From 0c5cb1d69e310d4450f4d7cf60f528f7bf334290 Mon Sep 17 00:00:00 2001 From: Kerem Keptig <kerem.keptig@stud-mail.uni-wuerzburg.de> Date: Sun, 26 Jan 2025 20:52:27 +0100 Subject: [PATCH] Replace temporal-bipartite.ipynb --- temporal-bipartite.ipynb | 1557 ++++++++++++-------------------------- 1 file changed, 465 insertions(+), 1092 deletions(-) diff --git a/temporal-bipartite.ipynb b/temporal-bipartite.ipynb index cfd9b2f..6b14464 100644 --- a/temporal-bipartite.ipynb +++ b/temporal-bipartite.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 21, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -12,102 +12,66 @@ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", - "import matplotlib.ticker as ticker\n", "import torch\n", "import networkx as nx\n", - "import json\n", - "from itertools import product" + "from collections import defaultdict\n", + "from itertools import product\n", + "from collections import Counter\n", + "import json" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def preprocess(dataset_name: str):\n", - " \n", + " \"\"\"\n", + " read the original data file and return the DataFrame that has columns ['u', 'i', 'ts', 'label', 'idx']\n", + " :param dataset_name: str, dataset name\n", + " :return:\n", + " \"\"\"\n", " u_list, i_list, ts_list, label_list = [], [], [], []\n", " feat_l = []\n", " idx_list = []\n", "\n", - " try:\n", - " with open(dataset_name, 'r') as f:\n", - " # Detect and skip the header\n", - " first_line = f.readline().strip()\n", - " if not first_line.replace(',', '').isdigit():\n", - " print(\"Detected header, skipping it...\")\n", - " else:\n", - " # go back if no header\n", - " f.seek(0)\n", - "\n", - " previous_time = -1\n", - " for idx, line in enumerate(f):\n", - " line = line.strip()\n", - " if not line: # Skip empty lines\n", - " continue\n", - "\n", - " e = line.split(',')\n", - " if len(e) < 4:\n", - " print(f\"Skipping malformed line {idx}: {line}\")\n", - " continue\n", - "\n", - " try:\n", - " u = int(e[0]) \n", - " i = int(e[1]) \n", - " ts = float(e[2]) \n", - " label = float(e[3]) \n", - "\n", - " # rest\n", - " feat = np.array([float(x) for x in e[4:]])\n", - "\n", - " if ts < previous_time:\n", - " raise ValueError(f\"Timestamps are not sorted at line {idx}: {line}\")\n", - " previous_time = ts\n", - "\n", - " u_list.append(u)\n", - " i_list.append(i)\n", - " ts_list.append(ts)\n", - " label_list.append(label)\n", - " idx_list.append(idx)\n", - " feat_l.append(feat)\n", - " except ValueError as ve:\n", - " print(f\"Skipping line {idx} due to error: {ve}\")\n", - " continue\n", - "\n", - " except FileNotFoundError:\n", - " raise FileNotFoundError(f\"The file '{dataset_name}' does not exist or cannot be opened.\")\n", - " except Exception as e:\n", - " raise RuntimeError(f\"An error occurred while processing the file: {e}\")\n", - "\n", - " if not u_list or not i_list or not ts_list:\n", - " raise ValueError(\"No valid data found in the file.\")\n", - " \n", - " df = pd.DataFrame({\n", - " 'u': u_list,\n", - " 'i': i_list,\n", - " 'ts': ts_list,\n", - " 'label': label_list,\n", - " 'idx': idx_list\n", - " })\n", - "\n", - "\n", - " feat_array = np.array(feat_l)\n", - " print(\"=== Preprocessing Complete ===\")\n", - " print(\"Dataset Preview:\")\n", - " print(df.head())\n", - " print(\"Feature Array Shape:\", feat_array.shape)\n", - "\n", - " return df, feat_array" + " with open(dataset_name) as f:\n", + " # skip the first line\n", + " s = next(f)\n", + " previous_time = -1\n", + " for idx, line in enumerate(f):\n", + " e = line.strip().split(',')\n", + " # user_id\n", + " u = int(e[0])\n", + " # item_id\n", + " i = int(e[1])\n", + "\n", + " # timestamp\n", + " ts = float(e[2])\n", + " # check whether time in ascending order\n", + "\n", + " u_list.append(u)\n", + " i_list.append(i)\n", + " ts_list.append(ts)\n", + " \n", + " # edge index\n", + " idx_list.append(idx)\n", + "\n", + " \n", + " return pd.DataFrame({'u': u_list,\n", + " 'i': i_list,\n", + " 'ts': ts_list,\n", + " 'idx': idx_list})" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "# for wikipedia dataset indexed correctly, so we don't need to use this\n", + "# for wikipedia dataset indexed correctly, so no need to use this\n", "def reindex(df: pd.DataFrame, bipartite: bool = True):\n", " new_df = df.copy()\n", " if bipartite:\n", @@ -122,148 +86,215 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "\n", "class BipartiteTemporalPercolation:\n", + "\n", " def __init__(self, temporal_graph, total_events):\n", " self.temporal_graph = temporal_graph\n", " self.total_events = total_events\n", + " # for count underlying temporal nodes\n", + " self.src_array = torch.tensor([edge[0] for edge in self.temporal_graph.edges], dtype=torch.long)\n", + " self.dst_array = torch.tensor([edge[1] for edge in self.temporal_graph.edges], dtype=torch.long)\n", "\n", " def create_event_graph(self, delta_t):\n", " event_edge_index = pp.algorithms.temporal.lift_order_temporal(self.temporal_graph, delta=delta_t)\n", " event_graph = pp.Graph.from_edge_index(event_edge_index)\n", "\n", " return event_graph\n", - "\n", - " def percolation_analysis(self, delta_t_values):\n", - " \"\"\"\n", - " Perform percolation analysis and phase transition analysis.