(7h8+j#N*A4{xGWN9?|L8fO2hpL;P;bom!$P9~X=x+k)FrN}}{34Ir~gxTkRx z&putGzy82?xoF4p@d9qFl}+*nc5VQbe`RUplp1Zt0YzblBRKIZo;~0~RBrja2>(UF zPnDALQ|>r6ikdq!W}8yop78R+1Us*Y-GZu*8ux$A-Hb)Rs zbRjWG{GbB5ya%gkRXkQK8it;jaE;%FssZ0J*p7*a-=v|RqKL*(v>HA-0=TKeZx>+{}@CF3P{TFjoE~*)=1K4KpRCq*j5@<(_8wJ6l^!pc>^qDW&I1NDz5w>dX5RTWee{J3Tj2ZwO^PiH0#PBFqdec zmp;{$q3SI(0@n0n#x9b$0KqCg;`a#cfx|F6(9KW;q3KInlW?N}z5Z?;(X!r2A!y3s zsj)k|(Q8BG3*Cd#nHFgAx9(G#xQc;iC>_u!OEn6pMYOV-rwdBmG9(@_VOcH_0TwX= zsd}H+&>A#Rk@^Bp=iKYKo=E|3w;)HuV2@tzw5=KniC=E&e?%u_djsZ5b{Xp#xzN|*7kuLv?RYNlk`=z54g?tU z;HtwAK6z`(6LR0Kl6*TEx495JUEbHGWS2{P_t0mlZtd}{d!qP*H&Ao~GG+e@V9Lr; z4*~9MN=%AOHUGfmDmEwpwWBhCN{E?I!~zooXu{m#HSXMM%tE8Sq3@eO9{b;DWE?L9 zEemmjAfz`3uS%jaIt-?b>V#*%Y3o=B3ZH0?_0@gEv9^b1DK(8Z{#(XHH z6hv2+XcvZQ%0UiS!1K8D@x9WJXU{$&a;Gx}SiB{|C3VS`vqxNb`BifM(`fCpI=?2R z0+5GeSH~RnDwFx<2cy|zG2&qn)qt!9^*u_2E|@IWm!GTmQ%t|)3BayuZv=}9m4 zVfZJ@W;F}IPBOoi*S|N6de~9xj6fY!hu--Clh`f(xE)sEGS!#(?VkQU_#Hp3l^U~0 zc02^yI9Tvg&2TY~AMbnfHpx3hN(}E-9cc?25qtrhoavgrg*Dkg7h^{uR!I}MhMt?fA3)SsOa)VRGb_1AU=J*Rp zDjq9?E+UKwdz_IQ(^0tG>Ctza;PF*yD)XlRRXA*ro-nmUjud(oD(BNutS3{$$9L0F$?R$LH=g8Ol zQ_l&$d_HD0<>|uHdNLrOD^hP#BB31DG*m%J@p>V%^Kv_VFg|o{k?J`w^zQ@0egi~e z1io5{vE4uthoNwtWZ`u9`~K_+z&OTPX{Ff2J+`lsANnj zI!9$(_uRtaY^Cg?Def0_SF3Uq6v53{?)Y1zF4)r*!YxLn9MHRoep<3BLdZfmyR@>o zU*@0H!Sm*QUShC>A$}1--Epr)@uZof24`+~_w5&@vgDIMu>;OwH^md4%PA%bRZ;anP>1s+OPa z@;lA$`YHu`3f?dXHvv1~Jo=A=z^~A3D+T~NemDZIj)~E)d|<@!xl3Ci?qq4)p6n+f z;j%3$19Jo9ZCqaX#s~}Dj+`v%VbXiIyYRC*kxx<$U0Tm8p+_RJ49oNMw#x~ zbUEgrO4D?+^5q?yG=<2;B8-N`+L8^vudt9rq)|m(EM%`wl2ujBqP_H3CltI;pX~8G ziI%_$KNQP2?f*1Fl8U15wjfI;y@@og^Y+M0L?jEmAU0x=QYuk`?QgD8p-yC~-+qqq zp{KUVZ@NBy4LLDW+IL}0X0d&1LFERM0hsvTKs?u9EJSj{|8Co1oky(B6(*p+x|muK z5`20Wk%qnl^R6MAn==5~a--Sk$8CZeu{f9>1Yv!Sk$CX-O|7=fnU%uUG2E1V`&_U1 zCK`179rGIo?gpU7!uA*EFmf?64`GD??QucYdzN$VmRZ;x+dF(wFT5jERn<`iY?e%O z5hd>gS_-s$tqyrON{%i7NV;@pzFgC+>4CR!vUij~xmJWhiARBSDz zmvwjja3e&6Y#3{N4}XqsrK1*0PLPnZCNg~?mT`=1-05j&1#MVBYVwKKatpzg{tBo+ z5ymyF03MBR?!?xoe0N>%V2gF|bH|XO?HM3e~$FMg@Nz~ z%XH5j1u`YJp-HfrImvt31PzZEDa$if^}W)el@ITh^vf&4%LdEE79v}>`rHy4*E_mF zb~k}3!0`Tg(#Hrtgo9Wf?%w7OAyeLHr!1O+h{ZGe2#aTQNR%>3*{|~Pljj`5ThR^f zl%0+(8a2K`9uA!7S)*T^6YUQ}RqfhpDY7gGI?W*&bhmrGc9$eq&O+b%ErWs+-PiF^ zMeZqWY7UM#!a@~=9D3SH#crL+e2&5}ulb?Y>@dpB=c`qbb{`%bUp0)L5H9)}nKRw6 zsR3Yv-)1fI-*872Qy(QNj4I}&&Wz^ew=hv1;NV|&rMg7B0>c$jW5krUA4U@igBO^r zcu?RQ|3QXSnbDMP0__#th(yYAY;@OCqt6v(i@5zcR4$#glxL6435aqdN4&@@7>F4=6xZ(7`vOG*k24CD@P3g#hBQbRDi!MzuE@*?O@Y_9X+kWLD~Z{o7- z-+2+9EjrwDOu6P>mo&MP*5mkjg6QqH=P$X#ogZRPs=wDb7{DjRcc19BI6N=2;WW`i zn5G!+H6@j|c${cvs4=ad(dAVYTu^<43@C~cbVcn z(hir}ipJk=-m$khF7e(c{ANNKH(!`BZ2j>zVfsQ@i~Rs zo-)^t_94_Du8t}#VGt!i+slfacWn7&a+MJg>HKbb)3EY#HIs}xdRAVu1JMUun{VP6 zZL-3Woycg7{In69iUkC?rMG-(INT8)418ffSGilD0pckG?O&`^Sycqwn?87-ix{Q+ zv`tHt@Pn)DYIg$G^8&}+eJS_`4?um2`wsrizhp2eg$DyOvN@M%(lDI85>X69b zI*Ps=_C4>=aYUyST5{+zFeju!2jgVyapwRHz!)y)pPbq6!ZY0@_i^gB1u zaRXQaVyON&5v~ohUpKC38QU$A4VW8FPl0WY-{u(e-<%5pPzPC*3=oLYvrm3xqS9*M0S1O+vf zdoeGKL}d4OFNC4BNjbpTLQx1gh-wtCrJ5u}hq6M(#T9go*2H?@FO8DohRUlVnf8+5UO6Dwcuh(geBL zM!e_C$g5Hm!7za^(D#oOA5xbp3UK1vrg=L-V5uKMZ5cI`)ElQp6#g zXb)9AXZq;JL;D30qhWK&ukLUAM^~%yQP?VLn{qXt^>U$r)5%*E39Q1M=N8X*EW@Wm zl*O_L=ck67@0Wx#wv-1V&Jo#nOP~9$vikHLlj>*c1l};GZ@^^Ce{--c7c27w2=#+I z77*8a)~O)aJo;92AlK>2w&Foo$qPzEnt4iT!hV}`=ntIG7>$+pUYkV_T@sc|jDJ|G1HxP6KR{NV!EcU2Q2snVb$`YaI z2`6qoOBfGrzN)9}1S833h`^w!vNb5&CaFh0v&;U##Zd5cY$2BA^JitQh%|ysr5Z09 zCsca#dABM(kcn3LQAVy&Xu@9NCc-U5lFv8Lcmsf8{u`&2J?2MDC~(3Lo04EQb3lox z%ym}pFPOapLPlUo9(x9-p)-Irpzl5|5^#T?xisJ@3~gsB&L^DLY3?bw4rNG;cl%)v zLPFmaWKI(>L(krp{L;<0f>;5cLFMB+iudwYwTgRwnZKkLAbOb(o#;=uf)V>50I=z?6Yf4 zmU+)JBszm_akz0Jdpu2XtIV$?CU!hngVk^MFjbo8>c;6-1n?QS;;=88a1+hAVhwNN zP1wOyT?|~^s=~q3uATw*P-tm*6MbHfJ;)X;0IMecE*h3!;mOV6`Lg0Ns^Y(f=R@T7 zGb|sn&i@mZ&%z7@>Hk+;J_|(l%0Srnf5hd3e#GVf*7kqLpab+VumK2znUk9hNIzy} z1)}8tA|4;ea{ebCp9O+^fSl}qg71Hi$4CCJczg&~P7X#UKzcVYOB^7%);4D5&OeHd z*Fo-VfS=`H=4fSa3e>eRa{kv+0xMrD4PSh*}z{bSD@?! zmjy!R zL6G=XMGzNY$y9(eau7H0Gh;_16KgZ)YXTtw+&`|rQ^^gqV+15J06zohgb;%a29neRIUr>qu7ZX0n%--=AZ3U!A@@0ez3l5c0KIHLzwE$FV+EE) z$TN1}o9l;cA?1JC|1O8?w*Kqhf7kij>;JEkN`R_ z3Sxl(bf6>#0ydwnOA^3{e=o^`SRlv;cq#`1a)z!;ilFPDZ^(Nx0PXpHPZb0h-Rq}D zfL44j{c72O332`OKdc)tyMUX>fN2AC==!l42+*kSrE4n<(Et7F+P1R(Aix}A*RSti zTV=Lu8j!ymYPKI_SbzZJb6v+0#P*|eD-hccR&79l{l9){3j$mbpoILdX#`^Yt{>Tf zu8#`=-mh)^^@$pAVGjZl%&sdymWu0B4B)NUzc1VE7f($4Fn|1U6(vS9M^p!e_s%<(bs>h1d#TB&Z8f( z&1}Fx{Sl7osmR%92%)wf&~2pLB_E!WRTq)MYjm(A3f@pXx)rHK=7P{u6?$>}uKIp> z0!-bxjbMAF?0eTyJx%ndZJ)O$4vaRaPBP24Y_q2$z4S%m*ZaV4u_!9v0)Y=T+gWF4 zM@upU8|=l_PusqDG~PX%=kq$=8d$_Ok^N?U+yY*|!yF`J-kR(B=waesZ?Rmq9>;`AD}1+A4fzd^mxiZ`N#{6q5GzKH|AQMs;8 z-&Yn2?>Syq3P`dKXQxpYZrCetD)`A`i3lZRQ+7ucM;xO<=X&95_=Oe?Oss!Gb}49* z&Q#l+pz$R;4@PL$xa@+V6-I<98is|o){>BtOeioFLZcw08-t}*mKIV)c7p3=8c_Z6 z1=&>1G|8_Bd*h*)d1R^*C@dIDikhLP>sA%{Kv=Pz3~QKn@9* z*{=7*Acq9Z72o&7G--iT0+1QEp%yF(d3t9e{4M@`^ursd_;nKg3rB!d(SPz%#TA4# zL?nL6ONG$*6Zisv>L1(-ILGouT|k@)cae*e}!rOoQ3);>ID{9fP(*tdI5v| zA6cjnjA-v{YXrRL2l5W0e^OC_t%B>O{sngcvVgGnZ}R0ezdu#_UuoV9?tWwc|Nr0) zg2jH}2Es6eoA2Q6p9Sz*ra!s-DXQz~{2#J_2t{2M;Nkk2HyF!j~ z>oziYmd=d37@xEK=J5G=XXUz~B_t8`(z|ju?K%-vz#V()qM%UG&%mh$27k|Aw~wl9 zhCGrB&Uh1Dw_-gSjFGOvh;v-F7f2mVP!O~1R7XC(KL z$RZy)fCdhofAw2$z6LAB9(?xWP*sr`c~1UwZh^X>F?R1Z$*MQY@sYhYmLm6pF-80j z7d(4o=h`mfY)yYCe?_C+#UUr1BKD>%xNOx%9hlP;;}6 z9ltB$uX-rK0s?%DYt4~h2K?7B`wn1X_Ww~8a#VC( z7bskl!0~@p2HY{A<`1?w|IcbnjDS1%Z$+;EQ4v^uult6m0i^dIZ#3Y9Ebc$${9Uhq zzUd5j1=;m0&#vzR1SuL>**X8bP_?oFGT*;nA%lOUltUmFU?_n9fDf+;h?Z=K71BW0x3SJ7DKi z%rncFu>#&Vw}?aT+Z@@W>W6jvM^TUbKv8h)2Z;P=NBF)7-#EOypDges%@#4D+nz{Q zYpvqF7_va`b_o?>&OH9s7t>Pz>B?cgcMp?07c-baiODv@F^C*jXWZx$W!4_0RS9`T z2zy;*&p3fYiir#j4-#^My3zQnXdNG&EM+dPjHuiZVz2fB9PxDalkTK~+ch2mBy}Ys z;{?c)b6o)sEN~l;A2{Wxtchm18cG!Yu3vz+_5ZpdWZ{PFlKd$ZF3P((o}M>8Pv78? z&$DPX0rF~P60^h8VC&{;X}Z$SyD@J_Z)H4VGPm^(h!f^PY)^~^#bF8h+8@szee<4Q zoXXB_k2$`0?BipX4Jl6@d^W z?R#~coh>NnyKsEe?t7Ijcy+wB=}WM@cy-}&c5v0+=5y(Fb?$v}I`zrT+wR!2&i7Kl zuKxJIt+uRxtCfjwcl2zl@%6+TL4%8B&N73{c4l={ys1*MM^%zy*>@ZwBQefCF>idk z@@+Gx6o=9ksF4kSit9Bqh~mQXp`U9}QoV2U1B+yg@8#(?UxRY_4r|^0Dl+{-MR4HZ zofHH1#FOOv^`|Bun7{NhEq{xPNSzTHM^i z%9}WuTEwgGip<6bU7=AXR_vP>C@%8z3g%J!2>czw zccE%hlAI?ReZA*>EO>nQN!t6J&mZ#uWp&o)xCoAq6%e3@_m7=#SwU|*w@C6VBt;+7 zkl4%gd*)MUyX3qsK6_QdeEAH4Ykc6NgG`W#7bDq1@<1tzicl9mr_CGn?8$U|vWk|D@ z_5c;uJ2Q0<`^q51-5Zndx5!^L`FN5szF+C=CBc)cM(~hFAS-&5nS@jU0U#?LJ>heI z$qWYgeT>OFANLub;UT zg2C%kl?ev=ka8a33-1I+=Lw%IbZ9K%_~@51r|i0pCS~WV;-EowLVHU> zdvwA1dcirnj0fB5bNlONLeB)~*2U6ug?1fG zw+@l6^0jo=A<`}QF5M{Q%dCR)?SgY}`gMEo`tFU=Z2_dKL*tt*eL8zHOF?$@{pVX- zIWJi;wCclCV(#9(f;vAq>i8xT?Ah~05l%a*241*ri*1Tv-Q@6XRb7hfSv|Fa_%nSZgLRC z903V42H0!7@$sbHt>2VC-}W%P{5n@`U;%4d^GPIC*=;p}xrqe^6NCwRYM8&|^AdN? zJ}uzPR-yC4RjTu%u5iicEw0#0#su7FL{~k`O+Hw+VA~jPv9!tAU635Gwwd~T*4fxR zWIr%jWEEVExCf}VY;p6W!P|PNP>7g_u@9J3_I7YvB#{@A0*-0m>}5JV^9^f1iO31N zt$t>1iigEq!UhFyxfL$4EALg|w#d`CYa#1XzyVB{NzX^A^nDma74j4ElMRRqKzOl5 zU#@Qu12;+cnZB~9vU=cgB7c%rd3E)eYk_y9@>zxU85iDcsM@THgpg}%6pZ{UT1H6? z^O6m0Q|w_}=Na$Frn8E!GcL7-(8PuQqE?_2b~tq(?xuKCxD+EF~^yg{~TUMC>4~9?jjvVzQocE$dH?UQv!-THI~& z>nBx^@(m5WTR*vT{WNoM-)!9-uyuOTt9~j~j>B&f3F-P_Q(;-*^rFj^qQP|iQ^mvv z>X33CV8)P3h@G6NUJWt}!%zKZg(*U)nRPC7E-JcyV!hN#M_FKul=nV4o&z13t)IBi z_5*EwZ$%n;46SZUa?a397Ww-2qo8nqa~|6jQug3lGK<|4Z`5ZYr0gN7qD7@f z-D6b>7iUs$Dn<-P?9%L3vTH)rINW2}-h+u&T#%1gq{{tI-#NVsoF|sR*1un+FY(E` z;;txqsAf%L*x39Y>5J%Sc38hK;4`d#+QUWV+?~MP#3YI-2NH(wlQKu5_;Y5Ypfc3H z+k=Td(Tr(nuO(CacsQrqMW>dyGZx0f6`Wbdb z;i}S3@FtNO7AEUeQt=rdE>!wyH4i~^rf-9uBIVN27^1E}F%+U*zPCL*!f)JzjKkry z3LB+!I|Lpag+OuJKUgJlth#YSRdR!jf&^RC9fwJ-qC<~H^I%|ZEIX0Za29A+5NKDT z%1=vY1Zdax{%`HVsAb(N7d+xd1DRL+_x0 zJjqAPnVp&*v$^3kJksxUklOgl+;fPMlXP@sGX=OE;_%e<71~1q5*?2?4R7ss3A>h^ z&`?>&z(E7a4aTQ)#1ZX&!gl7T3b}>7^nwm>LO9c5%XdKMrqBempcpRUDJX2wMn@_T z(9FgL5`)m0dd9PMlzE=o|d>@!i6 ziMZ3(LD6~mm`ot|hyIs%{%NCMV5XpJLZfb%!F5^PbI5`F5{Bc<0Afy{n}UYsw6d^c zw1m3TyaJnPfV(2eaO-|5;#o0V6`>of3Q7f?Jyo=}P{-1w=|g|^n5M#1Z9jY_SN?}k zDTA=X6VUH$1k+^4YW;c?%XCo?=koRJm~-Ghd>Qlv0X;@U&B{(eFY`VnlC$*ZVUbLm zv%XvF=hr#EF#&CTH!-~!?gN5}U9|Qsbk$T&rJWWQWdXl?T9s!y%Utv>A9jhKme+Z#*ayAM9r3nR~1{`D`R;wXbNZqxi&ozN9 zskMHlAAdiq)>NV8jrQAt!1<}Z87F75a8Q~|fUd4D51b}t3_!&jH0y1i$KY2uJ=#_G z2W%31qf|sVWmEG|SYhA5Vw++PoTZRx?J!$*iW15p&N)(|`}s$hSos z$#2I>H$32Va%y+6`@k51Q}1F1W^wmmVjqLg0K9{C==&H(YcH1bDo@4 z&2uMbnFTw(xw%rM%#&8fdN)cX|)R6w7~ zaT>;;J$jIu@M8hvYz^fP;ftW=R;lfyfCWxe(U^?Bz~tzTE*r`3le~KQ$0Wa}xm1Q* z;$doM=`@6)i!ui0G;Y90T+QqV#vh=N|5b|}VHku)b@bP?{Wco0Mr(x{_F#Exgh>9M z?!G)6%I^Q43E9#~2WREUX9`IA;T&Bh5&Tpp~+AT1@AuL3H_L!9)FYFx3obFv=E0f!) zF3<84!uRPet8R-jlZ)IF?!8*Fd3}+3G0yL@O_h?@a(hcg6D?ROZ|eO_!)?7nOEL`Q z_Z+w(JU7&{m1fv9|Kn*{XTjW-?l~~E)SvK&$t;WTBtf|I!K{7D$~Q`g%1qJCEQ&I2 zb#xV^b-wDoDs1y~I>}68b9&W2Rij!QnuUqOvoK*u#Ez5VR3D~oOXIa`$CpwSE=_k7 zy~S;KeqEX>QK!rpd=)D{6p+S!XcpYwu?=6yH6}8KHYXIk?I#E8XRanP`Yt5i;hsq9 z{$Tc9f0KIbP`U-L^Pv%kO5-h(E!-7WyRfE0u|TBF`LYG|9anWUax<+n1|*U{ zh4%W&$r(i8!nh$b3>{OH88OpxZ6D3Dx-dIzeuUydn=4IQV^T_Q%IO5+vp-)it`WS1 zFKkfVyj5@g;lY!Y>?H3=i=WduZiLOP_F1cwLtL}CCuGsMLqfU� z^-2S~cEf_UE02>)RaDrgg+hyKKZPC9kis#yOj#E0xV?83{mEHxQfT)olHvsqCE>H; zncUWimI_AZL7Cw)+vI0ofPWB8rPT4!)E`DBGWHx0B}+Q}$ssx5BsRe#?C|0_D{b*X za_DDG{YD}Kn1v%^7R*M(ESPbeXLy63%;K&EZ?At#TgW16wPj3viq!olj3iFebNeQb zZnCpx#kHgyTk|Jlg5gn>Q(N2HoPk+hJseh$BmMSkyn*dZtA|5lz*^4>g=k$D2G(b& z7+5=U#)7p90_(302&`j*{syeaT$NIqM>l}=udb?clAae9qFq>sw(y6j2|Zr8J+guc zamS#rbMT^sIKw0Ot4iryF*#$RqK)C_8r;x=&1mES&kJSAfahnZP0J)&rV_@)lqGPEo+@rnG5kL}5dT zCu-*vvhndl^b!x^lnweJ62u7On0PlqG%X^;hiNesAMdne!;>vXY@G|A`+x43x=m}~ z=QGtFA#*P}*yVumr?th1AjRe&?EmP8u-~JbANyA>PjZ!pSiAK~s^jF!fJJ^Z-qrfr zPW^dbUG><4Wdp}QR zXsBp79|-%$&RH;224?p+=`0R6dUpG%+ zX~&0S#Qv#?{cXaPbp_JduXi!y)}`f%3x|=jaWbdHvsdP|w4Gqt#ObQs+n{r#_}tg9 z+Q1&%u8(gdzPzZ^ZauY~cSx#4CSOoeOoX)#!M1(?Blx1XZz=SA3Oya6=kP@H%IYw# zM8;B3a*Z(S&x<($X&LUBL#C|i7el6RvIZaH3b$~VA2q1uE?Oh3YK0w+&dhk4$La(i0Qo%;I&YXITdtcSqgNo7rsG6kCPAbx~Vr&06X@C>7F z48ZbMUECQGUae(1Q5`Q0p|zFgC}FftTDP4l9&OOraEF3grwHQz-BpfI?A}nFfgcA5Ie) z9mk@~WLg)*n`mxNDh&@z%HVd?7ulJaD>Hm-^SgIJsOFXL^$w^>xSI`syjWVzR>rj2x*(D;kxKnrDdBiSXm>{e0 z>DbfW<{P&;h1+?jf55iF{0yg%zNM3{OkTW++4#*nF?Xw3LilQku4fvtxfvF`!G!f^ z!-rfp45lVEuqk#A?kCo;ov6{S%*G)3XXm70R_ri4@5{6{$T*sl?B&X-U~=CtlspI# zIN6|lP8zoupJ1GRLoUb2eAJ@?(wlu=;d7E@I||hag)MU~aOX)kJEjvEsz%=PgpVg! zPL*6ek9Fx{PLA<$7mnMJ$FZ_>85dn2f#g#6EXfy{QL?>qk)_lC*v^-&f5)TRk9 z=p0#c$*IeDgLIF~QunCicUT}q*Ir+jS94T~XTXx{(*vuN{^wwi#Z-1XyxYo(2 z($Ojf0DNnNy#}7NU`=}3&4A5xeYKy`x=qdNOw}Fk8oGXLbTt{8CxIn!TDB%AA=Ndm zwQXD9!*eg|PRVZmrUQc}v=slHGeGCOZ(d9Zv@{o3VPKan;yh=*3ZRqLXvOhkP%rdVA#0|=3;EI>G?2Q zMB_AyEk2xtVdN>G-(9P8fqu74Z-0VA@tN=zok%p67T@?T6<_$zP!t)BJ?C0R=5mL* z7>eFwxQ6U{38Vf0F>L!>Zws|D8e_JoQodA|4jma?T^ zy$znfrZc61om4qRC^hn0C%%sn!3GeX*W+xzUQWs8qt%4o-}N}DD}&f4UPi5w|A04m z9GfVyM(C;Kv=;W@^MysK0U5VWo}_PcuYDS56|4C2o}SS!NxH9(6fir2t3BZ&wWjP` zp2$HeRsL#$Z&#~r-P7ZK%Ub~VS|ZuU6T0FQWptzd@OayN+5Fu>m^^=ts8g)g2-+_& z7n-n147oF(vK}LLX|~|Qr5<-li%&>qw}H$CI`BhgvwtD8sj&(+go{?UT0v&N$p-_j zAIWTBfMX1}VVT{XFS@j2mIzRX9Y7t@fI5uGY#^s&WcJ_U_5Ucdot7Y(jmY<9eMG*0 zC9{8Wc#zpB>X6JvQ8!Lz`yiS9xno#n1Kr`1*}vkG9C}!?@T;>o&muW{PpjT?J(tGk3ZBWecN}by*`=uCj0UJ zXKeG=7xKL9-_vP4^*=rc9V-pL;ARX$G$!$b-Y2}lJQIoqU|0{nr2p_fNIRpFbzO z5-7uG-_>RQMl3*{{)#R7ebUt(ZXKAK?aDD@#udoiBr>k$IDq;0t6fm@Zi0$Rs zWJyO=c60I@A$;}F{4dUBG2IW88OtWxFK`!{a6pW*$u!xNY0W4i97tUJBwWT{QLDIQ zLb2E{A{ANX>wpZbbFQ8Q#Eh!272JTKj#ZqfFktMB{;tnvQ{E<<030jSZO(Ze*LJCT zZyk}L6soJc7W|5g>s`eKyxdo5UCBM7fQK>dh|8DDl>|zHZ6Q06FRjjG^H4FpqTsfRVWIW%Q(YgwmMnYGb7q*4eS{X__IA9tS zor{mJto66t&pzK#gL{3vcEvhk(T!9BQp=`)UO^62t<^fBqMLd9-Wr@`?wkvdfI)(1 zl%mXQ5uq89Hj8DjfCDF`Zt;V^F-}~3l4cWx+z0OCDtv9Gz|(MW$D_g?n!rs(j409z zi6y$9b0vPn7G{pe#s0H7{!i1#usI%Cftllt!{&I)h&j%T<2T2zVdl8L-mp2&jQiis zaejV2HiLkf<9c4;vgt@J|9Y|PAT_+`-oqchA?O**9RKMX0?HxZkb(JzggAcRP~Drs zJXWgm@!8a&5FD)_?14SU~%AUt>=`QJ&aC}<1VBE(?I=4`e9w?gbkf}rbFr-*YO%gC^ds-Hyv#O{rPoz_0 zFMB(aTOxbi`@PH9?B6$U@w9dFyHgVrWnb3&eA#iH5SHmdjd;C?sgQJtenHh(+EMgR zvAGWvFD%Tqx;SA(&>aG9F7z;kV>trnGve@So(zuA1P!i|HOL*YE zMcyG6JxvmN$Zk15i0qabU*TygV3|NZO5!e-kGeVl&V5I?F+%{u4IEfWHdjPPaATOjBb&FfYC2Mumew91WzjQ9Jtuty{{VbSb;^fF zGtVI`+m;cDY^gVU$jF!a0P&9)0Dt^Lj=~6RCuu_awfm%uMi*V~7g6PyphK}$w>w?v zKme9t1mOJaVFIx6UkHE|W{g`RV;p2X7~>%8F=M=x&loqCL&kW}-eF@LtkW?j9vI_e zCCUho7{15awX;y3jJXJ#BB4i+p%bYwIAU)YEfo#82Gq0D&Nc3(S? zEW4OvS#hN_eDP}z$yC{{TuG`{NvsEXTC)`ry-KZ>8Lxh8x-V55Y%mZ`m3j$C~PzyHprAF9Z&F{D(O6r)ikvA`?XRPgZPy)R<|nk?TTiv zBQ;N%KkPG!n&~ezJYGC=-#5jxg(9oLvGCbIWCT2YbqVGqrPvRH$)(iz+Hbboc{^|4 zu64#27Dv;qKj9148C_mRWDJDRqu`IJ%YAKMun8V+-_w*qJ-&8RXErvi%~J7WT0ecv zVkwnnaC-x*`&h`_{!-xT%BkN`g2x=A6Vmx|o@zU$WPuwn_Ze*!@OIgZye@(M(yhW6+&tohFF$@rCFE@dd!aK4PEf z$_!+Z^}Jr^CjS5;*pQKjcbp8V8VI^?n@{ctPZsW`ECaHVEX;MAU1tUSma#-=B9KV1 z)CL}!20`j)*ed%*3qv{TcYeqkhTG1;M_7vtXMfUL{2^a#C}#*msJvV|DOtG2ZzuXq z+(K;q#f^>MIi{}$GA(8Y2J@5H>n_dUrKtb*F-O}q#MS}G(8oi|P_ldblwJTwitfc?(lo`|3`pqXj+3(? zl~l2NO&-f`nS^NQq7dKn0X4Xo+gls`X57g)5`Ep>A9%S_nASGo6ZB8Td@tz28#sh2e%A6FT5R#^tI@Hz z4T9$?6HjRP91qU)n^fcWr6e8CIZB}gBwP__AO)UWGI#0)8T%Q260GQJBdwKrEIS z+`Wv%eL0)OrR6ri7yoalyCf$-iSmk2%}hJ<*fyOk1e~_XNa35Pc1aR*?Y{Na-qx=mgB2?X7*tRhz5{K#KwE{>l&k%fp@&QkLu+<=9 zuo?t>`(-HUV{jO`(ioI8#56JuHQ&>!CgpXP+aN0c`Ri?@ay#Xu|5fHfk{hL~-os3R zy!Tkvy$!^Os@$z!_itEk!hl@kFm^6I@qanjf62y;EK&IDZM-+{PaO(Kv*2YbK7865 zc_cR`XFJbM>sa~Fs&Wz@AmA> zpW=WtcfR#XWybB(^=L^Nn^19|aQn+lGJv=ArKPex1!{wvqA>7YN-tp(QaW<3MdJ;& ze{3D>0+@IFl1YM|VvgeU(j4FoD3daVc>i|u=mV5W5jmQ0^G_h&=|H@%<9lz?c-<4? z?abp9$a|x3j#Fn3=eEW$*d-$_d0CH;CS;ollNXpW;|y;a%l!fLYjOBW5}@+>xC|Hq z)sYPRTahWf2*Wd;96Ar;d(2^6#_(mpr_qHgsD(vP_%u?DJi&;vqsxeC`_rF+5eP0x-A%Wa} z|5yz>%b;OFn|kI5Z=lrT-o9RE%X!b*MfDm^U^Ua?6;v+c3uDS_aD!oU)47u%%~k27 zR{BGcKl{*(2*d1GRwz&YhXGoiQc9)stycS2L0)ik+qwE>#&80p4?KmUG}VvzLf>U%O8)moynxhVfp_zQ@BdzO zN3>{5@b2H5(xg0gh-#$@?J^O3g0n1q1oGLV!xg2!O}65IPoVXIqgSR(A{t7LUr&LS z1i_LC-x{2IEzbTAnY*6pw@ir)U{jbknwg9R9efc7M>&O+(R9@n;)) zCoB3W(ns3hr3q+b{FpYfwi<=MO&wJu7}HNpO&#q79oMFT-p@L|4V51l(*}Q_P4wg1 z)KKk%v2AK(^m~tOBdJ2gmT_%rWVG>rY(I4p-2J#VH7&HAa%{g}+y_)(>A$&gUZ)N;lCCwZB)x+?00CZq0$@U z+BDF9@NsPv*kV1tO$!y<7}F1aAyhA7TpKErGrmm&ZA%~5Pn++W$>d)=S7dd*=YR|a z@%X+2CWP_h0;P~p*^IH@s|xcIUz-N1g)*+6HmZ~|woMIYH@-G?RKjCiKMlTTjjX20 z_xqC7wD@CCT@~s=jXR$@D%mr>O^a_XA#0FGeAlOe-p@JiSPht9#h_s5kd@?K7e)Mp57Szz~f2L5}!A3C3Thf{{eL+?$7`L literal 0 HcmV?d00001 diff --git a/fig_cl/cl_fig_agg.png b/fig_cl/cl_fig_agg.png new file mode 100755 index 0000000000000000000000000000000000000000..e72603a49aa3478dfc449842b33b4a85939f638b GIT binary patch literal 83509 zcmeFZcT`hfxGjnxC?KLV1*BN$O@qJ>kfze4cj=ad9(wO$ML~KOkls5abVL*(^bQG4 zkd{!SOTTO5@0@$?d+&_#{=VZdhQk<=wbx#It?!%PobxkSQ(cjYf{B8Nh=@vA>7h0e z(OCo$5sB=1GVo3if3F_+OTtzDv8#@Qg{#L?X9SVjQ&&ej2Uk1mXYB3>XBTS+dtt#l zcLeY7vs<~kI=V;*2_gUU6M_!TmO{>0l0RS+az`aY7b2o7G|-O_K)+V~}bBf93^7QpDEN+x~~1O&+Hwv3&B1x$n>Ur-@-_%5HE+y{?2? z|NQz|kbQFp=Wx&<35^oI?LLOMlJt+$4USuvu238iLvIrO3H*HF^hF@`dCcjH|9jq| zI2yGoHg52)5-_VDO-xL*>-{V@+~DKUJ(&f3|nHV&`^N^Zh5TYWz$;Y!D{nnRaMo_3VN#6NciYr7cK3#f9v^`zXK)S z)Zrv=JUKpi@_`T(M2vGCP+NJ+=3hFXF4Y z@3MP@^F(E;GWGJ6|bDUMG_HRlI&^<^o-z%Ix8X~(!4oQ>sIlATI%lA@TG}5G-Z7* ztb8fCS1^1fm2cjVp}#GK1srBfcue`-L0ax_Ej>MH>=3LQ{T57Hl$+Z|`r>rN_N=`t zmxN%5$j_CPmEYHn_P1T+B6|Zv;^bY%5OHInVv|=7aWW@+8U|;to_+x?76el+J>Dmv z{~T=%XoO)AONABPqGM!aBR1t*akSzPpt7@iI$q#ixop+))akGH(IHENIvQ16slNTvM_W3^ zG>XjVc_Tg z!od0eFB4D*blkmrcXW3uz~KXfKzV*XF939D*31Orh7hHe+_`2PKSyC^l$vK17rdk1SPghQey3SAbud8RD?E^r7H zMm1G>Vig1;pP67TyE#nEor&zm#z{`K#9!*@DgU~dn3%DjZ`tfEKRLZYHtx+U|L0eW zcs7@EQnAtp%d;@E)#}-grDqrs->ho--!R)-wY;HnS=dGogH*dR>9bZPfExXZ=&Cf|j8|TvoFm_^{@Rt_2I(@h)CAw*pWi{$YB?wSJ#jsnFw zSeVS=@0T5=3HQ9pkJbWCDm*5=pe#Qzw{OZt>T6#!$G|M@>-mU{?ex~#1Q;(zdo5+f zL1EYNwNKXP&tG;XJj^A*OzqYhc2R<+wUu6M6#d+fGX_@c*6gpCd8Q44(^626vy3dz%Y&>=WN&=laFH>(dgokV z6YK_eMqr4vowgiHLUF^65r{62+IOHyW~PeR4p%2e_i-!Hgh5GfsO5rXYY1a;#WF~7 zc40Ed)snX-67g34hwDEGhet^cjZV#pN%pnvq`q|1XTlj_&-S$QiDCW@&`rpCi-R<0 zw?6azsm3{0&nG6kL%qFEnC(hmB)bh8?sN+GR1Qk&EKp0@>VCqDA zd1dI=uhHjWRUl^eP6nL##kp;cS*DIriH%R|)A1WswvoD3vJfR)zX=0XAra9RYLHBd z4V7+it0>6D57Xt2S?45=_h;0t)^@Bm?3%?jlrY7oMN?&DbEUnx!1&DAuI#m1{OxA< zNiWMJNsnT`-_7S%kBKs6`sJYE*h!7f=^9C{R1S=5h=}ij2QX9HKrD^PjG*V!cl9(s zlSw9bdIXh7(&W8oS6~I~-PkJIi9M|h1rFaSqFai?g66zJLLND_wYBlZQyGe3nQrb- z;0sSM^IqccS*aQ^iMvIrCOQVEmE35%i99*lMc3EYzp^L1zGCJm^Y$W(&C7GtAD2XJ zG&cZB7!zOkH0y7GOpLgx$m!ZdbW1~@6fx<$sWuX;{<=I?(3EKe8L(S7Rii%&&3}4t z=7W&YJ;s3?4RpZqX6nvn>dE-=c1b{u`*3in(o)IGs=j*8s{F0ZM;cE9OxPRNwr85(+#TYybs?^hHu)o-UPR217* zm75}L`EkOfM@le5Ufv^2a`hjdto3LVi#Xo4U=f93wZ zw@1GhczS%3MHpvmmhir}x%rvrh+o97K8QGdp5eB|HLV+)#UvwrE3?UBZMnp{RLEF^m-%aDbb#1Gj2jQ7aDJ+p7Tyc3S*$MGp$v(p6~v zOPLLF35khJlF-R6LQj^fiA@Ze`E3s|eD}ZEcgCvZ((li5FHIzuGd@aST0@yFQ~mez z_?ABVoee*RH6BDte_>)`8uuz%7<@YeHj%n4L|(}DdwzE{7P|Rf?14hZXWe^$05~a4 zk@7+L1nh4UEZ<&pekXYXK8-r?C(6`swZw3n_GE0Q7?qy_;P%X~_1gOS!>fTI#CI@T zBR!Ja?9p!*3|wTX}d>A=GuME_7p_KGS0gPIEg2pspO z%;jwXy~Ew9lVh}`j74Ys#VNMH!L~nhD&Tm^{XWDG75Gh@!pwxVm(7ig$0@2SRc6X9SliMFJp5T<1i&kbR}9T+UGoZH7oi!mbV+ytKs}*Mx2Q>b z`DjAeby3r2XUwvN;jADyPE{87Uvh1XyY$p#Ju(ZltmqQ`P))6IZ~fH@h@8z+e0+Q> zFV3+#axIP5RK!F_SCb6jzy3N}0jS1Vp#BW}O-N6)Rsot)u=-2#2^1pF-GnY$IRffA z2Pn9)xc15k&Sn)Ccay?(D-ef&)^`?UPR0bxv5qZNv$a#%+1b;3P>B4ZmZ^h8B0u0( zQ8@dZ#f&g4xbEVPava}c#)0l7g^Ac~wImAw#{VIqhKJYBgTvL~=zV_wi|^0ZS4=3y z{Q^zhv|jkiFGghJ_PR-Bnlz!AY52~JxTIW1?k*z5fGw<f{bD$i04kH}M{^KH?j-P4 z4gSrT?0PV1Zef>sRVd;GHKjVWGP-vNpsP`Cr(Y*p;+=g7i{jF_n8GG%7eC>DuyRN5 z;a?W)w+;>&+&@k&b9m`q6VATwa`-9ICStq}zGCCG!XqHC?PmUW7-vrIigwPVvpoSI zjyA4Rp1v#FeHPIg#^wNmulvH3=PZ?RoqN&Lzhz|jksKpba|p=DOz9V!SjU+-2T%Q5 zj)pVKB_z9J+gbhpJRKoB7&dmO0#)c_F8%R$j)s?_4XYi~{6OY>Dx`x_Eo2m~TP{}#+J%?` zS<$41S@lLcj|`8gbwnKzjSyd~(BJ!oCxTrozW$AN#ZuxAm%uaRV}FrO;HUGL zt+lDCzXd4~jJzZ6@5Ov&HK9-g65~0DHidrv%Ug_Ei@PxfW@XTJX`TXk-a!%+do5p&uyu&re-YpFgz}9L7m9?7WXEo0I)~9Q*4I~9&3}$M2`p^SiUW3XoBpfJXeL+ zv*M5|@9BpJ2jO#idc&iGR-}8R`uf_>_V$8JFZFpdle{T(s9UWQdcnwU@OMWArUrp< z5z^6vUQ&rOQub?b(-isj()N8fh_7m_)WQlqa9oi zcpMGWYtMgt4D~ehc|FMm-CL$GqJ*10={eI((dGvg5E4DlnI_lb$vDqwOb_LGIJQpWaH_MI-ghhKmt<5oPWf1N&ipkRCVpjkSu)v~J{o3dF0c@aRnCGp z7tS!UyPfyQ{_^hf&E>Y6VRkNmE1PfkO=Hiu5hVz51;Hp8_)CLnxv-HODutPu-$b!i zH=$Sn%35v?9Gkdv=FyTyz@v5)G%UR7A-aL{0oiXw1yTePGjkC@>d8X<{H{4x`Xy#a z%Vf7$DX>Y35yrV7BjC12%pJIrUA47$PjN~=;~B;;GK_jU^B{Ou0sLD%AhkPAyIl)P zT@>I8#=r(|RF_qV6*9L6^;C%&`N-TG-v($ z5IhN%?b;?#3?lJ^c>>4!CMI@(tq`1TbphZTo8q%-J^Ld}<0~t~^2o-L!V{BLUL~bg zAn1o8N(SvvC{#C|+5eLdJw3x?r<_1TvtLPfMMVwu)QUvJ66WTTVq90@q@;xT%Uf$^ z&!|&8!siwgYlPV!z*RM~L5OZV+)(jo1SO5A{do1ek)z{-HK^X8I+phR;|Nu@c6BQ# zm)(p_Ol@9XURicFXWe|F?J_7_)Ul0xItvv&(k?kMdkJyw{Ml=PHh z0qoesnzu_TKyz1%Tnrn}8Sj z;5}hr=EdRZ4*(oF8T@{-|Nhc&g{6i^V{I+A@y`sUN)=#T3^px5cC7&X=bbqm6p+J> zY3Re3=-y4Xql~Q$2m^IF9pQb-pw6>;bAc6Zs#5!SB$8%Vr-@`t@Hq@ox%>lQ&(wD# zIt}p}(tEf59DvY%Wyc#+3D_9ZWdP;fntDEo51^*}eN-x;>NeKc-Wnv26sl|g^vb(8 zfml0|?lV@7Se2lsrw0VW+cC+t`scKqs_*t1e}pj7?yS`YXraO>n4rz2RG;5W*xRVY zOZw|PeNoiigZ9Ma4~mFl$A=1vigVkDO>0NP&7_L5KYy{A8FkljNfEiifZa!U4NH|^ zH*T;j^a$hJf3X`IAI-k_JtJt!FC?@di@{JJzr->dt09x!R_RL9Z>Sj<4;NW?+m^pD zrL_CLG53_v^{3sq=nNd8Y4QC%eeU2Jcv~7#n&oHLaEX zV7+q=;k~u^)ZZFtZe^>dER#eK_!=YlnhuCur|jIW`4Qeg0ISp!f2T!VVkvWa4KU08 zNeM8s-J45OO-+09Rq+0&GSD^Q(!?;?`L_7aAtwHNbHjN$Tps>ii6X@lZcYA2CS@j7 zZvnYj@^a*8V$FZVVz@n;M<;0E2dEMJ|LiuMAlI5s{D1F4FeB~=8ZLZK`*OHenJJO@ z)o8{$&t6TqjhG4q2^e829e;jh7{P&mu0TAcxA_z(hi~gB7>Wd&H0l}~6Jialr*2qV zSviKyL3u_iezauz5*RVCGxmL82ujOLZ)gT^NkUaZ*`1Y)=3QlpSS)HS12t@FfbK&+ z|A~A)U+7Sn$6}fh=o;gMKm$DeFpk9qq5}cfH!uTpGwPp1Pq-)1)6qR_NL7yFB<%@f zlaWq4cx-BlRAlq3q-4!&*oLSdzx^$zA_B-x$m7Gk9e}FQ=ds)*i{ORE-yPmYl}FL0 zYFt0cL?YkZBw${KX-pCB$uF=iEG_NLx3xijSbv^A*|U{UftxXj2~hyL0&T&M-PKlb%ck%JcFT6c#s5;+dHW z)6)9#^Ycw|OjvGHE5_;R6;&lB8rh;O_;O1;b}tKn^B20mPsT_7P=<&a9vN~0^R8SI zu)nq*HesMbuhoI&stkfXXG_baUP(&H@UY$t?8xyAjv>t0lb2MH7F&yb#cx80g`v@VQ=YVMaj0lBg)4e4wtjxx@DtvKV5p4m!fgVSx`Z z?>~oNHJSiFv07itx&jtaK(GX)?*|vfznOu9#t_i-D^g_{yk7yyLRkl=fSjdobTGdE zLc&7_k}qN9>G%5u(BsdjrMAK)^UPFiDH4fQVY{26%U(TXOAQ-S4lIMTLc(M@1k_`U9$EuXN#b znWYgN9PlNl-K4XiXra(rQ9Oy!xaN{ID8+AngcF|f6OL=iGL{9px5eLOij zYQ^TarS)j%^e+0zAyj8bA59*&v;mmf+EgFFlt{!O8@7j=H^I?R$DT%Z*ytVuh1_cUN$4EA9}{OVI>=a2SX|sp{Ng?izI7gy;h~#a zXA(F-gpCQ*EGo~(@)qQeYaCsK*M(4HE-;JQC9{Vt0F3J)BR1ixL+H=y zkU&EK@a4kW3yhJ2M-WvKXi{)J$}&RuIT2h=)1sgVMPX6X3FKi=*8QB`gJ`kULsp;V z%R4Bu2F7)XJ5V(vi+ZFho2~Pi8$UPksIHbnB`b?#HFI;{`0fKT>hfX^(?VP2;DfxW z7j|*$B8Xb|6&q0Fd)~h4@|B!xH1*`rGD#+&u|O5b4CK41mX_mcpKPK%Gpqz z7g!kEb|K-bsF8Dldx%Y&r%Ehcc(A^Pg076k*ZEmHq+1oe$I`Q82~up8gDhwJA63R0 zK;9##zr1Lkvg}Hv=O^+7YzPk26vH)LKoVoQ7XT#F94n2}QcMhM#&=$4xM(mLOVQ>@ z_im}LAtdmEvx5Fv1YP(Z;B3I*yGS|wQOhz*29y@=n_XfhE`Erd^Fm*qb z#^E<*h+#y}qD0mn(&PQ`c{$^IRkkBWPEJnW2>5bPFA80)=iziAcRv7GbSl;X zgzeF*nJ|&pI0X>oZnDRGX9DU;Gcmd_;3bu4Y3k9k9m5WRJ-*2m!Hr{kpt+ z@Ik0CzVzsU_jPs>IN51IDjTG0V1NUx@qBqXkWw~YiA2BK^)G2U_Qv^cb`^m#gJ9y` zLM1jTf5j9IW)|tU{{4!m|KXok%QySafqMc}Y1))#XlUpuu|3m(ug$DfFG^h*E=odH z_9+PJZLa@d^H79nuE2-2%jF%*fITlWwy*i_y|cW8JF*8S?Q3E(-6WLf4@4zy6q*qH|$RTUXlv_dBvkV0UwfvCL`&*IW~ zN7Qcgw$E&+*x@8p{KJERoY+aKwlnUcAqhmqfgS(tiN~*lvdo+O$wwdj(w0@gahK%V ztfS>W#9^=KSYSg+<{zsek+@wgV?uEOZV^@X8+FHJSPT^Sy9{_MH30vYYF>}QaM)4aW z4Cm<#*UY4Dn8~;@gX&2i`+Bvejn(jSbb=@{(YTn7DSQmXz?I)E)abJ3KWaHtG0|Gy z^MIVT?2$RCKX{uNH9Y^3QMeU_wc#^ogK7uZ2!K|WI@zjD+eS2F_O%(i2YU;tb?J?m zkA{uDHGV*t5cOC!0RmI?fmz`bYM40?I3`6Y?#H(3>FOJr`ZWxR-F^JvK?W$LYrJ9~ zDZR?*$j=`(QUhhIaRvS0NZr9ZhG_B$1wX%+F=r`g_D6|i5b~Pykt%{^*b|K?J^=wY z5rnRFV-;j+8H)A-A$<7@33Vlq8mbqU9Rd!FeL(Q{8+CymWo?46C01m_WR`-EZ>AzK zQL;J<%5da58b}G>Af?0OH%)@j&>2SL&63Ppo`%*VG?aAohR+{lbVT#;@C08Czig_n ztqtn*ZF|9N99}w|eBuoZu|Zj$PjSxKr1czP5Tg+@D~i@}SrT@%qO_=|4~6UT3Ve z0D{thc;{+fws>!4mWpZbEr1J=H$M|SRnk--ySPYDFT;=LMTN48-z)Z8N2UFcI_ltY znqW|}gy!*0rgGc-o~xe_H?22R9LVz9*RLz=>afTd3*FIP&;Z)pMYC)&S|BUrIqdR* z$C=9F^(*3(IHuLOC#T8zAdf^FkYM!Zh!7dyV6CHk?1pWeKdb_gk48u7ZY{o#gF?R7;ty#bVId*Viiq1mm5=p&iUej*ZTw0;P0!!axlc%WpVS>;ae|ED&wK zI>K|UkU6-Q94dh_6cs;P79kZ3B!G8p!`*>)616g#i}pi7bQ$mFR}NYWC)nGFT5K7eBwW1Ig1d zVJf)Rd}3;|N5%n^Iif)HGUzloCs6e*;M=>)08b?uUY9qH2ntknaj7WE%XM9-i*c_4 zf}*H{jNqrQL2L91JS!el4IXre#*%MYn@ZQ%3PCm^Gw2jvS69|TdHMcBHXbS+Tj!GG=2^ft|hA=!^fK+w2+a|^dwDBU(Xn!7xNc>(I>!I_2Og}KDjJI zg5AXHmmkX#eXTSU**>L_wPZ;27%7P3x8dFk#W~`Mq4o?EZhcE z37!;3`Tm`+x_*pd@iu&`_tVUO{e==l;d6&pK1J-RhUh;O+xfFJrg7maFhTB3;A6Tu z`g95G1Qf7k2(BLd0W$3}sE$1rK&9<+FjV3n^ZQ@yO4Ua6PEDbKHV!bdzy?sPr>|dY zuYv|OX5FeKIDtDL%wmDaW(yUxD@`ZIkokziHvqb&FB)gzfm^X!0`Gu~D19Y70-WWE zM~@z1-DFl!i3py?|d4itdYzAOD$o_arS3 za%Z$0oQerc|3Q~j0C%4Or9!2vvP!tb{f?M7)NHHWJtNW(U&Z5}eCg1xVY@=*ZT#Ma59|FG zMJXsK3M)G_aOYsAt^DR2?>8Qqnws8U72fi{zs3gLFHHU~X4s$%3Mk1fEU(@7E^x3a z1)M@betvm&c3Vf1tD)YIk%#Go0(!{rAxL#%RMRMzKHnBf=V>SgvCc2ftOaM^nth$*BVF#$XY(}mo5R#y+%z+jq z+{B3NE^`!`I%=d4>sE*Qfh#&L(wu;d*CNj_0DQ?I|-WLfQ}T z08UeOdLBctWAXSHcxlK+BtEiAVaYCD8~y1A)qTB@5_5MUwE{CQD1{G<##~5%+mXnU zAuw$K-dnKw|4EZP0RU?hNVZm>?AI9I1!rMxbn18q&9Dp63GfV{*LrMN;w-o(_Ui=< zSsKD^%m23sVQH=t)|#yV4h=&aI5bdQGGgKqYFwMiA9pkCUjHhf_9PE~w>)nQ1N?d4 zN10>Kf|3%CCcX#rfWgz4F@s>|vF2@y85JQMmYxsm=Hs`ZukePL2w$x;tZ;c`SYmt8 zT18)PY*FopVSZ9FFZm)Xpka>YXFc{OWjt-$KEPJlerbwxXa64 zp~wEj%Sl1L(pO$Y<Y&LnsSi3eXQ5^xdK3=H8=k)4MwZwH7p z`=x$zu20iOx$VH&xU3EVeh7;~E|RRQEPXw_Ijp5d0_=N!L4omj*f9^cQU$Pr9c(Fq z>jn;L%5utl{2Veeq$u-&3XLzQ9_@DZIuNn>DVPtZWIg(xriQ_rXEPyyq{{-enp z4-JSH8of0xby&f=&_!xyL!dkDjkukCW<7V~RMaku9 zb!g;%+dWL;dtNbdK$2K{olKD{FLcz(r#SYQm-YgRqzK4j#M@_f530)}v`|`O&zLDF zwz$pED#lH@Xq%Q3tVjoHiU6W-tq5pf9aKqF2 z@n{o}t^zzLMxAWV-+l1LhabJ3G7Hq`Kr{W@`SL4X_bj|JbR(Zvt!iQ|FNe z+`4M#19ab@!gZ|4tRjw}3ogEt%L8rcU*Wo>@N5AyyHK@I@&8s#RJ&>qEwgNT+x0G)x^0gN2J zsSO-Uq8pDMIUjrN(gIX`ROSoG=55aYXW^|EuRhuHQWZM{=&$X9VH}U}lP^TLXCDND zno2s!{Mb=@+GP-!noFY1D-55RP*6h_{TDJ<)KPXy z)S<#^UE8?U?lmc~JnCm}^Kgw$&c%E0mwzf2Z0>|8Dz?@Gwl^{H{GaPSm!cu?Q2toX z|3$%CTq9hasLF(Cxgu zF|RKt2###K`b`w)=VK-`1Xa8WHV=c`!xV3{*5}>uV977mz*+H9Xs zJ$m%M2!)zNsGWWPzOd4EOB7pcGGc3I<(j|pT1N!AlX&#~wRrhL?_%aAWOgh$ zI1h%07r+tlT<+z?h?d#fP>PmT?Q5b*Svm!qo?+^(1YyHF79lZwHu9tD|xN z|19{=EUE35%h9%rm@`Bl!7((9-`?sk$hx=1YxF~`fjdNt-L;Mc5$SD1H)x<(88R?; z6yS zfhouqNdSuCH=KYmsuKwL;*z`LF33N>f1-Y{`iz1y$J$?Vvs2i#v`w-BM05W&hzaZ^ zj@sOcSuN^5^Nn+M(i9kzP<;x_H3M3TEOW=h<=^eu*3mKJQWBLKGZ9zjm9{Mj_9WM$74s=cUexN@0 z-GP{F#D2+fVG3ANGOu78fUJoGZ5aCc`W8?*qKzg6x05-r5hFscXYbsYo!-xTzgtl_ zp!t45VLl3z&kI}uic<=65;!Znn~vcf5)vR4Z99c2rvCsLPMkTK@%EEI;7)gMo~kP3 zG1S$3JSGm{-Qjm&08gz%LW{Lzq;ad~hNUvRUleAF3Kb7;cedZt&Rw7VfdjVCmF}J- zF(GT5_-u%9VRm*a>5Ix&r|~$e-3#4MgZBNNu?g6Gg@&&1=9eZG@}^o5#+dY}42KNc z4@j#$ZI>?W*=0X><-vFl3cBwitnF7_*qML1YI0W6?*PR)vYcwD$P0KA3PHOG{az^Q z4Yb+YvOx(`5lcN+xArBUYevAl?^k`%+V^}8*walX6si{czRtBwJ=vdM>XPz*pWND( zK8KVW+*4D2>`?2w=Ug`(L^;0qL9n*1^&?AC?*W^zh3aTi!4cZPu5fa@dKP!;v3EaJFC(cS;>VyW>s@@ zbH=;&lUp}i1>Br@7%hgaEQXNgGCe^!EBoTIe?1NQn&GLmvrKB~Ao7a$BvMi$pIA?Z z%`z3;P-yc6Nj_;aF;cpC1$5hlSIH$n=B4o(7bFn&9h=_;1qEH4S^&LPUoEmrscmwo zUwKy}7qK(*U4KEqd}#tFu`tJXbp0vrf_+ADccO|4QcFH#+iLaM9#);gdTB5nqd*v{ zL(_BeWZW=q6-j&;=B49OF(-0&H2wWyAgy+I?{E=4L$<%^ubtsITlyVZv?d@Q320m zh~Q?nuWnA3*%^KQG6CvymQ~D6`wr;UiCa<-z1lLwf1P`l@;`hOz%V3@0$HF|$7*|h z_(dY3pdh*ofiv!R@f<-i=ctOjv3P9WdPOHBPC6;-$@iNn?U2;>Y=*i3Vfo@ zW7j7R92OM-2Se2c0z*_&#c}$@{2o)O27vvbJ(z5`ac=m(#e($V2`JAp5wiCZcfs6T zV%~AD+>g5n4=bd?{ILcbHF(JzzyC{1Wlhx(mARY_c9bOE?R*=%F~rzZ2!W=P2f)G_ z?u2>t$d{_^F1l>FDc`0Dbm;x*o&4 zi{mvDvweMcN=h6`BW308voTKtyXCv2^no920rz^Yft^UESel|-1wJ&?8%Km5A#%bw`s*xSGDy;Cq)YX~-1-Y>$6 zkv6?Uj8*#X;}-a6@3xEkR)5-%mrpAM?Gj;BwtTc3qk*pBm*o<~UFNGL_>#4Czo=X` zrYF;vd*a#&HG4&IsySa?2P(YS%=RG47j$Exe!gMGj+Q-_tnAW|IT~aTGP47{sCF*O zqXy=F2ncKfXWSTMf(gzX?5uHFz=Dua2;2$u39NvU21dHu**Jnb)H>y3_E260*e^2T z<9c#wL*JVe5Fvq0%txwVSi9cUM@rGCH6w$KgzSRjZq{ZVI4d$eKP5Pp{B=D&+aozp zAjsf=wrKJ;SN;P7slzTfKUkpL8jp_vSDz)oc@f6p>PhpfIz4eawgAm(?At0Hl&s*Z z2KK$est9^FQb%^~on!GkB3ZHnmcAVjGwQlOco%h$G21->O_@DV=jX>i2{c^*h1mn! zgzg~W6L5FzRHPp9&&=)DL+liCXL)SZqhSF8Jm_ysO7k>~^siYU#|c{N>FDG4Efy87 zHg2qIp04oD?dqHWagJgf@e=>dAlNCK1SOyQkeJ-jfCx9H|%jCs4II@fwoQ-!N)(x z0EM#*C=ZtxXTmtOidMjRekv11H#+2VZ)>M~F4h#|Sc0FxKJe&nKALR<<5qp|HKV**k zAhV3YK&CO;o}5s;0eZN`y2PgJDlEFnb(gGupZU2&S;YCqY~)&%47K7Io7so8hwe+- zx9`)cfPDTTluc%m-fj4sF7i9QZ$AOz$1gI63`i3w%Q>4GytkdtT#{m7QA-9c3#ivo zkYouUfQv~|*1vO6>L3@wAFxMEKeU${`! z&?Bd4ej-~taFTNU!JF!k7|`r93KUx@sPDW3HXz51_=tDehW5Qd=mkAoCvhtPc)6;g#M8)NbZ>GgQ6YN%ze~w@8%~Teh>NDu7hVwXEbX+W&18v;ld1 z>rni7ZK=^}pX1W`(c-#QJdA9sR{ZxDk{16mKX9mD^2`Ps5&O(W*ZiYW|LIKub4qmtax%4P%25O?32!pX2oqI?J@4u`+23U~s2o1GD zDRck5tO?NArNvc&nbdZFNeoN;XYmebg+zb zNnDh=gmp59q4x^EN%ifk(OR4%zz2;TZvuk<2&pTb(!~aim5LNGM9`vFzpao~m~v|9 zK7SNISJ-X|LLoyOfqNfVhSp;7Su0m-VI99Ge!gP0f0nrCUCyz zO!D@pdsPjJg<*0AyhwI?xu>FnF=f}V6>_}Vsd>vq;EweQ=m&C^qeX~vdonUzxQtNe zZp*t6XB8&b6UK@2zL0i?Q7cfzyi>$_YGjJ zLbMcL76(}=wmtJ_y5oPmpC%lPO~TPl2zqIv;`Bd{A?sy@+;&h zq@dw>pk^rCMy1+4kU9mZky{F_4IQq7dL0*_#(s3BEbRq>tiCI|o{Q&8DO~YN#hlc^ z$C@1$`FGM2rI*xgXXvB*l;t1jrGCxGa-6&+qUFZ3C6D!C$!}3LUYbiB#1AGm{*eYO zL$R>#UHrR@5W2N0=Gr4G#b+_3X%{8TeuNFv5nzr=nZ+(%9N$TKjuemZH;g6TSAY zu?ky+bTHXcyS*DY;$F-v6eiVml`YuTmJ7S`PK#6ZmhEsM`J|XLNz~?eOFYSOd-dlK zMOxXR7rn}gxEM^aeo10r0V;?ycC!2yed6Hd0JX;GJ87#d_(GZ@6frC{w%v+2ex9N#!8fXZ5V`NY7p2#tzutF4crv+L@~K>p|z!l)TGbrF9xloy}UU2;#?U1!KtR=mSr?mf;KUh zua8L{mMATF$+U0JfzN%j9M{=iW430?>wj3>S5#@Mx-w;J8zZNW{QljvP$x&$1h;6^ z-?+w9!#MzW4_8L!X!0zft45E~X!}2i?b+CF&|w?Jw6@Yp__>G3wH2?>zaBpJB=xVl z@PM}QA$eDIu&5!ukW_Hz3L~*_i)t7fr^PrwtJD~hR=Sg z#X}F*Gvz_ngKT+4Hl4*4oVVFc)0D-9Dk+JL{d2I;*y$?!r$tzed|c*7)s?ilmi)TR zREjTn_88)O`*}CUyaVz!4RafIupL9`+S#A*uk-v!=$?K>=0UMxK9kBohMS!_&9$)e7LiK zpps5`=siaIh~9vr`lG1AY}JgtX~lQj_TntJ2x5hZ*uz)$<`Z{skn+SZvE{|SZTwa+ zni2ceiu?ny;kwdk7Eu>t@l&mBm^AhdTk%*kSyy26W7JLqVT1`7xA)pO$1GEcd6? z-t^vY+`peEx|kTh11yw?pj%kZB)b`Ze1}`6-AhnooaL&T+%~qnAdi{UjD1k~Q7oTj zI_tZlx4PTG{(jrZ!=ZN7Et4us6PhyWcK?*w%e9?%v|o%rTwDa<(J)b09;?wXk}kED z=WEuovex9`ec3@ZUYMblAM-{qU&9gj=!yp>lzPy$tnxmMBFepen)JVi;+%w# zQr8fsp0ryJS09w8E_mirM(i3XTf{0TvPJDmn1g0yDS&zigSJ|4>D4y=>ms}{vNF1V z%jQ`)H^zGmbdgVZAqHMo032HPk_&IQ2mZsF>a3vskS36rgG3O~axa&o^8ckEvnq8H z5@b>gLL>gOU&;XSD%RBrqDDvDP+H++9nlqTry?3_*uyX&qCIYWmDzt*!;}qZwyXvZ zHNTS$*&9r--c1=fBLnnNh^mW~809@TfykH(JX)z3P+FnTr#toLGrxdyqwC zd1w2dZC~J2I&m}4-LB`|l<$bV%X9K)Hq125R$yVn2=msK%O5gh0hj%Z5v#3?h?b_0 zerQsx=#rPNqkKnqvJFF;4%W$e}TA_0MM+!4Q8Y=%U!rnS8s=fXG2NVNaLIFVp zBn5N?R2n2Dq>&*Nh8|F0NNG`N>5}f2ZV>}1=}x5^k?!BUIp;jj^QrIezjK{Sk(t@E z_xoP=TCX*HlJImDStZdaJ2v}Z;bOcHtpqf8l#E0F18UMc{OesxU#MSnS*4sMO$jvp zlbsZrpe_MA)zdESuZcD*J01JTDR!E7%_xhZ4q71HuW$z?+%NdwtnaP2H+7Lc#C86B(^zGA(QuL)27^GpY8L zuH?i@-j53Te)rCWVe$FwcFpO3Hl}d*HQ1p|^LpQF%t(#S%UuY8GasD4sP@h!v&Yd7U%=#vdwWAEtn3_!T4rUezS;f<*rr~`@jnNpe@PFh>}%tIW(>vNP- zD5*r*u>hVqCRv_VK#BiLlifs- z4<`4roxDWDO$qWi#)+DZbda$V2zhov-dY+zdR}6FN#B#BqfG7 z@+g$N-4tu3^mwvt1+$ZtCl?(~ZMNQ2qP3Di7X3Q8H(;}B-YMlf4UvQ0?tJem#o~jR z`gy_F*5jWpH0mPe+C>1xJelUoJoIzf`f}YJ7rf?D$VJ#lTBLkp2ALlcdxG5~Dn@(a znkobd_16Vd!*61~6oWHAuY5C{Ac@+kj@e4KDO~jMg2U!gjH@AjImuu0S4sX?!hXtk z_!pzArb--0>BfyvDHuA$Qn&l(&Gnl4xwkb8p^bKUmVxf3;X2Ocye{kAYL%0Z@DwEu zgH?Q_PTnJV((ZPekSSC)Gd@r4`z&a9=X)%OQq1zf+TPBl_MRJy{=JMwr{9t%l)+sT z!GFwF-Gx%hi;fCg$}EWv(=37AU~fO*%@$CFq-wv->d57XAKLkn zl1&({mx%|@+_3;-%7skRg_81Zb>7^?Z+vGLh3!bxALAZZ-DK3hgr=c1&WJ!Me`ag# z-2Dmifb}%kN@psv@g&(WIT@NkdKEEm{?$wu4 z_W`pWcdaXPUVJqG5=1SyyUQ$HRv67EJHVq!3bfTMC#%T zv~|$pE_F&tA5)nZYYHQg?CucC(|Afx8-^%27_SVW zRoG`~+W7isX0_#+)L)D^?mCooUh?Mpy6Ux4$+zHUk-l-N0GZMJ>6kpSlUw9?@XN(L z1yo8Cag29?_VBm0xN0yxBd550l?)Pq)$5C$O()Ku8XdmVmH15>J6k{sCjI``4^L`L zgB$2KQ^A|-IW2>C|52z-Xn($05I({a)IUQ~SlqJ5P$;JG~@7WcK0-f88iA6^mPXz*4mMBfvD;|2HA&&Pp*vwvhEb~uR# zI&%Gqa|?#Yb~cM4qvu!QD`s7un>IghqbGsYFK-NR^$q(xIX!7>gb2~!VhB##n+fsM zZ$+UH)LpwOhnQSHsxhh@jvfmLUh!_r{V(GF*Nn?0wbbBS5Zr||8a7JK6({mFj!Bn@ zdB5%(|oges z=GQpV_UtZ>;M^X?wVrZfJU$lMJM@0LdJa)=;fA`qfJB(Ex*CH>%pFvvB9HStOk>Ay zM$fFsy}#cMd-L%Y#$dE;9H<;mIS>rR0_4Am4xABJIvmlcH!3OuAR9aqgoOC4c1c^5 z9`j@1UMN#Zt${MG`MiyUDq!1h-m52_iaY}V30T!Kdga!WpYAC+o2+5*2_efKGe~Tl zb5x)2HRTInQy;Ux{%y4{$g}nB#Q0s>@-1J701UgfB+JA zm+1lqdSZCWKlx0rF4vSg3LMOCQ^^nfI4Jr~{d9R;@NVj$&t1b*eV5&3rwY>097?kc z4jmI|?T?k;Mo(PFsrT(Z*&RNsv2svzi_~AUxRE;}Ita&#g*90WZTpSj;G&EN_g`km!dizIU3z2Mbq5lRjQ*vq!b`V5D#m{CKKP-?`hY!xz z;o-FxUoV-X))Bd13vplx4N_QEy*1C>F<;M2X7?d@CniiD5Jr0K`6qm2JuwJdZE%4g zxw|G%-A*Fp2s2=KA#0gLksf_f`Vkq+OfZbE*Wf!{<`+?)!GbXN$8&eS76 ziPfa>>m&RqMBBs}qO0s)_%tbBor6^`g6sIv{j}kXx>a-r7Y1P~BCLp@iX2V0Hi?AM zdZx8#O_Cj1b^*Ge0QkJe?$SC5(utThCKt3VmmThNn8`+#5beLV8B)*+^xIwYdP2i} zxtn^ssG@EuI?jTw&fh-+TTHY+*q1@QfLnf1oZLc|B26wS#1k=E~O>S^?Bb@Sw}) zY>Ahlr&ukA)YdA$x6j};D=hD&@qzZ`OZon$nNt*ze73J#3T(C&O-eB5w0*W zAUig*u&|&tQ^VR3dP@vomUyD)k;sKCB?aIUf2;cqKxYfp9r zWUfY$OdS%IT!ig`$)$IQA$AegZTS#@FQctNtZ>pUO0EXLia~;u$Mbd(st{z3raI{m zlMjlQh7RZ|LlZA$#ZpvWy$>)raQ9SISHXs=s4S&92YmEv#Fey5rgeiy76g)^@xU3x zqoj&yd6Nf!Ce zl}OnLF(}90toi)nUrK~(#5wglXq#l+X5@WrnFME;WmB-+{a?o+)aVriekFWzvW{=Hq3Rf#@MJuZ!;0ix+?b?saDAqHpIb(rOyJ~7>!9j*RK z&9@x?o~Rjyz|ILY*>oij?cYYF|ILKErqs0b9J2qWQu#k3P+V>S468RSo4Z-~qYzW= zIY`M9o51bR2GYQg0*aYxvHc28ISarzXYkf^${iG?!h0ggMdkZv+%?3V4bV>1_gXHu z{kq5QPzJ;I3w56D2L)ZUq%c+_RXq|exn9`Kb%SG`Os8E{wsAZ%;*EKdmjmh}n>x`w z>IMpMz(LYX++ytr2l@@+gs@99Ttawpwh&LKCnc)eTmE(>$6zw^)kq%0_o(;xxVg~a zRDg3|c4vQqQa~(wp%{LovTb#9af2fqlRL>cO6s`7%4i&qA<^cQ<*%cAQ};G1NB3Kn zhv8kV2OkCjN`sI9%YOH*spUuOjL^M9{pV&84e=$rzr0EN2d;859z%kkJhpN(PDy&> z!r&ngg!JF(z?mxMAHs`VZ zGFo{Z4`@1%ZUE(<15~HI>@L*ZokHT7|7368pKp8#NCALCgOTKj(}q${WbnBAF-k8> zHRnZBGh!kMt~!d)9Q+~8T9|*Z3g(46qBCc5DpGq&t_m{Dai_Mv$Fi!0oh(g|(&kp8 z{PP_CT}<`(sHd`T@~GWYGNyoVC6r)IE07kaA}a&iE0Pa1^{L6xuCDktiJZ~8c8vhm ztCFQ!9-LNG)MW$T6#9ib@X^{xPw30bmPvzY88``4!WSTuYur1-7K$s+?d@xu@$U!^ z33=k|JTdNHAv2hslVg$Zm#M;fOGC_2K=IC0dsLPLMF6mJ7)c?4e zNkbH9CSmXDWmitXnIIhXL<{8Vr7!Tx@ebrpNCaFPNlcX~x_Rzzi%RP=u&4|U)kP>! z7N;AwXBpaR6#PuXEJ`j$lv0C%-<~_*`+tx_h-NcG-)`#i>E%wo{+E+QK{!%$ZlE{| zL8;gv+h#cTE^jWuzo;LgPZgu)CQoQEmOz`3PeSBZrGGMKGJ0t(1Z`(wPgXd)ouwyDc9^_m^xHmLJZVfBW_gfmAg$`Gm=Ux6}2x zk=uL6tE+4Oo?eRzRgVZF@6R=cgoc(YrBm}eKf-llkmt??M+lX@ql|bzOSM>6cM|^NOZKX*JbPL}LE+NbdV~)w%dV_U zj(1U@@B`v*)kpdbpoc(JSy{C1Y=Te~gm;@we=_qz^hX?l-R^*pxz4#WTZ z28r?L=Ft?EXI-;7JKQNAa7|9P?t8;_v-;>)E@~>ORk)W#wA<1mCg$XuZ^GI(b*qr& zk}rrN)w9P+A&nNZ3;<>X^GKeudiYpWMNd2~%^D+8A=8D}`wM_+6R4(md3|T~%B`Zt zOp~mvtU@8DPx}J7X8K>}=Vz)IJa!@t1?32EAG0ZmtDe-+wd;Z3nPq8ZW+r0(Zn4Cj zNU{cs)q#qg^zhPY{;SIo$NFi&fOHa|?${5tCyuDIR4WA=MAeVKG8V0K1)s(k2|f^cTS?z#gAja{5mPOq7B!x>sIj_I!cZyMW>Y9yv(+P2)D?(7*RZD+0R;vpEkYMycvY}XKoXbO)q zb=G_q@HN0bjeAb0_&o2rMS6A>5kpvlvsUmUsI0<(Xy)L79s3! z{!N&*d0Tm1->a!A28H31>sw@5(O+K{rg2&sz4*Hp%xVS@$&>xsgy3NiZpju$0e{vnjZk^p@B2u}z^!Nv@$KA2iZ$1I2%7vSe{yBxek zf)|UBR+QONfWTIeUxV(B-`{saG) zo_i00UVvShmkV&Pa4h|`R0CgR^Ifb;Q-E!B0+$xa+sy22>p==0>-6=RcDgw%aKE%p z3?nd0prx>P=D__0yA($~4rLZOfVV{W$j}gBy2=fg?j3R&j>bA914S9GY}4bN()}RF zW0U6H1AvnkLY%!HFpaTYSR`O5RqaAUogh662FL|>S|Ypj4X;~T6S z#A0f+x#i&5>K|}c|4ID?`20Qnf*7ipmwy^Iz~V)Cn5x@?0QkbZ@bNCcfe%jMpCngD zZubKeBC}pQ-3a8An&*r(YD~Jn6jUWlL9qzWDoh?LB1&YU6jMhL4W&am#ZWYog-9_y zB4@7KC^EJ}0CDa;E!_o+*C4~=STjVD)3WLRM#zf` z4dh${9M2N64$kBFD$A#9b#4CfKtK*5|s}O{c&~SO};$ z`2C#>Ao_NG#C-eDWC_@(D?j;C2P~--zg)X-QTFRKnHvS3>tS$h)Bt+d=0F5)nWZ0{ z9Qr@uI}KL-_@8?4z);IcC68?QVWfV4>3w_=s3gh{s@v7c&%`4&7BVO|xj4J;@?g}Wu{zOs!Y z652!b0>Es28a9W=na;E`X?hLax7 zysAImO;yBfC*j<(x&X@!U#nLzqP;)cvSs3*gD$SaNaV8Xj5F9*JBn%dRQx+y{^Ian z*5AB4bG@DB{t`=!{d3Bw2~45;9sy-^Dt_d1B!trn4iKKlUmb79-r-Lg}&bXtYpb&@%=m=N9#x9y@&93RhLzs6Ki_S`a z^XK1rlf%RN2O$^q`DcU1wgF8a<%1@tLkZXudANvvz76BI$0t91oWMM;i1Q5IJL>xQT;^urefZs8?A zz(m;Lo}m$h+yW4_PCNF4@=@6`iUhwPtZyU1)N+5^_d_W!Kp`|s>cOn=lYlD6=QqOW zMv`bbR+Zz$b)k|>@7hS%5!=E1p%6X%=&cL5Pv`%5<;S(rRA|3cL_j# z9l7lqEc2FHdHD(LPPwN27Dc(9|8cSx>}F}=_F5W)BZ7n}=|y9{%MYgdTb5yva=0K) zTyc&{wE6Fi!9YAxlwsEL{sB9&u%`sqY2{KArHjh^J+7GNW>ttFOc^X+?~`nUZj<&f!ik`%JP7MR%~mh7XS< z^H!&Wpt50I(@QUsuS6;4$|D5~3XA0X#{xFWAbNF&{2G|7eWFn9VVrN-NA0%SboqUr zKJ2xyqSO<|b|uD&<;4zT8{DrS8q%!mjU3H{{VY`fe2-1b!K2yuijSLyN?%1@oQr7* zp`U{HRBLcho`rjk5Ysic2{&G=BLs%pD#7nB=?Y1-22P^Hxm$U?>r6wKU*^+nE5`HA z8aiYHS{ZbMRlr8ky7QD2Pj%x5qFCEr#_1?hQFI3c0;+#giOUG)E=Hf5eK&b_I(iP6 zAxiU3Kw?^jM%gXWE?v^-mZu0EmaaGa|6_%6iI*+HeCFenL7@If5Gm4w9Mp33Gy zIogtpiu*jXaam!O8N@*Y=&b5ZB#;kQl-SBx9%=i2(YXQ=Y=#n(g=7BGbvzpGqUsiY zU;CXSA9caAJK9jQ^Fi!`(P!8Xy?WaeTI9b16)C4m`c+=2&~!4-H#rKXt4iP3<~1(v zI3LcB0(yLDb2=BMY!4m^k?rcS)kA2HYtKo7{FAo=A%$y=ecd z#=O7mc8~Z>AasAxmRJYHF<;Lz78$2Pko4w+y!;e=KMIi;Pam^*@DX6spJy)pZK=Yg z?y<2k-Fx9}H_3$<6t%8&>#u~(7n?KZP)KW^Oomkk&w>-64=&_NE11IBE4WEqX*i-S z_wnNJ)Yvy4EzH65o?NZ@foG0f`l7?}RW<`i!1DH!&M5Qg?zoi-6m$IeVx0Sj1km)c zy>*m$7bzJ`%HQ01tTQ_T)07$NU^s?RIZyL9Xtq~~=J>H`)CH;8_PK73DXwT-IP7N4z;@}{PQ z4~nxN=XJsf?!lA!NjREm8=h8#$7k3mQ4rG?1dPOPm$>O^B8-$#v6m&P_9qbfg|?@j zmm{h$D*pxP*=5wzu1t-{+i(EF4JVK={R!junv=-L>Vj&SIRQ$<@~IX*1#a&WWX|O` zAauvWYrmt=1lPbn-q#88XUvR%Y|7 z;xVDFNJhj5B3B6S_OoA1Qkro>K%6#>%xSNj1b}uB4Fl{wjPzw&Rb9*2gFSPQneLzt zv{EN8#e$^CojdrN?3PxEnYzg4JUnj-?zZyXUBIxIR6v!4t+EayRf8IXJL=dwN|N+8 z6wSV`N}5~@`WBV9C|gpuHad@)kb|U1`J#O7Y0@vM;*aRjvB|WRbEl5Fc_8Vm)zgI3 zT`k>J80=cdjW%j4T$Ieo>V7Jfliy9Nsm}9@Ak-u;XFiMO!^Y!MCDk9F+>Rk-Xh&i= zShz}C7DK9&oRHE9EpGpCX4~dF-^(!S4%%Oa&*Qy|@`@@+NK7%n@J$-K{*(0uT~a!L z4;^$dGe;(}ZRfJ~IUoJbuNAoAb8M@9kb~2ry2iFzZ$MeS>pxogjx1#HQbw*cJ+LtD zl(zOLyc2`QO2zBZ1z)JcXJMZAWmO{LG{mD8yFUqiSF zZ_|^}eh<(oQMh}-uDU7wertvs@rf;Opj`BKJnBYGBY3U*V5OI;WP zxE0w*OqcdOJ5wqnqK?NSlE-s@?s(DwIc#L|c0VZgd_sbo1N)#dPCOE-8x$9wZc)h7 z(AIvcWY}C#QE}qTaUyJRI~{a+agMF8@0$RgEQ~sW9!k$R-X1|@d*EV;gkOXE6dhb2Jz;GHZ$){apJ|Bs8e5Y* zKY2{oiN37bgr3^Qy;%ruifn>FN;Bd$fap>P1_9^`iP|oIEeICRn-k6*TiSeqp`+8* zk(lNp?`q}SeQ`N`6*C<1^BaoVi+UBZ$$yQ$!fw>x^wIRD&8G8-wt3jre|{Y`C8gdg zdD@;lg|A8){m493w7fyVs92pF87p3w?$O=x<7VWCW7gttLL5| z#{(Vd>i<5f!|PKveE5yO+NKjBk5&X<=cbWzjY!i?s4N@;==wc+1HQ5D#l!D3 zvEXfuxI$m{P=Q+#^2;Vk=an5tJXZV>$=-Q8Nb|)vQuEmWlx)|!WaM3BB<`Eflr1h$ z>bgz^;HAj9M_DI?D8_;O~I)SpH-FM+|Q-+-Yxb9?BdlJq$lVcbAKsE0vF? zljPwS!tT(B58L-OG_-ZKf{Pqq+iQ0$+nF}CL0q-o{OCDlc@UJz+%Pr%|lQ+?6aRl0nk~jA!d1r zO+wK}t9SxrT^or7)!e=Oj?$v@bxhGyupKD{?iT;-ZmP>E;2PkjRi0-9rxOtDQw0tr zOhLdJuGq)N6OvY6cQFBZ!n*bn?)Q9eUK|23Jy;2F>4SbIeS~6dDwgMQCVvh(6=h@j z9*j-0M7SWgsZ}5xJd55;i+_i*N8r;a{Q^mKDJk>`{dd(lErBnqPP(mysvMqMCsbrh zheKb@0K)fb7CPNsY^rv&Zw0rf-e+ERF%*;p!9(K*t#+_QTcdGk##oc>{un7B^(!AUbE=td7R#9?lCk13Be33CiD8SMqcv>cn7IdJF_qf zw?g1ZOqU;G7iZCZ1Ca2f%)ZO@{O70i!-s(2J&A8JwMWhoE}XXj2EhG_H8)&Ck9eh+lm6cn;vIOuT8pq<|vyx3X zh-Umr1-hcdxxMd?YS)pxb&TL#deT7E!LsuvuSTJPA3tQDRkgK8el61RmN)$L4pr@K z({=kSGWbF5@fi}5t!j-2tfb@6kYW#Qk!uI-`71y9PbJ3z0OnP$jxvK(vRRO_;t8+b zVJV4+)hRN6kmzKvH$97n_;B(wF5s=djl2htaqC*fluX8G|4e&zsR4#a6yC*A!}J3~ z09~xsD$I3x%(elG#!pVT88dyWj zmvL~Uk?yNK*_{~(AfMYNLgM{tbI;NzWqY-3sggWDr0WD~lb9(vgrV1e@R)Ql9Tn~Y?(w;FE{wGT`4GqN3eY0J(?3PH#Zf+S*;ad9pTN!EHeKH7DhAsK zXj_u?icGqr0xW!%qNW=^pQ0k1yYRhSWtJqh5H5+()_|djTMlkpo7W=6qjcT#D&D(F ziAn(U86h2WS#;xshCGjA-YYAKi@72`d5NkKa5(%znVi4>6A!82Auhn`hl|RbFf}n< z9NazwHx+(7IJv(;o27*(fv>%SLIT&#=lxVaOF>Dg0!}3iz^ylNlqS5HAy`4XNK^sL2Ra-0 zc<)A(gBM_~FGeEbCGeJ4QryOp9{0CBB79xUPxYHi$msDkiOYx(c$eMq6D$FJnJT85 z@y`*w_>z|;CNmkYVUaKi}+ zduQs%%=g#+Ff$8yz5{Ia)Z{DIjer(t1F9S&juP1*vN0vyl%Xb~C&2qmsE-g09Dll< z)MN`s8VU#vF8_kb!xGmr@s;?ouU)m^-meSX79)ID-g)(?QkF9-{D&CPWA;N;UdMto zR7HW&v_jKUX8teSfA_K#p%2~ht2p&CtbSoZ&}E%tsCG*VT0aTe?|fI1Sr9lBO>&kh zEZ_3|?T=W#Gh?q80%6l(1~|@SGSACkYj%}%sN>_qV`l|iNA z099U7r&=cf^bdXXsn9|wykR-`k;uypYe2ln=T92Ig^Wh*AGe-Wj(M{#!0idwQIeF)J2D-K+NTEWLVBEZ#m6hxs^Lo3IvHc6 zd`}yib0?rwRyFWEEl?3SgAI}CL*3X-NooKh%!|>MGeb8Ako3r| zgmLoh%ecs?NW<6{odWV8J|{qn>0IVaN1y4bm?B3xU06NxEJFZ6|G) zmz@0+r@^Y_z;3> z^a&K;M?(0zqxM?B{72{!vVSR~(m(xtgY9Us6DNYew9#>ReV%G=?k!W+@h9&nCIpDU9!@ zQzWuI;^qNi?5ZEFkw*A8IHXk$5344n>&^exl>W7CP#jRt%7|={5TZpqH4avucU-)@rIVpOJZT^G%_~y1cL#Oaes*7KscNh7$$fuv!#3nA_0(f zfb0OKn|Yo<N$JTgpQ3OC1?S5NVdOYW!w})abaqQnFKO7^WiD5hS|ia zJ1;y=WHP$gl+7pPxjEG$d?H% z9^#ILsl`T9Ivnrmf5=(@C8NXN5t&Vi&vKUL;}R^IkOGsl*5INj1puh1z#w{b01UAr zbSct&w60&p@fn^jg;`2LtoY>Zmb3@U3Cc~uhsi{zj(TReDx>$M)|nO3(Zb`MF`IeDYJK&d`E2nl$t zVT$gP3V~+BqX?K{NkjVCvxG?sqR(^oCj7?TR&cm{Z0qvNz3SeGT~g%&)Uls+9ObC` z?Y>LSZU+W|r%~tKckZ3 z7Ev}t2%K#ozFl4;k##A!dA~tyr-p=LM%nddhcPS#7YAO~DdBfPu`3fJiYxG{Oqb;a zz1WW()v&DU)8DIPT{~05pty3X`eV3*-$VyRmp+?%W1S0i)NOk%7UfeaY4X}mCuP$^ z0!beU3$dlig95GC3hDcZxtdqzO8BRWYr989&J?kvL;3<_dbvkSR`8%N0W(c$#7mRJ zObjiNJIR$RmAe7O8~*O+h~6@3JQQXnl;9_#w;Qwv1D~e278Bv;A~w=hbJ@Y(NusTy zrQ{75RLk&u-3xLAzZ7wbso!+CwfLhz-gO+wYc}~JJHV5Nxi8vGg`{!Hcj?1Eh4%VQ zzk7K8MXA#B$Ng6`?-T-iORb16bT`$Ftf?h~f6{wN|DRv?ijV~kB3KPo)u965|> z-?$fk9yO6@wy)z;4{GV(IJ%Y5SP{mj30fS_61;S?#W(`5vXnIm25cw@86eHK>Sr58 z6n=g(y_ZEBkAC(Ca#NKK)`9!+tDu^s3_*n>`)cd( zj7oV&qR2YOIHKQ7^D+Ty5^JPoPpa(l0Sl+L^wHXJSgi`dTWuEN)NU`^c2l=orDA9j z`p-BVJhT|yDH(9_Q!?s_4ZF+yDZ$mZ;AIGN;`dx3zXB(c_%=QHgsu(6pQ6%MRcJQq z;XLgN1B@88ZykQquz9ta4uB@zO(m^`5Vw@?c{I{2o8LJaX%%E?s?UeSr1ZuU4X1jC zLH<K-G}y7c5eaa69Bvet(}TJ*H$JeLf9E%6VzkJC~($9G0`srT=ic zb?u5oQe>V{ko`GvdOuKK7$|IGG6_d@KjNVxWwKl zm_AEyNxGeb9ArET=NUR`Z5tU#qoXXU@T6uY=U9>^gGTiEds3twUZM>WIUd6YP3A>i ziDo!lvaPYA`XxG^A|&f*^eo4Wuvqf~_RFO0oN?F}mL5F_#=fJ(Rp4(_(c&@B9`cq)MWm*b^(U^_Brg+Cc*S1HV-FR0NFv(y(XO92L705`<&0&Td}DIk$0GKM zIm{D;SM`*)Grc~OfD=8CBvQLLN$Rm)phPmEI8DWt_6I6<#t5~PB^cID4FPd?(YZH> zgD^s|STG}XfeI62Odds`kBHjBq82WsSI?D_T&!2k*wNtyXtr8W5!*lhWb!kmFKwV@ z$df(VQ&1259lFiI9Dn8AuZOgU@3zt9Hj>FxD#_-4R=D(-bouPL5hHbB+K$pdPo2x* zw_ben>U0ZxCz|MD$rF@EL50qZzjZ$E1G1(Z$enb$oRLz9QmK-%DOm2z3QZcz4`gU3 zGWsgr>PJA2CYWWDQmhM%l_u2cqLS@BeI?{{sWqfR&_T%q_i{AOu(r{${HF8|<6+j5 zR3@pa=IoiHSc7??%uI+-2rN}v*uccZL~e^bcF7UN+Z=ZpIHTp=Zh3LdXD02AzXAPd zdFk+NSl=uzC9H#}fcc5dH&V6Z*AL-#I=`7qpuSquGYBp$aV1bn-6~AA-9FaxLRj0sj7oYboNAkMux9X{c^!=4xq?BKbS;tTE|1vTT@*m5Z`Ua}{xJjc? zgQs`t->Lai)O>&-+($GNJbIgJRK4H>$T*ZYsca(+>wd=)y~XvVhd1%*8V4JzVTnxu%x4 zD>H?Oc~#P9&NhHqA=&M2?da&xRrN>X99`6e#N)2()%m{g4E;ig;Y?6FGyA-$kY4eG zjuC^BVEza{?0Zr#))D+@1=-ALIlfn9#YtZ&?2a0J zLqTKJmqn`bEWDnD|M_hEH`wBWjB8%S&25JVZOGh9|zw5!H&p1AU0#Bl) zu&!Q>7c}pJ4vPm~H$BR+c-dQ`yn5=A>xA<*nIg(RE ze`JW;1k?lA%(5xpAT~20g@1jp3`}%UlFV(1xy&ZvSp=~rjyWmEcy_WUuV)U%N0E7% z-*~ftbfAcl|K?fo?t0xcBF{P{qZ6Bkc?02@Y{dFvvppHEp`O*80z)5fnJB9^T07}% zB@nE-ask(cb7zk>E0DTP%z>6?80fgkaXTRegWgE0pwBr&mSwk4WZXGqpZDpxguqFa zLb37OW~$;;e@`_=@wh;=35i#QM8-@W(QVeBSC(+$Z}+7nF7W*py8W<@Rpy*N9qEwl zj)}?n1x10&}gF-(?8X=>G;5v^B zFw!&!%ID&ktYpLtix(JzGyJ^(+EShm@5=GJ21Ox~!4uE>g%{O7CqFC7@nF~9zuFz5 zaOdYnSMVjmJIXSeyJ(Omt#wHAu^&Z8gH1yB|xHAX1F3fc@#*Ps`{M0!JbW zFLe4FjS3Rj8GqA!^8Xb+!56V>G;Ul$PoV%)1eo zthCyTpUA1;a2u0}VoQc;pG8XFOZKzok9_Fbnx}CY2UgA6V0WpQK zOIpGH@d<;HUpR0=`}o-j?~)YB=j-x|^K+9f_vnRgSg)jHsR| zNq#puJFH}Bu*qg+z>v|w1+BE9S0tohbg$Z9zAjYTv{AKV{!!ioenzkqK93Y2YC~FU zYTdsHl_=H@Tc53muJ9PTZMzEuvp$EfCCdY*S_8^|jC}rM*&Bp5{h{*wUi-S1V!ofg z(uq2-tmt0RvJONTyX+pK#8TbT3aJqTb*8hAQ#qbOPZxw!9wmQI$B3C2=8e^9V}mzj zc0gf~DE%rL;e*w=<43B^=2Gtui|$nNCI`BN*E$;o;pR|xZnRl+;5Rs2;(n1#()sl*p; z&x)6>>swF~@**;KvC2(U%3AzRaP2h<+(@~V$TB4r?1;ABKB9N7BRlNB(mPc*`k{{7@?7UCYrDRfX}mR|2)-l36i>7dT_=mHV(3Qn^octOB&$az?_=pPH2@% z+(=vBFTOe8NJl+jL0E77XM`7>8k)X)(h_nUYh&MoeplT;V5C_=K0OX_^0M@0P2yAI z?zguu{_Un-;oLr}M#B~S>Wm5fqoT83b`@1KGY0dg^EY@qoQl|^DCfDk-26G+9@ja& zRQOTrVX352t;pUdc=Uxe~#9i-6R zYeLu3W23|JI_WI|Sm0?o8WUO|HQz`{gqFi>$`X%Zti3^_j~#21*y4xv;9gq;`AvF` z`qaca#60_XNkdo|MQ*{y=^FBj zfFeqcS1ub94y8_L+skZ`D`+>Lx#{#T=uGBQB##-0_tI{vIq*x(m@-|mt{HJUR_^^#s>9}UD_d~4qxc<5knTH7YI;cnz!43RSyCkI*bPVK zFO6B}CZyI(#d8WDn*Myp@2MH`wn0}Go8!dmlF;4VtuZQ4ZT8dkBX-1~eJrKKx}OLN zX3f4Nc;r}7E?Z#rpi>4gMa#W|1(7^7DX533{Cd;9M#+-KiSJFlF(}jLI zxG2!7B*w-HMNN46CyT%JTz(iM`ps8GO?