\n", + " \n", + " # count the number of underlying temporal nodes, S_G\n", + " def count_underlying_temporal_nodes(self, largest_indices):\n", + "\n", + " if len(largest_indices) > 0:\n", + " sel_src = self.src_array[largest_indices]\n", + " sel_dst = self.dst_array[largest_indices]\n", + " unique_nodes = np.unique(np.concatenate([sel_src, sel_dst]))\n", + " else:\n", + " unique_nodes = 0\n", " \n", - " Args:\n", - " delta_t_values (list): Range of delta_t values.\n", + " return unique_nodes.size \n", + " \n", + " # Lifetime of the event-graph component, S_LT\n", + " def compute_component_lifetime(self, largest_indices):\n", "\n", - " Returns:\n", - " results (dict): Percolation analysis results.\n", - " reachability (dict): Reachability and survivability metrics.\n", - " phase_transitions (dict): Normalized sizes, derivatives, and critical delta_t.\n", - " \"\"\"\n", + " if len(largest_indices) > 0:\n", + " times = [float(self.temporal_graph.data.time[i]) for i in largest_indices]\n", + " lifetime = max(times) - min(times)\n", + " else:\n", + " lifetime = 0.0 \n", + "\n", + " return lifetime \n", + "\n", + " def percolation_analysis(self, delta_t_values):\n", " results = {}\n", " reachability = {}\n", " survivability = {}\n", " percolation_metrics = {}\n", - "\n", + " \n", " for delta_t in delta_t_values:\n", " print(f\"Processing δ={delta_t}...\")\n", " try:\n", " event_graph = self.create_event_graph(delta_t)\n", " num_components, labels = pp.algorithms.components.connected_components(event_graph)\n", - "\n", - " # Compute component statistics\n", + " \n", + " # component labels, the value at that index tells us which connected component that node belongs to\n", " labels_tensor = torch.tensor(labels)\n", " uniques, counts = torch.unique(labels_tensor, return_counts=True)\n", "\n", - " largest_component_size = counts.max().item()\n", + " # I also store the component sizes because for XE calculation I need to extract\n", + " # all component sizes except largest one\n", + " # [1,1,1,2,2,3,3,3] -> [3, 2, 3]\n", + " # it turns into a dictionary {3: 2, 2: 1}, component sizes, and their counts\n", + " component_size_counts = dict(Counter(counts.tolist())) \n", + "\n", + " if counts.numel() > 0:\n", + " largest_component_size = counts.max().item()\n", + " average_component_size = counts.float().mean().item()\n", + " else:\n", + " largest_component_size = 0\n", + " average_component_size = 0\n", + " \n", + " # label of largest CC\n", + " if len(uniques) > 0:\n", + " largest_label = uniques[counts.argmax()].item()\n", + " else:\n", + " largest_label = -1\n", + " \n", + " # - True (1), the node belongs to the LCC\n", + " # - False (0), it belongs to another component\n", + " largest_indices = (labels_tensor == largest_label).nonzero()\n", + "\n", + " # the result to a 1D tensor\n", + " # it returns a 2D tensor [[3], [7], [12]]\n", + " # reshapes it into a flat 1D tensor [3, 7, 12]\n", + " largest_indices = largest_indices.view(-1)\n", + "\n", + " # This list contains the indices of all event-graph nodes that belong to the LCC.\n", + " largest_indices = largest_indices.tolist() # Example output: [3, 7, 12]\n", + "\n", + " S_E = len(largest_indices)\n", + " \n", + " # Per-component node sizes and lifetimes\n", + " node_component_sizes = {}\n", + " component_lifetimes = {}\n", + "\n", + " # same logic as above, but this time I iterate over unique labels to count manually\n", + " for label in uniques.tolist():\n", + " indices = (labels_tensor == label).nonzero().view(-1).tolist()\n", + "\n", + " # Compute S_G (number of unique nodes)\n", + " node_count = self.count_underlying_temporal_nodes(indices)\n", + " node_component_sizes[node_count] = node_component_sizes.get(node_count, 0) + 1\n", + "\n", + " # Compute S_LT (lifetime of each component)\n", + " component_times = [self.temporal_graph.data.time[i].item() for i in indices]\n", + " if component_times:\n", + " t_min = min(component_times)\n", + " t_max = max(component_times)\n", + " component_lifetime = t_max - t_min\n", + " component_lifetimes[component_lifetime] = component_lifetimes.get(component_lifetime, 0) + 1\n", + "\n", + " S_G = self.count_underlying_temporal_nodes(largest_indices)\n", + "\n", + " S_LT = self.compute_component_lifetime(largest_indices)\n", + " \n", " total_components = len(uniques)\n", - " average_component_size = counts.float().mean().item()\n", - "\n", " # Reachability and survivability\n", " reachable_events = largest_component_size / self.temporal_graph.n\n", - "\n", - " # Compute percolation metrics\n", - " mean_cluster_mass = counts.float().mean().item() # M\n", - " mean_spatial_volume = len(labels) / num_components if num_components > 0 else 0 # V\n", - "\n", " if event_graph.n > 0 and event_graph.m > 0: # T\n", " component_times = [self.temporal_graph.data.time[i].item() for i in event_graph.data.edge_index[0]]\n", " max_time = max(component_times)\n", " min_time = min(component_times)\n", - " total_time_range = self.temporal_graph.data.time.max().item() - self.temporal_graph.data.time.min().item()\n", - " survivable_events = (max_time - min_time) / total_time_range if total_time_range > 0 else 0\n", + " survivable_events = (max_time - min_time) / (self.temporal_graph.data.time.max().item() - self.temporal_graph.data.time.min().item())\n", "\n", - " # Store percolation metrics\n", + " # from Directed percolation