(~WYTaP+r}BiqPNW1+O4P`1)nTD6>ORt# zWYSHccKqevviW~Yx(``)93|cNB7n~Q7lEI8=rx0Ve>P3cr@B;QA%-D4dc9^V;YS)V zC%rH4AnGBmEve{C%*8ij-K8OBv!*;Uu9bgkJuH{+<7i;&Wfb9IgzVa%LBc%&q(3TQG90p z#MMHvL=VyxfBPa^>Esp3i3mg98jTpnIsU7%Gu$D}!LaWh_ge^tE4Dk}N!jxR-qDJ; zW8hgKJKJGo>@g7Ip zj=7-LgqKk(%C>oXYW4@%De*4T={a}}Ljt=5dJ?v(DUr-uAWs~x;vEH3lhi(Q9#9DX zu`Eq#^;FtgID%^!fhQJ#wDtpL56Z0U>>_Z7wjgKf+(H-v`hmJMfIEa>k+AzF{JRU{ zb1%&$Rc;t!v?D`rt~s|0{4?PtG6?2Iq@1`ACZvcBTUeqVtpYD0_8)UVc_%=d@rij(aGGNj z&b;!!dgn6&B}UBWKpz$#4mSclbrI3qBdz0J{_$eP`v}1TBvat{9-c9&SU4Bm8I3cq z1pnqB!~}+x5z{Tw20V3--w;kIB`{16#whny0mRs^6Ku_-D>fA^(3vN=xrbzYm$ua_ zZE^r?+=diX@Xlu!BJeAPQlw~d5OIP=3piCYDR!Ak_-1Y zhN{k}(SKx`_XRosM|quKZ_~f>&liWpjg6PAo&RKY+w&n|<5pZlEYhtY`vyi-Uwfz_ zZH^)?*j3L0$aCv2qs!~%lt42xd$%G?E=wf$V3NdEo0vEm7D;kdvpQi7)O?2*=daE5 zX^0d5VhN9>a%sCk4M5tbrO--dQaZE@r|VM0x9$vF;z76oO^~I_7r9)K%}w~MUf_q| zA3O1CcnUlvkcm9ldaPFUQ-&V>`o3YyHCydLJ1{o7FHhQOSvK56;?>!!wu`L@DEbi6 z4hsk+*Py$2GSP?KQktIM&u{jUe3#zV`1Ql9Ht!Q3Y)=Gh38fT6<7gi&xwL*jfV-ke zj%POc1AYuFA-)shK39hwzzS~=Rv6~61S%s<$76k$=p~HRs#a0$u4w%ZIjJd*Cr0Cq zv?s6Nl2wV1?Kc-*XFSfM)5G>B+-cYlqf)#pvtDw?X07hQox0h+IX-xbIW$|T7kE5} z)c55-$YYF@WJW$u1l16 z6cje7_vQvF$x>2KFd1?#9Ctxnu>wdn z_+{?f?d5(+ZvvSr$AKWR&Fp0TgChK9LUs@c(X9qQq9zGQ0mxkdt3T9O;F)gC9dPpu zf89mAxQbiL>T3zFws zopA^H*I)j2J2T`M0!=ab!cIwS&2lkB- zM~lsfwQDom?ejYTpea0BYGVgDcM-@g?22_5=_EIo3H8Bo!*@@7e|OV1uNS#u*nOn& zx%dykjN;Hi&0C-Gj#op(*-Qy~E< z2Y~ST{=zh5URfk+Gy=WkKDcgx?o#`~*fc$JeHPEMbkN-mJ| zG0m;3Gzn#_Qpfa;Cbm1xrJHLhD98-flg&co(a4HXYs7S-vTRFbXc+xIf1gA1I)8pS zg9EoQ`=hRid8_*r0=8~_0Gn%shAB3ynf}7&l7VMX%ZZrbp0Q4)bgkGCy~gQN`uWLn z<92SXMiX2GB79BO$;1=^$ZMRgac7z1>7n-Y^fV93@!ALOnmMxeLEMC7r?PkVn4&QN zd%;DLHwv`V3v|J>K1c8*sw_(ytpO$Er?22Cd=TBNM2Zz0xS}Rlw}K@bQHrjjO+_K( zBz|Ehen4>}#)WC7jru4PbWt=wLE4d)&;W?omN%-M!GIFjYB_yOfrCSNE4upASuc_m;Uc~ z-shZg#yH>6z4uzbnDd%fc=SKDf3ao7{b+T)#n4XO{rP^E_RpHkN0cjM{>Njjzd#@7 zCV|N=s*!e`&_FvhJVDf^PT6hn#Pbl0TOs-XJA;Df1X6tv;3lE z?9GY2YzF0B7*d8dm0Soh2K(j_f*`lkvl#5bIvDM@iRk83kJM4k&J(+eC$hO)inx4t zC8~>jjTPN?oqp#6G4QaO4c6ZwV<&oD0`HM9bre~dqM9%B(8nUZYzMIz#IJ@UT*lo> z5{+ryBL^!SDCg7cPi?v&!G794jy?D1^-G+Ul?oDXtc`*vHb4gCF0Oq@p9;b2x~zAr zZ1g#2ZEy)ybl4M|0+ah6NA$9Wx2yVWcCJ4AacT(cZ5>0y&FANflHNT>3paMvR{_EN zuP&>}{K*^9y##2Ma9UXE747ByU{1)`_yb+QSI?_#Y-e34JmEx!k#;oGkR$RFK!q)R z+KooWFD$ha##f~gZP1oqKxJh8wTxX(4U zBI=db<@aslE@get$+@x6dDOqlz&@gI@zPB#Rz_Z~#Y>irzn=3|Fek^2Wb2EOVvc;W zQ6}NikIiGa@1vwYnmZPe(7)!bsisDvGh=tz8j~RC2kHTQZ?mF3KjFRONKg~bfOO18 zVc+1ollpfPcO2Ui(E1!81GluX!MrH7gy+nAj47jvNyE=|N)iZn1R-sAVk$~lwcxkX zYAnNx!-lJE)m2pG8Y?f>mpW#l5P7@riKPEEtQQs;uBhkqYJAJhH7ktC{tzK76@qT5 zFCHMyEG3f+xYJG3r6wGG&9|kEjUq`jxtpZhDDYm}1h5J~UOHE9?hfGmJ78E=Vp|!1 z6i29aWnP-yen~l(%E*L=4;YER~bS#xbLEFI`^nSjBN?Gq3_}q6+9BpV{AN z++j>8RcE=};Pu@+kz`0XEW4Y;%7poG=D`$2Za2}0r+QnA@Qsinf^3vh$?J{vb;EEc zLU9#dLSmg8(Falz*p~)}dpaE*n~(Dh#Pa+#J}7+Eoo5cqbJo4>c_~@T07=*>Meoyl zkhaWIUAZZLDJsx9iFgS#@l8k9qSfuQPDS#_0_H_8TcV3G1oCP_I6?ppq)sfjHH@^cp}(IYC~~OqdK%6FT}X4>AIlW zM`J5zL$`suh=)^XQ~G*Ne*B>jDs@pmHC)y}sO!cc0w{W%wx;1+V~%4po2R8lvkb87*ro4UwV>_oi}W&bKh|K3lh$`w{`CvE)Xw{%k4OJL=U@3~ z_~(sF`0m{xXwxS7%gQ#aeXpi^ zz1+R`T#|)Z-N0a@m$gFjjddJ*c6WqVBHPV7IWR;v0jJ-UB!@S5Bwcmj@L2StE#ujcnNv@c|? zk?l2mM2!1q-W%N8vt^z-xCH>WxP~fK`#;f=N3GE{fPXT^kxPj|(~e5Z9l#x<R%KeGOdxe|<4hRm_$& zaBRnq{?20wD&y`XVU1~cW7iH_3XK(d7xv>Nhfk7j(jb&CzbK!qau50XRnzGYdz z$W^?#rmQ3~zzMg5UXLP9y#!0Szp}N3)$;12g15FtNZ8HqT0=&Bz&b_*c<({OXkbiW z|D?1FP@8)A!C%H@3T^5l-ib={sXNrK<(cYcffBurw)!f$b@C9L>>Ek51mIj&f_WVY zFZfuh0tq8eF>kc4<32hH!qiyx&n2a^AK*!XNkVs;uGzE`Y|f#ZZ&DX{9Dj_PW8d@Q zv(zay1lu2v6a#%iO!w;Nl~gmk-0EiLzm&%uyPzVW*oIgKn3NCE0ecL7L#N(kDGv*9&}KBBnmvguXHkJFdqH$dk$&ID7t(%$4G& z%E1|AQ+nrVV$h5KVPU@ee%r9LO89Wm*Y_U>mQi+-!6hXE9ty&A0Y~Gvbdgb4S&dAP zxId0WMEmHDBVlWuMfz8XIZ3zvSBc5~s{f+U1U`w;KaoGB%8oqM^H0TrZSU|bR(O*6 zh8AvCDSGciL0T(+3mGH?k+Dv3x6X)ifgvp!I&LhjnqlP z4Cx$}sh;6o^1 zLDi??L)lb4K2zHkn;bk9U9XRR-2Cf|S+3%Y@GI|%epu1>{31KKiL*U93u7RJp3wmz zbk-4!Y^*VhEB0?2R(p3pQ)5mRlISC8(kfd0+rsg0o%VXAth%~KuyruNp=nRow58=Mx0rdM`{Y9I-0LUu0Da`MK2}P=IxV)sEA%X* ztp2`}`EdgMBx5LnJDcBDee%xXHDxoiU2#Ph@9uvLa|{sU&h3$k26nw2qo)VAbpdo; z1Q(zO-4*{c4%A;tLEKZSCKCyI(z_J68AAw9Q&8*S4`9;Z{8m=iA8Ef_^RNK?UP^n4 z7%NkDZZeq2#>V*N8ijwG+-~-Klcb$oVn}G>A!VhV+w<$7A;*C(=6-k5JmcuRZT)Ih zG3iZVZ-TAZt{9g0}onsJfX2Etps0L0?#oc%SNf^O_P>lMB|z@ zq0y*(Mh(k2d7s^dI-1-ntP6M5%icVR`F?#vTSDQ|g=k8I(*b5DsFT4&L*l(+dv`F( z0tbg1E;y^yx^ila+8GTq{6GE^zr^~4CnW-u;mRzf_3JFR!G^%dcN&^r!A*O&*544O z<4QoNyc#DoG_%DQHvM*HIQ249y8I)9^CX<-vNdHtlS*G1@p)HzsNJY{{rilJM3@(v zO1WIkCa!;T)q{+QTTugTp^vfr%B=3F^?Uw{_&93%k1fi#;*smIftarsq20~Su154v zJBLUnoz=(6TyV1}y;ET8kblr!toH{=lAoEJ8Y#&CfFLzpKiUD=6#sujHXl7G82xy9 zyf=Lekj%w~5jlfoPL`yC*Aaezb6&KH?VvEiwLI;@J~!vO?zf?jF30{qM6A0NnUk@y z6p{;T)I&AfsvDFeGlUS#nkbyniABPQ{@Yvx;oQyqBcv2#Uaa~UABcw0=04eNi&+N%7wL=4j{es5DTnQnoOIr1-Zv z5N_v>jWJFy<4eAi4L@uE4OCqX0RI2CQEAEiVT*r}Yk^cOU`Y)fMKB7-{5)2lCP_WF50DH&2-zVJ_r&nnmgG4laoJF!; z=(lfzW@Vq1J zx4zG-I!5_V@^hSbe8-=r|DENF_H-QinMt;sGB$)`6Z44#xBhXJS%mFl$PDD zj*yIy@VzV15&-EM#IYN>2OvnkW-;n^?{7#*y_d*g^kmE%PS;KF=C1)OzAqp^;|@_l z020J?)PG`c6EEdShmZZautyijxAu5-D?QEoZ>m`uvCpn=pmBWmhfr_zve}Z#BE_`B z)yCg9BDXYUeKwvyH=mHHR{J>pPw+H6b2T+no!RLA{|$CjK?ZmzP7!$a`QxA@w#5pIfjl!BzJU`Vebz`}{fc zTh{%rZ@BlrBl)LWUNZj2IH~D7)wL^_!H@tqtIYDdtZDDui$aCjqeRR5gO|@s%3jCA zlfY|z0^mMowYz(XohSQ-{+PSxH~W#Q!>U7Lyz=nDS8fHN_=C3?lF#-i&pcDHhPEsn z9zE*2#r3kzwXdg92$jB{f(AGDof&@hn!*ANT5yl^TtpdE?)E_6$!_gX~>X!t4`Fv~7u= zZ*SU*M~amBIwDr54FWpVw8M!pep1u)e)uj!vJ~YF*!Zxkm+dNdvD;Dwy{NIF6Q1N{ zc^o42nV^(O&KD!y>$bV!$?;Y1Zn~>P1o}tgq2^N76@%fA%Bc*Ay>M+E#MRD!QNkrz z!QNFUaFvu3b838}B=Gom zeWWM)x>IhMjFy$f%hA)4*=`JHW%+84#kI@QmY^Hf?R`mHsepqiC8fT2zvJo3y`{S3 ztWUIGJM++!4NputQhd)BDWtvP-fF7}?D_FrBSD{O>tn^dVo6EKF7)kf#*WZhBpBn; z1mi8-D8{nNceIXE6J(p0lh)UNGB`dy-g}GxTH_duZKFOv*wIU+qbRZIMQQKm3LP}> zubYLgsJwaCIHeJ!B%Bdy_@lq5j)<#i*xM|oz@Mu;vRcP+LwPDByZRD{aff@OF96K4 z;jwK3t(r|=;PX3V{12nA5HNOtAZfTSI@$wT5uVk;EAU;mO^rE%mVPP_rgbvR9V*)8 zXnz||NK7nRe_ZgvcX`QhCsA0yVk*)REuAOi?##%mT3lHYtLBq+Rxpq-&}ha*Q*Ml5 zG>8ISA4FH*!6=J@CGeeJXPGAqV{2Oq12VSGr6XnUm zrJm`qv_G%Y)_(3VozK3$v=86>0l8J&S3u*JfK6(DSONLXov^=Nr^6s_%jLs)3`^ct zFi$KX=Rtb5ADe66KBnR=P~x>-IkN)`uU4=nM?rq5^A4lx%^U*!gw89*>!N z3$j@SJ}!u_n#d~llMZ_j$pdUR%@@+V*;q4O?H6DNrnUlB$^n&Iq*A(w-lut|O%#$a z__VzhEQd|f(9koa!2z8OxmO3B^%f!DH4e;w6(N%M-GDDBToYhgb&uplm}~hbcQLWV z^W0P%y-gT=HB26y?kbnR;ItnWgQu55+Y73)bRZ42t#`qb9fFwFJeV#Bu#{7Zp#KVZ z-w2fqh1fRC-q;c0=7_5o5vBK1jE1&0111qi9B9JyZm`{>hUrn6QihljIu3d50P6ke zuHtgjwcS670o(_%Ywa2lploN#^a zg74dx_h1C&kr6V#3^4#|=*ggqRWk;w?tR0v zqrfd@khx5Q^8gfaolX~ml*Ep~31Z|79)G~?pokmw7yA;A78mMZsaSq~PB{2RmC74t zvI0CEkJYnf7=8&keTAw(XshmAkr68BV{~QZ#oXdzt>@urBz+W-GP$MA5~ACN1M*j| zUgZfux98>KdoUe3`Bt-F&+tdbUDq;;oR#}OJ|6K4$0sh&7f!zz;$v!EtL z-&+xAjDT27Zbkkjfwinr18M12mWAJ*s{;qRTa-`lc8%zoup@)lM&Lbo-@1AY?w~t& z-$0P&-E_ZQ`S{mFq1Wk8jG*ZDgHp5e!xL`Lb_&mjheC0^Q4e6IMn>|+_i(GEO^nzc z-v6Mx*x)E5P}HNHYPBz%&xjyz4$;!l$uT1CPH(s~T5MEie7HKJ9EwYp>Jg}BV8D6n ze&0(qW_-KstWUS&Gd6YBMUp9xN2fN3n*=j%IhsBF`I@q)LD!woZ2x`>Z@XY>lwV}S z8ZT2Tc5NH;9)xao0Y~eN3-Nd)c%;ge88>N3cJ-#+?gCj}A-DeBtFA>7#6rt<= zczQJ$Z}PFoAMGqpD-wN+xHoVf7{kypPIe9|wNze9aNCOOP?x1(087X?izp$P<>rrj zFcnkw9-?OIfq+N>o^?FOEKf5$tdQJH?)X6$MzDB zQSoV-st3-!p>6l8zGhXGkL+YFT-v<%&oAsEwht~Ua_m;58qOAqxM0+^YGW3+Li}_n zrp#F&Z6&z&ye_eoS^^PHTIygFt%WjlS2xQ^f z%*-OkYBQvZj4qZKxY1yR9y z_!lk6rPm%V*mrkZy=KP>^HfOFblu*Uu-y{vx#G+d;^169hQ-6x_+jy4onbVt1X@EC z)uYpLp3o0F=WFV~PCY-iv?Dw^i6E2i^@Xb*iK@T|$U!IRaX$lz=$}&l;1-+9Wtvu; z%IfM)7_*gO@ep?b2v@?w0+Z-Rnr5NDYlDOYQk_f)Cc zeszS7sHZ7RFMO}}tSm6bpDTIgt~XAF8`|+8`J$7s;1>SEHB}P&-4NDBbP?6)_tb

-{w5kstkWYq?OQC+ zDLKJlBTEEY0Tz@&c2<~saB9Cc>FxEMP*J?0e(K6mR47G2>lAFSLErf zIhdp?oalW+?HK1cPx#&|=c4X~(%MjGz42R3kES{MW>D}rQ9GH{TdAU$+E?M7G^9N} zJ!Jm;0W@6h>ssYc-lY2!8qJVNUgjoF8c@y^fw+BB|3atU;v@r z7jugd&-(o9?VJ?pG%o{%ggNo(fNH${;XGX6eTLICvE;9W4C_Uoc7#udZJ20%Tj4l zWsuJ#MN>D(eV^SABm(zO%Y<~AeFgE7O8C*gQ~BvvO7 z;=yYSG^vI|#NuZ8N%)mE@cy&{sVY)|>{CY2KtbZLIgZHtEA857FE@;&WUc~HM~zVF zG7UY^9ATKPOY(=Lqz;f*X2$Nep@N^GVC<%CRTATg`Q_34`~|72_(d;B`B>}+#g@YB zpfngJ#t6b{TLo9q{kj-B+4WQQXD`(;gWNY5u0NCefO;vRJx#CH8jUU>)${FcB|A&F z-KczR)yP}1BqdiW$wb=jn--T~g$rW93g@b8r>6?VSqhP0V5CpJxFZsX`3p*_Qmk7@ z)Z7wi?X)qYSxaka@3#idqhk`>`ruCK(m}&wc`nswy`XUFA&2#{Ey2fa#OhD`6TkMz zb;+=XT4;`3Po}`fIEONMb@u)HrK@e3nNm+zPQ7DOQmjV3{3JD}bTR2l26OY3uMQET z=7hx`jj&v?na7`QP?VRTsn&P3CChz@NqbFC&xF}1J69vjHTiPq&(eq1@r7H{pC9z& zln}Tn%W}ZmvT!dcDv95%7ru#kQFsboSk!x_1KmY8SKozb6$w{cKc zM@@pgdYOa7PhopVFe)Wc!<*X$=)VglsKmZhLina}=Me?{V900Wy4bx*tSluJq+ojt z0d@Ifh_+D#Y@Ld0rQuSEzZc(Sx?E^mU|gYc;rx3n(s2`o1^hFnre0IE8|=o6nQHfZ z4)Vc9$%ix`(t&|0Md}5EqVDQoc6Q3)*7BAzo7Np3)~8CPDI4FQtNU}zmGQbyjZEzP z^dC%+&8DT%S@g=rLP&7TqQ1XJV<69CqNxU!Q{h#bN1z#g8Q}3_b)ej`K?W%|ftvRk zX$jW%p(0^|>ic1L(Nk#roC$PDEJsU=Vls%RhfD8<^z+qRwAx%<5*p{d-;>O_F*c?^ zj~|0wrRyD!M(brSVgU) zmjm+tKpuK@43BrjuJR|W^Z{zAKTlKdTXu7%dfnzzx@%SdxYj_7uDq0`)-Vn5HVl;jdPB+~p6Xl;DI7hi%_x759P`T0(ab8q1Qw|=H z;$B;d`-0A{eQ|%0cm1Yx-4BVTlm-d_E&sq3=T(y>UoFSdMxuUNe{RqD>8M=KQ(UqsjyFn-qPv;i z+BF>Se72z;#sZM=Ta)(~L=8IdMNqk%Xqjk5A<7R%^4Y7?JiV1A$W$ItA5T=8_R$4?x$OC1F z-nf={7f^v(j>Pldjc2IMv4^JuKG?k#A^%-6T=(o*syhBFyjXFsL*B<$T?wDDcub*< zVo6lu2U4UIlH5bb5so~jkPSaSXbr^-Q+=T|RNXXQPsNL+h}zaejL48;T*$xr_3Jxe zM3?*Sod*9`O9EgQN3djyx-4}xnlK^Y5Pz{#nrgSzo$e4!J_MT!pN9Ka@?8rmRE>r` z#zEE__!uK+$b24FrznrZRBdW68eJb?OzA@pZhLN}4xtcugR{1msSEy>z`y@X7$p)%S(ZJP^P~_~fFWScXC|vP-@IN0c6ELvCv3bs&^uAxQqC$Ge=r z=yR}n6EOC4Vf6NNr%zYP*X5kPh=JZ@30`#Nk3%{DDK@Vfp_&5ga(kaq%q>hoFE3f# z@;y&A_$r@(0BcYuv^gxmdXELyP~EmDiiUx5048+WQsCH^#1T6(jgLOed8wiyLvs3} z9S*|c8L4|(c6LRG5hQOno+NqSsgY+z&NR)-=C?UU3)o}Frd-I5y~)ZNzpyaNZ#a1E zzdF$6gszJd*0#32_1HCLZ!}PKt1;m##_e)FJ*z?A?V-l*YSC_>dSj;&Hssu>F0+>q zD1qJx6_z|U&v)t=&QIY8VDt5@S}0e!*`S zGOMeN?{}v&WvbDS%G?d{WD);bGVIMGx?55=#_i)Q_F(1{&Y^^8if7q6%cu38P@5=c zL5gEi&mkL?Ffu2QLyvYp1xHSeK@7?D&yu=O=37BtxgNMljM*91H%boGwP4@vO#OI1o@;el@(XZhsS~OFV zaJWJrbGH|tZP;bMgSn_Mb{bbK?Dismd$%F_B}vXJW%0sqR%SMWhNpZ}2o@~K9pjz} zB*j@e`6|=@K7zKd%C`(`b;?n2(NfgQ!2e&bj*g!E4J|OD?OMD+R=s|_UK_o05sni6 zz}Df$Xu%mt>0EP&g!2c^v>dfh^N(GeXNw=buWYAFJa35N+aVWM#OQsNHWNLYp-txS zu{5`Le;rvrt;L_cQO{jkewt>jTsC=L&AU9mK7F?t>Gl6U1?FsR#S7s#*a!E&9xX2R zp-E<{ZF&P-f7>k*Hi$Hd43r^OT=J<^K2;~;RN)fB#SOk@bF6G}_U%}S38reD3b&Yo zT4$+TNLJ+qpNXJP+TT)0NqJ>q{~^5f+j!N#76@0xuy^x`sWATJovhifLl2g|*EowE z4$@FkQiPpabxfGUNAP!vjaBU>!tAT7tsF?m_A^Y1+cULD&&Y!1b}; zL?KF2H^>b;Al2Ci8lJHz@Tp>f6gN6N3*(cQ2N;zmF^lSwKLmp4Hp0P!{E8 zWl4GuvKiK@rM!AI>3@Tv(h-hh5AmO1jiK$O*~o+g2L%&~r{hfWmc^votJ%vOSd9R~ z66wSVb9Mm8M~sPlNIRiS@*Qewgpz0oiVx&~Zx5Im9HfPa3Wei3$imb{rl4^0*&Xh| z8DI=%hI#2NuaOGpxDG3<%E@d_G{3H?KephNO*HqrVWELCjHcnsv}KI90h9&JodTtfdlDZ=#H zGE?FmqLxB?T&0F9nHt0@VzuxUkd`F?rL_8B9LrLqTb2NwxRv$VNYR*#b^@G_Nf@pq zUbugMF4Ybx8}8FwHoUh+1+EL5JEoFy?apcHjOn0GQWAwf_8M}htizIw2~&E-tsAdJ z!Ta`o+;yTi;<8-K;Qt309Gj@Gmi(-k=&kAo7wsyoGCiii$Kpl&jZd`0U7=XZ65>{I zT`jjYcYymZ%GzQM?+_~Usm&zo`(54RjG#p8XIYd zDk>V0?%gy*@A>$8ctoqn*6&|arM-WqO4@`!`G-dfuG~K?EWP={q@h$M!1(RGlvf6= zs6DHZP@=b;)Gxy+efVBT6W@4{^UthF_|NzFuUQkx2j?+kpH+5uhqhX>S@gn1ow#?y z!p^uqgy1GM7aUiwU`dqVC5?BYr-eHX>Qp5I!YkW+{QLzL-;-h9w2wWGt%N<(?)UVnJQNsukk(B+vSNTb%15HzjPdvACTEblr&>cQS@3#&l@ zY6`nLEI@c$xA$(UChzX{Uz8GXy~8JkCUgau|AQP6HnbISTY7~xTgOeK0U!2ODJ<5D}q90D#BTy8QZJ#`VDVg z#|1G%t2hbo4P@tm{V=~zSzTS-^oA6UkhGrj&;1Q1q+}T!)F3E}gDo8rU%Hq3IpF5D zVS!8MLouhJ2o!nway*0(07Y%kjNmyC+e~;h$%bh}V0 zM2}(;8gU`uMJ~Z*_YyQj0C9-WA||l&V{(^ij6W-k9Y5{^bv#a&4-w&)E9K0?X!zHC zM1_jA>#%k+;q4JD@(N_*GFH!P_wjSuY{?XNjD_-p!jslnhNPm+s090TrXo*yY+p}u zGlKQB8OeL~Ku?AYkGlatxVcxW!2_U>_~&#m1X~O>p@UsS0x116Uzn}fnNt0rgi82c za#aDnE>#;--KJR=DUH z#AskOD!@&1{P?9bS$*%ThtU!aS)VSntD2Bw{(OD-dgb8r7E;lEoj=m+ff)dvZ!O;w3^kI97HW_BAgy&fqu*_3$G&!#05yBr1D zJ?^=6_z<`299Wx}|EXeYH$?M=Xh!GZLtuJk-j~Q}Qo2!roWi7?NOS({r8M!b-NyO| z-9UcEbErolS#SMplk}RdMb$>5v8d9(lvR@cdSeOSV)=dRE%#KhEe+RgsNja2{T|Pa zms?o$A>*-lH?_TVdDKl%!?1#lZA8-ybQsvp8t~jaQs{gC?_tDzv-&@y2-?8MsxmmU zl3?63SUs?`dnFf^eoQrgvWQh^a7&5a28>r(SsFEuzd)-Bo-r#E82h$c?h%xpsBQ!6 zqgt{uZ#czD1)>ZJgxbuCwyOZiZ}$cM6_2#&2c*CZAu{e*cLgW4@XE@{e3XHGRXlXs zANn`w;grhwY-;2mltRC7c5>1-zUKz^_L8KeuW~cX)qlMhTbs0wbE4nt75}2VXUbfx ziMz<>N#MceUiuz)eQc_WSbU2=g=@>9*xL@hB`|R<9~mcnbWX&3L2UH_lzt?>0njyf zffn-BsJSm-i5+m!QU3gD@_U!4r7Q*x>t72Kn8CMKJRYY^V%Ee9KM+5hsa5Q0dLu-m z()N8`aSl-SM39=QgGIIlVL~NH<~t#Uf<{?cx!eMxwdfGW%MyrJ62RfSEg%4lUpnCe zdpHnJ0IidG?08+)OPB1?53Z+d6tDKT-+26z40!KS(6;fzJ}!J#H?GFcgSF1qn0!Z( z>1LdhV012Jo88upXr~$x@`QJHK3osNnz($O@L4dO_g2se-y!WvWWzFJM8h{e*&~h0 z<-`4RU&`Po@2?`inTX5^B;iXScZ`LwIIZP)C}Lp3QC4|-1=4XfUU)^zu7J43>LEAm zYWuO$*LOZw*_G}k3EuC#6_|AJt(t^Exu-`%N1x^M=fDX2I4i-n4L5056SK^Rx9`_h zUJUxP66WtNcmTs>CgJXde#4X3#yw4;-nqS)%4D94ldD?Bj1_PCIu;!l{dQq7%)2FJ z3eh-xAe12~$=QdYN}ND9l0sTK-)E0*w`s2;qI!pv&M{eahU9Os8?_3*yu4ZgbV)gyG314;^oOV7LlDWO( zCGcZ>smM_$J@e?yAHiUu8{^c_)T9G{&ce-oj)qOzr{peSKQ_M(t#`qhWIjM2a}SfR zMgVvUOdPE4=`^h&NoYv<^!dAI%W_v@7XZ(342?i=Qo%>2 z-{Lw6!b~%)z;<~GY!~0fqjklOD?zQz;HT3d0#On=CP=+Dxy(cD@fVu@7D55Nw1pW! z=f7b%plN9MaGwF`wA}$Lz^LWgfkW2#p4tB>xuU2T7F}B|21zKEg}|!qaUrR!(!eMC z5E6)-eizJs-%{r9=s#!54x?@qQn-UA!J;o_I1&EXpIbCh!c5(`Pgyt*gUEIUmO8E% z_8|2l1u>;kScQ{cLKV=pIv_{U5?Il@utekmNOW5t{<7Xh8;log87pYFZ>vd!erb6b z|GBi~L_}R-;|fB|p_dxBQ~bZGspO*l5<_kF5x{Y&=lTk<%S=ZW49lSNQ;8V*L)Q7! zFP4-Kir;A?_M469-!^Gl{#C?`))rOGAO6fKVNXe%4Z*t&zXPil+P)5K&WZIEspUDO?#rzChg1T3Zw>WMjg3}OK{3B8-L&2GS%Qb6cF=ur(T8!_8ErngQ^&B^Rb$e%v*bvmv7 z0Or@3o#sJEmGzvEbqNMN3eqlR4F;Sk2Sf{}gphXtpTu#*ULuW&T4TNWF?=`|@0W2X& zBcCPBy)0hT9_{gP;~nWWU;!bBw(ZQl3Y95^`fV7!Ve%LnzzCwu{H_&yFvcq(0Qdl2 z{6xFGt~~V=XlY=A7Z0*(_v{Rd2iLdfW3YoTaQXjSq4&NCo9J&Q?)JvByy;#+6X@~k zMfg8NsPx`6(z#!mK^Sf3YZW#vC4g(c&h}XynL=4yu%Y9l5_{;>kjf+TLHjG%j5 zpICZ?wuD(tUfrO4xPp|)pRnnavAvI{FPEc533MVGPh6+I7sF4CgxlrbXhXi7O4!{@ z%IMeq8(+*yI<2B{;dP`Ezo{buaus%&PqnwatAP34X8uYDr^0{szrjVo6(pX_nze+w zABjjk#p&tVM?NECL&RB+BPceuG5wXB67GS7(#%EoLwbV7r3L7`%kh-e(FH zW?7W5Y8uZIp&xuIgrY-u9OJ)PHuvRVQ!WrgEtR>^_~i>j%&YvjkB5kg{#Iwr<4wat zH1xLxi{Q{%xD0GA3i|=K3^U|zkNQ(376m4nqwW&RjA zM&$a^XE;h^p;k?%m&sNyC~{QmyRGY{aTu(0F^I;-);0m4&YK)KmIGn6q)=IA$|@>y z+5M?;#tVkMIgkT>%=rY~lMFa1iWpY?bgo|s7Nmgj54iDQB5`X8HG7eydEx$+si`8!@?dl@g+{D0InUY$sS zhYK>dP~3#ciiuvcU)_nfw|AY7Bb+{QkUVK)Z5{2sxAFy;8@bKR#uPznxiGPmZ4v-d z%%8C&&i&rho5&Cv8P5)8%i=0Nl10$8`)yT3mp!|`o#U%9E7(JLoOMe(eR*NBY}e*^e7Q?y_bv}VNWNTcCyG@xjJ(4zg5KnzN*Ux%=yIn77uuQ`8n`u|@oRcfFDvuIHh_0Lo>BRY;cG7fW~ywJ}OxyO}N0K-s2k!(7y}(fLZJU9_wGA zb}Ebz^qh82pjQVPc=2N?Pfs$7Doo-pc)(tUalI zcqmqjCz36^hlDpet1Uudl_ynE0$>omWQj`q&=grh?^bEy>4z0wP% z()++56A2AA2B(u;lorP*wHLyiiBq`)&-*$hPR ztbqT*v)+E94w{k}L;m~6n*jB;^jgZCa4Jbx26ERjN4EQaf`(u$mfP!n!#rQ`W?7W+3Ye+E#)_RJ* zr{M2rd9eA_=EcXVdBawUq?9gdsX7(l3;y9kb2_P}>lu}}aaX+4;fGV0`zyxZpLum;+Lnl|n2AN^9U!Vuf6sjXdsq?AtgfsEs}72D^tFJ9lO z#+D$IRnFJJ(9SP|q4zUzOr10HTS@=cqkqR=NK4|8+bjRu%!`Yr_Y)AponV^N3EaMH z{9W^p$Y$yUAqWi;()*bA3?GcTp`)L<1{4So@xvInd7qM>@?8$78&1J>< z7W53};Um){u~`>llPP)Xtb3iu#C$BNC=G4a|5dz3qKhw30yy#!=L{IM#U4ix@RS*# zV`Rh*V==dhJ{q<)L{-WB5baBlW7EFQzQ_n|3?9=H5rq^9^chyLrcC#tyc)6u35juF z^&#%Ylu0c6O^m_1I_X+&b+r!SfWD0F3K&cgSFV=ThS{(; zRG)hX4fwuhAseS*Gfm5HoTO8NBnpZObRPNsFEBDa9$~m&tnk%d|NZtqZ1}J~R97LC zr127rM4~@zDWAPpW0YJWE_FqBD1n+3z)6EcmN>$ z(#Uten>d~heV$+^KwcJZs#I{D;sHJ$iGahD%r>3j8nB=>UI6K||3eXDL4H9&3~-+G zNxEO_0t_6dgH-%H7u@22r*kJtaN% zojZg`cj{f#zR#!Oy6I0gjZo0nv=R~xY@_8-LjcwKiS8nhq*&6pi~(!A8LW~j_QxSV z;eLdx(k0vvoLG6hcP-=HD&g7|c3;mCv4Fy&C>D(_=h-+YKTw^>EWAjk#P)Cxs1+)r zc*a3oyu@}to_ziaT^l=$l{;ics*%=rUvPg|Q=4}6)2B%L1XyJW1t((CS3bOr@2 z_+V;ZIJ62Es=Rf8XOh!`upT1$Hd;$^eu{PXH&VA$E!$1)v;1$NfG&v@FBje>x#p*hT3af>a{6O&g`| z;eHy$I|$7H(7~O|pHkqwmj;bMC#1&Y{C=8v(~ALm)BC1k})H( zGTc=arGmZlyZU%zwO(@Ia`ixCV!#6K5l#1y;z$a^~Rr^jeySZ55Ijsvp99 zY8|!X_5_9QQ4fc>xi`@DmcX1p9;Q+J8?G%*yP#mz6qUV4y8FhO`YSsY|Gd*Z5(X!7 zEb+^Z&oR8iT}o6e`HqbF(BupKxG%R~*x^9Jwf@ZZyszzEjApI{5dw)8{y=A+-B>gh zaf_+f&|^)f`sRkHyfjoke1~Ai+WH)&E%OSt>y? zT;f;f&ll{z|KN(=cFyY&wNj_@hyK_v*$ls%>g(%^d&AXk)fRqw9pBxsilA=Dfy*qcF!QVExJuj(40 zyOBJt{KZBM{5SZ6@bWCFX-aM+gg!U$2|FAdw=F8sSYcR)i`XZskK~v)K9oMDkXNR@&BAmPZcNFP~e*o!% z#AWVv7AXw?*igT4pm`Zz+xXkCrT^2gk9Lw_c)lRAi|l~z8FFO6B8YvMed@t8N3#bIWd{sn;>U0#M&dt0u=LU+hx$bK~e}0X>Zw z#Q)5G)>`5Xyi>F zAqtI>c2w-gpvebEGM~nQ1ENlmt(`XD1qI7+-%yAT-h;qKM*S^<;IY(zleNN&w;E;C zLP_Lp)xB@d1kuk5+-8+HyTcrPaF`YWu0c}2-UFdzsbm_Mx}yK{LSsL7U_8OQ z%GRuY7sL1(bh5hPJ0NY+p?KO)~u?f$M?g25pa1nBSIF2_= z&Qf^KWU5Wgp1;M@y76S}akbZ7ZPMW3=-Hy9RusQ{yqDfB#@8BZe%cui@5uGS!!N-f z6axo9Bm|N$>mp|?2#xgPTYp2aPFB=Nqr%ih{AEZT&VC22FX4SR$PCTj_J+_F7uc;u z7CVO-Y!|Pz^&r-BEVHUv5-6YtY5U`$69>!F1oB6uBD}Fv2t8pDz-r!Z_2YpS04~Ld z=SYrw(BSzDBgiwcRV`|}B()Bc^!uxxQjG%gssA@^$i6pwV!|hx+c!N}^4gV)pvXD8 zp`oW2Qys~esLEX8miD5u>dVs2TlC}(J^C;Ftc}&@IV_q=6w(soazyzP#qxDQgY%>I z_JbM8miB2cM6BZ8O*4FwD1eu+~Y${B#R;OWW$dCs80~aS8h)W;sQ4 zF4&Ph@3s9gF@`tP<68zR2bkyOR?;5DzCzF&Qqmxni+s05ce9UmTBaYoRn7gQo@ECK z?#J8OkEn*r>JqsFrtEpmrtHi9s9xR`4X)i4F8t4^jLgcEYk;MVniq_R5@KWVg#bN{ z*TojmLuO9#p6DNbn#1HuYo1)c;C_<~i4wl%@;B-)9}jWLt`HmHX?Q?`@X!ql-I`ro zUTiPjnwl5G%wY~5m}{;UvwGw<@r)_>FUA6XE(dL~7V{h!$42kELNc|wKfRuIUUrnQ zf_Kx0hD-A@T=zd^qf>I_r^nd}P|Ta>yX+(EE4WDG&lCK*7McPC?oOZF^WN%+GvmG= zoE$1^1&io-w87HtUY3~n_ZMTX5_{m`Km=ku58GWRF5*rDU9vy|S~n1~Rhuh^%a#A$zZg zkQpHrviA(B-|GU~2pZEKCAIIzUd})=ou)>YK*ylUN zMb9PBX%K(;w!&BIz{@l>o9nHfM#q+=%CSzo!t!DKK`Yye0vH<<;e zxXID&9y0fAt%Y89nJ7WqBSguT`R>Bj44|BEy^G{#E?(jfkzjQuFg_v9YasuyZy89K z5s0_W-IDGsi>@AnbReF~@~KnmI%3QRqpiGZ&v08y?^SfOT3Fh~mGnbDRb`bpd^7fc zp4csEFNptoat+P$9A6;<1hCI_EY0(8d>a!^^|C~SfoA52DzH|SSu*B$y0XVNSZR#k zk&v`CTS;REJJr$QF2mNEec-5vO+$sF3uml4bsw!4w=~7YRw|8E+;5bwu`p)6zMv6E z5Mq%Rg>Qu=G>xx#BFMJPZ{Rb`A=Rsbap-qAUIzuGPmB{MP%R|UIUL^2o$1XeEp63H zsyQYWFFK4UP&`jMDy5*3-eXUVt@)hMAVk*<6HnSv=@W}d)}E}=*8^cmq2w;C0Hyq$ zX&Xx7^4j_770rb6r34 zX5O>VLls#LInk;Ee%jSI&u7PCmQ8zRQ7%z)2F2KK(Fv9`YNJw2uDh*UBwiV zDP-t3Q8^igLx|02Drr3z^??HPxw}oTEWvC5idfGvy6Ee$wR3<$VuThn1GK{Odb3P|OxEdO#IUA=MbYU@?D)Gm_sFk;zn~zN z%S`iqC*r@sLON`|Rv~=H4CPpD#2@_d(%5%{9gofMp0{_MBK{bV55H>o62G;5LlWJU zcH*YWdA}AzjTO+jpFg-~)Di!X7bp0Upnjw^D@Tm{odS;0A}JW5pHNgXeU)$9e@mTl zuWRtE<>8CaG|Nooea*89@jhl3c|<}kYWFgGi;;Fzmsw@y=JpO%laZMqF7*moJjR7h zg-=h8FIc9d=RuITU|EPh9T^z&?eLb4rrBKO(_D8o^%4EhrI#1MLeu`yUf~OP}8T&`s@W?o$AAVwi zfZ>>jm+N+siJwM6J`+`t{BUQ_EsY@o4iv*q46Y> zUR3zQ`9-=nkLsrF$8qYJz*F*Op*12F(0S7IFd2~ZW%E+CJ!(F&vvrb_N(DySWvRBY zn|B0~AntS|&~tM4APZ{lZ2fc42_59PW2;a@?pw6Um0t9{#3eR~k*#89yZ zcjuvJ4VJMr+SBCmSkqmdcb7xWV^uo4x`aIZxN-{p=5zQU1yIeet#s%A}P z1B0LWBA4#-uFv*Ds+-D(0-vUA8Ek0-NDlHna-}g?c68MVlU-)7{5MP zo0}`org-STki?!~1-?YjL()5q8(-f7eZV#n{QA8MN-*pi_VKGRV~!8GhgoAW5@cn8 zt7vRIbx$ti?B}|+HfCoIN#7tFZ_KEZIasSxmDXcx$2Dj8djBSt>+hSBObGr(Wf-&< zigaSeIGWRj3qCm&tPE{Ko6<4|D(01@=x2PaDTmOU>;$MbI_kKwK_y5uUet4d`T@i~ zAFwEvdVPTA@>M1DW5LFT!$l6|I@(9Oop0YVlH(VA6sy!nIVtM*kiy$|FJCZ9KRCLU zZ-}Uv^0waO%*X;HLKcJlpj)-*j=KT{8X= zVc@sL&*zs|Zzb74$s6#yp1XAgk6f z>+Csflg&p@&BSM+{qZK_^;>nl;Aax~{ncuiwU?dNuKe;EJOsXJ5fLh!1z}i#3NJr`t?x0=0B?N{Y| z7`-1?y-#&M2Imx#_^*7d7dw7iC%3RbO=qy8Mnj-v-aEJVKv6SxxCAZQClU|f3}p&3sO1UT z%lB)SKzx&}Lrd>+5-ZVKvDh+L>iefiT?XM7#&cS_1FS6-G)!jKc+;0Z4CEA~Ei7+w8{XvB#G!&<0@?9XZNqCY76s^u$u^TPO(ruw&zl6@rbkuyCBD&D51j5FF{T0cyBZmD#_3$3Z*>zkM1(odv~Gix zya0AK+OV3P0Jwbi*kQb#;)h!U8{jrq9V)p&6#}LlTGK!gFsNp=%60ri`1K!PQseB6 zr4WEipZA5a4`Eas9nAw^z_0Vy(Y%fImBZIg5M+XSpaU3@+4!`F``aX9B|yU{z@~4d zAo0h^7akIjkMDd^NPHUm9}{(P8WEULQx0zSkfvyDcN=v(_Q|}QiHqIb2wW83GPl4z zKZ@;awZgZgzCdL+Et`9BCtl?`o_V>Ab-@g~kdwEYi8rufNLJA&~2*3|m zm|Ls=oN^YmlU%L^aWj}s#9@SCH33IAs|oan<+&ko@>7%(h>-Em=snAK3O&&N@zX&{ z;_m2se1A;t0ae69epLALcj^G@EWdRN!JhV9;Rkp;ViJsLM=-oxU`nd?YnjK!kq&g^ z5sH7bezs`3?8W40UVuc}j39@zZHW|?sW%>8NMc+`s^`7&teJ^{WFnTSgtaVqo+;qb z0g6${RfI5(@RdxUZMfh~ZUp%loZE8~bv4OO{R(WeUC;|O-p(SCriyx-mdlzZP4ZbU zxN_FX`h7#{D8{M1!_GRgmjjPBzto zyyVCrnoMXvsJvwrty@C{Fpo_>X4Xr}f0Gy<-4`vtY%1{9?gBl?>VF=LUkK$pKR3u4 z5Zdm4nsOSJ1Qb>hP#1Vzx8WQU zWC}nu{6ll7+^Sqwg$pe3H(PV0=hYUTDepqFvac;G@#!pFcg#hCdKHG z(TunG&AL2jR|wJ4QV)GLoAwS_khsPM3wgbre>|WjGV){_0HYjTHZ7pf3pJTSo{)==y!jM4@}n zl#?zg{8$UPET5xN=p_xbNk=ZsNe+oFu(|NHNX{X?5ty^LtQlA#Cmss7Hdc~%$b^OX z_)G0FMX-Cbt$(1CNq8q#yE&grJn{&7AUEyB}#ds;q z10@A}`!>NOZD~-pvN_ZIkvN)_dyv1VLKRusKLcb*fe5e5xNeEl<1bUTwO|IZ(J3Cd zJ|dw{`R4|?{SPll8dyOl6*mMfCJNlGFVxp(kCeZPI6gY${)^*7!BGh$L^RNW`v6vE zR;n|@H9aU4yY7ET8)LsqP)c<5j^k;WMsy$*)inl=b*twy#x!Ata%{pBVJj4C!`S3zYpVVXqH_3EHO| zbJzSgO)OiM#Uw#H7A}`rz0GsW5s@Y;qP=g1&%B@+9+vOsB~B7p0ej!PR?17xkJMpP z=sl0=8YrfIG04JNS|uty?>r=$6xk5DD5dN<`|j8=*;s|EQtJ1g{+=DOu>6`GW=Vkh z(JHhw|6>N?1aWsL6--)OeBBKS#g||Ct}wVZyvq?cEg8B%o8$@dLuW2u9fXqed$i~n zqx+C1{buVLaws@5Hy8E{YZ|QAyk8^a#QXS{%K&kwS|_+Q0t=f&ty8W7+A=TMKz*vRX@csllJ< zN+tO+$S429)qz{J*7aw!Ca61n7q^&y>wv*em?loY>@ret?#}Shy>C2vA`grBpju{p zP=q=oO?8?DA6YN(08>ZuZEr))7c)0og{ZPTRavL}53j#++i{Q7W<)h9MA(FXw9ODfw^ES)h zhqOEVs&ZJOLfIoRqcrKo5`Wp>WIsGVwX%BH)8%RNPe(+=60#y0S&hfNO}jEjVVu)RIM_l1 zYN{{gw`P}SCn#O>s&;`g)xqNxL}YYFx!aUzO-WVt%46onx^hR^oYK^>!UvbjFwbrr z#CmcfZ>q&zpv0mjI6*+6OP263DgM9M84R>w-K@IvFtYmJ?F<%|+mGJry|V8WiTAiq1l9Zz-ZzQTb}h=eZvu{zI^bB^4x|DghK=5ynF9 z!V!mN9z_4HJB!!(c4#`I#BryMSo!RhGMU{(XOFVx-7=}{3m`#GrWtGdr&|FI2>llh z);|Abc3o&HLv(foj>zZ!c+7!<$W!HSO1e5Y3%DK0=yX8jZ++5bu3|~a{c--#uuG^(woM3m0TOokw=RfpB z<8_=@aMr2zl4Ix^uK)H@Mw9&VQuaUl?WMF;1-0;~xQI4o_xARr8O*NrZr-H3pL)Z+ z)1=^<4H+s}i(wwzoFZ!mp=mNaMU*=PB z(^J8<1w!_;m*D2s@jVkAb)?weOztTo`=!{Q%on1qv}h9q6dnhEb`Oz|F|ZCSiuF6i zQ2EJxALamSYWq502a9?Lj;)fPR>fNN+HtyhncHS#cr)N)>kYjKF4Wsm3P6vs3vcT! zYJ#^h`|&Sd!9T$vencpPK_jA|g`z9Hm{CLX3TK}Pb}Al+Kh`OQ@S7K((R5Lvt7>=e zcqsS>==2dqQtKY_!TnLJz{YKU;ifucR0Q6;5a7pRHtZH!3^;qo5sAq(a7zbH8SZHu zfICl|mn=?nm*%&m1a$VT)OJ`(IQEx*DP6gtoKz|F_3lMvtG|(yX*p1S6x%f;-s;o3 zv)5I)f)F)oa=q4XPvUPYW7F-^^sSMsWIy;}lv>P+< zc>?76l}nw+$4t+P5ZKQ%S%MHuz~=8+bif(sjTj1If{OF+v7;?u6rIv}BRgJ{`=Wv; zN4xH9c#Y!>=OwT4(AC+G1=ZCP!nRr9hkH>E10yV?jwzNf`^sl-V-vlW zrt{tZ;!PMLH?A#)+`@*PR_AdHHGICKo0d52`61Q+ajcJ`Mjlh^Akr%QPNiVe#?MXt zStSg{=yRo`SxU=U2r4o;7FaPaEcXl!U z+bKg>iD7f;C`S)#$^wy6R!+|1_!+Loo~#~`l~JYer50cI>x%$maRXQq_V9!iuDx&< z^0|}R0`F!?M1k?WboVmCyZP7rt=7+j;nlj{O)U^Ji$3;i-lrdrKl4eXHh(NIZsp9E}+~|A~f29%;nB zXXsW`hN!vmkBW#>|H~ow=%YC4NKr{S!?#BB8}MI3;!^)DK{~Q zcM(HSYwWbuEk3IruiFjvnhcSF*10d#qC;0Sbk%4Y{-GF-o{38fp_X81O7E>7y`7hFwydw{*v%nBcrC#-eORVnUzr1(E4RV%Yyv5nsJ%~wAgv{NxZDns% z82O|N6;rUkA7Qf2l9DRO&aW<$OgfR*U&XPfhJC*=qW2ei3-=lW@u`5UdV23kt=jM@ zJ8?;1a^?0!=bf%t{f0;vL*<+o4WG{-g5B7oQ{){9G^m=5881OeG2lN?EUJH}S`40_ z&Fwd?;MM<|&2G2+7=5ebwBs$G?}EQ+*eWWGtMN}%=9N4ry{U%JTWHkCf{o5%bK2bI z((rKb)8djrcQ6Eg^OpR2G5Q7gKgJ9EDS)*#3m$57y_gvi3PqwDja z=ZibV4FAL*-|ngDI0eWNTr^onYvyfl|M|38@o_=ojyY7F>_S`HsVZ?D)BLxS2Yu~R^V_i``^nv~X5-9O~2K!!nGp;Y}dxB0WLLya+4kV;xcKb%8 zzc%S}HDL7hGr_(q0Q=*w@7wW({n6*wCjFbVe6&9b|L*wrI!}lt0J~-6hoI{>50%zb{ z_fs9o^wNH38o9v^H8XkPaZ4>)fL`~bYI29 z#wps{(=D$H(@y3Jplp=Y6K=FM|L(|_;J3S_gqg4Wg_G(%VsW}fR#LMorc{_l9*da* zi+#$uBtd9M_2tznoBgL{4T1MLz-+LB{|%yLJ@P{LX2}MVbs%!f=A=fjW^p0hRYWNz zr$7e>S#M2n}|8;*p(%a4M-+=%DwiH;r;CMu|FUBtoAG!k* z-2?<=aR{QGKx~O;4}eHt!DJIc?Fep4B{dRVj-U$FDtu+A$X{PG#0Ze#{=3cX?}u~p z6Zm{d&i6sOc4Gkp^X)n$+OdEMO%sU7+bASNCZw8CnhN9pJijA|L(l@WJs!=Q{QM!NbB;Ff*Z)+Uz-h`)RKc82NT z>X5Vu{{$0LqjxMfo>{jtotY$GN`CuLSRfvw81vWKhsTc3hfi33WO{=G0@g8K<*lCu zI9scq^uhI*wDS$%^RJ(A19(b0JpvGjffo$8Fn3#YKx_1;_SqY)+%r6a3|z?!!2q2% z!;TmD+}^s0hX|&KxoW<<5E-bBLQ&e^hO+>aJVO8K>)+?me_COH7{@Z`@~fO8YS%$) zkk>!_8A$uF6%!upQ+GeBzJeInZ7=Z4m4HA4dIy1LE<}MuJoSNQ8#TGd&H0Wn4y~dq zwOtT!{~CRQvp@UW&xYvg?Zqto*oYFSc*yYYaegT(mCd}Rb(4;X)jOqd+*$qk#ZhJ} z>62{l)V#*}%5(js8&X1ey{jUoHxTT1-MWn0>_Fj>v9sc}{5dLd5y{ zPu-b(_hj_z*RQjI(=ocXr}I&N_~q>jKg??FBZ*QSwR?E0nUv{(^$h3Vt(JSX| zRWNwO!9ieeDGAVHO�=~#|cgD^{;WDf9Jp5Mj-ZHJz z2SEHTA{L@Pn%lUT&0vH2nC^JSI88{spZoRZ16!-O$~E>h^u{8CJ?&s@b@kaDl&iGv z$Bvi5ugfo8x}@ce+bY$|YJ6a46;G(F@`peNkzCjNAl*8q9CvwT2=u%i}+{?Gbbt zosp3tvwS0wFH0uXRZM$i7(Phb?W_oKcq_kt@~@X+YL(>adx_x$2<{y(u-s6D-?O!i z1JBKCJ(Pw91>8?yq6ei8RPJXkb&@w08MYX`J0lm9*D64~X}K2{c{V>2+57)|(`ERk zE3k}bfm?IIorgRI9u2|e^>xEbnR20glTp833tkXnd}4S5eF;QacfNz9P}y?{;g@YW z{`FG!+$U8zZT+WX5&s#1_}Z22@zve85L0mx^xlVZ?TBm!fz`E!-6=5%f+1PF<)3#! z&lT{D56d3HK;Bf^PZ^mO8>YF>XT^g#Q$W*Z9yF~n@Yss&P>AP90XXc}TUy83is6j_ znoK9m%ld(o0^3eLdJ7gzHsjDX@Rd$OSjXM3OuxUKzV$+{TH6(57kpW_ljOAc{)O(| zB7jR^=|u=Uh#Bm>$zOjhp;Tr_(-LSJ`5b4ItL8F-p9Ar5d1A~cm~$FdB25|rAQlMx z%0xN(4MrEp>rMDhpFWL1R3tpMB0!-0>M6^gs}pz~DV6?uFUOIB{OD6ct}F&pCjI$R z3-*LRKZQe2c66o~`VJb$7!nm>DFp4R^iFC6F^y+jLM{@A1a=3v(72s%|1|IhDz>N? z8@?kP{3IkwHtw14bUecGve@`>uzJUXAW9!yIe99p1FYF5^CIA7mn`6ZNW^2@hQ9|( zqX|GtOYR?fT;%4CN9b^fM+nS^R1J*SYoC1yJ3--W{PJGSvf%uuh6khX#v!+w&vR#K zWD(fuiVzF}C@64QR3VmdK7+<%BJha|Y1ekAh@rwnX2`eSe5JCT1s{6^ATnR;eS*Pe zf5p8|rKwebmNtcG`{H4UR0)A@Vy)gVKyapEA{^V~i;V<1RP;^S{P@1-0PL-|K<7vt z5E<`5{D4Q)!EM-Aa`KO7PbFEQBVqG=t@m^F!Oyn`&fehe+yHMthbFL;B3-mhLoHW00Lx2@=1|YQIV9EWdmaa5P|aQBDCpwNU0fpr{gi7RpRhfahqyL z5-O&STK!?r($PUWnc8OQ)nzX5rQNRcC`)#qNi0EJDoz9yzM&Xh52OqY)4%UF{EP*w zeb!-@>^WUV2)Qos2&>va#5}u;K98*57v6>}!UnuOTZs1|2ES zxbq6`j!Ua@iB9IhLONEWnIZ9eaLvRb;Ug+C1urUW+Y zGp}Xc%Mokl#zMhM2yTL;b_e(>N1UdOoC80zFE{<~FZc*!8@w;T-U6lc;G{4qj~?PW z4XYD`)S*8wW=@HD9)SZP9Qljk?b1KdH7if*+9p5ZWGah-kD2;*rCs`{j?&$jb-vNI zhixD^$qLcROW-qoG7kBl#lyhU_a`^)Ux%m~Kn-8Ieix<`bG~1cTKS6Xe7C8v5bPtO zLQbMGntZ5xN9zkh#%H#=M(rH4(Mq?29erXALhh8{)X+J#CW+5Cy6%GIFXP9R0y2|H zjY}y!7$N!zEIzx25%xZ49xf@A+n^iibr$lg1M9$}WBr(twg@#!uG4GpmI8B8sR}29 zyOKZL#5UoB)t&c%ha?zfpNamtKim+5#-?_Pa3d93@BrQfyDoy$F5rGlbPXQ=;u9Rl zis+gdY2#d$-qZh}we7MqtpDtTH=Q0pa|>NDQup{y&J0>%>2xiLTo_f}cwh0W6#O~# z@=6GxyO#)Dn9fj2fZcta4TpkU(yQ_m?IRXNJ_A4B;_i#pM%d@7Cs&6G8l#PR)1=tO zm*9qw_rMRy8Re=W!H2;5|(?@{$ zye=^4S{TR)M{;czB17Wh$PnJLMnW`6vrVyi02r;07&AHUr?pOaZt zb(>Sso?~?Ld@sXCG$Gmc8(P2KQZVE5E?235?|fUL*+xj$_B_=lDDh3G%l)RxYFWNf z>9t=b;(yU}wV@%sN+YMARIUI*2#d4d@?pLID#aJpJ;jkHem=tYn|w|#2oQf` zUU-tMab9`r;LiOg%GC_TYz{I8wLK;YgY~oDbX0@B19(8AovxOi(vB)@c;gveEwd^L zGCz)f;M6irydr9gJ;V`gJC53zWFap`cd1g@^D}Ypth+v*ITmk*{3#DsFG z15v|fKl4xZ-qH6FH+g7zSy|b^60&?x6y)bW@t01I8QyQkza-G(5n|&% zgc_jM5rVmywY9a+Z|`~a#j>MpotAjpsWQXr05+F_gmEp21!M=sKn~k3f@_Si0aek; zLIP9-_cM2Q;ECFvKu~uFAHX$|u(2xV3ALN>vPf<7xAm!^)v#5!<`T^ztnH&D@JZ~(H+>sEQVd9((3|>1xStC z!!+6vWXf%euqnRz^OxV}9Mss0!M;?v4`}9ZpXWe`oe9ITzLJuX=ez0NJ0Gr52iNCs zQ&XkN3sZ%8zXRiv;)fk@3Qjc&@(e?Cj7mB==F2%u(ybssYVYoc)j;38-b6OvjL$&|2q) z3F1!ktioD}PIP*$6}bXC(_pWfe*!_29|ogUYnVrQE9(4}o>Pn-$o?^8rEYYklB7A~ zbGnbNw41R(4vrpso(l;=Eib#{M|81rwuSvJER*5Oqv_33;&vz7!rH)GG7SKJCHEJ( zf|Ys1a zgW7`Ap5SdbwFXF-H%1?)IStgke9T&86NH+Jf)&+v)bbCXg6QjF_u!gn>I9LEpRAquN*(8|r4Y2k^u&vOZ!O)0nY zwaLVF_wV*3=jDH;Z|%rWR(w;3wOsAGiq`u%f8)WZJc{uYi{CUB*tFHpQ&J9fpKLT0 zMSUhHh}HM!#R~Rf#A@rN4L+q#`sj`%8xdWQ4qs7Gs|nFCrZK+5hel!FZ=Tac7(pG6 zdHeeEWz7BKujT`qmjO%5)Tu}fhXmhrJ;*Q>RF~TyjqUFZ9jD;>sAXUojW^w-;MDTf zi0&1-gILH|njkY-BU;-$=TMg(rJRB0IUl(sLy*p|({C8jqnZ-w|uWC|_OgL4`Sb9>_W!>SVKY8~QMq9$wn;i;c zFK%qP1Yt8>C|05(Wfe_0$x#%IeIo{O51WyP-WXTbO~I`Vi5SE4x8@`y6DKyjdU9|mu~7|c zS9^MTABn(tHz`4$SHRyyg*}n{CNm&4XxwkUdB@~@6EGgin zKDoA;*3{#WKi#TF&--W&Np@kgF;oqIEn$DnNXt*E@f%h+7Wq`*W@FDbC<6ObP>j~H z#P6+%g-ASo4s-x`WX)O#>O#Z?RjU@b`LNy_nP{&5ZOXTdK=WbNKNY zViM7e>!EMT297}~nQ$tEV!bU^r;$PG?HYm52k`jEb6`s7SgBRjwg;eFQMkvx;Tu^+ zKjulF4AjiNwVAulmvCwFKsq+O%xbtz$F4Xx=V^gs69ZxJaX(z6lHB=DUDvz5Yd1J1 zRli~mh2$29HM-$tQq~F=^TNsZk>G?8&GCDu78VF13c%D)S(}>6PCxNbj>3q|u0l4^ zDgs?_alW#{ATEb1jvrNPPpfE&Yzf~JRRACB~ni05cC*UmQU!YMB@8h zD~aGG)d&#w>A_?x+vnppR2ixWe@VJ)N|tbaD1=xhcrxe#_otw1uA>$#q&~hn=d}yD z@5dv4e~H;ir>T$P%3MSnk6+hn#?n)ktmjIFoiGYTBPi9FzUy!8BRB_#CaMvJ7)r#n zsPXOYw~il{DQGZRzN$twjq#5?(fHsYa0|8QR0lB?&Mdas=$>AUF`PlcOZ-y0xc1C& z?i}dbXoL_r4hxky69eKrri-oU)EW9rrsv97o!D)w;?tDfcjWL4o4H7(3qCX3YA6_p z`IJoOx;&@&yyahMPI6}HeAaPOPsc~}>Q%leyAV!(6BTa{8O%zs%by+~#k&@ASk?F= zNi2z1{G9HY{_L;Ul(N`+f)Dh$ZVrz>+Pzv~`_Z9a;C^JPBFgXHg`YQ(f0j!0Aa4=S z-DdpOEr+s>p#NmVbrU5W@(4b8(KUu925KF*(Z6 zl=b8T#CbQ1b3wZD@fkUa@#Kg~vNrl|;a6~7U2;oe#u{Dys7SeM*L?OL03~FA`WD8e zOdSS!zNd=}H~3e+iq&@GHGTuJFE^X+`cK%~Q&75Rj3O6}9#+o~kbQbXdO}yAo`OyYW_l`i*VE?VCbRU$(Gn5i zc|2Mgf2nBlLNab!Y-|4jPoY6mXg;mH8`(QjlukO?0UjC0&6VnP1z-D25l9L#(z^u4 z@>u$Yc8Dg>7=NkhLW!5?l&-}3%DWktC6|ZhWii-m^FL8@ZEAHbO7ST`>T+p$b459;sSnX@p*>AIhZ3Zd5}%laB0A)duVP}{pLDBgV09B*Zf7~$j@)q zHS&fB;T5}T4MSncH|vN63%j4Lu z%VuxGs%@K8e)=8$SOmcwTpTDq9*cbyYPf_564` zt@O@SEu8ZG0L{M9`J`nZo0ah@UfuPIYb8@)LPAkqB%eyl%U;Y?&5VhsnvfZ}bInQC z$inY@`yzbv=~zMm-KsZlpCKWj+X~hZhMOmL)#pTwT5)2xDCsYGI5aX1kUpbfz5j62 zvYJ`5O!+l}daIsU`0z!xhyr)Da$#X%Lc(za5Hv%YAqZIT>axhAPqZ1k9KR0qOT7KD}OrXHzc(aU_} zAUjs{qh;+;$4MQB;>=y>KAqneYm}jrynjxJC1#X)4--phX~fVzv^Dec_ch<7>FW@C ziS(!(me9EC@tWUuo7UO2l-Kks5~MW$A!3^k~=!&$xVXIE~qwu>vR* zjp$qC-8|WLO=bl055tPxkfZQAyEs`oJM$N4A~y6349n6mAC6RA3nUFOTd#I#GUFge z78zaBW9>fL1Ej$-NaSs3OBL5fgzsre)?QK#iYe!>KHXYK$`R@LFi+NcE4NhXVG+lf z+=C1IR_LJmGcIA+&Cl&5lTibt#*(}Qy1NbN(AgPv}npUEVlj z<#$d59Q%F4uPDY+a8_(8+ndsG!~3oKeoXY;=+jqw^!if$J~*c z1IOv=j2mgI2G+ge2}SFVZ#r<&rpbwR3#27x7np?vHLyGv!=7<*`~BlZ3h5fm-B`=3 z5+B9M(rBenA-E$verRnPdK;A_>xq3NxzxQ6aP>oN3Vb|mljkR$Wdp0pI+ItZaAF6V z^Cu64>Gk|UM)jv-OoV5k^7pU)*=a^pHGjIx#mA0-w!gpRfJ*9bFY^EK$JTE5vC_|L zK^GHo;wTKzb5h7!fyOOX68?K^j}?tQ9v7*xHM z*k7*pNUrx36$GdC*SM~hwl{!{v&3?U4Y99MK{R3Z{5}MHBZ$dZG#LG&A?=|*raa{+ z<&IJ?7s(VjlgfQ)gFyb8zZ9J~jsgAGR|=?$itk|hhtSBuD?Bjj%+`yeJwH@dS*hjS zZgva$9dOPAea&^7;UHv?GXanEwim#N`k`JeZHH6tCejZ70B2znc-%?ZS1FI1Z zKDiMhJf@+MaP!>_vE|Yb?=^_^&^$DQ*y9q21g3D&Mf$Z!#uY{Q7!(R7zzy@)4N${< zEUn1W3mGtASZ;{dgQs`JnTd(1KTnN?_i1^#pal$bz|K4{#@xDo6}OlIc3+dT50c!V zUT2$HM`ow(&tMenuZQ9x57C33PM`f$n=Iy|D@*6sN1&m8+GgyuIM5f0SFO5}1SrB+ z!4)UE1A)|hTh)Lk%>-hrg%d<-1@0gIaH$5H;EI3wGL{~+sYiCp0DBP9P6!N4YEPKc zkbCID^B;_)cJ>|ajB$@b`@$Uh;g;vl->dlO(gz(GHH#Zjo6z%XchaqLFl~F82SbvD z5uioA>wO9Fyn_2sL&+i6XAY97GT>SlFD^lHQ+FFxRyxi?osULcbm zVKFQn7@eMjUrY_jP0{mO@eZ+I>N3Dp!@N7-|ukjMlFio43gNEBrmp^btWgoRw&zU(rNO+b}k ze~wUW+hA#=*#CYVl&q zHU+KQ9PzZzk7fB5MJ)$&L-cHr#hfP0Y|#TaIP$8hs{Olg+%_I{7PhDI&(UUn7mqMC z_ChG8im+;5sfe$)CRA{=8M`$$*ARH03x|lhUc4s}9I#4^>@df4n@EYhhplFO17>?J zAHagEeg~&P7~;*%W9%!@TDdJFSh^J-%qX+io3qSgItZ>8SUd5lp&rW4(*9V(Ce6k$ zrX*wU-G&o)6i_a&L4Y%7JB??d*Y*$!-@+jf&GRG0zKy~GMuNG;Kr0ng4R#?nH87|_ zCNsz&2qs@g$MyY7#Xp6Uaq#mYe4=K`Fl}mN8)*F>OB{HjU-dR5C>Bo^UMW0^F8m>G~oYs=AKd0+jAe zh*-c~)j((!V%}pQTS~6}aOchkBx$6MMku@`39V%pO3vHdYvudsbhybO`CjUpYZ;7L z3O-@D=b6XsQ7>h*7-YFp^|ak#`$Xr8?=lA6Ok0l*lVhJqYQ?q}PQ89ALfF{bI(T*T4U{(x3;V?go>Eu)wbsk;G(bUKhNp31 zZ#|+&5tTt$XK3b8Ybn|Z8H_p7k-QU^!TPOSq9RWNDyib->1JCYdZUTws=?to=#~B< zl|#}mf#(a`rfGBy4G{RE2SL0?NwLZYw|qn1-1Zt?eY({_SoF@_S?Xg=twY1VH{A@n zPRzc~p08mvb(-?h+RVeg(_aD@>(FzUiEL`~+qPW+s#uLmSQ9ztVXf%2iad-XI)o#E zwL3{Ofh+Xg_?Y*Gh~1ed{65=kf|q~Vi&~hrg<|6+yN=~H>s;mg|;R=se2<7qB?Gg-PP+Q5NO=$krS z6=Mjt8z?{CLfeK5>Ctj{E$3#2bynF3WwfhtN_N~c`q}vHJCZ&>yC{$PLGEs1r+>|s zE>ni;qYurEGPl*>tGcf^^;4d}Sx6TKK8YKL(6Er4ze}Xj$XPjqOEpcGh0)NMV8qL`pCzmwiB!;peHO?I5x z-m}dwLXP5K{>e>H6vJ@pN32|;ct*R7v}588mm^Ly1PzMlx5Ky@89d9pZ*MU_sAxF6 zE^+O0j%pjZ?rc|Lv`b_hF1Z%EdLh3w*pr-aQpyuSw<;1Sg-`@Qu+K!g{Wn-*l`LbV zn9ivWORLarSr`?fgW#nm&ge#lh-f@m1+Id1*^s8CF;;9Tkzzo-7{n0^V8QONi1>ZK zj+aw*3=4-OTgW#)Wk)npd`0Fkp_;;b$V-JKP%C%p5is7%-2DaD5pp0B_hRIMAzgyB zk0?RMuc9DR99@mzO-w!@8@*#anffIC9)=##NXkF~`z0z-C-a)!h~%;h)nSxET(j?@ z27@sq()~wdWj?%j<4J^hMdu#-`za=0`x#&#sQJ@{P{UUBz|nR%^z%XA_~-4pB#sZF zrGmFmZsuRUHyQAhE8)xZf<2rbVEo~T?OCK^S+K~wlgR>^h-A60PApHz^gIg-Y3b;s zHKuok5n914p~TirZNiHiVrvf@wX#vDX+7zmLD-_MSBG2ebvHfyQIjzCEK`+#%aZDq z5#?fR_yE{|9Z;O`dGvdn46)EoNPK2b?#*vME^~YWUOLE|cVZDsPlY_^OX7X#1h9sm zR~Nn-bqF~HnqLEaBEJKh;%$|;bnS73_?gCbg4qn#ijJu7F7y4eD-A#I`=Vp!Fz_%q z-Cxn@MlVKjF_I<+)HAQMqdsB6%Cw@KGwK?i&%Ad`b( zPqp)PGErU_ILkPvT(Y<?m-Pm$G_6jmu--8v}JYnyFf%yRZzDxR)WTShqvZd?; zG(Xo4n|v@(vc*l(iJHgY%7n9QedM>~3+q?zhP+;zY)tT7|AuVwdSk9^Z)Q(~XLwC- zOTQ^so#JVWfvpgwVbuR{0#O(6k==*Jh6A8`bAM2$wucgx@N!s5TZ>f5mq*7zEIe*S z9EixTp=?;ft3|J&B*aQJ{ZFMom(W=fujo@)zGv+>``>)u^$*cl+zI>Rj2d1uJkQQ8O6L`MmU;rx+372k`Whv z;zNMBpQL5uOwU*P-b3?23$-<@JjGK>396rzTc}KuLuO381B5F2l~c;?gvDio3pv-a z85aL6jNT9iJyUFll4$&_6^$>C)E!v=xma|(fK8rn~8us;-6 z_lwvWS|dE zGvZz65$)q``(?pR)|d^)^;J_oa$;#XSqUB&dv%P=d#NzziA-B7h7j(IC343c&xr%Fh7JS8>~yzyjVH>=5+RjGi7!oh5=05KKw_26;Y^Ookt&CG!Mbl z58Ut;lill_@vmWLJ;(3GxH!D0vgHYFSaumHHln0-_qXQDE+&!la=Ks2-j9zb_rJpb zGLdwy3+|(*rTXNNb3!DnIfXf$5vbn%lo`XMQ`T3EGBJ{2?y1n;<;Ai;wDOhwZaVGC zddJ3V^9jjgq(eCL6oJG>B$BXnvi@LP7lxfYv&q0N(|D#Qg_2s(Izco$KcB7ItUD<; zmI@jg3);Y*zpM1Jr3Z8{EWEnm010|t-SbRBOw?)arZW=xmI37UQ0)#l02iW7K{Q&i zCA!oF=RT@|ZO}R>dMGmz2R(y?`h^70%gsT4ox$iftSPeZfc!q>VrXc%1>+Z?7d9+# z5q4Xh5cLme6;3_Q0KR;!Xxr?jY|izkX7DrR<=Ngpp-_5)95}4Rrb76YYq)BViGQop z>s_Dv#HE@sP#g^Lerrfir?d!BRbrwQLUkr5f9O{s+)uvlvp zE{u+QmjQ}QOaeCe`X|PZS-N0GVeT<+slKgM?PRee;KEw;DsUqTQV|qtsB@sr+BRtQ ziho3*-4%OHmm21n`D~{q(*$(CG>3h>6Z1}ahVLFDl7qT|-+QHBp>^Sc3hj``rJFQl z4>G4KzDowO1niQybgW5ysgZi{7@d3HHy>Zyr$I+X)!}5#_oUe&C`6v|Q5cqsSkxYO z(fg7_@J?_k!bqn@82<*AIRWY$sCmTVv^JpVzxBn??9oB96gD*@aulj&=2XWO>jXqd z*v5pE3a_8^=kt*=kH5!N;L@kRVb9QLYu?3qC%`!Q9fU~g1T<6uy4$!U%ucLZ9I0tP z_3U4hE{Nn5E;o6Th9<{ajVMy|Qvf)Jpu^Y$l*!UUmw$f~>DD060+q4vxJ ztF;(eExe611C_L|T+MYE7t+;iF?Th_^?7HE>Vxyuv1#1W_6d09WKh%cGJ&l1#*FBn zAh9r55YU6+Lnj`o9;#B3QM-NQQ58vZkicp=9IX|?fSaoZ*+AE#n#^Sa^BOlEAe*?Z zvrRnR57nDD(`w1dIJ69c_@Jx!pnp-(3qf7?p5^^D)Xn-Y5qwN#0Wm$O&4T3^BH zcQ=b&B4czD3QDX5s!Y!5StL=SJ5SvW_B?ko(kFS}~0 zs-E!%hROAYau5rIco0zVF^U2#f8b^J%HaF=a_!-?FIO@<>V-ny!FkKtX>a4Js+iP` z#H~X821yUV%4Q9cPFS-%b2D-p%GXeR1-yLkm~+bc^`ds48|MIKWx4Mx@(9lFmquUQ zsVFtpg}miVWR}7-e2ySs$SrbVl;_zv6yJT; zheNfmNxZ(ujI7w}dM=|f6y*>;LqAYgeTIpdYk&_`45?fgBTBoZ0 zUhu=7L#2xBk~Z289=2_|^PwzF>D?7zBVW7U|4VoUbJng!n*=94J8aFm^V^yypgRUV zmjpU;&$Io|)AaosFs!C;^s!caQjRiI*Ko%43w(sn$>Sby{uMTir+9=3MJWwN^~f9y f9LCxV=l^FmZMmOY@g?*V0}yz+`njxgN@xNA4FWUF literal 0 HcmV?d00001 diff --git a/fig_cl/cl_fig_mux.pdf b/fig_cl/cl_fig_mux.pdf new file mode 100755 index 0000000000000000000000000000000000000000..60a3583d2cbcf21ea951a604c8e0c823b89a13f6 GIT binary patch literal 24275 zcmeIacT`kM&@U=EC&>abL`lNT05c4NsY}aVgzyUBvlUK)p4Q+) zKwyxIxjnv!2#8PH*VPKdCuQbo=ICMr;!`)XvGM>xfdZPK%a`%3oGp;v`AA#V7fsFC_q=0S#-+F)$hh-(4on3$@ z2(sXxtU$j0%{yf)XB$sj5ag&mSvyCdw;(=QM}P&=Ru(RnR!E{fJl(C#obY|pzZkxX zrI(9sSkh`M^(0Mel;|)c8Ss${EHxDY zloGFl1J#VXO`-DdsR^-ZZ)}Wv?{CiydtYtvG5Pgv*tJ}w{)boA*Lm?pmFBM&&0h_( zzvig>@|!k)bq2p`^q#+JM`T}3ckil8_}uQ?d)mA3Mk*dY?5DFbMEC7{;raYybL-Cg z9Pdfx6DX9vXRg5(e`@+c6tOizaV147CIj?-)$VCKXS%8OEN(~^2ubf0fri3{xY*~T zST0Rv@z%ts{Tyo5Yo%UHcHdBDx0wFs{xa&JW28DZLlIpjiS|vpo3#0+zPE4PX2H~Z z>UfKxchc71XVcl|=B3HKRDAvFpEo_feOaDcE^EE8nC8B_v$p!8l{y#p{kl*vs~^9u zf87XW1)Fr=r4Z?7n_;52;WPzsOTW4ix;nOnMEE(3`~9sM5^6nKnAUMmsF>rhsGil7 zIr`VV74?$p!rCesm#ghO-!9rRZ3q)JSw260*1cI&(k<`$_Jh##c2$QZousq>wnaf^pH8}r#Wt;*i_{1;o`U2GN$E}x?teO=V_=5(8-sV~>dbvg#MbF86FV^nU zb4s6kLtk`vDwzcfk*;5DFn%{uF7ND}65`s%l}rjuO2UGH^q!T?$c3eDX5N7=?Sjw0 zek>^LSZ_~>mFB7IktQ{~>w_>A>{4XvK0{lH>j3A~ecZTm`bV=>a0f0k-ll zG^~pAwSSgUb#Nqwp3z9My=Ev^)8aBjQ06&l@EWU+j1KqQu3`VXS^Z2jXZdr2Ai8WQ5*tlK@wUqi%H?tFQ1bF*yM z_w8u++p2Pp@t=N4L`hR51*C>Fn(}KUyLOfumdtjs&p$WN-3j8oB=nlI()|u&CSm<# z+4Zf4f|n~RDQjQu%zeD?E>`9V%f#K;eW;jRySIvy$2-7sN6u&f?H&|#1vAP`>l|f2 zUb#ktzs5*>1{dRJv@!LBWM*_huvV|JS3vx|N!xKYsp(&9`M8R6=?=aDrkZH7tz?gP zrGmLi-c-E$kVNw|nA2_1PQ`S`-%1kU((+S#Iwzd&#=dof9^o2EFHlLpxfIV?ghJCz8imr>1`+X&H!xSxNn+oz0y;ONnL-6cL7R#;}e zEidFYXvFg=HI4*#c(?>h@lq7CRsPDyuNb$hu&PGF>Y5_x4ZIx6n&ff0^zaQ$St&UP zpI-zgD&H{F0-n%RB<1#q_@i~7B;WnC#r-Yah8`yF0q%>rsI}_8kr>+$s?+qg%5G7p zRgx&B6jrfD*k{OtKHPFnZ;4-%qL=weN~YE=3H@CC58s7?U0a$8H_u)s7A*B<+=w?@ zDZwQ`kA0fdw#eh3AN1nBn|qiVhd}IG#~_mT13HDq6y_L%Tt(p|Xyly~Dc{$~Y;_+~ zdyz2SGD_qA#>1Yp!Cq)eK?3>li$V?OdcjVLc5+&>|F?uEXm|vX93No>1nPor4||DV z`dtz+x6I&m=Y9lt&kV1KH?-!@1y z-Tid&s|r``xr|#B`0?Sm7vtT7ZL95iq#8P)um&)Hk=ODJ#2@w`| z3vrd$q|C7<=+Mq3<$bdn;3Lu>8Ud~48RR^$?`p)vb) z=W-Tt0p^d)T7eeQ58NNmPq{zmOUnqf$W@%O4i7YOU`z`w|J47*GZF3bW_8-^pq&rl z*-v4r@S^(Z$@ei$vB|%#=scMlo}j%qS?bYhry^CUpC5EvDBEp2HB$UZ+ECkisxPQj z$emxTHK?B}9QsmmG%f;??x@c!3^J$Do1V@~@_jTrSD2`r`+Zv%=_9fqh~Fb5z`-rm%A9`-BM{7g^mZ(5JvGvlXD-rx!-*J8 zYT)gCA4d;RC>-`wcEHVly;)ucWAx!_MbWHfrk)v>pePbP;$##0 z*b+gy-c48ctveYU?tKq_PWcGl1o+*#{q}}4S9Z4d6ItB>4hoisjCxz06ei_%4%G6p9V{?33P!Yk%GOtXH8Z)$6gaC+@pXrCCZ?Pwd-axl!fQ zoJO@Vu@^!7@mKoW?|P)=v)D;ekMdwuKWDopD!sq^YHShb{oFuWtJ~-MF|Tu*p6-F% zqWQG*EtV@6?Z+3$LPXqgD+>y0+1Ndvh+7m4RqB)4Gt`o}cMYq(54y*lo$=tk9r`14 ze(z;{_R!4>a2f)%3;KOOVB_6ZrE^a=iOTu&Hln--i04-?HqD3(7HntYyyD#HM&I+) zaqh|(uCR9Npz*Q)rW>@laHyg_|U6p!b#&{GxS(0lfcbV5GYx+NRw$`U+#0=8(pmYDAR(7*7} ztBCGfEoDYQ?sdljxtVv_F%>SLO={bc@{BFltb(sXB8{)8h_1lwI-aTU-kVqrp9&D= zd?7|m%zj>R+CEJfF+NxI)2%BzREF9fZ0IXh`Myy0H$_nIKH01;ZMc(4DGi1)YJ^L;~u;cCWbmYgM+yl(Fh z%GwWbQhD9^^?eTXYHP@NktFn<+AZ~I$qyktlhoOt&_?dhL9}l?D$ag87(UbZ_Hv=8 zxvlS_vYasn4VxjigR#Y29FLCI-oJXLk7*aU2oo z-xWG%CF_4OR}=-=3W|k&muxhYm=ON4wwwI3TCdwrXIZ&;px~2I-O5Mc^Ab*h3%eLi z@CT$#Z!vtPvN#yWvObs<>ige$(g`;C;6URbw?B2AP%2Kbp#BlT?T!0gg?62d{iAzP z>9rV@Ga(KIO%yu0N{AoDqf=%zH#FrLz;D~qBhD8Kso`y|OsrR`O|&}H?6I_v=U)?B z%wS1^O{WSo@J!97eJo2-E>HSc!*52%7@&lBIsd9F?FCjx=Yu=G4fmg4^4nT8Xtl}B z*N;qIezQL|qa$4B&$_(4UN$x-P+GnY(>BRZ4ZSfqvca9)qKaH3Q`$e=JJ*%Gmvwz5y!;Cw)E%CWO;3m1QP3G ze}u%|a=vG&H6p% z@&riO8!rd<^v{2oI+v{$2i|@$T)Q<`0b#T2%(-b~(P-#uwPhdt z!)*7Gv0E#K-emWEVd(6{`pVbOksk*HCgv9R5m*7Ey_}3=7Z$L-GLeqsh)C{9HY}qt zGWhyLt6nWm^uGTi+QcQ}k;aQI7sgmSm#mTRA4i|=7%i|k#;Kvd*qv9Ho^T8jeh_o> zvUk>wV?a~BW1-@0FR`_+uK8>I_lPU88G*Vso(#G}>r!Fm$8#^i^Ag?=x=4;G@xOhaI`dQ=dKTz4N^j6%WuzzXy~ zR-%IOwN9ZB!jS7~%~Cfp$V{|v$MtmP}+R9sPV-^xq4Nmj9C#@}|(G~iI-uK=j z?Yv_}bE`Nkb5S%rG)tnE%+ErUdq<*P;h7Sa_GRY_SAx1QoTb2IXH*Fr z)i@6bb2Q_;c-^mhcKB}jdSTj~lxb6**_1!E5Jb@ZRKI%Zs+Rh;tqlyxj?kM%smfWD9E<>@%dEEoPc^H|A!`k zdL$2>5Emg}2n=+QUl0OviPL!tgWp8=LpgpVhD5&#HVxMQUUSl*;#tp0<|1C zG4T1cU38r74qO+|LpRO8UZ8_6pJeSHOgW(Zzd7J&W&`+HV22(3A9(@dlkl)Wx^xgw z1c(pW67u09lplulS-Hwv+1c27g24EESAHh}hY{e)va^tIwsEuqn8v5&Y2~DgOsJUo z9P||g=ZF5`OgiZJ;lx6|_;+$4+4{S;I-rBO_NOE0fIYw8A9;eH{E+{ie8%x&4sBq< zcJBcEn9;eCRgfW=0stlf`Pa2R#*ev!jV$Mdq#ACN^3_Y?;AMWhxyJhJn~WAm(~L(2 zHo>+y@BG5%T^wL3EqY^8rw+s*_w zT7@I}F~griw-WTVYUZM~#lf7-*)~S?gde?9$b3TL-ZI@)ubkIO73*BONBUaj!AgRo zXVt@I^YgZnBLqyLq0`q_*`(a}zh4skF*WUV)?oM3tq;OG#;G$-?aM`Rj@Mq%7F2{+ zhzKfx{P%d;wF?ZyhLYWLPEJgIWgJ<1eCjA8-Fc#~Gs6M?vJD+T-`23c~+;P(>4z+%X}zQd>9h8G_=PTr(B&%05)@ z!>}^C6^oLK!Me9Hbu_w8&wK7Av3&ijT~$b`wXaM#zm^eoel z{J7l#yxtg!iA;fv+YArk9bVSLH#QXn1R`r(3)dS&EI&5bmbSUmdxete!3! z-NUA8R`T1@-LjYx&T*IW$tT3gz(mu(wo**OQd|ormSJc%WXt0AO)ZRfckVN7%2wps zhj;qnWn*bFtx@2bl&8)9DioTyxsPuA*rp5xC;yy2zc~raum7}77ZVho(Sr!3x6-9&*iUuX#WM3xp>hbsm7T2*a&amIgcs1ESAD8PqDad8BA-%k; zIl1W=rJ%8H&XB52nU8tL(3@XHfOsq5aRDn1e-0tTBYxP;M74P`{~@<2l2z!As$s}Q zTMkjQnm0a)6ArV6tY=;F((+4n2bMI#Oa`Kjc5Y&ac>6AFEl^k~Tv5MdLi>0~f%5AD zH$S82=<4PM39XfOHVTFz)$OtQ0fC)jf{4anBF11Ml)nDJJk~TMAl)XH1MB)e?3}K` z;swk1MB1DbPqR7rhqUXI9VrLswz6T4srN{#GRUvuYsvKn@3gSJAvO#eYUvX8u%11e zxP%Ee@2Dm(stV;qpcCfBQ@vikYW7l2H@BnZqSlvwsx3DT5sfGEbn@_?CuE|pJ!txN zhCoDmuB~~;UD)}Q~0HmdWM0-k!n!vbc znlm|XVmcC_?OxHv2Vl#1q~=dbm-igB9M%ksJ&uV%TMPH@-PD$YaEwoo8D~ZQ{7&kDvU=+6~|i{?O^IXgNL+$gJzB<)dSi zM6-6*Cr|s43d8{v_r(x)b8s{F0xeNSCzS_tDP7zoV}~3K=1Ho6%@Y*zdYVCudr2e- zA;erQFjra=QxGL#BF^6DHV~Vw$Q7#WWFu}iA+>Z;rWW!1kePqQ2fjm?KKDrM$?nCr z*{7s1GOjAwhfI@XcO&j+6!hS8lJ6xrc&inZGKYOdf9!r?3tZgTPFq|`{m7}#FvPPa zfr2uHOP+Jc(}=}lQ{E)$<%%Pb<~DY~cF)SXNeAb%w{qj(M@*;BJse~eO4{jg`g*R9 zq_5$!9*XY%x##p-pCLiXf61(1yo9qf(lQ`!#fdkixMp6}F;-q}Eb3C$yQy*3Crg#) zM-zyWi}3381nK_u+I(s0V7Z7Xc_kl$K1J#}bcJR+dAwS>zC_GchrG}1I%AK+Xx2!p z=$?hxHj}IuaxnLj5{5E_zS^19uU#Hk9vG^vg!j-DQ#Oc6&$B7!f05_Tw|Ddf32VlD zE_GTsKf&~x-nU8KlEM}NH>Baql(w7=;O_fT&HJu-bz*hzy1%XUrI__>+7CG2cDmIv z#<`W?Gv|{RQmDu40xCK!o^ar6dHJb6=-zS;Gg-E|v5)paUylX_w~%P^m@?x(4LA}^ zRC;ENz?Ipxp>ROgdlyIB$0=i1*V{-pmuCOPDc;OXD--vwzd$#Or_lb#JDC-%0nfN; zZ)T=Q>62S&*L#&bGj|TXX*qaq@CamRWD6b0q}JI=nA2bI#+9mi)ICtq_-zN}sije8MNUJIv5UU+II(9}+#i z@qFTuy-iQeQtB;yYHK-T4nek>{%^&v&5QV{bI!h$3bnWav$*}LS?%4Yste99yq83O zim-=0HWGG`6T};@>5P~PW?u15Y?u?|PtX2-AIIy*OkX7ym2CLj_u*A(I8>mXEn{`UIZmu+h7RZy{NH3CWd#L$9>6QjAUd#dly69 ziJ}e#NvPl!;uMn#fLqQOU|i{~%k4&>vxH*1BF~=i4D7ma%MT8V&^iP%4TI#Hr7$Fz zHP`cAPB!81@!TU!K)044X(pY_`8-wLYys+rUtGu0HD5Ru0+>`V>NJmjbUZuxxftovdoJLWN<_ zVY8scJeGQe+)G)mj8wyvB4>00@wU7zevpiJO<>z@hP1^Z&U zg8acf%%$QTi-F1#C7?%^u6bx@7}2RxQILZI_P|eJfRD%#&^sgt2G%(u2MPnD@q0A$ zlsFPoD>H;zVVl#?-UpTT@(_U%U9r2O>8tDzMzltDXZ9?plu*!v0-8X9wcdYDlZy%e z`c#NXH@}MnkUo_E?t=008MD(%s2D;L6wwrgwkpfI-d?Ut95B=dUm8xg8n%C;3Mm+g*9`hvB z6hC~u!CAW^-O=%6JTu)3Qo6ceug*Rww21S8H@1n>r@f5Egw-+p9e8tiDSug5HwfRJ z<${ZGJVeT}xDLW>T9DQ>Jv<$ycMBZu2hucUf7(}?vP0lFF_b9ns&Q_vng=q!@89Qf z^YxaP&XP7g3Ra=OPSDdpe8IR{Cv2qqNu?Q!xTG+A(U%^R^Xuvic9I9B?}gO8Br2MS zrraRc&YmDXN|Nx$^MkQs0gDV*`7sJ+34%7L%+zvgNE?1dWzk zB=vMi++KvA*ZfjVX;wjhM|Hh4$xsua6qh5%VubIeH{0W9-y2sh3kM1kI)2Ih&`eHV-`?36h1JOf7el%c-*iQHXQ{^MPX+xmMVNv~~E zUW-|o+L$k{ zo1EZqcDnuB{<|TS9#)I&@;8?QQZJcpQ4Slbg^c=;+$CSxBfLvy#Q}#(y(#`t_NZUD zP1rWdb;^&ZI9#MAGIHxtX1XNR6)KIQI5qfgzfE1|7M~-hfze3@3ZlTA{6eQtUZR?p zoY^3R%Qx^%K!Kadef-VLDl0R*9DPbME%!JKJPpiQ2(F%ua7?0Wuu2u^C2v$x3M)YL z($^4Fl4P>gXMc(3$$t=a$>$E10vflpuR(l~50%an@i(5Xio%&zw5$zxUp!m7xYb3r z_OOn4nyhs%kW!#I(;us;ca3e>P z85tg*w@I%Zs=HO|dWF)Qfah#B(cn|6ewI6hVJ7K66Cx2U<@*tvFrSeC^J*IQPqlH48rvW~w1hBogY zx&hj#LtGb0#cFqH!K}M;Ty6C2P8|l%?}QE=t)!NI1J15tgcv#-8){3r?oir{lHh4) zk||BA$rmQ+2(jgvfJmd9dniT`1(b%LLc_|u{A10v*G`L@ja+h>u?#Tm{2-z;#l>O8 zvcr#S;$-!2YIW0MWO!;>a7E`u&FeB*|1`b&gnf^v%MX{)G(>1AQP6|}u%2pas%TU@ z$pDfih()~}STM06gsWNic?SEdTA(&7>!+N7vjjRm5Yh&X$~B2O`y^-osMV^^)jXo> zxZe8~nYZMUu=#G;H*;sJ`Uu9_vew}hVY%F@yeeW&n_PX-=h;(l?ATE3!V%-{ZCSww z(Jo;0+_9T-SZ;04`%7%=KJ-sg$L0T&9idk!K`(A2tC^RHmyX5Yp{HFCb!4levc2UD zrW3WO>SW31beAf}j!pSNN|)L?