paper\n", " percolation_metrics[delta_t] = {\n", - " \"M\": mean_cluster_mass,\n", - " \"V\": mean_spatial_volume,\n", - " \"T\": survivable_events,\n", + " \"M\": counts.float().mean().item(), # Mean cluster mass\n", + " \"V\": len(labels) / num_components if num_components > 0 else 0, # Mean spatial volume\n", + " \"T\": survivable_events, # Temporal range ratio\n", " }\n", - "\n", - " # Save percolation results\n", + " \n", + " \n", " results[delta_t] = {\n", " \"largest_component_size\": largest_component_size,\n", " \"total_components\": total_components,\n", " \"average_component_size\": average_component_size,\n", + " \"component_sizes\": component_size_counts,\n", + " \"node_component_sizes\": node_component_sizes,\n", + " \"component_lifetimes\": component_lifetimes,\n", + " \"S_E\": S_E,\n", + " \"S_G\": S_G,\n", + " \"S_LT\": S_LT\n", " }\n", - " reachability[delta_t] = reachable_events \n", - " survivability[delta_t] = survivable_events \n", - "\n", + " \n", + " reachability[delta_t] = reachable_events\n", + " survivability[delta_t] = survivable_events\n", + " \n", " except Exception as e:\n", " print(f\"Error at δ={delta_t}: {e}\")\n", " results[delta_t] = {\n", " \"largest_component_size\": 0,\n", " \"total_components\": 0,\n", " \"average_component_size\": 0,\n", + " \"component_sizes\": 0,\n", + " \"node_component_sizes\": 0,\n", + " \"component_lifetimes\": 0,\n", + " \"S_E\": 0,\n", + " \"S_G\": 0,\n", + " \"S_LT\": 0,\n", + " \"S_E\": 0,\n", + " \"S_G\": 0,\n", + " \"S_LT\": 0\n", " }\n", - " reachability[delta_t] = 0 \n", - " survivability[delta_t] = 0 \n", - " percolation_metrics[delta_t] = {\"M\": 0, \"V\": 0, \"T\": 0} \n", + " reachability[delta_t] = 0\n", + " survivability[delta_t] = 0\n", + " percolation_metrics[delta_t] = {\"M\": 0, \"V\": 0, \"T\": 0}\n", + " \n", + " return results, reachability, percolation_metrics\n", "\n", - " return results, reachability, survivability, percolation_metrics\n", - " \n", - " def find_critical_threshold(self, analysis_results, delta_t_values):\n", - " \"\"\"\n", - " Identify the critical δt where the largest connected component (LCC) rapidly grows.\n", - " \"\"\"\n", - " largest_component_sizes = np.array([result[\"largest_component_size\"] for result in analysis_results.values()])\n", "\n", - " if len(delta_t_values) < 2:\n", - " raise ValueError(\"Not enough data points to determine the critical threshold.\")\n", + " def find_critical_threshold(self, analysis_results, delta_t_values):\n", + " \"\"\"\n", + " Identify the critical δt where the largest connected component (LCC) rapidly grows.\n", + " \"\"\"\n", + " \n", + " num_event_graph_nodes = np.array([result[\"S_E\"] for result in analysis_results.values()])\n", "\n", - " # Compute susceptibility (correct rate of change with irregular δt spacing)\n", - " susceptibility = np.diff(largest_component_sizes) / np.diff(delta_t_values)\n", + " if len(delta_t_values) < 2:\n", + " raise ValueError(\"Not enough data points to determine the critical threshold.\")\n", "\n", - " # Associate each susceptibility value with the midpoint of δt intervals\n", - " midpoints = (delta_t_values[:-1] + delta_t_values[1:]) / 2\n", + " susceptibility = np.diff(num_event_graph_nodes) / np.diff(delta_t_values)\n", "\n", - " # Find the δt corresponding to the largest change\n", - " critical_index = np.argmax(susceptibility)\n", - " critical_dt = midpoints[critical_index]\n", + " # I added because it made an error in the length of the susceptibility\n", + " # so, the first and last values are removed in the derivative calculation\n", + " midpoints = (delta_t_values[:-1] + delta_t_values[1:]) / 2\n", "\n", - " return critical_dt\n", - " \n", - " def plot_percolation_results(self, results):\n", - " \"\"\"\n", - " Plot the largest component size as a function of delta_t.\n", - " \"\"\"\n", - " delta_t_values = list(results.keys())\n", - " largest_component_sizes = list(results.values())\n", + " critical_index = np.argmax(susceptibility)\n", + " critical_dt = midpoints[critical_index]\n", "\n", - " plt.figure(figsize=(10, 6))\n", - " plt.plot(delta_t_values, largest_component_sizes, marker='o', linestyle='-', color='b')\n", - " plt.xlabel(\"δt (time threshold)\")\n", - " plt.ylabel(\"Largest Component Size\")\n", - " plt.title(\"Temporal Percolation Analysis: Largest Component vs δt\")\n", - " plt.grid(True)\n", - " plt.show()\n", + " return critical_dt\n", "\n", - " def finite_size_scaling(self, analysis_results, delta_t_values, sizes, critical_delta_t, beta=0.5, nu=1.0):\n", + " def finite_size_scaling(self, analysis_results, delta_t_values, sizes, critical_delta_t, beta=0.5, gamma=2/3):\n", " \"\"\"\n", - " Perform finite-size scaling based on the critical δt.\n", + " X-axis: N^(1/2) * (δt - δt_c)\n", + " Y-axis: N^(β/2) * Ï_E(δt - δt_c)\n", " \"\"\"\n", " scaled_results = {}\n", - " \n", - "\n", + " total_n = self.temporal_graph.n\n", " for size in sizes:\n", - " \n", " largest_components = np.array([analysis_results[dt][\"largest_component_size\"] for dt in delta_t_values])\n", + " \n", + " # (Ï_E = S/N) # N* is the maximum possible value that S* can get as a single component\n", + " rho_E = largest_components / total_n\n", "\n", - " # Compute rescaled delta t\n", - " scaled_delta_t = (delta_t_values - critical_delta_t) / (size ** (1 / nu))\n", + " # N^(1/2) * (δt - δt_c)\n", + " scaled_delta_t = (delta_t_values - critical_delta_t) * (size ** (1 / 2))\n", "\n", - " # Compute scaled largest component size\n", - " scaled_largest = largest_components / (size ** beta)\n", + " # Ï_E(δt - δt_c) * N^(β/2) \n", + " scaled_largest = rho_E * (size ** (beta / 2))\n", "\n", " scaled_results[size] = {\n", " \"scaled_delta_t\": scaled_delta_t,\n", @@ -273,34 +304,38 @@ " return scaled_results\n", "\n", " def plot_finite_size_scaling(self, scaled_results, use_log_scale=False):\n", + " \"\"\"\n", + " Plots finite-size scaling results to check for data collapse.\n", "\n", + " Parameters:\n", + " - scaled_results: Dictionary containing scaled data for different sizes.\n", + " - use_log_scale: If True, applies a log-scale transformation to the x-axis.\n", + " \"\"\"\n", " plt.figure(figsize=(10, 6))\n", "\n", " for size, data in scaled_results.items():\n", - " scaled_delta_t = data[\"scaled_delta_t\"]\n", - " scaled_largest_component = data[\"scaled_largest_component\"]\n", + " scaled_delta_t = np.array(data[\"scaled_delta_t\"])\n", + " scaled_largest_component = np.array(data[\"scaled_largest_component\"])\n", " \n", " if use_log_scale:\n", - " # Convert X-axis (scaled delta_t) to log-scale\n", - " scaled_delta_t = np.sign(scaled_delta_t) * np.log10(np.abs(scaled_delta_t) + 1) # Avoid log(0) issues\n", + " scaled_delta_t = np.sign(scaled_delta_t) * np.log1p(np.abs(scaled_delta_t))\n", "\n", - " plt.plot(scaled_delta_t, scaled_largest_component, label=f\"Size {size}\", marker=\"o\")\n", + " plt.plot(scaled_delta_t, scaled_largest_component, label=f\"Size {size}\", marker=\"o\", markersize=5, linestyle=\"-\")\n", "\n", - " plt.axvline(0, color=\"r\", linestyle=\"--\", label=\"Critical δt_c\")\n", - " \n", - " plt.xlabel(r\"Scaled Delta t $(\\frac{\\delta t - \\delta t_c}{L^{1/\\nu}})$ (log-scale)\" if use_log_scale else \n", - " r\"Scaled Delta t $(\\frac{\\delta t - \\delta t_c}{L^{1/\\nu}})$\")\n", + " plt.axvline(0, color=\"r\", linestyle=\"--\", linewidth=2, label=r\"Critical $\\delta t_c$\")\n", + " plt.xlabel(r\"Scaled $\\delta t$ $\\left(N^{1/2} (\\delta t - \\delta t_c)\\right)$ (log-scale)\" if use_log_scale else \n", + " r\"Scaled $\\delta t$ $\\left(N^{1/2} (\\delta t - \\delta t_c)\\right)$\")\n", + " plt.ylabel(r\"Scaled Largest Component $\\left(N^{\\beta/2} \\rho_E(\\delta t - \\delta t_c)\\right)$\")\n", " \n", - " plt.ylabel(r\"Scaled Largest Component $(\\frac{S}{L^\\beta})$\")\n", - " plt.title(\"Finite Size Scaling Collapse (Log-Scale Applied)\" if use_log_scale else \"Finite Size Scaling Collapse\")\n", - " \n", - " plt.legend()\n", - " plt.grid(True)\n", + " plt.title(\"Finite Size Scaling Collapse (Log-Scale)\" if use_log_scale else \"Finite Size Scaling Collapse\")\n", + "\n", + " plt.legend(loc=\"best\", frameon=True)\n", + " plt.grid(True, linestyle=\"--\", alpha=0.6)\n", " plt.show()\n", "\n", " def optimize_scaling_exponents(self, analysis_results, delta_t_values, sizes, critical_delta_t, beta_range, nu_range):\n", " \"\"\"\n", - " Optimize β and ν for the best scaling collapse by minimizing variance.\n", + " power-law to optimize β and ν for the best scaling collapse by minimizing variance.\n", " \"\"\"\n", " best_beta, best_nu = None, None\n", " best_score = float(\"inf\")\n", @@ -308,7 +343,7 @@ " for beta, nu in product(beta_range, nu_range):\n", " scaled_results = self.finite_size_scaling(analysis_results, delta_t_values, sizes, critical_delta_t, beta, nu)\n", " variances = [np.var(data[\"scaled_largest_component\"]) for data in scaled_results.values()]\n", - " score = np.mean(variances) # Minimize the average variance\n", + " score = np.mean(variances)\n", " \n", " if score < best_score:\n", " best_score = score\n", @@ -342,65 +377,6 @@ " plt.legend()\n", " plt.show()\n", "\n", - " def phase_transition_analysis(self, results, delta_t_values):\n", - " \n", - " # largest component sizes\n", - " largest_component_sizes = [\n", - " result[\"largest_component_size\"] for result in results.values()\n", - " ]\n", - " largest_component_sizes = np.array(largest_component_sizes).astype(float)\n", - " \n", - " # Normalize\n", - " normalized_sizes = [size / self.total_events for size in largest_component_sizes]\n", - " print(normalized_sizes)\n", - "\n", - " # derivatives and critical delta_t\n", - " derivatives = np.gradient(normalized_sizes)\n", - " critical_delta_t = self.find_critical_threshold(results, delta_t_values)\n", - " \n", - " return {\n", - " \"normalized_sizes\": normalized_sizes,\n", - " \"derivatives\": derivatives,\n", - " \"critical_delta_t\": critical_delta_t\n", - " }\n", - "\n", - " def plot_phase_transition(self, delta_t_values, phase_transitions):\n", - " normalized_sizes = phase_transitions[\"normalized_sizes\"]\n", - " derivatives = phase_transitions[\"derivatives\"]\n", - " critical_delta_t = phase_transitions[\"critical_delta_t\"]\n", - "\n", - " plt.figure(figsize=(10, 6))\n", - " plt.plot(delta_t_values, normalized_sizes, label=\"Normalized Sizes\", marker=\"o\")\n", - " plt.plot(delta_t_values, derivatives, label=\"Derivatives\", linestyle=\"--\", marker=\"s\")\n", - " plt.axvline(x=critical_delta_t, color=\"r\", linestyle=\"--\", label=f\"Critical δt={critical_delta_t:.2f}\")\n", - " plt.xlabel(\"δt (time threshold)\")\n", - " plt.ylabel(\"Normalized Sizes / Derivatives\")\n", - " plt.title(\"Phase Transition Analysis\")\n", - " plt.legend()\n", - " plt.grid(True)\n", - " plt.show()\n", - "\n", - " def data_collapse_plot(self, scaled_results, beta=0.5):\n", - " \"\"\"\n", - " Perform a data collapse by rescaling delta_t and scaled largest components.