`tA9654~qdC;D#8>LuRgCJyEKkt@p9_phi8neB>N zu66nNu@H`_me5s>7T)!9u$?zF{bhro+q>~Kfp2FItwqKt69ofNpi9Il22~}d7P&~3 zzOLrRvK`_ycHy>W{LcwoN$DroYixE}(4#e**SO>@=q2w_Y7oLBVfobG#+}Yp4$8d0 zJrtIv*zxf4$NFzQVu?dm@bw>Ci%_Q!S>hMhI^OS`F&SYIKtU%8$jQ%t3K%S-sSrB} zCahbg+(birr&`}B0S?dHzZ#N5*VWFGYI(725FLkX%#XK)At6|-OoaX|PGd+f#tM2Z z8g+Quto{gAUvPVncT=qLjeB84nvtpTE32^!FPW!XdlWNlh!W3SV70g=%{R{KO2k^E zm&YNgpIJMWSLB^8s{kgmouva*NEBZA`Xy5b&`?S06H3E9|E(8bHOkezY`v>%JSsa4 zH@O6FXAkQj}y{5O|+f=b(-R(hC59-|8gQTU%J+CC? zhuUs|89~*Cs3d}2b3K8Uo@oR(C!KLb8 zC`=a&!!#qmMIpsYt_0>zemT~U+uMUy9vv;gL#~90!JOQD7yAt68)68G=21XgxWIoS zT+t}Np9IFm*jJt-%VHM)UhqU@;AbPH*Ko4h_nod_b72Zy4BFd+mcn5doJ*O%BvaHr z<{K;SXwY!Zp+Eoa=4|DH-x+o(svZ;+p+J%l{?m{Y3&96A2QUF(BnDdRDYI-`l9Zp@ zYa|kOD-ZzN(#G5(o(r>`nZ1v@>Qm~}TG8~vjWQ!G^k?>%DQU|a38lrh;jS(TnO=J1 ztkL@Wu9TUQ#O-#!0@UpBg$|yxqnA9UlXx-Op>pY9}Xpw&{-PMxF< z*l0ZAn-M(CiVOMzxd0T<07S6jpXFAW02;9RBfJPIqz4m7hujV3jPSwMJ9nl!lZXRF z+bB#w^faO`lW+-%fTgZK2$t&)|FJDXj%nz)GJ`#$Tth0f%^)2Gqt^o!7u@Nm z-{q!0^*zt346M<}1NpkQG);2MgRPf7m`!X+)Aveh2WM94uCd~@U}Ro<`nh~P#qw+J zWz2bl_qU|Pi^7|{NrIAo zo=Xoh^i%GS@YCl~l)Yff@$sJR3PAn%Lwcp_`(*9egQ-A%u#cL_tLaBed>#~vL3yVTo&4iklC9Ev3r!$&=eM##{ z44<4~dvpmM#ekrK6~N~Hf4U6>6J8cE0D`^s?45us+Oo?qzeK!@$^L|RW*Q~pTx8CN z3d=h^a=~2>C%4&@ELocSl&-CLM`Ah2JIAtI$ZsvzhUMjBjoYpS*`!Xpa6iVHiAmYu z@s|2DYnP9ciL?95&hf&tpv)%WH*a(A-jX$?%BQZ}YPTsEv2xdg=R`)X7tUXyu&b); zFK3PEdXHH!IBlt7+{0-%6zyIwi~YdrVzMtL8{I0qsE=+Hxy{Vj-jK{o4Z26up@L^` zF)k@zc^2c$lNcv-|K_^B{ZCy>uG{JF`KfyIxd>3iOe(H|2UEhwCC5!wfoxaog=@mmNfr3LHDZ%+WA=fn!|3^?AZCWC<$LdibI$tn!K zd2XPzYp1rng*B?$IN2_1fm7^#s>CVTV@d$C#|z&$D|^p7<8fRFe(LL`Qz zBb6^MMRu<$d4K``j`TuUJOAq9xA$RsOub|SYgCim@0y;Isff|SE27h;<9Yj;20ZRG zmvBV{rzUUv&(%@yo4f;c-o>~Uk%vtrGP&(^vv_sUcw?Er=X29bQ@PnpDKEZcjK0v) z0GwWb_K6XW&CYB^_UW!jg*om=?w2!Uzo0Xmg}|BH1;k7@d0C6o=S}?6&^5oEFYHuR z$5y_j68{+Aq5kF>@d4va6ud))odizfLywcN$3kizM0;(MxaFl-k4( zp|A=w@cs1&&S(tEkYx3Zynw_HN{pJkmfS-`-B_<=Q|97hTke>BE_pUX(V5NW)y&1Z z>t{_(mlOTUpSk4XR%rRF`Xyc1jcddtbBt5;|IX=*Gh*HQV+3 zm5Rdm^+jLG;@+vZNHVkZ77)H#Z?(FBd(-f(hD=fde?)Z`V(elE$c7BxotDh2I<462 zuFcfN71a&}zsP)rs~PdenIETOp_#fa92fdF#kj&Z1mG-6RTtb_*(jFSuS&YNs8OMS+?4PvhAaOayw$1WXj< ziIlUEcg`&B=nS`i`!&I(TIE>#(bQNU)r*LGIF<8cgb0`#UcrAD3X82i^O3uz~9 ziNXci0p`lw>d1_3Vd@8Sx8eLTSLh7W@@Hx9$viYm2z^iY_y_x0r%ug${HGyb8^$AB z+zjQz^q3!rE>S?&&pnBJAl2Kp#k$~Ad2eLpew+K}A-cgIkDekTJ?+nq=)Tq4=%Qkz z@)>Hk`L_4W5pHn>XN;w{-I7t&#_z6`sot1LdW(PAt-SJI7j;bJtb9I)eYY^~lDWVz z9G96boPO(jn{Y_S2iS{G=?3d29G5nhC2-)`oRb7`w;Zlg-%vDZ6)rc@OD|qnh*_g` zFu|+V7`dfn!`EU->1GfqzZ^^TrFO-|W~=bVI_(b&)`Y3Y>AemgX=u}?pG9}?zZadq z?*9{A*~&ix#c-g&hNsz%6n$BX2W&@%&Y5UU;`)sx)~VrgF8rJ@#nPPWYhHS9`Y;&s z7!>V>m&fdBrWH`5Zk!p!{7ULJYms+KOL#8v?z|Ss6yH7av%4rrLJ8tdVTJ@X5YAS= z-OJw>0r>DJWwMdzL-^H%O1Aq+Jp{o9{&vil`scPs=6P}P_Rgo(^lHwPgOz-UGjnTQ z={`_6{*WPQP?nHu#wV&4<%(KT&!eU&IupPN^TAQ*`YO1mbv{oIB>W7t{_|a#T}d$e z*v8u&+!)O}9by`p8>2hZd?;zxZcs)e93_C`GfG26zTj!M%Ph~<; zzd+Iq>3}Wm7_PAGYu?M9FZc-NV?a4?UXwPTduBuJ6x-)l_2hw=1-pMViV;A8;9#c! zDf}>)9-s=<`=0~blE^e1hTNJ20xmSb@G|YLMRbC5`dkaH`ZOUri>?ydOHGuEu2#rh z$saJ{b13LQ0hS=A*r+*B%z>>GQqKg=Fucb=u?r7J0d*j!*)#*74!#rIRU`t9h$oEFzf~kD0E>t!0J^kz5o`C!H@Z7@jq*ixYcNYWp1iF+Qp;n?(ap zIjOMM+<^AB?^&X#26Jb_iU-&5bj!8SB@A<3+WJ7F6d%I}G@dg^rLYw;)k~!6p>g<8;S7G*x0vAh;8aTHEL>X1!`ceR?r9DboRl38T+Glj34O z)&_gdMMd_?hOb4bU6Ekf^JT_jVCu+nXC+9S+pxsFjFXDh=bO*~*EglnY{P4FlYX}m z8d_8A51D-x^`NtLI)bP{-WAIUjYZs5N-uA9*%(A8Mxv5MmgI_E*fOX4Dhq4I8Kby- z%~#ipXsF)K4CAd1C2nm{$aTVh@`53X)Iodd=wQ;2hvQ*zc zS0Ir<&HrM~ieiB7O-P0K!bsbXdC4|ay6t^BvA)%%T|Q3sKolq1;3yCiRNxdxST80> zxXUu(hHPcNyA&*bMzn9)vu6AHzLVTlYE>wR>CJ8Pfo9fRJFKfP$4lJX476TdONre! zlWEk>et3ZT3?W9Nz-IAS41dgk~!q~#^$DUg?{y1h*5HQHNyp)iuSt~dmDlFp@7aW7z=|7OP)qe+Hg$Vr(NLV?NPr?3GRUmki# zo5ZwyFwr4+yV^R8p8GDt5y@)zUI}pUWSa^JQ9omPCRa>2uMufw>XOuZ#TZh!Xw)CD zATqw6D7QkAQg?P61wkkf+G&m`3dS@e4JF2YrX)*SBz^5}(m;6a{tMP-K0MWQNem)w zfhsi`h8Os|&JR8aUCg`FKOGPK{8>{d>OOUbMuk782O*F3ly{ji$U?t(Gd;&FJZbIj z63!W1hR-NyM1id!r&+)W#vPsR295$?rX*R7Z?NKO3hllK5__-$!pDIo_h(`08FrC% znfMGy247f*6b0YG;A&1K|3v=!zE28;>oYvw^PQL*Vd2Ah8DrEC^a&cdudO2Qa7(b$ zxm+{F-jlsxab|cIIvU74mrc%AT5|EN&NaHba66*-3!igW42h?{%~X7GD&`w@TlTt|ElRj(k7;*)M4AS>VR74xSko-K5j;e={u{)N%Bkd zVz5bk%h^j*-nq|-Kj1hBml035USs;%l!7a(W@FphHt>@7ig8S}fcu*eWsD5wpbgwM z9;a4DzXibvC#QU0mQV_=FhzL}hi++^i48ovS1u2pTg+YBOP6iFR1z$5^%}Y0j0J*j{2E#B66KIHM%mA<{WE3clm_MFfIoqY z^U~d$ulp4qh~@EV-#y71{y*ml>OdPsH7N-#-9G|tkbL_cV1u-I{{+}TAwamz@dz8F zBGUu{IR1*T0UbryoT&SFGzk;}x+nlRAR%ys0B}VI5Pkqe&HQ&{4R904Kan-SfyIM+ zOa2L?IT=}le=M>F*((oMGYjAf6hKN`k@t}}T3LG@CEX9gRRjP>t*x)Ct(7y7ZRKv~ zVhMcXXy#!H;`6g|cLDLaI9uWKd3pmWPg{2@Ae_h=xW@$e-|iZa_5h-S_<xA-_Hh zf8lesbG8B@-Kth@US^IU7*M|i5Q7AS$N(`j_{gnwWgz?o;2a20ZhYz>A%I9EV}UDI zKnUP7b9XZf2P@A5LXjaEN6&}UA^_8220|Xnv%u#AD76B@lz=k8T`>T?b|5}`5T65x z&k@Au1mXio0*H16K_CET11RCf6Fq`JT#OJf!Qj9Nro(dlhrhr^1Ps_whXL30{PF!?b^Y$g@85sQ zK@RH>1Wx)K)&bOmq!(EquptNq&bpu4C_xm;JBj|G%z7o}S06ZUjYzYD+{U8Ns_aozUsDTg8r2%9d z>R%w7^Ptp$z6N$y4!T=0kt8{qD#!)#j+u={yX;K(8f9yE&&XjWi)9lWpy2_7}; z0Lb!T9-!or<`?L%6H@UXrhaQw*g=!{fHpqZe*+2~8i=DNU62Oi;0wUcfPk=@gS0CM zcGTX#Mhl2W1>WHwnz2J`aNv&xYCN)A2M$c&(H#UFAwHhqe!xKh6){W`d>wRU`Kun-BJ9803ZziiR6s6L|uS$KT|)s1s+M6z8#Sx0TWWZewS@W z2G>exuFMY!%5?nT-}-Ym@L}Q^hF+Y@qN0gq+TU9TNk^sbHV#%s`{b9%K3J=n8VI)U z*fPsjyzMuYm>0|Jdg;#MQoj!$~Ki8i#Hc|wvTzYbUL(#wh z7B_ms0IaeeEkkgozW^3WT7#au?^5qx=0vQ2_0Ij48LF(Xl_J~aRp|_<44(Lnca$>) zl{;6mF|%ZYn)>4z#I^8-&|?Cr!05V7c=D-XF9nP`lu|p$^Sad?vW3w4-#u$Lb{M(% zu(dE3Q(P(coPue-1U@TRq?n2EPCWt*Y;Hd`)XSOzTwr!vgcIC;(csfXFuEFLVE<8#}!Yj{V{7OQU)wUHh6ybgqXt zFTuhEp-yh?1oYyy2WvxTv2sKTz(3+@rCvm3wk!=BJ9CtehBWcs%t|NpWe0FeGICh)&32Id7Y6;KfQd-?Jocmg@6j>!JEFUYBN zA`>~wes@p>h&?}2O)5Yv`q4C1fr21Mb5sSu(MJRs=k>TB-?1U32vflU!~Erby}K1h>V(#q8h;f8i5{XLG!Ng+At{{K0F z$nf@45(rfX1LPf%ITx%+Yhg5U_?$s9sWP;gMfKqf-oUL0jK}~&45b> z{(StOo`95Q?^D} zg@W^c2a-T0Y5$G2L#m*L<6b;jKJK$E%igzJFKE){hw3je_wKiPC=gb-;#Sk z9@;vH-k3D*WhB9wm{-^DEd|8ZtP_>oKT|Bzg(cnC2N!wGDOwNT67eZ)z` z%`*BSIKFECc0(ZRRYxa=#<4FxiL{AzOxt^5<=hgZVeQ_hyN-JbFQ1DWxGR(`t5JxG z+Q1l_8KvQV7FcAv_>kPfu45VLm>mf8O!BxZ7|73lw)3OD_xHcGy2ZbG5VvnIl~<&X&Kc0E!+o zVCUj2jl4*gLs}RLoc0C7p$I4xA|xot4Mto5gD-IYVe@_5t*r6E$Qx_G|NH?kz96uO zvIhN=hqT|wKOpC$JSY^31l@nBj{>lR$kPDDw zdHhI#{&$`L7`gcSI}Z#616uCyJOMD$DE^fP1;dcSd@K)+Tp}FHLm(H9f9F9U$i>yM zJbom+IhH4YT#y{ggCm!z$MS>#Z_2SeC>XiW`>PySKnQTY9nXWEXag*OidP6EC_7dk z0=Y^(mUpsUh!Aqi?(cFCAqetXp})R`zy(gw2SI>^j<*Xzz)#2;SP+U_`~FoQSWp0o z9*^ZAy-CONVBnMA!k|JY`UVp~Uefb-eK0}5!FfCnj&u;PE^mV1Q5L@t^FQkO1J3I#!<${3Oi?Fc3_0tQ+(^z$f|!g(2NNf0yG2pKKQp`{VKg1RWq97RSDYpO7^OpmR>}S>UAZ1opsy z;|s^?161d683&HE0e<#l%KhN-c`Z9XtAoqPG+kVf nCilR9qu^}q0y;3c2iI+Rc$&F;9+)^_{1JlqY-}=WviScGnam-F literal 0 HcmV?d00001 diff --git a/fig_cl/cl_fig_mux.png b/fig_cl/cl_fig_mux.png new file mode 100755 index 0000000000000000000000000000000000000000..c4f981467c7d9e47285353e9a166eb45e7bf604a GIT binary patch literal 133239 zcmeFY^;aBQ6E>P)K?8$paEC#HyAve1ySoS1;4Z-ifZ$5TB?W0TWJ2UOZ{DEEe3DRk^9IiR%^O$|L79^)n+F#zh!NdIf`_?jNQsvFtH*aJlMAbYqk5=CKW^A`|oyqB@ zcHGKmcD^GpOL`m92}5->F?G{WSoloWFg^*h5-R4isM3}jQ$uck%2YQ@M(#r!cg(Y@ zo7mX3c4?(m7iK=RG}kpGJz1_Z*XDk68{~Y zU-M7_{~pRLMs(u;ot{R)AHn$V{58z~9sYlx%>NC7|3Aw^Bv$lCVIlnE?dj0TO1tyc zFo1{nee3gg+p3-pugkV;aHR&L(DRilv5+r*V`Jm+$Vl&WscNlJ4-6f4ltZT@#lOda z4}ve9Y5juJZkERgnG_ran2bir*x0x^l-;43NKxpX%KxT5Cl3r3+Ik=t4_hxS&h9M) z87wm2D*m^C{gPZ*L)ck5uM#T~kno0Go2vt!5ARlQ!FXH=fT-wb=LK`n&-JkX5CI|n ztsyKa0++u&zKpiEwrVxmrR%l1Li&+9?sqb* z?Cg@~{9Yf|hPHktZM)F?XFK8DbTD~@*ZBaRImSneU-%_6HUaQ*9%1bH>^tA2Kb#wa z9}dd5H(BvfU+lXcW~#U9r~w$fSqjTOr=9a{Znn*W|C{N6AK~eOI#wz;!=X(^WB3jx zJ^QQ|g=IJl+&i8pUhA?wk}EQ($xB&g-k?+2(P6*DWw+YVI`o0^f54UfmUQGQRlQu} zer(O}c7>HN*7%l)%>*u$#qh(8`+rZ0!-*|2P2~^#7P*(Ez&Y;Wx`QgO# z)BoUbh!r|!D4sNY#wKNVYHG@yQ=X&Va_lBY*mW;~xZv}D<6w!z(;bk_eZ$a6S5IEN zyu9kjYsZ(DV@5_sPCT{#H(B`K$-r!LVA=E=I&9=0MMYtqg8$i!CJ*aRIZw*-u**Erdz|`*hr%P^&a2pe66X=c3+KgUybb?P$&f( zD~#Pw!ibch@ZtzL?a00T$a-pg{OeS)qDM~ws!ih{==Z#=v0^vZ&`R zTGC=lt!a+8czt;`ZrG(Yy#g*IF9`AfcMK1tN<3npiI$y0j|k>yzBvWRa&bMJh?bu^-M>iW_b| z8kp`ki^CEbqVz+jx`jFK!s_oLu*!XUZn2u6s4(oxW~M3;pWkaHg1d1>%IwFMadxg1 zKF0}^my(k55McV>8WG1IafO|j|2enb3PH$8Ab*}3L2f93sZ+8|KGvnsOEenMMVg=t3K7Q<%NaRNB-Pvz8~xA>$mTtqL7(%o8(uy z#y9%H%@H?U`JQ9*iauw|w&qa%?_!L>CJ&Q`)m?Fwy3GjoOHK9}uN@_7^b8EhZ7*$y zReeVb_2O~rnwsH5qyftT_dV}OLkz0X7sjkOAkAIR%qJa}3SQc-8$c$eerk|jP(=k( zCXX{rj_(B$@%!)&gYp>&dcd7Ho^SL2f{qk5N@-^^UU+ayQJCcXVWwPjw7Ll^xi^%Z z#CeFsW4${N*7K-#Xlr|C$ASQ(u~4P-47&E;L4!uP{PEwQp~!y;9tE{66vPWfX&QJ* zYWxhL3`&b7;)WDuI2@dWi~V;kzv0}HWNol7?_eCsQr^<9^pCVhH&<7#0o&2*M1CZ{ zqi`6vOy|LV?MIZ9gJzayW=03or6m4(|NT1$E7Vkr{mH_Maz-jz+EIiql0qdqr<2y* z5tjdaPXRRi-(LstsOJCUHQsN<3I02uZ_usuKXfa>LyeN^`giu}=GGMlEn;TnTQ;9+ z?j`7FwCdq@4Ng8d?mr@QO$Y|ik^+Wf9&XL`FG7f)A0An)Aa`3TIYa-==#91(fi+ z{$`H{mUkzlH=ZWKmfhzP5fD_KY*cj^2gYXpAThi(Hb0QxhM33W$-&y0xs=2+@;~l4 z0Ax0aub5BmSLbS!Jp~2|yCSw6p#wU4g1b~G*If=@suGqwc04PGkkLeaIq@YVI9k|} z$)SGCS5Oyfr<%9|{-VR!oS9c%c55 zrNX9Zxtm;sl8g4pLwTpd(+z6UT|DZuK|ioX#`=<{QkIMHsv7Z%?qyJ_6!p=# znXzMO`&Bc--i7599N28_gFJTJ`AFXDzE+FjdGslsd4#Q>VCZ0zn!_g=6 zwgZv+!`itX=;;^tT1Vmx02UuQ^_GgLKJUt_SqWoNU#j=l8TRSZe_|ouf0u|MC({5{TuDdLAm8kuRmf+l|cL z5Am)ZjU9USis5zc0_Eoav-bHvfeq?I}6gW-k_ z<(%^KuxStEoGZYd-GWozDYIR~#cn_25JhwtWf!Yu&reR#H6dHhf>ZJl2(@1s2m;(f zD6&R15UhDX#7)Lrvh1C#3C$d0?0uY~5j9*aNq-{cA>0Q$Yo+dL~a zxINFqy8<<^o*uPAHYA?^h1sZ*0pq^X!6|kpKur!=I59waTq3V1q43R-pw4fC0-x+Gd|8_^dXp0L0sZtWvayBX2F zkkKy(?dY#;uqSiPrwf8j>+6(f^MO6m>(7n1^ADJYba?o~cMaTF5)g+NPpx>t{L(;BI|KK;83$Pi*{CA3RFetIeWh^65Xh&BS^kwmn$ly+u9|aSj z7&ik}uZrgX}w~D zMwlXk45MERM-xNR(>VWL2eXkG?S)zj{AS0@k6wW*Ie)7Rt*J&L?8DoQ zPexi4H)yEpPtB1vD|l7&#K0@i0ixkR%pRL~Fn7ZFPuJAVyJ}qH|-)H>G>jt z+^aKol7avxgtjiN0+wc7c#1r@BM%#lOOi*vWIRH;>lp_)T_b+ zM1+s9n$j=?q<*SMvi{9*@VC{*tm6Of6Z!sw`!4wnt-W3SdlJEEE>wR&>#kqSo0lz9 z$v{7mKSyxSbIQ%EVudiRL~Es1Xk0tbc(oXCsmY!1%lg9*rXu{HJK7^%N)+NFf+NZ*_Zj}`^U@K~lNPoTo$l#cv;NuX z<`S?g<*TXp>0CSS-Q&%w^18j>F5qlA9Kg`Y1%nLZb(wMy9YWRn-$I=fcdxy@H$qH zRtfil(t=UXYv-ONTlb-sdyYd!ddu-X2FYfQ1uerlkNpP$en`gmWFq zOyRCCO??32UVRnwVfNay9)XDAdU%$<#x8v?fTh(&dybcIHMH)o%es zcQ6FySa;W8GlI4TX*jL`{=|sRYn>-o6Txnyum`|D)M4ek!|q{KAk0mky7$nNOr_abKo)AFO?px%1&o4Wwr7MAN84K zh}IT&C4syQ2|c4VKbD1ffqaV%B!(#i!op`v`uA&cL*hh*d50o7O;hR;jww=rAFixM z)(+07Es^{bOy_Xq_I>Y9xdKvT?rNx(F|%e5l4rZk$e^YM&Hx1aj$PgY-z`JBBo&+w zzAo(}F3>2hOx#9#@;fj1_#L`cE(X@MG7KwQS1`?)m7x91&q7jUoUgB*5aIuyrEQ7;7%j;0*_0dQ)vUanVN&e_kJ zDfmvmG3xbJ2S0qAp8JQF*!1l*6ttYnE6qeZHZ+uk?c12ZNE(P)D1Fg4JWIsOL7E}c za-b?RdwH2Ke%&q>5{TKpM1GvU+pI#?l-CIFvMCfA{94#!2U2HwmdO_l#xB5>k+Pqj zGAqC}w0lK16}mH!-*g-h5_WtdV6d+?z7M_h+49Nz)3v&CgWFO`)3T*mFMtC&o{=o^ zf2MWf(r}k^lbGo2yE8r9lu)4ZuZ+Zy3ZZ4-r5>Gs?HuY)5t^a7Je`yri z2KdV^2pb%6C4}+TFblfZ3xAxWW}Z}$x@F`mqVAnTcyU1CG}{ykm3>CIJP6u*!*`pj z6h%+d=@lj1k;u5G*7Z2oJ6y%9hkkP5M-Y-v!kE>X(r9X1njN@55l%~6R&!%p*$32= zLyF=ZC5yNdA`4q>tMXwE)ESMw*CGv8^g8$>Am}N1U!qB6^8PdSvxY(x>!H1< zr>L91Fs!EeR-lM$Nxx?a%vDD~i6sW&=32tJdx@Lg8%m64S$~1?|0A5C7Eisv?9`5Z zcjh{$*6;7MNG4A3dC)0txJW4WZ_uJyq0L$-Hp-1#?W^!^49|@gG48ADpkBr$zehC) zqu%|wEj8_*BCn`98u3$DG=-5u#M)shSTcJNn)35EF18D`94eR)#0yJA-r!)=L^w&7 z-}w8kd>++|d$j?uXKiO$o#+4^`A;^`#(&@#t-qtyXz3J{angdINt)qfVq^|0_4|Me zd3kt{kTp%v71~riG^L4cRW_q-^gj)g{b@Hr6!2$jT{Zj(u+pr=Rs5i^H(uK>3mGU#;a;ISB)Yw3mg(jsa7GXBWVv6UEr&w{k&v6S+$rOiD1hPUQA##dN zw#_kerq-O!^|bP$GD@ziUGOHAk_KgOYkk1yZ0kw(ggpO$R`RuvMlo73;mA`8u6&_%r&+tRrsyi3eX37p%W_DZlQDcmm&&GMwNX%u6BKB z+4m5NCEpzK{7`<%#;C58RSE|*oY>#A@ZaP`6@Gn6IHpNL(&BBK8j3YM<3tsFHKe=0 z#?-ozc6=aZjMf=ICOE+R%cqpPlxOuK*;U#dxHQ40d8TgIZBVWgP2 zCrcaj{R4uPe=rc_y!xDy)u}>^>Uhl7QqFLgvQ;M#n}q?RK8q;oDjhQn7t`%#pVT_8 ziV?<+V?~4xcdBF+P3NBQgVJkyWIl1qoT+4W7YbB@I_G>C)gEk|D5iB%tZEp=g8=1> zJo13z)UTHi#s+{6n;w2 z&b`8Zw#gPw9`?SaT<ABlG(uPi@jWq|DuEt zMNm>40uz$ATNk=!n+Ze##NnZy*3vt-9b~1zFGxbe7@r6&CZnxGg}syOQ56QyOf$9^b(g$@?fq--Y^e`LhX2_+^lU1iz<CWO=FvGT)7%U@So^MKu`E7$C>YX z>1l@o9#}EG$EbS%&u}@<6#nF+iNxKAWTi$lZH_NHgl)0Cx`AU%h57so5vQ$CT=g@t zWx3PcaJ>+Mvf@8ACfID*y#9oKy?{cw!;k`BGoq2r5sM>Ojs?Rm?D`V6pNo5-bG5_0Xol8J>oL6yL0;n({yKs;do4txn!#*O3o{hvIsad3Y6!N7j6 zPf1J+D$emI)c-6nSY8colY8N>h3xRxdOt6OpEGK>`lsV6E1LXO8CFInf^%do2_~P6 zqpQcFd4#Fh-sz+i4Sjg$6|pVh6LnyQxcOLST_@%1EkSl!at!c#kzNe{!;r?dr}j2b zwxtY*BoU2}YN$C3XcAISqerV4^?)!kGYMxY4xbr|<1{=a%R|Vx#pSiAML)Jg^ydwi zTs)`8bB9>CP6i9MvUe~*a(cX9Gtfmln-@}-6+j}F@NCCdppX^U!Zsz)6DhPxni+vX zU2B1*0O<_5M$ zLh9+%_s-`txj9<6C@(iRH{V#atv*goC}8YMd+9ZHgKVuao_9AGW?k3rjA@Tk$48d5 z|D_@MK-Hzmudp*i&NVx5@25Q#(C4y`CM|gkOwXW@%*=hkEEqNSAmm(}z2n;Id?il_ z=9?hwju<_`7rwiJXK!7t9ftTCu@-31v)XGBs$llUSllS0T);7zL@IeG+7X_KMz{75 z)g}8VGQx`CIi5iTSqAAnQt^FOaD?bk>`xw+BRw;%PW13?y^*CM{4G%1Dw%oF7LE8vn7xfC0HRSGK&bb_RWt9&Qu3k-y(7Jk$J`*RAPcd`?Ho`ENGU^UEQOUmqes6c431F!lzpCrV3^iQ8J^_-hJ&};jNza;}9#|!KBQZHlFOFLj}{hHC`M-BiFeQc8TYI!CL7$`i@V>16jjz zOtI}J>krn1{X!&}$EZU=9M*iyq7vL!&c_=M?2~6h1!W*1;mNMs<4HM>U^dytPt9lYTcEX4XSPnWS%^jP2J+8Z9=TKm2}=oXsbs_}~Z; znx=yY($LNmGY0{thuLN($kWe`kdhf_>&G(^bnnd9T;-J0_Gu zz~*N>+@BRr>W?2BxnyCB_9}g0v3fSX(KHaq3MxX?q3!@TL{V1^-y&(E}3)W zY+x?t*3)ZO*q-ZPI!!N)qTJBekU(Za`T^WjiWt|HmFy!X?}a}UOyD==L?S9Xyxu#W-J|=*)Voa`8;S>1$bQkS1i&P-j{3<@1miUOturrJ zLkUrzO}azAhB*04Wt3_P!=Au2q;AAV$Wyo^S*gT#*YB~UV=4J-*>8UvoOR*U+ZK}y zSu|QTkvsY$30T~}o`0+MTxX~OjzCVsy14puOh2!uZ}?21FjRylUM6&fC4ay_a>yjQ zS#q0Q7A(mDw+|NzgP)Q_7YzCm=EGpzZ=S;5#Qg|nNY`9jn%@v9vS+=#^LcP6O?B4( zZJ&x1`L&SUt_v4bm?wA2zvtXSUasM*&TQ|~7@^8mcOUgM+pS8FvxB6PSXc8rN`XD+ z4n(bV8=`c$YXwNZB4A>9{4JuouW2rgLKt;E&ZB@) zNG6!C;SlBxX_V$-G5N~K^?=vg0O!qE?uTGdNJvP%O$W2I9ALo+yh zP3YlKAzl=G*;Fl=#Y9y!c}Mgc0k{x3i!wl58Xu*tu$LFNz-dCL(}1AW;N4)g$@+T7 z^`j(Hi6BOaFxH6xD^O|-e9Al=F3G`Vv)f2rX09>zN4#DXEw&G>u`g6+=%8jRV@$kI zz3*6~n;JqG3Ihbew12m^a&5`gWXMyeODNDFS1&|G!tmV)T-rzbuw`v)mGDsrs{juj z{V}acs2OF3*5-LA)AL>nHHV+-2wZ;hjFI|~I-A?;Aq*bcbQwOjTzbdv<4aTZaC}!Y zN3!7b=24gj(j{<`uM7}R?<w`{VlvJOk2MS-I+rY@!^S*IW>sP9q7& zv?^jjhidwsUv3_~0F2=XRtxo7QU8?YkQW)34((vH6mPRb5-qO&7~AkPa^x=(tg2@V zzpZ}xiuvL$>-@$nGK^lDeIDJFKuNO*7t?6)ECMu!F-@u1r{!2*AC;*6q!tAiiZXhT zNGms{@l825{^8jR&&Imp1AGrD&?w)&%5lPB29JJoV3bd1hu4>h5%sqiV0?qw8z&a$ zhFbSXnR_??tfce3kLi|ebOhHX=k9pINo1F?X>^A}CeXVAOu~787 zfQCzh2V9*ujnf+4E1I%vF2jYLgbym1+TKUHc;wQiI0G%mTI6qTHZ5Id7&iwBkrz5R zIKVT!V<)$VLr%Kz{_#MqP&qVF-9_q_b3izDo1UFIds2%~&}LC?H+X2<&nTtB{hgom z7us*u2cq*R3=2Ddm1eF#(0&%EwBN1l*4y>_0M5UYMLP_53<&(a7Dr{`*oiBgrNvSV z%X=uR{Icb86{3=aoC5g1HFC+7LX1VC0Esbgxep|T_J&!@Uo$zLjVv`0OU`7pb>weP z%CQVY04Rfk@SKIHsi|!wWfU>z zmSPk_{JSPvXy-KtvFvuOjqWUo5Dq9OR4t_dFC$Q%0MTAZo*wDC8Y*#@yBC%qzOZv|`{)^bV~@4& z3bKmNE9kj!ws_QvB4{(J;+Jw#0n&1*(RUs{|>8puoV zVoIX+D?B^f8UfWFyop-hr&WCeV+6?(066TGfiZWse5uVu4y|1+E8r{3T07n=|pNg6&fikMYN)n!Up>xzUc#ez~uY77Y>3`Ua%0U(hEB`xH%8 zvq0!RBI7Fht8i}icRZ4&9(mO3b8&*}XkbKVn9_m}>SJYTFL6@Ooa5squ5LhHM7)*- z_OOYE)N1o*GMAbTqzna5*i3m?8V+sBFm@lQLWr7!t#DB-?IGK~mfyUe+()z$x#^Kz zg-uuT#)Y^Ti;Rj8WoycJCt=AvKTu^71EWhqBF9*zmbrcO5T^MixTW6~%5Dg%Bk1Ga z?sh4ZqONfF9{WObj)5;tJCSF`oI?duA_LIYm6D8dLzq51=SB4yme%uh(G598jV`6R z&Om0Y-=45Vd zFm#LZ2-w?HIviimjt_dxk|*_{C3XjOu@7h#npijG@v+^xoj(Xi8{3@;oPwTw*}}Fw zVH_G|-)89`*@}$2IBn7gj89IQp&*;1>ZmKxO>t#f=~`prH%KgTmo5PNkd@&n!B=lz zU;1xx>B?t=+P320hYF$y6V&H|wrGe@OP!UzWRk9$D^;1WQxDw4B2=5tm+^`Wz?g`TB|8fw=>goM1>l zlzbH}5X;mEMRCXo(zOUPw4fII0pY9n)yKEkHGK-D{FXD>Nt!*cOZ>l^(%M=GP>*~&hsyR?ZZ2Uix7;FmH%LT1uS#tH)Zkf9AasT)8pq}13cUxI zNNTY_@=<6@CgsVa@av`UMLCPpl3k6a#?J)mmfpfitd^cK!WIFrl>=~8dEzJ8A1#}b2FmD!q1*(hPFWz%-V%(gkW2Q>j_~+mMmj9CQGj202+Qsl#~E=PO8IZ za{~u+1GyAn?Hwo@CO;Z5KP+%a(@w@($a^|5t7t36Hq`&2bWv39P%_`Qn*8R)PC z_?zftE$s9YPgpYY`r-qsRVihv!xm0LR`v(ewBge@*aeTk_T@GgQa|#IeD8!5;$SU< zfW)5_o^F^-IJw1Vcj0rvbU#y&3qi!&49UL@+>Y-fwMD zHB9ln#z?O8@@vDBnchcg?jtZxEOQCl(o>I8kOH%z&xDfzADWrpBMUc0zEBZ&nIW{o zC^~Qe@?VI#)$&Se1~{UD8Or*;O`*9QSy}FJ$nw7Z*@bPb#o(d>X=@;G)O6PVZY0$3 zzQ`}9`}n;-7DW+LsO`ZLz>>+vu6owQJq+!8%*Jq602+ri{HIlCN~I?+kY+=~K?+o> zA*hqEO=e6bjAWbei%r9)62~zNjYiaCV1!}NW7w!TA)>UR^dmg^V&usV`R&f5F57yV zfUH=swY5E(_u0-~!bd72g7zTEC=e4D&&Y%EY|U26lR>q?d%hAFuq`9*_R(O`n_@P{?i%o@YBboulh?tH-6{uPQ@KBJLq2q%QBuixqCa=fPy+$Tvh<% zAQkyFBrTAoW3lW2q0?Qr-%=Pmiqwx$r=Akkjrn)dMu?tRtL|&GAjLq1!jKiSzRPAX zc{zK-`Qj|AWTtmtiZf)o>oXB?8@^!iMV%;0qXN#gM+#K03vt+hX}yV9!rrDflAwiY zclz_w@z{APTe|xDp0K0Gh?gQjpO@|3?)%1(oNz?xu%ZW;10@R7C{C;WVQ{Jg-${BH zE-{kUPC9-~LuF+=x;o_Ee&A*FGQ4BmzB-6GrNKgihi92y>W}?Asb~`F!C{@~t{|^9TGr!dxKz`Ox0ZJdY-~4ejJ`@1 z-9hK~FCs++ILtyO74?WZVW^P;)Y~tQr$dVV7g$%EE>;Hk36EFm8nKw_ z^d|HP$jp2=Hdu|yYstE940dTJrA!#)VJyj|8UD6BHCDR- zz$B75E=LYYadjrtmwU&6U9ziH^N>vzf^Bs37-ON|c!3ct$$;C++Z(&dvgGj+>^g4> zr?pQIX7?6}?MSPm11C`e>Yl95W@O}MN8SW}D_*6g56m7c#2dn0=Ss|a;wn$ZvcBGD zMEYyD#j@iYw$-cS4r!Aq5-IWxB2|L#!m0D1MbQxUteMr*y~0hCSCZ>u^CYwDSVXCQ z&F{61=T5p)$cf)d=DJNhhW+ZXD8u{gLAsHp%HJX$<9WNG&a_W;mRxEEibf}9?#-xL zs!B>v<3aly@*T)w(v@Gq6>@RZG`Fsnuv*H`E)`%NvkT=y-bMC^IQ6a=5SoYJRD8de zM%R_2MmyF!IiealweHM{K22I%C6$%?+IAU)&r0wyh$e{zPj6T8A||HTLl$n4emx2Y z*VnQaEv2Nl7wsyy3Igd8tcgbY2L^r~;GE-BDOa72(lO93P7q;5ON?(TunB(|f3ec|Z}bd13K`8U^I@0Bewcc?V*{QQJS>odjRkgbFwrlS!>5V>XdVc!Rg z5k&4Wy01E=A?11Sj|M9!1=KD|J`<_z+UbyLA(@Y2y5l;2kWxPDN_p!_73)d^z~g>C z$3^z*@AQaJM3Y|Tw+9MYm5J86%pa9X)McrnSUQVV{50i9+CE6yP?g_R-(kitfiCp-MrVcxF6?!Cdogf^F{gAy6#vj5|8 z%ge)|`8+1+nn#Xm^U8Z^b@eM`yos&>=bJ82Ta;vhw6?bpA)1U82hGp(pLjDQfqeWZ z-+wWUS-W#hr)%@%%Jiu6A3Qa4mZh}#K4461W=!bW55|NhZDW$wno-yEiXW_x$%oLE z;RoX?7h(dF0XX#OoVW`S8fqmG`e=$gqr)cth0Ln@vP7hcRKSpp@F0GNOA=&DlL^era*^EJRF$0> zoGz|nR!vyTVQZqWRT?iF3gg{4xu&Lbl^Xd2$ktReR*{JkTpZCY6VZOHb z69=R+DTTE?`ao%F`rev7|1`Q9P+d(>Ei_Ub5ut#MwC2eQPJokzpZ84_D5%U^%xeb#{F~ zTYoAqD&fRL-Bvk0F;+@EA61u_ffM)WmDq;untqh1!OR>AtVx$=#ZUoMTdES-u-*DQ zs{VJ(zOqXYJz*Ut&%;*7J=xA)eMTXu9 zRveP0ZS%smCip zbby@6ekK`AQ@p_LOVhrpFHpyE4R39W5=#G3 z`$6SNoe2nMm%4N8h$L%u)!&yWqR;ircWyoiQ=@z=snFcDswM?9;W$X>5V?;kD+% z#@>O2@vp09nq|rvX*;D>Y*ZuXzw6QMZ}dtv#FNsI+?p)!$0v@IJ*QcJ2IvOs1Uhy+ z;kD-M{iYC4wZS^D`DI0ihbHh@)Q>(Jd>xw`m6*GY5FHG9ADPW2;esqoIPzXb*z)ksw=)f#aCLCx$)bPvFf`8PvVeqCe`3Ap$!=`YanItQ+&amn< zvDj{(WcQ-C)d4yr9D5H9CrO~r1o~* z_)Yus-04~uDHd&$0*$gwqgJg6yimYSdcFS<_o^#aTSI`Hepaz#bb#!)=H3C1)_fR; zFT0NjS!l&#^x~;B1;zOTWfR5^6UU;DbP!1H&k?bo5%iv}%iAx<&a&JNcQbWY{MYH?z2zO1z>Psr7j|Mo4#@~wMRhhEdoc#uAN~{zY4SpnNVrG77u_o1! zMn%n+-PtCgCIPRE8m6v8&b41`2=ZUPzFtH5=jp0j{OAa%s>=U7HVe1d6pFob9nePB zfakj(0y*Elhv?!pDj@R`F>}%0fTn#i&b^B$QfAy=KD*g;G&K^Oo~g+L^q@S`<_?vF9!|WiXMTjkY_esFxw(W?>Z9NI8h`y_4o&J<)Hu$v}3N!mIY=!x(f;rNfev;tai zZP%7V9v^ar|TB z>pf|S8beEkhU5HXQ7<)_r?Z+SY*qcK@zl3%@z3m5G7{0i_oj01!&XksZV;c&+a8}m zZb1I*s#S!jPbYRHzcD)+vR+eDalPLd{mxM59B1MQpGc%&V&) zR?1j4WV`0WVi&yFL>|3cr<_e#00*pH$2X%mD1&Zb8ly@9eNZjxfkgQkV(8s}0D7xR zja8~Mc;dQowvRA|`2&k0qI4h2VmPC1wsF>Y(XNz&v)kf6bW8X zeg5Lf%apX+>+KxLsA6|jh}x^Un;1h?*O7A!YCVTJ$yYD5c!-_p#|&9Y(EIdj1k}=t zD^8n3H4E|=&*S(FH7}6De5EI3fpo+MmpA=Wc2rraU5RRaAlBOrDs z)o=BJO^%J%GzQgJ0(O;3|BwiokVlIkGn+cReoXp62ZZqn}w>YAs zi;cG8P0lGM zn7PC^%a^b><^0F3=Q*H_Xow6;SyS`hg$sSlS7Lhi*}Lb~c>F4-ws-oTA-%i1=;I`o zTit7Pi9aBPHJ^gUVD0t$d6;Q6eW2IcP&V04w@u4060NoZB{5+;8q}mzF*b;R9W&cz zlA>^*Wxy*Vw6>A({d?3XOPAh_wY6Lb5MAKx&9n{Y&ad=MbQ1|Td1+poK5iVLbRyEG ziSl`x)aD2qf^e0$wjtKSV%j<%vO6x`S;fhHl`9QeG#z5|#6QK@1?H zjHsPhaO?`-da|R7tyC8ivq{U{UJ-T(YMNx~OUQWfi|zVO^=GMIz|KPqm2vVr32P%y zZtR(_UdKI01DByF(G>n^@{#7v1PVN?`5Bj+@rkLy$`eEE2M^JVT~yJY>j)fq zfaTgZ!RMc4>rz4;@rfe&s18iCBm+yU_W{2im&fyyx8sLs~b#9I#>z z(T58~rX15kt~Rm@)w}@>R_d%i#b}Wjg;oL7Dnx=gTi~n8!W`k z^<7yZVdGg4x6hWGU)dtrrDg1BD{S#Pek~$Zct#HYyAd!O78-KoJEpQA(h?&6CDF}1 zdOlHOO!u74^R*iy)EcM2zVCvTN{%OYcN=->QUR0(%19r9!n{Sos}JhIt5c7ia*0ri zhvvjz!M0|QH$my}%ZoJ%%$k&%KVLDBk>eW_AJB-&@3Bf5Pa2DFNCM5vBsN#my3jMw zc1ZZgx6n+E3Ihwiak4=JJHA-$4s;zM#Nghjq7l3GvccAmv*npeP*~gpY+HEo`!a4n z`lYy=sZ70zJHNGvm}Wvm^UAgK|Do$GyW(ovXx%44g9djA?(Ul479_Yf?(R+?XrsX) zIKkZ=g1fuByGtWy@$Rw58Rx_4pHQn;t*SZaeN8S=c1kGM$o<<~=jO`owr(k_3xRd= zJ=Dt(wyw;??-BuekrZwC^me{PcRwwO97g^rQZX+o&zgwC$K;p6Zty1#B)m;W{@_Sr5@zcm5Q5?pox!hw^KX(75^s2lGi*!>-^*z#%c z2RzGBm)rfhSy}(3@0M0bUhik-TAXSnb6E$LG`&cSkdg7FqlL8P{@`;4G4drKnT){1 zDa{-IIyB}?EeSVS$eE_sSM@kHU$OPRNMal)L?y9iT+n2SCdc0|COXSH`tz@^sq5lq z?x#2dPBF8M`Dz1|cL#83XLw#CA}r(` zGjsWjo`4I8FBgaECTtOl>fU$T;OKZx!?T4EU;d0{#)fJC#BI=kC2keNpjNGDFkICS zd}aM)dw=TClt#?dnddB8>4p_Y#8e}AF|l)8R?5M7l6-dmh}$0N@z}q0Rt9Tzi1vMR z5t=u_ym~P|jbJ{pxEbQfhpPpN#SxvqS-T9l)F|InGTMCUDB;+QU0&xw=SGGc_*L$ghIl=pyHbOLzyEXxZ@cp7uQg4tlk}<0 zG?|X%knJiOpj#6W)|EE!RXSf=91#AFOB`w5(BrN8{N3|qIHdKP?A^n_cd7y%!S?R^ zZ@?qKe9vU@(YMf{Y-Q9%Z%Gk(4Ip9PQW4CZGWMH!4P89GB5+712TvzzsOJ2jciZ6A=2b?w$jAbcnEK%j3GzB<^I&|{mQF@TsG{=CnCqe zHkOI{@*JdC#*tlFiYJM{KgZE1ULaxNDj*Th)$2`=0I%b%4Bja!FtF8!C#S+gj^CRA zQZ2n>sB3)#PWz;+f=?9r_4p<94%W-qaxFK-wqDj^y6+PfF5q5+-tFbgUSZb`6!qkz zWLDZB9-a9ng{h)*Ue#F!dIK@>ktichd$409E(Jb^1_vtvj@(#hiYKBkq;KtmIwLtX z64v=$2umV4!3VRG$OtSgDB!Hr#d1idiIzJ^%oyF|v@h>{<>wbCXc$Grzqh`w&oXc* z?b#-@qmlFR{d3Rr_IwR+N<6NNX%dL6g01Oke*>RQ;Rp{1%0D#i1MEU3A(&B7NrS5y zrBF~SZm^Tt(4b`Xx3eL2Mfc`UlEGA9`3fSwvrYr)t9rx0T9Lf3BEhVM(&ctywao65 z)CahYpV4l+znY#py>*R6uk~JKzESPz11yY+mn~}ZLYkx`yb(pePTzuj&vZpRPJ z)TuH564-af>*%mh!m&%_i{}0qGLa7_d2XDJE~ro)1`^E%YxhNNI=2PDkdX7i-BQ3H z+fOts)+eRw?3n}oDve6tZ3*wIo{r1Ig3O%aV!9KXQB!sQeQ9p!VTKqdx}nL=EDMg&ulp{hy7kkT28k&<^|p;h;wk3hq+Noy`%;r^ejDL7@( zw)4DRDAMfi6~~sBpK{^vjgq_JU^I&mV?7x57q>O5xd6Fwky}a`iZ!1G?Jr!``sRGv zdWVs%wmMu@pVxRoygopZfG?7Fw^2qLIwrsWBkiU>JZ&lNnOU0Xz;9hixO#$WP+H*X zdT>`9=!{FHbD){Xu_;m*=d^RTw4~K~zusUHQ*FD-hd0u*RWmMhJdu1B&E>`FTQQI6~;-KQ6=-A%n_se&6(S8JzJ4iUfx&5zM}t7 zkdGIp^6Y2XbR5MvDl7Q{yv6<_55NTtOzE*qbHyA=xgaZn-kBAK)rU7sD=l}ZG`4&g zj_GPeor3Ik{S5`>F$rulekxoVm8J?!I*GN1ij<{y3r}qaoOB~3nPJz|`}%`_35_Yl z%T3W$*>a{Rwf^7qI~gpypf00P2@h;dTI>z$NXT60>eQhhoo@Z>4kKVKvLKprDNd@M?l^m8U*hs)%<5t zQXHj!Ja37!jAbC_=|$($VW@yG$!9l3%9?K>0%;~O*>a0(2pZqHXjEm=Mr32KnA3Ml z62Ij52hF0*r056xBOyZrCo`I2U?i|(?Mk85eq*(AUSSwNni_jOM2S}PQSJ^ZM?DOe zo$;wVv}zWV9?>R3#`uj|6!`F1tToE@SQtSRq-yE#K%{Yq<5wgOLO)ohS7+InWHCnI z=G}`8?tDLb&4!_@>cz1V220ECR{w2u2+sz~Ml{-KY2il^3ohA`vU}c`^Hys?vjVi6 zQ$;`AhT)*Z7f9QS!Ca^31u37bux~4p;TASifZ+%(Zms1^Msfe|hUhGFE85~{FFi@o zYYavHu^K|9Q~S<|t@t2zrVvC*P~sOe&ofQcL1?w%g)}DnOZ3Tqok#HCTh0&eui67& zgJBVX6FlZ*^VVsj-ODzORXI|Ve8tq3WX&raD6b@^L+L5%O2TC%9wR%;l8OFq7F*T`4CYva2(B7VhH9-cjSf@ft*tE< zGx>vNSJtVg07RyLz&Hket!^L_yV=+c9BX$l^6|v|PPK;q(p6A{@CY9d*-f6sz1Os* zK{7kRryMfVNiq)V{H+(CU3W7pygr*(bR)Nf+$w=uNArUeQ_S7I+zUDO;6zT*ZA>B$ z{}Tti3EY{79s6Bip&mkwLXC9U8Q)5y#l?K!O2}yv=X+q*+Z6Qf7eOT3v6TOd)hUI- zTCo!^K6AHv9^_VzkCmoLKXm6nSOik+LZ6BO3-9xVYJ!Ba8MknU{A#kI;L7ytcS= zXo5k%I$`nZFbljXU$f_)DoRR9x&a+%r(8xD(#_r**Yn=a#li+5aV{ z9e9UUL9EBFEjw@+Ia`X0KjFQ|#mbhqr3o>`WN2j=l0hdaTCW#_U*~Rce>n=7H9j`020ze>j9U^7$)LTqb zad2{e`SPU}ZpdRlJ>>0qUs$73-yg}8k0Ssw@x{+CIkAn1g#9d+Kv0WG7CqAQHja8& z_@6d@8P8p>McRs1z?7~@p*r10+B*KfB~H3{V*=JvhQ=QfI2FAycphw_w8^PZ-;)QW zwCd20a6w6@X#He4ofso&Z|Njmr;hr!>#u=*#RwFp##`XG`~Q%_29=^`4J{MY& z?uK%}HzhG!R_qKqK_mao@2S%R;ozPzg0z(ET#~JUlDC7~{LX%UDfRX%B!;U z`P#-w8M#rvx&YsF?jVBL>lcA6sS{Uc1U$pZu4Jo^0dPUPwO=*_l~dAzdO|I?dk{@H zBg+3_s6Z3@jb{KdIT}VBO8s;}uWf_T=~7+e)eyaCImWk$!lHaZLPz%XNBt+0P*^r#H3RRX{h~6hAB0u3k3=#e-6KB;XF?cP zIL_FjvQDA2tmUnRbbxb&5|;AfXULBPX;I~!Y6`Tzh*5>3%S5{)j zEopI7XrCXV)>vSy>@9TXeJ%b=(ZnDf$kO+Coej3rjoq{7x!fVQsuVr!J5Y`sC`Ekp z#Mhh(9E#_`R7qwT-Rx^pc49ptsEOfX$P=v~uagg|X!8`E@v*cNkR6&@qD{f+&+%tR z(3D#{Jb>4p+__$;XH0fIR9(GW80a>r@qofOPogCixP+rK9ceb@jTodw%d9^=Z}qpa z>zK?_u<}Bl##)`YFK?^NA^*PEawPQfK^iBRtx68=BnZV#f#i5S`+9^rJX;~m0SB0yVs z>VlVK=4=SLXUzE&tIpHkS&6hO=7)EsazGIWsByo4qg`*KtMb$v^&3+Hi2w$W4<%O) zdu?~f@bB3iVY!u=BE>?{H>Zv#d&-P;wTNlWjQOCcT@->Lns@}cQF&l)qbS+En^$V& z$UE~3+J^a(#ZAeaN4cGyFg}m}$kP66P&!H5ayGY`zp^?sEIW~Us~u`_xB_ety}y6> zs9`J?37NeEpP^NNkijGjK;uZiJb}dD2L1dCEF*saIQb)b9)f(&oM?GT0O=)rq^wlD ze~f#%IQ*Qa9^P&%-IfrU^QRftp{c@0Sr+3fUX7QA{@kcxsw3tH9MnltinZr97iVPO z`a|YID+{D1A!&l>kp0!5<9-Gc7dhq^Z+R7t!Os%jrvgeC*Iw5EJwUdn`tKmG28$44 zpU_3$o%Kh&H`ZeLtcT5%31nd$#{T+$CSafVhKFr=Ve5SEz^2bnn>AUAR$W5po5ezX z(InB&&))HgiNS*2mX^gx`eL8SpL%eS%7(p{w(FM-)~dRJJFec30C}Y%{bZrlbrK2f zgHNd^YH(oJH2=EA;3^#GXmmSkhYjbid8(ShA57B`U`sIQ$`D}ocLq$PMNRjg46IPXNNE_0i2;X)<2D_dJxT&m~R4ouJO3SP~SCI07;_z~vJY1r-!x{k{+ zx)Lh0qVM&#q~+!k42hPQ_g|0J#fvGNIT|qVFXkkSDOjUap8OcRQ+goV#OdIWTzT@#T z@07(?6Y1eZ#_opp+p?G!F-7u^Nx%r~Qb$>3rJ^kc2!LnCke3_13LPC!wi^60)0_&9 zwCCi^W{>~$DHK%sZ<=JU6~-|oR^hbB(^~rxOWw}~7Ud7d69th3Gcjyl@h!$SV!!Fu zAv1Ww@V+(MfgZ~|4fL~QoCxeaS=fLI?a6V`%lDCYiJ-RqnM#fUQdOs+FJ=95k2khA z4-)AeG%E8C_tT8Y6OGh_3R{*$G;t2z$V=7z1}!@IaHdRv16S4w-_}W^Ag)1Pe(jBC zd>d2tIGDb@hU|4o7QVg;k_o03BK>emiB?P z!{w*O2mUuyL7Rh}B3vo57q5!)^0S$9)SPy(p92~)`WEtmRfupO`JdNdSnUIXS4^}smOAA6uy zGJEce?Z`*q@IldyYqJ(uSz$Eku6`4O_T960{&2eBWj+ic$v!*69-x*Q?T@9ulA6vG zDiJ-o847y*Q0odM?Q3;1E0}+_LO_VA?3wtID(cxDK4!K+Ij9axF z4aN)vED$P|U(FKDu8sfpL-9G ze{6}x7>apYn*T>^esl7OD`?hUx)a)WUxV#0w|o>zK>XPD=5n!?>C0R(eewO_C&qDy z8!S7=XCQ%v4=vBFy3v397FtKS+@!~(7&58Grvj8-#iOpI-tgZuR&%Al0kg%% z8cDaB`edO>)b}YdgIJ4_%k5036~JV&3Uf7de;6*;eSKxAkE5QXMS$5F8&u+$_KCEwcE0bmipgq-}3 z>J?tcV?*%Sa#(o68kLb&K3cZZ4%?d~DUzo`op@dU5s#3;=3fCQVUWcXW6a1I5hj)%<_3_V27~PAYd1KbfDvQM3&cywd!m-R4dHE%5Bt< zYC3oeN*|)2(|;!fXW=NPEYG~0&0y(DI@#koK5MyRMK6F^_UI)N zJsMg1Uz#)dRES3u1`W3~bB8B>!Kq@YU8!kVBk~#CXEC|41@kl7^@{|M4VlCbk{1ZF(Pdh~{i(ab!*hy5ZXJb(ximR(_N zathY1hGB$rt3}}}z z`wfq8t+X>(MzH!8g@M4ZuTFHtaZrt+2R%3Q^`>B<#!O)(+U#H=8}OftbP_q7_C}(- z=_?Zwb38`h4`ztdcSMFhn0%t?apd#{JJo+R_eBm*p$zOCHhK~bF@2N*wulN$y4Svv zWdV^w9ZueUj3M_~$|IH|D`l4AXa=Y4+I0W^!^&aPTGw!KwStA#g1fA1#}03aNTqcRpR0YzU*!!PoQBKV6>d*eVA29XvXui%G7d2IP((7Tw(t3CR-R2J7G8T# zUCT*!2!1NK6q<-GwREB= zL4%DCD$J+Qg1O-IhDix+uX4Hd0~lU%ciP@*L)s?uPZH!I~^z5W^hOL7D3~izV_o4%gxKE$LtW zH!S2{Zum)L#nI29C4_3e`$%O&*6YJq%VAUHaAJ=N1zI%#0Ov7pQ7h>Mu;9j@odEBU zjGFq1XZkBs+^5k$++G36x5t~MMc>S5Zai`K#}Zx)ws4pNscLSgh0#jg6Dbq2wiG#6 z4D@7yh_QInC68Lnf8p|x!(54E^pq(1_)dy6S) z@|r%GgrLI0QDBGbIFgHCYldwt@0F-k)vHy9`qJBcZ@NI&xwvg1TPwi*y*wLf-fMJB z>lhY2$$l#7{k8=OGhPF0vmU4Je%K60vrM=Bs>XCjSsF!}(^+iyk~b%Mce+gdre9H3 zCa$K2oiCR{Hay=FXHMJ%(79DqR0iG(_jh*<0KkQm)B(Zn&P)fduKcsrIDxzMvfsoO zQu;<5PG(p?_RD8PM80~CUrR#cwkJZG$3)t?!A53=BqlmBwlQBK3PV#^*@#kqPWC|g zPp|ykJGIMlxR%jC@gsI6snRL>zZ9|x8~OeeY|axV0^f^8suj1fmCA5Gui9m|xS9uwd<_~BmTXai0j7hVaYi$rh%_sF}lnF5ukcV3}Z$fve_ zj!I6am*YVDGkR~Y6PpE3`t8=DakFdEV4X%!K**ChY;8`x;M94xC&PZ&Egt!zb4V9>r~YjktVGQ`ut zTu~Vtc&4Ihr)p(xbLQPXkR)j{`5#9&doIbFg}yQIpXQK&nQ;MnjiGc@Ap_ceh+J|+ zPs9MgDT3f=+&_0b`-3&`o$FJJOLFv>MS{zz+V9O(ERj_#UF2jF#8kuFBXZ!t5@|!s zf*cO8ZypZmtd!2)j?0;l$MwhTXYLz7b&OjUgIX^+^Qs&VaRO|*DtwOY5%Oq(0DwZk zvvo_rZQE0-S#vQ&U$Fr|{tsgzfMoR+)^gU27zOY54+skA?+zt6@(nb*9JAQ2G%_`T z@Ci@k;WD0%RG%ICuPd8G{)D4^AL%5)UJYsT&?VqNflWZhE?rb+Dly<9Dh`|_US6+ZEbojT4ou<`w+Gx4XP?l}@qWQZyfOHc)G7!Y17jijEW$lsY@+bxV7H%1b%p3M{ z?}E*g+_ce>Q8{`~)k^L!_gF>Fj|C`bd zSp1j4EO-;K33S|nP=o|TrpB*Kx_k~>&~p_a)TCh;Kzn(IyK6Vt_WqTQ8#@x}EofYS zy=&NYfVuqC^f2T4{BWsAm%!t=1J7l%L{U*uTG|6(nj$LNpAcwiY0X|gcKO#Jj@0dJXHi3S9o4(D=M-khaz9Kh?bo>!}fOq6|oa zH*K?_6%ZwNs1e=nnm=us;Pq+9x;C_QOeF^dYI2i0td&im3gdJQx!O|9GUM4A0mK@q#IMbO@5umk#^-7v$nnGJs!{U zr&}>(6IC!VbqIBLLUBKN4dQQZUbv&5c`{uW&g5f*3b6(wszCXJke9v+=rJHgounPq zzUh0tfA3jt-;%9TvU@0tx<>yip1|)Bmn|4mLO^XYLwDik2vPUxLChT^Qf(f2*mKE4 z7fi|j=@4(NIF83o3SBXhjOkclmZoez?4Ou5J9Jv~FD(MEig+icX2MmHX(@Kar15S=r+=md2}5XNd*y9A1`t{zlPPw4xWtrw8;J{)YJ7OiG&F!k)tk zKllsB;Bi`F>Uo{k#pEgF>~{iu_)4#P+sCl;3g26Lf!Bxa^mY*bgS9;W>+^2-!*Dsy zrhSlaGrs^Wi2}nbn(3b0Nkad8=0ZA?b&^qu_-Ezd*rSESSomBg48d0Zg^Ze!uHv%INA*@lhob|7H!N5(1EtFNh9aAQ9%!#lBOPo5OfW<}4SC3fe z<%FGrimLA!vf#M`pE_UqZF;$E`l1F3n z>Q@O?iciOV`8jm@9wm9Cv=lLyk1whi*@XXni_kBw5IyYlq2aAWEkHdJHA-msLA%jp z&rA4Cm8Ra6YCkk4yClpq)m#i7JrZ6}VA#D&HPJl)?akHBJT?($sfRBndFOhR`t6rL z*<79_l4)qDIVt`{_J}NVTj12x4-dT?8xP27gXmL(T!sLiUHfBxsWI9&aG@jGw=nbn zR`5W+k9i$-kq=_`FZb(7opRcSA_KrqMx)S6-Tq!HLhN~voxE;6u~FS}Re3_>RCs4R z;35-*zMfi5ct6rg6fc$4 zzCbV5`$!3s88WZ17KX6Z^r~CtVBguq5BxmBa_+dH9zutVp2SK zs;M|4hHw+8k|>e?Bt!?cik12pz)h?)mma3KnXz!udt*Gj5)N?8s^#AN6M9s2w9m9w zTb`Zv9BZBji=b6ANJel*NkG%6uin?pEkDvJi+#?W9^R|P)RgpsV@(FYTK=a0LfCTX z`Xq1M!e$iRo^B4Swf4#y)?$;yrKT4ZP5YyWUat+WBpU(LbA(CT7MR}H-MCKca*Y3c z1E5(Q&H#JL%vR-Q7}5AvQH9>GVWOuZNOHW0K-G?9aw>1VIxz^Ou4NM|8!NP`8*C$4 zycz0X?b50j8H7>o&^bfMkQx(7k&6wLQg+pdWSGiT5l>#WoGU*nxwWDl!*Y*(;7ESo zjV@T{oCJz$%zVW>*n!Ud8m75ffWT{MHQD;=gx8bIWgA$M4hBobOG}4>+%v3atkQ%@ zin%bZiWO$IHmLh|W+U|^=591h2m0tM$P7h%}q(IP#as7(OPUMM)@PxQmhMxMO7 z+(;)oDD4Wgrlo@TryHiM*-zmB{fpe?+G;hv1T^a{RytBY--MO;jV~UXgN*%cScgn+ zO=&+UJ?9!Y0}Xr4XxW71-@rdTxJRV19y4^*bRGj5HPIQ-3|BH*|G~)&F~Iy^{Ag-CZ!MpHFrc|a0(}1?s^BU zZS=HCNd9R>uEVrUE#d0S*(*Xi+9&q%gyFcYJ|^(f-Yw8zQJpy-&fFflY}Y~5EfL*! z=>r*iVntXeGP&r1}Xc9tlnD}n@&?HPND0~UiHR!|#XlOo2u5SPKf(+m4m<`v-aM}N9>+;|?6aot2}stp zju=uO>Z$EBUm*8xPreo#l?&Pz5S#Ihb+5HR?fMVMTwi?to)EFK`cOR4m#l{E3o|F~ zpEr}i@O|Hxeb)Z}xF=rMbAWqdYzO#$fO~@fIZ`>-f&YZ%6r!Qlo9x<#*pQo!wvGUU zw4Fria8?$YS%oB{Yo8!VTJ`J%xXbT3O5=YgH}Z98og?JJZ@fZ~KJKxnOOT)o9i1;k zdl3+zPdr|nlYe~buC)LL@P}iayMtkLZHhTXGqZltjadBv)VW!iM#7B$q|y>k=(WwEIu$4s%9I6o3B7-z(u&JmIvGw!f4>IB5^}8M+%s2 zYC~D1+&FPmypYl0hjLS*@*Cvm!IyXPE{R?VTnaGk2g8uJH z^SYM0u#Ex;j-^#lgqmu}Z1qZed%K?Nvw{NZDb@t>Bzd2t%8D3&)SxktCu`g9V8~~i z+^Em9=04Mf;DYgoMarjXW*_|6ZM)s_*Zzwv_ItbbaWO)BeX24`k(01Qx7D3_?U?+^ z`CYAa)l1?oWYIqBBepjGck?zen68zoly@jWNsTh>Yard?31CKX*m~>9D>`zi)_D=w zobgbAg;$T&CKnW4Ba+sy359$A_s#Hf(ftz3uva0+cM)nfK8NhB)G zF(;>*XJ<_TY z+&V1@XhdqdRAYGZcGrx;PlQwGs$ivXN<+=59YO}&Oqg8XuWv`!PBRJF4#TqME6*RT z^G=zG(7$_Pn6A?#Q6C1&hilb+@g)X%Uj~(eA2)uX>NiN*r2-Ow>GQa*+a^xO6BggG zWgUJo3N%~lvv&`(UPK^exIwZI5keVPqtf}LB_KtCb8ILbHGgE~Fw1lWvvoa$OOm@8 zVk4O0kWvcMo(Sc#ZSM{oLG6|qwEz?H*g(0Jl@1eiu{@Rs{x$JR_>?Hz&X1h0Tg~R# z5fUZcl}@HlC8k&X3L;N2*@|?kWuv;w&}=qUMf5lYr*j!r1HT65&N(<`&Ujv2*;R;Lsgb zODM~*jNbEyLMd;0KC}`XU{kd43v}`TH#Cxsg`|}SyPi@>*bvoDXqi;3@G8fDbjvKC z+uB}dP{8w+8GXOmyy)=_!kcD$LTmdkSd{bOSsz)(GKc#SiGxEB1+g!0v$g6lnS(+} zUJ;#P^tQ70)e_f!MGeCmA{^+_e{4_qqVpGZ(k^RCgx#0cnY}#3^yE>okmIw0g46f! z3#$YK1ea$m=Ucb)p#H%)>g5+*_rtuTA$?Eay1-`t`aH^Ab+*xo;s-*UvDC@6C~%7v z`EVQfX=3yb;%V!nA~Jn^XRQ0I20p>A`%$qdC(W{I7&}NcC-2ME6r&O=yKk=)O;-fJ z0xllhHoTx~;{2D@xro-D3ykqZ%)VhoiCh)^u^4C_4!XSYR|uBuZ%bK)?B@dm6+*#4 z@V2CWgV@`>TB{#wadB}@u-o<7!+O?mU7d@0d0A)w+dV&ry80I(K`0#Wd!dD_8)5G3 zw@AeypB|f@ANffnPpnK&uP>nr$gf$yV5tDX&zn)v@2PEKEks4^7ZAeE+<6KmrNH)w zJc`7Qxo`Nx?O;-Yw)HQEfd;Hcg#lmBHod5>_LJ&iJ|EDGALrtzyW#z{hKu9(h2w(! z$WC(hj>xV+9VAS(7R2!~)Ki$NlP5zRUUE1fv!oq8w|Onfx!~Lgi@Z0NhdLR0KSt)Q z$-_j1*q3i$9{k}~kcQS4Pn9MtYkk}KM>XY^1|`(=52rV~6Y_27GNLjqknpd&KwVs? zB#93Nb+0%%)fgkFT?dver$6yQ_oUL(H>%@lSoz^lRo$p2@1_5MUA?Ri)y2V{9@D<% z6dwFv&rVtjd-fk;)Foc0EV)mwdMBp*L-%Tfq!MX-T87$td(Mp$Iu;@#t`|JUaid|k z)C3oURebT>i&f?t=K)lZC=I$Phi{=q($S!7pya*E_ zvvYs<*7Lu4*V`tsZT^2EXN!oo9(W z0bRdF_^$NQi4sw}@TC{S57OM}L;GGV^^G}gyI$ui6`Cy1uC=Xy?DTqLXvAw4{>#T_2iGSIQA(LW=$^lOEE`Ehif)#E%&!N!=T@y+@Y}o*d|_ID7&zy(F^j=J@nct{Z^tfV z?!fMWFy}z4~VX>hM6IDajB{JPO7N43NDP1?&i~R?$-ka1{Ilc{8)Y(H=>wSFwDDn@Jn~G z7RL)IcS%U5l*cB(!KY^gFU~k|h^^RLVy9p^p( z6ph6hIF*mmeeD~ltsGAHsLLlrK;Mw`Z}UpUa4C(++q?4PaDlj8@Cr_;$KH7%AC}Lc zruLvFFOc{BCfE5O%@%)%05oy|cXbYU5j>@^EvK!XFxPu#dV10D25)VZ#hxib9&FfO zAChz&!=4e$h7;$qv&l-c{g1mb2rmBZ`-vn_I)98*!U%!ee`dDD^W%*N`{Rv-g~|H2 z85?r8lYZJ)7)!v213a2DZlhl<;AMkf7ULo2D>nkE9iAli^)-5$*?|UIL2RL6!uxbI zE~m`9)fx=$K-c935I)`_d3%stFx{3-ViGqs%`Z(x>lhcqWp_JUIY9Q;W#Xs+MVIH0 zu&b?Qn$KuEG%jKESTlYT)r=7Qhxv6b8A%fv@Hb+wMd&el|Nh=-(i5i}NCy#T_$h#8mL{er}ycOWtebKM_zke06T!&!B0*!9wq<9nA zBLlz5vu7<0Y8H*zMJD6fSPCtyj_2kS()*)spEuW6d#GDW)XJ_v8G>G}4eQjmt@yHn zzRjEC?)MMPmGjID$^Mc!YrlZ@5G0jTAPM?|-ha_Z01zou<@88Ma8_)LN)^sxuvjCt zLH@wZ#}TT{D+O;KpTk(BB6a`Vz9GFCwWk!|-!LcO_bcyt&P_Jv$ZcC?lu?S*hIo>fYxs(2!#lCCb!>W45oyg_Dwc z3;wOYz21|bF;jsb7&I!gB#F0yEGZbM6ofFZ+jk=iI(E#k_YkzXMV0mbB6tf}N}Q0t z4AUYfPK6Ma;(A^Ftav?;N*M7OrrIRHiR#lguAu!korq(CYsBwVxcZ_RmLiqxgn_=l zhOin#%i0zt21-U1epZaC!8R&eMqlm@VylAgzXK!8lzF4MRJ6e++3^MBAkM3|tn%Cp zR=K)O<8$J&kt;CC4hd7^Xo=qRUmTc8ULJ1F>9LZfg<%fK4M@j>1P7;90;hq)>E#S1 z++B9@0mX_9l~tG?>-HWq*gc}v0V76}M3KLhQ&Up%CwVEno!-74<7eJVwmR~oljD3C3>MzZ zjr#*w^PLlmfT#C{%6mCUj{+M2R8K{>)iDFHR9zpW21a~V^QYcMt<=fqT{;eH?+=Nh zRwfspBSp$YpKD8ESkBdOshNUAu$C(vFTKtHoio1UxQmnIUK22rWn^W4XOehjVh*>z z6#AU;a`--c*$A~UR5PR4qZkrmaiPrqQouU80ZNP~$G-)~mf)r<$6#U(ozU6*E7D>Q z&c7SOWOfp5EB%S~A%drjiOKSw%Mb{*M!@UazP!A-T#{41*Z0-1ZiwPdUT&iFo%+QBD4xnpcpxaY+&O^Ig~uyYjuHt&WEG=s_>4Cq#h*W)B#m zG0Gjz+kGJR0AV!e@82HK>~(?gOOb55+0n~UGIx|WID}g;%+ty|Gu&90%$N7ArO|Ze z5vrX};xl=A|=-c{RRQ9_qNI-At<4EX<6CsU#LO{6;d9jb@P>gTLvU!CECdfKRwTA zJa;llXh=SF>q7IaL)Pw}lkA#y6Dxt`cE@JYq4{ITq}PfIka2(8IUXG!?>hQ(TFw1C zbbh*jyRGmWrRsqCs_B$K=+u_a^Q@948^ZXnVjLpGhFpY;B=-3_y~D1vJnnZ18=1#Z zcXy+&?dH#t#HtJ-(qFh$VuMQa&CaaoKr6~(CAY!Z=!9t>@sD&~Cy6^S+VrZJs-9N| zwYZe`^mlFpz*|2hUN&LN_MP=pf^;EP;xq_@TS_8zG~jgu)PmWic~2DvttuBTCp!_m zJqywOnqAqpT(aK|rvaFYvk2E5Nl9M@~gh2@53`C6ScRhyn=&THzq9*`t8^l7ON&CqZ{&E1#a*Tu%}rzJlO(b zcQxJKRyZ?CF>yqX?;g^T9_EXoUPwt5Ykq$=kq}`R_d0Cr+*nT`iWE^SLxk6ggT<3_ideWcl4hQ4~Y+FX@ZzT#D)4bsi~KnAd>S5n;9)4N6F|*j$I;QG+y%l zuS9#IAO82x5r!3~Azzya6+!^!7J8Ze9%Yl|vh7mEv4%mfS2#Lut1h~ZnT9f98nBfP z+Y(Ljv}u5OzY*>CY}AwYV@5chBXN7p#qVF=G=I0A-|Yb9!|wC>7f#y?ju`>X$w27{OvUL%|wn2v__Y;keFuY^t<5p)$F?NNhYwi3lYpHqeniyJ&EqFT$c1yEWi?)& z@w~cj?eYMHw+ZOB_M`DDm7U@3;d*9{j){ZNKHlCvKIrUhyXr=&RwRGwIrsz}`y)jC z2^9p<7Re>Q<(+lq558LuGso}C5!%iq{CXLExq9x4bKdbLghC?3kc1vqRZdolW~VO( zO1c9m`rG9#XIG#oK+auY>KmGyogGwGN+(amz(s=H+1oP&Kn1KFK)!x(*LCyp<$Pma z`}I=|xig1d;uqu&!E?Aq^92DUDo}c9@BCZyr@GPl8X+~ml0-DSKJ6&KP0ftjQ_e;? zm(w)~?i)g0URr}YWJPKdmxFe|cM5!m^z$?5urMT2gl(uNbJ?Vpf|~&0xQmM)mA8F5 zEPu8{iC#j>Z_(E!I%~o_#=RFys_n(~pubjryqNj$;i|5jtWPbRQd+2hK&!H%6fN$$ znTY~RI6QUAFdlp;wYDqu$>Ol_kvn5wDE7Gu!=98hezFg5$C!c@3$TV$x+MlEW!{&I z!ydW0<1Rvi9H_%yJ6tX(DA)!{!mUOi1%LnE3{X%XX#y2p+iP{vo8jzUU3wkfBjWDn zYi=>6RvqiTU#o!;Snu;p?McJvvQ)z?mEnaF@I<3WUMaXry;itfGa){*hnIV}7+1IR zFUo4tfgh!(QP`32B!(<>tN&;}RG4CZbF-FOuUr}rYyLL>pYP@xw^Wvyejo0prjl)Q zWxk6KA#;=N<`ZPgE8N3j72L-gjW5F~U76hY(#q$3ltdJGQX=>JC>6|Xh*ZZ@#{t8<&jth) zO<9MtC}R!wM}E#4e)B*0#BNK*h7j_t=%l5>>3^@7Cva2#!bc#Vgz>i4f)H)%1oH#Z)^MN3)T`( zk3x$UENk%Pe!oE95{}S&Ku$giBf(eA>exy_WlJ0%l%A9nvi@@B#=08PR*F=|Tq^c* zT+uzdLO5+xOD;K3ocx!*{O6BzP21gCeh2SuTD-oQH0zEZQamXH(QUbcqZPCA+!Bew z@{EYaPK_6vod`{s(h+5M-xY=w!Vp^m58JOL$yW=-i>sVo)ZY~$uzXIBHjLBLhHq_h z>N2veJc&@KfpUT5irGnP(AEFS#bKF&d^hWR<->ic4-!8;N?_Y-;-&gVC-1sgz#LCu zhB6xN^ST$@<^H`$|K%9LpRoQ8E~v|=3m+CsOUvhJzZ@l6NZ)~d!}N#i*KuQUx$7jm zP8(F+`Z=|g1#zh~H^eP79Yj?f!;rIzswy<#Bn=?MLQseh-jY{rH95%>&0K>`?rmoT zAPlKOj~sWttk*y*c^{8oM#rZrAa4ANgrs-v9;H*qD(vx9JYgi;piDNb=h2|xPmbDf z<7QtCC`}};u1;Z`A2PPVj~E=X>gQ~_v&LjV64&iN6xXjUnk))uJS!`iK*EpC2{fqy zKcHl01|?)Ttf1W!OTpR?g-iVaIwc^`8hG4#3xsO>dpypMs1!7e#F$e~}sM2vt3!4z2R=fep z@V!`EgJBX1W%7^ZLZtx_U;Far*J-m7CCEulrT49>T!WH%omBIY%-=Ov0_P7emH70j zRrl$?cy1OQc(j%*ObN4P`p{WCwbF!Bl0F0KWP#e|)F({BwBzW(!qJj}P zd@iezj7ob?;c#S(5YSD_V!nIblAF3bcya$31!hbP0A$Ig7uKVBotBR4qDi&GdDDId z!L<+XAK(_#M^K3IVmOp@?{TS=mp7=#nqwBhmz7hrWsh~&>hhVogT|kKD7CI94O*_z z7_(lWre+mju2eA=OhK3EMb7kHAm=h?CjXju%?NJX57^<+;iZK$yLRNS+o!ko^am+Y|^n*hulX@y>*qz4hrpBN(dO z0<;5S$8?#zE^!=PiW0-U@l4b_wkyZV`jHmb?7PMNiJQZM9Bmu92G)#*|18{AK6Iz? zzGig;`qJiX|1Miz-_-!JEtU)nKx`-LP9B-epp^@NH!&=Wy?l?eb6F~;6icevJmiUS zkJ7-mtXgvAo?Lv0A2^iqQgYbB-P7}9H`T@PxYFyJ5II1S&=@VNIIeyE;z%27C;h`4 zT!6>={l~wde&;6FpHmsthRte*q!6abjWf%$im4x`!tacWyqd z`;|(yQn=qLC(g8Fk6zmsp5r#bZ>>i0Ua^2lo0c|H>p^*(PmW){+R7EECK?_K3+Y~7Rw>auK`52<+P_@->g?!q5$lowkYOx$iv6onAd zQKZ#%gJzcPe%XpyCBzlYMZBDoboxg}4M?>AHoviqXtSrF(q+Z|q?tWSW0{UH|Mvfo z^-ke=wcGdb+cs^SG`5|_Nn^XQZQEvJqp@w z*xQM`fJ(OmF)4Yjl!i{y9&}lpY21LZV1JC^ohxE`pTV-Qjn6Y}V8ZpQz5Y@Ow_3vCluzaFk4lV3=5yO$bG z^#nA29vbJ7X9xex^>fqu4kI*o_azzq1r7J>tW3#H^oqPS5>Q&nUE5V}ZEA1UYrlZi z$D_Cyi_mA88p|aw!zLa5NlN!Y;dw_voMzlLve);+7N<_R3N=eAktgGN7A8o!Z%LCP z&*dx(vwj!8>Hlb@3C{GQ4^3nl*{WPFG#Fo0a#?qy6tEj3JsiZn}d}$wzQAgj35-s%l|02OYw;;6n!m>&8xU*ITy4juGvk7n(BrvP@q?zYMCZlZP{y!V3u8((p`$`=efFVVi#daDD-l6 zJaC6gA7>)@w}kc_c8_Z>1t>G42530nmJvLxT25!5^2Q71@fQ5>!w}KLz}!VY-q-!H zI)C;y^uR%Vh^MlhUO=EBs-zuSfzIn8+y>q%U^EJQrI&_uX1N)aINSDju0>RZI&ZgJSD0 zc8neDs#tZJ26XV{NxsXdQ70Gl`j7_fh$F#}YzaM?!`$?e%j>^eNv@KN@Lq!#Yox=` z^~*!g7vhQ<8m!kN&%NKDSsf|e{zgYf|30ql#Ql)P=?ll0-h8f3XAfA~*XDioeus80 zd)4cU5Lm)#B)SCN280TsqE{7^`x^J}SnW98d|3i(JLatz{+J%|k6;VjIZS$ck3MaHv-Yf@yzZ$a34$y1qc`x+XY)RpRAlJ9&m z)E^O45vH45Nw9yOvbZZ2!u}yD6H*LkZaq%>U#`y$AAvkJ5R9 zjqSmu@iv2NN#Tc_Q9nuVcuj^x+YVhe;w?Q|h++G8@NRQ=(b<-N~?00okOm1 z`0XX_QhPc-UX*|GJi!MW1rkF>&EtgNA25LtV2k(ji!c)DIj%2UPciuK&@(Gf^)s`7` zchuFRx-bpfoZL$!nLQk`J}XNdJ^lSpfNccs+^56X*i@T$0A2}bCf#B8Q;W(RdnC0= zwIPYy+IH`L^4x7Y&eZ;E0ecn}lWO+2)_J^VAPs~IYw*%v#O@={le+X42}J^fL<7JH zm(vx2a`V+kaSid5txl&gNO6FY4%ht(k`s?CBoTkI?RMYbH86S@3oN}DQq_)Xnb#6o z4FhhREW)%UAn766yo;Jg)rniOWAN@2G>SoQkZgDB;!U0#GOaVSrE9Z9biS@Q5&^sL zuve<0s*c~skv?0k^;QFh7B#L{4-jDhEC3zG(1f?Ro@v7vXze#fmP5L~`o0{xSZu<} zMklRqN0nE)>DwcCU3HH|YvJi%$6jQfj|wQ+X;gwSR8Q_*o;|#?6`C%0*OZ7UVQEsig{(FfB%8UAMtUE>#ye_LDU- zes#&0cHJ9mdENDkNNj(O;m$)Xw~-=aso}@RGSLB&#V>uW{qviJneP}ssc#A9NlYRh z9@DHh`)m`P+)gfei75Hs?lyHf-<%HQlAHAzFB+{!`Sj8X#=kO@_`?v7G!HWNxed(J zzPX0}0}$tcve$Re0IH>;px_&x=M6$d%TY=6GDW)zveOJVPyx@EhqY^u zJc>s<_2UGmuCX_$W0x8jV|>&`h4*z*2JAI^V5Ay|9o}PG=i@@o_H5}34NvkX8n+Bo zju~S0F9}=&r4Z<{G#%iLSRok6O?PBb_yp7f-18myWyJ+hrC!f;n3O-FX|+h4W@+~d=7*Y@M7YwtQVUrr3SUQF$m za|wG?a5nxEwZ<*Le1B^1BO%8O<<;_OX=Kyb5j(8c*LlrVB(ip`+1_}@6ClF$R%J_w zG+8nO7(}+knmLyXUBNOr%r|0M^}rc*YageBi7XPa{<%z0Mk9PqMIOP9llwYb@FiM= zFaKigW-dfXX0NUAOSJcLAi zEYL2^>m;XWyCxS1;zeblt^kHHG4UPK1Pt-jKyZ2u1=wo)bjf~nB=de`4kRs#+0&if zvc|^4_@s|5$5~=xSJsV84I3LGBGu=wJ$5N_#G`;TH|ji5Io(&T-J4CnhnL>>jhzre zi&O`qln4wHhR}a{BPfE_V*}`kj7Nll0bY}mimPu7lLDx==?fy?7*Tew;=2BGIhkM# zi?rFNH3EPYB}CjDC|;Q3y*+!IEYM!Rsr1#Ncp5s&8WuyXUmO{o(#v3%Xx5nCEgq3q zstt(0!V6-6E^h2}q*kh>^xL5p$7hFk=F14I-KZx!m|IRVkR;Zm=UQ*FRT( zH}9WWHpJhyC$;~~5DW8gS${3#rc=2>o4`vdM`!;ZDY281gn#|#6Jj94%z25v7S|2J zhcFD&lJB!OMDY{xi&@udlO2dqslQHE&axZFdo4H?Wt4BZmm#05gBdANil=pQBgali zp~}IyKAcqFrLe?c4bZ7C@(D+`^#ovzO<;fp*l4_u`3;C;>Ww*fJmWd8uTKkBc?yJ^ zFV}zE_HlxtP0*<#9rt+iPtfem+>6OsL&({9AY&^r!(_t(?-yK-0qh50Z<3s7UPG?X zj3=324)i0J_a`D%_=z7rN{hEh`8->-;wFc<8KAl)q(yK#O9dqmJo;jM12$IyZQAej zaoJwEb;Z~`YVTlki6;>5ukl1^+sfCSL3K@Y2wgkXl}&Kk&%>k&ENXrkfD+@k_m?~D zG>(?~mh8%JjOnljpZk@;5kCz8ixYPo_cOh@XO6~R*&RZ>=+E1umi9CJZZ9^0mMar_ zw8Lt>X#1^_3A9=#UgC5BQfioCXHrRS_V&t`U8%9YxYE9C9W|?{+o)>Qk%hN2$`hCK zP8$_JZE=1#PXyF7tq4hh1VS#psQ$`i|1$r%lJqg9=3t#bl>hG_+~Yt?J>d0xYhL>W ziPZhzU?aQ<`Q@$+ZzE1ZEc3i2Zlk2! z?||iK1t(|Sj50W{4X()V>)kqP(UUD5rGM@oG@*f^_GvFyfr3ttkAPJBC){C={N%L6 zt>ePo+_7D^ocfc$;D~C&=UCb{r{AOuZ4mVBP3dLC2hRW`@UoAug3vj7D z0gJVTx?{I21Oz|Z8}U&8J!>aOCa@(ALPq%YxyH&<$r{_8!i)J{{bM!#@#~GUR3cVX z+ZBpZ1-vG^!{dktr_(dc0n_UG_c z*4)uP;SfR};I=>_z*hJUCvqW2l?kY=ZC-5lpaY||i5~DYr6>{S?LkY%nSQqilOIlPd6JfthxUMdvdy_atW~z5lJJP0L8MUsYId8>!s%07$(ZEtBdSY{XH2-D>9X*i zie%>@qYmv>CrU)QEw`J?k7FUg5(A!peIRTc1WcTTT|*h&+zA}k0_ry}8;6z;JEb*1 zN$0gmzS3!d7{@h%Jg4OPIlr^>pRqnDRf1{Ef#8zpg)?u@5Ty0j!Ad&!JBzlPDREX? zLN{;B+)46M1DL>C?U>!7V!qYk%B-{9#LcphHJf>n*uutQQpMw$rTa{NZNb<5y%p^z^W{R?!=}2sA>;as z!8gVamnfJH2qr!SER$&jWRARj+p1rk{$hwb>ks8wDN&vDN-6U6~qQsYzEN zf*aIcpz@6&vSs?JMx|m#jbOSui|-~BL3>gniSAS5suNa4$CDXI1VTWMq(s*&!yPW- zybZc>6m{AXM1Bmk-$c5)`usWG+93OfQ+*rEXT>N)}LH^9G0LxVHq2_U&Lq~K{zuQos{%uQk;=VhMuyr(46R#r-5CnoNE&fSt$A+`; zFm&DY^2`I(JjxX&GGvxa6hC@pr(5#rUYoT=1drvzq$YX0fv-`vOr{k8ZtRWp4K`6& z&^{{<_ur7j48|fT6+FFxx1Qm*sLwEggdGvj5M8Z|eQk{-pV0mD_Oxs=S7iHR^Lzcg zR@lx?ZR*9gnJHgS>-o@LJ0R<$-x2|=4;>s%B)UyV%^no7@DgAo}WP>ixrpOZG zz4<)ah>&_OB9kkx=4UHw9MN_##fmz9Is);5`#YQ{o{GlQGova>kJ@7eVJ?Q{C5)y zx0sWi1!3I78rM$Vz2H4^S|MtRN8_{l;ab)yFdKnKN^PL~5 zXVwny#W?xI0UI>kd!YKCm{qk;$RQBGL>lmOaB@j&p5rB~!1;0=OZ4zs;z=++ikVK6 zNJWBK$91KmkwBW}wZ)(k)&a9rF^C@cg69c!jq;;q$4lZ9moz&d#r7d`QK&t#M_qj% z*8HINVZ|xP(@iE3QW2MEQGFHjTs%mcZK!?W6QL;?O3GS+5tVJfiPV_|R|<7rh|`>} z(+6-Dm$3E}$}!xBF>M|}X}E5A|N0I;pyQL{1v<3bR<1nlvo{xT&(dJ$l4ic0y_LyC zOq>m$_HIF>?(c+Hs*s}QeT(AuBmLPa-Y5Uur|I0JJ+gf6^3+?$D7Gw;oD>|lJ5RK` z2bd)!91&%dg8scacy@@qzO4UIVn|{H-y|9dy7!<-xGDp7ik8NbzEx3w0*iK6#yGeC z@F7gAG{B&vYI=l&No6M@H$n6nfd~BEEh@)}6iY?&l-KURsXBrq+{g2Fn>la2bJgPD zo!*3}z&Y$c674RS=L3xEa?p^WIp1PtW#I0`KHsw9AX^Q;aI7pjEgCB7)?c45#-855 zgm{E0kBB0QnYJ6`Ep6v#V^2?@Hip3Jb^O zQ$FjfnJgHHhVan`f=`{!25M@y%RM3 zB>FGK&TBpoLLasLLOC3^s{QAW(lD@Q17RD`-+W%<30G}QN4iS_6vl!L6>}(!u8(O4 zDU)r0nG#@C3AQ|K2R5eV1Hy`SJTpK&$($7_*-&b~2Z=>z_?dB`&%c_7LH8gDeii-fjG?VAKmRP{=H1nMH9*78beg&T=JjeY zXooY=-0ptmn%kNJ(hH`C?&DWJSw}WdcZhA%)->tr@sma;85+b)1G5TeK6PM2xtiH> zOloX|`*0t@ZJCCNY_kiI!I-uUgc&*38X#aY$wmP*z6OrVl*%#PZVq(YsMVq$Ra7B7#hres==X$IuQwX4bD=p@5&U*2}gb_g3k&xC6z4?m8ZkXy1M)|zcF!< zO#7$4v(rLD!^HO>&cSk=defgiptcby1TYQAl& z_6gG)uqI{tcUFw~mJ$`vB*&$Tw+RvJ^7S~_e_no19I{8lDBW(HfbyCCQ%#TP;J_c) z`+Elv3u9}RZm>wPC3Le~PKPVvARt;9xXjvw?{cTaI%i_ZBn>3tNmqTTO_hppDL;cM z0L|c+M>Nr!yFg%ZUa)p6DkK&Qe{7P;+{@i;X^;6;?gcjeXUg^oUCMh%9xMt_QfuLr z^X0?L4S($>tZb{e<3fU5u$}Bhxt4q|9oqeyUkbGv^q;^$lz>ai510&<*RD)%cf&`yYMlRBfVhR2&2vV@)zT?rA{&YDEkz^isRX5iSpUR}> zXH)e%+}NuvMs?%XwWjdw93Ou;q!p@6!Dc&RN}9#O((d|X@$^B6$xJy*$MT zVDEP(d~L#nIg-YP^bC(34SQeEuzGj5kenVNS_~5Q`3DP&)4)0^Xy#64ae)^JD{P0_ z$p35U>;*a##9Ay~fPSuUjchVSa#P)F3dEsgnEaU-v7>Uyd@gAUoHfL`Sq3@0K|%i3 z10K)zRL5#k+k-eOYpNCenO3hdC)Adh0)rABbno%&vArwe|Ct5>)exNo8(-;Yudn3( z#cIW|@bO{;qKud#gtg@mdWI-yxcdV$9W_Pm#j zA3=AU8+~}uE<9q)XESp=6FKiXO|HrmQ#G`!&(hI@V?Tbhy3j&aT6Xx~2Qmf5dOnU0 z|JTEyo9BCI1kfq@#ikQgNXEAk!-RxHpu8(zUQ*bo#`}O~s3g>#(EBTT(IZmtZICz@ zE47M^Q$UuF5Y?US)OaTPe!mMlg49!kB*$0)MQ4Cy_2v2Q6shv`^z?F+WgTA!&|MCR zfrb(4ZPpKJYfG|PHE^W|o#r~*?j?!`w;-mUGknH;%zg|GELvj*W6q~?+U-xbH?Fc? zZEW&B4jj}-ZbciAULJ?5D};LdI@lZlQUyP3JASTw<9 zzEYu?33Cp?%Mt1*Fy*__>523_=M~1WFO`~BAhjHMz;Gt}0H#cRT)=L zEjlv5*9!1Z%yk3^X8!ANVC0`ZF0>&i{z8!R?U7HAbimJ86X&$b!cD}%ihNvz0v6Hf z9e(myiw^UQKN^h$f`8${`x1K9 zaQ9CXk7Rr5Rd72F{J4(u0;NCh^Zb2)_ZRKW1lvnnRDKCRFUJj;P@K{c0xmX45%1Mt zMveyF*j#Mh6C7mUifufBQ|41@tq!HqQ0Tq8a^p$E{~3h~RZfnK7pTs3`T|(XwpCo1 z!7n2dO@ca1r!=^??R+`qOcouV8xLEFvk`c1}dmKF)VSgT^ZpYSviVLFgkw_O54JP|cFPCdJFkR{uX z;lZ&XWZm|D@AqGIElS@<{*v;g5#-^-oiT}NRLu{z6dcgF;Utr8V z;%K&19}q!Y0H|vDsH1dBJtgV$bmqJCM0^E~mUtE^)4390$va4$_;!y5X3s=eXIw9m zF7O%pa?u!UcElf2q970malOxPI7a2fPw{%^eLLBBCz@>aJsx)xbJ{|5DH+u)X;7`$$#4U2%n|(YGR~pK8OW=DvDJRPPly1o zgKxR~uI0D)*BF!*U^^WSV-C6zv9ZH}r^nnM&uj!8p%?J~NiOfYE{z00 zY=T&~neHi5oDCCg2W3IoU+qmu_Z`?@O?H}@Gdzv6hl=iz?Ii{fSgcl9ffqcW!Io34PX)>JI^H2Xj1y4d)}R|)1K8Smny+pw_OHKe#Pxkfxh3G zrgNLr!hTfNTGB79>FSqX+Bp1lOTDJpk3Ch1C;U(-@F$hTy7zR=kl_Vav!qFqxJ)XI z6=A+&aFzS!{`ItRoigyX0GHij^0Yu_eNr1vDEG}#cVEVqy?yd6FJaE#`ZmR7C%%#X z>h|kJrDFfqaZRn_X1&+#WV2ER-E?UN?cQyg^-A-TBqwXa5=vK9Yne}V4@~w2|19$@hw8MdjS4E`2E(_ zwyLKjIsH;5=*aM@*kFY_?IANYSxu(*!wa3b5UDOKt$d7S561MDAh zAo+WFI<7pJE`-NqGQqE*5X()41`_oCw}`$2A$J>Etuw((M`uuAVoR<$(L2N9W3ux& zfyLxMCeyq8f6R{&AY8887m6%U{91o$a5)@ATd?j50y^?=+}zxK$IZ51oHJ7bSC}53 z8=0Bd*jQ`zp_NA65Yg^VsBE4}B2pp)ekeGX zu`Uo_%ySgnfq4_R(2aFyG@1>dl+MBKmaUu~m@QSle7PPEgYF>9^pG={p#zq39uLxS zJ}rJC&L3oqHG6E`+HdBXXi70owoo<#8Txz9z%R|PF4`pS`F(%5aa&j@j@X+tt54!` zXLdSSAi$F19|5}jz3asUi}z;)HzCCnD%DkDU(>(&eM8|uQDn#_zjn&?-_f4)xO@pQq_3aHzt(8LCubmbAsn9R31c;PCIkH@? zll>m--36K;*q$Fn2Lxz%y${WfpwfX>o!~_Va4q!u(sRd0>lB7|?H(C#S4cTan z^>WgVl(p&;u;eB>z<9vfY@H2zaLk=~FRs0Lce74bR9l^>fi0R;SVjP!bayy0*Yo*K zczWN+kicS(${>vc+?@j}S0SczAeCaP*^_Zo1uoyc-M7w_d&%R}C7s@3lcJeXZN- z391ujQv7-3szZ?-Bv@xM?I^z5E1%OtH{-#^G_jBHz?xOlD^v0cfFp1JgTzzNYi)>MvRpec=VoD&v# zC9X*0Pi%SwBM0;LK_w3%5s9iTrZK# z&1Q!XUG(FzNc@tx+d#Tqx#&L|a-_$7X&wYL`uda%sLeT9VYTTT&Y@*V>)!90b(6Cq z`EntD*MMoS;P=D&W|@p|K{2sV66QqR(BArBVuArd(C%!l7%Rtu-l06sMEft^>_3_Ln4hjS-C zbrgGUGNQrOT!qlcRDS68N)QZReB!>&@N%o{TK0Jyhp}{sT>b&al^iW3Ry@?G8$56S zpY4q;Rj15Kg4-93VK*f70zn;PF#RMPzKe95<6cDHa4=}bIU(7rfCc&<1+&6%?wO$! z4SFDlncW2;$8T)tXwK&Y{szTd6-FMrArq<}Nb4}_+bTBqLq9V6pX)WPqH{)h_%E>p z18pSmx%Jn@kxHxq!a zZKFz-fNVhgpi&JN8cPf6hLNAFQo;WmLQ9+>^GyOEh*8z6$ad5Lw9GK-DBaNRqt*G# zyS`ew3B1Xi0v09iWyrM(IKu}0deuXScMC9v3Y<9D#%m~4-|(fvlr4{$Qwu=9;9$A2 zavGHpF5TUt5n}Jc@`^1)U=S6P9y|9 z-sq-ihs6UdR$qk%W7@T;W8p9mWhs)L0l_?8Kt?NpO7*k5yL;@h7>_%uZmrR$ML_YT zyFnu)k=}R-ya%F$@<|mHU^M0+K@eB!SgR3m9EV>~Juf9Gkme z>;{cZ>-hf;%$RH*=e%IWr^NfMvgij4tE4!|4S&xwG#8VImStDETMHEm%$R=6?)wCB z>GJ(g*7#HH=9UVvXd1@KU%a1fakV>6T2aDg341)%{oknlRuFW$H{Ga7QIb>IOpEFL zJ4?T;;LL_j7Z{s^-hn;_QV ztXfeJ+1UfLJ*D)btrv+FP37t+{v)qgcRsf$`{EK3AfTqOeZI3?rGq*skn5V)a+kEt z7{Ow(xi2;ykc8{A%`1`)IE6+@cb>rFm!{azkx~svfzk;>;Q8|wk zlskO@X|mGJqCh#^YBv%fW%J(lodOFrBgw~;MeoAqdWtq%FKOy`I)VgWzYhV`NZbh9 z_$tVOAZ@~0wm~?oK{4KbW^1~(3ebYFSYX64gSg}kQU4Z!VDgwBA^gMnA!SLa$Mn$D z%U4uT?i(T_E_Us0NmEkVouJBRy{Q_9%ICS;pAZ+gUK!PTxO41roUUa>YlB8 z3E6*&w~--wU_Q5I7c|xcJ228HzLftWjL8i9;-L{|J&8~kCM zp+bVmfTFCIJPg=kFmszj7UJtXnTsp)w$psEN1YO07(rI;rAzyf(hd8 zX(yyQEvDA>{47rQr4`A|H4*+v?+4H1DvZDt_CNUkaK=b z-? zCK1Z;Y}LD^W>IqHnED;wp=__5^|ZS6Qm@&y`@2kGD0Irhk1)|}NK?Jk0O*0fZ`@;d zIU1=S?>t<{tCvQ*BV1X_RfrRh)5RuRD1K{foGxLjYKW0#q)? zJoz+EM(HfR-7az-_WLhpjopL5jl_noYB%WK$C{d&3qYA;^TD<`HQ(*_NTtyVr>!mg zJa`w>PvmeEI}j4r$^v>yOP6(gv@>8=?z&^+h>lG*u8%iiD}ltkD-EluQqbnH1p}Y+ zgy#SUm+&~3C+JA(p6)zROZu_7YY_#!|InKJwOdd6>T)~M?>!0*fKNcaW35us4HOJL zm>Fri%D^uFu91>tBeWtt2&zOoClHTyo~%$>)Nupfy+%aTtq?3k*F5qjXfYV8+O+9=e3|`UoI!teh^Xd z>Xzvzmemew;5R064QLn5YScL$sgXN9#|Ax?C+P?;TSlz2a&U`tCQL4XR&# zF|~Vq7I*Bfp=FoSle++fq^Jvqof>0%yh962$1fisa1UT@BY%?+N-n=UacDW}CcTswSKKu#|GGTBWMwQ@M*NqpI+GRDPU<>x8;vt6cepfxr-D z@(}TI8lu7mU!ptT+A~?oNzp3q8j_}j7e|vaa=RAYe=%hDA_w}4szOo|b5A%;v72bg zr%H65Z>N9@Pz$2QCy{lozbJL#4#0~;F$Vfd$l6c~egT)?N=E#0oSND7i%@RNyZ_T` z<~nmd&5K$O;RdTc(m|YD~R*oOw^7InF zuI7_%I2*6f8ESXsyd8PaJXlJhOP+_+*%FzF%Rm-sejx9T7}&<@T9Jv7%*~ae#6ee{ zhm9|jy1($AIMmzS>IY)z)e?pM+^_ctZYKzOcfXEg!ry;-?X@R!7J+eXgm?1v_}&<` z7U1kCeUm;9+d#S`p_UT&z>2+A2e(1C_>&tB*K7AjG%!8dniJWg-E&p1 z2_qk)U;w0)Y+~#jzWiqI`BE(Jj?V->+3wVMvHZiCiMbAyzf9;!h9>Iu?GpNmUkwvduSCQ)P>j`P6C#E^_eYn_cRTA|8mjtzr?>%uML%n}o zFSmqN?XAyi9Es@Sqwwxl{w`yU9auCWj+(jX?uJVhZE4+os;cfB5qY_j-uYsA`khsu zNFxQ7j%^(vC0+p2SVMub%g2hPO4*LbbD>+(Gu;8AOD&SNt{vl}zVi$8HM(Zt95?C9 zC}b=dB0WGiU5AivEC#^pHbI#@+n|K?=-9`sKvg_vZEpt*4oFyb$6*%v0xA`IPULkQ zSd;|o8shunbLF{I5M6v9hVJN&%ta|Pngfwqn1*ahmP0j7{Yw70f5E5_%?xGy;9u#K z$Qp?Qp;P}sM>{eC$(Mqux=1HVrYq-I>e9Sgq9w&!&}9`^@`RpP96d4{ z)Q>tDj9595lx`^Mx=i9AsCdCiyLkNU-9My0@A02^CC!Hd1o*}G8Jr#y66ku+Ruh7* zejm^=i(r?SZ9Vgb%yng$luvxgVY&)HFKCl15FxAITWz$)OQ6v#!I}f4$!k`K3lRA} zgSOUb^cL?*g#p3iz2U;8o@Q(hpZ>S%@3!7FaqxAr1U5^UO%2#acHESbYQPpmizKmp zL~m;Vrjt)2+Z)ag)^60YO`FgAb&<@iX`42r6wt6O&MhDu8yivUZQcJTbDoIn(T7?C zPlUzU!Nmk7lV@Yt3*`EzKw&nEX`Nd_}np71s{4qKX8sNl;w1ahr zegtsy13jit-JTsZUx&|mJZobW8@*GUYJPTKT6CB+n0w;D3@p72Z-2em5ub0VWYTMz zZLD5WUrX-MQg1bQ`Yvd%0UxEB?{DmSclj!L?6u`$%~$*Vv7eY7CX<9Pm`tLsn&xwa z!qWJ&{hkBgA37N-McL>J8{Q(>PuaWM#Wq*)f6?FDzAot2VKQmNk!k|HJ#dzn-~L7J zq0`HY99g#;nHznbgJMdpw6q+Zy>~WJ4gKwN<9Q;q0`L8N$l8B6+I3eqPJE`UEMU zT*w``KKUqN7Kav-x^4%nm72gBPBzCQLPZVZT>^!uW>VyrAx}d4ciu&fj6)s9bfYp= zDy2VeILjGFd$_$=Oi-6*>@jD#h1~j)A4Xmc`H7r_Ab`C&$=A!{8Y>ge0YSCiY?g3z zm~Jm7=1&C1JBROU;u%(iyOpTG2Q|okuRLua?dJHO_s&YR0+JR+_~r&_6p9 z`4c2G3jm3F3nNzbbZy@?3D64&W!1)l>nt8!MZ6e(OVWdayQ$}IW&#s0n*$KkpolV% z_4LFo{jwKwX$j*EpbcK3tNCtUZ3sE}n&gQKLl=w!GM&)ssf`@Ubmz{wfzf>yKML0o zHl>H0W%f-Ef&vD)y(xlSbpZSO2CQ`Z3lu-YZuaOu$k^$>d_clz=iEg<6Q$}BEY(Y?) zGV*v$`hV(d0CdM$Mmys(vO|qIFVy>c%(Y=5{7T1WAR0|z8z6{k?~mch*EhC?Yy7sP zXScLuxs(f#2`(UI&%9)Dvyt8l*=N5iJNw{9qR%l^m9d2AmPNjR{pk*72poeNhGe}e zt`AVFcs!@>jL2%kK$J02SNQ56PGH;9GYQ9hGyctHTqLPbF5|ni2t5vUsvx|lm|W6i zrzlI~w4`ejWDj}ldUdyNxMR;pyQhb=F}h=FXUAZr*+)h_ifq=Y}pNFUqSz&AE z=qU8}?|*8C($TLECv(B?&Q`eO_j}-f2ISofN(oJX6`P#Yn;{Lg-7l5k*p9sT(ynjn1(Q~5S6plvy zb%UL->_+xyGO_5>(xLopc-#J01r91QLShUV?ffZSRcwh`0L@szOOUUQU#IF5=410< zx8W_DJ1xRy2!@{8lUmu~u0;)Th@CQFtf?BJh{gAVv)^iKL%V-ALk^oVQ*JZmLEqNK z%oJ{AP%9~>1BcR0<$S) zg+_yc?yXDuv$g4yZAOm=Qqdk3NQBA~^oRx?xL%DDzA${$mGMhjNXaZ#8)x#<$X_v9 zvv`5>5wRg7L$n#ykIL_LPjU2%RL0&{*qDC=_```ClI%tfpcx`*Dh5P7@joBVVSNDP zxI*a-IK!{2k`&s!fw+6T>nx-x)bSjw9KIAM)mPKabeAnEe(Z0Ik(f&^|!x6$l23La%jK1HR*Ua#5=OwTI^fo~5%58fl$!KZWg9gMp$G=3IBcM;t(wEjJX*W}yoi8D-m*YA z7s&v^E+L7%+NruRO-}~*ESRBJfSu-`mWt8?TOmU~Upcte#||@(ovqk{uPn z@MxykZ(iG5lM@&q)(;V42p3XmJSQ!n