\n", - " \"\"\"\n", - " plt.figure(figsize=(10, 6))\n", - " for size, data in scaled_results.items():\n", - " delta_t_values = np.array(data[\"delta_t_values\"])\n", - " scaled_components = np.array(data[\"scaled_largest_component\"])\n", - " \n", - " # Rescale delta_t and scaled largest components\n", - " scaled_delta_t = delta_t_values / (size ** beta)\n", - " scaled_largest_component = scaled_components / size\n", - " \n", - " plt.plot(scaled_delta_t, scaled_largest_component, label=f\"Size {size}\", marker=\"o\")\n", - "\n", - " plt.xlabel(\"Scaled Delta t (Delta t / Size^β)\")\n", - " plt.ylabel(\"Scaled Largest Component / Size\")\n", - " plt.title(f\"Data Collapse Using Scaling Relation (β = {beta})\")\n", - " plt.legend()\n", - " plt.grid(True)\n", - " plt.show()\n", "\n", " def plot_metrics(self, delta_t_values, percolation_metrics):\n", "\n", @@ -447,156 +423,240 @@ " plt.legend()\n", " plt.show()\n", " \n", - " def plot_largest_component_size(self, analysis_results, delta_t_values):\n", - " # Ensure delta_t_values is a NumPy array and convert to float\n", - " delta_t_values = np.array(delta_t_values).astype(float)\n", - "\n", - " # Extract largest component sizes\n", - " largest_component_sizes = [result[\"largest_component_size\"] for result in analysis_results.values() if \"largest_component_size\" in result]\n", + " def compare_component_measures(self, results):\n", + " \"\"\"Compare S_E, S_G, and S_LT by plotting them across delta_t values.\"\"\"\n", + " df = pd.DataFrame.from_dict(results, orient='index')\n", + " df = df[['S_E', 'S_G', 'S_LT']]\n", + " df = (df - df.min()) / (df.max() - df.min()) # Normalize for fair comparison\n", + " \n", + " seconds_per_day = 24 * 3600\n", + " df.index = df.index.astype(float) / seconds_per_day\n", "\n", - " # Convert to days if needed (example: assuming δt is in seconds)\n", - " delta_t_days = delta_t_values / (24 * 60 * 60) # Convert from seconds to days\n", + " plt.figure(figsize=(10, 6))\n", + " plt.plot(df.index, df['S_E'], marker='o', label='S_E (Event Graph Nodes)')\n", + " plt.plot(df.index , df['S_G'], marker='s', label='S_G (Underlying Graph Nodes)')\n", + " plt.plot(df.index, df['S_LT'], marker='^', label='S_LT (Component Lifetime)')\n", + " \n", + " plt.xlabel(\"δ_t (days)\")\n", + " plt.ylabel(\"Normalized Component Size\")\n", + " plt.title(\"Comparison of Different Component Size Measures\")\n", + " plt.legend()\n", + " plt.grid(True)\n", + " plt.show()\n", + " \n", + " # Compute correlation matrix\n", + " correlation_matrix = df.corr()\n", + " print(\"\\nCorrelation between measures:\")\n", + " print(correlation_matrix)\n", + "\n", + " def plot_largest_component(self, results, delta_t_values):\n", + " df = pd.DataFrame.from_dict(results, orient='index')\n", + " df = df[['S_E']]\n", + " num_event_graph_nodes = df[\"S_E\"]\n", + "\n", + " seconds_per_hour = 3600\n", + " delta_t_values = delta_t_values / seconds_per_hour\n", + " \n", + " critical_delta_t = self.find_critical_threshold(results, delta_t_values)\n", + " \n", + " plt.figure(figsize=(10, 6))\n", + " plt.plot(delta_t_values, num_event_graph_nodes, label=\"Number of Events\", marker=\"o\")\n", + " plt.axvline(x=critical_delta_t, color=\"r\", linestyle=\"--\", label=f\"Critical δt={critical_delta_t:.2f} hours\")\n", + " \n", + " plt.xlabel(\"δ_t (hours)\")\n", + " plt.ylabel(\"Event Graph Nodes\")\n", + " plt.title(\"Phase Transition Analysis\")\n", + " plt.legend()\n", + " plt.grid(True)\n", + " plt.xticks(rotation=45)\n", + " plt.ticklabel_format(style='plain') # Prevent scientific notation\n", + " plt.show()\n", + "\n", + " def compute_order_parameters(self, results, temporal_graph):\n", + " \"\"\"\n", + " Compute order parameters (ÏE, ÏG), susceptibilities (χE, χG), \n", + " and probability distributions P(S_E) and P(S_LT) using the component size dictionaries.\n", + " \"\"\"\n", "\n", - " plt.figure(figsize=(12, 6))\n", - " plt.plot(delta_t_days, largest_component_sizes, marker='o', linestyle='-')\n", - " plt.xlabel('δt (Days)')\n", - " plt.ylabel('Largest Component Size')\n", - " plt.title('Largest Component Size vs. δt')\n", - " plt.grid(True)\n", - " plt.show()\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "# To get more prcise critical delta_t\n", - "def compute_susceptibility(results):\n", + " delta_t_values = np.array([float(dt) for dt in results.keys()])\n", + " \n", + " maxS_E_values = np.array([results[str(dt)][\"S_E\"] for dt in delta_t_values])\n", + " maxS_G_values = np.array([results[str(dt)][\"S_G\"] for dt in delta_t_values])\n", + " maxS_LT_values = np.array([results[str(dt)][\"S_LT\"] for dt in delta_t_values]) \n", + " N_values = np.array([results[str(dt)][\"total_components\"] for dt in delta_t_values])\n", + " N_E = temporal_graph.n # Total number of nodes in the temporal network\n", + "\n", + " all_nodes = np.unique(np.concatenate([self.src_array, self.dst_array]))\n", + " N_G = len(all_nodes) # Total number of unique nodes\n", + "\n", + " # Order Parameters:\n", + " # - Ï_E: Fraction of event-graph nodes in the largest component\n", + " # - Ï_G: Fraction of