|Kcnq+eKGIrXY6Le+scKAQF5Yk0UQ^aD z-mkT2n*WWqd3~`=x*rx5)enGK)n4s(Smq>lTiXHnu}G#Ggn4#O!n3=>n=;}V<=ZG* zJ_vZQyrYq`bQ=*FM&Pfg#3Om2-q0Xj*H~v8MF;GkpUgza95A^)NqaPW9({)MADV06 z*J$&qe<$@~!}8hAzH~8PHZ(9*Nz$c6RbUV}&2nB3?rLG&T(G5H+NtxgvYXdX5JP2x zBA{^4VMWg;HCJ6ra8o0ZYm7gX|*hh0d<&W@iVoN-r1 zDK`gx#hI17{UUvQrz+gsKkQXpAK<*W?z1fKs{x9k^K(3dDfBR%5D63aM-H>WuTV3< z6C%ps)F}#fV3;kVQr218K9DHey(&8jbV>-jVYGwkC3g7_|8q1SA&kDGtgIfk^-NHr zdL?=U)?zVx0?#xgjgXC79N6JIF7HFk=D=uz_C=Gk`)4mCZbpj#$JSd1RoR7oqmLre z-QC??0@B?e-7Vb>(w&k5Qc6i9(jeU>NJw{g_gVXi_x;Xy&W!%$I0N^-_gdHW%YHKp zi?!1}l0MK}>DE>3>v(&%Nj>v*WKeW=Si7G$V9E2#|Ll3R)=4J$#>X3!dMrAzl5f<1 zxJ&YJa4yYtVPM5p)cLKHY37UM zmE|q9n3t#Q|H3O|^yJ%s zvJ-#ek_bdQ@fKb9oxjGfyXQbS!S(e}D5~i~^KX8umE$m!Fs|N~WfpP@sbI~!X{j;q zHuF|(#NdYSj1T^F=ycj%?K2lRvz$Nm*<$_-$skDyV6k7YCmvB*{u~i$lv5ECu181l z+C*^L@5@>biiZj-S&+UJ{pAu?{d!nc82BJx*6Eb{AQEshE}!;z;WB3$4^#2eL9Gid z*--W;s2O*JqQwQ%2qdHbe2YU^cE4~IpM^aDqB7p$pPx1u&NIlBJxE2o2<2!F)jrWJUp$;NwUssSH6!?!9b`ORL@EpefwB+vWRkU+n z0$K(_hIeHNNG^_!KkJwMqXFkmH;Pej!DN!ktUc~4PqZHL!t19|P^>&9>m z_}Nk2F)hyV{k|dCC2C2*bv5H(jncbrTU-~>z6}>z1nu?`Kri7(`*&oWMtuIohINK~RurJu z`OPKSEpq1xWP-kGX@qg!eNj=kE$4Cn;v#7?3!^PC;o_>KV^919#tqqGel{}>9N z^;1OsE$*qx;0Ux`*Mqy~uTuf`Qe{4Y_3ozH8;@&+IZqlCDa2392ysV+`U1C!n0_P# zOIZc9{j+ldMr$xRbnrm@An(O&ezz;%pqM~btZ-tJ$wJ1_$4<0^yC44a8H1xn!J-{i zBMYh4kX>GpU~M(xu8n!eU=qeO6UJD*_DrotTix=NV8gf95PF_9k7B z31^4{bMb9I+#>L3t+A9ag$fJ$s1)+bvdWuxlEVc|74mR#v6yi&41KrzWE>@?V}blx z-yhS5xqrwm0uPE{rDrvEP(w0^n(AH1oyB4^Ie|UN0&WM39Z(!-ww)U`Iz!{(oi(pR z0$@Sxb|tT$yZ9^7A|W^hll%$ZziFO2_`MH*g?vWrdou4cTc;bZ9~;tN)vT9IJi5#I zb0=_Bar?Sar`$H{&jj41fV(7Mz!5aUDB(CL`vFuzxCytnb9uBP>FIY)r57XLDG-dG zXLtD^ELUixT6-QxWOJmMl9Umg>2x>8QV8V*rFXvI&wTZRJd5Y&$O|CGRR6KLEfDvQ z!jz6CKPGJ^7y-SDJ^D=A*Y}P6QcGk*1MkiKee}D|uV}2k+oMDfoe8WKF)?wmelxeP zpP!s>>-1ZB)z^j0f*~&Tn;xkpeB-+7Iz}efe`uAgR54J0Sp8MgIXV>f4Qh{UW3%08 z+u&sT2}tE4Td19T6HfTvPtgwN2pg(+4o1dH?O>=SVpub3sg$VxJ?+*~=U4Vcy_;!# z?PjQ7SSNA$gDliPXD$N|2tEy020L0M*IR-_S$(f;PT)$S^524&AH&S7b2ve=0qbLw zWMJWE9W}sV!j>Lqk4_AU%LD#Ew|tj}mP@a+Y3H zOCMc%YkjN=EGt9EYXJU)_K{oq1O^7OcNDZZ?@iI6rOWaW@$q>r62ao&;JmpQ7rOyn zF{p%uwi9lJz`6(8ARxVZon4z`mEz#UV>RtX1X&>pu9LXOQ1x z31$94e$>&r;$UF@b72+|z>b^Yp*Rrs&CiD1Y;?Km9Ff&W+q5?(u(??P6z!off+%VF z6sMj%YATInMsqsXx3wzY&}uH^c)9F?z7%6l-0^R>|7b*KlH`^wcyXz$g?=oxb{)Sg z28!pHfwx7$2QllEoG?padsE#tYw8DMzm{}DUYr2koR=t>V5Rhn%2k=&n@81TdD_v5 z_r^sh^?Qe9*qioqpIWZ>tcpZc!)j>70N3#MlQDhN+9*roXVIuM(B~By%@&}MO+Pr? zBnveMVt!wWGrk(EPNjjy8jBHpTY$y|Jl)dpdmPy&x-B(0K>{k>qTUvmd2;rNuLPr#Mi+$Voq{5m2p0g-w-tw-24WP50Y49~&U zd8{tdLct(oqV!yvo0IuY%bR7T2{^yv=7!bz4$Dj=Ku*DjF~77FdhyDOPd)pHYuw%> zTGU}O``oh1YaqN|T80~c#(L_NtEVTTEhe)p1Nt03)0KX_NTqk%W+~$+J~UnlG`q;y zP&BI;9e)Y?s;B47sN-y3&r`0`w zKOeP$>RFA+5I79imwiA9`T?xF*#f7Ka)4JE)C!++ftIRR<6G+RCWr5h<3gKX^X&fc z@GvIMue%_`lzdLRKk8-m2Cd#zwLXp=PAflOKw`6d3@W**_a6jfo;`CCNih!AV-#GP z(u75*8KBT|ghMU@u7|?ryidFEmOEejyAYU=0vjfVq%TOnoh| zG#?ytLOFMnTlloYR%@Eb49_vC8v6=Jye(tW&tLP$5o)eNXE4TMJ2*7QTt7eIER!HG z?T?gj2F2vDicKa%YxC(qhI59v#SWlZxY?GBS#w9Hth(VH>gqWkin2!A2n_SLKXFy9 z{r7F@(o#(Jy8Nx__OcIB)rLW%m>j(*mu+J)npLuIBxceN)+MJWAn2P;$TUCS8acVT z!d^EuH9ZC8t(ZQo-!vbLP1%K-rtuF}20ob9W(hab*1X$MCJI$K$!$Pd?qYgT{Qx8<7+EVaiCcuh`Do_1p> zVeZuy9TfIMBP6ugHLrR8JIf~$)%pyOi5qy2cV?WFZUy?EH+8+!|DM$7eJD_{7@^WM zv(%x%w%V$s-0bF~?z$87P+p$qw9)>M&((Kq!iB)`mAXGUl~pW2tdM=YxSN)r3Pbxj z1rLkzd%}LGcxqT%#g6toOr4*sP(jQ;2XHkqBlVy%GeRU15`klZ2PJs(Mvn74r+pDJ<@6E4eHB=RR#q*dD3GFxA&agr9SR{(tZT5JMe zKnGcI-hkIYtAx4RMPodX0JhIHKFk(9+WDp`W!Z8r@2Jf$${YC{=FcRzPnh<^EffUD z2Ztdd4p%|JHm9lyQww2aN}re$kBY%4jmS~;U%_Vu{gj*5kwwCr*dUZ%qcj&JG&Hg5(l6g$Oe#$jDiA>YE+RpNbUS1zBHB@4W|XU6yvO1apbsU!jH|5uFH7uyW*#>U1qRqxc48;-$*g0)>M$zIE))yks&W~Whz51+|E z*9Bhgsl|+QIpXSf)!y8wqYJ$ujzFUh5&+;N2M3nTx-=AtVZFQr2up=f7ZCH}WGVHM z(&_jtsFgl5hIBnd=+wCHne;K3< zVs{z%Vu8OB$;{dahowHNJ)cps6h`0c`m&a>JuDCox;E2ilB%J14hPOV@e<<4&!6u0 z_fJH{$rQr6`ki<+3(Q6uIjJfCE#!qfA57@zFSM#vEGds09;X=z2}aX3=olErGSaL` zxIFfHZIi!l^qbuyw*}k}eu9d#s1^hCe9Hd3k0f`iZEYjcM1|`6R|a`+;J7KpIf2hxO6f< z^YGw+l2dB`+fAG~$3ddfcjcc3Zqa!hL;&*`wXWCXE-~(dAn|!&Mfw0Q#hOVx zU=Qt^-txeRe>MB0k)%G~2TiQ_o-IB)@<{r>cSVoh9pCZ==vzkjDsCwSwP?4B%XK!I zi|5feEZ8=S8>mUNvj&S~o2f4kaO{nZ4ej2qlaMP?0a@)KdV&zpS)$nIyIpiOz3hKqZi@@&oGdW~{4YIT zs#hd$U%`dK^Wpxxt5j9jOKogg9o%h@8nJ5ETMCeV=?T8NyiH8`9M+y15V+BRtNt#G z6Rvwt#!f4N&Qzq3v~M_Z+|$?Zg4>@z00ri_dv$pS^WzY#BL}UF>?mgjgBTv0o3GwK zYcud!$YMq>Jnhd`Q@9^5*+oip^z}Itxjj8z8!n!MfKD-uw^F$DcKO!*a~MQKOigTf zTR+o>J}L=Cvb5cZZtVKrtcK@fsDb$B^18e@nnDIKzn}Y zw&3?3-+7V*RtNoGMV+mnVB+V5K)d4u(Xb8)>)lJqY??3vG1dl8 zAqM|=@(RyPeutjX(V;BhY()_z@8)p^sCXV!_kqnEiBYcs6|{1oK)j8o<9$m@#1Q`q z#9c5|Y1pnj#G|q040M6|mO1I^XDa?RyV4EAR20Uv{jWUvS84|oR3H|L1o;kD(sKNCCZ zw%|s(yMM1mbzvg5etkdNZjHrBsLilEOhZSqy$~ntWHIC*xv8RwLh|{D6!_$tdQ(6?5gMd>*+cC2Mo=2e3Ji{i}Qp)H(vaddrvMtv(@%- z|KCm^$Q5c_wWr&KdBl*Inrboq=57*eii=KoXDyQu6$r}Pn5C1N7=M>(t9^fp1HMDx z;BkC@^7DN-?bB*&-B1FLw{{2Vg*@xQA4lSpOj76 zh9t`+f14Y2d=-N!aJukls*KOOuO(VJ_{#WNwmWROCr$~QoVl|B%jZ#XaXjEp znd)wp`lr6##|?Q(i@|Ff(J)EZkbS5b~db> zvy=OtWRe?CqZ=(F`p)Z@`T=b6#??SJ4!F1@zRj-mVE=vl$6JJ<=Hs?#kgTT!%YG3m za?75~{pHRit>kof->pZ zORoHxb}K*{pJ_tFvujow^Z=$kUh4yZ?i z?~9-+HfU{98I|=rG2N3?MumZ!o>wPvuQ$g zhv}Eo^100v*zs0T&;k`kipNci{mHqkrn|X@LC_GR6~t?$Q`JB#wrF0g9;`In+(CFl?$wLwo2 zhJHbRlA*R9J38m#&M4PP?l{+1Mrr;UVwL5MNb@^&yi1{$yAgI9yz}iboHB!Qd?;qo)Ps#?|IP`pGMRl(*= zap-ETVQ{$NM0bCbWI{MaYTWw@+BmjN&2(dte}18`YHCIumNQVhX9CRf64+*pNGZ^D zwsWf2I`4(;qQKC*``M$v=*<__$d!#SHcJ7b%R%u$mwZoS((PzIX1qwB)7@FuVk0Rv z>jd959C79xTTI`54iljkm@zgVKKc~d!AB#&rXNg6ew7iX?`^aoK%$*ZTEJwqTt%u@Et~N_ z!$%oXbR;`4My7*2Z?&qMyLLJh)HcTTF7Qqqe=R z=IbxYeFa)xkA+^J@W8jeX*wxtj|H#!gqh7%1D6fj`EN~#xdb`%nc=+KS=Ds1>hMs% zUv>lmN$7DB`oO>$_S4I&xw?Yzs;j!Wh;|&ZW$qMsK^o!6z_HP=KOIeHrs$KkY%Y`9 zge@5X0*<{k3DQ=ym^z~W$LAyo7Po}IDBy^}OO9poNP}1;B<&r$-0o zY*eDi;;C>^rvVvdPKpYC@fYz6@B*29;T1ps}2kI&X~E0 z9P7lGf;CTrVp}cS&Sh^}+eC zzu!9=b)np>f4ok}CVPI9wXndpcL{C9W!3PTPZIrC?dh4rw$r6Q{L-R7bhtw`s~Wy| zk;U3fbYcU#9iupo)c^53-Z7F7D&KDdhv1HZTC}ALy9xxecPUavJ$4xrgptEQM<)lH zJC$5&E@+ax+51*`0^m_o0G(M)mhvH zB3mUCftsgkt@Fv)rIjr&LEy<3M8YPFc*fXiKra86$`Zq6nwYz6GgGnatlWRg?zr-{ zcKfTM*hV3r?@bl$@eKglK{pqY7W&{tF6#1Pvq$s{=-oj_p#mIMDEJpFpKKD}lR!@; z5bKIsN!OCb?g39W^-ve)Bt5qWLQ0VC_CfptXU`&lWW2Y;n3?+7Z0OD?Uug7Qi9`h$$zcW7lB=OdPobj!%f^)-rh(9Y0%% zc7yA4;M?rf@{W=dao6H4jj|I%Y_oqI;5L2aig@p-m?o->#WIG(pG{Jm5a>kWFyNYs z>o_sXWWBgR6D5zAlfqXj^&pJ|M-%1^%>2|9r8lP`GBdGlwOiR9OKAD(Dgr{<(Q<{1 z3+#CHilh(gBK;%DY3Yq_xCqaEnme-L@*=<%WERovaU6v%_#Qfk<>F%6L}M{g#FTd`amakpR*lndo%Gqi9;OZ;3PxA; zK;aZM%VctG#Oz6|Hq z_{_ET%NO-!jsXmTz+@0XHGr4N8g|7LY0#f(>!l;JZahPT*s%EE?bb`wOZK9$9E-Kp zT95@?P!x&dPD-rxUV=9Xk>F(bykA}}I8&+Tcuzyicxym0l_|7r_>0*lDLWsAn{P6- znS-UzMfrX-DvDIYZ07Z3KIQO#$aj}IH8|gEA-Wq>TQ@1rWu2Xaoa{In=OLx z{xlP~%aGNaoRo3&{8KD)cw$}H{;XrCmG#>ICLZOJStIPuLIclBOWUB>Y`?bi=coJQ zbg37uuK~WVHGQN{q99ueoVdRPmZ)flc{aX%b$tIzt0k@xFT8zeS*{fRZe%|!0XvYE z9(Xs`jAOft%sUoU^w(Y*m{aQ(^z256XCW$KdQJH=9rg%m=C@VaWAc2Vre8DO&DdAY|h^&f3iU2ScrT>X?x?H!&$Dr=LhMX;WS30Et#JmlN z=%5z0B(+C-*iV-P>Q}dEP0B``Ztxto!t>(>$4)a{e{A>pWEKEH;2#> z^XV{6XT$YPG{fabr%>}~y1uL7r0l$acfv;b@BBy~4C%3@177DD!J=X8t_o3fb$-{) zL9Ej^K$ilEkEjqs1JRWza(3ulxQRqKVO8;Wq%?|0JI-a3Xnv|M5X#2jagLyf)q@^Dc)dTcy)=DoAiwQGp{ zt6%RqXKTHwe)wLYJ!!T4HHU{%Scxc3W%;)UD=|G#aK_|hbu>Ubo$kefI{nm%GdKK6 zYns{Z`iMk1I?BHjUWvTc0b)A48f{DJ4VaBWSMrxFJ~a`@D1PdVC5Wz}9@NQm|BVi; zHZ1A_c42ggd~nyOSH>h}QbR-Ggzvvgo*)1&*?Gw03E)_36H+7+VS#_Kn-5}wCNEtl zVsusVWj~yO`Fe)9YriKx&)5N%84xEnd%9#m88QI%0V?w*udghwY1G(SCi3RCmB-O} z$YIURb;s`DW_eq3l*k5{%qt(gWT+7j?s)K*Nm|tk=grH%f7^qDX>Q4Z=YL6X-`vq9 zevAGOBnxthCwWjafn zcxPB_)OriGLeSWE>ou&;2^%eT*(-aoI}%Rq0=_pOv|H1E|c+oo?I z@@lkkvKUd>e|S>greo=mOQU^KDGp@ojwdT3-|ZLwBxQE7zEqGU z{M)A8O*Kbcjq*MsAaByU-;robxbkar3ZhYXK%)U3XL=7;sV zWtnZf$7+ZPMZh6vWUSG5^)WA2WpN(Q zV3e^R6Py0|j|T(xwOVcW{$srfTa$J|{{B!h#=k^~ar&AHwV#wsL>^36GUcBbOu(GJ z%BYV6>ltcR?wxXgUsJK25{s0^5KKH-V zA2nnc7GqHAFRWIX%ROGOFIF8Qu#SYgaT$PtZN4By)Fp2ap+NLo#cJ^M&a3%FPWfEJ z(aU+Q#^DwuzqHS&7po`&)&5YM^6zvLR!z9D7gR0#J;NH-kev{324x^@-V2)IZ(go6 zqm|La!vhlN;&*p}w&{`VCypmA`z41jxJtXWxGsHyH@wMB`ETjRwp(o^kk0IO zJrCk4@8q)ssRi$T{vl)A+B7_WMK>4&cdF`6%_e~&f26udkXb3-F(ebq3=)ABKVGx_ zdu}9CgM`0#684JNM@&Sq-w^`9C)uPS(!bDdOrl)bKUDaDYiMZL<1~kc2Ah3H$r*X( zK5eoHhL)!HR8vn+Yi`~quYa_)B7ktEn%%wYl346`&YwVW*Oft}8RPV8%wGZjeSK=pf0xPHsywA5TE~mie z2SG+0L1utYE1#1Ste*+JGdV?UFGSja#jv7WTj-gcoe_M9a7DUnP-EMakQ!(uSV8Qs zbHd+Q*)JB*b0ew1dU5OJcvbZoF{O-<>8XK`;j_}g29u3b>)wf7HmO*5p@nfzp01~l zasm6?bd)5pN+K^sc8xS}Hq6eG&r*p02)Kmu-M?u_9^n2j?99}na2OzWA#%B##2_JR zeJqrY^KU*&QDiVO2l$lZ?7ICtDH@OX2 z5r*D|`PN}7Dx7tbmP3FgUNqmR|Ph*dgfkmTG*f@;o&;eE{NVTmg5+wY9ag z?Ek^kI(Q>+AhLiKTxKHv4LehNX5@1I$a$&F@;ZG#edXFTc;SE(deybf{aUqo)0NuV ziSz0rBO6Qol(3B??SQk6Hm!g)<{D0&MH>L9`|`HH?cFxz=d}|E;ZAEIn!@)^P9T#J zpV_9Xp+!m$a3bee{QKGz+8V2bm5e9MIt7d{QXbw*axX|8MyzZHgsUx%LNl*}l(EiC zhc-F_cYr4n3i~fyc>mw?$NlwWtI+klx!!`a26t?0v>?CmBJMr6FH)>XJ++6SaE#wJ z1?S!$jA__LGn0!yY?Cfx^)ZygzN}f$8J%ybWHA3QP<8YEDH$&h+Ar?_M+I z8*aK>fM^m`X~$^cvYu^lhFP~@+1UsTB-bj;0hi}~1%^F@ECOsstB1=OLqMA+fb%~; z;Q5JqhTs<9%u8+hPA$jhV;wfbR*U=l_YUj*9z|x8#Ruv;&+k26ah*zC%cxb~H$U(8 zYS{cj49>|!u=GIDq6lNg^Q#~JDfv`$fWaf>-j`0!Aq52^V4m00H%B}IwHW$#lDoTW z!}Z@AxGR~-ed`BQ1z3Ft9FV#&A$~9Mhd8Cp|8Y6eBhcRw^1H%9mPYvM&jKD5{V8k` z!#IZI#$A#usO2KyLb1iiQX?snFpPIf6deYK0)=wXlWh61a?5UAE*up7%Ufy=F7?`^r1& zx1)SBmPxY!C;qS~exTKW^Ct^Nn@;?GfJvoj9xCx;;qmzf;?({)be(Q}Fqi2d)yEv& zFt49LR!fK+E43BSHD~@AVadEIveHx=k6|T5iXf(;I#F##Hm3fB#V7LEp{FrGtd9+kf_Wc zVPK5vqu~$4^AEG%8Nm_sK=3ijX8^Ay`oBjJ)R~W{mKU+yh{;BMftW`Q3p zzwlh|27g(0kRE#>KN}m0mEmu>E%KVWYBW)#|3*$M42VKltn)KggaOBpRl{;O%gV%K za5*>tD(h^LAq3{8~QI1YdDp@oF zHTvJnJI%he1IWp7#15Tpp5&0)I29FYPSBYJK z`XEZOv&pd2fV6m#nXwPmU@95fv4tM}^k=v(AZD2LU{FL<>wIVaKcGRE7F^0cH>cXF zG~cDb(W3);0>c>YDe)b?Z&;hjl`}}~3eU|YUEF{FyVMw{)=$pPRI`L=m_aNqpGt4% zUn%q&`fY^BTsHWza#4}JVYfh}emn{TWp~D0Ve{Q8ws-M9SGCDZae?W=cVFqXKRKO(ArSGue%NRd$I8mj52xG*W%Hg)EVRsOQp0dX2Me=F0_caYiC2s|{^t11O8G z?bUjOx>11Gt^FB`$ATO-WKkA< zFxxC`aFyVB^tfkG>{m*!nC5PcL*9l9XGN^{1^siYW$qyEq<+#F1uriyL~U(iY6^iM zd#t}}Yr|&VGO{!4u@aZ4l3AUaG`Q~M5@5P;APZn01#zg6KJ4M%J%RjLPdMJUl#}o}NDk1|mK9)%?Zr_(>J?yFYP!Hl`GzJ_t4#?_ENx z-1X{j(Uy%8UYd}~&Bqg1j{$0_9D2UtcuL;<%f~HglT%K-Z?6d?W0cE+wv2G9nV9xnR@vj@y3I-Vv^`) zdiwej$msO#|t6O#=t>*xA`bNIxbek^2W&5gnu(%i@E> zmL1J3IRsBZ7O_*9_?4YxjV=Dn4+^xCZu;5u#6D4Nwkhk~0h*j{FxXgMMf&{TmvD`- z$7oK+rOon-QtGP7*U`rKnfLwbBog6Ly?K-UPAN5)byWK7(<`ZY*fY%zy(?#rn2S}w z!)|4$z-RQy7?)4Ih7yjQjEwAn^jnB@`})??XO3wE@Tg@-5Wc^;Yt0)i1F|mB^t@#< z@Utd`N#GR@zrtJOoZxZt5W%rxS4+rDB_-JY<&68Xs5~&%t|NR894Ty;qlBlvJyBR| za;|`e$mix1Uh~%qPOofJ1zr)bpl^>%>cb`!Y;9~ARy!Pe^nZ<0-h*=Nw}#d&C*eGz zVfEemRy=tnvL$bBVI&rCVY5Q>`PrG8aG4nCcdXhs+mpvH)BUmv=#>g7$uhI=#>cq^ zcN7Maw+*wRq{U4Gcp5&@nwo&Gb~2e*f>>A=4&XFFIFi4^jz_pS-W?J9Z^95`M(AaC zqe1nAL|~BMKsU?EypmesATTo3tm1N7Zu9fJnzJ;gI}m=lp>RK%vQa31yS4>l${HXs zW%U)X-VS-Ar%9l&l_`g%bBSviI1)k>nAr~%JM;cf#RNQyVVhl4)vI;L*f9`SRR?lB zK9el&zYEOCq#!(0Un5hn+!GlpEf(I>x4C(1sG5KMF{?-9E20`IWssb4oO;dQiTGbb zFPg>L#THKE>8xcp-q`_a9LQ$C#;rs_O)Xg*vqd}%PHYTw8u?A|4mrM`MG)Z#2$MZj zUinU=nDrAZO%>l*QquWcs9z)E8acQ9J0G0g>3)CPpG1`p&7Fvf6)B9(@)lrJ1=cq8 zhaUnt3__qhkU0iIxHV24Ye^5 z=ujWeUo-1NE^k?k$7P~BL6drFHDmFNkdRl2+ovFH-DPM{R^AC3kD!j?f%p-f{yu1a zT))j14=6FQjT7!58cRsH0H5Jq1_x~BCE>s_psM$#MSfSNiCpINCuOHZ##S06z0aAyXgW548n{U2oSwzHf<1~e$=Y~=! zezvWxDsI1Jiyt4|x{}C0RzEHZj&E&rVr#5q{f3Fts5I{WR=bLoKI0Zyl112@Nh<0? zRnhw;U)$*Q%LU&1p#MfMRZR2ZoO_RDzapPSV1#-AAnM6XbAx#qfgC(LG#tn2>1ih! z2L4@cW_+^Lci&s*;^(12Hp+j;1r^ElV!#rdZ9-TA9!5brDBWcs81IgOncQs3b1zU~ z>}R#YItWBi8R-A@1~yH|o99IrfyU<+!v7vhRJerBr!3(B;*ye*HNHBMr7B}61oo5& z5PXLiil+l3(ucR%qu1)K!L1Kex}mJn$V^n6bR`Y~)|e*CCjAN9NNG$&sVZqFxchwx6xone zX!;jpg4cu~srSQNt!3I}Aw==9*+C~Z3LObH{rvYDlYFExZYoI-?e_Zpn!CK;D%Zqs zxf~D_4RQUQoSZ0U83Or9RmK?kdMEUHB0W|RHcObx{grfNbm+Hwl<)XV?tb2=Dw?Kd zAMe0+zuc&AJakKHak_i7-$0Z`&ChgMx~)qlW2n#ay*b za0}N&$(_ANp)Adu9BW({XXdmab^rtaTl0cd^}GF}BWBrw5<<`6bT-GW(V)$wlM_d$ z;8KZbYzc#2AQXbg-ywm@z=_1-cqc{d^$Lf@0CW3pf2LB(`a$8B&l~3rSY#5R7y#%; zXS!U}OY}K{Bo;Ye0?2n9Dq4?9qeNBWdSQNk9zEI&m%_mNQU74M-H@9R%xS!}zJ4i0 z@Q^{l;B)ZzE-B1D7?3B_XRm*<1KH|-|xd90T8bc%0JH0rV?-EhNe3N$&!$HO>F zTM5aDv8^+v3FQMlmOl0?0WkK)Pd~$~bQiyg63$`%@!9l;M-K0ej*~6;^qStlXs*6=9_jfpR&`gg;Y% zDCS{0Ze#O@YJ1xKPOc{5AP=x8J7oFrVA>mz+cLS9s$ zokHgk!QBt+#`Q)8;xcAOZ~oU`&MU#plgBBos3_U$eL0>d2IG1#iw17={ATJd)|fiu zM0q^tKIu|EH=|!HmL~M^tYT|2GH~qQOx5m}M0RWK^bh>cHt@_Hn$xda@8#$d}ju;Z&;S>W_`do9syyO|jl4Uazw+ zM~!^sa>hmVuVyL@apEc~tcXmJuQ6B*VV!t85AA_~fMD_yUbI3{NhR6ta-{`Qlt8Om1NY#+*dcrRkb z!q=m!ijnXa?lF>G$Y@s^4cdcp>D=&*~n6wwx8-a?7lYz2WXoZ$NLSKM!&YlE8T;o zR^3+{s<}=e6=%HCP#9vbp%&ngH5b^J;&obkm0wWM;~g9nG!6s`AoYfO*(FK9M-zhaBQ8Pzp8sg`^K>CXY|HZ5~fzvu{` z{N@>*!g8?+*spjoeIEb5+!_BMZvxp14w2(hz_Z_JLG}CJ^odi7!f!9u?UB`M(*`tVH=o#VJjU{Dh0`VwIxkD82>g3-gw0D5tC=(}SOY3ObT330KU#>n;IS%$zEj zLOKX862scsYg8?$8-ZL@p4noOGg*B;Gq@J=Y?u-vP+s-i9~c`^UqKv4lEmfHkG2JqKeGS_PIVvL89sV z1vrXoyLoO*92qkJe~7(A>%mAD5CrSGT39|J-4powV|Y-2EShi*%h3oaW862Mtl&#! zJ1}BGpTH^>G~AxO)WZ=>+yUBlPr%EODd_O;2={v&FE-jvnV^WMu0JZqla+M_IZk^q zcQ6H};hhaZ%&5{2x|u`yjC{15&#}Sv>y8XU$7`#u;^cocG>%|5ZCN}N*$~y9#<$+1 z+XVBwZ2J3VdE~gBXq*Bt*m>@i z6e)wSYn3xfJ{I5%3xODY-V|lJQvQ4e1A_nq$7fTF#Ig93LfV!UI+C06KzS4?o90(+ z8;CWAQwiyeC~@PdljlY(`)Zt=DE9SogV}2{MROcFuz_R(H ztR?(U*vFrujgc2mR&QE`b+$o5d1!-ZP$JoP;*#VXo#@Gy5F_d+WI|!U#xma;&YH)R{E=es*`+{{>p@O3{kiG&Mr>7}3o{)1*#YWulMp1`r5JMoL%zpyxm;^CDUlcN zbA+V7y`x*zjwV?b>(^Is>?3U)hAk{i{AENA)#lkg2RJvpDF(A|8byoE!u*4&q}7#! zWL>NX8zm6QIwa7|47_)#=59eu@JI;h>CJk4G=Uf8@VE=Tlxk4#@ocpiEFrr3lX#FE zpb^DoegWn#^wshM9Et#PPH=o*U)KIRCC*uxtgysJZCr{8u8WnCLL@rj-xP zB!=VKD${2twg@{z+-{oo`eZ*qYvyK%Ua8^>DU5B zK^>M9{fQ^q3c22eQMtQGhDdhMDuNoH--#p&x^)h;4rD|2>{4Fg2@4B1G&OxX{T zFFb=7gDDXW!)OYH7z8@u-sBy#T|u-{P~AGe&xIj$(% zBk;-W%~V!0C?(0-?+AhrBJ_>F@+Gm<-IYvWH`}Dk+e^&CNoV5QNKGS*y@XQEFp{;; zf&P_#R7|9i(qh7sKVTZiT>1-nzxFv$&f|~Bc`+w1Yh_g}28m;&7us%rR!Qr_bS$(l1Aw>A_)nJTv<@bO6PF)wfEXe3ao9k zqp0{Nre9p#jx{3^3AL}q2)uK9`ZdxYHfs65eeVYG>f$n4bk1vQ01+`o6-__L?H$k& zk*?(t>JAnQBRvgkF&mf|c@eyI9aLMiTO~{#@Q$zvNgxI3HTRj+hh{H4)vpRzI6ffR zu&bxojJHH%M|nh!*ZlAAhpagb<&W_ZRCMTK&H+ryPl5C7)iMeH;0-<1{ zeo+pFvq3X;VPbxg%SROHjG-Kq-Y?1wx=j&{Cl=I+V0UGfJC~c3ebKFMak1bs2DgoB zPKn(O()(Sh1aG0&e)&_WgmqKs)VrQ1{SfgUE3~&#ZGeo)PKSTEFpJL7`67nlkW$47 z|J1w2Il!irLwF){#=&tE{@MYwky0+zxw?%$wc8|!)aQAor-UUU3E zY`t|7z)P5=p_y2aQ?T!>Expg`Pz%I{_0%8MzAPR zBa)q-p}*D~UQ=J&!FSR1{a#`BY(RZgneE!|_nst!BjeU{u^$`^zToNl*2X&7jWu)f z^WmNPaJO({!=cfyEEH25=~uWa0EMY~1Y{vD5BPVVPG-bJK;TmAKd99Z5qH@J?U*Cc z^Ku8=sYyrza@;UC>^rEIc6a&Oq+mGs8A9r6pIIvLy!nOKWjEaJd1o_suYI~7O14KC zpjXKZc|IrwU40zIOdyp|W~ax6WPO{mVg0v@EI~_3WHL4G9W1nqob}H5-=#QVLo_4e zChdviHROYT7m9OOP0v&j@RJZd`&9#`uM$UzloXQWb1n z(f&@Py&34P)!Ad%ko3aT3G&sH>%rVOv9?DS=Ndyk=$5Q#Ynu1($8|k?P z61wDgJF~|CikeUS6gg-+dFHLW(ALR*FG$*G84fJSF*(t*gdg*gA3v|=&1NC}-fg_= zP=EF$ZOorGW0(ws?MK9M9zPE8dBzQKTKvFU%~UyMV@$gtvS$|MF2&;WEBPg}lup~) z<>tr5X*_U}R84zeUDWo}=6cK$@)+MVHcydzrou(sw~JhKp3LwWYphfnRo4BL4Hp#UE-cNDDu2NZTqZpMz}YT?2u0@Fkt7-`xtfbvlF=@{DsiQ2ZtgmH77E0~|VXlNp2hOf5P- z1FoZ`OUo;F?Y&p|qS;EqhjaDy^`R1@S1I{yljehD$P;T^cy3>RKQ&)CohW+qE_;2y zAx=i8^ng3<##QD6>G5#%bPzKWlcYn2rll}2Ig$IFuer|0*EbqSNr>f8Ly<;lT=i1I zFVFWvcpTcfHm)@!dJbpSAz+kVv*!<5IP%KHVoNa7gEJ0q{CG*hu@PU-P-UP9L#IYK zx7$*FC+bWumR3vMZ;!W)th*P6!=+NHwagGa=Fw;K_ox}r)zcU5K7a7~ZZ09;uQ>&k z(OJ2Zx2x8yJ{BFxle`3&5~Fw;Bf2U7P05M1J-%9G4^yUi7L>nRGSz>!R)6cm%istZ zto;H8i^F$tQ-J4b5x-48*~H%~G<)^qVmLD!r?d*ZeAWuYoZjRBx5Ife zSWQp*;EK`10X0(f-=FV*H9phs-;~?{ab^{MPgwQBwoJIpi&{Y7)@Z32yhKB zcx^X!6~(3v1w&&-t7Vmbe;R^NDwk+k=E53hm+{L#mE)loo|5%@X!!{0CXY^d^-|P_N2Fuf({5;0mgCSeSex;XH8YBGb^bZ3q*cDX(c?&;Tkm9Jp9l^FHye61%Euix_l(JshGa;1wE zOe0+Z=5e*Re>YC)ew;_9_uOp>RKY_M?LW!%#{^@QSB7B-L~MKj zDY7kJ;}R%N`P!Um%Y!dRM83vAc;Wb8isTnogt<1d(5p)24nJRkffnEjLy;u{&$pVO zP*v6VcL=RjyR*Hyr8<}gHUR;-Z|rfb>GeJ9PLm4Bj?1?t2SpM@<^!^ED&~RKlX?3k z%D3H1KX-&XK+`Di?ussYsQh(Zx>v={BF|?ah;HiL#-p#4+@$m@K)ca{Epm?23B3G( zt!Z??BQqeej@ft(T>?8k2pH5;W#xLEiRKAf*f*X{Da8+sdDB?l0VO$54(AWqjl-+F zRGhx>X6%p2q& zll1DtL8-;RXa3o_SL)ebzx}PA&K_Hr>SYuAKoi!B_CVr$bObSce@vKDUiUu4yQ)Au zR;@Rhh;n^0tr$8=4pFUQ6PNOdL&K2N1(q5zUH(TE#9LO&ps#>&FBaiV=Dg3vBrA=;$c3XJiD?R-9R zekT5PVG5%XT8tb>rlSn&bn7_D^wXv<+#sQ)U1b?jB?v18vl1MUkv&$f)An8wbC63Ocn3>vZj&dg>|Jg$#Ji`Jk5DzqtN#umvD-y{@tyNhERFtn-47IVl5QDPUC1y znwcNji_)cfj9lUwzIyi^5MA`9_F8@}XMDMm&164v^3(9O6n#{>G}J0$ zJ4pP}-|-6N)dUPE;)J0h6uO@vifp=_Azv9uv1KkpzpgBF61iSFJQ86gBQ~7nC|PY?j=2 z)w)y)&1Xe|a>5Ym4Cf=hqjcBO3oC*V!?Nq05yW`|>kHimR$543cBvA_9kRF|9f7_t zA;lBL0E?g?dFC`(71q^t1u03E51T#qiU@35GI=5Kz>Fx`CJB?!d%O68Nd9By^VC|E zl<`k<-Gsfg7{8N0r>c$k3BJke;A4M>A68J?FKSmo_mEzHWEZo?Fv%t?|E^cPGSL58 znn`A|dObiEvIrP(aqIXbtv;~LkGMO;rP$S6(MF$(;E$=^Cb{mQSaZviGi~#$z$by2 z90DDlzPmu=FL7XIB2x+BgeRnIm%Uw}oNUO=XY}GtT~=9egb|a~X%YcSifd8N!?~it z6UEDfHL)oTGaT*$W`*ckVb)W%v31oV78fEMi~caEFjr&r&7MQf>fK-L)s2}UpW$qe z$#=sK8|JizfP?K*F15dW!)|)UmeE2PEkUsnR1KbMXLfGfY9qu(Z9H*9}ee74bio%s%FB^%xLG zl6xSFXR|?28l|H}o5GVxfA!ZXznm#4+T3|xxho>5aqOeU4&!(RHj3VJ)xLbqbXU{z z4o@N;s9>^j3jk#ka@?z9-V&#o5qOqTXSD3K%h=Z{CkfMW_vov&D1a?2EU2ZNFE@An ze*7NyqGN)dux@SPt_`lLi4h^lb|c-KrkOnOq2POaDRCU$*ioPig2ZyqZ2g$8%;||U z(qe&cf>-ro_#J+Q{|W;@!XyxFe5; zKX6%^*=KKW%t=hI`jAdYJ$2~k>7MI~trM{a6K>bnnXs^)9(BaqLQr-Iy|+K3#llkfYY5=!0e-_ z;d}R{mQR>ws#qMeVUgR^^f>3iJ?+4g^wm38z>lzuLv9c)rYkSTv&&Ltz1rok64%{# zW=Jf*_iq*xx$6iiC~aBw8$>1PQzLTc`5WrAP=~|6A98A)VOw6p=J1^#_2%`N<1HpH zQW=+*b`bS$p{ytaSRFvQWf-*}Lg0qyVHEeSw7+;b(4ZIS1n)<0lmEG3*lDPbNYH=G zj+(NzIf8UNU}(y#7=pJo`VS8!r|w)Gd6I8n8X9f-mp~N%@Y8BcmEu>+AD>A1!h`I3 zuWJ4-mPFnMo;eEZcY}kTUq0=NzW4T|U`}uPSMh$kE8VH7;?Gykf_2`H5**19->hPP z`pROu)c9vqG1_pB$jq{)(4+iNjPRRXT*r#T_-8Xvz!=Ijkt)9Q%Luf#g3n`E;7)Lp z|J-*xmXQ=jkzxyPV^_8C-?>x=Vq-`?TIO>Pb4QbsDQ?*<7*0?Ej-6 zp^B;(|Nr*~t$tFqv%4s=%k^iLOIj6MWHe`b(7h?T!ir$T+xOG0nOS|$H`3&HRmq)S zwo5YKM{A}0(NS0ZN+*^Z(ts|GiDnLbJ)DEqi1MF=8pVWZt-AkT;gDd0SWhNd1$0)} z=jH}5S8~HmB<-2!3hKKouptHaz4lY9ND5w@mW)>cpGxORr|A}8(*#(7Sh>6eI#Y%b1G2l zfNJdj_szd#dpA#_*rEVfJNq>~Ed}gU|J|g~%%Rx0G#rsY8Y87T1(gH?BXN_tqzKgj zik%<;H9D3$2LXxcyRHwkLolv}#VHf4l0U@(}=GloRlc-0ITN)*5P9wJzK7&U3N=I(!JV6wUwr6INuuc}yw{ z8|)^ge3*6FAKTrdb>VN`f%J+@`HWpru05wDzLTuVF#bhXp%W|XzUsyw_i6atm6;$Y z6ZNErM1Zj+kNE_VH9MvRp?xkd|Yo@?vzEltLp71tGz+*y z5=4qX@6q&T&+hcf{8eD@*VXRzt(4>svHzol2hA@jAk?!3zBt)PdU^6{3!Qp6qa=vh zzPC>6X%jD&J?LTE*KR0Uvpw3}_=r!l{meKUzObo(R>k?cl=1*Y?+5 zz`h{H8Z(Km%yxy^s^NbH0D0@byQiUe+`^mh_@I{tlXUstU}~-4;K13?*todApG-*q z;3*KTJB$@8I67k*472vne$u_)87V5Ap_P)F(i6%?`9=5s$fpg71toX{MWCEKuVpsD z*mmS7w)4uTA{%NO8@*v$Lc^O$){pdw*K>VWWH*M`Q(;a2id}1gEU0a zWX5Ktr`3{}Y^Bw|Ye6;w4k`DGV@IF@q5+V}qWJ)5qr$i*AB_QO;6G+j{*8bd^89kY zO9<4HAYV8A+gOXP+&MZ94$cx*RK2jmfc(Q2OSsQfVwEo?r;g>x5C^Q$^1gG>5#LIL z1cCzor($Rf(?Pu5ipxdTz$69x8&99{Sw7gHx#$4`mIQFdd54zTTE5x2IT%O_MsY@_ zYL33791epE@=sh1z;$H`yPLDF+r_K%BjB$#0Q`RqejlSC84wd13FwrYbyym?pmAGX z8A`_{B2oqP9Xfh?SXW5!@!lLQ(4g~WxPS;}E=OE%HmGGBq-=!JumMU)t)x)lv-=AW zF?+t`Nsv&U74v)s&3t$?Lx5V0q*j0A19o#+KkV4larZO4o?g!dM0$-xlak8EXXoz+ zTLDX?qoC-%SyaM99m3z4GnBDv8HsPE>$xB3I6fNQM=$|qN>%(AT!u##FHrhu%@fv$ za;&UqY7IEy2C*%<`=Tor3?S9K^J0tV@87@3U+;v+cdCR9Sh` z0*u|MP)q{=#`iymJU4n{k%&qM&&kQLrm8;X9X51^3yVpfXycj*;r{yYvBKU*mTL2y z>bIlJ*Ln3WPX5ntEXY$?UUDM@KavqajM%T;(fE{PpqJb1VSCT)hHO_H-ky3%It5C< zR1y;aX5Qy7pHdBQ4~~5Q{lWZ4|Iw#_sj%>jpso(UZRt6GsJC{1PV^GE2@z9JM1gw; zGi$mp7eqx!NNCqloq(aPqcd=_?f=QM#t38Kia8os+^*?ZngM^78d6)6CWkOEt6>JL z2PhZHz68)H`Tz~Y9i={ybic#EFpG|`%GO{UE~~8E?rb+VH;2_2)dp4G0*R;hSH}y0 z(r<+vvqk3ZWU`LRoUf!mkmjomcW%W0cDc&`cDW%_*lHn>3Z+X~pK|z9JgTXwDkh+3 zD+QrRZgM6VRb^W?apnf-f{K#-59Y{wpmafUh%>Y#5{0%h7D`M1w9-%h^%helnZd>D zVJr;j8GsR{RfY5x6F1EZxvD7QB;-9Wv{cOJHZ^q*lNZ{X>qXR}`6*}n5 z<9cw9j_cDIKL93rEcRfe>Z(s8!9z+;-pGeNK0e+i;AUyLfCj?O?3Jy7^ix>9FF=-1Lm7CfB1{w+tBmp3`Tg(JrB59?w&DP&V(^@a;l+MgY`}M z-fbZ>k;NV@vW^f$;K*!L(0fmo;rVi#S01%>244=tF{{se!N4vhJDalsW3#8Q$D|-X zpX`TjH;T9**JQ$H5q$Cphyr71Bjm4-(>cqT7OTJ`vN2VY)uJYVZ33oKANt{r0d2-= zGfz^ar8ziMM|_w1aOy)$1a|YH2xv=9-@Bgs5SCwqutX9d&`{eEXa?$D31E4Ej)_Up z@}+5Co%rST{^n+E61{ZX*>iPRRHkXlrFm#TZsr=7BWRl*{}u%f2$Y}bGDPicZDWX^ zf&;aN!tPkf9}jo3^gbib#UJj$H8p<`$Qc3RDRmT=`5<{?h=%l)x0HtDGyO)<4a3H# z9_5{Hco4Jn^|wa6u6^Yt+A$m;IcDql8tIPR379w3d-X4F_UW<;fY#8?`g@o(M%u z7?cz01D0C={G(XP&I3SAB{mG`*aRhiu}z#r}d9%=JChRKij z!NffBAvnTqT=;W_moiI?`X&+^z>4J7Nzcq=pXCQcHbB6vaEFaaSpwIIKEL7f6cY|0 zRER(Qa(oMNjG;$Z@F_j4g0eDJrj~33dJdqpFo4_=%27Hvlup_QA7K9R#CU2|j2zLx z0mWGkUODzI1q_#;`R>gc=YLC61K*N?X=5y~{LsHGl~Z944`RB}jvO^m1@w*K-OcON z@W{22bM<^-GCMWVlGhCI>6D*J=C4s<^w2uM9K!;UI}mQ zx}XVV#+D2)((Z9FG*tUpx-0S6w&aY59#7+&K_^~ER;l7;oSAAQ6Auqwo`f64*O}($ zS#NBBjAOtFN)05L)5&HbVIKi6iQABh>e@j)+eX2Ts=}){{pSnj7@kM68M_-`y<|db zz9)staw?&R}%!9mGK9v_k#_6#$TgLX$|gb zg?)^gbK5XG0B%ntU#nNvK#(Kw5|8UZvNRbRm-F>emgC1|FCM;ecgxe zRrtOZ`okmW5AolY3^Qpbc%vEt-JpVE`GZO8Y}W=7R@;R8@)jNz@IgJUbbaY1kPD>m z_0!A8hhmSg*HZ<;jmlsEo-%k?Lm=D^`h$Z_?XM6>QLc|R0lBLYnI~W;-kudk_9`mW zqich}Of|hTU3gu}okl#0@~aikaG@tf5i8{-lAc*(c&NK-$ZG2X zhQ>&T&3IwU;FApZvUI9rFz2SqSWTggttd&WFJ;bPCNDoqOXEEHZt6BPx{8Mvs}&h0 zCvx!``@&2+HVUj0BaY#eIiypldPc>4mkXwn`{YW48m~gLI)L#D2EVCOvo=!2kLo|g z^gUSTOZ0-|FWEv$ErwbdQC^!9{kCeak&B9KN?tcr=o$A?-zqYF)W{KlT-4DkF$C@i zF%6FqC=7cr`Npo4rnW`tQ|cL{7)14va`%@)DgYNQW|5UbT`G3Pr{v6vP+wge)Iw0n zdM*Y)((&Neo^j@sBsMHvSzD`++)rUriuh|dNvEQ2Te6zRt!=Q?4&7I+zPH^MOA0ed z`5X;@p>|MX+{g}UpD*SN)KS$krT9X?w%CJ1p}|t0zCNVpc>{miD***WLiK&?;L$?a zn!r&V@OxB1Ackg2OFMb!vqp+STySw))yh1jxS0S53(*`TS^S;SrBn&91@=$si!B(< zx)py|hgTloD7umxq;Nv{>EQ0$0?UA)zZ44p12~{83n!XmS81F|=MpQkt?<=2_i{Z) zavU|Jr6Rw3xeIeNUh5DJcU~zSogyUq__p$nb@c}>sU+6uq^7y^UDLKr_3bS5{L(mK zK9eTF?K9Kd&euvITv*YMX=TVU^g`3Q1AYU{J3g4ezZCGspZ4BZUOHw1KkEdqDlN# zq0WZUH`NGKts_W|$9?SpR$c0v*s5y+@|o}YGN<@re#Q$cbr zJddhw!JU>QT3560EKbPgTI3=UnX z_xkd$jmG>8#!l7gOAbjxj{BPdZz>jGC#JCz*cWW|@$l$DdZ_uEK^!|B9yioEN@|xY z;g$qK2y`eTRCWopr*1*J@clK7?uGsoCH(LMZI7VVko&0`Iw$<+l; zAHPFeRu;$nmCba-|Gd5BW*)k_ z;ohqVqT4!!w#EYEWTi;q=Y_$i#!M7JfS>drEcz4&=lo1T zhQ+q&=O7yBPc(1w?%~KmFmQ}m{nYC*n&h>mUTFw#Wc3w-;y$j<2>G(n<`bd$JP}}Y zmXq66&1Wk%a~3D;(V;lcSKzTzBu49jvEA4e=NdG`^;T}v+=s0DwN&} z)d%iErt9JcfCM{|voZM6$HPinN-Qenz^y!s01{|zQuY70B9Q;{@Vbx>>z3W&7>zYeM8BRH+Wr&cWM9`o9>N-9j ztGCrKLlH*?$&BwZ!J>BZj>~nt%WUa^SdO1Uz`{8b%=U@M%jeRol!&fBkc0b6*jY#D z*K8RqN;KN&@o^wg6IjZjue+t zt(sNsx^9wdvfPj{G3i3Ln@rhID!-l#8+zM20eXP`cezgA%!!d1O6v#c9bLZj{;FBG zEDGzV_d$Zp6Cwqj3_yROE62fLN@pacq2W#TNru&~_rU6LgzfNfwLN4xX{$Qo zo;%?r;3SIPim4WV^h)|2tDz0AR1EGt@1oMvWe_;|bEbN%rtpnlM1SS7t70zIv(X^) z=eZmoQFUsgrV3(Cn27OA)O#gg&BIuw56(+YwADU1;d+!wU@M!pOWuW&V{S(Fh14-eALJ)MW#-#Zh=+Gm zz+?IgTva0(AMWA9v&W=p3gpvzp%6_#Hsz5{E<3PsikAg7(_(f>1r>5gEhm;$e>_nO z{&7sQtwbvD)cJUK=COo426iYAQ7PJ%UeR!GS6-{E|MGHG-)6VRotrG%<-u*T1c+gY z^Uc-yl4t2|nT`r_Msax~7y{%kkUAgFHc?{;m{DB3Ocpvz zAdJLd8jt{05Sc=+3My!=i~;gZ3u=9-8rP1rMSe>- zum&;UYC}fecCK1V!B-SP4;k7hA@UZ_1s#MR)n4Aj!v!X25tA$~{8>FGSWwF46EVU_ z26=#p_cIFXFKrUyUAwyiWdjA-<6oRpW~fsV-=Nc6n0$!uTb;SId1hS5W@2j!mBL)8 zgA|5Bxd5wL3YB6Heg<=DUPJ^Q{43eovmapURPVMR=P|ERiqY)A?{KN^S0Y2*#-&O~ zjGMq#sSGII5qJ?Akx0hza0ah=wK|GnF{Ws-R%=d&%y;r#bWr&BlzWkIW3@XawBd#n zP-gPPm-_ivCc)pNcyM%BRZ^ZRmK!&9m7i&jGU3YekI0G6c7ounxIAQ2u>Q<*IA*Fy z`Rfm~FyoBLN1BScB5jXi*o@hzprxPk*R;l_5w|}uf_J;ED%&891_zC@l!CCC#C6O!9QON9El%@YV(1u$MC}^WTp_$WZbR~O{m`xQ*H@;-WMjd{M*`A+}-sLSK-R%1l*su1uK^Hx$=b# zRe5oQS^MSAbu$cek34@=M^0nDGZP)VhY$lP>Bogb?5Cda2ks|iYzt^ z#*L+w3u@8XEz6y!7I_xq6Axkim7?7&I%fH1lI?|+MlM|5?@a)|X0a6>I0o4c*8VZs zAS=kiIEN7Rfl-#5_nTI)ST4RjHoM=pRkPG0EwLUy(1w#X4SrB2Ud_E-f5w|8(m384 zB@wCz-cKu5>F&Yg+7sO4e^!gn`(G6Z>s!B@d{kW=;p%kD;eAU>6c1k-xoa z^mBdwJRXpR$Q`A?lV?O10<6gY$Qy^8L{=Z7b%a&~jqyq9I&jr2MAsv_V)I3M+ph|jcemYqh`L^ z9vWG3qz8c@sJ(wtHsF{zM~qbvrf1<_F5_lu2L)`Q!aN}dhK(?8{?qa{S2+scHBP0} z-qE2qCGYwZ`%j#!7s49qXYj$e4)+-Ts!2WHbTovp?Q~S}@7`IT4y?2JYt} zxFBf$C3qZv&KNi6{5SOp3_mWQ)WdM&R(Lt*H>u!@rYfAQ|LP`q3sqHBmjR1~^edQl z2?6Vpcvn?-_qQmQXh4_Tgxji-m%DJQXN`cEo2PD;ZAs`Ahiy-LNWa0pY=;GE6-~aT zqidxVC|pOA^c2AH*qo-CA8dIf{-2%~wLj`8=b+{}APxp z1N(oI+rqr{jACuYkdF$J_R4pr@yJ=O3dulVi|&sSow~}iRH8r@KK-^n!N|p*1(NOc ztHQaMtv2q1X&eX!{V@y%s zJ+rwZAj&Y6F{l8w`H~cl2r&Nl?fiz40Gzc0zvZ{0UDv01b#k5lM{5q#4dwkmx&<|y zTeHt3{Nm=usgIo7{Fh8-Lok$$ay&BeuqlW7a=quSOjL(a>GHYX+~4#3EN%OaUd z2yIpDca{~dl9vX1(%cY_cG`yVV}=H2`x-@{Af{SirUD@lW7Tbrs?`7YGLJ%YFz_g1 zc&ST)?IsYeNdj=p@aYqNyZ3tU8LN*-ya^gufypuR&Bx8z5y}HxrAqa{geGKh}%{BVbHT zeE>IU70MW&U6f~8^Z-&-Jy1H1V}O;ejhZ{VpQwSnu=~KsjlG|Ii-Apc#QQV_PZi=G zg-_kX_aaCCrS~J<*P*ZZ=IO>B%IupjQ0nlufqj<@7h=;Rx535$;{E;=8FdI?)P80; zt{%%MRAJc_5}9jh`LX1og(gaHfV(~l^q2kHz{?{(8p5KQ)CbCT-nI}(?Xl*|7O)+= zOupmxsxeTOX=*)u2#CE@12PKi(iate+FzB{b`ifSx%VGbXcg1OgAqAtfr=E!(4eZY zwjqJ3$p3tA)f*LAxG**K=xlZ(M>yichY#52Y(lm(?_AdqrI-xbgL)F z-fSyNp+TODK{*WHfCgC5revoAX`<=RYTn!vlq~TCkw8Te+^C2rvbeY?37+3^ckZ(a zPxh^c>gzmO=c_=^{t4J@C!jbyK-#BlGEi+$31u$}55ISDx@-FT7#QR!XlW(Huy4$F zNNeB?2jk=6k-B=r3k+P@q!!El&`|wek}@=BXJ-csuSvwhR)IMhsjNhXR4_2ySV3rH zR$-ih1rq~&yW@zhoj%W%D&wX8QCwBSP>?qRyY=@D@pY^)IK0fi%1guXzL1t<$@tpR z*UzvXp>G`(M6Uv+jz)o(l8`}4J*L$&aKV_*1mvp%*)oC}Kl}*r2lA+hXGtCH!G!-&2GWfFp)C|&~|Z@-FQghHg^<^ ze@GIb+xaO5)~-zwqYXh%0u;=J`!MRf(sxnQsP>(Sa!u3-)#LAh6|hfle=U(-FL-RM zx!zc7(#-9C0fO@iwr2o9^%*6w`pqo0wRt5iC`b$h=}UjLw6w@dzW_r*cGr;a06gw{ z4~EbcWp4)`Q3aD|B#~S|G7jxV>;P{Zl}GdbT_3xUR(X_}pvJV&P>z&jh(xzT_OI^^ zY=K}Uf9D^h!WAJGyUK!}0j(P^0}Ag3RKzoF zPOKVANG1;H34B^dhz(c^#-#->k0_WOLqU=UuJ$Yjx`-gEuZ1qH0SveMO3mi6|*O=bln~Qnb zKx)Eo_r0a1CEHA1TUTc*KcCK{cNB;}@wXAz7O>`lxz4wWH&TJsRSbqFh*7I2V_Jae1+cBjEL^I<|$?pyr2>M_woM1ec&Px z{{H>@4LT^bxW<^f$tNWu*$7akECIPD^KI1dtBs2LeDNA)pc${>>4hQCtg9Q@akxOr z8Szotpwj1RApQoL+?k->XPXr)F4C<^4m0I0j2=t%pBPB@zZznG-kEOf_tMT4RVb1R zj)-|!5WaD3@Dm;aKZMH;ivW-Pu2v< z76Cb~V4-TYx(|<;M}t%65mIP8nd(~2po2pea2&k9jhho)FjYtkTm*p$z)})cuVDZ3 z$1hJDPL^ze{|VsE|8RJqD)v4N9Od;$MjMwTYIu`ccip*^v`P|PEHGUGB0*Loy=e6z zHYJJQ0Q!ttS+V_-J1f-0YqAFxJ5OI8c+}!vr+@)#t{IlLE*dspG@Xo>g+Bn_nSxMC z>m{kxc`BdxtXTxLq2Mf762qWLuX?y%Wtil7ec_#MHNXlz*_kFqk-y)lYcbgq)P_Tu z1N4k3y$@Ki;^mI#)jl#s$BPQ!D6%q)2PEH@=WnAA2EMhZbc@7!fsU-``yo$eSITI) zK*LPAM97z=5rF@-1P`y(7fkG*zZ+EigkUY?0w2x5$;k=G=b$w-VoqdE48O4S&3XVx zpwSM)1{YD?dVGH5m?a4K-u_W4b@QI;>Sewb)J%Dx`(24})0*nD;A{0eTSgw;nenMV zJ!LUvx6ga}3uoQ}usV3fsd=nS#vPL)GXJkTH0VYUZheG~t@*HLWbUku#o@ca+auvF zLuDM($M=6$X}p)VaCPOk2>PRJ?(Yu(46@3Z77rF{YwJGcRx5VKxndR${DQO8_%(oQ zsQ?O)_p*8dwQN8Wv60%(k|Py^Rjn1t5Q#Ho7%i4DVlZP1u}1;h(?OFR zsu0^kz>FiIZsS*WgCYBaZMPjLpDq0u} z;KIXSM#$|3*_1v-RBt+V<-iB>dMPb~!t9HJzpwbg)l*-nFw@dMHjGk1P{>y9o`Z~o z$1C0_ngkYaNV$r4A8^Sb_N9}%z4AZvd z`*Z53dJVOdRwG5a{xLS5G{0!w3oGOd*FrrFFmHXQx7o?W^SF+TO?$E(amv!_a?JF86oCHyoi9&9fZo5&jLfksRZm%hZzv49 zK6QaA46!A^eGrZ_ZL@V?f&cQUU!TG>_V;}pQH(#@E&)O^01Ju)> z9Up~slsX2sn(?cq1s*26G01SSy8Z2o{myuER|!fs7<70dHBStJ1s%P+^XL(xe)n2^ zc5|Kfq9p!O@R|748dH-<`P>Aw???qc%FP_*80US=%*-r}Z7Ufr$Bu2rnDQHYI5ppH zoU!;0w#H8^+a~F~7Nv}}VkG8gX}n=Z(q3Z<0^tB+qypo;>0j8VAA!OmA&us^zytj* z6}ki}z;HNK53@X+EZ`u*)xx=mWEme#=*7c~;D-Z2U4B}imapQT6GqX564K}{UnE4$ zFlk~J)yS5F^I|)1grpd;3oJ^Gy`1>6quJF?uxhmdB31d&iAiFV#t6#IIAxW@)AmB4 zP_l#|i*GN|*e?mMpeun62Oqp{rCR-1V5bFL?An^Ej|hOYCpRWWRJ3kNff5}LzB*hk z_nztUZo261Cz8C9u6U6)O1$s;xSeH6dd~oJLMKZoOI8Y(j>!ORRjx&s9yxxNEP!in z7ykQ3%sJeGf*{J$f0dj(MM3XQxzSG!Y{Ay8P=o;UUF{g}kIGp$*|*6J0uOUY-(kKOGR9&{}zh8Z=?ztZd%+v!e8>824(ukLTF>%*?}Pdf&r8MsawBQU+oR7q6&c zahQ!$bJpelu)atY!DeN`qwOX=dT{KGpY@OnW^(4%MX)iANaM0?VsuAzvbFi*G&l%S z<5DlKv3G40z2s0RAtK;6V%)xWiSvHylCO54dGxe{ylqGzm#h-w(iXJ3TWyUAl?krL z@%TkR<@+l5g%LJ(MG4s+C~}VdXk%ioVil-MiILez-aMVYiofQm`KkJH@|u{joLlJv|jq3EZ6 zjMugeEWb->3KI?K^`J4 zdtebRG)86TQaG?V2+qmL+i|xsYSB^UUUOBQd`Tuyfon7q2Gifg7NzsaG%np=m=iuOgda7cs(?C9rcj#l=l0shDoR|ra|Rw zSaJHOBw##d^x6f@ZTy(J=@I2aw;L(fhC;gsI25ScVZ|`&whu3#QP`Y$(Yu)F1zzoa z*uSuDj8Xi)!^dH$hk5(PL^A8xNl!61^NWD5AwTPsfJN4~$4g~;I^Ru5Nu&_JaS)vI z*dw;5;OQgv)1p?qXNi0#=`>DxV84o)}{x# z%{%XRaW!)MYm5X4;_TB1*bh!wMSmg<_dDOpQWU~>1I|~o3Z9Wlh0DqPWJl_B9F0m7 za^Qii9W62TQ}p4|w{H$w&CcdLFsC`%{s=Z$9ZUWJ>uVc7S8$mMflJQ)*A6VJ_HO^w zTC4+Y^iIBq%Yt5Qs#q6*Xru`M{#t#xS~EfBl$h5a-1#hwcDi!n@TGOkGYztCG*9?* zI83&(ejB1OGxLN|qd$`Ae=!o8qEIUG2v8F04J}8R8t;ZtAUBI`*Hcv)JlZT_4+U>hs^-gmu>G0^Jw&j6*w}Lc zkkM+^YyJK#9RiG8T}AQ8;<3Bg$^OCuHWKJIgQ=VBpwPSdT;X172{)QN+8HtJ&u>P* zrDb0&M9(=dTEU;&eWkqvA+a;s9LlzO$j+AkS01SL4ne!}>IH5?m5>6KHXK$c0x%jD zy+fdP)c|HN1$(CG9PVgxZu2r?G}P3zf0^Bu`eM0hX@iyJfa8GSd!>)%pxxgR+2VUY zTZ+c;lOM^rsHucp`~5(pHYLM4vr|ZaBoIa>>PSdH%0MtfQlIk4(Br^C3v9M2(D3I5^DRC2r5S52`jN{ zWf#}k%mAonN5r})$w*B2)Smsnq-gy1wYSHO9uCO91SZ7_4FK>EEctJa5} z&Vi#u_K(VOWU#N&Dn&L6C9w^zBMHTMjei!Q&>U_~k$~e3vb)sn9!xz+D)xR%?|*$p zb4!5Qns4J`te6C)UDaPB^FL4s@bRo#*Y;DP2 zWDNw}nsCtH15w?v)L;Yy-vg>rCPraUS46M!NWyLb5dVk*L-?_v<1hm|u6B`}>=cqy zv|D+scZ!Tn>t$Vv_~A!DWTpfP~$*DZD`%5nKashZsc0mZn*g@)WuUzK`PiC5xUaK%w&lBj`2{F)d#(-MgED zv&e6&!h($;wSRmNISZ^Ws~c2^CA&AQkDqo2gBI#BVAxd%+rOrgf|ubUiskV&;#0f< z&Ptl0jL@RC7d)l5q#4Z-QMG&V6b>0K*V~FHzQ@ihg-8!Z?l9(IOmlpZi~dT_ z@DV|)!x;wDx<6HX15b%bFiLsFYv}#VKjt}uhHuKdecURjSiW@2i&P)>rxw?#T4+FM ztoU4n@jA18`Q!O>Vf%G1E^5;93f|R3ojEEn`gp>~fVZ;aeU~Ge^T(Zhx}_s!6-`Os zKD(#vRQH6tQ8Cus?l0x-ne`s#SN{TbP}q)zap6yeQ6cCi_IK)_V(0}v zY(QO0BeRQW*7-P)^)xD|>reJ;`L+2$O=f2Jn{$DC!cb7W2r5u}V);#uL0|*MzA{Gq z{nrvqXtJR%8>5c67?}@YPowTqgQ^U-syLxlY9EYgI_fo;8#qHxozqxmLKU)0Tbau> zy7Om2AtZ-ABFLx&-t_K|4a!xG4gD^FH%>R$#j~=rzv4fKuFzh7wa93Eyj&hKB%{w1 zO30PLVe*}!l`~JrBJKMs?vp|v6)1EMn+Jygw~rU( z?v@TCyRkn2W^TaqDX8uGrxR7X#XS*y$;V~0#h}q z2a)&L**BvK!AC0@e*O}_(0`5E2JIWb>`>D2c@r^`oIVTPl&-V6d>!}}JU{6AtCexX z`r6kWHq_UFLXkM(!c^*~;7O|5)TFYX264sy`yFR1VDLKMhQ|y^?eZzej3~QhpSCCX z%>4clS6}dd|0DJ1EHGIR0Q?D~9{~NCx)m^MVFb;DK^E9|G`+l<%Dv}+3)dmod;M*| z!KohxN|(-ugwwvKuP$2s&(R>H1yc)o%KttF^agvFk=S!@R;n_z3zX7rPk^X-J5ie% zSKYzSkB`e3^F1fe_@b4t+a=etAz~8L3xg|3jTx8u@~dTf$9ml>&CZS26E8z>xJYdH z@DgMGy%YsGzk!F$xZST_!iWuwbkBwZVidI%^&5Dl4=h!Fop0j^hkm8reEcQ?8sT3n zOZM-LNiYobFvF1Gu?@6&1YPM{jQ_C;57LiY5ECd!{JCxSH zkO!6p>cxO6p|G_qy!A5or8!)9D3M81acZ@tt=Apu|M?B14zDFMuKVL9h~4IVBb<*( zea%^xD_LiO^XOgC@!7Ng{6(0G?eI@$adnN0H{A{(Bd|^KGBDuhn>@}&)0XX~J~nn* z`RHi7)B(H0bML(WTqDkFUS)X{PXZLlV*F>bp2?rPD%Y*MTuVo`mQK*6JlS-TKFy~H z8f<4jvpZ6s-;v0>hLDiJ*3$Fyd1GT^w{F3+Hk+NMNcJKn_?_Ra@wvy5N41fRO6QJ& z<%JkG8;0kzbWjxj4Lpj8;T&ABaaVK;UBn4F0D-vC7s8F;{NE(pdGZDLY4}@?&ve^l z#wcQh3q$WZ?6=myMNgxCLT!(RG!H)&euD=#_XsyzDpi{bCwECC$8fH&e(G00Y<@o9 z+Sjkn2pY_Nx@SDm(b1Z9X02sF)gtWtQ*gQ~w5v-ZBWMFKH6MKq1mjs=K1-mHX$}Id z{?%zaaPPFxKyq5qH73iRW-q*pjNw!Y97aVy10>|>RlaPXPgbZd(WN)3o%kR1p@yB` z=VV=YU(=KimF*v0+s4EUUh;#C$4Zs1y$o-1YAMCT(=E2{J7H9wm_0xiU<*`WcjkGYXYXI_ND734LM>@LSMofa1lzRBLiN!L3K!vLBcV=1D#CX z6f+Z3E9jx;H}5m@7}a^#yr=<1$uq9a$n;L2BlP0&RpX;-np8e1kgDE_y^Y(=5>}a6 z+HUdySM5!EAd?zdJQp!BQlU&;VdiHNi&}FW^h&A_78rfsGANAF>c0NAaP=E^|7VM; zlezw!N1nd4ayEwL&pt%cn1T2M-$xaTfRYJ@yT*{4x-~dnr)J17pD9o8ggt*@wkhQ%<;gN9zOo%R&_($#uV97~y?U^cc=q@So-Gc7-{YCLCt@ftt*C+NI6EG@uYwYmg^ zS}Tp~_-*)SER?Dgkd5)h&eOAc^?qN$gF9`>!X@p^ZE4bVw)~-C*Q{bZyEicoeNFu# zL{KlA0~L*?S8Qy^z{ogICFZiu2J^c#cE8w7RvV%Oy6i?}MTn00`dYcKh)IwY&VhbpmfflFYNC^)rUQs5VK)evqFS)8JZ-lNY%H+n@uHZ+eHJwNgOt-Y4c217i6MBo{jfymlA@0rJ2NJ%9>^$(`*4}QZ5da;&C0;g_tZ+~9aDG*pdSC+zio(AouwB0cLR9Z? ztj@;=pqet`(iaf&T_80#d(e6$bI<|XjNW4Cg`94qt(DR5 zh3zM@kvBDI0D1V-XX|qdBbq4jMVSQu8|v_fJ^I!;`-k*~D22*Z61zqd*9j!Tc$)9Fyi$S@mtpBI>~#9fA7G&B1tI%g!&Q*k z*&4ny$Lf#=Edv7jM)tC64b;ZZeGZ~3{c&WsU?mn##{~5j!~Aih37+=XQN;dUmVb5{ z=I=-rP!18N_W*au0?{NjdnYrIFkX!ELem4cdiO&!*m2Vim7L0WLeyjkaqgz z;z#*6{rm77_gN_6{Y4G-)f+PS^eDUZMd#X}FNZQgxC!#s)q~8hUj7$?@N8C86{CwR zn#X&ac3!0r!1&oK;MHoZv8bViWskL0v2HQ7#>uY94M+OJ0%wL@TwfsxjXhd9`tV>j zJ$Gg{e^S*f#40V{NqDE{YzV22%vXV|uvscXPhH-pgPiR8MTsX=IwHixtnHjGX*C=z zJm=)W63=Jeuh%`lFQ&)CkhYh{NU~YTNT4cOvH(xA>UD(3GM+|N&lqM}7g5o0t=A8y zwZY#j_C1FfhBqRXgTAq8x?+_NnEk1=HD6;xHYL3iR03)}9YAV#;D$MO}^IF{{;ElTo>mKJ@WCA@C2a z|M3AfM*4L^v^#7ia)Y>Nw_49+(?~FE)>)Nrj~Pk-g(2Q19;XWs@~vv8&aI!=N~Y!^qKzilE%N zjFuro{bp0G~=DD zr>UTTFx1mKN$y@Fv9aoN^{gS>4XHlgASRMw!8`e#-g)in&AodH=;jzUQKEi!48N(f z_^w&>R=M#n|LnVhQL5SfoPx+)6%Wm+>buO^V8p4g`;VRyZgF{0L)bNRV~1w^*2Ls5 zVaFD}h@e#l{G_a>MD(%!eHGn0h3}W>rVKU5*Fm*QqZ)O-J3n(RXax7TiLi9);t#elx6gkahUa za$RQETLEl_Wk zx&5YB?MH!V>Q8Ti*>o|Hojj|+O5NLco$#V_u#3>S=lqSzI6Lu1U_mS3>V`}k*Wu>( z(l}>kq>@#$7JRm3D@8W0seHRr62fNua7S`4Jpd^a8E)>>!ByT0A*ubCmLF(jgIXa^ zz=m_P6TIr#Fe6;!GUrukI(fwL#eSQ3eC45OOT$-?$Y)iB3mk>LwIHjY7e|1Aii6ib z=NqcN>G)D;clL*coOzOp)ii+lEbK z&90jh_AvW&csSw4ii+H=AxRkV`oaKG^}>Vd#MGMb4+9-JTv_CjEa>0-%@hC_EpsVT z5^)MufbNE{x|AasJv6LWaN5%&)gg~B+<^(qd{$>0Ko1E`iljJq3A_HVdgI(~SIo-P z*8g33-kS+|+l`jLMYfSa5=BLmpxEP6sJ|k6eNUvPfzsr0*2gnNt7Y>fID`tq zDAZ3BDoK>IVJ@ukr|U`NY{LBV0{>84bz*foG4HdA(F2s75N0bq#V`ZBE_Svl5|x&RenOA7y!REWqw{ z4>|9Ko0)TUEa2SF%lEW?PW<`wYuj(3_D29W4mhF=5q)2l;XI>XP&=U_K5zDOpxKg( z5bJ^_u3*aIS4O6=aTdeuZ$;s-#$;~oyiu>kx3R$?@#`ZOg>j~(OJT-p6^2w`Ix@T% z_EtR+a*}lR4G!j)GFt3kbI40eVvZ5QP=o>@8|^x_90aT@nXKRb%n#|;3HLqBAb|Mh zJ(<^y#GY4|t@ngfn0DMkYwg@B|g`q)3HxU({5TicJjuER>wO4m}u6dVR z>B?{7Jx_&A>JK%5=3J$XrGO~n6Cv55++t8KHBD{X2WN7h=Pe8{eiwIMW#Z$z3`b|d zWwt7AZab5->UYX!$=*>7XQ*W2R3kg~GHRE?Bv4z5`&rp5-Qx%3!nGv6vbCY`wFY%f ztR1Jv(a+Z3>svn9qc?=olw(eI3oRxL222gKNvVc|2CYyP(fjDSlypW5ZnL@%bjTdZ z==YtI1#K8mXc7g_A9}TGS0kW+m+`_04kI6@Q&MHT=igNlp}G{!{H7q(Agy9`44P84jDD*ClL3Ta~S=WPh8)yk>WhWy0-PH51Oe5 zws&-%poi0b{A=y$k@r*jYm$*>Ye>h7=FPXTkhljzTkDh`Bmb6>KnLosQWg@ns`cP~ zTnA5*>=OyHRz6xhgb(NRJkiuFx`v;qA@fUs>N0y6u^Ol`aM@l82%ltkaxq3=ew*5w zmt^biYGnH*fJ}$xi9_+`_wqdQKhUA$R*~|Uj?e5^a|b=rH;zJUe~lkl@WHA$3%gY& zU!rFfvsQbhde!kjHHCB3ONlb!xWpZbZ`3Q0y95gHK-8FCn<~JM{=dmRGi1fib(8lfI3i zP@TdNt|ncQlvfoK^8_`fdaU6;ymtN(JPOP( zb+6d0uK2wjz*d1AC06am70+d9z4o+kK7S!NjN|Yb0?zdkAo9Qz1WUO}Hc%Y@97~oX z{j5(X!GqjECNNZro&e7cFSf5cwpxqei|vIpNfffQFlIgi`F5?)53>Wmvb(rQbbSA@ zV`+d@+br*b7&o6vGuJS)!Q8tn+5Bo4ZEtb+1v^8EBybI=7e7e}CQ>WN2`0F}kC2YY zhog=IFGnHd#tjMzb`)R%y+k`a@d(fYHrrn#q-KNgl30-Mx;>2vK6`TPyX$!2;rER@ z!E6WF6+i3Xvnk1HF#9ZiE-lswTK8#IZ`;itLIJMExO%EMaf~0Z> z%Itg542n8jV_&T_Da2ih)Kf&XK}wrJd4&}q8in<{6XZxzE9UzmyC|et#}vv^s+nGdw5={>A(CTxqU0SBKSZ_B z#PnS+HUs|q%W??@e*B<-N&p~>O4kS)ApK8^*syFK!6B{H-JRNsgdg)@PP zb*d91Pbd5BSSB6{YMDC$BVElG6$S5TagM^hd|hM8*x=~ToDA+6UsWd_^X12fw!;X~ zLb7<_zXjZeBhv~0u9Z!9M^%$TaB~3Aqm_e=9*p6hs$f52KhFEA3o#s+FI7Arm$paT z{_n$gRJ2%L9jrI+gNU}u>(#D31ZK=YQMmJ?y2tRm2IoHvm~?ePZ84}8aJqL?!p|z4 zPoXPqnW_5ks|gO4i-Ru*FfCy}_Erx*&Bv-8D}A|0h&gHQ0x9BdGYc_htboC6KLQH- ze=m5bc_*tNKeD+C5QGGX0?Bdz0fb~8OC50SI?^q_e%*ttg=)BWidhf2cSX`J+Tm3$ zEK-2SUw)RwI{z%|J>qFx{EK;KZFqLD*s#&h;gtvrkQh8sXAk9 zt0x4zUiPV7bM6f; zn$_{hV15xcbQIlo=`$a#Jl`Id%v$&y1bm`kYUmq-J6A*Lw?cxqR$;5a_lr=wo<%*C zdY3aawkyHWV|f3FNz_@CyJ=HQ&r0AaNK)KD?otM7 zerDsyT`SU+Chb!&HODtRMLwzR zIMyB43Fm}zVgJ_L=VxWy1~T#M(sy!8eicsLpwb2NoWqRD|RGzNMsk(%Ey8*2eoq8=S3r!`!;8vo6YAC(z&1`|kD z#U8Otd-vLYm@eE9C?UVf;DCt~93O(cFS8i7;ISEgY}^mx2|H>^%0vN=RikO;8PFM)fdN)l}MLy zm%?Ic?}oOO^(7#OlJ4mI$eR*8Z1-#+vjkHA05r*o)_7JF{sG|(eelr&M?rv3V3g z%d176q4hg4Ut6SHk0-W6XF?ps!usM-@B;=|;YS}DS05%yPoi59{75<71MK@W7v50A zD`{b|&b6X#B|wfxjz~0UFtJt;QWnK2^7Kz#64aT`3uxJNU}^&if71&aTz7YGNiyR zcG?&n*s0?4!~pffZD<+W2*)XD zTBG);9anRuYep%^PDIXYd<_}x#pt_F^#^Y09d^oK)dS+Cw|fdrQ%(hes{HexufR(n z3T=;Vfe`>JHWO9fIV=wmC+{*hWTf#iNS;fJ;545=4(n5!iAANl6_fH2uzL;cQLSg9 zfHk`iC^B=ci$-DcOXWhm(XWCj@6-GGMGrrgdSP9sO+q=F{g2b76<`yr8*eh{OKbyPj?l7N7Kt8D}96tSEG>j_AEfwLN40e zi`lb=wyV8gII0O)Zz0Xw9(-x zQ9u&7R@njFF0tLmV)Kxr#3|48;oGJyqZ}TAZ}(SEN|hAFI}@*-{}{)_YnzaN zqoz=HuVljKV4UwpD~m=-p3*7UT8tsP?qg0>qJYMh`(N1VwG5$Lu4gky!IxF#qil#@`$)LmyZa3ioGziYm6wl?kUakZgqjM}ExPA4 zUOKQEvS3yneD9TdKFWjF_(Pl;5$aYy=SIHS#6&mw+snD=!KE=vex8CQRZ{w*`>@Fv zO%TeF@7KG-C{J&7WGz61(Q1mkRhu;mudr2r1+_#HsN%-mmp-ga)&k#EQRC%X-_y^8 z2)Cevg?