temporal-network nodes in the largest component\n", + " rho_E = np.where(N_values > 0, maxS_E_values / N_E, 0) # Prevent divide-by-zero\n", + " rho_G = np.where(N_values > 0, maxS_G_values / N_G, 0)\n", + "\n", + " # Initialize susceptibility arrays\n", + " chi_E = np.zeros_like(delta_t_values, dtype=np.float64)\n", + " chi_G = np.zeros_like(delta_t_values, dtype=np.float64)\n", + "\n", + " # Initialize distributions for P(S_E) and P(S_LT)\n", + " P_S_E_distributions = {}\n", + " P_S_LT_distributions = {}\n", + "\n", + " for i, dt in enumerate(delta_t_values):\n", + "\n", + " # --- χE Computation (Event-Based Susceptibility) ---\n", + " component_size_counts = results[str(dt)].get(\"component_sizes\", {})\n", + " if component_size_counts == 0:\n", + " component_size_counts = {} # Replace invalid value\n", + "\n", + " # --- χG Computation (Node-Based Susceptibility) ---\n", + " node_component_sizes = results[str(dt)].get(\"node_component_sizes\", {})\n", + "\n", + " # --- S_LT Computation (Lifetime-Based Susceptibility) ---\n", + " component_lifetime_counts = results[str(dt)].get(\"component_lifetimes\", {})\n", + "\n", + " if not component_size_counts and not node_component_sizes and not component_lifetime_counts:\n", + " continue # Skip if no valid components\n", + "\n", + " # χE Calculation\n", + " if component_size_counts:\n", + " component_size_counts = {int(k): v for k, v in component_size_counts.items()}\n", + "\n", + " component_sizes = np.array(list(component_size_counts.keys()))\n", + " counts = np.array(list(component_size_counts.values()))\n", + "\n", + " largest_component_size = component_sizes.max(initial=0)\n", + " if largest_component_size > 0:\n", + " mask = component_sizes < largest_component_size\n", + " s_squared_counts = (component_sizes[mask] ** 2) * counts[mask]\n", + " \n", + " # Compute susceptibility for χ_E (event-based)\n", + " chi_E[i] = s_squared_counts.sum() / N_E\n", + "\n", + " # Compute probability distribution P(S_E)\n", + " total_S_E_components = sum(component_size_counts.values())\n", + " P_S_E = {size: count / total_S_E_components for size, count in component_size_counts.items()}\n", + " P_S_E_distributions[dt] = P_S_E\n", + "\n", + " # χG Calculation\n", + " if node_component_sizes:\n", + " node_component_sizes = {int(k): v for k, v in node_component_sizes.items()}\n", + "\n", + " node_sizes = np.array(list(node_component_sizes.keys()))\n", + " node_counts = np.array(list(node_component_sizes.values()))\n", + "\n", + " largest_node_component = node_sizes.max(initial=0)\n", + " if largest_node_component > 0:\n", + " node_mask = node_sizes < largest_node_component\n", + " s_squared_counts_nodes = (node_sizes[node_mask] ** 2) * node_counts[node_mask]\n", + " \n", + " # Compute susceptibility for χ_G (node-based)\n", + " chi_G[i] = s_squared_counts_nodes.sum() / N_G\n", + "\n", + " # Compute probability distribution P(S_LT)\n", + " if component_lifetime_counts:\n", + " total_S_LT_components = sum(component_lifetime_counts.values())\n", + " P_S_LT = {size: count / total_S_LT_components for size, count in component_lifetime_counts.items()}\n", + " P_S_LT_distributions[dt] = P_S_LT\n", + " \n", + " # Replace NaN values with zero\n", + " chi_E = np.nan_to_num(chi_E)\n", + " chi_G = np.nan_to_num(chi_G)\n", "\n", - " largest_component_sizes = np.array([float(results[dt][\"largest_component_size\"]) for dt in results.keys()])\n", - " delta_t_values = np.array([float(dt) for dt in results.keys()])\n", + " return delta_t_values, rho_E, rho_G, chi_E, chi_G, P_S_E_distributions, P_S_LT_distributions\n", "\n", - " if len(delta_t_values) < 2:\n", - " raise ValueError(\"Not enough data points to compute susceptibility.\")\n", "\n", - " # rate of change \n", - " susceptibility = np.diff(largest_component_sizes) / np.diff(delta_t_values)\n", + " def plot_order_parameters(self, delta_t_values, rho_E, rho_G, chi_E, chi_G):\n", + " \"\"\"\n", + " Plot order parameters (ÏE, ÏG) and susceptibilities (χE, χG).\n", + " \"\"\"\n", + " plt.figure(figsize=(8,6))\n", "\n", - " # each susceptibility value with the midpoint of δt intervals\n", - " midpoints = (delta_t_values[:-1] + delta_t_values[1:]) / 2\n", + " plt.plot(delta_t_values, rho_E, 'r-', label=r\"$\\rho_E$\")\n", + " plt.plot(delta_t_values, rho_G, 'r-', alpha=0.5, label=r\"$\\rho_G$\")\n", "\n", - " # the δt corresponding to the largest change (peak susceptibility)\n", - " critical_index = np.argmax(susceptibility)\n", - " critical_dt = midpoints[critical_index]\n", + " # Avoid division by zero in normalization\n", + " if np.max(chi_E) > 0:\n", + " plt.plot(delta_t_values, chi_E / np.max(chi_E), 'b-', label=r\"$\\chi_E$\", linestyle='dashed')\n", "\n", - " return critical_dt, susceptibility, midpoints\n", + " if np.max(chi_G) > 0:\n", + " plt.plot(delta_t_values, chi_G / np.max(chi_G), 'g-', alpha=0.5, linestyle='dashed', label=r\"$\\chi_G$\")\n", "\n", - "def plot_susceptibility(results):\n", - " \n", - " critical_dt, susceptibility, midpoints = compute_susceptibility(results)\n", - "\n", - " # Plot susceptibility vs. δt\n", - " plt.figure(figsize=(10, 5))\n", - " plt.plot(midpoints, susceptibility, marker=\"s\", linestyle=\"--\", label=\"Corrected Susceptibility\", color=\"orange\")\n", - " plt.axvline(x=critical_dt, color=\"r\", linestyle=\"--\", label=f\"Corrected Critical δt={critical_dt:.2f}\")\n", - " plt.xlabel(\"δt (time threshold)\")\n", - " plt.ylabel(\"Susceptibility (Δ LCC / Δδt)\")\n", - " plt.title(\"Corrected Susceptibility for Percolation Transition\")\n", - " plt.legend()\n", - " plt.grid(True)\n", - " plt.show()\n", - "\n", - " print(f\"Corrected Critical δt: {critical_dt:.2f}\")\n", - "\n", - " return critical_dt" + " plt.xlabel(r\"$\\delta t$ (time threshold)\")\n", + " plt.ylabel(\"Order Parameter / Susceptibility\")\n", + " plt.title(\"Order Parameters vs. δt\")\n", + " plt.legend()\n", + " plt.grid(True)\n", + " plt.show()\n", + " " ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Detected header, skipping it...\n", - "=== Preprocessing Complete ===\n", - "Dataset Preview:\n", - " u i ts label idx\n", - "0 0 0 0.0 0.0 0\n", - "1 1 1 36.0 0.0 1\n", - "2 1 1 77.0 0.0 2\n", - "3 2 2 131.0 0.0 3\n", - "4 1 1 150.0 0.0 4\n", - "Feature Array Shape: (157474, 172)\n", "=== DF HEAD ===\n", "Dataset Preview:\n", - " u i ts label idx\n", - "0 0 0 0.0 0.0 0\n", - "1 1 1 36.0 0.0 1\n", - "2 1 1 77.0 0.0 2\n", - "3 2 2 131.0 0.0 3\n", - "4 1 1 150.0 0.0 4\n", - "Timestamps Range: 0.0 - 2678373.0\n" + " u i ts idx\n", + "0 0 277 1.385982e+09 0\n", + "1 0 277 1.385982e+09 1\n", + "2 0 277 1.385982e+09 2\n", + "3 0 21 1.385982e+09 3\n", + "4 0 277 1.385982e+09 4\n", + "Normalized Timestamp Range: 0.0 - 363560.0\n", + "Min Timestamp: 0.0\n", + "Max Timestamp: 363560.0\n" ] } ], "source": [ - "file_path = \"wikipedia.csv\"\n", + "file_path = r\"C:\\Users\\userpc\\Desktop\\first-semester-JMU\\lab-socialnet\\lab-social-network\\highschooltemporalcontacts2013\\edges.csv\"\n", "bipartite = True\n", "\n", - "df, feat_array = preprocess(file_path)\n", + "df = preprocess(file_path)\n", "print(\"=== DF HEAD ===\")\n", "print(\"Dataset Preview:\")\n", "print(df.head())\n", + "# df = reindex(df, bipartite=bipartite)\n", "\n", - "print(\"Timestamps Range:\", df['ts'].min(), \"-\", df['ts'].max())\n", + "df['normalized_ts'] = (df['ts'] - df['ts'].min())\n", "\n", - "tedges = list(df[['u', 'i', 'ts']].itertuples(index=False, name=None))\n", + "print(\"Normalized Timestamp Range:\", df['normalized_ts'].min(), \"-\", df['normalized_ts'].max())\n", + "tedges = list(df[['u', 'i', 'normalized_ts']].itertuples(index=False, name=None))\n", "\n", "temporal_graph = pp.TemporalGraph.from_edge_list(tedges)\n", - "\n", "total_events = len(tedges)\n", - "\n", "bipartite_percolation = BipartiteTemporalPercolation(temporal_graph, total_events)\n", "\n", - "min_t = df['ts'].min()\n", - "max_t = 1678373 # based on my previous analysis\n", - "# First I search broadly to find the critical threshold\n", - "# After that I can narrow down the search range\n", - "delta_t_values = np.linspace(min_t, max_t, num=50)\n", + "print(\"Min Timestamp:\", df['normalized_ts'].min())\n", + "print(\"Max Timestamp:\", df['normalized_ts'].max())\n", + "\n", + "delta_t_values = np.linspace(df['normalized_ts'].min(), 12500, 20)\n", "\n", - "# I computed the results and saved them to a JSON file\n", - "# It tooks 3 hours to compute all the results that's why I saved them\n", - "#analysis_results, reachability, survivability, percolation_metrics = bipartite_percolation.percolation_analysis(delta_t_values)\n", + "# analysis_results, reachabilit, percolation_metrics = bipartite_percolation.percolation_analysis(delta_t_values)\n", "\n", - "# with open(\"wikipedia_results/analysis_results.json\", \"w\") as file:\n", + "# with open(\"highSchoolDynamic_results/analysis_results.json\", \"w\") as file:\n", "# json.dump(analysis_results, file, indent=4)\n", "\n", "# Load results from the JSON file\n", - "with open(\"wikipedia_results/analysis_results.json\", \"r\") as file:\n", + "with open(\"highSchoolDynamic_results/analysis_results.json\", \"r\") as file:\n", " analysis_results = json.load(file)\n" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 6, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.0, 0.006121645477983667, 0.19116806583944015, 0.33169920113796564, 0.40503194178086543, 0.4543162680823501, 0.4946594358433773, 0.5248040946441952, 0.5521990931836367, 0.5706402326733302, 0.5876081130853347, 0.6015469220315734, 0.6102848724233841, 0.6190736248523566, 0.6266748796626744, 0.6359208504261021, 0.6427600746789947, 0.6489960247405921, 0.6562226145268425, 0.6609535542375249, 0.668859621270813, 0.6745176981596962, 0.6787660185173425, 0.6833128008433138, 0.6864942784205647, 0.6889454767136162, 0.6928572335750663, 0.696241919300964, 0.6981787469677534, 0.7002933817646088, 0.7023508642696572, 0.7039003264030887, 0.7066563369191105, 0.7080279919224761, 0.7101172257007506, 0.7117047893620534, 0.7124922209380596, 0.7134765104080674, 0.7147402110824644, 0.7160420132847327, 0.7170898053011926, 0.7178010338214562, 0.7187853232914639, 0.7191663385701766, 0.7206903996850273, 0.7216429378818091, 0.7224303694578152, 0.7235543645300176, 0.7243925981431856, 0.7247990144404791]\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" ] @@ -604,192 +664,73 @@ "metadata": {}, "output_type": "display_data" }, - { - "data": { - "image/png": 