#x^tR^J5y75ywzG>LDAAy^{v*6|=jhi+dgx`CDV0v|Fv-UJXmIC+Q9l{R@ z6~7Q89;>D6lCJ+$$OCxd7tg;#cZrfTaG!xO<(eaOH(pX+6_Ez6 z78f_Nvo0@LvamZnxBGufk+!LX6d>5u;(3!!X8TNQrYxlYM9T!S4Wmq~|4(?Sy(?yw>NmFH6ioK+s%nTaLHqg0CG6q}F zMO_WkQKDD%i5H$K&yD)%Yq<>mKt0J2a{v?z90*GziKa_c4~gXlW4y?s{-iXB5_(`~ zyPjTLoH~@3ccn#*_)p{UM{P-D3X`I#K|vXnn^sHld=e;+4i#O6*aq1ou%A&5Ngh9G zBo_37h9-6UtLXVVHlkmX_o9M7U)FB7k)dbftlY+Awc*xu} z=Y8QjPBNHC^8_9znjuBKRAe*@qd@hk8IDY5A|9@L%gepidYvD z(b+(t&RkmOp!t!)33%0k7Xh7|GD4w*>o?i7>U%x9gFUuqo0^42<)2&!id2`)NUiH& zg_FXytZOQ&XOXQC$DW1g^;&;^%n8MU*>Hlw{8Bo;&WO`0UGLqR0px^~?WSEdb#$E` zSFGB}AlL1M-HEf$FVxzq-!Uf7IVj`JhsCzltf?f7HZd6>0_MZ;6XI{~Sgm7`5JwL! zv#W{8D_M0;yQ+kQBt6p{OZz777o(T*En^A4)}p0+vz6Z+_Nji%1)_9mgDO1M=!laH zYql@fFev#SPqapL8+%DLdocD!n*@?rk58r?`=#SF^JLcH<%o*5=kyE}J}As-PfxjT z;;2`J@U~mz(cS=q8$}I5f*?o~FXHws|CTVJYl~AxzK*Qw*BZeTC4Du=a>XmhUn=!k z8sVRcuU@{-Pz}%J@S7@$$l&U(9dUG>vCb*dtX%#6R9X`3MZOUQU$m?7gb#2#dWP3@ zI9+2qkZMaE+>zheSkaSXqtTa&OPxZ3+0Z4#Ru*xR%MmzuFGUVUYkM4~UeMhuK5N+i zN3A&yE#RN*dn z4YJSKTpKQS1#bm<1uuSCp7FCIja68A9ZEP%zvaK!ZfzR6PIIAZSNLGFP zC3|4~!R16sQw(iuuM81>W@k?wCQ{DL4xr~B*<*8GR%iuLIuD?>#f%Bh-LBL;7kV~s z&Azo9zJZ6eT$%Y%RG9c!l+E%&seX*zJrMUMfAOmmCB;}`)e1fpb|ZyEJ(pg5K(MMi z#&koeF%jKnSe?Ipe5j;_nx^EEzDn^e#!M44D&?(#ULXpZc5(b!&>aol@lr+$bT4>U zxK15g1yh9Ynj8k!FE`C&WrHOf*GuRpOh5SQc)gP zWnBLKq#}tO^|5*x^o4>RgXspLh3QEY?eR_}?ZDvYaen$nzqa6iU24niwEJoE>H#MD zS@K}@ai9dT`@>pD`IaVL{sCRO~Q_bo&Ywp`< z)XUL&d{JI-%1#_jCxGl6;X4XyOzvF6i*J4i*B5(?#(&^TQNwwWX2|~}h0n((S50pH zqig!JYD$hMqz>d4?+^3J4QtCA)=%}~#Y7OT%QgQ7Y z*LN80XKX}7$fXZ35-kXn$jrK@u;W*MIm?Wcde0Gqfz%OO_I=Xm!C77|vHgq0_B`Q^9lZ>L(aK#TVXo23D?|@{TBBp!&c56V3zsybg?%>4<*#6Whs_W-|lg)KU zd4!OgTWLGHrq>RR->!wT>z(!%SHv^1gr2P@;W6IvPch@~Y=@NY)r+d!D^*#M=;=?` z&0)krZs?78^rqM#D$J{zocry6X4TZN%R!I+hTAk@QV;~1+gJ+77M#zB?VGFC*EwiOqOSHw^!=bpAfcMXDWs3$Wx(w1*%W?_NeNY zl+MneoKVS=CFxHRumUa*gL_Mqgj~i2zgR)xuS3pvaln{NJmeGlY?gS0ByN73OYb zM38FkhRPqTk2H~Yr{M2@tit=@0^t=mXId6Qd1|#B@~p8JH&_gN@3iw z^QDbqTbrwfNl46u6=aj->CwOGc#YpVaWZx5u#vpDV^-2C`{{>SsWA=c>}fRpIj}o1 zp33AHS2{LVnD1g66C`0BiN9~k!8CjJu?0)jbZZ3H3%%zhCX%blh7%2|wX&_Xi?x9wO5yBJ8mDLK-%=o6H{(ow@(5T++)YRQ;xP5U?YNXfe0d z_3-0sz1K7LsK&#&{8?x!_eoh5C*irv-sbbak8koTMG^art(i*H4ofMoeXrtn`1vvf zuYkTgi(*7}xygT0a#=gThXlWw2pPsHBur&Btw?(npRT{Gt+avef6&d!L{I)`ZR(twZ&J$yQJ2I&5w(Vtn-`x9+;N(71|FM+a+rELItN zKHO3Qc3wGeMKPvaCX-71+9O@7Gu`2re+xLJpPLr5FsUHi68AnC$(35YOqFzA-65#- zX|H={cVZw|WRF?-^-*-#$TB^7UJDvh;vYShZjRE2qg|5CZ6&DTfr5E%H_d9+lQ;4HE>5q0U5r(Fl$m+mWr9#25XMGmXOIO%{F~LRKV@eZs zwV(c!fgasjH3yx4*d^=bY#{n&Ix&qmR8Zkk^hbl{fZUl@n#Ce-Z)KtLAGL&aG6)JO zz47pDd|fv~^#&zSEo8)K^Af@0xY?SI#^?NYF+L}Iw+g>iCc=)G|Fa4OJMGJ_Wa6&| zpWB#xp?8%ADK^X3$4$5oQvVj^7yKdI1X;BiI{#~_=+@p_e2)Xn%KbgB`AUCFu3w1J zl-h3dqJOGB^@gyOC_1tuAss~09O78c31V%F@S7TtXYruAZDcY%^G$6-47zSMT#{rE ziuAbkQzqY5y#%=EEf3^f7~fs*Wu1T^XN?{rf|ZcGUBy+_UjD1HRGu+2Y@Y^c?&18x z%ZQkN{EN2qNhfdil~a6jT>KG+pIM5APrJPSv|_JlmjpPK7#R!EgvP}r%rc1;I-CGK zN31>l^A}w#kHtGp&<_t-sd*j;z4Jj3Uh%+LSGoT#gVqpt=cu58+fNadR8HfP_XY&8`QD=UbQ>+@ zlsyFdcSr|8Oh#$?c^#dfRE%h=P?rI8<^IrxoMAL_Y>iwulbd~fy~e0JvS+LYFQk)y zr^6J(%xTw_VJD>pa}<`)gXqhg`^g?ouMi*8Q*ZVKM{&*GdAZohSA3mXqMa9}d3*hEve|9L3|1zTe7b_OL55`JsRRI+{9OPi|P$|^hhvuXCRAt7s0IV)_eFtzrO;CrsjQ+qhznuUP2Pe zoS14&cYgw!nojBcXG|>lwY;d$TM4}I{fE!OAHP%WC^TA%RCB&6cs2oHV<`~-vHz}z z@w&D_sHs3L;jhGv;V+F95!zl=vR?!il^U(Dgz>XzmXVh?GO=$!^`buTo9f)n^FgWN zpq&Kmou`o|vCYi8s^C;$UcXG1BtfyoAlSqx$;H;o*HJV<^Q}a$jdRitYiK?a5nNL2 z#(?$oVbTP9*_=O)J5-JrHzr={bX_3Rfxu%2NC~a*)#kkdSd}lvt+1-76WE?cn8yA> zBy)(igdu>*(n)n>$%ce12s z%&E(te9u)w%=@qo!MMf4WpAjqY>jz9Itk((0Yw?CF+Y6Dub@C_2dthOdfS6#skSOa z@_mN&h%;P1LuQ}Y?~bL4r_Zn^xLa7;#!Z$MG9R>5o&tjauU7lpAJ{Gb-uAb<>549z zdQitV#pBUI-wUC?rl^4N0qo~tk&Wd(R6=%9;E*(MUKr|l>~sLs0_Q{*KoQgzwa#mU zsH1UUyh6qo?MB{NrM>G-Qc>@fAkGONjpARds%xr>%wkVRWs|-d%pxYXV=44L*d|~v zpHt&kTn4wGjmV4go%CIu>`G*hshqh*Kl??7V!!J3uCQkaEiv&&soY0i*Jq#JbZ5wd zf}UATUqGv~!;s6}(YfyETDa-mM4f$@$6W~62%QLv_Bs4JztggorTgB82K&~-w+j*P zPHo9!xbGHWBAj^Mzi)aRmX=u>q>`+P=~WSjTKw?1708LP>3*~BA^q*z=LkS=CLMmp zM>ffw057vd@Db!Bt|P8f2#Vdgc5at~tdBahnAN#hA8d(B_?;$yF;to3Igwk7+N#6` zINPH~|NEo!(NTo$AiCGMW7JHIkJ9T?E^XkbKj2TW9Cz&C;!aRz39q!-3?X5as4{C8 zVct>dn0|s>n8`s_j{WbqVZ2Qfi?UwE@|c;LC@-x8u2Erp0Rgc5#Y3NrgiQ`jAPK8n zEFd|dAqxk^CBO^U9{wj^U{%Ex>&UFS-43Ca;r0Ft+hWyU2xZ^ATg+or*11qh&TXu9 z-y5~(fu)D=wAH)sr4m!^RDtGtf&#zy< zvalBuElkg0(S?NyB$fu0G93X+h6F5AV@Me0*MvmYQSh>X91G;1ZQ;uIY(}1Q>brcX z}R41YbZr1P^yW4|+o@o1U-9Y&?FD3t21^VVKC)D{sZ=dtX%VPle~ z>t9Vh_ncOg{E8&W3S9#3D+r}lFyS4fzIfWgG-h|>m87qD%zt}BHHRF(FW5a5Q1lLD zUTN1Dp<>v$BVa~HFLq8Axu5j1Amu>Cb*xQmeH`(9OwY>!@LA02W4J{Ij(BJugcjP zycx9wiA7|4m9l0Bv}DJxUh-#aiRZBGVjrthNM?96_+g?N)PxS_^FY1@*uabdo!Iz0O`;i7ZnoqefW zm!bPX!YBTnLz>A+byziZ@`eXMj3VGfEq(HvQq*HFuTGe~FB#M_<1SIiQOjcJ)>~+iAV1=~`5QEcNEx%eP zTTA13X$#ZFxV?rm32$f?+2p&+?rl(#^=b{&inw|(KA_-`h8z2r`IfI?$PMN!$THsn zcYrF`F3-z8e0&1AjH~a!oMi)2t2*H~#?vnq6>8&c{P?4|jD%LE>guZ83ZOFQraBYr zLq!DKz6=g&=h(P&)A7{hhlUACz~N!;Ube+s`MvaX?KVTkbU^76kSm3cpu$Sxd*tX?+P>#C7cQ*lQw;_ZKDL;KsO$hdl#nac{azE)Dk{70KwMBBr8<@v;tX2O2bc)0ci}A| zSHdMRlDgAozz!6LqSiQMPzKJ)rgZ$k*xjL7W>>ucg`?>))xGO)|B$7yuY$~4QXY$f z5z;?iK22D;@&^EQ^x71h?0d^GSAnZ2ZhRefe)`YR^W^f!TuWr(3Tx|U*(r(G$qMmL z%}>7O-yq(bl5Zny|3$suU|8jpUuF8~(cQb<4RI*`5i|XBErb+_7-J!AhEs=!AEJy` zsKR6aQmw1Zpy(mrz{Y2qVcMEY;wxvMV9?>z1!YLS;n$q8K7{9&OBzWmE8kknmWVc# z4K4k8w$yTAqIUKEuyY%&Drrw-?}w#!V$H)`*2p&envYSx-^>w|_fb5D6gQ4F0!kq} zHpq}Soe0tr%Yj_ua5)VSOYx#VI+rH;Ao^0tq?+qCU)#Zc-5dLrd%&Gn{njWJKqm1OK!nb@4%9rAEzKwY77T`+gPfdP)ewrRABFNI zXV9iL_Kv|HA&Z|FM(`^)j-iC)Tn2Dd?C*lszz%k8jV}=ZNe!do4fVcHFHE^F z(d>&$SX~TXM$r1Z?98i-1rsycL0xd)dCIU9@#U`lX#WA|ZbT=Z-HH5-((##iZVv;O zYXhQ^cQ0Pq{rJ)Kz~j)$gN|f+Y8OnO_K===|HT-@=#7DK$X5KtY{2#pK&>!0_!gEQ zZp|k;HuW8*%Sd0(tS6Od>Qb;dI(%4U{8lY?m?~svEkc*yb%{Mh^Km8AnTB2OR2)JG zpGEFtaClmVJCx3V$R|2Dc#rwM<=G}gAC}a{wa8$4o=$?VIc~%kAN{Nb=6$awyBMI9 zxH;ytMlTQn{ov1!)3kVnlDa|~k@}Z207dgIq%E8A;|QiZp)$%XMbF5{$TBD~Wxo&t zI>@FsE2I<7P2`l`r$-Nv1T$3bMY{kH>c>QDq)Bb`lrcU{hegF+Mni#NJzmIaXd%5~ zL3A?vM?u4E(?>Z{R=#Z#z6n(J(mQD%?>IicvBzv!(?UQ88}uoAH5f(G#I&Fy18Bul z9VD*7iKIF7a-r=)ebe&iX19+u_$nO%%>d<8u2}6CLUsM8JsE-TrKoUQNH0uC0!e+8 z16xngB<0pZ9e(i`hn9Pl?!4Y;ym=bl5ysVG?42xg(Xx&WrPv=+^6~Td9iX^r%}_dq z!7t_weon}?ppp4YD6+_7$_&_BkTuuWiYxx)YwVv+DcZzF| z50@^kA>M^i33CtB`a=%j*k91;IgbG)C)O#Vs+kj3PWuYPCHA0bD}yoZ?PTQSOIzNb zqzqOj(pJ3G0g$NOK7{R#qiOBBsV@BPh(c%qI@FWQ#d0)0h{f4bJZaa0SQ{1$WOI6F zW#NmmmE=f@t4Wdi>*XIRXODj0<)Vr-{YH>f*;Z!0#6A`tpiuIRHTzdOK7<^Ae5jX1 z;TRG^`o*vash8u@!)j6CR~qHz@YH~LrelZGOJ^T^if+}ZzkVq=&j#)b+6`-+uirzF zQ2Zj>O)4KUNkoiMg0(m0X(BH&zTm6!bOO3Vn<>~Bjgmf=E7t$UU$}WBsVbO)*%i-Y z_H5i67Sl5aaX-^PWs)_rNnxXx#kBH|h~{Ow8x5yB`_jY8=}rOgUET4XAZT|hmF_!D z)G7-YA~@TCv)u8-6ISwojTXyr1bcP-h^1DL-_4E$Hm3QG)caKfY#h*cMdbza=9>tX zleR|x&UF3_)kYb09n&1ydVH$cr?{21NDr@9K<8|srd-KQfN(Wz?N;E2)aX&`E4V1U zxo@$Vr)KZn$t4&%!2HgvL4_j?)>Ohv7cihv4wXNfSp6Je14T*!)6YpTOJ`r0p=2;) zWuLZR3H~twJMR}S>($j@?#e4x;b|uJ;&AWwuRM_b7v(3nfQ?55sIFGl-*OiGr6_MW zVNSNd=6f`30RuQ@@29SJ?Mbn$n+Yxig6c-BnoBjB7LeR1(VWjU3LpLY64(&a1nG}v zjCHupTyXF@W_!dQm$0^$*1#w6v@m;Ab3;wSomfw@%4>M9G3&M_6a;M*e{DTTJe*LbR8sAD^ep#2Q@%81B#+$LFm9ks|`gNa&pqj7VZl+qzqBxxC zgeA>HL?@oZ`tePau=~HCvCMAdF?H866+=EJ|wIBddib>F4<3;Mv1NCk? zaj=IQa4rqniSL)rjRqL4&pj@WT9Wh<7 zZsq!PbheO2*YUB*BODFF8Q$?I3mtonsTjJ>XMD@kl6jo*)sYUaz5)UabH#7LtWAo$ zFPLh0>SDi&^ zUzw<@2tX%V&ntDe2Bo+$~J4e@0k9Odd>3ZH1?V69oX*JcRff>y-9>VI}^1dr-FqF~v7igc7|xu8xO>g@by{?o}p z_{k`>%IEFF3$q%J@6nP0(L;+~w$Oe_;e2oTiwE1_iCC#JD&rt*yKIR=oLhiSSK*>r zsg5-E;KL6Nyu;M!H5?VGACZswdUO~fcO69G;r<4+5X%HB#l7z^<^DTHDavEwP`Vv{ z1cW;1?D>9=rAWB*E9PIXZ5s@i@j05gmRpXBWe8hqeYA}^v2_SKd2Lo_>~A1wRRN=1 zHmb~yZ*f_6IC`!^8dLLS^SCTu7Cv-Qt4*C;PxmxvZeAnPGr~-j_1+t zHhi_0VH{F-Y_DkixRi6mN5k<+XjJL3T%9Z7U-7nJ3M3hdOWeyS%~iGsw*-taZu$8PEz<2@w?KJQU!|4%STt_i6oBT|=3>HiftMO-cRARaWG(!gD}^p(T=|Fwhn zpsM{!0O%|zBl$YWIU~m~lObGughMYcT}oKw$9!vaqY$7RMs{{~1!J3_I?@07&Kd+sH6T1=0;(;%l%ibU> zu@r|+-GlQWvTfD!r4#4$yXeRX=trnp6g+52I05LN%cwt->8&~HX)Bc?v^gCKfvi==q)h5aJnx&?7UiP zCqj9r+<=S8{i^`;J21J(3ycAD)ea9UyP4;9Ab9M4t&|=uk}<2bM)gS2_~FzZE4QK5 zVzvm+LyUvNwODL$78$=6vM(sT2l1@bleIe8s--XHl-S4Ip$qvR zrrfV+u;)9^19*YEoOo(D)0ds!Ev4r$n=0yYQSrbMg`~^Y?^7s$`)}Dx96-yQ=ZHHl z%pb6xW>h#9vGG%ZT6qi}X#^|uDrPj6Y|%e!LCzBY1)tybx%4ot&xVf`DyE0c<`iYG zZ0-R|!~lQ!q(|ZEg8ylgrR-wRF`uEAoeel>|NeQo5N^pJ8Hod!C^rZJb-d!XQUEqk z+^{+mZ<)G)jasn9@>(Nb;PylWe{An7b>d?+GKD8+E}Qct_XK_=stHa#f{wg?1KI!N zhljxD)qCsCqLA@mOYVFo+fz^u5)NRSsro`ASBQbHk!Ps^2 zP{#d=2KN=Zt@E2(GVFMhYCVPXpcLhBmIjonIV3`3gLO)Vx7i>wl)Yl>;XUctjqqE1 za{G}zCEpv^!0{EfcapKAlg)OHt;KXu)RSJ{vEDV*AIgvk;^75l@<(n3 zQVBl?7e*xI@_y;rw7c{9y>)`5vXw+T5!$uQ->CP(YX=t#$!7jZ)KR;*nf0Gx$x)HN zGW0)uQ4ZaopY$_iJjJGr{0vW1TL_8YIW9f@zbQ+>)qytGNI!GTcYQ?Tdm3pP%f-sA zQdoLi)4P7?w(eXR9mTmY-2b0*DEKTG6r9#0KO3_QS3Gs<+`<$T&l2v&(Dn_|#JP`Y zsto+B%(C2v2l(;TkUy&*od3tV7y=4|iRplefXi#2ov`ZPr^)3m>^Oe9-TOmUrKBkB zzbkF!IDp>>+4EPxk&$oYNR%`5-YG}m8A{2Fdc}%D`E|AN$=BmEsnUC7Z3&Wv+b?5E zkF#X{+)JC{LD4(J#L<#)Oa=XT|6D*f`?ZP8VmVE2mV){>u+bR(jQ%-`?mEE6;Ht;P zbV*%B51y($ z<^0sXU~rYvELdiD+VOZG@PAis_OMogf-)-U`+k72%IADMa3h0XtaNtT-Li6bhy*b+ z`So4w`l;jpH8}ZLXa(^L(!XTq?m3#szPz0HBai^DFrBvxM)AKlzux%Y`!Zze)A5g) z=`&|ssUpqZMa1E$G*FN9Z??~e$Cn*EqsA zY8)G?&_)2MF3~Vw=K+zs4wTL|{dv(6&`p)1>N^(|6_w^dGe;*mvg@-AwVa8B* z4YB^J(QT23&90GU_o9p2UeGj%PY=)2QOx z?*uw3=DezbHT;oYLSmfF>}^CuJb-5HYCJVe5Z0W3^6K&943tdzV)Fkm_TKSS|Nq~( z?O53&*_oM#tZX79nMD-kSVdN{Ww*@8O0p9&%gR<9BP*21$R62byB;sSzt{E0@4EeN zm%l!r_f4GRJYUb}<9VMtq#OWVFL*W|2VW6&x=2kZT$iDzM2M+jN%Shbd1*Jx$8lco zeK82wV}% zLAnYgEjkN^k`wD3pr|9>i|-NYuVeVt;KT8?G&Vh$Tex|6)PHq@JXr{Af*)#5$;Bf8 zHF%?QQlCS_R6CI21|v3LaX{Pku)i~}D*gG_^9cU$dBk4`#Y8#xf_g!QF&!Z_8V%p8 zm97$MB*PMUUgvuW&AHEF`v5Cz!nY5&JsVB{B=i2KKa#skW!>RcH>7G)fv?zOvew+D zD29`9ez4r9+G2?p^#|fMw%m|-fT_+TLj)r&pN47HUcvwT;#l$R;Ju2VN3%a#5GxvF zN+kW3gnt}^B!?mipylaWF9p_t-qJQtnQUYNT({J+5fAAc$pX#V!Wh?)JUzdG8q0>X zaFIp*vg^g!udjF!R~aHEo~3BD0P{-!xsNbm%hWnuKgFg{Fc{bxHE9P!=KZ2zYyw^d z8H@EoK)6Wqu}ybN^K0N_Np+%SVXmu=jJ=`Z+yp85jYjqLzPqJMzdl`u76dbQn%$rG zie${|m&XEe09gB%XjMY4yX>sI+iw*mAAgrc`u69iqmagBKwyus*z`M4*=>^?wE==5 zSHw#!+uQnd5`-_-aK#c>4T)8TvtFL)fQ>go9OM{Btjx^$-qC`Pi2w$MY+YfOI|}zl zD(M!LixFIA9f^h=fBLC&IMAOL^fuz#cYB9thr=%H}^uLa5JBR$%zPL%}(O49^<%8HSdoc};nAE!7V(Bzd9w z05Zq&5@_&TwyzX@-EZuj)V()c`_aN#ZoKkyJ+~tSo}#@s?RH^@F`^OyL+QxvTZ%zf zVSyU^Wqts-_}!nTdb1@(2NAqXxQU6yD~saqvmD=Y4(IT^x81A3)&_|BtA)C?6_Q5H z12ZK(@^0Lq(Ct*nY~NjNrZhY_Ra@BO>)R18ba(7F8`qrG01TW)0ra?H1UhRg4ZVJ} zyR_nP+~cF`?jC8wmNM(T6tQ_z_}A)axp{S!Zg}g%nU-nkgyBgikO#hAi+BhW2a9m9 zQ{x-R;B*gy?%n(DcwXS>*b=XMNt`10c7TqaHxG%~YDYKzp*GnCUJbd#FRVzzOBGcb zPeaV#?7{k@RxRQBxSS&lytk3~upwF7?o@a0dTE(2Px*C4d%32d=<<3LeiF*gGn^dP z1hOqRmwydU=OW~#1^vQI%gV9JOURtg~HEk*Gl08UH!Z+~ako9QZqABC_@ zN;%5jNXxckD^N1VJhXV|O3K5tzjqtr(mxCa#@b>ou!}x+R4IN7phrtdV9Y#9Zv5Qo zK=BbuRw;=7r$3()Nhqf%9rKVlm5d;V>a$V~$u^jZwmt1f9^5(-R8R2-#BudGTb z6$5W&a5cZV{*v4y&l>FKMytkpLJ6`~|Ihv!JiP$yCoYsr-**RP#pBkemf>~sc&XU5 zMn99#27MrJ`WK0}d5?r3JRp$o`PYGqQ=cYj|Z7EyWff!Ifn$W=q#)7?mtkm&F> z(-^D4Ov{PlBkS8Dom)yu_JGMonXV!Jecr(pQ^PZxd4E=&zP;JGB7F9#yZ3No+5Vox zCxDmlhF7)B-Ahrz!^6iaG`3Odj=G>t;DTse{#($jg?@y1nQU4{TKR&i9^SNkK&&7} z7?C}FK}%C#dWWkUPR+*%VI9q_0kNtnpOYshg>*l-&yXJ7e?;??og_#oAhwbBjW2q@ zN=cM(`pljh9q*q=R{Xt{ae_0`EH)?y%UZq(xMnPC5aURs_>O{Dp+)mt-GIkquZumE zOuW6`erL24^iqTNRb?pgyF1Af+N#W~XH02K@J0 zD_y%yfs#!m>(dAwQri^APg2`tsUByo0s`10S$t4)?3sB;c*T#|QyY8Ka^7$_86L1S zQZ7jyuV9o_`(WJ1K+x4nIC|nv7nh$5#4*pY| zaaw2Nz|**{4@&jnys4f|6X>G4y}Y%rvfiW8!A?hiK$nMRSIQyw_JG!hG&sW5k6HIy z=Yliooo%9JY4)_P>O3p;D5jicN9$~PWXX#B+L9PBsur&=;5RxwZ zbNf-|>?!siq2a<%3UP|u%e&zBkN!qQf}_sPX_Kx!Y16>rJBo`myl2UzQ>De8<1xXV zrYDf;DjwRRP?m2+Wazw4m-*Trq(M`M(zv}LaT_PFCX#kJAy0-gI|*?~FnnqDjsQr9 zvqvpQ1qBeaOQ$H0k=jP{<8Oa;b*E(1sFmqdX7OEI4!=cQYO&;FWrs52;A*I;;hJ-t zMB&Nq5!3?74#|EzAI9^j3+M~CiP6@ZYC_j}`}fvlGydWZPA;q^miZN=)+{PfZ&&5J zPfDw@Q|RT{2;c0(HNFg|~hDv()l_AXOgqKrUA zvsm~N8uM(fWoV|Q4Ye~j-B~P`mPNWxlBBjQd7z|Ob^$6dZF{s_@xuQKaK#jir1!pe5L9$bnPhot?sIYC^4Tjt8|BDrSV z({!5Y4?V8)HWuy~%_%*3Y2CR`!n?N}8?Z?j5yRs0QPKJ0<^|2glFFZKbJTczEUs~v zChS=3dfo87Nb>Ze%+pIY~}Y+;tSkrOiA^BFU(qWL>Uc9i<<`Z=CGn_7NY zCx!lo)!B>NBrZ?UeCzNy-bZpV$u_KUpKcsBFU2?GH-gm2~& zH){tqDih*J_ccth%&S~uOVu`j6u zw>VQB*tAUa6ar~QuRFWO56bpfeQB2kZvPw;NfLf_`nv(k*!;slrBf}w!Eb5pqLpz? zCMA;9Rz9j5(o1~4PhHO3kd&aN* z)hwm_o%K>C)COCLgD2;GAgTV%%9R$q)8m8HU!_R8V>cd=hECqhz)*gD#WaUxLw)qEglP9)I-Ujof+Pv9uttTKmOb&RV3;}O9 zg`Xf{nR1(;`)iqwXb~bH^B=9!oc*6hb$;Kuc$mFDBDv)wsi?uTQ zgU+AtdZRV@$rAjr-IMO{F05@%*vdiXKoWU|8{Z->BXyCFD=y8`s*~?OOI-?y721q( zo(esE%XugmZ_*9-P*YEM0()_#CNqejr=n=3CC-OzTSndOVmsOklF}k{=zbXu+)V7s z6qj@Ml@?%ADev-GskMdph4aLjAuxR86=pt01)X1Ru!}4k1K{XMLwH5&EhOgK z3}j+YoLPUvjX1SIYBaHc08HDe&m5BAMH(I+gO1S9Fxk23DJ?gFC>6FrjVq36M+;n_ z*>EjTcP9LHt;d0WI6#4JhozLJ$EwNLQp5H<^l@A!Of5b{O{Mt~$%{D$QP|lPywxN` z>sY9;v0CwP@#7&dqW;pkOUX!yw9 zS`%nnF!dMyo+ph0Q-=;#$rjfksohXZes0=bhojcO7(1Kb9{`E2g{lf=K!cpVYyGWO%UXU&fU6dh+}*mz;t zEk#rvJN9|N`DEP8HR)8Tvt)1)HmrTqbNQ??b3R2)$%=k^SbzZ9y+`dw0+X*=Du5#g zXP`<2;-~nW(_MJfE%0@7H~Z;QMALD3OHWZXG_=ubDFMEbp^o7)Z2qoHuH&iPe3c+j zG=h+~N7}ww>bEpM++f|37aK?}qL~$Tr)amXC}@cm|3cx66R-uc6p%$pF|wnA(^?>! z)L1g`6e;^R;;#m9A-h>LLRp#_9T?n6L{M71BGyz5Y{NRZ&+{F!eU__Qr)5)E*ihBT zrQ7kmR`P1f?{jCP@Oh80Sfz$e(|UFSV_0aXs1F+cIQw!|2DcPp^P2vAT|MBuNIYaH zi<+_vcT-+Y>#Os<(S1CL^#oMX=MVPnep%AN)i)V+wull z;|CAtsIi6RxS28fO#$OU17fu{l|sVO{=P2cre5Sfh<}_e+`j2uPMdvAdMy;Vv?{;8 zg)XZ#BFqB2-FLWYynKgwnK`drm-R+!!|iv+WZOcuykBZTfrUu$WdBgTl!t|4!P0e) zAvUt*<%`#&t~T$UTiRZ)8v;-lBKd3jGlO^FGB4C(SBrJ z=yYoGC2psOty_5~xb|AlsynQvyAmEZCi@`{nHFGh@&vAXiPeyFbT|uX*j?sN6P&)Y z#^kS!YAQmiFK5Q4D!z$??;o(#2yiIJ+DSM;@)VE&SWv&9zjV86f4=-wuGfE<6`=>T zerXU`izGs~FM94HHOtrTdunP8>)fO_>}Vd|n+|g2;?R8fx-P^2d%8FEzlsR`FeKTt zcSl0c#|B7k^(!HyQ$#=1)Q)Hpi$>HK#v=~9?q2G*UP(G%YB_6fe@$3g{TgDD@zPEs zvXXctCC0-^iU~X<)y3$C2Fd&nO3r5@>hK?yuQo*t1zqqjkgr`_XjS;{%O3!5!q+Uk zA{_%eY7mz5?>qFXi+e=~Uxs91yxf-`ULg8(B|8W*>!{zE^YLm3BEK0h&z{>ks>xZeQ(+Gqd% z@1O1!0zX}r&{bV)g^2tAyzi3#`7uwhl!^QZ;}l1NK&UTbW994o0KDbqY&wjJMC=ZT zX=djpfVSr#c8!LXmJ3YVFMy`jgu9F2dnX_&OCSEZF*yqW&AZ`Gcglt^0Fu6li_7xw z0(knt%BcL;{bvyoF9A|Cz1a;qJcxU~QZo_{p_*EkNs`m64g54Me0traA=) zS=rIy1`@(v@@y7w@w1C5h_Kta6%6G=d(;q$5TwK|Z1dqNyB2CZe+zQ9#6k=j-(Gzq5sU_na;z`Jgq332Xz1n29^)W6TU-!D_;PjC`R$?% zB=D27DVV=s1a|=cQP?mdhd=sTf2;|gkDPaknwmW@CU~P;A?Gf*!th`)vdVjW*Q#zsf810WwK z@3WoT0r++QG~CY;5Gn&?HW>TYKOSPF=s=D;k47rkHHP;ARL|b?0>Q=$R)}-C-iSiV zAPlNpt)D)BZpd^ARHep$Hvm?~f^boYI1rMVco8=t>A5W4op^n!xMb1WLDi8<@esY+ z0q@OtFq|Ht)?G$8b03HE6AU}cS;<3?vR>mS(4d1h@Zk6A&KHGyAa0jE!fB-n3Py!< zaFHojBIUJ!W%Ix%TG3v|!MQF8`_Xu-rJ}U^>$vmLs1$MC2wlT_KmSJA%^1pt=gY`vTQy}VjtPy8S?T1gy-8w zKLncx!r$c7XOO~PeR;MD-}(lUYexz)Owz_`;89FYwJQPr++U~C(CcfC$gKZFA$297 z=@dTElTTVfKZm-~3=HOaimy86oXzE-i7oFec{e?t97xq$%FIaZ@}ZRw>YA*-rjxDz zta;tH|LP-{MH)})h>`@gZGKi~wse0xlIL90O#N$<-cN$_+TT7n$gu7(w7#XiQ#{E7VS^V?+?!32{Z z6adQ4zq!|YX|Kv5oiTcg#gv=$V3{M_iVh?|?Z^ZPGQNH<0fB@@ei2kl$`4Po-)qxP zqNCRLMi^bkj5f8n_ET6Z$Oy-|P@VoEojypFxc*>7~)Fv*p;rL{F*hn4^*IyAtQ z%PGDc6mcEWf$HqjV1sw5lG}TWa8=e9(*&``&XB0satX-G7533a*B+n;(ziH9UeN|u>FbHx4o zO&WUo>CF|?rX`b-^9n4pck#W-3~_?#yC1kvXK?XCVTX$m5rwy~c*8eiN!m*W!V#~D zELHpg(?(~jf;LZ?O-I@o30hS2X%1-1U19utr(T6JN@EgA?(;q`9lXx}OM~!AkPCV# z{Qk4W0w?lPogNEZwz5x%e{6csd_#aJvPtzb8=va?D^j_=q31lXV@a z9BV{|#7yO@8jR5}{6rPkT-Ue}Y14t~AxQqPoq2!sIeT1wC&x|Kuyp}WPA3E|y0#5o z-S>}F5iarFwQ~uWZU*7^=NV3Vn)G?PUbKY|K`tKRzR7D8Dy49~^Q?iSRE8>A2I9#U zz6XwF+fJ45s#OEbx*!WTtjdLUAcDf}<+g{Ys-tuve|sePYa>Yb6=VQoT-7 zi8_S30t@I1bH`cemd|N_e9Pz0g`!`IrOzI;F|eNZmsG5}uptq8nB#S4V!kr1Og=3uRJ^pP|ackl<=ac=B+r z6Y5%Iq{T@2jQiok*btaLeEK+R$IG>-+JNWLsmC4Lhc@p=E+2@X)?NPoG{|-qer$@K zEs}8(E-JI$JeSj&;}mC@Fd1H7?{fVDcvE81%gV9o8^>3YytX0*5D_SeM562lltASz z&WWJ!e11arsI^TREzncRV3;DhMSSJ%w^tVeAqK|rGL%TX@m}DkPf?1Z-2t#~q(HXoSQG?5V>0Vv{->xttmfA+hiJm2j1-bSx<)kJ<59#qo$xof7ta zYQDJL+~{D@UJ|RC-g;;Q-C;?_<Xkp>SizT79sb1=b$3QOU?K*iUyeEa8`THII~PGnmd^MTzE<9MUTRT0a`n%C!b(eF`8$_Q^zK{7*!MSwW;KgtEXC( zUIUtP8r;Z66j}N-VQV9acwywppe3-`vEs<+3`B%ZoSe^VF=#UI;VvUmrehIo{BY7c^i*wzChG%xZW%(`{nCG^21lH+dg$`Upm1s@ zFDO7VE+!OZ*hkQw$`PpO>mQ4r4s3`m3ka6t_=bwQscLEr8p*Pb1IY5yc7>RO+^5E< zJ`S_?0hfKySLWT)#LB6(oJKn!A_n)1;lt|VB+Am5Zg!K&h*YR}+XiI|d|`q*PoFnM z|D;@u#J(O-ag$AB#ZBS8%9?ORSL|imk>q>{NW&++OYVFT{6)khChe7qwtfb2VrtC1 zeV3k(3W}7e*w(Y-1dgI*@3rXsy{gPZwD;~ug0$Cfm|tFk2Cidn8ts4J`L-jYo2*o_ zX9a`U=Sorjfr3xBKqtw-t(iEx0CcygY1SxelMwtd;LJMQv*^mQa-!R9dJpyYA4mW z-kVl=A^zeqA0+EKwgi|N9Hex7*>CM9K9jQ}V_UvTr^vPO1>!#*&S=#jRiZj``Wl^o zLd7ohB(2@N`>g783B>$q+TPAGuD*TrNeV56gu@+0t!mf;C~X92d^x)+YhvL2mYhS3x{_8&fv|)wHet9j+*7PO!Jw8&M%bnMn60Z?Paga&j5!4kS?eu{}{yJD>$X2pTF3y2sa{uL2d zEHSqRiYBc9HCY|Qa)(}bYU{G&X0F)Zk0lcx%%0eFaXauH9;`Lna?O}|fXEO9Y=3EUOCl6u=9Ek3b z^4Mv)ZdB>G3=%WBKoZN~HqX?)kc=*J%s*yaC|ODuNTH|`g2PBR5>(5S1r)C;d6bdV7~J5eT2eE^r?cn+l$e^paiwy z0lOPp+=sbVy`o$4T)7kES_yg#p#}7D+7xgh7zx#(jT6G%8`S}X_G|-;-?!YuB@9Qb>|2dsM@6pcC)ZYM;Z&Qp#4>9YM;b$z zKEu~3HYt^N!)n2de5Tff%3Mh@l-K#rFX(j|$TGfqsH|%0F`mUFZ{+Oq_JKWI>GEt* zh@t=MbgwG0soacZfuhm%;9p3q!Fn(OV$~q7r7%zK|zi+DH3#i7lA*;$i#w zqFkjb>QJ47z5~7TS=%f@R`TAP#lHKXojDUl7ICqw>yYhqLGIc{13W@ozoGLG+I8FG#i=m^P*1V0knJYoRaa3N!r&B@&8ujI+uC zTsv~7MN?(o)4E~MbLv&t50##48PrsbADA0RBwL)gVn4S_J2>?O(qr<{-sRILHc3Ea z>V+WYMgbkZ(%)bh6;*$d`BZG1ACI&v?Exww9C~G#j9ZM~8E|hMWRQ0DQ(T^JeZ9Cwh7VslCkA%| zfh8^Jg2E~j(_Jp014o3ixj0J&3}3JPW@gFykr6Wt3w8>)F+`fRrT(~IzlOxC1MqMo zibCU^oX;cYM9Ml|$-j~iaC~0^{+O8hGE9(+84>SjwFXK1%d`9-T_^1v4_YFD5Mh-_ z93nh4gzKbhJolrd8)3kW0ECtK%@@&M#ENebK}yTs$UGB1ij{r8#n&~GsAW$)ZNUFr z^!e+;16il7MPyv3ihVE2>0Xz=y;Q{#6%5(t}Dbcuee8RI^bre)tXw zw=J(>0brVCCP}(4mfr6fVKfz&wpDt1rqo7sfS-q_W&Mx}f-s&_ydFkF62qz72g9KF zkiJReo(o#BYfh!}p@j#G9d`89+mn)`ciSK9zW}`zq#DFuPD7A_z52{OOuMvnYjEuU{79ynmPz3L-&K4Uc3`!q6E1xZ!AmVbeDLM>B2x zOou6pE93SM9O~x6kIB#UOF|;T_i08o7$Hc7hB#H;jv(sOAdQ?If}p~A0DJjnqd8Qk z08=sMqNQ$If{3>gL4(s`qusBfx1Tgb=Yyumti~H^Gf%$geyAw0V4!V80KaAA=9u~4 zXJ-cB8}fvA<{C}`;r|jI1)uD2lAgxb*|L$`!w&1s)tPe`?H+90h z$V-PWm77>%Ytg=|KA@R-E&NzrAD@U^)E^XN<=qt#YBTpQ+AoDsXjo0}KZ?4{u*`^z zPY^v%0Ld9{)9v(tUPXzq7QN4*8Y|I_v!y>NztMuR` zb%&6Op%SadF16sqesR&`enQ9hT>a+CItYgXv}B|Gq2SMMV@xtg+WPOBV^3jTXd8RXP`5<ZiucV$ZdN}??tqSh zTx|!30x%S{f#^0H6m0XO;D|+Ey)FyRVp7IK@XW)=jY3i;tijzO@QPQwErIKm++aou zxr2c^0xsGXwP<%8Q}+A^m4;S7(G#)gE6_D)az(W_fPdi2_vnZXm|QzxyMQk8@TKxR zfPYRsdbB#Oymbr;R%AI6yx7UY>{@S-xYxS9$F!aC-&h;$V&i$CC@@~0;H!OX#s!w! z?IJQz(Y{Db%&jYK*as#qicWTwn+b`Cnfp#yLwwtWe3@*P_u5$Ss{f^_LWmhLulN5| z$x2UeJulhYdmLe12f$?YGDrs35fQ2VNM%X#Qb-^70lr2L2Fw;{Kyzd~mQ!v#L@+?` zUgZ@e>6LpvD(L*_F8<>sukAy73$dblss9jHtO$I_v`kF)=21~m6%Ux**qHJI&uTn7 zEh3Br7wkyI89;@q7IcDeLQCNbc)Ie&0B})9Qr4jm^b^!lfkwA^4D6dXkb#Ux3&K;C z@Ge2S#X-4S{n|#+MUl%D>eJlA$F?1MGxV2R`FBr85%wV-Azzokzv4FSnETR1Pml+* zR(SmR19CQaWqNO}6x0!~eS9WI-Dlej+QSDX?NjZ5fc_Hpa{b&+z;S^8=EA-B-T+4a zVQ>$}>s@f#*Bp>iZ-yP`>i@1besaK_6^srgJ(Oyj#l~>i3rD$fAHF{uB*3&5;Rv2& zL=}tnmy{wn#f^QDRK9GNH+FUZ?~?`b6SD%K$3r0x^l|_dZgJmqsdAYN>zMXf9%QJA z3L)mI64#CoZ*e%eqQEm24u5`paJfkoJ_77iIN=a{!{LiFFE}k!+WG-txqn~|g1t6D zQ}mfKYar4X%_FsqP9qP46UlCx4x|l6EFw|dg3vEHanfQX_7!EAfEc3RIGKUoS?*x9 z*%fU2nPz_-D}M1L@oTGFl>-?A1`sP7NBMMN@=jRxF%==cdN5T;-aYuh>i7^4S|o?y zzK*G^+e~;k7)~PI4vNPA969%639Np3xW#qm)eraw&^tE~7!V$-btF0k*ipmqp9+3^ zAAEr=?@Lq0-+J^1w3x=+*Z_Sk?&~|1i+~|Z6{nR&iZfU#pyM> zGp}g0M2*|v3bEZ>&E;zQvFU}7+>}))sM$ksnXVAqRQK}kBJU}eUXylR75Qe6cIP5$KP*FlrbxOvj;%wqeRLCG?%o@mV>aL-yrL9az*28 zIpp;*GJQ=Q$lR$dG*iVI)&Ib9?Fnn zH=#EK(8Qu3$#e|Bb@8Q`4^ZVY9rfqD_m9z{ z0F+h8x~Mx7B()+AsG5WI4t}27)qAC1YlPj(%fwAYf}pDmd#(I8eB6@vgAZrl^CzJ; z(+Z9Nt%x_fUv+S;q)njWF-0@X(dooSI;|qYH$D^uXln=5GSF<-cr*g(RI_`scSpv+D{ z8Y2{ScpU<80Ls#_kB~t#CbM+0fBfW&pb}Qq#rZ!+>#zW$x zPo7x?^}*CNz>F(AXB>>?m)IiobqjR)1(k2nk6FDh!`1(My1I4Sfe&EHSIj)rmMu?~ zzq1mLiMWk(({oyVAHI@7(=({J@sPoo;^NIm36Djv4~Xy;9&=0*GGRgKZge_@z+;ST;;o{k>umead8ha_Qd?RCGrWAxcRRMLc?@MQK>1rBpkYFJ(M3>NH^Gh%4p6`!_3f3nFlN7ijdpi$FVjh}1k9oSOxlQPi zV?AGRXNsA@1ulq#ofa0;j$Dv}$94iZC)!Mi8mTlo#(xXU-5!8pG<=H#&>S^ri+q7( z&jPCiu>~>e@jPvK3b(F(MU8)fTZLtrnpNGXIOI%&m*gbI_>sbu66 z4YQsE&sJB60#)J?feuy4A#MLbtgGj=D6F>nHNyYbyX%+y3SK79b|!OMb;UQz!rX)h zl_lYUNlGDTNK4wo0-H63q_DpE=zM1c_7Dl}oV~v*Zv-;GuxkCFPDAVzV$h5MtZuF) zeqDcaGz#>u!45w^X!b2;C)_fa*5<3d3kSAF61rPqzkt+rLi-XyX*9(hR-?d01auB$ z@<`()(|Uvirgk*OK(vhsX+{!G0`ml*Mha z#EVOXhGFXwU{7DdRl)O*f3!^ceuhq}+|YC>_J;aZdV*(Xtvk}vh4IL-X+5SF0H`TZ zu}*Kmr<6+zl0o4#o}{^G9?U~ShnQA4Roog60ViNAZwoUg3cF}r`z=oo@go<_>6xqCP@j^?xAiuPxls`eG^q6YPyeMPY z2E&p&m$rT=5exJr?f~sW`$)xxiruGmB!FQ^d+zHCR+J?Nb1pam1b&1raqkD5E`322 zt-M0N^c{(;>V!hY`?7!XzCV}oEQi3AiWTB0!zee6u``^U7N`S#TsouWf*U43ukRM6 z4pI9i;`(;XXjL-vx4?{3b@S@wArO*q>NKU)L?tHF(j@TJugLy+84w=k{&mD#W%>Oz zwRN?NtenoEU~tHJQwC0APZP_!m5GqEhA}vSNx*aJA-)@b^;pyJn_xnIE#RR{g?~l= zTRsGCs=M9V6i`-Vv|X;8JT;(7(D(|X)Uy(EGlNNFovjGboTBe&A3P*C%GFaQwChPc ztxSeN?LJ?=7aT~9Wkk;Tg}~qfdZird?Pln-H~xn4K%!y}qex7}ZM)*&+L$*g^n-1# z5rHxWbWZQHFc}r5vRNqUQN=dtsXtaw>`D}`q#Aci@RIWaBa7S*1I~;O;FPTqfLwMp zTM7@ar_W$u`VilY6sZ*?)@(aJ>j+&W(M>q?{zYw7#U{!2_pXxqr-S1_CR^APUwQfb zeN)d9h~k~DZq2CQTVuR8e)t1;?xwJg*f=Z7>%mWbwoqSC;q*(y8Kl44>dI>Cf;~9|e%V zMtF9@Cwi`72JaEg1|rb_*W-fpXSXPSm1|L4NRc}04B}@|L`=uOqrPh0^|7o=` z>H~XEAdVU^>Beu)>_0!HbbF5~M`AZvrXc|5DVOI6--V$1qrHyFeU)vBGa{LBUq^PB zhNO=M0bJdZW7j4+jHF7*hg9u_zrps}*!aHI7gguFm<01X%JjCw4sC?Lb8)VRjvvM; z!6Mi^CXy6r^$IH)$@ij#K>jqOoRqSAVGKr$TK5SKYlR~mu@*=(x0 z65>i>g41Kf&{oA`BP4U6cM=d)#6|ArRgHC~HDztu+Z_y@Oz%ofU46t}5iY9qd>NYJ zeo{I-s`R?X2!eOE9>uv@j+Ew?vh5FhF2L$?TzSnJbKSY+pL)4u+AgQ`M&#BiKb!*Zj@Ed!C^T5P5c$PYMK`(>u$?b00012CWX;CC<9PMOERd;y>xXuH zr!&ndzIo;2Q?^j)G;0LNK7dH!wDy>~O8m@M?&AdVx8X%(_RM?*bI+&Ru$Hef57U6)o>XV50(NW^puJaI*`ekUQSZ z^2f15aQX~m)%lDCtof6SvC@q{tTAtJ(5I_CR+a~4L9Ka*Ko=o>b{}F1RQMxPi$h{M z3Xv#KY?f%$L>J%On+%`VY4y)D*Gmy}JR=#oaPgWGi45CdObM|tO=W+vtc@HhtN_%CuViaBGWQ; z`KxyEiv_l)k}0@?i2|hw9#IiAu8r$bvdQ27<*%5gS?0x-wpJ?4B(7>%fZUrD$6fBo z#F_a)RCpc%2`t!IXS{?iqMy*Lv+!{PQ1kqNj9vdfZ}m(aWv{4BMfU7ZA&+xhU|^Eo zDJ;(3V|E|HX(hX$pY@N9jXK!v0%CVzfXo_78>H94B1)WTsCzZyZJ&9nSeI3HQ*Xv< z`TK8D^xag@-x&W4?RzUViYOsD5`!D!x!C-7(yQ$lo&MPMQR9iBFzFaFCJvJ>{Y(oC zPL*Lx=nNLsfB-{;a^{WR)CWp!Lm;Jc-P|%>}FkZ=FjX zPtGRUrpCb7EL%ev-l^`z!2XTz{gEn4cfOMuE_|e4uTmms6cbe*b?$RPrdf{&n1QxyL+fK}B0#MURwD}oR`4`ezqwP9bG5Fj`*Mocub2nmbu z!dEm#_EXaaOF)8vJn8r^c>IvX_tWrBDG+F=spT$08Q|*Q8MuM)WQ=*NDnNMN z?wON)lP(&x+Sx~sAmOlN$l+-8ECNNZ`Un4I+1Ljq(60m1XYkwk8X&7Um$C)%!b5n8 z7Hq}bU=wa?+IekYbDqPJgc-8H>-6YTes_mB}l$HF26V{-za@9!wF zd#Y$_R$0|&)A*mQ0?~W!xGRdDY!EVX@+SE#5eo*y<_eUQlpwvPAZFbB%cD=ErKM$X z{QWSLZv%<6b`i9E&1b3-Mvjk;)89D-?@tYvf-T$y(4r@MVR47n=qL#C%{x8~#ZqIh zRQ$m=>gy-Sz7b~XHAQ*y>FM{3Kc4Bl^q2Au8wdPE-s^WqNq({zSxuv2?}W{b3q0$4Kp+3rJSU+aJD~yC?F&c?r4;p zl%_L|L>V@@mq7DehEpJ0C6tuLZm{rX{t=k;RUbK#?lMIYp1g7Px~o)*;(EEh{%T>J zfH(K=GR7Epf>!%Fv{-B%gFVn?#nu&GOe@}+d*F_O@*7Y1{r}Um@MN|1wZRP3%}64nzj=+P{xdp$P5{f|p{#Syr;HCD zQ6>YHV&k<76_iRK_w}p3GIbH6J4!)=f|LmE{XGQ%tuFw0@T}s7>53HJ34pf|bO{k2|8S7px(E(Vo`N56avT728oyEmY(-zjC9<{W%*2FUf(H+yzWOwo+s4d`*(fDfC3(a9C6i??p*WvG$7Gpi_s ze$-#<-aA8_JCFpC*GzqWP1!MHB#V#X_2bCOrLeH$>nQ>?xt%{Q(E8gK?fw zBkvkrLUFOE8AMzjsCOqW4`!MF8U75{S7E!benKRON%#&c<$dfTcB!@L8y^h>^c`C@ttd8?2W z8s>XW5n^Be7|nM~C~4u<2agxG)8;{{#2Ab30Qm zF$j|%KjYStrZaaDkan|1i378-YWMtX_l>ekt4J}yv=s+zYqgPCq3{wD@-4#;vw==P z>N?+6>H6EGS+=ZmuO|U4bOZ9t?;V__r{@MKZY<*KLFb&%HC)CeaMLRFKlJ9esFQmW zLxsExC|h(&?x>2b(+MQbM)7GQf$p7e6vr~%$K3(DIhALwnGb3Nh&h97(Mk?Dz+S?A zJ9n)6mDE*)3_^yk@2vPgC`X5l&8(S{^!K zbCZ)ht+8Hpsqe0}NU4HMto z?nME$^m$;I%7X~W&gd@#V)_$_b-j}Wc9(bS__aC!OCOfkPMPfu3;NP(rP~8lRu1Ct zk#fjKABKmte+6W;6D~QOl`fM8Ssx(qiu=nLcn)L0|1%v8b*|eBR-D}h7WJc&FkTMB zBW)y5mFe_R{%c&4ggwohcy<@yO^4xOb<~a*EV)_hJura=^r2LKZ!VL+jvnE9UKhr~ zC;A=S`git0eE!--?i>%#PXuD#@-B)B1&vIVIWIhoMG)Q4T@Iw*Thl^5TQ$uOyB}}E z4yyaTwVRx7368WkJD_TcINb}}!4Slat~gi0I%DpzZhP?siF;Jw;&{TAg66#%jNWm+ z1u>+PrWy1gy}orzyiRNxL2A(c1t#F(6aZmZMst0Y(w~B zRW7!n=#; z4o&=VDd{?VP!WqDu6O_UJ7I*V5r&BATBW;lrzfB7t^hbcC9V?JmSjP^3{{xMZp-BA zY?%x!qW(T$vtTNXP@DQyr+Nd_d@RDS&XVv`9~~waKFaCr7_kyX>UPm^dZY(L__r-S zTp1Mtwc>&|1iKrnN?iw6fQ`9Eup+4=Ql~&M0)~Qj$s6<#ba%nY-Tn8Kr02Wt4F`MU zDwQ!<3_1j#9{(llcu?ON_$owkiA%vG z=0GD{`&Q3aiD0Fb5cfv;xMQ{K(u}D4f|1oi7gBY`)Kf`IGSqvmTpm)$76zNbnkk7sss+LfaK=1g0{&|N;;jqIacFRf zsfwx_HrpAK-i*XU@2Mg|F2a!85d(9O&CbJ^*&`^d+1jII3_QScMM;}S!fze}G64gd zC}^JZ5u7`Fc&+S`^D8KP&`FWjzp1b{$K^Ewf0jN&Ad5?Ep3f!y&QOD7FLujTxPCcOE)Gvd#+-R#w5o zby!-BU}gm2c3Y?<-%LF0^kISeQ#EArUL>Ob(ZV)?;{!X0)A-? z$fGq6_eB>P1qjA{n_U3A)6dnTG2rA8`hCxvwQ!AwuX6n*(B!mJs`!_xJg zjF^5;w8iIEAGW&1^?@UJ88$7WZ+mA6Z$PD_;Sp#!-})^wRa zgZA?a+7)6VwsrEMVF0#5J1q{{1}2Yl(6cP6TN$kkCF)D$qgteN%XKF&D!qy;=tCFU zLg0E~LEl(!g4RCBo5Y>T+F}EA;Ex$`iwe|*aUdXWnRbLhLgKb40Uo;A^y1O`W1!XI z@z&w*cqaPS6MxG}xzz@IR|GgP;6BTYD))e3Q$O8)Rkfuxar{s`*sc~KI?K`gyM1mU zyCI(aT;%<$Ng5#D8hBL#(Hxxh_bCax?>+His`JO_N(b(b2UDJd-B`WZR=zP5k1S{z z`=poFFq(P|@|Lo_F2Wx{9$F{*%51MDokUFqR)hEFlAr0M5WJ)vBsnPaE%_el5p011 z&ieq>YQmjk03FM7#UM#Pa`k^+Qzw5IMBQ9<+l5n<>D}YR&SssY&W@DoF50}#j$hxY zvZU^T25n>Lp}r+Fb$dS3H20+-kptsLJR%EvA+9vEaMHj7BZ&%GU9>9E=guVYfo{9L zLy-UMV)l68OkmqgR3V}ddhio?X=CS|jr& zM#lk|`4)HG@%Ea|B7A^O-G>gCxv6Ad5%I4;8x=O%F{>e%a%nGwZRZS)G@Q2ScxY@~ zFD{eBwmUJr03sc%YOw8Q%r{d(&)0vgtscS0b5y|eRX^wC@PRk$i)Tgg5jh(tp63?s zfB*Um=UqXZ%xh^E6@}vix5-(UtoGb}u#bA?#K2ahUe1!NAZvA$b67rnKNc8zYpkTf zxH6NDuWwEDt*pz`@uh@MAXhqH2UXL8-!fdy9Ni1cv+{Nm=dHKLz=V;LVPU^?9tJ=I zT*KdYsz7P;LL`!$Y|;?vh19o)sgft);uHOVvD!e;?e}LAGZ@AqtRWh;eU_6z z=vK`S2Dl=*Cc$3${TjT8NfRuHXk-=mDv{zXPhHqj{|q|5@m<%PECZ8b^=qHZN5c)oy-4f?YjT5?AtJkj6Cgf%PNtPvf^zJ${tz0@$gEyrR`h#OL1C2u3uBOFiB3qclNqC+tkiQqrg!iHG7OffEWH@X#h7-%vOl98J&zMr<03)% zO4SEB44WZWCCtpeRe#GN$yXZ&?B>(Dj{0$MUJHBZXLWCBo$eCq7Q3aL&mi1OM0T1S zeohbf$&Lo2J~IM9Z```3=gY!lgA~JM@5^gBuTLyA@{z&}EmCH+)T8KSU2T*-`7~=l@3Y}xB0sh2!G0_^(=tp6 zZ47PzWP_>6JOPDGEcSGzpS)z;+bLqEk|M8Dp(F+?>+Z}N6OormTCTVkVwWgF5*jk9 z$Mqt!i9Z(62r%pr_3XXEi#0s6*P<{;3*uAw+?2}|9PBC-S+uLl44op@Z&Ti-UF*Ll za_X&J@e%#JSY-IXYwrs62XDXhDDr)9?3x99Jd8#6_{({6J~w1nrmTy|>4w8eh~r&D zb@6f^TsR-}EAzo7EV%lH^ySMxJ#OML=)mxUv?Q)X(5>)Z+m)hwDUodDGkBD}mu_*8 z7VtN&{u?0pz0E`f_h_OVnz8F|%kv(0=44xA}wVlllP1b!}wAOMh0zApenSK=W*l6noR)e@{q4`nUuaxQPq)G%)VKhlx@Cs&maxw8 zeYQmE*a1BCVOV3%yc8vBL~oKqlcfdL5f$H%SShs^xTOO08TtN-%Dg;); zfM5}Z+2_HEANV1Ab>n3XtVKmu3ILK2ugLca3gQ3`PVYF$#7!y|uvl~wkgO(dA@OLH z`YszTjp4||BCLKbEo3&Ufi+V|WZ5H0T*6VN? z2F_LsKpVqCl78F?IG>F+R7XZ&O=DxDSVS7sbE3!A(F_h>zp*(cL~&6=nwx14VaFi1 z$f`QCQDnPi;UJN+gV;r-q7>P@K6J*vTOJLojPGk$xo)#}LE(xm&*mBU5miBkeR#@& zK>lB_TZ$L9vQB|Y++ak_^K(v)rRyiDhzY8Cqfid6)}z#yG>+qD6crLL!O!`Qe>kt@ zn7$)r(~vkVE`gr(()>IKwj!R`2}X3X8rqh!;C1+eTZ2M+u1gORYo>b@zvN=OPDs}* z3pENZNAjwPwGqPQBI5641tXc0I!7Th69dw%mRin%0WA#;jVU?Q4>Hn8P|4bd3V*77 zmK+crB^tR__t3TERh;^%VyWhh4)Ii9Ptf@(%RYF!h+Q0s z;ziR<+L`k8;@L&X@lt{vLnygVb6&bSjOQIY%pmo|zpjoyn1%I|&iQtpSR74q4+aS2 zh9DhR<(D8~9i$(Ul4`V>3xw0hjvn-bwtt>fJ1!h(iUppcyfM6kl(t5sH?P7jacUbsiozP2J-*9Q+zUC_Uft6`QnWknHTO?RE}&=06T1#oR|db8Kgy5QD>LCnw(`ye0>Q%~zkhe>Cjzb@}bu zb7@DX>SRQjwh`F?Mkd}pN+Fx5%`m!DaV%Z-09xx-0$P+(^+!`L}sxKl=``W^}WD_fLZ{so!xS4 zwRnR6rmxKel#r<-YThPE8%YY}bG7Tw3-~2}VPjCG3eKkd4mq3T_178L79R;%o^@Qx zN_xN&Y~!LFt&O;A9A^YfN1?E^s!HR^Ov~w0|7HOqVLB5piXx(r|87dzalE_iK2OXG z41?`kB`?|{M*SlJpjl^Avk2I%*u)XI)wA`4s%pljF2sM2PjJ;3Y830~t=5=;Hf@&n zpC2B~W76rKwN%sCr<%BWuabKzCh-O(ub=#66_OD#gd}fb-9W94t{=`N3{yS@ug5M8 z$O%(Jze4@|ltRa%{H1xFls+iiEIcrZb!A{!SF3qK*?5S)2qJYia=s(iWIyNZ zwmepWBF-n;aSq%-N*h0P4+0q}GSuw@5G3{)Kw2~}3e%VS4#2paLwVyAMwoh{&n!a5n*G-Jk)=s76nU+&-twh3Y{-IC5 zsi_}LPWGho>e|)E$pdTCXpGw6x4zj0?T<9b}k>UR&Mr<>?NXXgjvD^de04 zre)lbhy-^h9`&EZ{MnylbqvWk1j?o~U1m+%tS7r)7%&g6IH3!2-^9rd63ILi9t<;# zI30><8ezLdee;@(n3o-Rtm9IdP4|`5g^vJbnUK+n`(XYr30C*G7dO7mk<7uoV>N*> zZDe8-S&^Dk)!ZQatVObyZ9ui8spyK^!EiIY^bIIU6f8_HBa5CY-N7kX`Y{}yy?uwh za!l$wHGe3c)CQy#Jj(j=8=CR@j!$zulXO`L#Dz)z-~W4L!I|4F;X7?Ugrp(R(Hq7h zYdx8Y?c6VNO6$Q(ZTQutHpn~VmtYd4UB1EX0C(1wkj{re{ri9F@QBk)ATOaI<@jK= z7%C@jM!S<4tp8vKQ|4&bsP|O8eDLVd@+21C?qnxAv8!FTBjJR`@Yl9MEU}%Bj6Qm0 zQUld;@S}8{xbQ&-0-bVCEQT-VSv{gzgIFoLNVI^EM1SW9$@0B&a;;B0d=`h($@Hu5 zD@GhN?<1k2Zdj$Jn&j1CQj_JCK4h_faC7E#{`b6&pi!^SMt?#&!^(UG+v}%{&e`Z| z-DIK1iVcXfE)t0uQ6_bS2fZne!S9Zsj5Xwi;ND8JtlnG207E`%As+lQx?L_UAJ_JU zKZ4oX6$qjjO~+6Wd{5_9@Ng*$zsJ<3;&kYO6y(hNz9I`$cNcqqEbfN&U6!bpGx~e& zViP{!`LoqA2Oez_C>(wErg@K;H?&iX7GZSP!A<5;q)KQkMNE6I|cgwYw%kJ z>{u7=cal78mG3)8q^7dV*k)iJnzDarn-La1GQj0xUk!3P+*CTLYl1c8j;m=S(-!CQ zk~$c)h{tT2mI?iR94MZO2to=IwB|k)HmrJIje2(J+_g*a?fkA?#yas*_-K;yIJmd= zI!E9B8pFmK>8hd_lUC~C;A9P}NqW`Aqv~TUVPqnkYtJ(iQhvcPNbt3jmpN)=%0XM> z_|XJ;r-Z+u5i&}Q{G=Wd-wXdOtEWj>AIHsF7F!#^QyndF-!}B_#Ha3QY)fS+1sv&1 zQaFXV4n@-Px=yU5^72s>=~0IwyEBx33l=S4&tPA07h&GSKbD2LbKhmI_Tan45GOQa z_6_ao|3kbX%M`Q4-*GhMWsi$383mek5aUt5I|F2ht2m2ntA&Ee`22dUuqOYE!&P~o za;@*St&!G;Td1Jb9>JpVw;W<+sWNJ?(2W?o1ge=K3f%N(kTkHcPBf8%^2C$QRwni{u(3@~UO|5QG|HTP1Je{Lpbxmlx#EIN&Xf#mz|kReP6pY_XU-9xw{ z>4|$-_O?S-$XG~1JM`wFM6@BW*4=ox7lrU!3z| zJuo|3+5uh#FXQDP2F{waI;%_tiQtj;7wLrnzOfi%`o~aW9c#myG)iwl722tq?sCQE zj$6wU$nF`V&(u!dp9_{@9q+G+(w=DthJKHxseN8#;jK&Z4Ih!-)#50oVsP}FD}KA1 zzf3(AQs!+n1!e>VYjIF zANB3k5RVj08bWno%t-M>2B(CgMPc8y+CL;GwgUfdS;NvU%@x9{WpqdK6^BtGkzxYy zZoKT)#QhLNl$Eykyd4Z1-zsfP75(b2GcswR|Mw#$nJ_yOQ~4h5uZ8rf}bTr4=?_ffkElIE(IUg84OtPA)pk=h!56{*7%iy>BRr~tBKML XC}i@4J{$Fsf1s(VcjB3frT>2ciIvYj literal 0 HcmV?d00001 diff --git a/fig_cl/cl_results.json b/fig_cl/cl_results.json new file mode 100755 index 0000000..a0ab4ce --- /dev/null +++ b/fig_cl/cl_results.json @@ -0,0 +1,619 @@ +{ + "meta": { + "epochs": 200, + "steps": 300, + "trials": 500 + }, + "probe_clean_acc": 0.8554999828338623, + "baseline_U1_K1": { + "U": 1, + "K": 1, + "train_s": 239.5449607372284, + "snr": { + "0": { + "cos": 0.7512048875018954, + "mse": 0.009406678444473073 + }, + "5": { + "cos": 0.8374274200350046, + "mse": 0.005473443141905591 + }, + "10": { + "cos": 0.8977560202479362, + "mse": 0.0038072720784693955 + }, + "15": { + "cos": 0.9240585275888443, + "mse": 0.0030504610685165973 + }, + "20": { + "cos": 0.9306978814601898, + "mse": 0.0030041839454788715 + }, + "25": { + "cos": 0.9346830936670303, + "mse": 0.002839639469049871 + }, + "30": { + "cos": 0.9361000318527222, + "mse": 0.0027582109675277026 + } + }, + "probe_acc": { + "0": 0.7480000257492065, + "5": 0.8080000281333923, + "10": 0.8659999966621399, + "15": 0.8339999914169312, + "20": 0.8299999833106995, + "25": 0.7900000214576721, + "30": 0.8240000009536743 + } + }, + "prop_U1_K4": { + "U": 1, + "K": 4, + "train_s": 246.5999619960785, + "snr": { + "0": { + "cos": 0.8532368051446975, + "mse": 0.014056407508905976 + }, + "5": { + "cos": 0.9038518134951592, + "mse": 0.009546010008081795 + }, + "10": { + "cos": 0.9347490702867508, + "mse": 0.0072207471719011665 + }, + "15": { + "cos": 0.9476060789823532, + "mse": 0.006647482709959149 + }, + "20": { + "cos": 0.9499228476285935, + "mse": 0.006673556070774794 + }, + "25": { + "cos": 0.9511101233959198, + "mse": 0.00651326646655798 + }, + "30": { + "cos": 0.951739949464798, + "mse": 0.006585568169131875 + } + } + }, + "prop_U2_K4": { + "U": 2, + "K": 4, + "train_s": 294.072158575058, + "snr": { + "0": { + "cos": 0.8004015162587166, + "mse": 0.013665408468805254 + }, + "5": { + "cos": 0.870693371757865, + "mse": 0.008788753495551646 + }, + "10": { + "cos": 0.9140427639484405, + "mse": 0.007043784702196717 + }, + "15": { + "cos": 0.9326149935722351, + "mse": 0.0064183887476101514 + }, + "20": { + "cos": 0.9359902501106262, + "mse": 0.006283330081962049 + }, + "25": { + "cos": 0.9408227092027664, + "mse": 0.006187855323776603 + }, + "30": { + "cos": 0.941265830874443, + "mse": 0.006170148870907724 + } + } + }, + "prop_U3_K4": { + "U": 3, + "K": 4, + "train_s": 352.04336524009705, + "snr": { + "0": { + "cos": 0.7608834460247308, + "mse": 0.014268206578679382 + }, + "5": { + "cos": 0.8446127345263958, + "mse": 0.010725745330564678 + }, + "10": { + "cos": 0.8995597721934319, + "mse": 0.008194744511507451 + }, + "15": { + "cos": 0.9227433396577835, + "mse": 0.0068385992012918 + }, + "20": { + "cos": 0.9272037045955658, + "mse": 0.0067242950573563574 + }, + "25": { + "cos": 0.9324239077568054, + "mse": 0.006562483542598784 + }, + "30": { + "cos": 0.9339433960914612, + "mse": 0.0065560071440413595 + } + } + }, + "latency": { + "proposed_gpu_ms": 1.8540966510772705, + "proposed_cpu_ms": 19.482388496398926, + "params": 4759296 + }, + "prop_U4_K4": { + "U": 4, + "K": 4, + "train_s": 872.98774933815, + "snr": { + "0": { + "cos": 0.7291872679814696, + "mse": 0.013695541681256146 + }, + "5": { + "cos": 0.8177445989996195, + "mse": 0.009565219173207878 + }, + "10": { + "cos": 0.8780294983685016, + "mse": 0.006982134721241892 + }, + "15": { + "cos": 0.9053358047008514, + "mse": 0.006403609288856387 + }, + "20": { + "cos": 0.9108110672235489, + "mse": 0.006068491332698613 + }, + "25": { + "cos": 0.9174709552526474, + "mse": 0.0060051574409008025 + }, + "30": { + "cos": 0.9188009135723114, + "mse": 0.005959624953567982 + } + }, + "probe_acc": { + "0": 0.7459999918937683, + "5": 0.7699999809265137, + "10": 0.8234999775886536, + "15": 0.8180000185966492, + "20": 0.8234999775886536, + "25": 0.8399999737739563, + "30": 0.8335000276565552 + } + }, + "prop_U5_K4": { + "U": 5, + "K": 4, + "train_s": 940.9560332298279, + "snr": { + "0": { + "cos": 0.7099829956488684, + "mse": 0.015077491921372711 + }, + "5": { + "cos": 0.8048962750434876, + "mse": 0.010662849036511034 + }, + "10": { + "cos": 0.8720338128209114, + "mse": 0.008510463847778737 + }, + "15": { + "cos": 0.9013502452373504, + "mse": 0.007372538112103939 + }, + "20": { + "cos": 0.9082419496178628, + "mse": 0.007131525727920234 + }, + "25": { + "cos": 0.914760999917984, + "mse": 0.0069032206255942585 + }, + "30": { + "cos": 0.916708040356636, + "mse": 0.0068538802796974775 + } + } + }, + "prop_U6_K4": { + "U": 6, + "K": 4, + "train_s": 1006.8338630199432, + "snr": { + "0": { + "cos": 0.6902393801975996, + "mse": 0.01464361715503037 + }, + "5": { + "cos": 0.7882059656456113, + "mse": 0.01061347191175446 + }, + "10": { + "cos": 0.8572778242230416, + "mse": 0.00793193681165576 + }, + "15": { + "cos": 0.8888761663436889, + "mse": 0.0066969672827981415 + }, + "20": { + "cos": 0.8959532424807548, + "mse": 0.006571302498690784 + }, + "25": { + "cos": 0.9033272238969803, + "mse": 0.006413094263523817 + }, + "30": { + "cos": 0.9050234014987946, + "mse": 0.006374428950250149 + } + } + }, + "ksweep_U4_K1": { + "U": 4, + "K": 1, + "train_s": 901.9444651603699, + "snr": { + "0": { + "cos": 0.6006318819746375, + "mse": 0.00866046295966953 + }, + "5": { + "cos": 0.7159863247089088, + "mse": 0.006941811306402087 + }, + "10": { + "cos": 0.8087207083404064, + "mse": 0.005576504059601575 + }, + "15": { + "cos": 0.8521278169155121, + "mse": 0.004726723590865731 + }, + "20": { + "cos": 0.8647244926095009, + "mse": 0.004565435856580734 + }, + "25": { + "cos": 0.8762238830327987, + "mse": 0.00435680990666151 + }, + "30": { + "cos": 0.8790061377286911, + "mse": 0.004332918418571353 + } + } + }, + "ksweep_U4_K2": { + "U": 4, + "K": 2, + "train_s": 801.3562304973602, + "snr": { + "0": { + "cos": 0.6663209554627538, + "mse": 0.011440564267802983 + }, + "5": { + "cos": 0.7732463547363877, + "mse": 0.008832189400680363 + }, + "10": { + "cos": 0.8522137620449066, + "mse": 0.006787573641166091 + }, + "15": { + "cos": 0.8869951583147049, + "mse": 0.005796302331611514 + }, + "20": { + "cos": 0.8962614781260491, + "mse": 0.005636646617669612 + }, + "25": { + "cos": 0.9053579796552658, + "mse": 0.005484837215393782 + }, + "30": { + "cos": 0.9076521228551865, + "mse": 0.005444107189774513 + } + } + }, + "ksweep_U4_K8": { + "U": 4, + "K": 8, + "train_s": 960.7533371448517, + "snr": { + "0": { + "cos": 0.7968653709590435, + "mse": 0.014677034198772162 + }, + "5": { + "cos": 0.8642902764230966, + "mse": 0.009218778028152883 + }, + "10": { + "cos": 0.9079774358868599, + "mse": 0.007102536340244115 + }, + "15": { + "cos": 0.9249372535943985, + "mse": 0.006434439655393362 + }, + "20": { + "cos": 0.9286348958015442, + "mse": 0.006367257353849709 + }, + "25": { + "cos": 0.9328467948436737, + "mse": 0.006306198381818831 + }, + "30": { + "cos": 0.9333295357227326, + "mse": 0.006291192831471563 + } + } + }, + "randmask_U4_K4": { + "U": 4, + "K": 4, + "train_s": 790.7998886108398, + "snr": { + "0": { + "cos": 0.7173908124007284, + "mse": 0.010884988505393267 + }, + "5": { + "cos": 0.8113118888139724, + "mse": 0.012465010555461049 + }, + "10": { + "cos": 0.8754324036836624, + "mse": 0.013991043128073215 + }, + "15": { + "cos": 0.9036176422834397, + "mse": 0.014899637151509524 + }, + "20": { + "cos": 0.9104479736089707, + "mse": 0.015265570061281323 + }, + "25": { + "cos": 0.9167852708101273, + "mse": 0.015525816094130278 + }, + "30": { + "cos": 0.9185707560777664, + "mse": 0.01563316000625491 + } + }, + "probe_acc": { + "0": 0.7615000009536743, + "5": 0.7950000166893005, + "10": 0.8374999761581421, + "15": 0.8314999938011169, + "20": 0.8410000205039978, + "25": 0.8489999771118164, + "30": 0.843999981880188 + } + }, + "maml_U4_K4": { + "U": 4, + "K": 4, + "train_s": 5938.119814634323, + "snr": { + "0": { + "cos": 0.7272935093110428, + "mse": 0.006946617619832978 + }, + "5": { + "cos": 0.8484958949685096, + "mse": 0.004622220577439293 + }, + "10": { + "cos": 0.8977697676718235, + "mse": 0.0038188065083231775 + }, + "15": { + "cos": 0.9313238598108292, + "mse": 0.0032185151416342706 + }, + "20": { + "cos": 0.9433529702425003, + "mse": 0.0029843107901979236 + }, + "25": { + "cos": 0.9491406964063644, + "mse": 0.002911557617597282 + }, + "30": { + "cos": 0.9507425274848939, + "mse": 0.002883736375719309 + } + } + }, + "mask_corr": { + "prop_U2_K4": [ + [ + 1.0000003576278687, + -0.171196848154068 + ], + [ + -0.17119678854942322, + 0.9999998807907104 + ] + ], + "prop_U3_K4": [ + [ + 1.0, + -0.07354956120252609, + -0.09823843091726303 + ], + [ + -0.07354956865310669, + 1.0, + -0.06813394278287888 + ], + [ + -0.09823843091726303, + -0.0681338906288147, + 1.0 + ] + ], + "prop_U4_K4": [ + [ + 0.9999999403953552, + -0.04680539295077324, + -0.03882935643196106, + -0.04847832769155502 + ], + [ + -0.04680539295077324, + 0.9999999403953552, + -0.017869999632239342, + -0.027729595080018044 + ], + [ + -0.03882935643196106, + -0.017869999632239342, + 0.9999998807907104, + -0.030613459646701813 + ], + [ + -0.04847832769155502, + -0.027729595080018044, + -0.030613459646701813, + 1.0000001192092896 + ] + ] + }, + "bert_tx_ms": 8.949885368347168, + "todma_T24_L128": { + "0": { + "cos": 0.493185225520283, + "token_err": 0.4854690374003679 + }, + "5": { + "cos": 0.7722916670888662, + "token_err": 0.19098860990497765 + }, + "10": { + "cos": 0.8822443547844887, + "token_err": 0.06283830025508617 + }, + "15": { + "cos": 0.9289134788513184, + "token_err": 0.018709073900841908 + }, + "20": { + "cos": 0.939444392323494, + "token_err": 0.0020551784268543313 + }, + "25": { + "cos": 0.9456337448954583, + "token_err": 0.0013560993650989337 + }, + "30": { + "cos": 0.9398069840669632, + "token_err": 0.0003694126339120798 + }, + "omp_ms_per_frame": 69.23341853278023, + "probe_acc": { + "0": 0.6487500071525574, + "5": 0.762499988079071, + "10": 0.831250011920929, + "15": 0.8274999856948853, + "20": 0.856249988079071, + "25": 0.8525000214576721, + "30": 0.8237500190734863 + } + }, + "todma_T16_L192": { + "0": { + "cos": 0.5508923250064254, + "token_err": 0.33421926910299005 + }, + "5": { + "cos": 0.7354670177400112, + "token_err": 0.11904961800016792 + }, + "10": { + "cos": 0.7986631008982659, + "token_err": 0.038033937975424224 + }, + "15": { + "cos": 0.8236862942576408, + "token_err": 0.013450292397660818 + }, + "20": { + "cos": 0.824865009188652, + "token_err": 0.0007554772097708386 + }, + "25": { + "cos": 0.8318010360002518, + "token_err": 0.0009913258983890955 + }, + "30": { + "cos": 0.8285451126098633, + "token_err": 0.0004998750312421895 + }, + "omp_ms_per_frame": 53.34201097488403 + }, + "distil_U4_K4": { + "snr": { + "0": { + "cos": 0.7609358094548807, + "mse": 0.012706214756704868 + }, + "5": { + "cos": 0.8429884244352579, + "mse": 0.008787638427689672 + }, + "10": { + "cos": 0.8978586344122886, + "mse": 0.006501799292862416 + }, + "15": { + "cos": 0.9221130377054214, + "mse": 0.005962589378003031 + }, + "20": { + "cos": 0.9269556359052659, + "mse": 0.005698614472988993 + }, + "25": { + "cos": 0.9324832957983017, + "mse": 0.005604706801474095 + }, + "30": { + "cos": 0.93326731467247, + "mse": 0.005592345166951418 + } + } + } +} \ No newline at end of file diff --git a/fig_cl/cl_results_maml.json b/fig_cl/cl_results_maml.json new file mode 100755 index 0000000..de168e0 --- /dev/null +++ b/fig_cl/cl_results_maml.json @@ -0,0 +1,367 @@ +{ + "probe_clean_acc": 0.8544999957084656, + "mamlB_U1_K1": { + "U": 1, + "K": 1, + "train_s": 1855.3961975574493, + "snr": { + "0": { + "cos": 0.7410974535308779, + "mse": 0.00536057359946426 + }, + "5": { + "cos": 0.8605051371753216, + "mse": 0.003974304080475122 + }, + "10": { + "cos": 0.9055965428799391, + "mse": 0.003153211650787853 + }, + "15": { + "cos": 0.9398714020252228, + "mse": 0.0025944132450968025 + }, + "20": { + "cos": 0.9511017026901245, + "mse": 0.0024232296019326897 + }, + "25": { + "cos": 0.955735426068306, + "mse": 0.002307979795150459 + }, + "30": { + "cos": 0.9574335722923278, + "mse": 0.002284204211551696 + } + }, + "probe_acc": { + "0": 0.7360000014305115, + "5": 0.843999981880188, + "10": 0.8619999885559082, + "15": 0.828000009059906, + "20": 0.8500000238418579, + "25": 0.7979999780654907, + "30": 0.8240000009536743 + } + }, + "mask_corr": { + "mamlP_U2_K4": [ + [ + 1.0000003576278687, + 0.061798855662345886 + ], + [ + 0.061798885464668274, + 0.9999996423721313 + ] + ], + "mamlP_U3_K4": [ + [ + 1.0, + 0.11703632026910782, + 0.08484122902154922 + ], + [ + 0.11703631281852722, + 0.9999997615814209, + 0.12813597917556763 + ], + [ + 0.08484122902154922, + 0.12813599407672882, + 1.0 + ] + ], + "mamlP_U4_K4": [ + [ + 1.0, + 0.0902513712644577, + 0.09627597779035568, + 0.12736007571220398 + ], + [ + 0.0902513712644577, + 0.9999998211860657, + 0.09915776550769806, + 0.12352747470140457 + ], + [ + 0.09627597779035568, + 0.09915776550769806, + 0.9999999403953552, + 0.15109454095363617 + ], + [ + 0.12736007571220398, + 0.12352747470140457, + 0.15109454095363617, + 0.9999997615814209 + ] + ] + }, + "mamlP_U1_K4": { + "U": 1, + "K": 4, + "train_s": 1703.1989748477936, + "snr": { + "0": { + "cos": 0.8594144794344902, + "mse": 0.0069277614718303085 + }, + "5": { + "cos": 0.9325430425405502, + "mse": 0.0036945449772756546 + }, + "10": { + "cos": 0.9527349365949631, + "mse": 0.0032820978502277284 + }, + "15": { + "cos": 0.9693417336940765, + "mse": 0.0027846451993100347 + }, + "20": { + "cos": 0.974255983710289, + "mse": 0.0026865204190835356 + }, + "25": { + "cos": 0.9761006777286529, + "mse": 0.00262830908736214 + }, + "30": { + "cos": 0.9766125748157501, + "mse": 0.0026144605481531473 + } + } + }, + "mamlP_U2_K4": { + "U": 2, + "K": 4, + "train_s": 2099.9137415885925, + "snr": { + "0": { + "cos": 0.7969576192647219, + "mse": 0.005527409416157752 + }, + "5": { + "cos": 0.8958459490537644, + "mse": 0.003535830914741382 + }, + "10": { + "cos": 0.929745109051466, + "mse": 0.003008644887479022 + }, + "15": { + "cos": 0.9538345046043396, + "mse": 0.0025697590378113092 + }, + "20": { + "cos": 0.9618748840093613, + "mse": 0.0023491571710910646 + }, + "25": { + "cos": 0.9661516258716584, + "mse": 0.0023275921714957805 + }, + "30": { + "cos": 0.9667309571504593, + "mse": 0.0023136503512505443 + } + } + }, + "mamlP_U3_K4": { + "U": 3, + "K": 4, + "train_s": 2672.6384410858154, + "snr": { + "0": { + "cos": 0.7566024445956573, + "mse": 0.0063944466987159105 + }, + "5": { + "cos": 0.8714750450849533, + "mse": 0.004172216270584613 + }, + "10": { + "cos": 0.9123313600271941, + "mse": 0.003467886578524485 + }, + "15": { + "cos": 0.9431116962432862, + "mse": 0.002887097867205739 + }, + "20": { + "cos": 0.9531054661273957, + "mse": 0.002762469650944695 + }, + "25": { + "cos": 0.9579436681270599, + "mse": 0.0026892934129573404 + }, + "30": { + "cos": 0.9595861222743988, + "mse": 0.0026592298224568365 + } + } + }, + "mamlP_U5_K4": { + "U": 5, + "K": 4, + "train_s": 5819.801905632019, + "snr": { + "0": { + "cos": 0.7050216964315623, + "mse": 0.008047915536677466 + }, + "5": { + "cos": 0.8337775056660175, + "mse": 0.00538398580555804 + }, + "10": { + "cos": 0.8850797078460455, + "mse": 0.004388278966536745 + }, + "15": { + "cos": 0.9219333533644676, + "mse": 0.0036538032251410184 + }, + "20": { + "cos": 0.9351386456489563, + "mse": 0.003277393272612244 + }, + "25": { + "cos": 0.9412116003036499, + "mse": 0.003101464889012277 + }, + "30": { + "cos": 0.9433053629398346, + "mse": 0.0030744528616778555 + } + } + }, + "mamlP_U6_K4": { + "U": 6, + "K": 4, + "train_s": 6192.80019235611, + "snr": { + "0": { + "cos": 0.6876412417516112, + "mse": 0.008159141696058215 + }, + "5": { + "cos": 0.819275195479393, + "mse": 0.005689024343388155 + }, + "10": { + "cos": 0.8724823503941298, + "mse": 0.004490903354482725 + }, + "15": { + "cos": 0.9126055588126183, + "mse": 0.003712299307342619 + }, + "20": { + "cos": 0.9261461035013199, + "mse": 0.0033560030788648875 + }, + "25": { + "cos": 0.9330184719562531, + "mse": 0.0032503474755212662 + }, + "30": { + "cos": 0.9347505280971528, + "mse": 0.003245274756103754 + } + } + }, + "mamlR_U4_K4": { + "U": 4, + "K": 4, + "train_s": 5354.718959569931, + "snr": { + "0": { + "cos": 0.7151452112868428, + "mse": 0.005541059164330364 + }, + "5": { + "cos": 0.8414680245518684, + "mse": 0.0062078876094892625 + }, + "10": { + "cos": 0.8914026174843311, + "mse": 0.006805360369384289 + }, + "15": { + "cos": 0.9260668660402298, + "mse": 0.007245949216187 + }, + "20": { + "cos": 0.9384899387359619, + "mse": 0.0074955790508538485 + }, + "25": { + "cos": 0.9446654134988784, + "mse": 0.007596960405819118 + }, + "30": { + "cos": 0.9462161396741867, + "mse": 0.007674253049306572 + } + }, + "probe_acc": { + "0": 0.7509999871253967, + "5": 0.7875000238418579, + "10": 0.8324999809265137, + "15": 0.8184999823570251, + "20": 0.8335000276565552, + "25": 0.8389999866485596, + "30": 0.8395000100135803 + } + }, + "mamlP_U4_K4": { + "U": 4, + "K": 4, + "train_s": 5796.766438961029, + "snr": { + "0": { + "cos": 0.7272935093110428, + "mse": 0.006946617619832978 + }, + "5": { + "cos": 0.8484958949685096, + "mse": 0.004622220577439293 + }, + "10": { + "cos": 0.8977697676718235, + "mse": 0.0038188065083231775 + }, + "15": { + "cos": 0.9313238598108292, + "mse": 0.0032185151416342706 + }, + "20": { + "cos": 0.9433529702425003, + "mse": 0.0029843107901979236 + }, + "25": { + "cos": 0.9491406964063644, + "mse": 0.002911557617597282 + }, + "30": { + "cos": 0.9507425274848939, + "mse": 0.002883736375719309 + } + }, + "probe_acc": { + "0": 0.753000020980835, + "5": 0.8054999709129333, + "10": 0.8395000100135803, + "15": 0.8320000171661377, + "20": 0.8385000228881836, + "25": 0.8500000238418579, + "30": 0.8475000262260437 + }, + "lat_gpu_ms": 1.7452812194824219, + "params": 4759296 + } +} \ No newline at end of file diff --git a/fig_cl/cl_results_maml2.json b/fig_cl/cl_results_maml2.json new file mode 100755 index 0000000..b15e0f4 --- /dev/null +++ b/fig_cl/cl_results_maml2.json @@ -0,0 +1,142 @@ +{ + "mamlK_U4_K1": { + "U": 4, + "K": 1, + "train_s": 5965.1762001514435, + "snr": { + "0": { + "cos": 0.5903875235728919, + "mse": 0.006068825869821012 + }, + "5": { + "cos": 0.7422410520464182, + "mse": 0.003918564808322117 + }, + "10": { + "cos": 0.8164008051753044, + "mse": 0.0027814168038312347 + }, + "15": { + "cos": 0.8704769560098649, + "mse": 0.002142983589321375 + }, + "20": { + "cos": 0.8900961854457855, + "mse": 0.0018683849333319812 + }, + "25": { + "cos": 0.9010164388418198, + "mse": 0.0017202156076673418 + }, + "30": { + "cos": 0.9042909728288651, + "mse": 0.0016732445545494556 + } + } + }, + "mamlK_U4_K2": { + "U": 4, + "K": 2, + "train_s": 5568.518344163895, + "snr": { + "0": { + "cos": 0.6585480758547783, + "mse": 0.00562618494220078 + }, + "5": { + "cos": 0.8004514102339745, + "mse": 0.004138905008789152 + }, + "10": { + "cos": 0.8616232509315014, + "mse": 0.0032424702036660162 + }, + "15": { + "cos": 0.9067922315597534, + "mse": 0.002654184835962951 + }, + "20": { + "cos": 0.9229051151275635, + "mse": 0.0024960036822594704 + }, + "25": { + "cos": 0.93115289914608, + "mse": 0.002353294101310894 + }, + "30": { + "cos": 0.9336031366586686, + "mse": 0.0023293261982034893 + } + } + }, + "mamlK_U4_K8": { + "U": 4, + "K": 8, + "train_s": 5635.996988534927, + "snr": { + "0": { + "cos": 0.7966103934645653, + "mse": 0.007616082121618092 + }, + "5": { + "cos": 0.8945015166401863, + "mse": 0.004124689696356655 + }, + "10": { + "cos": 0.9269100804030895, + "mse": 0.003506762736942619 + }, + "15": { + "cos": 0.9509689708948136, + "mse": 0.0027781075756065548 + }, + "20": { + "cos": 0.959079176902771, + "mse": 0.00257474225317128 + }, + "25": { + "cos": 0.9628741838932038, + "mse": 0.0025569569268263878 + }, + "30": { + "cos": 0.9636240524053573, + "mse": 0.002519237624946982 + } + } + }, + "mamlD_U4_K4": { + "U": 4, + "K": 4, + "train_s": 5619.015917301178, + "snr": { + "0": { + "cos": 0.7611450293697417, + "mse": 0.006763041405472904 + }, + "5": { + "cos": 0.8720456777811051, + "mse": 0.00445777553319931 + }, + "10": { + "cos": 0.9139666106104851, + "mse": 0.0036739176262635736 + }, + "15": { + "cos": 0.9426191251277923, + "mse": 0.00309066718025133 + }, + "20": { + "cos": 0.9524768965244294, + "mse": 0.0028845382735598834 + }, + "25": { + "cos": 0.9571917120218277, + "mse": 0.002803497422719374 + }, + "30": { + "cos": 0.9582184610366822, + "mse": 0.002791161079891026 + } + } + } +} \ No newline at end of file diff --git a/fig_cl/cl_results_todma_u.json b/fig_cl/cl_results_todma_u.json new file mode 100755 index 0000000..0204b46 --- /dev/null +++ b/fig_cl/cl_results_todma_u.json @@ -0,0 +1,152 @@ +{ + "todma_U1_T24_L128": { + "0": { + "cos": 0.8074489551107399, + "token_err": 0.14848412508952016 + }, + "5": { + "cos": 0.8736505889799446, + "token_err": 0.0687116564417178 + }, + "10": { + "cos": 0.9246965700667351, + "token_err": 0.010946241790318657 + }, + "15": { + "cos": 0.9398762492835522, + "token_err": 0.006066734074823054 + }, + "20": { + "cos": 0.9469921693205834, + "token_err": 0.0009987515605493133 + }, + "25": { + "cos": 0.9429717653989792, + "token_err": 0.0 + }, + "30": { + "cos": 0.9374454534053802, + "token_err": 0.0 + } + }, + "todma_U2_T24_L128": { + "0": { + "cos": 0.7007968422397971, + "token_err": 0.2686438592173271 + }, + "5": { + "cos": 0.8507629196345806, + "token_err": 0.1031242062484125 + }, + "10": { + "cos": 0.8946104854345321, + "token_err": 0.048921749845964264 + }, + "15": { + "cos": 0.931503138691187, + "token_err": 0.010676156583629894 + }, + "20": { + "cos": 0.9400034978985786, + "token_err": 0.0031005829095870022 + }, + "25": { + "cos": 0.9471021571755409, + "token_err": 0.0013839959738298944 + }, + "30": { + "cos": 0.9430845794081688, + "token_err": 0.0003755633450175263 + } + }, + "todma_U3_T24_L128": { + "0": { + "cos": 0.5810406875486175, + "token_err": 0.3917525773195876 + }, + "5": { + "cos": 0.8211166375875473, + "token_err": 0.13069732814955745 + }, + "10": { + "cos": 0.8936332259575526, + "token_err": 0.047603305785123964 + }, + "15": { + "cos": 0.923269739151001, + "token_err": 0.02220045706823376 + }, + "20": { + "cos": 0.9388238374392192, + "token_err": 0.003470787538219982 + }, + "25": { + "cos": 0.9452669457594554, + "token_err": 8.306337735692334e-05 + }, + "30": { + "cos": 0.9416227678457896, + "token_err": 8.228420966016621e-05 + } + }, + "todma_U5_T24_L128": { + "0": { + "cos": 0.42701429841667415, + "token_err": 0.5537061371489755 + }, + "5": { + "cos": 0.7187287476658821, + "token_err": 0.2355310262529833 + }, + "10": { + "cos": 0.8738067576885223, + "token_err": 0.08148368836585729 + }, + "15": { + "cos": 0.9239599657058716, + "token_err": 0.021345568799561117 + }, + "20": { + "cos": 0.9326754882335663, + "token_err": 0.007691549156887881 + }, + "25": { + "cos": 0.9385586471557618, + "token_err": 0.005969412925505673 + }, + "30": { + "cos": 0.9386945986747741, + "token_err": 0.0015876953609526173 + } + }, + "todma_U6_T24_L128": { + "0": { + "cos": 0.34397646331538756, + "token_err": 0.6302765647743813 + }, + "5": { + "cos": 0.6786150354146957, + "token_err": 0.2800496688741722 + }, + "10": { + "cos": 0.8405428379774094, + "token_err": 0.10923335657738217 + }, + "15": { + "cos": 0.9074154017368953, + "token_err": 0.0349873293550233 + }, + "20": { + "cos": 0.9348968795935313, + "token_err": 0.008653014133256417 + }, + "25": { + "cos": 0.9384897446632385, + "token_err": 0.008099842962228283 + }, + "30": { + "cos": 0.9415062765280405, + "token_err": 0.0011555922410235245 + } + } +} \ No newline at end of file diff --git a/fig_cl/probe_vs_cosine.pdf b/fig_cl/probe_vs_cosine.pdf new file mode 100755 index 0000000000000000000000000000000000000000..b4538cf9092c01d740c2bd9ebea521d706bec8f9 GIT binary patch literal 24472 zcmch<1z40#_dgC2(nw1$(zy*RrF3^oNq2`JpaK#i-AE{@ARuKBQi2FbBPoi~B`qo{ zzkAW=c~tg&AK&YLegAT;JNMbSXU?3NbLPxv<_xEnoPr=!2tmYI_6l^bo(KwpfZVN| zh$JLHV7&kjTM$^*(#O)p-5vzivb4AL2El*~Iv^=2B3m~bbVkviUQlp%^8vw+GJuUV zt(vj++P_|?nZTG!SG zWCBzxrvR{G>+b^sE4uT7dTT53W|LpZF<#=X!%Fc~F z-j#7FAJqOl3A zei|!Aa9lP#cyoEF-hO&Iu(CO1Rhn*OMrWh#RM3niUAXIKfAQd2HgW^0xEBZU@}uBj z_O@k&(Xfei#B+S}v+IY`%_|$P;ng6 z*M=?E5>e^DL(!znCS^1GXa`+nC2n57{PwW4+2Hwgzvq1=HmTdiA^{ifb2-i)WTj7k zjhvqD_qlI&xM}Pe7O7dU_%*fu={vr;r5xhE4~9>fuaPR)QfcLMeNAl+!)Ces`s(5ih~*a^v07R#>j$MeX7UY6k=!=SgLyBFg&nKMpjXZ@7suzzCJCU# z0?N*&-^lb!B-4B@mM?o}_f!fw<<8(`QRap7k-qP>^fEH^FJSkwv&?=Ps93o7(xy(+ z2Ibr+Qs~@0@lrE-!E!3%PIzk^ zW8F%6zdOMiLkL*2+`r-D7bBMO;I#_#_*KKm^F$x@Sv+vDOE?IhZrCc{dv>yHt=@UR za;T@~jP82+gy{0Bc+Ozh#fc8}m#P;#Cg@i&UGIVtpu928&HB|~V8B@}J(SZ&A+2wKObmf41-9iq-x z-8#*-KhHa_OI@AjtE*SfjS8f4^$5=vy%JZ^@2TW4K|{|qGvf1%-Z1s9j&ToxI+az| zQu|2;sj}0uX%4d`t=zJkd*`Rvj282GeZ<)9ZJXGMl~1l0`Z)~TC{8jeX>=Rlfrcv)QKdLuxLai{Y~+2VI7(`6{P6s)mds5;*ZWAPv~^tzFk`Er7x(^2;H^Ed6) z1B2&3^l@n1*t&bUP&Th8?ZG3R(*>0uGv;e0kdIHdpAyS#Z85hArcII_sROU=yL$9u=jVAW$i67M`Qm&6(>|aOr?gIVae`RMsc2^* zGk97xHk`Ihi(Is`3TNl6GKnw9Q$fS;_O?;$sieJH=ZJ`AmA<1`Jpb&TyteX%2#4NF zg1w{$kt`nfm%2-H`I3EwIE`k7`l!n%K-wtfUGYW}W%S8{s~? z(FK*VE%`h0&Mrh;xeK+GkJVyQd~2|LQd%67N3sfUjNTQS<2a*K47!%)&D-V3%%}L| zna8BSb-Xb?Z-?46Rez(HrH*e86OylC=Mm>nDY!@bFmBRW3(hA*7eFtk4T~+}ml#9S zv`I8OdG7eWCg~PU;tx>cqgGa+6N^x_VJk^vg1pUk)W5Cz6)fxOd%@!gtEa%i;&aD^ zb#VHQ-|4vi#eI@tb`#1zjfsjD(jZ>Oby*^VZnD0&2<+9OP@9Q1C+6g0%v+P1DB(pw+zNRT0@-w&>WUuTKzr6B!I9Jj>|7KLRPx!<5 zvJ7U=HI6%Fb%Y4U7+idoA@Qyo&xSQ9Z!x}-yQ|89FHd`8hF)0xlqlh3Z#fB}L#ijg zj!lx24SZSDWh>1^L(%f?P~jWtK2^I^fm%DR%g97Jrn-V=F47jod_`579lWAT)#95r zCn`eaTo5u4JbG&WI?=2rBfGNkyS?lk?-wCLFWe&JSQ(ZTi~5pQEYD2X@LJ7h)Q=Lb zjWEgUQy`6W5>%kGxOO*8h`i2FaFtLfzvB|&?zHo-Z?tFw7=oTfo3aTf6xpJnIG_@oo_mWcX z-Uw|=vu|y%UW}+~5Ar(oA*^E+iH)a(KgKV{Ra28F`2F-6^_?#YJ4)}f$|yKepM8xKPG#}WchBW1*%j!M=Sx*ZNJ}BS9wOjh zh-h*&C{`Gsstyb`*#&jnFqpd>+or_*pmn_{kamLd87$(_oC0{OvBR}6FpVs=?R1g< zU~V$(%<^Sb;qZdmz>mz#n;=1?dfY?LuwY_3Y+63Gcn>Y3k{a zbFF8bMy_0Rdi2JehEka6jamYIJyVsx%YfBb-cr$Jo^t;$(eDgW+&4yMCmQy@h+fPw zCu17gb-KVk4@&3PrM~@48T*sRq4DcI_S^fna$fW{&VAAf&aWg|Su5^8alljWm%Xf3 z%aOb%lf|*ZVg2;F&S)8r$W9+$>5HAa5aLpwle4{(jnCAw_Rqk$S88XcqG7oX;45Mq zI%h?;{bs+uAJMZx)s36IT&ruarb^tI_lx)}vBEBQx%EMQV?*j(Q&(~Wdz2Vq-3tlZ z4+N*(?hXfhNLOjNSNPeFz-Q^1yn|nM-;D|*J<#&QQBC^7g#f}W|kl~1m60+6{)X}c(u!X;hM&{?OyK4WUv(YLn41@#>3$G&eULY zb=0XCC6sC&qx%ko^hp|ik2+zU@OaX!ZymLDI`xUV`-%LO;e(ps#$KTAT=$R5UV-tn zZYwuZPUUpbe!TW-<013=M(mzC>)gSKKBh@M7P)4jM{JWKEC^k9emp!;4>I)e$`e)h*!(R5JBJb1nJyg5MPKHWkw+_3NDd2Y(p4WE!>NT*JTF#zFj=f2`0`gU@Q=nf*sc=A3aE>rp_9jsz0 z2chBZFu;j}J73z6kNP4WfsmA;_rx{k)*( zMb0;E=lhLWIX9gxM&Ad5Xmk|d#R>@LyOtDSby=>^_qOA z#2S@*^Za{bCgp1SIZh8(y1$8}&vUYiyqQ$Lug9dWHswzINV@)oYIAG|MP*Pi#q((~ z@iJC1Zb_dz2Ii69)>U3GM3u+Y^0oBzeyvnd2%^xmd=X@ zjZedN75an*9+m9juRiUcyCI|Bg*EWYi6N5H;92 z|7P|JY3Jc3k1z5QJspWP8g|pDMDN%7otcjWIou} zCGgAB>3-sGTfT8;nC@zVgy7lBTmJjuzN5G>TOfm3)9qV>ArT7ZBe_jWJ#^c-&M6li zlDvoM`isF15d)944Q@@ozdy|2b#|$2ZzAWstd3HEoVL6Gv(fnae$O&!bS1-K>qE8F z%-|a}d{3_j$=i+PxBT*BbO)c8Eu~14$~IU+_Son znO!OV#zU#$(*V^;`3YGIC9;LAt=Mnx4@X|>e?@~rKQN6S@X!$ef(AtpFqFt&n9&h( zf+m^(@XC*jFfG4JwrPSqDQ6^2^d(&muasLBnO7>? zz&KtEw2n~7+t8bjo>3WVd4w1FO6D=&Q;M{q_Lup(ZlS7!RV~ms^Vp`iow^!)O`A! zP5-kVf=Bo2E3u2*G8%X59^^`LXf7H*ot9evij#g-6ntDTFf=msS9`xBZAb7KSjN)Z z_Ipaxz(_~dfM3qm$Owg+PTtf^Z}h z1QiyB0N9uC5j2LbO5M`O%kc;}6M{g{bpd~Wr_2BV5nxjb!1Dm?@CX|u0?WGr02mtW z`v+zGn*^3~w6n7XusSq2XM%1X2<&wP@qxgGjy66HKru(a8xdH~UEj^|2ug!}2NnN8 zC6C&CT)IC=-zdjR(nCOXRgUxfhzOM6?RAx0Do1p=dMLO%$?;KFDO)kDeF z(cZxa1R(+&{gng&OaNMSw3c?Wcd-Se2G;elbu~aI)Ghsw+6qDdc;-*7LO1-o-k^W@ zM|aS2{j0S=haX|8Kfi|-&tJd)Kqg_ZKhQ0+1WD(12uZ}nL!#KRx0_~ZLTp+Usu7n5 zYIT=q03AV8YiF|^HdTY4$l#?VSV%5B*e$xU#%nWhpK1LneGsVgaeJy@Ta+%y*R2IF zYrn!yJgcy_<>^D4?7(g92ZBo?6zMM*nOIDjwluJ>Ubc*6atM9eY5Ulm)LG??D7&p_ zNd-=%d2S$VdEx~@eOu@2>nz)T)NAhVf>jCB*ZU1sg~d#hs-8!1>8&g0hmETG5OsYW zzUZ`j@G+SEDQ7Sd@7_H~vr}u2h5PHZZh?m@GNrfPah!VXmuAJMhdMi4=ymJ3Uc!F{ zkblSu1^ah1gp6q*ZGjNT1r|T1_$YdH|9U=k-#6DvK{^jjG5=iBn7dmZ*Pw1}&O{;| zirs{Janj{0>UWrTlk6lN@2jrXISf#H&eJ?h#!1rVNQ{&-Om}AOK}elFIl^R&fybY1 z$6x&k|AYQSYS+2qLP=iecOWjDEBsiJizGSecUTf>Dk_@5-+S+d$@peVq-YzHb=v0L1syv)~aU37i!~tFWz|<=^~S9l42xG(cBmy?pqXG z@=W2ypqlK|_}v&37zD~?Cs0VVNrcq{SID~rhj&N2-AWAF!rfw|z{*oPyLh7hgF zS}e-qVg;gwXZS?C5vJ#w>Jp1&gwpehP#LK>cE+c1=s~s~5!ea%&V3=vU2nT*RB*7K zzdzNEfe-YK)Ni))PwatuUme;W;0@&Ro^EAY80U`G5j}VWO`|G$d-nEKNNWUr&13p{ zgam=zMz%kWvjxL#ndfJ86{_srzTPnq?*Xf;GF+?WXf;Wxe^k`H*W$lH_IM@;Ya7fw zkAX+@Cfjd3LWTdJuO+omlutpYRs+Iwu>!F-Jh_rXzclwcNorVf82QXBMaMny+8WQ8 z++uKDyIvXY4$X-e)_eB!om7p`01YIwa?lg$9a7TPwv!buh0kr1dne%On2n8(8Sl z^SC#@;Nhe;E>gWVyv*smP$7eS=~EW>9QCQVX?EJX#c%OSi@0=iIy#C(2s-!m->-Ta z>15s)dGpyT$n;{eGfOFr`ow6~m$}`B>g}bh*~f@o)~WzMFJZ+yg?GgsxPQnQJ-GFb zH~$S_0u4`N5EzEdNfE%)_*Zp;BlI9z14w*Iy9ln|)QQfBjyy;J7 zLKuH_tH&NW$u}Lf9ML9BzIM8AK3p?$x2;7giCsd`DEV$|Fh!)9fU)MNAQ+Y%Y*>&k zhA6ly47{Wjve~2Rr^X^h*<>B{gj8WZa$06m`ZJe^4Y|ZP z{86oFv}{(Oh*!lY!?(0M1LU*In&qJ}s!%@8Jy(r5ZMP0Y@z_8qUun8wrsT>>T%Tb_ zxu_;Di*NY0PVZ2%d(?{z!}<h`6i7ta|OBj;rm*Ek=VHZj(*5@vt7 zE0=Q3wN8P@?OyvJt$1s6#TaDwl(7T}JaB)h%RqZqD>c=7QwEWqke4}KP=6OcRWdxk zND^^h+nQtcT#0Si^h8pDd{bQ2UV?Gcikg=4Lcynk8%txECr=Dk zrhS+Wocdrsl@gfU+{W5?@QoF^6Z_@X**8_Dtr%p7!SfP<{=4Yl4-s0xtOU^?Kq7>7 zAk_#1hzMLu2|8B|!Kv}8yI_U7ke10AW$WM;(LRKPhjyQ-I`?e;s+x2qsMyA%2pfy_ z1Z^e;b}+a!B7a~7f3Slv{LYRrME?gnFkuKb+`Cnv(uIspjrp1_zSU{^o1m%}SD%G& zz9mVZM|li;J%&9V!un!OtBQdi3{D3O{s(48P`fJ@SZEwH5D7!Bx{2@ERE~GL9lps+ z!9J1j&?Zq2h8L>Vh@e;mscwxTM~Dueo*}uy-%Vjm@Fwa^>6wSK=9m4&PJr3)Us-RO zKXlGO1@h<7-I=hIN40{(he9GrCe;|Z!ru?X1QgT~&WbN}!l@cmxHWhwndJthp| z!rYEl>Pp06J9R)6PU%6T&I;Lzadu{1{nE@IvdB3YSy(JFn0P&%6Lz9T?Dgmw z9PN;PJHBrZ?gVFOJvljcD$mrE03LI##_z3LZk%E3dcOLF7hx9}7qX1aE3s>?tBl$w zf;*~_c-CS)9DT}u)@72+Jw{`f#KL*gNqBJBa@HZ7&zZ!vFI5#pp-8x)sZA%}tUod? zTmOhE(=?)&MQMe?2y~5a?>;eU`k*e#co}i-ePiTi-4rQgUqOPa==0+PmcIu4< zE&c>m5|L+E-__^s!00m`AkwmbPdZllO5K#&xfRtnGY;3@&1T#sqHD6s78%ahc5i>H zOko?Xct4nSN5e>L(DEVqQ0~@EW$0-Oc->d$-1G@u6$T&u16%=0lEqpobg`X4B^6@lsH?-b|FIB;w=_Z!QSRJsZ!fwRk~5p0)V`>Bxz^ha6TozJqS* zOlz{`vSM+G)Zctl^-hqxn5`o(IHzePkLUWHRZt5DIy@}OyBWEB&lvW=nEsBsy~NfO zjIt@F;_;{oyE{Mmv?TGx5J#w{kWqMWp`{h0@RE$8n6o2Q;FTBDCMquYLi1jZz1knK z4_j}X4m<7m>b;r>ZKw*PD3{D$`s&$FkERCQDppeqas{;>J(w9IJ73Vr#^pc?FEa+< zqY=j}w$L8jNNKt8=hkyL=e@n2P?+|O$T`%=kvVrpT{eAAww^~giJZ62e#$~uJ$j&V zkXH?d^Rb0a7DqUB4Xw0(?t40M`5X3i)BH3H9g4vt76G8Ae{=BUdjQ-5L?S=Y;JhkPaFurP@`1a2FXzM95B`SojKdu|wTmIz?J;lxjTXkJ$$x>ez=Y^L7`s{~` z+T~%nyJx73h5QwLFwWDQ=MNyk*@z7P2X@01Zom8oe zA&Su1;c8nZ3k*@XH9a@H#Blc$=P;K;ol>Zp*F~|DkNvt;xKP!@L){2w?XmOT!xT5t zrrY@g7F};MzCW1%cK3?OTx9Y{8h5f0vgB|jtc%(fYt=2|b-=et^I2pr>%bF);_>Dn zF?g*oxZ^02M1n7{(GdJnFth1yMc1{KN}U0k6Rh}LGhX`it2!NizZ2PD3!!V)D;d}_2> z1eDdGka>Zh%~?9enm8%ki5~TY{gSqp41G=u$BKH{l!Mcrsk0%l1Kx|P_%cj0&a&gn z7r5QBIIWb4W!ws1^G*~3Mto6>=KXUr(xJ?pmk)Io02R7^{$iA6x2M3$oI@>01 znu|e<82nGvABSZT5r5CQH+qtz|Y?Q@622+5_x`})q-V2Gt~SqU4PA}i?cPdd)U1cZJ>bV;L`I!tXfWx#wD%jkpH09|r)`APyK<5icFiUw2irPd5oSOdGa&)B}(9>G-z zwk%SQmJpH^F%P9_HmzfGYU8$%vGkO~o_go4T}JY@jHac^-R5ceJ)Bn_F&_%C6Xqr6 zVosNw^z@P8cu=SrZCn0UQrh_(vZFI*OhKVl@$B%GYpX#XHE*sMGhKU)p?5I2zR*7b zh~%~ED4s${R*`rLGxzLS7QJ}0zfN7u=8Hnj>;KT}kGw_&CsbH*i+ zygoK7HvEFZlAMue=b+5Tl_JVJgUf9N6Q)_ld~p01OmB0dE98`9?zA-5H1BfuLB~>`JtPqtdgg?D!e1PBu zuzHV)kruekk&T_$gT}yc2g#rqWR1a3{i9_D>=Am^gTSVYpe-g^u=|0Xhx#6)q;%Je=Vjj^CvFa=i|*2xGw37}|ru858}3c}4O?55-jo0q#Ix={ThfuEA$d zCi2Nc{p~^GMq{aG=j2BO6hh5Cl?drCMX%}Z4{#;vkY>PaD^z2nX@i}7c7q?ZTpY_* zmAu~E+i!@nXrQB?#=si}zXI_G&>|dT-%CZM_SiaLTh3oK22E0GNVmg*wPal`DG!E< zF*pw};XiQm<+V{sxNIan0pYi182vTfUDY86hd#E$@ElMoURve8kJV(1_1hTg&xsV> za}~QHZLvYT9oKkNx@0V6#*}1{88EtBsCwcv=NApt9%q@NSXzq&9tZF`C)XfvJ~;7g zm&N<6gVTyE+n^!9L5Pitv!#MD(+Rj=!YL@vr*;z`qL>p^Wsf>b4+H&9o4 z`CZxMaEQQtnMe8fg?PyNOG1)i-m_0_G)|Zes`Y@A^%7~w#u7-wb8M8k9oBF=x&yAT zHGaAG4bqvlucdI-M@PNX)p6ujbq;f&G%d=cGGpJ|g>^y6IBTaRHn+*zi)|b-Yd`O| zama9g>wtXsg5BJ4aRQsR$4tl{?S9AuyB|+MByxcoRf+@Y{Q=osg&yzU*oAj`Vjm0; zDGx}3jM@aP*&5yzl@FM0PIHKw%oVuJ7FV5mL6Aeh@5dx~?T)#SF9W~XB}A5UauLkB zL<)+n9))AL|V2=?nn4HDpCor@YgO33R_C^2I9Y+2$ci)CDxZmQ= z(V$!Z`Y2VY-k&@soWrAAH7%tpve+io=W)L zO}2ZOD3UxP*q;}+-$*E+T#dSPn`Oojp-^YU@s9S2JC+4!hz3r>Ey`8-3a2VLJO*0Q zk(&gbt6e^Yd6t|Nag0X0E+HyQRAllA93Hp9>|d0StI>xB36HJugcVM+ksZ7^fzMF$ zOqx9AjiG|ld!+M?X{smBpS^%+h#_Xq%-DGwV@sQO7#R7tc&W96&S}USL(AywHSS)U zS(`~mW6KBm(vMn*16FLBw6WEB`f47X)4gDr_%U3{bF@XEO5_Y>-?*+yqz!Kqt`YI% zNC|!SW-4U1?|S9ln}VFD`RC>uBc6yQOJ@>@S@zGy3izmwdL9C6lcsN2+Tnp`G4uuo zPYMR?;{R)JNNOp&0W0=~e*TXkSjDtcJGq3>=ARFp<>|YWtK~em3N1lYV7t`V?Dnkm z`0L{#%{@+c`&>YFp^w;H-qwlYTqcK{e09;#q$0LnJ6Q%|KYePhB6jN;mjGR{G@pKM z5B#&)s|T@3R@k@rtwf|pbgr41$mGa{ZwBx8R&i3&)7*)SrWAkErcKK&^N-yqEKPdy&PdiTY4t-~A}dG!Zo;Swwn4b5-HyL1v$^^mtT z!o_BjEi?C?xhTi-m1+z+&cpU3t2woZ+-O$w`0wJD%2<3X&p&_b?71PcJq)75;5tG7 zWd4-YY$XLYst)Xlz#cjz*AfDB^n*?J4{3#TER4p-jSLkPNlf)Zk}|B{b`-CXe-Yjy zBoDjW>dmi5k~1Ewdcp0&DTYbcn4K{_S59h@U0ex>vyyykp~Ge zqHAa7!|929p9)mKAulSGb>AlQZ&VtIM5hm_nGKNfUa_wZ7t&U^2zWgfC@SHvou(X4 zoE4PZg%<=zUa2Q(+v>j{d?4X}OI(0*ebdXwW_(4>SIyFAk)(6uO4jS$&nMmpK*lii z9tOwkPZs=e;ab4)g&-g}NeU6?(h^H#qS?~(LQn~g`3XIE6bS9-*fk_q5lUnVvNmWm z{cR~}28P-(xL#1aJu)Z^RVJiQU1x;0KT#F@tUs!XVm)&|+ zSy5njD(w2$2HpEDhJJFzRFNqREydvL!O;h&{tdlCCLJAUk@wbb#V3hMkGu2?!ZiN% z&gHp^Fl=PXM=-Cttx80YgNjSKDc>!zGe-5@?)T56eTf-hPc-~e+Aj8v|Fm*I#6g-U zmlVoV$K_2$KP2AJ9##|2V*%MG>BYMljo&V1;d^Pl(rW<09LHHd^CB0!>uI~sjeHc~1c;E_ectm1#pN-jf@>}zdX6miZ8nD{ZSrhMjU6RAmuqRs%sEMSN*uCz zgkEnIeXh`kJSojqfvV-E1_XMTvbS`Nx=2?kzpcITS+&s7Hm#w9UgS~@d(g97LAJye zU;SmjQQ3^@uFbxO>6bn)bnmZB^|i?b>gzR%zt0xTwjFtRZMfaJj&}^OMSRR_6#0Xd3D9}E=>4t}z$uJ~|FCT=@FGNjoj4(lNl2F18sci@Qh346 z3g5;U1O?Tjl_HIb@&E%z7(Kf`Is2sZeJ)z0`2uVm*M7|5()o~qOIF7tln41)&e{GyQ>Hc)|BRg(9jgdHSYDG@l{&N*q_hi-r zsjKG|7G1pJRmY^gUt3%X4fI0M?_W2(QSHLZ%o99ZGN#+nt~xJf3;Z8{QS=7#uItEC(U-~Oo4;LOYS(#F^4gUcA$&oP(`>1!x4B`bY=YUWfQ};p-Ot| zwqjiHhtnyW9>d-o)aTW%ML&Mz&m%>GlB8{LVccb*ULy9{3uDTnOq4qX=QgH`_!djf zOtliMChHj<}?fM|M(R z_Vm?=fdrbwh@r^=CT|khqyC(PHyX;Hv`EJ8SJ~u;JvL#aX0Pe7E=Rog5!p1l0qiUCa$Uu6(n|z`tM*6mKBsnrCjjrSO5!P; zIvkPco7dquc!d3lh`y2s8nW> zWG}Bxb{s6xjC*EKNY*i=wMOrS+%hH-$rqI@E#1f@WpJ=`ye0Y+nR0dv+1L zrsLICj$K)N70#?=xq1sPul?PQF(tn*0nhe71vDLEo9CE>VHoF_d_q9B|2mheC#br~ z1IH{E%i0(pQ}&S?^_Q2DneU%1e;YiKNKS^!Js%QB|2X5hhYf{=3*1uRi`( z8Yyb{U?52;nz%AVY~X<>IxWd1l!JUHUzFIa&r2U^gribn*8XsUkn@!+@31q?#RJER z7GpE#fMMD9`>c&j5-S+mjlowG`GfVFU`#9epdiknS}Orz`>78lrBX>>o8_b8gR5QG zubosaY)PrgzNIV{Eu=0z$VNE(geomS5#p%h&tjvj{rW(b^~u?cM#_&E7{cH_iv9s| zhl~MEE&`ixJNH5<$&6U`t&PdnzUjWPrZnnRO3of3l+d`A%(gU#Z@lVS7AUEXWwmTw z@~MBuRrHCBmviQrV5^64Op2>cwjk!Uq8otjfyeUq0&k%s=Zy|PPaFjvq! zo#Bd;oKu7FKjwOhSu4=S0oyuH6xrVwbM+)$maoXu|$KbqL0 zz;+QLN=gMjm&FL#jZuhYsP~Z8P1ne4*{1v`7UUba%wj!LDD zLy+wGohkcN_iWpJ;q6yC^&AGbrLWSEb=G_q`J&g~#W7hS6On}13sq>t?c4pb#NqYM zGzgrSmU#Q20+tDb%|q5_xLA`R{Q!z%@4i#NnV754d#a@1UFGaX3W3#o?e^B`=7lD+IgO@E3 zcw`4$zytj6=m(^|f%qY?x2+%g&F^tCU^hoMTM&A&YwPK2=>kHZ)0YOJbJ zYY-I>`h0^L5G?}&)D)}*5(RkF0iice^gw7kV&!FN?QH9F#3u@{#6OvIJ;E zU~3TA2B-$$1q24JIdTAj9YJ6x5ZD<6b^(E1L12I>fNhVzVv)e!KpQ|{Ul7<21ilCY z1FQ!Cu{c1O&fft_=qXSKVB_xqCEyGkn(|X9&(E{PKcnoYVRF=`-vgA6jR~N`j{=k6 zus<3d{|A9dD4+*^YRzABz6l5pIRC;B$bbC6Q4kRN^K%|J(9eIr2Q2%A;lf0~2mSq@ zKR?wW3jeK6U<@3Uj}irmh(Lfdg}>H^eukltM|qG)5s)aLPXFZjk^b?!Fc4_<&u_n$ z^;bLo`u;l~6et7Ok3<3|M$q5FP$UQroKQPT1Lt30BBJOI5mE$oltv3v7@!LSHuxwH zz#lrm3km2t`cM}7Hze>a3dk1yjsE--{PpuJDhh^7bB|2<`iR{SHH6~Nn%)K3Zqz`;lF{-R{S zsp6wotU7+W4M2GKNR+3%~-}J_5&#zyES%g@Nt&qbJ~kwI4iuH>Mq3_#n_BifP47X4n~KU#id#C{7iK>(qb|LQiF z=~lVTLP(~+(l7+dzI_%~NPG&H=aOoK^Nr#hGG?0_WF)3GvYruNf|aEn;5oGf%@jNb zE{pqGd03-4Yqhc{v3K(P3rKOsvV@tJW^uu6MybB_yK!)b?$oU|)0f#nk8|n7)`ubb zQ{^QVqWj_QG$*-cURG>^uI*S~s3W zMwH+J>m67Ve9z>rdS1KbxC4jEH5HCCGL()*Y9?MImPXhN=ZKAP1X{2qu+En|Jm??{s)l>8fuYsI@{aR8HnPZqcPY6=mPkwbiL{u9=}Pd5s)RVsv74h8hH| z4D?;N^$hQ7@H)PtrMWksgLtnR5LqP}(~)O?^kpePX6Sj~4!; z5@@|TMntRFU$RgKVx@m5s5%fk{X;v|VIW{iI8rrrz?1u7kkkQx?uUA+BSCpg!5)7pGDgaiVH2H~|3VT0%Mp|IO}Wa&cn=kV#$spzm&?T9ff zvySBQzqJPn6%zibLBBr!wavFEzt6r*-pzb#r1->B!;z-g6H6)u3y!q;?mzJx<1kt_7%e zO}FRD_CQy8E>)DIEF=W=R>`px7(9gV)GQaCP5~ci$4 zm;ntP0YZSFP+@~3Ma3GbGd(SXQj+m7AfwZxy>TjuAp5#HiCdG96dOlQeFp84m1l&I z!M>e`C(08W>(V9gCk#zS+pGU=yh8zd3>AimphQFgw-vZ!;^)Wz_Vkku1J?R~vP&;( z5D0js7GRjFNT|K8Rzu7I>r^fG-8x0l5P!qaGPL>q-&*$nQIp}QKkm#ER#cL}{+V^S zsgM~DvBIK>4gY@9DIB{yv4v^*S~)ga`&?5B?1E%f!O$3 z16Sex{F;Z29mop3R(G@cs|X_P*L*-FzqbwOpyT`@k?6JDFYiK-aP&g- zR~iB(dW;4v(|_+H2vQhwEFVGyy}taVJSYl+_Ah>=iHaWM4=M@;5Vha(q2R}8Fu;jA z)<;OxabAQW=+)dW^+JT<=+)M5G-0&c_Zv<0*!TlVJJvRc2=sV95%e`Zzm+EASSh5VjR_}F-Xh>D;M#IJRrAjkU>km<4VP$I|l1GsYN*t<{& z91UjtQU?@*L_-t5(L~X!>tAWW%fHtPTrYHNOajxQ=ikz49D?>Ef1@Fe^8y!v9OD@-3gBwLy^DaNv4CI8L%@%X z11Lfmz1sUNp9mV2`HhA;*5^)f9@EU;W={l*(}z2-}%n@JkNaQj@Ht+iY8_xMxjt>wQI_^P$*nR z6bk1eAwImqhsEIse@Q)1(SM-hV)MYu!tE|f-Qt0(qss$FJ4-gtyKe4wF3utX!omVV zd~CK49=N(o2?{#>&pQNM-0lfJ?|S0`S0Qq}X5fxO(Vap5!Md06?G_3Pg;G;ixb6LF zWzx%!dLd12?D9$`dF6k;SO`M#|9hPgAN}vE)MBKJQU84L*wc$rQ2zbW z#t7N|dy(vXi@yIZq1~1l{O_ByBNTA{c`v03`u|?||Hq}saazUK>R}SIrxq}&4Xde< z{JlI}TA8Z!cf&AtX>x&Q2L}fiC+j30pOqOK>y0K>(58M<$)v#F<0zh!ot<5os_@U| zN}M}?zSX|6%2OmeM21l+3$Ath_H8y{VM@-cj~!QkD!0$OVWA#KnebMJT7~j+&a<{Kv;9BaQyP4ielPZ{EB? z1z|84U1uWgHux#u7Ki6!IHq|R(+$HnS~t_AXs&p!ENZol8IUIa9~L^uM*MRgD)nNr zo9Er|{M9MKXq_pwm#zLi5*XZ=?3wTJa-BQN!#IuUNl6i-75A!L3!@BK|2-4g=UqP- z*906(+1uM=HwyGznsD|asgB9t5&rjp#UylFZyk==R8-!&0Y4V2aOQ6;sRXkT7In+x z{yzs*g<0yKeZ@q{SKPo&b!tr>UyT^}_1h?S;Md4@u$1V3??u}>dPYb19c^||sGL6j z@$%(M{W5c`HvFZs{|>lVX8Gv3C48c(yOoudSi^!mJV8D4A*QAA_E)0Ei2u6|``asZ zVaYD*xC#{JqKxc4mr$o{Ar;zM_nQAr13aWzqz^aJf?E$uvw3>Q1hT6_Dm4Blg_K?W zCqrn{WAEI|AMb%M^=L4cVfggvlh*CqxT(GPPrJh&JtF1e=Dyn0qRjv3-;AOig*~WG zp+c#e)9(@$HtDSAAc~oPAho&GBgo0kO_0c?kaRaHn=no_RPE_`i?xXl^l|}y%^Xja zSF!$Ebo|8!Qr0#$*_oMaGt0p?ISF?egoTAs&NQJ9>L&Axij)-;u&P|9$?7IchTJxG zgGOrZb5=QxM-&zD@fp0svf0F0Ig_aNQ3$Dk1JVqSFd19~|Oyl8X z&OE-dCU0!~YWhz{M~8l$C;w*~k)L1E#;+Hz8J8G;2**;`t8j5~vGMYf zv_+svq)f(RXm}Zmt4>xbzD7(umhs)4`Tc7E6=cyCVKGs2e`n}}_a;Y`^JI*$RVQ+! z+1FE}J|?pfBEe!TkUZ^{+!O9K^)Ro+iPitNwzajj`EZGe_s*am+{ojxF+=(|)fc@s zww2Y+-4o6dE1p-1ba~y}-8bRa%@tQqwf^XSnmS(}l|mAVZ@gnkT{i48H zGB;aM8DzvIp&-Bqv7(p6&%+wX?f` zs~~^<`t|0QyzdS9=jP@pn3!TeeY*ba*|VAXWV24+^@hlml@;4p_}a1NeezC*PEP!~ zMfzB=9oQ&(A#)TyDSgoE*Ic%hhQ>_+EaBndHLx+eE2E+N``!VTDwq)GiJD-C;gS|} zp_z2wH3c`fOUl|mdW}gw_Vg%OSg@WbVYG%yb59?q!+Ov#YZ#ZswKLv zj0nGy^=BNfcDZVAfAP=mD$|xQ3mL&si3v$$TQHP_M@$lACbbWO`Fd)6b}sI&jz>b$ zFEXj4)s)$}-FGZ~w9$6$`gQwn4{_4hJ~Bx-hv^oEk2`W1J(60y{ zL*t_{xy44+Wbm?2!&!3KeYSV+-W{3JsZdVVd38bXyUsKR57}{fTxVcl@c#MoUS_|o zVcmt|xApbRsJ;eYFH&a7vgbwvADE@RDNxt}t@EyuWnSy1sOI))D&c@5@14rE$vP!% z>K{LUT6R5VvA{zo3z#Uv@}ta8jt;J=tM81vz^a^V#s_BB)X<+hckbGa8zeOu?d{61 zU%w9Xo2Vr_D;?F^s(3R)mgV5!0PYwi@-xSI5Md&;0KTl3Blwgg?W;=Hd50a()*K`@C;}fyFJvu2O0GHLh7c-|y(^Mo@8U%>3C| zE*oDJq9^_M`Ez@|cFxh5-^tNK$MGulRoOsDa(qTrH~o*VOdmX+-l1FyXplWUa(|YT zGzX_5c+|1;3FlQ;cnr+YkmX33g?;krwbJ99ToDOpKPke$?;Zzk?*UA>9VG%?6p4lIz!5%(X{%oczuUvgmwsBiVI-!{T$QMClak zN}~q}l5MTJ9v?IWeD6d<{LjIvX*A1Cq<%N{8-E{g?DI;>G1LLqQG3^)1o#A)M)^-E(7l(wzu!{jyOh~N3cqFvA(!;s0NM;&j3Q$jH@F$lYzF~>?nEbkMc$JVyWLQ}O=@A#~SiVQ4{TV!2lMPoIYV4R_b5G2l}e8=zJk;m5`D`tU%!kTY)6XWI?meBz_~IdtaD6uB=n5C`FJe zR69>XWT8~FwG0hoLJ7!QEz4(m1e@A*G-YTu;-?`8LCwYq#YeX$uq#opvc^N9g5Aoj ztz|T-cJ6@SHu_<_RAslnF-tG$%4TV4>3Xnr7fKlu;FJ9>xs%|dBfsCP<8-5=qfxQ3 zNZs&U8Nn(XjPXC*#d~GYTsMt{gKv(>*A{wtlZTJ5y~LzW>&~6jMFe%G1qz0_c&au8_VMA~Rm|CGaWsn*HJl42KvRYzOOU!ps+^dVwcDd8 zIfcxdQ9wYl;3=W9H3JSSbDorf+{`8>MsxgUr%mLmbZEuBuN(jjkz58f17r2jS0t=% zy4G`bEF9_^!a?AKhC|uvw|z8L$@=AMPTOoV1Ox)8a{8kH{$$?!n%-w$3F)E6@8A+- zgQKeG_h~K0jeZQMkT1-$tNxh2jW7)6HiS~)azr+u7kD%RfNn8@O-E-SyWCz@(&wXf z94W&>30byB1$l7Rd#+E#y?uMJX43h^&GUdp;bqEe*RI)a?03bpc0K3S6Y^Zqf1Q^X zIpI7rw6_Gg52ymOtb(#OrK31;sZu1FLLwJo$jqLXrX=7BT!kPmH68&0n?CtfY=Bfx ztqoM~+@V2<{?a*#V7}~z3sn@Jvm+;7c4@E6#>VD69Ldn8lbupY|39MVZ@$RP{d)c> zk=%X@`O;1bl3+6xLN@@HX1;!nt5<4@9+@}QriR2nR7zn0WikN{PrU3OLI_r}eIg6@ zSFtXsaFrmyn{Rt+J(ltF2BIN!*yZF{;Z{2u_NEFOrz#!vqOzmZQ^jW?sQ?^T(MEPq zdVeN#=^aGO@1;SKz?1C^ZOHc%6UI#svr>Ho2*{X&27ZM>{`P9zX4yGRPEUUf@$@~E zT$a#>lcu{WuHY~rIVp()wj2ry;hz9j06GH6B;DQJ-Yex@nDyXlnZVP->E+3f5#zbq zIjXa3b?duEYi=LP{0}`*&Hj6nkqV*s1*LbbtutMw8<+A<;deH#j8<3((VGj=16(6P z^)2u0INPVbo34do+_;^#j$!I=CRReJ0ic$S<+>U9LEru1gmG^-C1#jtiqKAos1 zr;qS0tH-qs4d0%Xpm5nUSwEzT+7ol>4cC&{`p7v_>+u&7=gA!t0bl|eBA$v?&7u6> z8Ml3ycIG3n#pA{=U%z%W`X9Oun|R^zFB-v_TOF@%a}+-ud`0-Y+gj1mlH=mViwOUK z<>OuPr=Z09*5^nKwJ0V#Ovaj{PncRIdhD}|a&O$-8wKiHtLG=5*@ZFArMb)KE0q2C zVf}k;k|`!TKZ6lF-GZSd!iJs{5T_6d72=sTU@MB%HMq0bkAokI1@D=BoO%fLK@?Jh zPmlky1+IOC7jxC1J$fuW@Y`#(og|PH-i9wX9{fzrf7Nray?}+9{xej)WWsA$T-8$k z=!xU_i`@F@#?^vDnT;X#=rA@yEEklZX?+wB2A~l8;aH83oY5%uxXAdQ0aqW9R-KPpaLA>D)}bIE6lSe{TLV%DoFT`l`VUj<_@(?tRn4=m z=088bR9}mmLAx!HS+R52gS;nfe~p63MZaGw=q4r!XltcfW1#ZTahT8<=W3&49CzSa zkdlm=cj^O0eSPnEKa6dL7$5?C>nh2-bShaN{x#%W@6?6MIMK1Op@1C*emR!A+vTfI zokl;*drYz`HSTOvrSl-*7C^!ANuSHo2gx)I5M@vs6KwcbOxd0|GR3$~ zyTH)`{(wr?ti>U!lD-Y0gGJ&^OG}HrK|Q+7zes=0!^7ia#%E=#rr_ExiG@mX+<-to z2RER1c`feIHdmMo<@7(IM6=ei|Ts=PddX~z$8e&d9r$0=_@lk%IkZq>8TH#=;xe)9? zzJyu-%(#l=vniZL_DH}mkc*jCYtOC>v_!}TlROyE)zZp*?6o^zoW$DwL3HT6i!X>& z%~b~iB+vRJM43YN#HM3@tIN<$rwg_`W}u@Z(57CVbX9rh#MA2Eq-3Y*=;-)#9EWZ3 z#l!WzCTE2%d1{qlE;aV!Eb6#pe0z6y(?j{0y{b@#y?BEkn?Y*iu3=d!k?2F{+U7<8kH|lG5QE1d~Uh4DPq#ur7S>QXo`XN zyn0IeA5x4nvP6YY%4;6{N;KT(W%P5g{P{IwdhvHqqsT>oz-Sc}6(PpBn(vRV^u4)3 z2iJ$?CJYHeaC37oj${S$V z=#)-$N>y^G>hfJd_H&Sr@H|GdIj4MDUgEg;{_3G=X%?B7ZHcGP_%|)`d;m{?I&xZq za_Z}iO(bqZS-_ro*}|^1{sOl9H>3@Cr4_KJ;@a`-SE z(D;{esvi)T@K|RaNU_ig7}IaiPwfeeDQ!hXF}h9r?^ytQfXW*c7l$r14bA3RdPKAR zv)7?h_lyc1)VT_T9^Xh7fI?%&|C;UsRO}Zo=mFzrS5=7@3Dit&ZtqP8HccCEn)Wl# zVR_ef%WZ!a*-7$sG3B_N{8QJ&1RdE%x$*SY`o7yVI|GDGPJjNc-vxetw0^nli2e#7 z7P7|Ga(zCm@c~Thv$)ME+ob2u#UyVi7>&9(7#~8uhPnxf8xIc;YgzUE?JEru`;86e zOH1G0kbvNEe`jehNa+?cS>)IiUVVjb`FeIsC5fe}j6>H*?tQW=B((3vFe07K)osqz z5+g<(Ob@E8H?Av-+I*(BzI&HlLPBq~oaXvSCJ*sNUf!(X_-^I+C5ay>j62N+xW=qHKd0 z8QeS0iK(>b3ca;KM87SmDHNZaoZL*=1;}SWkPa$EZcifxqpv9`>`}c)U{tP$GVG48tGUhJCgd`@OaU6S36nHp3 zt;k3q<2)e=${;XCOW3m=djX&v2%(01+gavVWudADydd@))*5(oTNi8K#Kn$|6dwV8 z3wUloQSblAQKj}qAdv6*^XGlP9xSa;nId_}fCSXUlE$B&b>+T$&TvTqTPDuYs>|Nv z?z63U0MqkVpKuW!?ybi!_0|ejj23B#)jr&|0o2xBYShTr!^6+t0etd4oG9IC!9JoA;Ir#b2(X)kxh0Ayl=Smlj8%LnL$2_X$tRkVN-vw5;LGh{(hv;5se z)axqH%YXSY1JFHq^T@lqB#%@%-@bi|`GYND^EqF_w4q?(8z?Fh0f&FZ+1>T&cwnfU z0s>?Rar|J62nWQ(#Ml8_Ox;zzS%8}n+E2zR`v}ojVFeY&sebuQcuaZ>n}E>V4vSNE zw}%!4qdN^RL9W$yAq8P;;Qa15<8Z+B>%?$eLp_#<5ER{$EEw5s9im&P0kZPY_Bmb(?rih65D@8e-KEL$gGkIF@0B?(hehfEkF`N3LQsK4Le+&Tcvi;8 z{L`}wHJ+=6u>@#!ndF}~Li8Imq2!hT-XsH0>ZRhWVYxvLzU8u1d+qDpvG;aDsl6lB zF05}03xUo<;uQw9>Snq$L*UVO*3c?3D3onbxSqUt5e26se^r>C6uC{P*I{x;v*f7O z)C+9Xkb8jlb|4}=D6Oz|1tN{WfPgCgUY}-#Cv~AZ#4}tNV->ZfNK8yDgY;lr`#^2A z`*puXApRZRgc?p*#P5UHRH=_Oo>|8^7l;!i2;G-4CQ7#dJW&Q0VR_YRBou zhRReb@#^v7llv|J1qSVLXk(DhOMZTkYL1<&bV)W(*{CBNC#2~AiuYg7+dltP&7=uV zEYw;2&=!{^4yYNxo^30~GOdz|b$Pke6yZx*LM1ExhLuwy7ZHSEHV=OBwRQfRFJ8SW znxe-YD;-}|RaZwNVDaM4lk^*tPO!IGJTX#Y=VmUb=JODPeACBN=vs~T^v64#@~Lyo z%gv4W9YA2OsisCW6?p0oiri68)6tEb>G;ku3`KGeUTSY{z!vk$Pv{#UT8mFZW4{4S z>!=F|u+a6G`~F=ig`LfCSeD|?*Bmaj{DOjDo)~sLN|#R_EKz(t-V147S~@zRbf(@} z{hEt+4O9WSUvuK;=La;02Q4Gy_=z%xmMlMzvZxrvq}ybDAzybQM^)-w(*aeqb>6MT zRuunOmM12}YucX<%8obWY#dsnH@h8sUKh2EhDIt4flY%N1YKA*adFyTzkabe6Zc%N zBat)qVD7j>W~+kbY@py%j}`bTwbv9aQMq?mAwQB6JjPP2TX^zhr0=)0VX^q@>w8mj z32l^%5f{&&KW~1{y}@+a_Dc4h7kn6ZyCQYQxZHkm0w0;afVK}Gb_SpAsZfLkt*i5# zwvl;_n-A-~pIVn+-5e4o^zwVi8Mh4P|G9SIL+G*F)m$oK{@{4lujB)2z zn1*tVhlAmiKpzVcs6Kr75Jx6MsUlod1;0AtLGR+upY!T849>ocXFdfWA`2);&;^fY z$Dype0IZ)yKtI1{JXHZ@{>@Hn-nBwciMvnu&m0A%2L+&;7KBwRiq=g&2BrC}LfgkD zoJIv6m?Y4K@ZnStke?;BqkZ(naeb-*N)+Tb=ha;J(TkA0#OG;R))LJzc5H;$kEGBm z0z|1>FpQEE5r+c(3y%gV}WF)l9nX^RY1c~p2KSiAO%Ge}#ul0D~Y zJhXF>igA=nb`x|%keD8ds0FCTF@_fv6`e<$E%HGM+4wB-HSD%hSX5MYSG9!F=iVt& z6vh-?Dd8(NaixgFLF|D%V(A!50KG+eqZtP!t#p3HvrdYIL)#>qC&DB!r$YGUO$(ar za~#==gqYNp*ak)^*&%30+vn78+lp9&@gsYeOUnu0tZ1-r^S?fIcD`M{L};=GHQS7C zDZUx>z1?1_7i+7mlK7X+5%Cto6wX#y;dwvoRV$M9Y=gA^*K-$GcHC16XL)ZTPaV__bu-zRSaEjE#Wsml~=mpG&FWuv*Swp`fOmU5!>3&O{zI+0I z1KZ?@>9c>oL`u!1F)i=q#lA}iD(Rh>XVzjt^cfdD7WWD`E&KYSKTJC77Z3UL@Ls%V zUOi4pMfJUUV&1J_xz6~c+Y%C4k*-5?w#Sqc?D|pCl{AeVF@vOI)55oJiATf@k_P8B z@&;V4SC5U21&zP2cHio7Uy@vS_Tt6J?3V)0MosBFMraBXyb`F8$Ted8%WsI-i|BHnojk#fd7@w6R4#5W##{(qFDC*Q!Al|S5(oL@W(Ru{a|JND$>X}5g)UzQBUlbLjU z%E5E3;c91kuMjJbpACd;Rp1&i8=-uWDM^EBm`?+muA)l8_pJeIl^^9sc*+G z^&(gMUDqZqA04j;b^)o@Ha30)4Mb8#Q9|hBb-lM6$o6E0Y6g94OQ@%k?mtN(hCtd1 zHEr-g8ch3Nyc!2)1e2PM<^}gxT>_cDm8(8xj@Fbt;4)O_Mm$^DWVv%OG%DP&3BuAi z(K5aKZlCQVjaGXzdF0=;vFyrn;c20Gh}o_?^IXc@dGt>HZY4{`>9){M8=sJftxwmf zlb^TPRJU1+a>!g}P$ME*YJ6{J*SELA@TMXscQHYs4XD)y>**%zPG`%?#0RSNhP|_A zy=SnFc1i<_C2XXOA!oK*#mhv%^APy00wHPp8hGMff4n=6bY-#E+APcS@e~=UiVDg8 zx>ufvH8CewnT7m#kdylwzaeio;xcc+CYtm1s%zV95@q4AsGYBYw$^Hb^o7uD`I5K6 z)y<)%m`vS!&AB>nw5GgCu6(-TI^rDpnnw#oh!PD6>R08o>Fl(8-9i{=8fnVvPwKz- zc`=PE{7oAky0qy;%G7tY5`P$>J7@hi6hQF1JR^zGLhvuZdU>d|q04vl^uCYY%Lq3u z?Ru&yJNnw{AJ3LpJJY3_RRMXd2~Ro!r>3weo&FUIrDR;rsQ_C^KCv&IdSo+&6&?G3 z9Eq4U=qy*nD5x2xHjf$ABC-c^l<&2l?$SrUb8wgm;x?ynt)RmVdX>V+TsGRLp3@R5 zvsaV#gO|qz^&<5h%W}(^f^U5cTOGwc3 z`i92+ITE<4+~Tqa$*X^yI0q4=A#C!P*aQ=|*a-CG8LK{i;iJRnfDf*g-f2F^D-=yE zS~IFMYlC$)IlFoFy;2{O1+y^CTzP52Oqs%W9UR45)RNSA&tpOi)mjDl-$cpzP(#st zJoHQZh1Bi74IrdSiCic|PA>=a4So=f&62vcRw%ohbFqThs44I7==zOTl7QtfMG#|0 z$`p=$AY0cgm((2%y_EHrN)PyBH{m(%gb0m%v?NI1tP@XqjAqh|IhB^=9sCRe+~9v^5#+X0G* zVT@AcgvL!akAxEbS2p4fyU0w5W=YG7xK@tGX%~obwUz6;aTTbMJq3dL(QU>~yx^h7 zi%dil11yO(^Xo$&;DXF$0mJv#{7)br!u^XzM)Y?GYStzSJq{YDMr!{t`(@ekSZ~-b z1G9I*-?WiGLxmH?VZ8BK84HDtEANRz%*Obg;;GDJ;8lq>!YB^qr(nwr6UEQ}|b#C2aG?st{1z=Cm5c1!?wg0w>(0)z1V`}KEQX_431`(TPbD>NS zqQL#6GtNnfZR)qF!e>(ZUaboY1vqHfERY5G++R^@QSeMDU>CV~n{%PnkDDtL7*Wp6Cd;kirC&K$cOSf{ z#mo2V`}~&W%uq({W5Z-7VaEP-W@;4$r8_j%c`Vs2A~-6m<)xV;4$ckvA2&Qh`kJ@- z-EN%uk}fkovl39;JMUKMNtIpF_S+VC-O{#JZm{Ufo2bko58D{%*>VU9k^?p-m?6Ri z{bn$M9gJ~CRgNtXJibwuGcJ{Egf*ZxAxFS(tDAeI(t!?H6zJE?$enzbLwK^sB(hvR zN&F6OzR`%0G~fR%(PsLBMn%2#9qISQr2g9 z* zydHiFg)@nh_M-+v2>qCAbOcW}_UJh!&rfB{X~+itSViP$PwZ%uX% z1$m@6m2ETGu1&BJ0^qE?dP>w`w>P@4YjF+LXDhlmRBV)b;twt*!#X1EVT%y_X$BU* zNNrpWwZyTfSp^~re1`7{S^YM!P?;dI|J7%pN0E(0qM%?GP^ogq(M!y-e)OkcB5?il z+YWJ=LGB1R6lRP=pXG+YMt&Nxt07(zFxeph2h3-f*Pc{JiPb*TzTd&8Io>{|OO*_R$ zTCljI#Y_f@1T@R9?l9-yXE|>R&z1UTqFTtB4J5cbB)rh<7hADf9j&;EW>9@Z9}Luw zLs+=qB@MK%Ip68Sv!>p&ct`7}CxQ^Ov4HUBkjQG4P4BmDhsw1H9b;@1*gD();VSu5 zJW>X@-4EUEuloOB4^5VEOkh64mB$1S%#h1=G10tzoE#nbrgL=0Cvbmqz07Oxto#!T zQnxQ|l{9X5FUdCM7r2SHOZ>H9> zYD(!H?IbaSH1|A%t_9MF0~OVBs{SFrr|E+mkwlE0k68+HeVN1^gC?EHYuAq9 zRc^6eKG#&%;w5L8Lk0-Y`N6JJgnnN@}eTKm6)lXJ=E*%RUWOj2zhp;8#E!LkvuWp z$HPskZi?8}Y_20(+_qXM3?Vi(3M?&1K?wPBa<#Wm$$$8C$L#cu{|P`h;wErYXhTB@ z1)Y3EjfSX^t(0wR4JW~QJd7X+IRy11CLPw3jYyx;X|VGyZO6-<(8tT{(m!UETdUU4 z)}}<78`6g>6-)2z267LID?lKY-kWeo+^O2PZq4n5=I{_Bea3~1z_ZXDc~pA@eMsA_ zn+$)SsP|1#5h)nxz*8r*wY8pSG0-?C^ry7!74Dph6ptAOZhpeefuO>jqoCIo5saM>mq(5Ic1m#rM$}iRD3(Y2n@84{iKQ)YFa|u<$tw~h zD$NNBLDR!AMe^;bNlHMDcwMA7`Ra52lT}Bl)>N%A(APa(FmvWAF^+l^I)%J2K%dO zK!7Y*$>0yvEjB{vHpOI{gChiSJ%ORD%)0x`BYI&Nmr|y=C#nr%SHo z-~{79tWeX(YhF7x&#q}|cEtz$=0q%kyW=kLi;@Ke1<1Kc5;S{!K__>=mlzAh7>6|Y z+XMqPNs#6P)%lzG)$uPy?#&(VO?M$g5af3GoXw0I;xJ5tU@vf*Bc$Z~{ePYm?0q<3 zTjYc8=wNz1_zf;xxByN#)$7+|3`HmHE5TAohx~ufwTV%mxHb7DvYZXFXhQl+7=8yf z;soO}z{GGJ0tR9StGVJvAN{y`w#DfuSN$2f`1wiSnZ3!{xnTyA4P9gD6Tx#ddy}3_ zw`#rgl>XZHp_;+@v!5UG(g->8<%nlh3xt%I*jR{m`mLh^XlAlpdXkb7165eH8k%z8 zjzdJ-ep_WQ0zXo<(sz1(mjUdS@S=jEBKECYx3a}GOG=@PAP(Xem+r<$9pyA!qd0-{Bt)41oCMcjpebBhtwsakA%ZWw0#wil4B}@`*DK{y0d}fFKZmQJQz}Xqc!Wo8$DHuSdV$TNuohio^`4{AEOChJ(2|*MW559K^%2{zq!anG$`b z&~%KYh_C(qAU#%!^4*Py@wL`BtI2)77svcYGKEtu0`@KRlLR9jD_Sn}P&kTTGvqHJ zT_jI#2|`+XV1KoDVYHVy`gQ)VjFAAPmH^~XARg?HtES3YjO2Q+cw7p^-CRuB^9%`R!9eRvehDk!MwAH>k9yfrAG7Ix_hUPa&w^76wYXz;BXT5Y7@S zanp6&M2kxWjaRbT^j3fl7mG0zpD{EyV6zLw9{T6j6;h`921ejYjA|i9g(?S5)w5T= z29kSC+$Zque$Vd5{db}%UmH^6$L?ozl_H0o|KT?F?iI z-SPLgT%gqieYbGTg|b@qPzll?LV5g5R7??y?h(aZoB-8A4i~-S#f{g4&$&m@u!@1)0Y`64)+J0!X@Dx@dia7yP2& zUmSdSMI&80nvzo$g-XmYjHElOeHw9<&xYkXoGs@0-)@AV!Lk;;h zFp!${d{xhi9miGVW*<(X(iW~PHXD!Ph(&0dE{;K>`J-5ZnO_X>?)R!JKANkOD-8@F z>W*I+G%_{36$AFh1Jc6HSEt}m7qa`-9yD&dlM>}Ss`dL{u{>M#95=TW_~nqfA_zYi z32B{*tWNmxTJ34V1X}J zQ>d_H5^CX|D=KTTC=4E-$3~457G@5lN;}muTmnp^DBI-f-G-;4y)l@2nWtgVj1;D% zT7Esirbs|(#)I3~T!>N2y9B#X)}*wAcmHPTlOZ`g5wo<`vaGoOMmpJFf>i-TCw#C0 zkBp3zIj_NEPC5g(>8yXaol^e1x9wpuDw#EqIi`nYOMI&2^o~ca3H1ZR-+vaZ7VGXs z&|E^Lr@AO`Hm`ar7WPNdi0?;`qB8pzvEJYOSauM%%5&N5=LfQjEBRNjuLfhc+$+I$ zc`@^#7FDB_yk~TKD-O>&4>v8iy2^=Y8vR$}A?^lx4i1=bu!q7_4+lFt`|C289E0x_ zONTjOwh1a_Y(5K(UJ(Re*rQnne%<$4PhX%~=yALb(DF&_QE}ut8$%Td4V4tu3=}Gh zwVvVUh1pjUT6)Z5cEa#2!q5Oa)4mXD=Q!;qV4>^|?>8SR|AosM^MkEL~w ztp#=U4d-?K*S6n(C;iPN)MvD*H$m#+ynNXJP0q+m_N&em`pHRr2H3)3slUyO4(4n2 zcT{fE-kzBornBf3blGZb&5DkXJeZAS?`)T+Pytlb_o5dq3(~NM3{aB_lbfWU$>knh zjIC1xhS5Sz5~mwxswguD0dS^WaYcjHDV8zERQ@=Ho0##iND!}jDr^AdEd5H_R| zxist~NvT-q?C+wqxbU3oNILJN#RkX99EH}b@<;HVC$uaTh{d;PtsqqCWM|Qs@c90N=hccRQQe1r$vF` zTiE&|1&nWyBK@{4;bk(BK6>d2^m}Whhzy#dV|r<~ZfAgFuzVCVMS6~|ko~eu8(|9L zC2uim@fwyAT{K`u&4hNa;OUa%3Wt;s^6if}m#O|UVi?YUS6-XW{TnBw;z z)#}Y%o4%A@q{!4>&jbM*7U1A0G?^V+nX~Pbqo7O#@yC3rodu5jGvy~W6V^xonsXUoU zT3Hk;xEC8n3OzVrnau$BT_Q-&GR6%J@Mc|*p&Cien*1*_IbD~81-=o9X781sb;F9m zR!^HEZR8+gT8bb|-fB|3J9rl*5C1Y27>RhBf^A&?Ta$U@$m^Pi4SsYLOgiwHH8Mk= z?{=~s7#Y%}@WAAozE?(6DaFBXOR+fg-%-;_26ZBadc#YOwnciO)e@l;uO&iDbHmV3 zjSM(dXMdggkYDh>b$@e9_4XYzm6Pb4k*%pyQKJ!L<`A*Qf|z$J+2hwYJQ6yAcBh=H zg+0m*!u2d7*0#z274cLGwU0A{i55yq4UErH8yLdE!ZI5e{KBckMQJa6_FlW%#}M~o zb0R)L%<@^SiF*VZ%zjJm+SI~!-?*eV+o_NtH6zVO!eNzWyEe8N|6R5)RuwLL%R;FP z&JJ>F*xK9KeokFR@7ipDnULc8$IN~o`xA%vW3(hppy9>=Vnw=uj!`2fp;TO;7RMbVL~nWpGZy)Vy)h2he(db1TB!&wXibrg@7Ngz!! zMt%K6Vx_VYz+6DQ){+vKUs~?u5k#^Pdd~zCZ2Wkt$-&8))3VyeK&-S%l~>L67Xs?u zdGL-faRAK|lpil`y|ER6PEhw3u1D0Xv!4f8Hv8Hj<5|KGT#MDv^ z>>yV&W6dsJ2OG6miO+LpCh^GkMh%NIkCwE>=iWee6#9!^cS4rQf4HIeqLnwk{dM~z z=eIe?2}Q{RH0Qq*A#tSUt8=b5gJ5}S&~uZ|7@b}1A z^Dm1rYoQU@W4B^TrvtfPr;sof(+<%2vofZUp)zT3quxCNzVzZ|ZqPVPz`~%;_tL=Q zLdHuddEi8BSmzdcv>b|^epp;>t`^ZxLP#ve*V|WqUpBAmLU!itq}Ox@jBiB2aHnda z%-;fvAriYA(`AkwPWrRxbxfJ2;1J<0{&)5$4E%fous>F4Q7%Nh+sX6n!!@Z}D#y*Dy=o{&vAp(S2 zB4!@uoAlq?Qr6zJdE4`dNR^%{REAVRF}M)3X+qHZA1*>P2~;!&Zk+|moq}f7X;-G2m%$p<;45g zr10>gYn(f1cw;nZ*{!@)uQl*N7%vwmCnRCHCzq7b(qY$#r79~`GNR;@xFj7C1JBFdK?2dIZ z2OSuvqYQ5=D}=7uBr~C4F0ljApEHhE?!g!(JECyHTnF16{@;%f&|aWa8=c2lK!wuB z#4!GzQ@X?+yr}e4_c#rL&N013Q%I3els`8f)7brDb3iSKO}=orEM19-TDxzfVcj1*Bk0z5cYDfwcI;sS z62RRY(tg{NJKdJ6Ib5sTY-2s40D*~2I`ZN_d%>bk#MDZ}uypA>z0w~pnT=p9-#3%n z#uVl?2X=vMQwc3jURcB!I|*M+6---1UHUP*Zi!(yd~!zN@)bw1^n{jshqVZ8%+Q3$GHKGvG$%%0Vre`Fq>o#zRAELdn^=B#-yo&)$*xha$-E73=~L50#YGG|JNxO-l)Wxl88XqMRa?!l0oE&Cfk0tzd(J45^T#IQ5f zu7}LH*JmzJFyYj!_Pwyo6tm58;IhrE611NrO?>(kX~)iiqY=1j3zepHmS-XI2>=0G zPct&1)9StUVZjyL2(~Oqe+#`-z80}^#FG58O;P}SADEW z!to=c@O2Z<`5*T+`SDSVJQQ3KxCS9?H~M0*ZcogA7Er_vky?rFTm(LMq6RKNsh}vuyU$x|5 zn|eg3Jp0ofivrbei;GK^v0jw2lcst7dMgZ`TD_8fc&5&4z0<4d(4;cC?MvDfVV5as zuqn;zHT|K14}bXfN}c_0vGcsBkCb99JFnRuo$&no*Z1czXfQuvJ?@is9Cpxh%a;Vc zJ~&|!I=w7GB6mFz`BaSRaddLe{N8LSJr$1k^74gh{0JV@ME2rd{;*toojkS7VU|W= z2S+Y4O45IowF3|)e4qg}^-OZp(K#gSU@Yr9%!Bd|{;jwi_S{QIktHrT-&PAZ@xE^M znf2|lNqw)kWh!G1y@FT&HU}@;f^e`}X7ML`eb}f3)yH53mLzQ>Ba+d)p%4jMt@@Ub z78D^imrC&R&)Y9O8_q6w1(29MV$GBFjH6#N%Td%GNexE5m+wP{T`oIT`+48#dP7Gonz|;+Q1nz)P+Sz4p!R zj8kS1rcfvtFM-kLGl#pYZP0Tl_gL0tzT!!WNIod&n9Ou@XB0`e@cvCoPcHKk`RDE^ zDB5uRxw$+ra}zx^MT(7js)2)LyK9OL(9tIj%0xHtSiVMX`0%rAmi&U7{IheK?AJ0P z^={rIeIS+gr;@J+Ot31@X}`&ce$=?bWX+(Or{j-ln8I152WjYh;~FjB&B`96FA#|9jA)ryDzR9-A-&~O4sXz}p# z6=`1-O*f!ms=C*c7R82(XbRe^&XZ>q#9+x%0m3NE|-BGwm~63O_~7U7O5Q zj>jpm(Vz)!Hsg?ILXYlmk3B(wT4e%yqWaa&EMGF@;xk})eMb>r5F9R7&puQ>{sZm9 zC*pDc;nvDzsj_GS^ECHQ9*XkpxdDNKP~6)8>_wM^`og+L1TsB z6W#b)(cx;FLW_%`$zTqB#3wT0>D3ObC9@19)XFKJV8w_c${eAENI?sXQ;y8x8L=Aw zweR!~x+J5rJ1Y{in=J~ptF@_B`~eEW7+|~1M$j}VbujdNRT9`8P%lUm@J5^D;nOcD z(P>DrA1u@xEQRTTf9eX1I3lv}*vE9S-D?N**822Ew0 zLl_kF(Kwy{`TQe~Tfz1s`&-3>8|wC?KDH`hr<4Uv-wJ7jUdHt;ih-BuwvQ+(-4y>_ zkBED?YN<-+2I-F2bbi=TwJ;1r_`}gsWnH@q#*(57uCCW}hK9UNFNLEHel9fG6^RB3j zijuTM!Jq2&!m~?taYOltd=f+{_&Kfw1|!W=7L4_E$!>G zehL*X=h-<6S-orR0)D>F@J=hop(DW>@%~Bl%7>DY%=2R}vMma>=x55O_ATXAH_1rN z{BdhZp|V!G-lB4eci2LF4;@06z9V&S-B6n^OSGv-yP9;5Nvt6bZ_HB<3qul77DIr zUUL8+KL@!k#UJpL902Fc z(;Rf_!qv}KIKvnsK4st2AF$+7si}5uo($vIo6jk1)LkL9O+(0^O{bQ-hj&~qelX_N z%TZ|P@;_#1C30Ju7VaaOq1wPkc}&|0iL=z3t4XKC z``IMt<_1(cxh$TidQP?#AR`gBWpgeApMHRX#H5dhq8pJR;s6USu7PEwtMre z>kI%w(ev{1Vye|@Bw4@UH>J<2^PDxOJ?pvjKI0RxRIDJ(0GynOq% z2A99Cd{Nfu-_IqeUXN6jU^YZ4`9+FeW7TZaOEoV@}V7 z!M|s4GY5O&{3brWGY+ z^~NgpgX&WvUsrXl#i+p}qSe0az_7WQ8Os`#;aFlrgj`RCo-j1vEhoK%lmNKSWa+%K{iM^IeTMYE);q52~W6e-!z1Pn5M?6+h(ci zT;f8cm6MaBP_#1*?yg&MD&v>{FC)d?%)jexw0)UGi^{Da5fk}0_>)??e}em?b`)6E}`Ay+$DK|#Z81{ zXRFih^3#Y)d9tbU`cujF^-mRgIU4dV_zego0h%h*zlxgW<#%2RG1N$hKO!nY&?y%4 z@(#3YjX#5TWpEs2@0~A>E5G{+sp{}pz1Z^e9mt0%Q%+|01?YyyV(}Fi+C{;JLh+R) z#-jRpO@`czW~ZW|tHIsfZoJ-r>v{ffca4knIT9l~i=a$8CHwaX+bxiqMPfX8mir1d zaUHge0!;oU_OXjmMk*2Z!L(xd$zEO)9wZ~;L1Mou);Z*89CSHWS6VP&OpoM>iM2RS zWh;NLkbUpoyDiRJ^2WWNNN;pm-X&75u4%cVa39YsSc;qLR0o8!|ofRQd?=1C2@UDq1}%!5@97VwZZJ93bt&s4^Jc{c%BRV?RBd; zrZtaFm{0gg=83#zf6WYuHOYam7MRabpK3gEfs+(mumtyuJbmwOnmxftfwN0yZY~Ry zTA(ySy!Uj`J~|#IPPo`mulxk$2Kgr(X1x7HV9o|=%lM#&of!?Q%6gmQu$$wtjOKhw z(AAJC<`>^$k-C50C~+}iT4z6Zx3%pkLQ;QAffz`+%~?a&un;{kNV5 zj+}y)z6#8xpaVBIbwx<7T*)e&VmkCuT-IIxwj5hf2%0AoDr~}1FJJEbJPMi)SfHe5 zOg()XprH6GIHyIMW>;Vkr*im*BkG*aReYKK33499G$(lCdjbd>MCS!A+_P2Tzh5yI z{YD%nwo7#th4w_z|DWe>?XZ@6(9_T}2~!z1mTJsY6xkV_%vAV(D%@og zI@I#j?b$!p2*!1=e!Am%=gN%m#QU~^!U}XYplo5VX!+xi|IAbXiMohnDEjdaGSBi; zm|1H2w#V;ldnkcf*`{-f6>!nHcuFZ+C0wH1or!lj~F4d-#u@Y4`Ox@-zHS;5U&wTeqj>9CI=M?issstw3JU zt%+z3tFS=xfMLE1Me`r~hNHpk_>6ZvGB3}v;naE`P>SyqR&~JX`Y~*zJ z@#3fo?gz1;0#~SbNHT^3gtZJSIBLX(-s{NdSB-DWi1Kmol~4iF(AeiwC=i*RIl~7{ zsuT>zKqsL%!+#0cgnZ4~!#{l9jmQo>;mGSWAy$cTQDmaI@!!D5EUQTl>TQ$n;#m!^%R_H*`SgrYtlWj%$+CjXme#vQ z1x_~(j*}b&(PibjIFM#Pfwpc6i$Rca(WPLLJn$wWv&joMB?SI_0B0a^e>(H)l{W0| zK0LqLEvcO2r7lb)odi?_O^gx&x7Tj4@ePVF8e}iU*9wRoSZEc7lGfEQ9xz?HJ;|36 zA*@Np5uBjnl(0^!?LByGT@ByCw6AtBM#I}!0g1;e#(aSr9Y-sjwo_OP^U`-26$*u{ zv~KKcO%vO(?PEvr%@_JhgXoVVCZmU_y?3kmP(_VVIJ&f0;!P#gs2w|m;H3zmXZHOAK`nW=Zbd)aT>;rUxt?a9_*1zd zOYuSz=crHU-F)r{-^9xdEbADq(HW1sL0kRrlLVf<`tl#1d#1@Y|7bMdm#DW4YL2I- zbUxK8%F2=~O9d-a=*0RF>C4-nGVb_TbmNu7uNmQiH{F|#MZ&5E?4XS6*O?LGB0n3a zRK?I+3Oh#j6@!8S>gxdK6UA48{*&4D&t(nynEH*Mjr#e}N3Sb_3>ZcD$g8L;Or)h?*K>@+Mh5ZXyBIm3{dI<^RR8;&#guM>u%Llz z0OoF|S7v>5HO2bq${;ao-72Z{`YgHYPaaQpYO@5g6b&fiFM0V= zxB`r1C01sOfS(!(u&pWW-D=xByL_9$wb2;CvPJ?HVS%6$FOufBDcfC*;qNf#6%Fo} z&>gEcYUtEhxal^XX#rhn-yc_TwA$1n*0%c=?MeYNL&dvU5t8+62*ASzi)wyvUE2;a zi3y$ja?Y00)QoY9wba9pG7L^;icD+2%81$<3;T*i`F2Tu(HzCbdK4yl-HK=mQv`iz z2(Q4*ADgGYoZshMP*hMbLLC8VqkX@sBaj~qnise?pQ4$l<#cij;D@sM*o(4PzJ9AE zjBvQ%)N%|!d(%;+b?Zu<0KL8I+xD*}N&Ibw!L4;uRaaZ|*;$33aVlL6Uc9kBw`#>x z$4G&g>D#GHoDWhZI@8^47ZUCGlKH@c4%(E+5zQE zq$@(W>2YWrt(u9i!R$eML^*(dhcfD+w3nwe4DQy2KX?G(3r)*)nwnn<9Dq z)~hc&C%iX%@NtK4$isovjji5#MtlPY_omA_ALCWz!r`py4azj{PbPonrZo+YE-`2L{+Dzt5x4hI&9q-6X_0SQ5H!K zHl?0CNta^EU_u>es%AM0+vF@caN|LRTzvHC%~kT-`iSEptPROCaq%NHXv)9Uo#dmA z57TpN>2|f@-%9VYi4|R%=03b>OJ~k4hK&|v*@w-P@Gw?IfF-Ui>L4*;YQPXkQ>$rotCw%#3i7FCo`wc1UmTM;Q!k#Q7e}) z^->XxsxvFM08CABSli^)q`Fb(l9lB@A-l8$L9m%yhyr|x`uA5&-CXNn^Z;HbunHh| zH}J{MoxUo9Dy}sg971Z0k>cuWJUoU**^Rjw6}R7kZ`%AFR+_W#$YSGxW_P&#(Rs_U zaAz!`TZ=nIsv=@GgqI0qLYF3QYd(`pcL__J7O{ew6CktM$|(f1hD7{AA^{v2tkauZ z2Gs;%(V_=opn!6EXZJHUs82r;jQpzQ-^VKXf$zlT`Ie(}d%aWJIX8d&zz4J2Dfl|i z8peXT;o6X8BB*oF!#IXDZEyxmq*p!1`+EY-x%qg|B>~LAKRTDf7c+LXa^U@>yPPUn zA71?XA~lEV4M}lSW4K580(*!F9?fVlQU^7VAYl-JK`Y>S;(AQG3c0y^AAK-0jF}#f z6AO!n#H=T;p!Ao+WQ1ZS@`C0Hz?#TE`(55{_y9LE38pw1Lei?Fv_-RKNRuh-OmZ>-YL-<0|v zs~1j;bwKZV{J7PRWqtR`neAZ2!^?QVo4Tkom>rg|EPu}Pk)D)bmVJW)jj@;wFA+`F?$8_!?ACpA{-n(%x1H zr=J1b@E>Trai`6<;C9W#p77|xe$)C-S^{dH|6hfp+ON?izReaMl~UGAnST24O@CnI zd+uh)t4^U5Wkd~r&3^a8G^V4eJNsQv>@EGFChH*&`^9Hqk#K9redeD}N4YSc6Gg!U zk+qbB1RbhiWQ^jz%SVC5{&aqGQRDlIdJ9S6+%u<6Wvwd!G35%hIXCNI7d5c2FO7Ns zUqFnlW`}oFVSlq85D7rl7nz&03~9Z~W)J^1)Wa@-{|0ipD1_nyF+;A?NL6gVYjXT% zOC!r2Dgcg&{<4_m4f`JdSGj@3 zJbOJ_hi=Lxo>y_9C(e=g?y2!DU7C%$3ZVtTw~z0fl6Y1I)L=V9og5u+trJsmj+oZf z(kkit{ z(j(7S|Jg+PW~nN5!?Wq>ubngbjrr8!mAWm|2~KqD#4ziI1m7A~zvKqN8|u7vfFz|( z@B%pO7CR5a_UAuuo%WV2p~W+w=Rwk4EJZb~*Nsy=VGkD-v0r^y3Gowil62(^dKM_c7o zf#7`ewid>XPemi@PT~_bd;H=%+j*Jc7*GsoD2O_J zl3j?5fu}y5aD{5al1nJ$MAvppCOk&aBM;B#FIVIKofwo=k4Q#eyhdyA>zjdJElx){ z(c@EezjZGT8)nd*9ea;fqxkV#A`U>QYtqWNfJEHccq)4F`WbH2=OcMihyM%}x%O1X z5dB%>@h0mJ-S^t6l!G=lo-I35rWduf<&Za~z#=`kjTo?e)heq{ zD0s^It%o*tiN9!^-2hknO|v?xsyqZx2A`)>vG8+b4Ckv|A;%>c4$1NCdIS^=_ljex z6>q!$=UN_Ov=xDy+ib0(x;g=$L!b@Uzro zI+5;W!SFRlB7uYW)Yo-j*U%32)M z+$fY6Lp9BlU93~B__xam@^fxBkeL)Rgu7yXHd*k-)8nhdCJ>Sa`DD?*{ogq0#5or>NRTp~3lMt++FW+7ovPRjlI71l)N%7Cp zKf}bh0G8p;+W7xYlU55yS%tp1bF4KRLlT^M70BnQXa{~4&m^Hc#(g9Aka(fdl(M7{84x#kCj zp*!2uN2s2DGZf=^|KL}M4?Xa4+J4WC)hYO!3~BbTS%G{IVn=!qm4eQt+ZCb2IT5&Z z^3?@JSL2Hgc%DpsP4gqebBhaVOwfG$7DiOO+Tp!n>$iL%Wnsw9pF%CLnZ=tbkzS|? zz&^TzE8i*V!Q4u@-!;4w5070P-+aujAmL?cu4|&42hnnbjb)4dRyv@)Y-+e_F)?F| zeLx$y5q~Qw&xMC@NYW~2Nu>BxXzofDdR#vPpbZG$?R+|vYT%t5IuZ9_w&ID(-h-?w zLDmEF!z8A7zALQxDg+rJe(t3@U~o5H9U6Q$pph@yYuyGscVTqYc#0VJz`ZbIS6SHk zb)k>Dydeb3Z@k&PyLZWO`Q|yXG1cp-M$D`HKGZi}<|u{A;ca=_dM_cKou0V*8WI4g z41}uKFtO0djleF2xKqH4f|0UJ=O7F5kH+lY;nALyBx&h-k3ya}4r3*ytPE1<5w`Dx zRzupi+SXyzPcYE!ibY-=a0|oB5Xhs>eMs~B+J%7~45c;_!5Op#gBP4euERAKk8u%f z3cQ~+^H5d(E=kIL10hodz)5RI$L~cmq~%6aB66wYc)b0;J~&>h;Y|jkGJ-e~lNMa{ zdA*~Wapv5G4FCBt#0?W5S5J{5Xf4D-l!Mtwp)fJNk_UJ=JaAxIxH5~GI2J)&mFyu# zyNu-*AZ2*uNVn_#w}ae_nK2HHA%yOM-_;9U4ItMly~*|{7?nN2&d8f4rxiYC2LJIi$41@f3dC5dFc17!#iZ}TD`tWs5N51frU-O~ls1_-u3GWjj>u*xd-7><3 zpmpu61MfN$YAOtDi4ib~H;2KSfb377@0p#?avqaSNpsR^Z`?skVFO*5P@&;W@$H=M z0ytR63nCIcTzcWkKE^IY?)(O^&@&PY)J5-lHH2X|p14Rfh(ekN;=%#lTx`cxTI)(g@0 zaZz(xK78lpL<4eoK*^i^J{62PvVa24e!m<#VOIDW+ZSl>mYSrORX(r!lwEZRoH)D} z+Lc^OPpkvdH)1!Y`uJC1Xmtu(-|HS&u>}+}OYu ze&fVpynK5eBPXa3)GI|rolNilg}Q8+Qgbp>60qYI>53^&+j3 z{+hF-7QrsBzpHHh@nvi1%U4GSLkeaFr@CT2_q2 zgmEBK0|Nu5EvNSgVYJuwa33+WY21g{uZn8K?BYU1I)>S0*(^oAYo7f~t3BixE}Ywt z%l4ZvMT6=p7AAOcYAR#!v7<7XlmJg0TMJn-fz&b^JS27aCB1eb8P4IceA=*nntHk@ z9EK7&#LNEHTsqQ)dm~RgHZaII6e6QHqvAC;vc|En(ArU%#f8Jc4q6Jz1NYUZzSgln z?)*$8+O-;@2Y1CVAKqVrH=BB)=fu{QHezCx!Z(*McG?ihm;KY_tTwH7l zBar0|=mha&4cQiU&E>j8io>vm3BfGv)lTK5ojBXfMY9WI!@eSm!}lj6Ykau!wt+M+ z^q*+@spT|!A6Hxx<|!Kl_gWY)-LL9C982{3i&@RI=gR=TP6 zfSy*38;A8<*#YLpjdUiu2YU&*8WlQ)0;Y4y?JH=@@mnf-{KX-v^?N$P{QLl|ykcs= z=8DdbGKLM-`OJk{M!V^GMUPbbt)=n>plv|mTIHsu@!Ju5N#f-^u=e1duo?-m02Wew zm*6-M#VhQpAaST9zK&q&m|dhTAZv7CN=vES)KaU+TN>HqH9X;NJr?}=&|qw3`}_0i zo~ODVx?d6HGB)N+@aV7pJChz~KeD##&??7b?tkAFU9`Z*L^ER{H}KMsvsxj&!!$*% zH>9hSjOC%9Zs6E!Xne^4WapoanmB6`etl1TU0htGEj?`UWXWO`;D}Ri#zpqsQ~ZP~ zl59Cpc6th!y7O~rp=}yDy}6?|9P%oL0xN(}6q!aTFicnNQPIzNp9!6HVVb$|5Ft}n z^;lo=R==29H2Qb0%lH}F#?rcGm`Q?UDc$OV{ztm?$G(4D0>Gvc zo^%e6&Kfs5;e|xq{@($wECf97qJv+)dPSOpr_%#@VMc485)XS0vTgxznbf*w*b^NG zlG-aaKeeHxym~0m6_tF@z>OS|iQ%03FhP^nDC}GbD~}%+{5{p{i#zsJ8w;{8oRLqAB)%u;r?&p{3>5-e zULaFj|G^?4GEJ*OUc4A`YipiePhpGG=wLqg(xuyeZl?^xCTz+2>4p>bC2vTaZ+x`o zk`>&!gfL~Te$-jgqb?}!sh;ZUsyZ^>5`bDfZs#aW7H=cHAJckbN2iY|-8to*t^Jy0 z{|cNtu&2SR@Vw?eduhwzQBYWjCVQY1KEa8QT;oMyhMM97c7UNoW2Qg=HwBQU^Rw%0 zU-(?kbjZTq!nMTj*L5fMB(V!9TDSauwQDXC1)<%()#SZ7z3U<5uQWKP*+igLDbnES_-NDQ_$57T6TiacsYFT$oL@Hn{(4>#oS=o z+^YhmRV8D*h}w^RP+Akx;{*G;TbC8=ZbdxX&H6_hGA`n*L=lIHN}85m4FKPnW(+77 zubZ24wLqs7k+c0XRzuk5)9#)z9=r)=M|2bbe&-(?Tsa;3fPUp>y{4BawT?^oX7t1? zbt;D_73y2*9%z1_BT$YE?wS`Sx0{TY{&dZYzR%hG92+rmxC$^(Qb4&hZnn5UUQP}t zaS=@$j2t*WQc5C`rH1glF2o~8aE>+CsAUO3>*XOfx^JkI?MN6U5g@<^eKcT zjK83iV}DcQ<{5^+W6Dj3%=Fd2ca`m$HPJab;UmZqn=!Z!tKM~z0-hsE!%zEZSBD(lzsA6S1yyr7rv3gJO*XwZVi89}`XD@g80 z7S+=cjwq;4LxGq(h*;`$f)JZPf*lSIP1IGrWV168Fn|+d1YvSV z*3W+14A`33>Os&!T7trbS3TebO*rHVxGZ(gj-91`UF(okmKJ&pnd z%f!eV3q3S`Q0j&cptQk-LHtYnQHXcA%8_56?R<_r7bwiAz=G3HnQ@|(MvL|MhIVSz z9`V)(*QgG% z4e9VfeM3KqJqa4tqnvF|Cv9*#kTMNn7DfIV=)8Kr-j+@KA35fCMCT5wL~Tj8%9)01 zrpDvaqQl3kdOUuqo(3id^u$3acE>iDk%%7o%tJi8`AV5(8yhX2HE*K0W)OJ|LCEZX_~&ebJkSqF<=4Rz^KAr z#i39_l>1|O!74wgY)iHujtGpqg&mcb;(e|Z7KVo@OVYDQ0;b>qdXD$zE?4D9F5XZ@ z@*G)BN6IQRUyc3K&|%oMgk!sul-|>qhx-j&tLS_*(}LfNiiwF$+{I9e^t2joL>~pO z96}pG{|5(kJU4P>n0_Hk6vH}bkbk-73tG0MhBnXacbu7)lxLUs9~n#{mVSY!4Q=2x zjx_^atK9HSL0FumiuGNw9F0Bs=oeu@XPT}0eOihrUep0*xnlj-o5sqwN{Gs&V1qB{ z-SGJ^V%hOH3|`)3xh`Qb;P1vo)^R7GYtOB#yR^2Y`*C00m2FohhuXBhyM|)**?{V0 zI32+nG@Q0{sCgq)C}=^GiCZW|w@SJ*crgEO!25mw>p!2~O>CmMTKp^PUg}~5%^sF$ zWQ6IFT}%LQ!(PSf+yoj=784j4Z3&8sMH_>c(d1DK1X_d$Nm?LEDi%@LNTmGTp+zCv zz(9jEe#h8!$EB*VFJwNRt{@oGNGpLAs{X61BgUv4GjKhLHte|kA2I_|s zh5{M@WH-!s2Q70%`8?}#)V?kJZM-?+nfh-cR%{4!x0+1O}&W6x*) z|0O}u7JLJ;bAnQ*dxO-3KN1OA#qsy~hc=8AC+S&}vU zQlWs+v8x3!TE(kTE?HQEjlh6|C1Gd=^3ECns#b+98TnuYk|k%A)M?>URbtp@#)8k} z*zx1!22sz43m>>jm`&(utN90rgzkby76MapFN0xFjM>2cQ|c7RdMGO;#ej4QJ| zmZ#Xi`+&st^z>dTU5)>-9ma@_ePr<%X$=qqr930AkWp-kR;RV!>l4e?M3P#n`!NRW zTBVaEKQ+E-6R$=rpd~h{Y!Q2F;^$}T=6(Fr2%P_f_g+Cy%l9hgP&>{{Yun@yDLnX*}?n zr-v&O!*@<$Fpyg;l)kr1KK5Sze@{|m9K&4w6P{SbUvDP7M^c!dkTEdCVPv+!T=etZ zwIrRbdl7%5Zco0yGRH?`MZ|Oq9GRYX*EaoiMuM4_?~@@--I?L4@$02N$Nz>&ns)x) zUNYmo3vd+`Snexg(Pfn$zxGG5(WPg}@wxzTPhdX;+@`YNg9P%F#H^3P|7RwzRNwk` zgSF(Xj1fFUF5;qyI#g)x+vae#){<~wut8%D8=9g6fx?GraOCbG8~w0VoV;W+*WdV@ zKuttP0p6G2&YKlGf)o@9SH(q{PB|x|IZ8nz_)b`n3r;S}3yGNs78G>&O&_EXFD%T5 z;Y9WzcUheMqVOEe0z$bXkCL|4*F)WhrqCeDc?dkKz@@am^X%B6tAAD(#Q*6jgJ_uK zMl51ygIyXZhqQ5X6SaE)yr-BHn{(WL-5%Zs- zPh`Mg6M2uYIbx(%>O{Gl+Knx_OQ`+-t7R3DS#l82{w>_`BB~%SH0yfOQPV2L*R2!v zE1T5}8%f$ltbA*ry2h$LJS*(uOvE2tf%Ej^oIl{Ad1KjbhK#83Oe0wE27xcA-x?_G zH=8JQ_5Fplf|q%IJ;c@+WDa6aD!ch|GFdAfR)8V9Y5TgYw-$UR7UxyyVELhs(hK-D z6>A^h)Cc%2Z$87LSc z5J3M!Asi zj|>}O%N$(ZvU>IEyUrE#v7DFqqL^t_=^eOnT%_rP@y@scb%hbcz<%s>haf5wn-h61 z^HAGRUlV>mk||?I3B2?%MF=h_jd3vDXV4f48xq=b9P}_~U2xxa)PGzNqBl47iS+HF z`3oYE-=5|l>d&NR!uFmp$H;z!bBmX0bCbMaA-jd|ZEWt)jidY8d>-0)u@>@ES%t|0 zAi{M51j%}|t+Emw293ERm+M~{d!6eaG9=tpi?;=n^eHjx!TwFT zO7YqrWC1F|OQZbbh`q|reib4hB$`lX*t)Tk35$>@*7FOfpjBoxrzN3bVxp&g_{TCb z^FqVEn@kc0eBA#@fzPhd~wc1*0)PP`a;n%izL>Yb2Di4R=1u zhCFh-9o%;JxltcC^#n5}7W@i!xx2!rdg27Jfrc=d%Eqx;74`lIq^x9%YB)04aJ|uD zLV>EhbhuOKFG5$zduy*zt^}}6+D;3oZLkEpBfQIfHMXeSf8apnE52l7J8`YaTRT0< z@ZEn$6rX(fE*SyvC6=9Dj|o@>R-H(PJKFl~uw%okao3|klI*F@5)63GM$S@JY7=aA z;uu*x)ZNJPb3$RqeW2*$b;E+|I(NT<|1zmw&OsjJ{55Y&(ESZ5USzg0xj##8zh`u`&2_QV88JsBMya>(#cGR5ti)Hd@c0mdGIJ3b!Dwf#N zpzeAO>}Tej*xJBbCXviVTMS?PR%^5uxzeP>C)2gPJJ7sdNV`ohM)||*m8Fy6v~r)> z@x*=VK~bJr_Yun*Ay49e3j}c-R0W-Kb7&Z5dCZ(N=t~}U7X7O&^%3~oIO_CwZ$40R z2wL$-G9t~>eE+!Gq}E$qFB(5B7^)BY8Z$HZU^X+18rfDmvh3_>F0akLJ<=T?`@6 zB{lZJG;?4SE!+4JDwSF?6tYUq%8wSs@>kx?S>s%eH}B4YJ}V4LYyFNOgX2g>A<+qV zxhyyI&^mfduKSHBk471wHY^GmKN1iCX#loX4~(|Aw+FWY9y18N{r=lu<`cDXCsxw~ zO5d>KWBx@J96>T-g_|q<1r;71&mCtRxL~a{wfiR%X3tQ57fe6R$j}d6hsqiwhfM5i zM~zX11V}EC5`mxt>i+fHYq8+{?|6o9E1)|vsGjvbhwCG|k{?}up-Q@4;ga~=4Gfh3L6iXw;&zBUM^a0mjcjSF@lfy8 zD*MfeF8%Dk0|htCzt9rjE^5c{02{x#jF=_i4OrszbCTuSwn(d-yrShsv2P`MMLBV0 z|95gv!z0XVV?|c4Qec zF=zf~7TjKA!g*H_w7zehvya#i4HrxFv ztZHa(ZS^WF-0Gd*YUi**-m3lR=IUc?_uTx{e*9b<_DDunU*#Ajtg~R7lhY5qzRne@ zsh?l0sgt-_T>Ora-*zB@mZ7qK;qE(@1oI;g7&tjyF79e>767{Ke(G31(>ME+NGD&5 zg$e65vU3=J(~H0%{AaK!FAl3YDzMSS_$1F(i-9J&tnBPVqJ0CrtF&ZkBdpwaDA-U= zRgyt}TAIR-qI>rYq0Pd8nqi6Q2HODshr%(!+x`i9q}o86KAt^gevQmg{3n0xOqnh8 zYBB^w=)8CD-mKbq`9HrkQGxCaP;WWB_?({``_)iSWeGF zJ^A++vkl@I6OIH>A36#qF#wvG(=T1JTy`Pg!j9T*`y4i2N#2zG>soZSI=f4(e)%Xq z{_=BU8s%!MHd_om%#Bc8E>)j+Qe3Qm&E|sK&395K&FcSrdTaf8CBAPp`;IRc%ngmd za4n%lOxsK>_x*(CxmS)^d_F1&-(O!EdbHN<>}XnWf-(JpO{JkLvVIjb&e?!e2RGr` zFZ;JUI8ZfhP;G#+02-!& zYdFZ@^*6SxIDcUzEle`&SEXF|$@};25&AU{$cMFoPEJl!pl1dA?9_v8axVt4xN)(n zh6_(qQBu-S>V>nP-w6;AGVBYzWRnx);}4z`4yJ$PcpNFzTUrRD{A1XD=UG^I=T13# zVtVm#p)5#(-__GTPs64Ru)cBF|*vE>6C)vp7W@{XQrOYSJ`5;7wx$aUwy5S&Gfzc6cfG z^!06*Vt!^UB-z?lT+7KJGMk{O z;mqRA+>Ft2aR*+QOJ=dvW*8fpn#LCI^Y+dQxRuMp358VeL(tGA7H$BO3=2JGeKBBX zVV=6J-EYsH7{r21028vw$K&Ij&KM*xgRdX3R#lbyGYqM>HxL)c$-40FW?)i|k%buI zeA9j817#DF_!X6flXFd zcUfj;Cdg(2lRLI=C%!x$@2(~|{ald{pF5+LE9i#tME933Oq8HspIHG;uM}1I&O}`I z$sMJXS5(j;X|DeJ4D`tXhRalnbW}mXDp+ST;ttCS#mCFjMe%Y{$dEAL4?5E47~iq& zO9LSXNJ{+rvhikzJAen(7oMbeNN6Yw)j25<7cK||kM$qJn5MF!p`rRD56{WFg6ST_ zG2H&4536`MQv%EboskE$1HYgDAgiXvi)pva%kF0Q1B6wA#UnR^RiA) z3?)Gny_>iWeY_{LL6w_ls~U5Y2jy2D{ZE`$0|SHN;Bk4lNW;jx%=-c00|PU&_^JE2 z8eBW;qD700R?#NuUmDSaj7*KV9{m1+>RMJ(q8GbZ%r`3+XwU;8-7Go^A|hE{5CSB@ zM0T;8nh+r*Ba&vKQLibciN?;Z-v4MB2~q%D0)Bno2&R2`qXZ7DkXn#&)WyO=4a}UP ziJ3c@&|t95gD^mBN)c3mESVzwclY$T+}cDOEU0Tn$G&aBbV7XP%8l(yg@qHz1`o9h zucL9-s5?~cvkcz6eanTnjD?F!bK(YVTAgkq$ESU0fDglM1_SQu*{#ss0P#GJm2ANY zf_e)sN@%4 z_7kiM1(fg~hX)?V;CEDoo(idv=j06`rH0||3WgBi;bbUq#(Yoa5TQa5BoIn8&E{(h zKjcDMTDJLF`Q2F+ot>h1uEV3FtM@q@8@uf{-O;%p#o_SebQF@35GM(r z^Y62{V1``if+&eY>Y@=7v=7_FDuQPP~7$MB^%cFMPpDxZdBH< znr`DN7#CGbN5#c0!lAoyz`mNOhtaaZY>k2%fS&T#h9DXfs7x1H99;CRLRr$S5^Dqs9F_Ql81iV_it19i2}qL5 zhtU#RUT3`0@yW>`J?aK=W2NqOP6U&edU%CVUhx-UlS%@P0Ds%_y1K=n&hmtp1`b_Z zh-W8H?s0eD4VazGZ;g60=?^4H_1H$M?)lC*+tg^!nM;?M*}X+-Uz^Wq?zmwszG^Ld^90v5 zZXq7(GZ*WuimEE3b^%6%pJ7aG!NI}8yfmSQkO5{NP?O6wzq1(~A2$JAp{Kv!BdhkM zm7Nz`VAvBus~@8Mzo(OVWkk-fF>&2;I)0{jJ4eu@)CX;yvrZYt#$VD6T)U8;8Sc-| zGdTJSn*^{ui1ghHf?&dx+q=p~Nb)#%)Z`kvzkZFS`B*FODow^nS)i>Cr-bPBC>c=0 zdbB;v|9gjzUDiF4r7F|h)+U03V+@#3Vb+#a1Gh%|(Y%)Zwk|iL3hAher=KiRytU6< z$qr}gZMWCD^>b5F1I_vD6tWr;FZ>pdHWcoX+S-B;G3MG_W7G8O^y&XX-kw^0GIl|h zkvRQ=w#pUYy|S|Mb*?;%7q4H}kB$oskNPS9P*DDuq41)+uj^^`du2S`wB7UcrY0sm zcwbE(?tl#)0rGT%$5`m-=vdg;43Qpt1_#+MSj6URzS4^xeG0}>C}!DFl`8JI$GBK* zU9@4Qeo63nav)8^nCp)K3IA@_aTcIKWO*5H0^{x5w`G&xK4^Rq8~K9a(7m4DpXtas zk5QN?=*Bxt5SEh7xi&Y*=37LqC-s^je1ay#OL1PPvSK>>h_Ol5(k086r(o7x-qp3s zd-`TtT3SMu{I0Q$nkp~!jcwJHqb*2cf3cE}jV!*!Yk>-b7b`W0+;~geR$qRN6vNA> ztE3rtsH%yx-gxOZg#h-rCZLa)Za&mb>Vj1$J+<+sc}NSKF_*!E`(?BFw49ZTlt}aI z;GNma$tQ13oK3=WKKcO5AQX4geB7j{H*CpP8Gad`iJLw|o2*b2B;_RBNx z#I=(c{VpY(pFA)53&`+fgBPlmh7Vmx?+1Uh3ke7a$R^(EJ$d0m=AWxtg{JV*oZRTA zhKsw(Ft0{(##UbWvuub94 za~72yVF^NlK$0rX&hCL!dCt&N99|Zh+&uhmktaYK!3aKL=EyOEc3{fVfI|olWO+ja z4_b&y!p8uHl8vfvcNYo>sa31$>S>|giLIxnhj3wVE!Ckou)JMK4M_?cPZ^}VKrh?D zVXkhxVFOta{d>hJ^Sf}>2s(OnX=^8vDF`N7Xv63z5LMxmU0n!ETZ6$4BuF)EQIA7J z7Ep$V4Rtqtg7I#g*|?|Q6%q6j*Dw9Y&HDXWAG3rc6Q@AC8_&>bb_&tz^T^_kOru5W zXg)ryL$rYdO#IX+KJ-GVn``qVe109N%rU%5`1AVB8{l-C$uZ*M;*w3i{p-%d!{rf& z*GHaylGC}7xiInt^NPcpNg&_eHaZ^@@8mQ+JFaMKXc$=xWGS@d55JGY@G^3z&#VHE zkvt?E2lWXwqf*-1+m}h0*SLP_k3ROZE+(ch1wT>a&^?J&Ym+uIO9p?#2Ufv16>YNd z&UAKQXJ06%v)Gi!1K4_RKd&fBSi3B5?FF6m{eX*>;4rSmF5c=;bU7$W4Y43x;;e9~ z|9Kb}r>Cb3ylqYorbb9?q(=fF0YOEj0Ts85?>}yA#uX1QU%tGM9Qn7KyQzuB>P4$< zKK44=qOsqG!76O#dS^`yv#6*j3Z1Gd1{6B}ps=-SJakH^IrpkTu;Hn2tj4ORH3BFC zHwvBMLX0WVzS)C7iRx*?-B1u8kD;?nS`TXaM_Lt-8)>sbh;Pk)7IV79Woz*JjLqHd z-7s3cCc!uo1x6K$NW^o&)$YmE(;S{__J4oOlk{3wCa^Q!!2WouB+?m>hB#=D z64##)(c=0u`E%8SS!ns|p>LF%3x9M4G`}ots``6j*2q`JlE+@#Fee!QvXK?xV~a7( z+@Jwij7U?Ei=r)LR}W|$?us|DKTdzdod4Z^z7L^N52vi~_=43u1{f(|FLUFRn_#C3 zZZ)aM4#FjSq3(-9nTEK)wOl6}muhswmcF*&=N)VrTd3vvUyp8NzVXO*W}D2mgcq^G zJFUOvP^+IkBTTNKiSI(F-GTAu1Uyyu+Hvhm?cJY&%l3aZ-~RGy?MVglhiQ$8h^Vti zMpmG~mXEDSh$S5crW1m?K`Q@37cA`T3J*@i#4tf66a`d9nAVis)MwkIMhUuciqrfW zFL>{SbCY3ngF-<^hRRvkXWza}V#$dw1^$FMPyl)>TzBK5_5f>mxf*M|D?(Rme$zr=DjhFf5IUhn( zM+48z&wuT18IDeWXUSScC8bSzw9h{uuFgOSur<>3*5Kwjc~VgQP%qk_n7llN_Kprh zh89x5xkTo2l75k4x8pjM%wkR0OR8B-ZI z^1aJAHmc=rjddgJme0TDy~GIk0kFpu)$%Jv=ADH?Y`gOjJJn=SDF68JqZdfb<%$ZF z=hQFG$_zqDK!!ola;9OBY4@FBW(H+R3wxEHwH%i z3px7j*uCD&++58x1oyE$Lu95y|-Fb=wMKb{mu)|bi;%HEi zxSSjdDVh^4987N;E_;LZ()PErs{6PZ;|qnE)kmT)T{G|#K}3<+U9UiPz^ew2dAL5K z9liP_X_1!>=#VjIym`_s)%+R?GY0T=7G1D#udIEr=d*ljo^?fY<#6$SetEag@-*zW zWQ3o%)|v0zc#89j>I(|xO`6to{11bUB-DTCIf~nlzaI0yQ+e3vqPXh){*||;b9Z~w zEncJ`Wegy76*~>|&b8=2?ITyPky*Tq%LwJKZ|Bp5hzQF03uk{8QJs!A5AT1Vc}Ngt z9k0At6F|)P{%fgMeCkWa_8i%$CU@4H*d_zUYt*qT^xBGw_)+@`KvD4)H*B3`R;#J` zkAAhptjOSoZRN+0LY%_t5lKm#JRO0##mlEwnrfbjldi%jkein`5@U5UY2LC?IC!8`YQ9oLh$qG|L6^Pbzh zspW1Pna`R7l2+~}DDzQ418!ofm5k+U7Op7#Z}umv9g+lwaO~JILhQG?vMzr$ZXedW zm6K8qyk#N+YKrf@Px`(p|!8L6S*8ELc8!&kl#F29$Je$OvIG_mj%pfvAMe~A+C+s-=D@*- z>X*Wap9S@=MH<`x;@uKy&SZ8?WpXU~{)xp;@!i8cMihPI4I+`sZy-LpW4i$`3yF!X z@;yAz$cm=7APl*kzvxqMF9!|lm0xqAL@zy-E2gnknD+*s&4vxN>FHyo8<#I1{jOdQ+a0JP1MlfpZ1&5AeA=XW1Sq1<_>LJJUBDk9hrp zm7bER-&4~Ir*ac3E=G#liWS-?Uhlg34y8WXbdC-WHN1_E0Y(ueS2-@~Q2n39<66IU z6gc->Gffc|q9HA3!9>+RnRE2Q;3>8HsRnXqL&*|EsB2@5-Y$G4jAjF;&@iIwLPg_2ZVwwE2Lzg z-auQp0Qt+WfOA)WrHXX>CbgHp9S30r?mcHA;OYaraLB@I)Ftq{KLq{o_`NfV}f*8EvNlGdxux(Uht4_FWl(@$;^wHQR#T4Vn z#X|4K#>D6Do;p6j>bE z#!IogeLHuy^Jr>mxfef)1pApod+|nSbcRmuq;T*00N=$pV%4BO*S-Ps z!;!4TpEqA2-gabZ)zaV}e{*PPW-$S@$X6l+y(85`ECyh^F$7SvU)JQ2)>dBr#mtxr9Km{U|+g}FGJ79z;atY^I3866)RSRv%aF=tGexm`2G7v zXL+R5y;hR~>l-p65!$|f{o3$^!dY{D@^+r;D+1y+#mR zc@btAVf4S$0w+D!XQb=Ot`0@dL25A77tR>pkii=8QPMjQUqK`fN;x|91{5)bVNl&N zGBHsDVF%UcNp-a`>HjIDF)DuYWa-B+c%S+oIG`|A94ybq!_)BUR(CG*R(DxvU#^+? ze%1r*?B~77d}rYJ`Y*A1C64Hf`22t-O^)h|b!)b8{oFu&P@-NC_uh^KGQ?>aP%!D}&m zb8l2jve0AkIRs3!&0E?^>4B2ZLjp^P&<(FbS| z-$kJiS8+^0`dbk1gN4w!5U*BJ24fUn-4NcJ8~fcyUwM(DqIm6>FYfB#MM5aO`trKa zo1?`=MOuXCuvGaX&?#G|tv8LM>;p`e{u%owB`b_-$X=2FoJh0!@POPTV~S++OIcjaG|p;LvC}n(C7VY z@LTOYdcFgjCR62^dEQI7PiIZ8ZB)n6+0gEbuIS`GcF|QI>bAqJiJ0Y3^dTIhJ_+1c zGCltNfUM0ZtksT-*kLY9MSKn_> zb`QFol9EzW2O^woVl;yA|3lZAK=quzegA9EF4}DgN!BQ`D;3I8$(EGL5;24fjglxT zrI4LeqD2vrEfHm#Q4!h3QcQ%gmP+)zuI4_^ea>^vGv|NqGxvVYGCE5yB4-GbfT<$*&1F+TS`pKv#wGInXIp z`L(XXl{6vQ9y4anTzJuM=C=sY@_zt(M=G?~$|!;EP!fmb72 zMd=sV+Q(0QTZQ_~P4xzx=9R~f&)=v3;g-zj=DuH7O8JMs1XE{#Q{U?t3Z<;dbUU}^ z>ybM@XP;krg@x|=+i&4q3uWG^Us6v#ZJksj&$QU`VDcBIMu+Wtb{qXGtGiY~#HfHS zO_~L^HTcwacJj1|-#!#+GA7uvQFGkO;~XxoZWc}CP?%{vi2IzYDcJ03Fc9*Ds zdQ50GvQyc2UHe2emZM`=9iHe+UHi#3`>fR)MJGG#xMg}W*ztA6-k z`K8jpNPN0~XGBGEA#`Me(#< z2DkX`=@nik2=|iS9L^b>sO9A3bnQbzLW16tkzg8R!#MtIArc9YB1Hjx34%A(dVP`A zX@wS{-m9!VJr^H_4zjbH=j!_Fc}DI00c_me`}Q;#I&$%X_#<IQY98w zpic;0{0D&UfuAkrz1NFqR8?Ia@&xX|YQ$g`!`tz57S3yGV`DR8*36g_E6rB<=m`7N z)5~b{#Z@!AKCWH}#%*<>J~)GiK4E1|ZOqEbKQ?oq*Dzz_ z^c!aYzV1KDYXh;k%f+u=giHFOZ*K~$h8%xP4qDC<*p;}0`v5cEY^*8DEnRA87WjVu z;#dE?Ues~B^43Gr#9W%raTEvm+qwQ zyAmK#obgLK5@e?<&)AF~FB7eGNF7Q8_-U=Y`$`5ga>d(yx7~moJaz27c%5 z$8mjf?))wrJP#P2SatHj*_lITnl0)Rcxyt_D^A^?9e&U@}1ePCO+ z_7fuK=9_FQv3x8ImqV0cSS`fYOPu-U3|S$XFdsrj?Ap+HIh>9sJd64o-PDa7Cn-zs zhUcMjN?Z2Q{BtRnhuWIIA&k;g=7QempZ1)dS3n zVgRhQU55{MTD)}r{2=r>_QzLHq(_+uQrr3WAia-S_q!gn8td-jVPL;)$~9m6#D>%# zV^HAeMlI~ow(!s1a|0*!wC&NpnZ9b_&Boqsuc(c0T%I(I6>c9kl+-;6t|o?2Ne*r- z^#LYvnYTu+{-o4lhzyIrabp}>bKq2sCvsHINcV`eb3^-eRR9}4JLZ0~zPsGHq=r7} zOHl&!J>ZsiQOc|y(>5J6UT7a&I&=QKd16+wJd=jdh__Y%$fy~KD6fs4oZxuckcxM~j)FCo-P@m^?9*=3gH(XK4d>1cp|Mi!*fHhn+0=O% zQw`NQ_r1@2uc%1f;hEHqO6sb?@pM9)u9Hc4DF0O13bTa^b5kmw(hy4XE~B3C2%ZiH zg>+|Vyw;$_yX{h^pHMjrF@}ft+rLk6)--I?NIo!*tNcf~T&R%0*C8>(K>^x#1tpBN zR|n&Wh-d@YI^k&#)MjUv%xc)M;VaFx#@n*Dwe*~ynOcx)JXX%1i(hW_aco%@vHlW|7%KA!3$MR3_9}P?!M1$Xiqx8t{`(fXq z=ht)Lh#eCV3uw0x72E(KOMoVAK&73TN98lu8sUxf*172l2T8*wO{61pNKNeZ$kukI zn%|Cb-4G5Mc#T@I;;UvEnk|Qe+TTL2ubVW3C z{Nk5p=!xv~pFixS-mHUT@*jJ%;WnGiu0Gk@%bVifXC_iHa*f($45PZC&uZU+J*_&m z1;;qTu#g9SJOg14A?)V0-IRL2do#nuZ*QN(${6p3$|dPfnplSv$Ei<65eG(3#t~ka zjqLm`#>Q%s4-PL_G-X;&i{}6FnRP7sK+BV6nL2?fDJgf_Pv51h7klg0p{AjTwAC_7 zN=jO`3Zj&~m4Vt&+~d>Q_<-~o1!n5Za z@{y;}XC_QP-buh7-7Mz~sot^DWfwC6MY5kcvyHd4c<|uC8_LUbun@H=R<5@qTOvJO z`L}S(@-ZwLDB=wyeT5{QD-#u=7fAV?}bOWq36DKtY2&?kB0E5qa_ImBafbI23YKc;=h8jEk|I z!=dx=+=`=TcbF)ZRaLGWPaaRtri~B!RXT4$m+pNlvQ~!x=D)Qb1ShH2Z(py`yk_lv zcKQy#KCY{k1gjW>PbvQPi53JIr}>_{#@Dv1>bm`=u;kGcH3gh+#-0!UJbb#*u@4>l zzxaFWiLXy`mM#BoVCQ;0ppo8`VmBlH;hZHOZEwjl%Us)HlJQ!+Rb(CXGp>LtjRDGt zxH&hc;&=GEI`nJ60M2b%>@J3eqP7tF`_!pZiC3A!Z93HT#g7%Pu1lsA-|vd@f%-^P zb(^h&&4PnyrEp8ls5xgDs!>VKRsl!OG<%+I(r7w`^li12fm$PcjQ8)~uN$Q^?@WAw z*0ydDd-fQi1VHA?ij@c3%VabS7EfELsLYWSpHM$IBqSRPR1p6~J;i*?7^clEDNf*LCBzQ&u-Jg@ z^6X!-G3{~=*%~nZuc;iq0lJ%ie0cv}v>=|Ip6Hq7hacd(aju3w!8zWziNvPG_Zl=v zgEp4Vde7O(dXa}f3RF~7n5Gr-Hh}FHYkdVyi5oLNb@nipYhz$4OAPKD3SsK)S-IN5 z_KDXx<-Mr#X(hY}UTnH_>C*pxA-HAt!#KM&xoX9yLTuP2BR4vJy{-&$xlH}C43S<~ zw=tYXMy}Zn>)ybP1YRsHvzFApyLM^P>xR+)zkoQmHBiglyp?a>VkKs$u%6)@ud822 zO(!s-HBJ1!{wG7aFit}15jKR^kBTLr(R+ppkFxx)Ly7Is0_0*aZm!VO)a5Kn5NHJF zZCYB-iVgx!kyNs1900h5!$veWC15`6)Adx~l14(QIb~BkxuaplJB}Q-Pb6$my9W7} zhzZc5I2fwaJHTz$uU}v0k*0eVwSsea{=~Lv;@E%GI>d}|==Awq^%s62|2xtu?kTj- ze-O)r1J@gx8GM^zM&k*%c_YzO%k!BNnAcqFxpiB_uLE%e9 zAqVFZIz{;-SUyG7G_5@cG#H5_QNW=%CB|(@9D7G!Uw^M@+t^q>!g37BeCPEvXuL?5 zvTGYq#B!PxCQr{hqzoTEyhWKv5UZ#FPjDddk6VKw7Mb!9OxjsaHRUtV^LOph<9cDt zX1@7h`-Q<})3|`42yV`h9KcrQv`c$m7W|iQKVcBeNFhhNFHI72kEU zt%H>(^g{3qCwBJtj|b0A?z>A8Gu{*?Zg1MPmotl8x%~Iv9mB)J^}~4Q*REX~o#|&;ukB*UlY~P0JeQMsYf^%x$Np} z3U)cmS(Flp;$9{|fJkw{d-wD|Sxor+gSjVAsCpS!HQfiS4|+WC)V9nK+iuQf-Mf7- z95(ENeaJSjoBD`mX$8BYmk7|kxTC2@9k*k+o99(0T>kfI!NZTGrJHCcvQdm$M7}-# zqO9%fm-{Y}iJ0J!r0F-%AaWcOam0=t*DM;S7TBb|NHG16AbN^|trIuM(X^A>DF9ja zK|raOb}XIWBHq?OLfFmPIG)>UD9%Ht}q z`ODyV0JZ~3S;F-mv46i)>?J~2+~w_!Yi;8BKq@dEHLAKcT3VY~pHZQSP1N^T#~T)v zO7-BuS;C?ep&JUyfmXw1YpbA_qkfTR1&(V4R57umef*sF7A@P2QlG_(zf}9{57Qw- zT(OpR|2G<{grY7EOC)S$-$0dKsTk=b(OD#YK(G@!wo;AK<6h=~R^Q%&yItb{KE1lx z?wHd#CK}<%mjXvp?&b%OaM2QXzxokz%BC-Hvq@?}gx(DEp*bxSp>t z)pAsv)7BQ>c>@9k<31mQt06tSAAV9i=8C_hl5iJ2SksBY7QWRhk%=n`!r1S6?OOg1 zGuTo=J}-m3LykRh`_r_rv2T5w}dR-%y_qGU59G;5fcYc0?8hz+@YXnHn+MqRGc z(SAWE&rV1_b!y28y7aoq@H!=hA1oASSF-M7vc3B4Tf0i^fkZj&{Pi_ z>z+G0qL+0cj)xl#)}xg}e#hnwnDbfh@?R6PehttDsBzXUEB*^Z8qz}L%ckhgBiCx7 zY>*I5V2%EyCEB0s8?~kSiEsI)U)c{IJ#wXVL+kNih~aA%g7}VzX=W$ez4tCUHnV|p zA|qogi=JL#BgyZ{5B+k($8-kgxIXOT#SJhEl2#XpF52#njm7Iwv+XL)Q=k7$MRZ_A z+vt9q9k3NhE3TX%9f;H8KjE|CaL#?u1PMsi882=Nh=@(&gW5(689Lf+Udwq_jdv_u zXghE28}D`l26nl5tMSQG>$kMf?bZB5dc(y_LNkxpCvHT*guZ8Sxks%Yfou)L4ouwF zWeRO+(qvC7a2@8<%Tc$y$FCE$+zHnWm4D3I0chQY({bIes-t&GvVK;y_pfRFIw$h> zYsp{Y<~H?SL)-3?v-nTbZ{4@wlw=J={!JlkO&+faPFRaeCSuz*z27uDJeaxcH#bz* z)3P{Rf}fzf8Z0v9*k*mmF=j6OWr}o@ZC?qHAr8EqY0im_b1N!@h_ml zSFB!b>i4sJx;XbyIOdyHtaK9h$mx&z@izdch0?MdDRoK3`XxBP-RX zd=Zk3tcR=1Gj~3wr_QO6;)l&2>NIEsQ3w*gz>!+#F5(~<`h3I4kF-P5T#CH21VMdq zZE2|VB$Dz`B}V%^mep>^<@ATFws?n>}0;G zMK_qIK6bp2CH}vfs_G@Jh8}cfn#gax)M{JWrJp+0E`y-T)79#KRzS5C)(JTbyFuxL zE0hqWpwsy`amjV)u!Y`nU;pzVf310?a=7Me>sOB+wSj*Osmed9A3099s&?+yIZInx ze*Z1PAPRm-rzzw0xZ3a?1P1j}P%NhRLZ@)>>Gk*2fX<;z= zaPEQJqZjedkou50xvv@d;VOo2#f8oJj$o;xgI*v{u6Dnc$LjY4u{nR+3XgsNbRK#nwMveKGA& zSk~ni*4C`Rx~3sY_EVv z@0;yQq{*2e8e?+BHwFeSM2|dZNeJpNh&bIn+qau0nccW`x7vReN(=w@i^nZlto!bM zy8&azDpheBs0>$6sg1rlcL0Ufm7=2Q$D(a_b{e_X;I~nuvVPHDUhllFW<7!vZ0H?1 z@YToe2-h+)uW39CK~3kipXw2t*_@6^x+er1I#X5`LV8HJH+Q()p^`gXzd?f-`@~Nl zGM>Brs;P4Hwf0Go{g8zu6r^2MO-;fJ~P6_aF4 ziGH!biiQ3ykZJ(=+RR?5Xpba+5h?0*=!DN?cgl1omDa7Vc zMvYS4bC9v0;mJ>fE~69w1>x-VRqX!KY9 zoja|3tG^Xg2JLO}RWDAb;kgd=m4Q8aRAyG`FaPr|DR;MQX%RLz(8s$ehcAk}y@!K> zfT!?PE3ZbagYPp5$51HQLM)j5xxbL@&q1Ea)&a;WNa!y0H87hltuyMH!WlDLDCi2s z9NS@(Uk8XR)$g@fy(N9UuEvlcoufxfo4eSI$ezQOcJ!_%a_sW5sh>+B&|g5K1yDAh z`R(rz47VZI>6RoSaV=RulC9mUgXy8qT2hkj+_{tK1g4G|zomFh^0n$VydP8WxZo6j zUfjF;N2w|5ycLTd`orXlMF@|Yw59ZNm?37pAHosYn(GJe$L6^Dg;P3$o(73Nj@u!= z)Ai7VsmU5h12$02ly&enw@}~5TPQ0!-fw>X(x+#;q+WlA1_0z(xluc26qao&e_bOZ zRpxhuTdCdzR%tKt47)&azGf_S!4WDXsrVtbx3HRa*AA3-^o?5qh)O1n*_8d~BW=us z3C@{Av5JUQE}N5)Gt+{y#4gjvn+rN><~EL9zc!&}$dfwaL(3I(M>ors*$nYkKL`); z=&r47zO5CmJ9fz}t#Jy6FovnJJNT6@Tr4^ACYmP&vzy-SYg-lG?3$1tv+? z>ALvt8tbO5Yrp}!GOSyJh*1Y*tOM2OWtO{1Sx92Z-l5(}R%p`rc+=j8sGjduQ@cEg zLe{ZXGf;qJ7QghE(w`~Udg_`d0J&qm2WMidU8alHj(~bDPgX*r-nMnd`sSx8-D+^o%|8>c1eh|1567DeWpi#aEK@gw`v zlQD$2HHoM-n>t%-N}Gm8iQQD{Q(tkVP_1{-S16GYN%i|_%E0@)f zPg+ST$_cVSdON18@MtIQHNJv}LyBsnAi7PZ>R#`VxL&E*o#Ki|?s!-Htu}8@X>)sx zqpVf23({$(LEcCK&QW|f`9y+Gx;dAk!(G2UzZ6C-6nd{2 zCtWC&+f^n^U5m_g`lfx~w$LN!OEFi3f!*xn>?11^w$H*YIdm)GKp}zWqbG0d&ge?) z#0yTE&3P|M9OdR+-INE4eyKmCZ`}gERSO zxb1rlD)GW@-je85k}Hpg<#v4PV%5r}!B)Tj{`=>vr}iScL^PaU)<=x? z%H_ZQYRTmwZp{8rexl5#wYY*I)HdU{*~Uwsb)ca|@ZR!UwQkA-A`YC+EpH^Qm!nJH zobT728m|G0Nb#z{UXG;=DF1gD37+ET67?hnGrHWPZa-?E>g7#-ai$<1t!3z9&L zD+2qm7FT^(r%hc7d)-5Fo#1eMjKvXGTcdH{ht+xPyA%JJ1c51hm^#8)7W(|M{iEfb zhSWy|r*flnrfr0e@rGj^w$AUbU*6=`bH5)g$tcP<)o9!ysB)P_ zcho4e#4^={n~uM9aSn^VojoXYD9^#d(((#xVaelkc<|PXv0Lzc>P+OqF0qeU$Cge` z9WbhUy?O7 zf}-|IFUI`-1d3b2E2*jJHhP}?K-c=2skClv0Y=uWNy{;`X?y)EsfWMw6s>^9}A9=+9*HL2i}>?sVzQLnYER znEpgoVezI#?o+l-l4(t8fxU3cgbwvCgJrHyJoK&^>tc*WCv4d%+Qf5bWN71vz{OLQ=2(o1%b(=lu&pNUFi_uJVXZgrADUAKlyi13RssXO*I#J#}*V-l1vKZ7p9+<5jRCRCLR78^( zKj*gRsa)mf$)pxO6qs29;X!BaE`Zu4Ge*QdUcmIYuwfgd2;n}<;k34?3ET}qXv%Cw zV>LeWy+vOs_H`NMLPzLx;1u^PBY#rQX17-=D=TFi4Si?x<_m91l1OyAHrb+j{cEXV zcuuXR+tfsdN}3yyj&h8adHd4lb_?)Hb8R3VT=WTjzg3F={Lk;Sj(UBse7!&2Mg7rM z>#-sshddP_{f#casbArbDkt2GqSmcVo#u=}S7=n-qG*e-tXjie!9id2z@xZDKUGv%IXLV{ zyjoB3vKX^4OlP$nOPw}yrL%L>o_v-djP9N@o(U0)4>pSiWsKC#f}Z$5jr zm~x2o!%Y=q-b34PSb0L@#M34lpFUkaV()rGeV|5Z2EkRX!y--WIO$whmHIM#g~Ln2 zp9XuI3Zv#X*qAh_&l8K_pd>?C{5)6V4wgb^v)&shG?|+@#C3F}GEWQ*3(Eny7CS+Ia!{cX0xqG%KmTmSKZ$E2hYYz= z6*WB~{kM+$U3{bBv~RqDDE!2*-Gz!8GOYi2=k@0%>{l+_S$`s7=Dorg2NgOC8B9eA z%*2jpTc@@`xZ1W|yPOZDo3?0}#G2`E4}JonQb#GxT?tN0O?w?YH%6?qTBZIjzr>O?IxdB%fz_P%x&KNO+|`a_pP+iqsrJMq9>p#ul?lX z3jw|8bNglTpJpNzfWPX46bFtojO1^mI34(W4Qwk5gE3^k6xH88WJPt*@qiHND|zxd zKXe8y-b|TPHd{q+>ttoO@a6#wl_?)nxGaNQvr&-kyjP#*qn>He= z*^t*~*KJiDouo7|!PD~Zyi%$!FulbX3M5GZ&|O!Cs>5!LFt8_1^cVccJqrnUz=jPu z^Lhv08W?CUbEfMlkaVv3g$Toj(ACvMPF*vHG(cx5xF%3Bd_^0}TpnaZ!2AinrJ9(1J%8 zBXldKBW8$f{sEIbbk+OKXfwy!pHgS>>yF3$8qV7Ne$j z&xJ6g%6k9O&IrsozNDwYh!GtDL;~aDx>5o-{PXi|4ldB(WKgEF9v!0zvCF=CwfTop zR6zi^Q{AIM+46s~%qLRGu+q|mC2K@xRs$+UmpyJyB|e)l zLmnI)2+-~S`PtI-{q^jJrM)I1Xv@ZzF>|p5?PgOPd9DNJPOlhZYAWEA;?G=JSFnqq zCe{|}2U$RX@>f_^$be*qBBdS5-rtTrWcylAFpSazRuuG~w;(n*DC8-dEa!C_HlpRQ ztl3+3oYg|B^5SyYYo8wN3&#iD@T{8hnkPE#VoBLbU__jk#YX@cmyK<;|!ME0YE`wCmcUC>osHd zwrv6Yw#zv=jo?(3h%B}DAS<9G{@B}Kxr_SbR#gGj>)2i?4oWxdX!+%61?p( zP}kgbdV1Scx4fVj*C1&}7nr`5nWW~9j(d$J*~A~FaK-w>|2@(wXAX`DD6W9StGb37 z(aE`*7_k^EHA!Yg2jV%{J#@cy+_8hnSp0xHcP@MPpbw?GPWjVj=bRq?D9Ol98k`%F zkvYn*7dE4~^nShI(CaJp{2#1vB7l}cx*aUmwLwZlJQ6P%soEB(*Z46q7ZqhAgyzEc zpk3+8Xv8dSa5?s*{<11rOF6Gja}-;!0IXbRNwa4x$k0re>WY3^Pf&~ma>|B&z@DWC zr_|Ii%35d`fjm=Itnu+_1}b;zL3vo!j2*dEunTPRjkMHF?GqgqFLib8f^2^bb&hTD z^Xp3M$fpoI_;USq4@Yxo{vqc zv98vczGq}~qPB7DOUAiK^0aaYSL*6-Z&XKu>PtmQ?;LRS=z_EUen92F}nCF3~YY<}oKCTb{QXP+2v&pVyL2Co7=7Ua;lr zDTS%CnHWS2bq*WT9#e*G z9`&QD>gBrHADuzVBr{g*JlDz4hR&l>i-u5-{b#EckwUj_4Kd`C z^`;tf!tT-C9*=B^VW@>-l17g+ncBW0f(0)kiwK%nu_kO z+x1=*&D{f$E2*SmQ-|QLU`5Ipn;H?(?dUn>o3q!EZd)xE?*GWqbB!{_)zdSSjz?1F zihUg~tsU~r@5hqN<3IIiRR1URty{Nl(gsrS3q~!43x!dV!|}-$Q4NYJMH>az>~wLp zD*d&%_hF2gEhB~5*ntrm-Y2i*Wt}@a`M~0c(pL^Qx;0Q_Je(qoHCVDDQ>}#CRwUud zCwhwh_JwQPH2&gwKs4eCPP9g2t`53EF@CMv7&AKhXus;7s33wMJcLJ(JD%o`tK1eI zS&%duU>}#;54T#5&&wd^M!5_N-Bn-Pzoy}3u1-p>t!-y#b(6lAL*xZ5tCRu~P{aBP z&O0Sk5Lk`D>38iwQ1g4er4nlK%e@p%&z93G=_!O#+V3Bo0j9>euZyz^lh*=UwZ~up zKFIcuPRxJsPUnN6^|pGIA2+Wj&N_kUsVgRIyrw_fs?_eWW$NQ)mMF&FaOfq zVo?XuAxYh|jJZzp8bWoKb)(_vwQGk{lO`0EZ}~Z6$G5e0(=S`JA2gw~$|}4=&q>Ms z&p@@?ct*qP4T8u3{RPSp{L(SdG$CAa1 z^OL9dqsGkJSYT%vE7D<0YvPF9-1HQWlrynMo<(olRzKc8vFHm%_0*x?lgBnod>6A@ zs{Q68R?)b~^fGMi7$7|I57kSWmSULe%j60c%jg)}H@+j>M`?5);X*!>fA+`U?Y53x z7zwqAxsuv_8J}}N)=1T{V)NG z+)ip_u3y)M3xk16MRqx1Kz?&OLp9U%RZ(}`(YptnZ1{ZjK1b>gMd4VxzotgI{14U} zd`vQ%dxZeu`Mv4+jdubLP`<*YP2-pDn{N4u1 z5Epvgd~Zg60unv2|H#!8HT_Ct^F<;aCCG#rJh`aeW;%4XGdqtfXWVSvld;{}LkBmh zLmK&_#^LdY56hTE#h-q3mtzY`Fy)J9=iRYcd(T_lrl>TjXdd8C-P{@hapMEe)yQH} z6o90_2XEG+(R06V_;=HRV@7Zn<}d8Rj=9FUaZI(ds-2zT9aA$lL^_9k8?p^)pBCMB z&NngMKh7nvkLx3(;5;3PZ`!$F;QT)?Q(TCy9d4v8rSK-;S`eEw4mW{#DY{nkMXmct z=VxkaDl!pcPO0;BWLlfGBoYQWbL>9u6L zbEzIlYb%tAs`5=3^D86Yb=(T$DxRr3|E{;c-p=PewD?0GfSVRj$w z%Htr(H2Hyf9yV?M7B_Z#Le#&9GB zpOGVw-`S2V5cJUlk*`YD{i6H5kR$$2)oxM<+q_7A?VD?G0gJEom4q6U2KjrX2V9 z`@9LlWWp$#pL1#jsgU{6#p`EiXiEVM0%WW=Cx)bAqV?iZ68M#9wod$uP1K>ew_4}= z^|mfa;}7+sGm-fh;07(B`Z!k`Ny;Z3Rs#j;Q!`&DXBqcy1p6eiY7uMEWY2+Fhq{#f zV8wv{rqcU!(qN0uXB(YanDWIZ<_W{DnK{tXh+GGKDr`n@4kJrBCj`Tsk4#( zQvHvgnr~g47R%n|!fDLvjqwKb9C`2Yg7?>B(>u-LEtA_Y-81WagpXa*-Pyx^s~s-R zA3fUtL6Qb!`W32do0XH!IrR|8aUA0DMaEz($+S1a91@HmtA@o)Srn z-1R!rI==hfO&lufvm6}MsP&ASJ;Y=rP7uz_K!-)PVQ#T)$+%%9i$@j(TsCP90;x7o zxP)fTFFN`KZGoA)TF_&Fh!czeQbyxt4bJ<6vy02w>FK`@)8bs$*Jn&*pZnQy77j*l zf8N4*IR+F#&1d+40Vge1l=;_marE=^>s|)DuD;bgMw0KA{i<0L_LF<(4aSJXJKc}& zvTY}M*@W5$$z*cQ_7{PlLJg~LB3^>}dwnE7~ds>d@c9A~R%fNMMYVIqWwiL3S}e!LsFQTDmmPJD>E|0q`tW*q4!9-FOxSpEHD-op774*$OW zS?1~P9yj&M*%u+I^o0=r{hjB604*e4T%v41#Vt9hvtr`y7mV9Bntew)k)0W1s3Zz= zV#mg+13XV?htoUO&Fe>hX2yOxqwSejH0}u9&dS6n~faCu^BZI}foI@5H z;^N{SoWH{@yxiK_+MGfURZBCxCU~`Hd%iUm&@ZXx)?uwzykJor;e3!ZN`mTC;QnqG z-{n)@qV@r3M#j@P(7c}Ry4mH_fNtF3M_Nj-%;sDBuLK8iRfy6?@u#e6PE~i;lmJyn z$vUHpd-|P4FO+w2bv{4PD4ywwoT#g7D${a*aRtXvI_if=+|A|*H^~6x@(_DQJ%w2w zF<$Svc~>(h+Jsc6Q8k|$(CTdIIpv6!K+RD`2-nd%cR+(FDb#*QzGWse7ru$4lZ)G{ zaY|S_9BiPORLhx}vM$3)c&;)}lOydDIsq}ju~nj1uLXLyHH@mmYv=U_#t~SaW&&f8 zSRFYe_FyCeSi4Doh=H_zfUcq}DoRc9UQ6+=_>;fXipS7ENv9v;PQ!TK7KysJEFO63 zl3gZ7cb+p-<2L^wpF;xwa{M! z1uw?tQORR1h?A%)EiR5tdu+?4AhQiXEjJV9$6xj5%!%zny7p5)zorAd>&I{+;WsES zoko%GHB4VWSCH3)76`?}{)TQ>R1|=_Y=fm`C*(yWbfAcuGr!{bpP?dTa_7)%q(~E= z98K=cS-`!z5JPJw>PYlTdYxpN@eb015<+d4Mm-aR(+yk1-l031O-^*sL&-#@z>!w* zw(4DSL#+Dl>S}0c?QVQ7Eul6GUNFq>-;ll>ujsHz(Hi7!puSBI`g`5El1#!6fb%J0 zJ5BLxv~E0Ta$SUs^%ZU=$*Sctnq9ijl8Bsk7M2df&D!YZP1SmRBz4TZTR++ou;vvS z9&SYnz#a9>Tge2fUIw(HJR8h!ab{=?ftdM(2Ts{!pAgc<-EsxQ1*{W$^TwM}y3pvC zB_$gOg`{G*H*THixPKW%#sNmyT1L%&bOpd7J2J@KwN5uW?e6xmgEsV;_Jn#GPa`(@%mS31b zajmww@9}dy7=Ec5C%^;8E}zz*FjGD~Z&DRNg)gwvY9AkAwsV}nLxypy8A$~X-8fn= z@&!96|J|kb1H-q8VG)E-L}PIWGfob?HQj+@fK0lEB-I4)IwVY?gKFW{oPX!>o`$zh&Di-OEgvP4}sS~%=SJRSUmieBeB=aO{uG0;n5 zG{cpQ(M+5w0Qhff4h;j+;(&XBg6d)B9~o9I)2B}t-%6lgz7MF_e|FVbbXQjx_tMpB z%V-7@Mt&D3749FXhxYpq9C%6gFJ+nAtsOmAgJ;AT1qBAaRsyl?A(ebY>*96QR-Y( z*ZNs|`|fVtvSki+#>=;Fo61M$*@}kvM@65NE3aqO{t89Svw15%5A~$!$HN)SHvQw$ zJSFon75oG0tlN#( zd%yP~yI9ecXaTojbj`x4kIF(k0gMW1{ECTXAp^QdQ8<3og_}8_|!QWZ(ffenCu1v@+Cx9*xeJ|j*3Nr29Uuxgt z*12z5N>|)aF^4HgPt5?RxPrvsz2|}jM?bINxuyTgYh>02B18}I@}iniAU2E);hg8E zWK$G0q+6}$KWF}YeeTK73;>&V>h9w|e#8dXND7k1_m5B8#1TdPv!Rkr3l#{X(_Gm|9r14X0&1^0%mW2CY0mU3ovmYRZEX{;+kJAP z==B*fDIlWO=k<#hx_DSKT{_$R4+-OSw+|-7aoD24T`*8=gi)nm2xQp>oBX~xVQp|& znEECw7v@vJ;H!<@+6n;yK?XV>crBk9LHd&F38G(hQ$lBATqwwdrIcXF14Y$fK1K`g zc0=*pwR`tQoSK!DC0pw${GdX|@PEae0IMj?2DhrXnz55V%vjo4qJTaZTOKG{14;7f zO+i=O_%GR5H0hSs*3D3mhl%csk(M0{e_j-Voyqn1=;~84Msi#LfHKEfV0+OlrIBPN zs=pyaw0RI74^MOfbv&{B^{uwUztlb=AP}S=7<8JOPClj0&fe>hju4Czz#=Yt|D6r` zf^$BHYau88J1yr{iQ?Qod1Sr1i5hT#A}3hB{N&kMsdhX(JkrwG6k4=!R#fhSflAj( zO~?ZfjUE_~R4Qv3JgW1Pr?*Ms1A*#*IwkKklA)h?9Ixf(7NeM#p-zets@YE?YtL~g z{@lV~DM8xDb@~3CBZopbhc(CyYzkyGfs}XyND7AfAwqRKUV9N@=<}Mr{A(a-$$|h3 z7Zop>s4b0K>d53*#>$44Y({@~KRFK+ zuAaxFSp;TWrR~c<@9jx@cH-d*_$yVk6ao@*gVj?Q$r#9l96&eka5uv+Q;LtMSgIh# zsN(h;SY6etPrDvNZ!|QVl6&l;ugwGpttq3XGx5Ru->o4bZBdrqHq|lAGmVW|8}5tx69HDs13QAEKr&M2&$yCL^ zxU@o_PkMgd+a~!rg+rg*S<5UoobRl>1gdlVNm^m=aC?-;C#P+p;<&4`z8nnc^L`Hh zKE^w@U8=QnImLZEbgVDx@$rf-E#bTOMYLLG@%9VL_nCUdn%*6~3#P~OK*ouJ`ceie zqqRn^J$q*bn|-#T3+*<=y%woFhtr%nhn%xEv6hQH{Ik_GNr zla_?K@~w;X|EDUFUQ1#(H9@5|V%KNKy`-j4 zRaE4h!0NxsVuO#vE$QqllGkk_T+1QJ>*AZujm_F@q`!v3MjZO){=u#~*68(EGH}fy znXfTAiVU;g2v7&kfSPajCd+iJ2VS(zslUcJ)Jxcvv62gE`g*VB%d@4QW<=JhJTYCN z{kcpnMU{X^M2CK}KW7gP62EL}u+tS}19`Qq3b6bp${3|MBP*}HJmA=qWq#Zt=3LpQ z!v}jl5FL)rlIC}(c7L9iH@Wws!63OQCG5ib5w#zV?)BMtN0rnV5n$I&vh8?6pxWT%JD-VITgOKy8UM~9`M3yJ{Mnn zRk`8f`%yeelx;rRoirMRn4$i(jnMd>I!N0)IhrRuix&Q%@y zS^u1o*m;=Y!Gd40LhPa8PMCdR5dJjL#sBfg54WX2HK}Rlq{7sPk*q`DDc-T~i2nHO z#r~>OdzZcLS*C!UPB;3%z|-_YgAA$l42_Yc!deXEV>0In7L(SjB?sm%^)P+eL1 z=IQZC9%{#09e192=tY@(UauMHU#k2pTRxfAx!2j)^_1xMS5~B*In(&ikC6%6+cYX! z2XSK@qLZ`~aQj}F%R^s>kCP`(yk9l=%!w|aaz->R`^klw^XtR3b+#R8A^r;yYJ`8A zwN7$Tdtjz^o8mQV4jq1WbW-*X{W1S89e;3pwc-2yWu@c2t~Yo7%083XU~+v+8w0+G zWL&-Tx?agO-B&dKb;p;CQwhNql9j1XVvwR7zj`aGm)Lg>6kS3xC?_xxAMR9>Ig^eX zY#Hi0?e6s@Fok3#U6yndZh>NO11-j@(;S3;xB!a)dfU<6&CR&&A8aSd5&w4Xq?MMr?ezKm8+&_ykDX?m z?>!;fudMaH_;dBcLqkI=T~EB2ShOiP+pW)8m+8kK9ftl;|E{H0b7J;W_d}hGVmejX z7pA;;(~P5A=~rQvd3ej3b+`A?Rdqoa>h#EBwq|!=Eyny54q2X!N?#a0mWSA9jF&uC zWAj~>&Y`sQ=!(D%GI$H+A&X2-&)hdVwn_GvqISXJ-B%%MsOV*+FCO}O{^suz)OMhZ zL)uofniiM^H@A0x&$!4{4nIwF z0c$lrSAbnW81o-zz$(DxRi7Z7XeX19X>B4SA`Tg47G!7F7krkcO7?FouV1u|;9NFp z$7wZDV4%fClV8NAf=Ik$~0iXpkwM!7VuxHIX+JlErxcpjPYRAVhCw+>A!plq!55sGMmvFp{b!)IOM?d#?L{L71K2qT?ax_E6Q6_afg;$6R4wIo3t zJm~C^MIMM4FC4FfFobb?ji%7xTU&(|wLx%AsK8>h4~jo<>&`c8%hr_PgE;-bV-8RO z?#wdZXIy8>4Hxa$go37dE@IwPzI+^mq3q5`lwVJ$O|G}vFQ<{O*4JM<2V4HU^Ajp` z==3T1CiR{4B4x3X+&czC+P}}Uj^CGfINIxL6iJjiElDKPa9kSSpJsw6DkIFtcM_*t zHbv4*Px_L8BCx%(@|=@CJF>+ieMuQ9PYz@W01cp(j&JO5Yk*3yzkud6Mk%J;r z;*-2~ZzmW>Oc8L3I^Fy0>4i@|{#j9;4H|D@=5Tj1^`L|hQwJ_=F(QR@H<=_aS&ZNM zsHsM|$Tb3^msQ9ojo=99d!mT;4l_WU`CI}*_fKUOTYjz(Mr00s3Sw{qnqrZtnXVGmIp6TRHE?}(ZfWk3IFAjzL5} zA}n?6+`mEn`XVQb%UPHpHGpI)nl3w(>j&)1(sFi+8skFu`H-*zY1IFTH@d#2 zvMLY{3ATmV-*o8Ey+eEJ4T#{j$trNr{BUm`X?GmtO*#!3 zH2;{=!?>BmQ^vXM`0;OaQ%QDRYS)xy2j}%W`W9r7LieS-ZD~9sA{3AmdDapR0ek0t zu!z}GBu+^ViKN5uw2|!#PAL@+SIg;tfA=!-S+hm}o6`P^Sh!MV-Me=x|N2P-+1o&D zCz#&rgkBHEk;$@6>o&?58?UtbRZ}!&qK6y|kV|7B|7aE^1zM!3rQ2cx6On34O+%q0 zdTMS{Lcu#RSd|c~CGt5XQ=p8(eTry5#TAJYQwn4ha-wviZZH*pae*ImJ;l>bq)jOM zknpCkQhU3tE5?63j-Ko6vE;r3_8bGE%sFrml#%*0&~JUxyYCV;WV-IxaGAo2OlNf8 zU4WfUNZ}X#gVB=5#(de()da)qjAlUCSC(J;?@TgMUUwM()Wyk}F4706Aj6 zc%8hT_JdkTp(Lj!9x$yw;iVs^*d45Gp8-?K7nkbYXLj_L@o0XX(`9~I&Kg5N>3q+T zE%!M8uZL@9uYFDh3A<`t8_h8MX#L|{HAiqaeSHbv=#VqIanIzeWXR|a!BZ%d#>EF6 zKiem7>WjR=t8|BTZ$B-3TEChLXkM4wubA^;ZrF6cPAV&GHh3=B9vSu8eg%-*7}#^3 zcJkK^J~MG7sAAd{lit%yzE2LPMflzNdUA8tuj*cWs{nSE!;PN3<_Rn$Bc3v{sw$Z#2sB#4&n?MNBG>*j^owk-opU-)M&*NsfShl*At; zeWz_V9~o!;eC^kk9E`x0Ze`1E9bgKd*n>n)!2+JpaZ;fBrx}+iHw3-E0-Ph0V&M$A zIa3^VX>}orlw~TSQ%q2r-{~5Qq2h||U71bzr+H&Wo=3Ea^w{zB+=ImW1Djup?s5-a zpp#$CXQEARYh+RE>xXYP45eq^xq8i?yDSlPNXC~KrnGl>$WoQu3Eix1@40i0IGEN} zzdedF$~!X3{yykvPPUGP#ZU>8KyVx!TcKJoOhSh9Os5R_ ztM}af;TAsX-o2N=6eLh(Fha&3Hb)d#17s>pHR*xa0K+Mw7k$_Y)P;KN+fdPF%k1?= zz~XZMqrA4d;*%-qm#td;^Jzq^9<_+Z(r$6pU{(x=7pvXc&pDb$T5Z@oZfR6SR3#^_ zWEOY<@{3=SxrZoEuY(d4pg7%d$Ct{Bnljf~&`rEgc`?9< zy7OL@Ys@h>{n#(!TH+JJ16>1%k*PFw>6V)lvW*Ds1kHDF^joe@o>iMo9lj%RdXllU zXvX|g+&v;;ATh0#BAG!b$?S@UlISAQLX@ew_*K&%%WPNqeS5IP@UO`?lu%mE zbTg2F0*YU;{6EZEHwt=ui~52zZu9QW$C2s*L^;MR5wZ4fooQkmiXSm5f*z-y+Q_{z z7jq^MPKq2uIxO~_3`!u=1vy+;@mBeLl4d%k2RmOVHsD>QYD&+(PG|k4NEK?FA`2jA z6Ht8&1t%KPC5bJovKRtzwj;U6bDsoUZ(cF*hzx;I=1`4HcV1(;VBZ%FzGN%D1!L)D z_ta^6m_EVyFvnw8Wqy~1gElTj5h#HWZrm-tC@(MZ?ho*orN3Qsfe{=vt!3G;1SBW1LggAy&Xk0!0*mBp5{8O-qIK;9T&l*S2O!a?I0$4=J33fvyN@x}%k-v) zzPU3kBl6BqJOqkz&M9?;-)hTkd-pCXYqPnTy0&&Or@CH`9%G*_po3(g#q!i8H-y}@ zrd_+;oi=UVbkf5Se{y`kTE6C-Vc&_bqwN!oy;UrHUJ{mh*glb~k5n|8l4FbrqXm+1(29n?qITr{jhblp4&P*aB+He8VS&`Wwqu4!k zN83aXFBk481RGM_CXPuw(cF&pJ>Ur7w2e(TTGsuXP(zUp{W&F z(kIEQJYD1r$v-RdL-RORM&vlU*C1J*KXj&RuhX>dQy`~|SGC2A8M|lnKdB2Te&F`V zOPd3}?r%P6e7+?ajdAt2j2PuOVhM?v9XOSHom{dec+ci7Hh2R64_AKzmh;~3{o_|6 zAtXgIMv)2)GOv)3GE@o?Qo_nuSVD-3N>nrmOGKzlWvB?Dfnu4;uw*I~S|Tk&3cuHB z-TV0;$A2Hs-p}4{>bkz)&v2ga=|sc~o)Lf~0SR+vTI0xONsO^!v!fIcdX7&?z8E`6 zMs*V=q1M&16Lvd;*vW&cpIzL_t_)pzs0C{De70f@;w%Yy8w<}_Xqnx-8x;w3>==G$ z=9;O!OUqn;d>53S&_$^v5L_^SYb4GUSz3!Q%7a zp+i0B_ds0&oD7eD_+%e!m`oc`3d%PUV;K1wlC%(F-M!s35OaQ4F3$saaSI`YSQVca z&Dn}vPFfDEgHk&P`A9I4hyhRxNzRX~Li|9)qGr2a&hT|%1`TTtt=7Ri1H^wee*E~v zhIy&SUe^xV`G)$96?+XcH%NzJ+G4sSaqm!=R5gr0O(B{36xbp3;<@wdxTtZvHDh%N zl0Pf;dsyc!mQ>10;QkGtpDdNz^zy59BUKXLEu~3<>yarVR1jAPZj_PQB;1jya;6dDw5ba76JhT4RSwgZ9RLBxOJD{-oWoS<|lMw3nDg?+Y2fx4k|4iIZvDyIXe_ zmWv-rGOK|Yj+ddCD*yPzAt5#w8d`2=`YO9lE^oNA44sq3$%*)TBQ=|%8`uqX(^UY3 zWyGl5Z!(jSK39X=^pHYOeCY=VhGwX`3cIPx7RcE<9`R^)aVKCqm| z_^DZ@9nD*<<3tdySm*4Qqp#G~H1z{{71l9$SgkSE8*SamTNrz&8)JsN)g7;C%Vhbv7p)_h71 z>HhOJ_mD_)QSnJiCH+soGsjWe@W+SG{$%U!8n9RgSY$IlTe5w9tB$9yXjdj&!?0n) zB(#?wDI;4slsDpbVMEnaUw9w7(xPa&|7c-`h}ZlPS03CbGn=vs4s|+B4vZ1~hfC%kUU4Jczj{=eB~v z_y0EhbM;W;(5fosud7_vH0?NgWRslDO@_8R<#z4aj755Pa~2qy}h&likmV0%m_A- zh^OdF$Mx?uH7KnMGZ-bR?FErVH0THTB+cV1OQU`pSdeF2!RF?qr_|^oF*iUIHHZ$_ z$o?1NomQ_8?HUVM3geQJV=RWi@)vy8v3Frhq%VKByybw2^9N-k}n@HgyynxkDg+jZv5Lgz`&?4FxkU&WnO z>cUhTH>#+rD&+ND2fxf-_nm#N|6|d;i?+#I3(ijsveIqQtl1nq5#tRsle4OU8qGOW zA28bf0V7QwuyPzPQz&0UlyQ?~_lWYrxl3#s29<2ZDcX#fqy{!v9APBD36q-S=G!>N7v;K6HW&YXGmY#?=@r()NUBS&&R0#MCE ztFnB!;t_>l;#-aUN8CdL5DW#m?=|xbEm=pvkcxmK$X|v*f6c{+wR`E6VY)g zeb+P_n_%m>9i@H8t=C^<8V^a4Oos29$}or+m+nFWmX2|J7h^lcFzhp3liIQabby;_be3Dfekl-(g+Q0Z(~j+SbZ&7HFhI?7Exe7{t8Zr;4P+oDCsmQ9_|CA=x5tEQ&r3yvkk%tv3?*nOrl zS47lrzNm+JNX)MMbp{)D1$*hp6^y{^*A-`P?@upV;Ah^EC~}yR7ZiVaFkc@kZgmti z%VfZSF@$G8EZkVU(90{7vpM0^sfdM->yl8nC>yNV(>n$YD!K|0I!Y}FeOUAD(?TIl zSvvj)4(PIWgXy{oj@1Ih%SmTtO0BKMsj6aM^u52O<-U3Zlyjm7$Bww$@dqu68%2kv+rCs{Lbk2;^)+G5#l`W>-=-pbJjF{o%|+|1XY=Y?|7*#KiMa%M-d0mnJLDc3 z9vB01zLuRT$R;W6EgXQZPGDVG6VlH5R z^Wu?T43qkLS#8}6D`?WRY14`qFZSEpZJu;F$FuTg+`)SpQJ#wy-Bg?c>M@%62k@4f zV&VP6E!(O#)~IUSNNM>Wf6P-nBGmatpZ1p{n{=za^?}czEeO%@kaBj}JjE_1kvPRs zL76IUK6^IHJ@f0kg9!X?#+<^b<*t}UL8%|pKD-9#qIv$;(%cp*{&Hs|hwaKr&xu~$ zw}XezhA#Z7g-~D0-D*~!GG3ZqxOO};>^P{CR)@4S2le}q2AhZ?GVWx=%repf(XdBJns?sHV3$6VeGM0pR zMc(l8{rhk(U?O+6RT=F>8pUG+({77f4p=su)Z_r^Ap7(=K1|nUFyXH#0W*HKZ`ZDr zjZsn*p^(Typy8B7)~+>CG5+oWBi7q?W^ZfmWW%tQ3!S!btDu;W^zcK64<`?@$_<%e{;|$4u`u*VJISF-EU2yX6HIf& z-51N^lNnV=chu`_7LQ8N&Eo4~D%m+Wm;u+z5Ep7x09-pxJGG1y@i5;F>o6U+Qh9%{Rd^0&TMV2~NJF?{=xR zZ0Y=Q^UTM~C&%ofN^Q3PwPk(O#*Io~{QBnScKhB!Fsh_rCP4Gpm$h}`=NGQ~%{}tO zfyVOt^qW9tI83!NlxC8*Zq9K{%?_GrS>936UtL3PcXrrryJghFqM|^Wf01Jd%8#y) z?PLg=7Y6jVd}bfEunc?>PX$!;R8Lh7uFX_H65Y$;V0R2%`c)bdbq$S1WQ0Wj(~ncQ zqh1brw`w;t=ic+If=j8Eu;SkS{`}4zbwd0`^57CH;(G=josC01&`Q^L*sQpw2Obm^ zH4e`Yus5(qo*CN1X|M0+fHXCg_MJPoRQMcuyTZq(^qfcT`Atgx@ZmSjN?SjTxBR+r z!GdL7KW`nl_^;cy^TFY=%W4j(Y*lN~LRleU!jeWIhPuUzTLRqB=U$>WTU}(bBvnjbqQAJ-Hs74MH6E z4Jxp07-;QR9qePcL`PMzX3ZM3!&?Xd;5HGk8`Lb}>R6u&UMn*aFogs(H28^8J}0Mf zUS3}FXp;Nd#fBL7sXB7}_%?9eMh0&SCqGE&xD{x(ABR*Vfi1#w3-Foa(@##G$p7 zPe!0wb1pz@T0J3_mOQ6<+jRNz<)UlH(+ZZ4=fp4nJAGH0oKRb5bT2UKv2^u>tO{fc zDvHDzzlY?HkdUz024l--p~I{WM0AWV=M>a1e;opQ>2E57%Y}Z^(iposcz&}s@k0~# zHn-~^Y~7s^acW`-1`?M&ezqa?!QHzK=YKy9ICM4O{F}FLuReQr$@stx=a^m1bj!cI z+0tbH(ck5V>uQ8Zs))ttF{%zxmo8cM@87@R`vKR6`fP5+(UHAxWAp*-$!4{Pw3F+n zx9bBI7S}(j)tz;pf1>tNgr1+*u4~DKW5T-8rY-4~#bxe&|L%=7+DwzU3S_zrS;`rB z|D5wx)F9Pg3pf?ZIU1ETCv-GisD6hLoIb_;4swDLCA@eFV-0AR=(E4lS0|xP3|c=Sg~N#&O#v zRWgz-YRgww=ea2%yT>P99?SuKZDoi!=c(T%QCc*N-EZtqN($k+7J3=rc(dWCZh;YI zHwp@_k}#Fox^?d3Cr>8t*cjoJfQscsZJk@#$ZqOUNv$@HP~>TU^|Kskdwz&ywIc%; zbreLA-J&6V)K&G)AA~{FQk+7L9{1!Yr>(-D+9k>OS?Pp50QCYaYj@~yAWX|X@89$vo_Z14p8Zo%%L%hsR13p`i?mT(*U(0`Id-|&NulZ+L zF4%md$zv*Qub4IHlOJh&C@pA`&?Elq7K1^LC66cl+twN8JJ&q~;y zG^{eSyL-FKcS=yFV4(cn%e6eg@|aBpf>TC@ zPM?+ah}V`?zQ&%jV~;hhP!4E}!eD^Gp)~KPd`jJj`1o*sYWDT(N3Fg%PmVUaD@mfV zz>rVvEI0>bq)MBvFGJr!0I)K45+IM>?DrBSE1PKWssMhBobj$*UxNIz_UlR+9proYUT+NjK8_~XNaJb6U zhD;x5wP~3?T)wDO5LT96;*&O3fY1#dsBy_~*REY|2xP8vPf9R6=||S(MXO;@-(V- z?Mv9UpJi7*-x!$TIbL4P=~=`DM%mRoHzhc9$l;HBD?@`HqX^`?Z?@69%GaOc?!F26 z=M^9Uh7Wap_;LMvdO%BpPgOe|9Ghpe-Lh|_rrca@=*z}NRHLJFiltmD9m z$8WW2rfVGou`HScjhXsq&Yl%z8VUNcgQ1?{F0 zN_t_VWlpeQ*1Gz39Azyyt`2ZWVGQHpc&3EtKy~}dlnxH(Voi)=2kFk>m4lG;vS&6QX_Ks|h z?OBER?Tqv1ODXE!LeJ*}oVl~$l(ho@z63tby5!e8wFH(xW=DsFj0^fFw%XZorqhFq zhLHB@#hh-2U6)lOGm;zz7|f<0e1~aw>=-+!ZP1__+1jJP8H9?-octuIqlX$M$vefx z&R>u38`14W7dQ6t+$EEzO$&yYTd;6pp#D2T8u!>9nP0}FR@b-FG(#Nr-Z3yXZXAERQl*(@Z1KH&rDM*I#n3_u-{iou}fR z@=y5PE#<1kY@|J+XcIRhr+`LP=+A}+DN`pMc)S*W4dJ6L*R5N3qWHY;fVfiASUui6 z+S8KvYReG>cMwJ6Lq8087Hmezb|rsv;wpO zASz`y^5SiEIP_)Q1sPN_KGri?CU)&xxk=qBIT>_&?;vlh?l;J94iZEhj#+E>+-`wK zS>L~Xz}+M6M-IRy_W$Y*<@2$UxdvaVtTwl>7)=OYDoeoDOx-a6d`MZ2H2loz#!xIY zWqBwxq{CtRSd5vLIex-~RN`^OUri-BdDS52zi2PK(bCBjPtS>F5#4tuE=|bd?Pjh2 zu7l{D8;e0KV`13c7A%<7=0cCa2uF&KYZSz!9Z`CaaM+QQ%xRt#O?w48h4DtqsAr|D z<-2=R0kWx0^0>pYD{Jp!Tw$o03dhNT=gk6(Ot_6*(^YxTENnSOM%;Zgo(k>6o!>Q5 z5=36d(Qh_Cu&zXI7zSo~{po%5u)RydM$^rlsqWl9GRcABUGD)+qYQf_@hAt8UGn%^ zU90Pr^3s6+GuWIetvX%*q@^EN;=ia699w z2Us0Y$2^hETR254C!!a6?c_(l=?2>1EgHp{HE`hBX{7f{Zo}K2Bd^cD$&_S`7J+_a zBuke>IX6%>Hla1<6W-jL(+XX!VPxGu(ByPoSMLy{}O1u?8k55`W$Xu%9bPT)c864FsC#heI4;iBco7^?)nzc>!D+z4Dws%K{AE40n-wS5`Jff7WNIBv?(@vl%?@sOb>-S?X4nlgf1tqGa4#e+hVt zC17w?jb0e?W>%K3u5(k}K!Z)DGNuqmgjF~7Wrf?q!c4dWc(I>koB)2r94MzrS;R_^&6W?idthbXNv-OA7J`hxWms)X~%Dv1fdLGz?Zq zHwg;ady;Bkgie@gUdur?te6shg1x7ASKOB@V2K13=+@hb|z8{h*mzK{VIdvDXUMeM%OF; zLHuGVXP$*7+c|)&k73<%1m3WH(kt?$Yrx1x{uDuim69;CY@m^c8f*mBd8Er>+;Y+h zfRW3pw`sWpl#~OujEY^O@YAPHk@4}ZC*1P+Slq8ZmWhdnEHBVL^GezxqS+MLvim{WDjZ&uW{r#2Xqygqgr5Z(Ak)ZTQ|I9xev6 zp$vG4elWvfW$$EIjNt9t^LYAjfl9yqcG339z{tZpCcWc|7avF8Sy{mZrnV&;3I}ZD zqcI$Z94k4T!IB5D#;qGiQE+fJpI_h7cY&9e*jK16i%WI=)g3KN^L`Bs$j!asx)j6> zy}$G0=jNOg0*(Mms2;F4IJ^GVZVSn&q^}G@fInrue=$h`npE;i+<`KAfD14$q1N@2 z#JAvG`^q0t1}9W6(>#3rV&Z`V8!5VFmi41F&lX_d({DKJD0TXFW;ju!5(ZA~#<#;- z8)Ty=)2m>87OY=u6&%GeDCj>-S@g6e|J`w3b=IoA)308&0z|*@XJ;9#%vp5j!Gja8 zuG>nu1RY=*t-it^sAvx3h9nqaL^s4!jYYS_yS$d0J9>#(`SRH4Xfdma=%{)Cz-(E9U>Y?EaRmL&4nrP@t_MhIIOsCAl~&|7NZ6N(ii*Y);3an;&|j7_ z!Y)K}AoF;*+u?Y^P^XB#og2$FPLk=k=8(y5DVbM54XZtT{V-}*$x8}}>A^|IOdGKS zAYtW?MQO&ql%XBTeZ9j#e59|_3iYNC8iaeuKViw5+^*}T6XK#)GSJCdB4{+GYB(R4 zHC06hp0>!g11Td$UnGLge}B&ymj4Q<9A&hOUE|H;Ye}`Lteaf0x1*;= zI}BsLd=Q`vqc}myV#wv5m0547FQi>V`M=ZlcKFu}d~Whxf$NjM@0NT+g$apyaaGQB z=G{)7NNZSR@Xg$K0DmN}1syI?T|-Q@3UAz)!y9B`G5iQx(;6-)ghlBl&d&}S=i2)NTT^P z=w@a2@7|rmmyAfZ>vRy{n-U|=%5-9!+2{&Og$d??B^R(tK(7F-^r_sDnh@V&b-hwH zO=jYHOS{kudgX%;3$*XP7L+IG_Hq}Y#^!~kvSWn-O?ro%s8B)~Gvh;Orf!Q>h8t8~6+6e&9(sLIA8zle!lZ56oy~vNcMnh7Q08^7Hf~zxJr6KM*BYEiimh@}YapMxSyA$o=C#+tnSn0dXarPzMtx$xTQ>oL))RoT|1z;cZ;C3{=+8{asJLRcrq)nip2~@?Bb|WT0D%`B145M$mM7sfp%)t5VM~}35 zMz(+c$7OC050@E^5(dEf6OFhGmj!J36?H>-ar9Je56ixzMvam{1$3bfRTgM?b2uXo z5MA-Fwodurt{)ASe~` zECW3VM_zRF|3Be4@D$ko=`CZnVH{{F}%Jf@+Y~1von6z`(}tVWy(fqlySTdGci11^qy$QQad| z=`$o4g93h8-AB(8#R9rcuX(ILcijygw<-MY>d&Q*4T|((Mid487e1t`P*M#4{%>0l zbG-*~yLXo!iC@3t(TPE9<_5Hlj)kHb-G4NEg*W%v7N|Ti)u3kxSy}o(jl((W_5Ae| zLW*p_obFm(6%us~awf-m<3<~AYSU>STNYOC5LdYaOar(LDSJMz&XiVFOg55b!C&sC zuG&o_L}074op)~E-U|D3rO&&r_CHFZ^ebqMmwOTcqgNoC4f6Z=%|~9P7Lz7URPi^v zRpGp^RyRDYa-2(PnP%64Nq)8~{{&4^X6k8x&{uJw$P`4IDLD=@-2|D0a{TSFyf_iL za>MZSd-UnkQW1fPS^nvyg`#{#-ZW#}OS7!}nR9xvo0 zdS3^_ypKn3E_VS};-o2MgXrf)A^BbNLf_!FsRi?Re=$qL_cvtrw!2yS{>j;ey-tV0 zv;Rle_40Q4e^0Himh;P1b(OYB*4H?o^mnMSb4eY$Skk8SX-SDRA`L(4-viz%11dDl z(|gPP#1?5O^R5`2Jeu~0RQB- zsBpiJMxL*C?kD|>!l0c7IYd9Lo!ck3^nt+KKbg-KQ4ty$+;M(y+W?%Q`_#p92ATdy|!Hh)^fjtfA?<;h#3 z{=6Ep8Gj)AEVTZo%yXw=HFA0Yjf>`dBT}!}yX$cuiEx*Gsl0p7KqnVY0b1@DuOUwW zElIz-Fy3W_m1>=%jG6nL+R0*jp0|ukVQlF(`)%|0+MYMFQzBNOvOa?g6UbL z#g_3Op<0d{ta@k~Kr9wIf4=IBd49P`Yfru4i}T$YD;kj8k|BMp=o>&yY|8r7f=k1l z4j7w0#7GB5OJfpK7tx8_#k6(N&Ym-u*L2$ko@5()eEXNJ8T!)zTZ%i~sI+@o(HP9C z^wRrBsXfHwp15iN5=}7c?e#zDT@J4392k+j#dI^2raPC7#yAz=qA+dKM&LS8pkz)% z@^%$Xbvfq{E3hubr%*(6M0QVqKzo&Zfw*g`kckf!=OpSvAw#elHvSl1qgq2NEGgmu zbIOR=Xlh4#J>khI8`#=&T3pWQ=c!@*F*tvV`sJ5X#(3_t^WNZ7W4V>{)A8}6w*SG* ziL%K1w*5G7k$SjRLg=q=T1!ECja!>%jKsz2Y4!o@srKo%AVUs&~ z(A{ob#y3&G<;cU@ICJ_TSZ z=_HsWh6N8bDm%0EobilvYNBP)G2p^d=S0n+2yxcf z^Y!>V2ASRSnB`QFsd>52GZI~L=Dz~1oWn#9;klnRwfD|<+E?qkJ1qyS5v1m6TP%+S zeddP=26PQ>*y%q~>ICf{o~cG+G2HLuva-RlF3Rl76mCgah`V?oz3%QG)7-NKCCc^h zbM6ZYt=wlT8WUU@twuO(h=+fP$?R)oQ!K*#C2j`nMZw146`XI(FtCD2j)`d}S_C@( zTDu2L{~$tt)mjp+7BIv4rOl5@NUy6@L;Lw4oX7_OV8zHzr*(&U;3CoIJfN`%vrf57 zMeD)oiHcztVHNbDcW@NRs0PN)^M~4|?u{{9A55D@t@5(EdOO^Rj0*ApXGvQHT*xL$ zwNc&F-QbFa@BN$UfV`Fjexr%0sgPw--$m!l!@q%0NdlKRZ#QCMpv=B~_Nu`+m{&~m zI*Jce4m3bAHy!ED2((HlERUsaEHZk#t6=#)qwW=?o9+jcrs*F^6qiJ%N+2fiBg0gb zz8wB>zv2ht3FT~xQY8h|<&@;TL)ORp*~YE48}_--UrE`}xJ!a!bVYU+qhAL;Pda^i zd1hr%r-4g4O@&+fKDGK=u#eZhVaKB_o)7K)6x-Be^kmbfOo=%^Drv{-S^CAJJ)fo& z{AGH=0O$?Lq5dTx{W!uuX28@vLDeMX4l^4TaW*fa*tuC)C}Kvt=(Zu&hFepzFo5LX zas3OTH1oE-LOVR)1616TBWj0X4|UZ?fZ{jNsOuHLhMZ=cMTl0rcD9T9?R$O+38$Gy za9G$}#V+(JC4<5{4ZiyB2pqR#{nsL@4i^p^y;9|DuJuO|x}$c{pxo4+>FO#ak)x?f zNe)l?`iK6X zl^>-=q${DROhY$lZW-Utd&8|ihsMs#@{Lq-!;h78s&=xyeKv@7a*hQG?D^nqH~;>7 zdd2&h&Og+yr=$#fc=^m)JH~r3%LOHD?>8%)3_O446(6cJH|^q)xM~d4>9B{PGNZm^ zzrN>L;;w$p0)Z(DqCq;~`l(I1KdahVS=p z76=~{>@+g#qShR5-l9dDPMyN2KFI95LT=tXJ8)99Ukdb_YG8^xrpNEu(*i0?TU&dX zhq0gG@ZnvN**CK9|J4;zTx-Y)>LtwlY>sStar6QagU^Kz8bd88)4bjevfb)XvT7)k zkp#@Se_wnf{t49s=vz(9%u09f+K`;~mnR@O+X=Q-K|3j=-w20+akR`F_!~P;m>rp6 zmyqmXc;Zm)vC#VQcXw?CAC|Ev{Vgo+X02W>JTWlDF7!Rp%Ls0z<+Glzrle@Jalfr= zE%REM17`M<+y+D!&X~gU%v6~t7Pnj_K z|0t=+L|Z`Xiho2A`t5aa{mZCgP9B-^qmXIUsaSq|ipNGx-nnG%8sC&*!V;nyMS(8_ zHH!shM$*t@UI9W9+Cy(OE!{G3<*LQH#jKX6fHL9W%mwc%CeLzyH)~sH=q7FsVj_E+ zs&rKd;{&iq@U4s%DAJr$N6FQ6Lqknd<}vq)^gp^NYJvT-u+7w()oTF~ecqq(z5I^4 z(&yn=)ud_gG$L=|qbM{lrk*DfX7|DFfe~qQoEHJU+T;!f?Ursk)tFNYBqjh<2mz?c zqDLm58Xr-SM1JPWGiYoRSB>4Vwj0i!PEVgYc0qYN!q?c@bC|8_H9^>?&_#Nh&5eu| zyH{=kD=2CFnc_mD@c6M~uiFpOJv2Sp(A-wt%1|aINQ9q={6ByG{G!HJFzqkhi$UeU zKHs)X+i@HNq~Pu#hW-gIgBi%|56?;Lewg-wzdjTQ48$WKhiu#VQM&dfcSoq!HP9zX zni9lT3EK8>soc3pwEn&sr*7pmZdk|B=#y`La-Q?+JIis;-`Ikr8S=xsup{1JB94|# zc3VFYq!4S*hU%YasHHtd$|QK5%=GaJJMqtd+PLG@Cf9#X9&%UOVN_$$3y&o4n;NU0 zFhuB++FBVFrWf-N@SaKsj(WS$2N7v6YkajihaXP;HW_rWB%@_u#O_?kdm4BmT?}b1 zBH`_6fOU$_?~+k%0BsANWeo-qJ5s&OrsaVZ2}0Ch2Hh|^hx-xDY5%>$Ry%g@aJ{TX zZYdlRHn+?tP=+)K&p&vjOS8JLxIKHWK?^^f<1~&gWCYbpQD>E;IY+A+>jrvoSJzBA zN$D!Vc<`A8m1Hh=ajh#4q``o+NwG6=*s3)3sjBhXyjqMtFVa#LS_R3cY)GRJh)M z#E8Mf1HDvP>F6k?tS}CYu*JQu&d@T81$g)L1ykls5P{e)VkGIW1&@5KEJsmjN$8KL zPdMvrjvvue{*O30bj;xHi0ktMO*aERmQurxf*OSh<102kV1Kmw&i_~(i^eN2^?YR> z32zH3i<#HP_#{zb{LNbiBmet54$W-)t2qWb6Qh4zp}vIp^2`3~E6{@S-icmL<}0LTFLX}SOC(Adpm zaxd50Y>3@_{Yj+yE3HOqiq?0EimiI2k1<)iV9Lw-sZ)>+16B4;4a+YZIcZXBa7iJZ zX>5zz?$w|;l5AXgh|pOMCT-8{zvT_kDR63ed*YQ z$d1XbY2@d&rnNNo-h(AcM$-JdcArxy-M(aNP^Ih|zTwjOYr5qKB6$Ebo zWXs=w|1GZp6><W3LRF>FcN_RXn@2t_9CPm@{5h?6k3RNCt=L1;nU)S?WA# zK=5}U6%@oOC!uCh-ilp~v=YsaY9 zLGgmn9Wi>rLKJuE0EgT8BU7l7ozq@o$cnb@iF{p06hnl1$eaUebBobq4Yx){wqaQ& zRGZj3b#~VqU1ll13HC++U_#Lv=UHP{K5fgMlCkE(MalQqHrapAvhsQ@kRPwaB9nn;8qW>EO zM@LT;h&q^J@z7hU+^$^wK@@g^=g2b@KUz)MSeYotJrM-CRpKk80uZXC#S$36nHb^Z zV;uuUERs-TW3@0-I)(!j=Q0nqMEf#wfk#iC{CZe8doTfjc?*qMt%LTSV5N=-7ZGTW zB6JTuYo%jZ?>AZU58yB)H;P3nln9#0g7F{Q_p3zQhF3tBP#;dkT_$rHNrckkdg5bv z(M|a?ge0S>qwnD8P8x#hEfoW&j2#@_@FC!)FB&#UZNp=-@ph%C;TVb072Uqwu)h%Y z5y#M(9z5Xi;hyl*caUXLk|-&J=S6C)P@sd?@6w6l?-XTekcZR1zGY=)sf=eYIyt-R z^L1Z3qcjjLf%TX%S3xs48pcrn*$q2!?=97Q4oj&GQ=n0Vi)2q@xE*DO@NS@r5)U8_ zIEu`9PrF+B`E&BfRR>GQRVNYGa2wGbZ?h9+Qa2k)@_cyVR&4jE-J2Rv`pV;?qLJ9Z zpu7M{L*QwT3GdPej^O0Mtn&pv>$EPm&ZUJ5;K#W0z@ru%T@>c`2S;27MaA2<$<_7+ zeFhJXgNsQS8fGhnJiTikKDKT(XE|qMqM{B}f3Rt0nZ7pKX?FC=lVocM4@23s%ih3g z_4nT+lm4lB*6s6)lOsMat6bOaOug>ftjfrellz~xethlEFOLH*H+o!lainn{Gv{*C z-s{wU|6OhLwJB-fo=Km;R7$>~gbrDWR>6~ifRb;evw@mD5Pa`UMjVZ2j|ykLvWi-S z;rzvmZ;8Cj`~khT8R$mHyR&D`JR+#&3Id6I#r2X(uEWBxZQBw*d%C%0iwiZ=w9BAn z{wvAnOLpbUyHHTCrK-Z*l3MglvaPP1?sxGv3!No%eq8ZmX!&+JI)>>b^u<&Nd#vMN z6HN28?QCt`If^4!|9O7Jo2#%x`ftNRLgxHx$clcjU>|`T-KOqNe4C6>-~y94ZR3cTGnxeL*CNgtY^h1YPGd(je zg+ANj&Jf1H%gM#ZJvmPClPMIt_#RoEn}!}91UoWT%q>fohKtu23`o#y7LSzCfq{X) zIL~T2F-eN%KOIY<&4{8+{I5MY-Ei;3=zLnwPnZTntPo$bY_Rp~E#;`^pI!g+3SDE5 zuNat>6cQ9i_m627LMZ;g`DI1QAcbpUV1JHWfIyzSwF+qzdhYm`KMifLM7vugGnFBr(+1s4KFOinHrfk{)>D7!SzXkRY z&PmQe(FA08E8mVEK9&ys1IHeRbD+^R?Q0Os-W)xO5iIS@f%lM+Y$P^<-?9nl!kv#n zD|r=oC6wdG=HG1t`}a4txb(3T9KBxN_Rd?y#s|6u4U|u|fT#s=$tnv02Q6s3?LY=x zl8ic{8xczhCMOYJP~8bK3?7ijwz~_W#5iH07HKs{;lhy%l*eaVR0+in@F4SDQQSl(koF{Iz1w(huy| z1P(=+i$d;&ReoP}RdwWF3h>VW$I1!CU;6AX`Q-fBk|3D@R6QR)znejwbB+EzsZ76o ze}#2ZhX5RU^_`w+a1)u)zMrEez@P_$;tnzKwpF;n>*X0!$KA4jI-|eAlN|>P(-#>$ zOORXL6Vcc_`EOB$FQofW&ZY%=#NC)!0Qn!KucvqY*cbS}If_SgzWOm+pJ!LSd6P;k zn9Z@Zprl{&>H)n=K7xQ^!@Z$6MV^*TRBvPBxg5O-}lmB zerabmbm$DjF%;&X3H}N(qhUX3Z4@vme0D?66*NL-x3>-}UH8#<7!!e=Lsla01AM_> z3&g*}W#Z(?JL|rEvn{@WT(5fCzTq4CruIb~hI?}>e`V^)ikQN+=8T70eWJ-#Y0e%r z3$hxp@PV<4|2FJp?oU~jndx6CIvh>s&7FG+lziFG)-76iD0VS}E6m*4C(Lv3teTEX z8#bhfs5Ha}^vgr>h&@@JSDRG2a^mj(AzGT6%c>yl_$NKmpAj9Aun6J9{o>;2Z-d>! zQmLYnnGB5r#LE&cAA=cTBkEc3%Ff{mP|SO+vj(M zBI~wXpBMVqKn3Z)Jy&&fo|S)ZdVhnp>$EakZ*7}?Nj+UJS&cKyRA&vgT%294VfEa? zybEOrI%E&_RV&eo+Y~#-#Hhs^&YD<~ru%*7^d_T^Wr$djL<4av{rLW6wwzWVIh>!l zT)c_rmNJ}BBpGbhGWOV2i52E_cE7PhzvQbWbL7mvSgifLC@Fm}D^_w_6a;hy&RCBt zRPwJd`9KAnw(fv-5ofYSz@LQ zKp1>tA2j#@P7aN#+@)KX6`)_6VP}pcCgZ{dJ7c_brQ7Ra3(N{9uv_8!Bc`uMexexN zr;FvfLa+Jrw}3Gw<*eEIMC9S(DIOy*;)CB8EO6rxF6p>-ie+9e&r$Hz$BFndC)01a3<)zO{sh#Gwx}&POZJ`X( z6}=1#>l*XgG?xtS7Q?KKRnHS0%GVi9Y4b3BP>pwJ_#UTLZ-1&81x>6)sIMIy!_N!ET-)FT2Gc>R5jcPpWM87#VzA@}di z?PdSUBC*}icbJq)W12K=s%-GqOn2d_D-veF@)U>Gv>zYK?Uu|=Q+Z%+Vj|f`QaBQ| z0AN4O{o=7LCY<+Nhj>sYyq(ig@$lF%OpP=CAW$T(S*%DCP$y{=ayROq?W_<$d&J#q z>K^0YUfMZOk@&R}H_OzDHQtUQ$1|(yGqL2)aw;53P#6H5kD%bPM z4fB^!K}fqJYGyfdxmlWuMXA*85dT(=aMUECa!ZvN4&e@6y#EPZvAQnG@coR`(2PsD zA#F`_n>zH;3fE{E=;RG!CD$Eg5)rhv_fbe*?`4*7-#KQk`p)P@3re;&ZQF5japU8M zCLKw4MR)_X8%FOZZlYa7SM^PwXrL*B_VqE!Ava3E5n|H6KS5P0?j9a8A{C)z zT>XwOA9N?q(_A{I*LsD)o0r$`-E%a&+pX_>Pfz{yy}nP6v|bUKW3cezv9JARp3k{h z+;0iPqZ~t2R_7b6|3I#<2nct_jhc12?%rP;eKWJxY;8L{`v;YrPkP;o%h^BwdUqs$ zdYgjfSp_9KLk$am(_0!3F;Ti+1u{uYtp|B|2=O)(bHU~HffFnwK2tzd9)M)s$t_R!wJz(V=P^uK=G&M#7R&PIis|K>mHcB;9T&J8e`Eq@TwPop?y!B;05SZPyW z9b1XFg|Nn}>w;UUspTL6a6sxoePol|;tKtj*tMc_bh|XrPEV;GkoKUrV>Ma=MYr1H zr<1YkPOm5m;H-(B-m~A78XtCk;$gl1gbq+l^D?OI`kkHS*AQA{bb@PfwV6l16JNiJ z&k0K%10VMD>YC@zYL`6hS#kwTOA|!{)mll^X?HL|VWDpNFnB5(dltda+o>G7|Cio+ z6}yx~f&dvfxigY^t;E0K`Mtv3BH6W6QDfft=7uDeDu)>*51BRAyZgjv*=G*9|9W!W ze*3L6w-(;Jjfe>WCsS_rn{TC>^!DxG;%oV@!a-%MoD3YtZB^NCpk!>QsWi<0~o22KKqRL;g@STenraMOVhFAu9P$N#8EHA@ef~E&mEga9W+^yzT3J z!qglbtI!PFb@mXAl_YhM9SoGucz^&&jw1;%!fUY^ksng|A@mx|6`VivMu^yHoZ zE(IkOJk^p>`w2?v<)2W~WNyo6jC2bI2e1BF+VcygA-QvXEKZdE?@3qRuib;jh2K>; zY$~!It3UoYSM(8v2v?1Fxu-Wzoi{0o6{0AiY@K2_3sF0AQpM;SmY(ulZ?1!%38oFE znixB;O5f4@=xAkKuN};YVuzNo(liP&Y#Ex58jlj(^8V&|3tp)#Ikx%ZnMD!NbL}ff zMCf-Q+FPQA$Vi*R-8=34irx=*kb&J?Dvm8%nu76sVCsdiR#2-rvk~sb-_ECu*i7eA z2IGj}sULhw2!$s(2tDZY0C-5ajWtY1?kfqllBPOhgo0|T1PGY!sJanRLravg!SOJTr3DZo zA$oc&9~oJIm{Eo9d;GWqKN5}6D3l#2Ph}_(wT;J%?2WFOtP)`XT-*8)6(ILhm?@#u zS19lVlc7m(gwX23e_}emYiog1&YwRo+}e&=(cW3kx1@Q(%43YASzv9lVr0lS9iJ}g z4&bqlGneum8UvMLC~OAZBcFuwj2S2L{luXHWajfl^#1Z#SU~x(FOhrp7@1D7`&}Lw zUFg^PdZUu$v7OS-pFC*xL{N{Z{9O)nW! zqR9L%cLu*oKaQeEN!BYK@Fg>m#hmgiY$uu#Pw$wA zC~RcpHxQrAis4iac`Wwm>W@d0lA1v%h_^}t+u5<)Qvq|_5gUM8xA`*W0`+WSPaUUqS3E@x&I(X_yYxcDc^fq`jS64jh(*o#KD9wFX_SYZJ68r_fD)q0Rmyri(WsW zN5{6ZA?|R8?pTV3mya9ZbXG3_2^?Ro_5N2%ZF(_6obrh94PvMgSPg>Vvrj?9!NP*+K*{jp4K#9baUmMPibtPV z{eFl062#L8p_dUpj0lMFWwQ?aeut=p007t*oCKyk7h{K@YN#+AQJ{rHEwUh#H%Ii}5XO^0$nrwrZe!|ZZp|F@>0i};Qc_YTs% z8#^9X3P{z780D^Q%AJm^jrMzHST#!vxfErBe?r{KxxXEa9{cS=|HQ*t$Gpa=IHuA6 zDEwn$rUboTNa-s$iA;3B>NEB04_l3P?L^uv(@KGXrYqnM%+E76c`oDdJ#AWFQGV0G^FUBBypko?D^4D)hO&wZF)1}YV zas}i~hU#GrE?9ikhAYcL^Uau%{J_q8hi~YDx1e&~X1ap--95TnOfMi`ZQFzwl}#UjcV+Qun`8@EG64KeKfc!YdXSH_)) z_DdnBJM&zl3nay4Gxy^!GMc*~Vp80I{-erf4b!`1 zWBuEaH72R1&Z}%-oNcy^;%62Zz}0|BS~DUq=Ob;(0S=ryMTfffXU zd=TT3W7V%8qN@99IdM;_kpaKTOc|&GSiGrd4QCzi=)d1|y_dWYHB4KB$aIqXm@Efg z33(w$hZ_I)cT|%;3YDL0lJ|iIUG8V0qd(G;NWI7{^Z)2=t7J=__Q#*15aPn-XdP!v zpub?P*n@vHTY-KP3CWOZA+b=ngqML|fnmUcuYQjQ4#(Tyvu96{ts#|-PL|Y18NpJr znCT^QgDL!JLGbEMbAQVFq(<68@{)?0_WtX-(FUO0(pqzZh~SaSjHrMSNkb^&5mdKU z5D?lMy33_H!%_<#2}G3J1~E(zd(2I|uzd?S%V2b36`D)!%S=IHDSGz$xcTs9%M% z3p)25(Y=JUWmb`ZYyx^N*8wK8-eO(S@MEE|Ia8wylXI2>X<&pd(PP-Q{{l6qNrwH{!X%SO<6kX|1+x`)^r_)0S zm`st(i#>ZbmxF2!q8I6+1D&FFPV(?B9cP?(=6JZn;^W1gw`&sG5Y}n1qgNgEm3o^t z8kiZl0f9{p!O7-j&Hm*tStNW*Vd~$CX)||>Pbv&vTD^Tnx~i@xRf20Ju9?I zt(G;iY^UmNIjBqA>Y%r+#@W)Hh@&m3AAeQhf8oM~o1d6y<*;TpSk9}0*)*6^^Aqiq zb@Ad$hzvHL&(a$b#2&ZLy3HL4~3$TzVT)A1qY^VRAErH=&h#u&!4BzC{BoTKb@;B9%Ek}ton zNHYCT?3nO-Gu^u#%Gv?D>aKbfGKyFJ;&$3|@ zz`bQR?S{yd)`sCf(kL8Qzncpp`N+*IE7#T0!C6+iE57PnH_|LENXapLoIKJ6_TyKz zhG$ze%pelXyUk$>w$ajZK0M^pzyD_R{4T^*e0+S#J1JzirLn-yaG!~C<$nQay^GFz zP|hI37WN;8K(dk)KNptow=KQW$!^W^%OF_dn*~`gviO0TTqri-L3IL%!c-?YFPkE- zji#p4OXa==LkEDpy?*<)k^jxx!vKj(3fuMQaj^NeNOi~4=q&u&QKyPxAntLUba|v; z+_|&AYg2B{8#%{2_$vNA`}KvAMS}A++*~33E`4o8ii1q?Wl5i3^}ZE9+?9xT7}Am4 zO>u9R;L`tcc;>7GB}J_ISFixRn5{qi&6=%|r=9+tSZ0L+mLULkP0lj$ySVqe#W|@Y z(dDt3Klqa_^XFhz+R0BCPwsqO~ONos^&hFb}vsZiKcp z(6kuCRRnjMxFsBMP&`X96US*5Pz;$}&1d1K$`03*dv%BoZ&V}^_i?ob{^+JPRlZL-$Yx*JDyDf(fd5K@^#+sH6a$wcY#IRtl+GPCSa3F%I{a z^=Ucl?9$?8c(Z_a4$$X4Vxk1gFk>aKtf-3>FNo#?P40c)GH1d+_wV1gD-o#qD+U|( zU^9gTAp(_}uK$%@9Cf~{_m|*FGlm~MUvG`C96Mh#tcRrkx4@h0_(Xzg(E+1x8XmRg z^hpwlxRE7s9&%mO8M6B6VkCg=!2_+Kg(2PZB}}+6_6S-Bsfk2Yh~!YdILl`&=1VO3 z_6IoTy(o4fbb9kr#VO+Ewm&D^2|4p7Jit0VDE1s5&pkU&Vc%oA1wT$n0gTXuln$3d zX*{_@D1u9Q?4Eyb88i}fYj)`$94qJ`RUUpH8MlNJxPwd&6&=L+-ckfZn2CRzzZA9o zas~>dgK#XuoUd)9&>gLmP5l2QlIcevc!5UHA!htiQh_J(c?NjfDO8KSqj z9cTYn^fYxj-XZ5qf8XoZeonU-zu@_ZKBh6zz9pMjIt5Sjm}m>1Z&0hvShh9_f4uB5 z8GrJ7#0Ljm`I3WIZgkQebXTbbmWoOf+Day45(^qR{W6>N#!LLtmwq)H404_ zXQ>P?bLW~dOW%Vo8&*^d7bjM3-jz{*9p|s)*3cj?^XQ^k`SRsPB&aVzp%FOcVg+(M zyh|(bbt=)vZRmil=(ahZ0@?K5$0zW0#Vafqj6^U{^m(2O?iQ#%8aTX2o9iZ<2Yu*p ztq&Z~uDl)UB*`4~U8r)=o#&8qT*v36rKW5CU6A=i(xh0j;HDtHV1gnCtYOLQl{`tx(ymM&Fee3Qw@4l#psz69}xQ} zJ~6G+2~mU3@pPozLL~$xdoX7R&;tsP7fkq)fO)y=_&=R&ZXzCrhB`FHxBhb<&a57$ z{mud$N&Q_qqYK@E#f))$=j7!nDm7v1(7|R8FR%Tw-7b4;x^o_VDa}M{%$;17M~dF@ zRbs@1Jk-2@X(Ro@IwHEA(6A%EVD6-WknSw2ZWGRX>L=Kw#sdH!)#&+rL; zt{k8~=}8Q$P;_HN>&lH(Y(r_1EjF<%!QC<o4ET5*}ZOPJteF{;Rc1HZ@D*=P|H$C;mxSt zc_@ePj0pYDW%cyM{S(b|k29%9tggJmgUb?RKd=)eqL5o)3yLiAT=ZAol1z4fzT3irz#PZ-~5NGOb1gcNAXd4;W_N6&|!TBbG0#N8F6ntu<)WJWFuqd~HKlMJd zn6NLAX6|2La^sg)2dq9HWKTqXDlKgrcL8Q)MPome?I$wubuh2 zZz}{4!|f|lBP9i}O^&4Vi`anW#n_0**WVbXqC#qS&ejLKoVWonSSC%-?BsLM>YX3NKbTUHp(*MtwoB$u0wk?~#z#C3pI~Rl?{&?_qT5D8 zqkHY&1Cc_rX(|s}=;I^U&sQCw?IFDJiP@K1DL(xBZ`9wLrGv3jlutJgcK$R)qF}T^ zT~Va!$KZ;PW&-3gh#VW*i`JbxcV<3abJhtkQlisL#85kSg@ho|W_SLt$){3be#;S! zwrZtAH2=Iit|7*Cn2JIHyyK1*jrl*$ua|z65{)~mn~_mU(PB=nlXqsUcBve@kEVo) zDjgv;dYh8C;5vLu!t`$3K;PBCXn)a)kGxY@l<<{;^AA+Z}OJgWpda zHp+2|<-cdX-l;H}wQ8e%V2PFPTb(y<_5UAnZyJ{4yY_!y_?bmAXUr@^iVUGhNQOu$ zWK1D4M2Jd;&|ofvL<$Xtq7p@@P?1s+nHmfkQb`i}fA)U&y6^kNvpw7YdG)MqTb8A| zx~}s)&g0nk@3en-nswIf?)$S;+KRXZUCcVa4E67Y!OQI4`zsmezh2T&Yt?=5;Fjzk zhYhue?Gu1R5?S;O&CCuzZL(;#>d0^3Zp~B@sA+m92fr?6Gyk7^_S85>!J`yiM$C`j z^Dw^ceqW7g*PAA}##VO@UAX&Dk0uTu@+o4K1DgCwnHUm?2`~>OmQ-QU#3wWcMwfYA zZc0YuKoK{kJZjTrewS@qhur$UXVL);WwjCWM++RMW-#&lkwd0^5bcRru|_kM`~0~o z-0k4nTGYrYv)X=Il+vJApi{rz8|Fqfxw>%S7_9n%2kvcB$|?*-#STGB0$h~Wy1grOg4{1_Aly=zcFLA$d4 ziCo&nY%fT;2=-_zC#AN-#v)frEwD)H*Mm%}%<5SC-+v-d_tcLMHD8rKrndvx;yY{p z!N8iH_P_qVL)qsv(9nOr(e!LmvwFTHc?1S_r}&6Rn{@10tIhXiFg5~CxG8A9X7orZ z(Z-V}8%&<;rSH&QRaI=BAq@`w=Qji^Yip$o6bCdVrH>3ih|Yxrk@kyvPsU36d@)Ab z!DSJ;2wgfs1=k!zQ;y*%kz(2c!G9-diW&%=QESQuxHX>f$*fJ z`1?C1^E#xfG%}FVNo;}W5u@#kHK-GW+@|had=WB7;#=JKaOiv@a;s`E%>zr&8B2sJ z@9fm+lFIV^{rmMx;2ajIJjEO?Osltd+ysh}m_9mOVP44V6b&&^qf^^J(^( zCbX5dccnzm$d#TkV+J3Qu;rO=e@TKE8lsp_l#4UpS%5w$o5azEETq9vxRQT%``NQ= znOYnd2|V5+&q*7QF8K>oYj0@kbG0xZNFhx}VR2)9fBeyXyQfQfUl{Xtq(QXkL=_J2 zII$nm8?N;C%mQnY*>XBWRjLUXi_ z^USAm*u;mXXH=AkQM(O|sZfZ;sbrkYo3Nt}RA%PQ+qH^k_T-8XDWt7yT z9W96?PsaG8{B=rg8p326ydrNsG_C{%v}2pZz5+uomr<3&_KRFfXyWg_B0O#jb~WGb+#Y- z>}jp>Bgi~sG%mfL+?<%jikI3;dOR;pcLx@xwhMp_*6luK?^#jb9u9rY!8&VE3`HxR zo}ST#lL^>h7>p}^1jByWSy_o9=@kKqPY&`tu@R*gTBd?R^R5#Ck~AV$B0?0@Fxz(b z{ybaLfQ9g2xfKyET_nvNfGU97jk|joBc~w9DXW|3J$Q(WR7NyFM4!VhlaC3_bflf6!|DE%$Eq<&vRva` z38e@q(BihnZkp=8lUlDm_d#T2g;8CbZ+NTl=wyV9R7Qfb-lhJLb>drLoVkkIBhnl4 zKtw4ncs0kP+(BvRNp;IZykL6mCYNM^*w@_+E?>Da7C2FOadwQ{xXnWH?BW{IUH6&3 zS97Nvvs9;#v$OBfwaB13>Y6uTE<%EfTnRa#kvBTorhsiSpiLBv=l}$om)XXIN{I4= zI!Azn?#Z*}%(3EYl03vlhWF%1guj7F*=5zPJ$vpf**LPE6#x4Q3kx5-MDFL_L{TRm z8R=`SFKGy0L#+T5t(A_0d#))*_ZW~`-g|6^8=;}ggFYL#YZp`Zv*({?Iq|oC=d`Kn z9O0F_jh%PuR2#0IPs@&K))Qomh!Bd6-1;FZb=$FH;OS`=Z>vK00@z(kYoMvADG{xG zdiP#Xx9&mz=HSU~6|KpwSUoB)Z6OO_z>E%E59}U3Y}i2LTzEXXN1|g)X`;9i6?J&_ zkz>b_k(#wrJcYv4`r?27wJdNl2kOMb!}bmT3fR#^AvryCI;Phi(Yg&(tN?a3NgFJ) zf;SjDU!NMQ$K22#upjOY;FU~Xg3?ZT_|V6Kre>6H1>5MGlgD|YGzLATq~qtoOB!{4 z{eCoTrCDWVSeWf(&z+D7Yp3|oy4`m;vfo;+HYqOVkBImUcBVc(+pDzR_Lds+G4Hpv z5`2bUqXu%Dz$!NSe36F0gXc*Nn?Q}d+8}84j9%Ux#*QL>Mg+0>HvRj$JQQ4<{r?RxGjO%M zWX$1q5eOs^{&b=60-ls8SpJ=sq~{g46pqE!P_6(k?Ia^40ICcG;ad3;@Vox0^Py(cc|DRZ%(_xf z_9gT~9AMp(A1rq#u~$^uGF??52?Fo~FOCzck61fNZRXqkUtVc^;8Id|aj9P`ww}^$ zmSstKV*Ms2ro7=JnS`=R`|cX>&WHQKgBAWVZ*R=-^e$2eo$;XE% z;T8x=)l1c$XfsdkVyuzDywl1$PD%x>8m%cb>sl}Js%!W~`#;aA%l4-oh`rqYLqeK^jJmpq`J?AugV4X|zZyoly1Y$%R zxG!_86DyLkgxcR+_DdWLg+H=6P*hqdQOG2+SYoPC#qFuODfu8TuScfd?n1EZHUuq- zcpiM2?{_g5Aibs0;N2}+u`%~|m@|tAwI-*QJ{4^z6;d~VTg2jbQL@(|I5XUtOy$+T zf3A^;$wieQyAlN8yL~@5u`LIs&o8InKs$0G@Qk2KN}`L2`NKRgRS|a5CTWT-Xy?x4 zunJV3ABfM14x_7(U%^HlvJ6&fS<^}VpUakT1>6d%n6PIi5pOQXM zcd)8?bpDoiTs4#88u+yGWOISHb!9oq3RiL8d2siZeWG`77@G$k%%Z9ajKsr{gaM%O-; zON-RF0Y*enaY^0)4;2ojgdJTbMX2Az2L#c22dI=Lc^g`zgf1^4D47HYAyK>yrIu7+ zE0yn)i+8_&^x_99Xvt)Pt863*bq)q}`{3F6v$u1D)-a#-r+vR{vvleG^6*YDd3i9Q=UGpZhud`OBV&Fp~%cxl3oZ|#GT4>G0wo?9}bM&phfYB zMb&qTag~@2I&K+@!PyW~|0BbpDcZsK4KrH~B!nzZI2V~TNVLx!`iGoJqN?9rK z*krXPvUN2_EC)l;t#@z3ckgr9b;KISm&dWWV%&5C*LeeXBWVU$OImi?+@0!_*V#^G zPdJem6|qpDm^f<_oJQFSfpJ)+ev$V%UPQ&c-kOZ5^BOlS8C@K4P&-2Go};Jd$?R9| zmXAeR+x(N`JoH9z{D2|cNU%sqX|-n@{S@`7!WEwPzTNE%3Kv;|RQsTVCsYqDRjyu8 zYrn5u->Hz1NL|6dynCPPz2?ctQ@v;C;`AY5eXQ*b=pgLcGV>M1Q-EoUv&PGoFBkZp zs6zyX1reV|r)#J{^op7cF}PXpsk64k*IL~z85v(5AGuMMS$ag7+qIS*cIE2V`ucueo2Ji3c=Z_8-L z1egwW1&|6(e^barDwA#rjotLY4G+(rNq4mJ$$INnujjMr>Q`ypj0?-x*3!}+J=!(l zZWRi#5=v-#jyfvM=0R@>stNTjfs(=Xcgy5WDU$=ndCFjzm5#)WNK~HhlVAPk-|Qf5 z6i`@?*`0P@T4isqC1H2mnTb~met&=Fd8>b$W-Fp;ofg~JJ||lhmZ1+VL?s40y8T(1!IfUX)a;WcWl_6avgI%Y-?9q=p6~ ziM#}&g5P&HeaV_TbWOv5q~o0)?F8FHg}L^{UxfFPYm8cSC!OP42@}&H%_vbSa1sRf z&xvNg766PS>}$YwnF~&q%1F-87pw%4E%2y!kK)+7&12juOa4o z&iuG@d7fjarn@-kzHT0Oc3*l8Z-0C2EE%v+!TBTfhoYtPHDQ)))^pX0Ad=L!C* zprvV~eFewpAV|}edm|%|PfQGPi@&<;$w1=DFi&(LinA&#LI$gkYgQ2P$^=nh2aazy zf+`J$mw4_)`y+}+20PM9U~Fq<&5|dYHY4K>XMM=H4by@0Ae9xaF)@zrFL22%O7v)D z8H4UzNNRxI$B!S!BQ9?6X3Kjgj!=_TLAa{LA0#Pip!A0f2k)Na4I8M|yLSV&+}u9{ zT=pN?@Cdj>bQ;0+)lhHJz6xCMZc;2yjM49EH0=rnyM=rAItmaaDR^b!Ap{Y9w1Z5# z(>SnL;V~P1z{s|s5J{~1mQx2yrqAf~?d9}hfd`w6o^F3G_DXlAYc5ePxsrI!LnH0s zL$}kX7Y3JKoE_PSmfDpfo3tXCVa=$Ue6sPy5l{0X^DW(%sFai+Zc|^eGIm#9p~q%M zv5BueJd9QLld%VrP6QeMzB1oz-hzW6r>XZmD*AX=+?{da+H3!=dY^lI`NR_{4q6Z* z>B?8@#dD469qUW;i~m*je$La|e7$>-s^+2{xqqbm=cpP_C3|iDGd^4bcfqK`XOqdV zezpLA6sQ@Ir|;PxrjckSevXS9dvpI7W6x%~)myfF_#V%Gsq8X+R@*1x;kn_eA$Qg& z2Q;Xe=aF6!f;O*{4)?~$>BX7Prh7m{jM8S!KLPt{>Nw77f0k-Mm`C=R&zcP0d$3}b zjJNkKC+tl+7~Xg8rjqT;7<7=Gu~joE(wp5GL=^ow)YtMgzRZFKj+uDX{-^1tP1g-N z)`j(VeegAcT&P9stCSTRWq-Wz;vW5_fiKF6cjazl28ngX? z@N$G&ig=i&@bzD2yRYs4*BscKsC>*5h1Yj;z>3m4w@y^-M(d87DbWjm#IZ$biKv_W z8UX;vXdJ^AtX*7MZ%~u+Hg#>f+}w{JWda?V?!wu>JhuE`Y-INtWahSSxkn2-REX+T zf6QMJo(z^wffoRN6%@7fy!-nLtf_=sOSe`l1$3o*Z+c{D?|DW z(wZ1p5P~kkxTA1IHf7jDwWTI8_F|3}c%Pr@q~~IJ=3Q`q-67i#?_4~?yuVVXQiW>h zR>5~`Ili2f*m+xGvq$mO*FE^o*vw5hKd%+jMAX&O(-ZqS&J2X?nCF;#GXXIc0|@$s z`{x<8-*;MFQ%j3FWEX=HZEVh(_C1zIc!CsdigDY2b5u(^2%k|nuM@7|uOpL-4ps$I z!ARi`Mn(rQ0rf)B(+i%Ug|{gLDKFSfMkCcCiFN+jwKtioFqqO`GRBbP${`^GqM>P5 z`>)v=uxs+E-phJ4W;z9uT}0d0>^x_@d)4nDeORrQN>>N$3#qrAUO`M|g?p=der;rD zYa3#kk;#NlX&2b9#o$f(eTv>`o^9bS?3Nz5}AAMvplvHQLyeD zD)#YwTdP;|W`^Ecb+dAOu%@bR7W=*g%*~!@mOsd}Zr%}13iCrFe#IUAS(ZurBZECC zZ`f=n`aqX-l6w_>^5EHLVYUc*7LcNdVj5rB;bA)ub3|v>$vsEyL`K8`94RsjL+9Pm zpT8)xCFh+QiY|Nqrubax2PZd8^jY^PGBPq8H-uO}(QM0J$?3D5{0r%}WoXI3Rj)?6 zZ$uxs_-SI>{CcZ2Qr7u+BtLp2GuVNSW45-nE~%(6f3RRb`14ry6X=n>aNCA<;4qC> zj<9CgEJV(sl9KS`N$qjB+RNZvsDp0c2ybClSx!D7#r(zSUTI>R`Qil==Z8S-l-HB& zx=l4wACcHMIL9`1{@uJ=hDdYd4adCjICr{ML9?S42lJfYC3L%+d^f*DB$CwaE8|Z@ z4Bpe{@7YsZ{(@MRY?t2PC zpUT#A%-+kKD{2w}KF%8Z@1-TQq7SePIL*!>Q@kV`j*mLY2YuQQvZYQlM|g_T{N{9Y zwUgR{mCRYRww(5B0gZ@JwiE^K)fJy}S_l=&)d;HBvaT!O3IjQH0vf>!>C@Y=4rI=S zy91|*{En&qy8V5YvcV<-_NTP;{5g^+{0EjAF79(o7VUC!p$R?Bj1QiF8Mz~13P7gs z6HBe6%eZ^KR$KdS3liBdfd+ziyqjNoeE|c@L}@WPeRLn|iCS3vR@a$YJ7asXsd-SO zjq;fqrp~aiifR(`{s75pgjI#j-~YTPieI{4(Hyu|$GJK(j0Fy}`>Rqu+@a&vr$dy7 zmhauYyZ4Mr>h%8v1kvi5e%&Y`9df0`zXezP=JV%%ky9W?=%cRf8doyB0)NT8c_$MZ z2Ln#zQ6yS>^q{XJ2ZinboawJHcFwa9}G7hVL41u~lA9rvxFf0BmYr3u~p|$SYscY{1AgB5xW^)Y=q1 zf?uahs{H8C+TB3Tl9*W|3mjgyzC_Kwx#1EIr)wQN*^SQqcWoFb(p z>Z@xuV`;jyj<-s@cTZAMMo-rpG|Ty+7^3JV)dZ7ypLP#Srkjs82(ehIhpK)#r{{zz z2E{~w%}R;q|P{N zY+?|kCkI~=XC5P+#~^y)9q$6;AH3?-iAjSgTP4>-bT`L_uG$Oga+^dXZjj)GLY~0Z zgpPa~p_2A=_1E0tqS55rW!@G*52Tohts^BPBiS3Vgw)-afSQX;01eM}&eYSiZA+hq zwPVw6j+_ z5kOlYPlYH6V!q6Yv~{E5ueoU=zv01IY)9G#uHPLQ6auVrk+~5&O1OL@a;${2CuFgDZX8 z$6vWd|0BUSoW$C;O@;^54y)&gLts@-|!1r&glR>)@`*C{5nOG@v&E2hKbcn*!-TlDxzv!YE!!9E4r<8+J z)St3=dbg}^EpX7U*=#* z>GuSml0>6Kb_P7C=lbR44Rf0gtj0r|zbsyc6QoYOjQxE4BZS5Fj78hdKkdjc8%9Xj zq@8?-_%JY;j%&w@uTNgbuuj7`C`{f@V+p_-dLilRQiaEO zqnB(St@~LhPA#=8GH|MDcS9`<1!>E?v1%B|-1!WoNe{^Ok zAl?aGXI1$90S^AMU7OE$HhXt8RK*%a&-73cZ1}f;YjXRwzs;5w*HH#@%M7)*w$?b3 z?O~689_Y>|=Uz1cxQw-tF$Js~7<3unEoo{Ttbs{sC`0;l)G!xl53xrS&H;En5IYVM z9Fs?VrOrrA>`wBO98bR7PlT7eGv7K&KmLdB%)E}~T(Yn?5_>01+|VSCV-%buqVI$3 z$z!iSVj-iyc$L|~vmOaaO$*(Rv8z1CvTvf|WIFDfH*XX;tb)Iu6`3b#P4vy|dG#TF z$XYtZCNJ?N>=r@w207r&qckEgIp%SJL+p57`R=V?e2%-NU~h&{v(B{B3zS&a`b5M-w-BNw<#?TNt z9Hy4lq9#e=j3uGli*4UC3PY?rGO|LggjT%$HC;+yuAiSK2;vbGyy?+%Janm`iCZ=BM>$x#7uQQp`nZqqwiGUAK1EZT!6R%mbw8|QlymVh; zn4G-pWb4k)of7v2!zvqu43WuWHzWsSJeV@Q+MV)MVSSP_ zj*a>JWTujH`brgL>+QO$!$ zH%*dXb>0mrk7UhId2)8pw6DF;p+O(_YqRW2-aXi1I&R%17hSLoPJ#XCO(FCYuBdR1 z(Hi~x`3(A#1+swQ&Okn-L4(Lne5rQ8R)6Hhd+(oj_ciUz3*3aXI?YtSuLCo868$6Z zrg5iz^|8=NeFAuyWZR`ti$-pQgX^_0@kx*S<(SSK-Gd+e*B-2eT(d@SV+b<=Fe%ey zth{Vab!jAiYQ-sPK0e_7gZxk>R8^*ZP}_gsSfJ6VX3GqwGpbIdTE)Z+EwH1(lnH?Ic^*BR1 zW*Z5gcl|oUWbWfQqn0Ib=ZfmhQ$rj6CtO&Il+y9zcmAvXlSNZn&BIIR&Bd<+O}EV+ z?6gx7*6Gd!wR!bw-pjY%GBl%>f((IaYrF68_L7ivUOS}Db>oQ+V=C0A8xWL7aYIAf zjiFCk1f7{Kr)ExakMo9$9r?h8CJhZix$Z3iw2q1V!35B?Y|<%ee`E{Zr?tA=f}hl zJ&i$ycuQE%DRV2JO_f`=3|tq3<{NGGk(@uv$$Knyp}kt%+38!YK{)h}u?6&Eh>Xf$W0MiMj&{Xd zyVm<^yKswC(eCi^)xH1n&kj0gYcJ?};QXC?_9i#*BS&xxwZOaFewdt_+L2j4S~D#z z`x(wddTvGEW16Gu>?9M3k9Ki9@ccdSN*E2e(Tk~gR-b{7)P2y4>U4^qj@ieGn}*#N zQG6|?irrQ)&d}`i-g+ke`GhhIBdPOw`O>&?<2Jn?+fgYn0RNdU;ZsRbWmII1557ir zcNCr|>9?rf3|#_$$Oz2AQOA*^N6>|R@Y|)^QHctz_R1cPFAEC_E~D6=V|C*rIfQ-t z^a-9ek65d?nRcfAT3_K8HMr^)7==OAe3NF_@8w*!R>|*i9E4F}sFsCazPteUOKrQ3 zYCgsZZLPWldQ5>3mZ=5RFNg}G1=(rPb&Pl)b7SrvLFV5Kjaz14e>jrTg$Kl{1@-g% zrwj(7x7buT&eoqEN3?2`VRaQWKjMo5j2Vs6=a zn*fevnC?7%`s)T`u;&iYS*rQenmfRIn<=D=mhiCmv4&s1zunb&5mm_VVs7FY43)$a z+@>}ZTlvk;2ow@42=d>DZqga*!M{7a@5RlK8Kuj=+@$a2@K@4!NXl(!9qH;e)dn3XT zayONkr%P&x!j-Cvwv9~YzVS0vOdf>9oY@|`73A61qTjnwpaBtFW!4xxFs@|m7oxshSzPxMEt#x>y0Gjhv8krEzTCHV z3LB=~W76!atx@_*RJSrzX2Q0K-BqH{Rou)?P4x;24E*4eO^4&C!}eu^fMdpPcZS9= zdgRTTnl+?hQiZr=f3yU@UWNdSDI|-+zS~+5g-~-{Kriq1;g_Kr-Hy_1MIZ_Jb`7Zh zgHIbZvpqVhhCZO(Q$3_he7LG!8{c$&WKd3A!Bl6ecCt;G^S8 zQDw9;MnvENP-PzYp+HHcQ>OvhW6W+I8l&F3_wIXfWsgSq%sk0$IhlsKrEmYvrN4Y} z#jR@35;1GXYS8Ocfm*AG3+-GEk*uCi)8LrP@ZEGWPdF+csnqhYZ6;5bx5Y%=-9ZTeZ9(pt&Q zGRjs9REHT7-dQ1Ymn67p&)U_i;{k+zzWx=J#m)FuflW;xF0*1*m%3SLb8Q<7LO zbgph0-6M~D{&O%yr(Gb=|G9Oe>|Qd9?)4EAqh8FU{cxh5#zKk(MX z*dF4Tl|R8;XY>%*FZ<_FnGVZ&;I@Koej@^ZB$2rg7I$DSHxP>87vf9ux&N*!aZC!r5i_Z|}LOlU^s<|%fOG{{ETPo5&r`B{bTOFZ+K zha^(X3Z(GajSZJ_$7VD*a4>3kxJ6irL2!Vb*&#OWE@+JuGPwTslU|oDUAs2y@4P3P zSwNVp;>xkz5yN{aeQ3m)Wx9X9i!8EFf((d%d&f`s>vtSmBHZOb&^p=YSzmX_#;W zeLR#s$HA#O4Yjt=HoV3f;5CV>T^U323K;+0{06nwEf1w(g5TF)vnG7r7p5|W%ds!k z2^tKh`{XpQLu|TLti|sw+gE;f z9M8K@61@xIkhEQW`{6GgAhv{EXGCL!`gSL(_eaz;<6cLF81s22tmUR6xEVq}CfRjJ zPzELyymQjvn4Hkrc?TGLNL-q4Y`Z|aNcFwJMUTgJan~{X^QV~tW?!7h95O-c9Ptnc z!2>)KfJDo_BL2`&b2FFfITjW&mO}&>#CItaBI>v?rM3bsoEYh^$B&-ZcipFdf=wcf z$EKyEJZW1^lIh=hzZUeKEA|btER9CAQ^b?%gSvJo2WfmtVA_oB6Th5UH7DzwU-Csx z5IfXkk~~NaAcCu?l`lO&=(*cs5>mL5ZY7wP)B;^wdoHxGsdvhDZ*T}Jsq3&|Z549N z13@)9JS4bd$ge6r5GugCm-4ZPK8@<0ADgj#o^}E2`mxlv}i@qxku{`tL5( z3aS)v_9EB#Nt%s}8w0N47_5(`q-K%xSh(q&g*0d_;rl{`-MvdVer?DIncocmE*TaCtSbt40xCz`?H=L{v{O|jhpVsTwJp(WnekAlj03pOtgrm?NIVe zq0peQ{OXeZ5?D_&4k!z2_Pqi4F9t`~2$KkIo5$CpD^d zbycXBW=!F)t7g`$wxsv#Dk>_@^|dqT!#E?xR5u%)^WgaPzKJmFztv(mSf0iVDre*Q z9ryjIp&4Mv&n2hNpKma6;zS)OyF-5e&3?+pQ#m$(-HYUpdCMG|cWo(mU?r#Z?>}rj zW=RhQ9GW{}sh1{B zy+S`!-1@xxpPasrlG!a0_xG85B-WRxa^QUlUh z^e)x+cQJYPk4?i0%HtaZFXC#5cO_wwX5*$!XYS4+`eL8vz<~?sv>ItbV5}fZzUIHY z`$j1}R2ouwv}NS`^jU|A=DET#T^b9jn?td!e$|=Y>UUY1;|ozT>%X|4l43sQ}Zp7N7tQyLQcDzg^eJ8T6F78>;Ba zS}h`iFwKga>+RC(Tu@NSdQ}?#%S7hBpWLr?**c_Nr@#3w2>aYtw6dK*FQt0^xH<`eV^} z=vSMV0NGHHJU;FG=6MaK4LSCf`o5kb)nBi(OzW9;+`u*%&O0BAks^7gYX#&A%Rrx# zjeLcab0u|?JLR4KTq#zy(d5-Dyp_yvt;yf1pGqgc4>SF@TWp2RICy1978W7$vF-pD z^{KEtOE0qk@>1VU-EmLQ*|Th>+w}^bB5akqfr&_XQEF0P0s|Gjm)`>^cUl|}#-UM~ zpSR()^Dh3To*-HWf9D_V=*iM)5=2PPiNjMW319^_3n~e4x{Sgy`PpLq9p-U=IuuOt z@%4Q`qwU!2LdX#cIXqBi$HrS)p0HfC){%Zd^~n)uB|1Nzy_rAG9?G7~{6>u78P8l` zHO^}7;bwGd)3)t-Eew^LQ*&}=S0#f4Y~%0J?vqy`nwlE3#2Ce zw+AMmzH#>~`?c-{cY|DbD@XA>$K8pGWQrF;8QXl(>LZtEMTfSF$j5oqK%u}D2wAq} zrYcA979@h!sXWWP)uR-YYm&@M>0*{7l_Yh`-TIxKroH`b_$7kb2o%BN3pKBxUXoO$ zZzyaVADjY8ZkwjUoDMl^kdVciVN1PDCvw<$Z zH%7kx0=#gPi5rZTX$DypSJo}knBQH(YqM6yek=tJlGqC7nYp-?mXwy7_|~5`ME?t| zFr!mPjXL5UJM+WSh9+M)J4-l!-k`ar)Rw?FNz7vFi2MYnTK0A+UjtPhrww19|e&(E!30sMZDg&t-+ zOquq(3W_Bvn0ibC7{e1oQ&^wlM1op(KU9mfVCLN4U!OF@8wuJ)oS8tZIBqYkc}c6p zhyo>r=pzxRo%i~~^R(t&YCDCs-u;h#J{Xv@Io+Y$DWP8ChRQ5bfYsFucfT=@zT4$@ z$pnRU$3{FGzR!O`j0&oXD47%wMY4{2Tx=``$u<_VXE(YsCUE8=FEu<32nxnQ?$K$= zpjR~Mwy~p;mGogdYVGSZ{qO34DSOo|CizY_OuEAV|f1u81Vm(AM#r0(8g7{)JDC3|3timwFJ=uh`R7j zC2O*F%*m^L=1duIEA!K|q#}S&F^jZp)vA_)D}+U5*2AE#s{(j{;YMpKc;eWhra$Zv zG7r3^W(apYvYeeeFTFS3e7YiZ$VZMJ6`8Z9;C{wqS=M({(Jx5fT~B}B3{DV3W8(?v z!P;77&F$bfYU4Krx(u{=i9AywH->4?oN}?3UGmIBDH`QE-r?89U{68Lq@Z0CE|<CBH}vxb!ve!;}wyLZ)m2cPh}tI~2D19+GP!b zomu1iRYL*;{}BlQJ6N?pdljmUJqU#Y065rL6bg5PZAgvSAS6iykgP6$QXsP9Nd}?95spQ8w|ENiBk5T)2tWmCV*i19=S@ zLv@!;^5<(YLQ=v-&bvj`@e?g`0WknnTX;^pY*?4JXT?9R3% z-PV9DK_OF72opU#=j8F@p5VWud4-)}&bINN8=dJi4IGtP)*ktcgzcZw=2E29psbtt+osix%B^!c9uOeS50|Sq`EQ0!lGn z$REX}KLJbCr&Obj8)*Z@;iZ{GnAUw{Lys80_%nhX;4;tI72xR$(be4T6?ksKSWl^s zAMZbBy>jIvV9I-hY@c?Reav*isFydLk54%|aBB`L#F{6U+#&0Jy?RYp`G>;$NBV@$ zn%tvKb5Q?90bUVa9cq8$YM^vGtuQ%T(#2IFpKrZ?)peF!>^X(mYkZ)F6ox^bcF zBB!U@NkHfP3BTrE1s;A%GeZx?DnkGLEg>^s8;0v$ibcD1)vn>OaN{0tk$&37|eg$Q+I&+gp~mU%_|8bw6pr<^OjP#?Za z;RDUW@Bh4b@+{mKpDACDgwApPRDi^(UzaYfTPp6K&Az;F>=2U2T6gFW=8)5%c_Zos zlRA-hFAi^+-p}Il=*L%ST<2U~ur;^YVrvZ&-+rJBIzPD=_T8B4*KHjZ1$-_T~+7uT!mJCU~{I4Mh`qDOc6Rn1j&J2<Qtf;p`TX(;h#?sGy{&o` z4YqoUdMj1ckgJy0Lq06Ip*}+OYL14NCUdY-=|r>-KY01lk2C0ee;KfS)u^$86Zv?? zV5#<8^e=wZ#$rEn+O$)bUC;~cql(*?wCRvx_uq??d8lZG)Ds$*O^E2IgrsPR^s|Oz z`?XHFFvHR^)#lNOV6)>d;xuYdv_u^8p7a%NQVrB zu#p{oynGy*kOj~%LP;eZDv6-_;OkwCv9k^bu6MYF57_{ zMJV$YsdSgMNxog2_QGMtaMxe&O1|C|Xq6E848 zbgjL;$@vx-L?u}=$Wd?0U(1F6G*#FDf({qgwd&I2=@c7*A=4@6wNtqWg*V&o=upJd z)UzTn|I3$$GOKTW0iyMti@Ymb&2({-kmQoIk zc&p@qPYthr*T&|vp5Wh}2MpV?Llzc>vk4_T=+pI2UA74-#$N9_&sz?SU18BMZEYW( zPyMg=G65_iFBS0ABTron7%;MDpFZxS8XVIYI%rUSxBj5k7PRA*pMiQdh9Nc1SeUK9 zelXqJE(n1WsDdJ>iDRs}ohv}D?7x(vFn)SnvIgSuklcCUrEBfw;gL}^A<+AC)?^32 z`aDR#18-0Usy;CrcRnr3`?I?VQU9+B4`wX6^|P|Fo^^x)6|qI!n&@)?vv02(@pw2WH<$Y`E9gm&-{NM!Sed8ug79(FMOyM5+>{UL$bi!C`yE+OR zE33OWHsj~TZoJ*r3Y>4ZA5hiG`GynrP+LXt%p@nCWNxnZ%G{&(lGon}PRZuj?LRBR z;9^I*T=R?lgF|l|i~Vm1$iKTrt3dEIGo0_>`Vrd{j!&Fn~&7} z=bxpKN*Fl2N4#T=oCK9AEd*{wgYL@!z$+je=I6T|S9X?eQX8yhckY8z`xhH`0#^+y zjdEo^=KZ>}sX5%MpKl`T?D5KN@ z{byvwHXh~^+RTylck(VCIebmtj@*eyBdYSXbBHrGW;*3TDyuomEGJHExEbEqaRppm z%SBwdpJud<#y*ZWH78aMeNPYI~ zL1_P?*RkZfu3yL}C>#Pn=zov*Yp~FC?37oReA1_``?8c+Tx(eO>8iaB7+N4NaSV&N zK8euU_SS)6Wz&j0HEuq>rbL~Zmy-3;#L&Q794$;nC9A!kl<=(L(@xEK}eysrg;pwiZ#sVf~nQ)Znt&-wmkX>arjm_HVP&ny&T zw@2Kz<%<>ttov|j#oVPg{QI6cgEtq};9g2dNC#B3O?uz(8~-|elDVA?>OpI-%bqe(YPe zJX#$!lUB1&`K4HPEQet}x8CR~2zyDzs7>FejVSb8v0~=T!^(*>K2i1x`zSaaeI@;= z%%%oI`R#yuU19yChx&`O2&mkEvcX>ZzX}c+E4+QQNex+u$72}yLoEgCGQ+k=%X-J} z73OvAex&f&*HRE_P#jyfHz~~)Lb&oeSxffI08vXSpz@!Dri#R*_?}n0GeaO)uai5c zQC&rDS0haho`PbZ$UUXiNA?_1iP*c?9niJIuxW+%IkB})pvw|$1v!#Yuj2~?NKnq`+aforS&nN!_A^DEcM7*m-@tX3p}|5G*-`v z`nvU4-2Bi`zx&*B|L29^{e{IoUqbl>B^6Xq(~e_LXcn2Vh911#wiEqmSG;bK`WBS55qc9Oy8{&jGov{Y0b`oZ zze(zbxUG=miRcwTwwCuF!}8M7Z3q*%LvA1jX4gI|TE25IAOF0$+Nh5QeW;FKGegTPk0^A`;D0UW5Rrgw&Y;Z zLF@v(lK6t7gO=>gEv3?}(|g496Pi{#UsX2vlXG#!^UrNQzW32QTjtWQdKM$%`$$LM zf$z)i(?6IDbA>CEi(a_NISym-ODPzNVz#gncvV1VK|nCbSzNK%V_AQpy}cIes{W}J z{!y!5&r?%U`(${S_nY*i%jS`O{K~0cqMcqvl;;-~2CZ?nTXa>8+hsoY-a@;g@loAO zemtv{`T5W6xnB$ppM9+sQDu}p@o}Ql9Na=qNCiIB$`$N?wOp-Em0`PTp!dyaqJ1B2^HYwkuIXqjUCG z(f^wdoBQ#b&giOz-=uccKCh3QsW(S=Nxr=7<;p++}-%+>igj&LhAF4cp*`6eKgsFR)tNA;XHgx&* zvDd()%am`iRbOu?lBaeL($m4jXLfp|`ll;%=Yn~N#vk6E8vBD&kE!duF}XEFC?HX; zK+xWY58r`=DlWySvt6?u$KCplc10U7XNu6nHR470#k)35T6G)mkcaT`pW)-?jVPeObp=`W#Sk zH~2t6lT6T1{MJuGlPgoAkyw=!=TPW=oVQy4yXl~P-aBI73e+(|75GKM!8iDy)kTv3 zv#PYhTD=StI@hiK=$yE1$98To8a`r#6`iO&%VLiu=v%%j{$Bdk^1iW(#h=n%zwV4V z=2BFILOc3o$a78vru8WlOS3O_Bv@Sqat)kc2Lw8;daDG=BZatb-hx~X@06gg?fju}&n+nauN zO8dx?h_rS4bw`|ym374nih_b)@5Xr!fZwHS*KNiAK))fmdiqZfTwJ{G9MA5Pjm6h> zBECS9hH?gaKHr#AmD^YUzTNpg5?ILz5xnQXgTlBUb`lbhl|+-ROZVs$vpuMQwV4L`|X-!L|s3&F8Vcc@^nKHnWR|{b13r8s5)zw zzJ7E0+)F*PW|&PfHhy1By>}t%&|CJ}teJWd6=|PJJ2ZS#-Ko(mP*gwzK6-7c0Y&oH z?N8S^Shi5pd!ap!^BwB<-mBy+c!D(#)cJ3J&&eT?Rn8NJ- ztA771Q6xXlgkw@Dq$EjUa^orcx$Ljz8L_p#ZN5|faQ=_V!CcZAb8d3QiD5E5_uI6& zeS2FEBxGf2QCjl6=BO!Jo>VeDRI%J4vW41%_4c$t!Erv=2PWkYS^A_Y;oUOlM`0bE zoO^4_{2O;vx+;)^1lEhVd^sKpuktl~W)e(l%B9~SGf)SLlRd8D)uF0e7X6ZF4u8HT z0eX7nWLI?V3n~787nhnpLyWzLfPERHX`6zf(edxRmy;WqS>vKoB;QO5$g?H zmJ!(K$dvnO>!)a%UB{rI`be?3Ko!mm z5mWv2oeu@)a8UncWmQ#KzKB%`3JF;Ehy6%QYF~9LJe1`wfac0va-$98+5 ztIXWA*VJ~rHPd`V^Mi~kxK+0ReAqr(DOr8Mfbk@PCAHf+eqX0O6e_{ah99t(7TWyd z_{7C(zwJz=8MZ3=R|oTnbth;kY``gGUqK+7O2|?wx}SR@!G|7Z!pn7DHBbfojz>IfLA|ntcNc8A0g&F_-%9Zrr1@!x({tsbEB&OIgQdU~Jh$q?H@b0~P6IOP{sNgG<^=Ho5emXkG z=)q2EuXr}?Vk#P>>}!6QH=O+7zP?p3NBew+&cUcvtiwH(T1n4n=?iuDk-W8#Nt6rG zJ$&ZY%dHdxx81YLTa`MEJQ`iaGt)b;73WR#76uRr1e8O^n8WVCKBc@oE5zrH=9?q) zUD89s%)*sG?B0ANr|U2VS4KpE$%WrD@|4}4W%#2UgI;=!C`@c2499KckN!YEx|@vBT)9KGRgR1 zMy5c}G9KFp&W^#GeUBf%f_~F&@cPfsPS2P{r-$I&Re@sN`Mg zZ`MLb6?V>ov(VvJ6MB{)y+F!6UvfU5eq6!GZnZre&7anNhW8Dg`J&I}6YxsEozY78 za0qr(^3wbP2>;1@sA4@suH4p4owUDQGvu13oqtT(YOGkLnz$j~}qPOk>Rx1oAxUYfTD zD6@~>gt_ft2H2K5LA@ItLGs-R89mOC?a$W%cCF!&4XS9fuj7c;tjr0#p7!A-%x50P z1MOBkwvCabM3BLpHTEJpeofd~Lcq-~#m;-bDa1%hHPMwvY8J;;bP~KZ=41cR=Q0|E z4ee9pMc`RPERU*@0o{007TdTa=i)?ax7EZN;vY8*{qyP!bExAsnSBgnT5M~Hh9Ph= zEGw)<^2w;zc+O#oPa&1D&5qyT1Ml|=JrbL<6a^)%?vMk)BA-oX%DzAFRkj)Pvgyd@MNy`b3 zh`1wlfNq)F{^ZeDrYe`J%2ZM|b`~;D>1|l^5q@@s*raU`+LkmyB7!v8YhtP%__U)- zm56h8m$#s+h(!%B-oQDhldZ!Dmd+vp7#``vY0D|~4Odd0guZ}z%5*&xapWle1B)mU z9Gc3Yi0ui;|M>@nsc~e_DUDr|>}n_5*l#S!b4!XjH`mfq<{#$9I<}CUdc@JYFwS%( zr;Nf#0(E#SJ;;7FTdI2Pn1wNu=0?tZa&;%@(a4$WXJZ#SJEciYJh}wEK$oxKJ~?z*7LK6oSD?_Wo|Aq;_bAU!h}eM6AyNxaZ~LnTZ`Vm zzt{QaP%h?$WS~D_Bk2jEPC5joxg2;0jcYF&iD#t7%M2|%I@lO)qwE8?AekUNq94zn<=3o?p^!bVgV0LC8hIih1qO>H8t z$S4@jCx>GX?$Qwhcie&0{8^0<{%rX#{j38pBtp!LT^lJ!h1?x{9@0xGckH-_ZJTC; z9WD0Hj~A?g2?T9t>VD2*4hOms9;vn*f7|hB0MgXN2hchIv%g^|Gxzvg)Z%5!f@jR? zyS6=&vW+o=oo}vl2g~T||CF`;h6o7kghTDMHd-m!6GW;~l+_uQ2mDVUM zah=W-EuMSC*?Pr_R4ZmZnI$0)kqa)N`N-vV@w?@U0Q+#b5VYmWR&H58HX<#EGQp*? zunomh6IkAH2>N(vJ&`*}kTyBJG9_Fp>7Xa$TA1V*crDwQ+*ssG>ZxgI&ETJflo5-; z?ThM|nuF(3*@-|N&D_}TDx!ce8u7bf@B_4FXfFZ}`VCvN&DfElc?Ly`yX@FM)cfqL z`Dj!J+C3kvYn8RRIBtSp6BHWJI7=F+)lNxHzJq<|8xnssT5lms5wU%rd1PS;@4)s5 z?0{&TCDNBO14NUpZYveB1e;1YDul>JGMul3hF{(BVV_QorFSb!u^FQE=|8Kz`^=!& z+iu(Y|4a~gp!KW;3l=Z{#~u#@m-Lt%>yt9&0+v5(n}P(DY<87`7LKfB0`05;9>NlL z_b71Vd{D26ZHSOY^^7mT1%?}dV@g^;W2QE{ftPeKO}1MJTv@mnH0}l5zX-Y?8xq%-bKpqm)4hN`OwU0u~U!VP)VI#&)360XY2$oc>y~tJ}+?^}-rqq?KQH ot$-IILivMYg&465*gpSfIH2D2#>mor7XuJ@y85}Sb4q9e01bMB*8l(j literal 0 HcmV?d00001 diff --git a/probe_vs_cosine.py b/probe_vs_cosine.py new file mode 100755 index 0000000..b875331 --- /dev/null +++ b/probe_vs_cosine.py @@ -0,0 +1,92 @@ +# probe_vs_cosine.py - supplementary analysis for the letter. +# +# Scatter of downstream probe accuracy (AG News topic classification, +# linear probe trained on clean training-pool embeddings) against the +# cosine similarity of the recovered embeddings, across schemes and +# SNRs, with the Pearson correlation. Shows that the cosine metric used +# in the letter is consistent with downstream perception. +import json +import numpy as np +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +plt.rcParams.update({'font.size': 14, 'axes.linewidth': 1.2}) + +with open("fig_cl/cl_results.json") as f: + RJ = json.load(f) +with open("fig_cl/cl_results_maml.json") as f: + RM = json.load(f) + +SNRS = ["0", "5", "10", "15", "20", "25", "30"] + +# (label, cos-source, acc-source, marker, color) +def sweep_pairs(entry, todma=False): + cos, acc = [], [] + for s in SNRS: + a = entry.get("probe_acc", {}).get(s) + if a is None: + continue + c = entry[s]["cos"] if todma else entry["snr"][s]["cos"] + cos.append(c) + acc.append(a) + return cos, acc + + +SCHEMES = [ + ("Proposed (MAML)", RM["mamlP_U4_K4"], False, "v", "#d62728"), + ("Training w/o MAML [5]", RJ["prop_U4_K4"], False, "x", "#8c564b"), + ("Random-projection mask (MAML)", RM["mamlR_U4_K4"], False, "s", + "#984ea3"), + ("Conventional orthogonal (MAML)", RM["mamlB_U1_K1"], False, "o", + "#1a1a1a"), + ("Conventional orthogonal (joint)", RJ["baseline_U1_K1"], False, "P", + "#7f7f7f"), + ("Random-projection mask (joint)", RJ["randmask_U4_K4"], False, "D", + "#c994c7"), + ("ToDMA 24x128", RJ["todma_T24_L128"], True, "^", "#4393c3"), +] + +all_cos, all_acc = [], [] +fig = plt.figure(figsize=(7.0, 5.4)) +ax = fig.add_axes([0.12, 0.12, 0.83, 0.83]) +for lab, entry, todma, mk, col in SCHEMES: + cos, acc = sweep_pairs(entry, todma) + ax.scatter(cos, acc, marker=mk, s=70, color=col, label=lab, + zorder=3, alpha=0.9) + all_cos += cos + all_acc += acc + +all_cos = np.array(all_cos) +all_acc = np.array(all_acc) +r = np.corrcoef(all_cos, all_acc)[0, 1] +b, a = np.polyfit(all_cos, all_acc, 1) +xg = np.linspace(all_cos.min(), all_cos.max(), 50) +ax.plot(xg, b * xg + a, color="#888888", linewidth=1.5, linestyle="--", + zorder=2, label=f"Linear fit (Pearson $r$={r:.3f})") +clean = RM.get("probe_clean_acc", RJ.get("probe_clean_acc")) +ax.axhline(clean, color="#bbbbbb", linewidth=1.2, linestyle=":", + zorder=1) +ax.text(all_cos.min(), clean + 0.004, + f"Clean-embedding reference ({clean:.3f})", fontsize=11, + color="#888888") +ax.set_xlabel("Cosine similarity of recovered embeddings", fontsize=15) +ax.set_ylabel("Downstream probe accuracy", fontsize=15) +ax.grid(True, alpha=0.3) +ax.legend(fontsize=10.5, loc="lower right") +fig.savefig("fig_cl/probe_vs_cosine.png", dpi=150) +fig.savefig("fig_cl/probe_vs_cosine.pdf", dpi=200) +print(f"Saved probe_vs_cosine.(png|pdf) Pearson r = {r:.4f} " + f"over {len(all_cos)} scheme-SNR points") + +# Markdown table for the repository README +print("\n| Scheme | CosSim 5 dB | Acc 5 dB | CosSim 20 dB | Acc 20 dB |") +print("|---|---|---|---|---|") +for lab, entry, todma, _, _ in SCHEMES: + def get(s): + c = entry[s]["cos"] if todma else entry["snr"][s]["cos"] + return c, entry.get("probe_acc", {}).get(s, float("nan")) + c5, a5 = get("5") + c20, a20 = get("20") + print(f"| {lab} | {c5:.3f} | {a5:.3f} | {c20:.3f} | {a20:.3f} |") + + diff --git a/replot_cl.py b/replot_cl.py new file mode 100755 index 0000000..24416b1 --- /dev/null +++ b/replot_cl.py @@ -0,0 +1,183 @@ +# Plot CL-letter figures from fig_cl/cl_results*.json +# +# Geometry rule (paper_requirement): every result figure uses the same +# fixed canvas and the same 8:6 axes box, and no tight bounding box is +# applied at save time. Scheme names avoid the banned word "baseline". +# +# Figure set (single large graph per figure): +# Fig. 2 (cl_fig_mux.pdf) : one SNR sweep merging the load sweep +# (conventional + proposed U=1..4) and the +# matched-budget comparison (random mask, +# ToDMA x2) at U=4. +# Fig. 3 (cl_fig_agg.pdf) : aggregate fidelity bars for U=1..6 with +# per-user CosSim and the fully loaded +# orthogonal reference. +import json +import numpy as np +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +plt.rcParams.update({'font.size': 15, 'axes.linewidth': 1.2}) + +with open("fig_cl/cl_results.json") as f: + R = json.load(f) +# MAML-trained results (reported default protocol) overlay the joint +# runs: every reported transceiver key is remapped to its MAML twin. +with open("fig_cl/cl_results_maml.json") as f: + R.update(json.load(f)) +try: + with open("fig_cl/cl_results_maml2.json") as f: + R.update(json.load(f)) +except FileNotFoundError: + pass +KEYMAP = { + "baseline_U1_K1": "mamlB_U1_K1", + "prop_U1_K4": "mamlP_U1_K4", "prop_U2_K4": "mamlP_U2_K4", + "prop_U3_K4": "mamlP_U3_K4", "prop_U4_K4": "mamlP_U4_K4", + "prop_U5_K4": "mamlP_U5_K4", "prop_U6_K4": "mamlP_U6_K4", + "randmask_U4_K4": "mamlR_U4_K4", + "ksweep_U4_K1": "mamlK_U4_K1", "ksweep_U4_K2": "mamlK_U4_K2", + "ksweep_U4_K8": "mamlK_U4_K8", +} +# Preserve the joint-trained runs before remapping: they appear in the +# figures as the joint-training ablation (same architecture, no MAML). +JOINT = {k: R[k] for k in list(KEYMAP.keys()) if k in R} +for old, new in KEYMAP.items(): + if new in R: + R[old] = R[new] + +SNRS = [0, 5, 10, 15, 20, 25, 30] + +# Single-graph geometry shared by both result figures: canvas +# 7.5 x 5.55 in, axes box 6.0 x 4.5 in (exactly 8:6). +FIGSIZE = (7.5, 5.55) +AX_RECT = [0.105, 0.115, 0.77, 0.7804] + + +def one_panel(): + fig = plt.figure(figsize=FIGSIZE) + return fig, fig.add_axes(AX_RECT) + + +def cos_curve(key): + return [R[key]["snr"][str(s)]["cos"] for s in SNRS] + + +# ============================================================ +# Fig 2: merged SNR sweep (load sweep + matched-budget comparison) +# ============================================================ +fig, ax = one_panel() + +curves = [ + ("prop_U1_K4", "Proposed $U$=1", "s", "-", "#1a9641", 2), + ("prop_U2_K4", "Proposed $U$=2", "^", "-", "#2166ac", 2), + ("prop_U3_K4", "Proposed $U$=3", "D", "-", "#d95f02", 2), + ("prop_U4_K4", "Proposed $U$=4", "v", "-", "#d62728", 2.5), + ("JOINT:prop_U4_K4", "Training w/o MAML [5]", "x", + (0, (5, 2)), "#8c564b", 2), + ("baseline_U1_K1", "Conventional orthogonal", "o", "--", "#1a1a1a", 2), + ("randmask_U4_K4", "Random-projection mask", "s", "-.", "#984ea3", 2), + ("todma_T24_L128", "ToDMA $24\\times128$", "^", ":", + "#4393c3", 2), + ("todma_T16_L192", "ToDMA $16\\times192$", "D", ":", + "#92c5de", 2), +] +for key, lab, mk, ls, col, lw in curves: + if key.startswith("todma"): + vals = [R[key][str(s)]["cos"] for s in SNRS] + elif key.startswith("JOINT:"): + vals = [JOINT[key[6:]]["snr"][str(s)]["cos"] for s in SNRS] + else: + vals = cos_curve(key) + ax.plot(SNRS, vals, marker=mk, linestyle=ls, color=col, + linewidth=lw, markersize=8, label=lab) +ax.set_xlabel("SNR (dB)", fontsize=17) +ax.set_ylabel("Cosine Similarity", fontsize=17) +ax.set_ylim([0.45, 1.0]) +ax.legend(fontsize=12.5, loc="lower right", ncol=1) +ax.grid(True, alpha=0.3) +fig.savefig("fig_cl/cl_fig_mux.pdf", dpi=200) +fig.savefig("fig_cl/cl_fig_mux.png", dpi=150) +plt.close(fig) +print("Saved cl_fig_mux.pdf") + +# ============================================================ +# Fig 3: aggregate fidelity across load (bars + per-user line) +# ============================================================ +fig, ax2 = one_panel() + +from matplotlib.patches import Patch + +snr_show = "10" +conv_cos = R["baseline_U1_K1"]["snr"][snr_show]["cos"] +per_user = [R[f"prop_U{U}_K4"]["snr"][snr_show]["cos"] for U in range(1, 7)] +joint_pu = [JOINT[f"prop_U{U}_K4"]["snr"][snr_show]["cos"] + for U in range(1, 7)] +thr = [U * c for U, c in zip(range(1, 7), per_user)] +thr_j = [U * c for U, c in zip(range(1, 7), joint_pu)] +xs = np.arange(1, 7) +# Single color per scheme so the bars match the legend patches. +C_PROP = "#d62728" +with open("fig_cl/cl_results_todma_u.json") as f: + RT = json.load(f) +todma_pu = [RT[f"todma_U{U}_T24_L128"][snr_show]["cos"] if U != 4 + else R["todma_T24_L128"][snr_show]["cos"] for U in range(1, 7)] +thr_t = [U * c for U, c in zip(range(1, 7), todma_pu)] +ax2.bar([0], [conv_cos], width=0.55, color="#1a1a1a", alpha=0.85) +ax2.text(0, conv_cos + 0.08, f"{conv_cos:.2f}", ha="center", + va="bottom", fontsize=12) +ax2.bar(xs - 0.27, thr, width=0.26, color=C_PROP, alpha=0.9) +ax2.bar(xs, thr_j, width=0.26, color=C_PROP, alpha=0.4, + hatch="//", edgecolor="#555555", linewidth=0.5) +ax2.bar(xs + 0.27, thr_t, width=0.26, color="#4393c3", alpha=0.75, + hatch="..", edgecolor="#1f5f8b", linewidth=0.5) +for x, val in zip(xs, thr): + ax2.text(x - 0.27, val + 0.08, f"{val:.2f}", ha="center", + va="bottom", fontsize=11) +# Fully loaded orthogonal aggregate (4 blocks x 768 uses = same budget) +ax2.axhline(4 * conv_cos, linestyle="-.", color="#555555", linewidth=2) +ax2.text(-0.45, 4 * conv_cos + 0.13, "Fully loaded orthogonal", + fontsize=12.5, color="#555555") +ax2.set_xticks([0] + list(xs)) +ax2.set_xticklabels(["Conv.\n$U$=1"] + [f"Multi.\n$U$={U}" + for U in range(1, 7)], fontsize=12) +ax2.set_ylabel(r"Aggregate fidelity ($U \!\cdot\! \mathrm{CosSim}$)", + fontsize=16) +ax2.grid(True, alpha=0.3, axis="y") +ax2.set_ylim([0, max(thr) * 1.22]) +handles = [Patch(facecolor=C_PROP, alpha=0.9, label="Proposed"), + Patch(facecolor=C_PROP, alpha=0.4, hatch="//", + edgecolor="#555555", label="Training w/o MAML [5]"), + Patch(facecolor="#4393c3", alpha=0.75, hatch="..", + edgecolor="#1f5f8b", label="ToDMA $24\\times128$")] +ax2.legend(handles=handles, fontsize=11, loc="center left", + bbox_to_anchor=(0.02, 0.44)) +fig.savefig("fig_cl/cl_fig_agg.pdf", dpi=200) +fig.savefig("fig_cl/cl_fig_agg.png", dpi=150) +plt.close(fig) +print("Saved cl_fig_agg.pdf") + +# ============================================================ +# Print the numbers quoted in the letter +# ============================================================ +print("\n===== NUMBERS FOR TEXT (MAML default, held-out) =====") +print("conv per-user@20:", round(conv_cos, 3), + " fully loaded aggregate:", round(4 * conv_cos, 2)) +for U in range(1, 7): + v = R[f"prop_U{U}_K4"]["snr"]["20"]["cos"] + print(f"U={U}: per-user {v:.3f} aggregate {U*v:.2f}") +print("overload ratio:", + round(6 * R["prop_U6_K4"]["snr"]["20"]["cos"] / (4 * conv_cos), 2)) +print("randmask@20:", round(R["randmask_U4_K4"]["snr"]["20"]["cos"], 3)) +for s in ["0", "5", "15", "20", "30"]: + print(f"todma24@{s}: {R['todma_T24_L128'][s]['cos']:.3f} " + f"prop@{s}: {R['prop_U4_K4']['snr'][s]['cos']:.3f}") +for k in ["ksweep_U4_K1", "ksweep_U4_K2", "prop_U4_K4", "ksweep_U4_K8"]: + print(k, "0dB:", round(R[k]["snr"]["0"]["cos"], 3), + "20dB:", round(R[k]["snr"]["20"]["cos"], 3)) +if "mamlD_U4_K4" in R: + print("distil(MAML)@20:", round(R["mamlD_U4_K4"]["snr"]["20"]["cos"], 3)) + + + +