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R0dFn9PlIJ5MDycnJ+u9//6umTZsqNzdXo0aNqtAuNjZWd999t+6++25lZmaqZ8+emj17ttPJgfj4eG3ZskUWi8UuGVM+xaI8MeaqzxkA4DymFQAAzknlNyCnPv1du3atUlJSHD4+MTFRS5cutZtzvW/fPn3xxRd2ba+99lr5+voqOTm5wtNmwzB0/PhxSSfrA5SVldnt79Kli3x8fOyeqoaEhFRYxq8q1113nbp06aLZs2dX+t7y8vL08MMPSzp5YxodHa0FCxbYXe+LL77Qzp07NWzYMIeu6YxXXnlFZrPZ9nr+/PkqKyuz3VwmJibK399fL7zwgt1n9/rrrysnJ+eMYrrhhht0+PBhvfrqqxX2FRUVqaCgwOlzhoSESJJD/VJYWFjl71n5705lUzvK3XXXXdqzZ4/+97//qWHDhhX2JyUlKTw8XE888YTdZ1vu6NGjNcbYoUMHdenSRYsXL9bixYsVGxurgQMH2vZbLJYK012io6MVFxdn97tz7Ngx7dq1q8YaGldeeaWOHj2qd99917bNbDbrhRdeUFBQkC655BJJUnBwsCTHPmcAgGsxcgAA4LXeeOMNu/Xoy91333266qqr9PHHH+tvf/ubhg0bptTUVC1YsEAdO3ZUfn6+Q+efOXOmVq5cqf79+2vChAmyWCx66aWX1LlzZ23atMnWrnXr1nr88cc1bdo0/f777xoxYoTCwsKUmpqq//3vfxo/frz+7//+T998840mTZqk66+/Xueff77Kysr0zjvvyNfX125Oea9evfTVV1/p2WefVVxcnBISEtS3b99KY/Tz89PHH3+sxMREDRw4UDfccIP69+8vPz8/bd++XYsWLVLDhg01e/Zs+fn56cknn9Rtt92mQYMGafTo0balDFu2bKkpU6Y41wEOKC0t1eWXX64bbrhBu3fv1n/+8x8NGDBAV199taSTywFOmzZNycnJGjp0qK6++mpbuwsuuMCu+KCjbr75Zn344Ye666679O2336p///6yWCzatWuXPvzwQ3355Zfq3bu3U+fs1auXJOnhhx/WqFGj5Ofnp+HDh9uSBqcqLCzURRddpAsvvFBDhw5VfHy8srOztXTpUv3www8aMWKEevToUel1li9frrffflsjR47Uli1btGXLFtu+0NBQjRgxQuHh4Zo/f75uvvlm9ezZU6NGjVKTJk108OBBLV++XP3799dLL71U43u68cYbNX36dAUGBmrcuHF2IxTy8vLUvHlzXXfdderWrZtCQ0P11Vdf6ZdfftEzzzxja/fSSy8pOTlZ3377re0GvzL/+Mc/9Oqrr+rOO+/U5s2blZCQoA8//FBr167Vk08+aUuCBAUFqWPHjlq8eLHOP/98RUVFqXPnzurcuXON7wcAcJbctk4CAABnqHyZvKp+Dh06ZFitVuOJJ54wWrRoYQQEBBg9evQwPvvsM2Ps2LFGixYtbOcqX0ruqaeeqvRaX3/9tdGjRw/D39/faN26tfHaa68Z//znP43AwMAKbf/73/8aAwYMMEJCQoyQkBCjffv2xsSJE43du3cbhmEYv/32m3H77bcbrVu3NgIDA42oqCjj0ksvNb766iu78+zatcsYOHCgERQUZEhyaFnDEydOGNOnTze6dOliBAcHG4GBgUbnzp2NadOmGWlpaXZtFy9ebPTo0cMICAgwoqKijDFjxhh//PGHXZuxY8caISEhFa4zaNAgo1OnThW2t2jRwhg2bJjtdXkfff/998b48eONhg0bGqGhocaYMWOM48ePVzj+pZdeMtq3b2/4+fkZTZs2NSZMmGCcOHHCoWuf3qeGcXLZxieffNLo1KmTERAQYDRs2NDo1auXkZycbOTk5NjaSap0ub4WLVpU+Nwfe+wxo1mzZoaPj0+1yxqazWbj1VdfNUaMGGH7/QsODjZ69OhhPPXUU3ZLbJ6+lGF1v9unv8dvv/3WSEpKMiIiIozAwECjdevWxq233mr8+uuvlcZ1ur1799rO/eOPP9rtKykpMe6//36jW7duRlhYmBESEmJ069bN+M9//mPXbsaMGYYk49tvv63xehkZGcZtt91mNG7c2PD39zc6depkvPrqqxXarVmzxujVq5fh7+/PsoYAUIdMhlEH1YMAADiHjBgxQtu3b7dVjUdFCxcu1G233aZffvnF6af0AACg7lFzAACAahQVFdm93rt3rz7//PNqh1ADAAB4G2oOAABQjVatWunWW29Vq1atdODAAc2fP1/+/v564IEH3B0aAACAy5AcAACgGkOHDtX777+v9PR0BQQEqF+/fnriiSfUtm1bd4cGAADgMtQcAAAAAACgnqPmAAAAAAAA9RzJAQAAAAAA6jlqDtQhq9WqI0eOKCwsTCaTyd3hAAAAAADOcYZhKC8vT3FxcfLxqXp8AMmBOnTkyBHFx8e7OwwAAAAAQD1z6NAhNW/evMr9JAfqUFhYmKSTnRIeHu7maKpmNpu1cuVKDRkyRH5+fu4OBw6gz7wPfeZ96DPvQn95H/rM+9Bn3oc+8z6u6LPc3FzFx8fb7kerQnKgDpVPJQgPD/f45EBwcLDCw8P5j4aXoM+8D33mfegz70J/eR/6zPvQZ96HPvM+ruyzmqa2U5AQAAAAAIB6juQAAAAAAAD1HMkBAAAAAADqOZIDAAAAAADUcyQHAAAAAACo50gOAAAAAABQz5EcAAAAAACgniM5AAAAAABAPUdyAAAAAACAeo7kAAAAAAAA9RzJAQAAAAAA6jmSAwAAAAAA1HMkBwAAAAAAqOcauDsAAAAAAABqYrEaWpeapcy8YkWHBapPQpR8fUx1fg5XnseTkBwAAAAAANSqs72ZXrEtTcnLdigtp9i2LTYiUDOGd9TQzrF1dg5XnsfTkBwAAAAAgHPQ6TfkPZqHueQ8dX1jv2Jbmia8u0HGadvTc4o14d0Nmv/3njWexxXncOV5PBHJAQAAAABwIU8Y/l7ZDXlMeICujDHpSificPeNvcVqKHnZjgrHS5IhySQpedkODe4YU+XnU9M5JGn6J9uV0DhUJpNUZjFkNQyVWQ1ZTvkxl1k17eNtZxWLJyM5AAAAAMDrecpcck8Y/l7VDXlGboneyPVRz+0Zuqp78zM+j6tu7KWTN+UtG4XIbDFUZLaoyGxR8Z8/RaUW7UzLtfscKjtPWk6xhr3wgwL9fFVaZlWpxaqSMsvJv5dZVVRqUXGZtdr3mplXoqR5q6ttU5PyWNalZqlf60ZndS53IDkAAAAAwK084YbcFefxhOHvjtyQP7Z8l3q0aKQyq1UlZVaVmK0qLrOoxHzyprqkzKqi0jLN+mxnteeZsnizlm9Jk9liqNRildly8nzlN+XZRaXV3thLJ2/Khz7/Q7VtHLErPe+szxHk56tgf1/5+JjUwMckH5NJDXxN8jWZ5OtjUkFJmY7U8H4kKTOv5jaeiOQAAAAAUE+5avj7r/uPe/V8dFecxxXD38ssVs38tPob+3/9b9vJp+Fmi/JLLCooKVP+nz8FJWU6lFVYww25SRl5Jer/5DfVtHFMkdmiZVvSzvo8If6+Cg/yU5CfrwL9fBXo56Mgf18F+fkqv6RMP/+WVeM57ru8rTo3i5B/Ax/5+/rIv4GPAv782X4kR5MXb67xHG/cekG1T/xT9h/X6Fd/rvE80WGBNbbxRCQHAAAAgDrkCfPRJdc8bd983KQ5z6xWem7JGZ2jLm/ITZLMVqvMlpNzx80W659Puw0VlVr0yNKq55JL0gMfbdH+owUyW6wq/vMJe/mfJWar0nKKHBr+3mPWSvn4mGSxGrJaDVmMv+a0WysL4DRZBaW694NNNTesgY/p5JPyAD9fBTbwUYCfr+1mOqCBr3KKzdrtwNP4v/Vopp4tGsrf1/Tnjbmv/Bv4yM/XpH2Z+Xp8+c4az/Ha2Kpvyi1WQwOe/EbpOcWV9o9JUkxEoO69vG2V34FWTUL15IrdNZ6jT0JUtXH2SYhSbETgWZ/HU5EcAAAAABzkCcPfXXWOs33a/uX2DL2xx0dSid12R85htRrKKynT9E+2V3tD/uB/t+pgVqHMFsM2D73YbD35Z5lVR7IduyE//5HPZal+ynmNcovL9NSXu8/uJH+e52y1bhKiFo1CFBLQQKEBDRQa4Gv7e0ZusV79IbXGc7x3x4UueUp+Q+/4Ks9zcdsmev3H1LO6mfb1MWnG8I6a8O4GmSS785R/82YM71jt99AV53DleTwVyQEAAADUC+6+sfeE+eiS40/bL20XrVLLyWJuhX/+FJnLVFhqUUFxmR7+ZEel5y8/730fbFKP+N9VVGZVYUnZn8dbVFhapmKzY3fqOUVmPfH5LofaVqeyxIDJpJPDz319ZJWhghJLjefp0zJKbZqGKrCBrwL8fE7500eHs4scuil/cmQX9Tyvod28dt8//77h4And9e6GGs/x+Igu1T5p/2xLWpU35JKh2Dp6Su6qm+mhnWM1/+89K66+4MT3zxXncOV5PBHJAQAAAHg0TxhC78756BarYZtjXtOT9mkfb1V+cZnM1pNP2kvKrBX+rGlOevnT9naPrqiyzV+q7oeSMqt+Tq15rnhNep4XqTbRoX/ORf9rCHygn6+OZBfq9R9/r/EcL9/UUxe2ipLfn/PR/Xx97D5nR5+STxl8/hnflJffTF/XK77K39/BHWNq/YbckPTwFe3r7Cm5K2/KB3eMOav/FrjiHK48j6chOQAAAACP5QlD6B25sZ/x6XZ1jItQUanFVhwuv/hkgbi8kjLtPOLYcmx9Z38lmUwqLbPYKsBbHJmI/qcThWb930dbHG7vCB+TFOzfQEH+Jyu5B/n5qshs0YHjhTUeO7ZfC13ctomC/X0VHNDAdnywv6+2Hc7R2Dd/qfEc9ye1r/aG/POt6TXeTA/tXP26857ylLz2b8gDdEXTQiV1alrt8TWfp+5v7KWTn8/ZLhHoinO48jyehOQAAAAAas3ZPPWvyyH0g86PVn5JmXKKSpVdaD75U2RWdmGpth/JqfHGPiO3RAPnfuvQ+6rOsYLSsz5Hu5gwxTcMVqDfycJyp/+Znluk99cdqvE8r97cSxef30QBDXxkMtn3maNP2od2jq3yBmpA2yYecUPuyvN42vD302/IezQP05crvnDo+OrO464be9QukgMAAAColDvn6Dt6U9+vdWOVlFlUWGJRQWmZbW58YUmZCkotDt3Yp+UUq8N0R4bQV8/Xx6TIIL9TisQ1UGjgyT/zS8r0za7MGs/x+IjO6nleQ9sybOXLsvk18NHGAyd08xvrajzHzOGdqr0Js1gNfbf7aI035Zd1aFplf/dJiFJMeIDSc4tV2dQCb5uP7urzeMrw99NvyM1ms1PHV3UenJtIDgAAAJyDvK34nsVqKLdU2pmWpxPFFv28/7hDN/Xdklc6/J5qYjJJEUF+igzyU0SwvyKD/BQZ7KfiUou+3JFR4/Hvjut71suxje5zXpX9dFGbxi5ZRs1Vw98fubK9Jn2wyWNu7D1pLrknDX8HHEVyAAAAwIOcK8X3Zn5afeG8KYs3692fD+h4gVlH80qUVVAiq9FAWp9S8xs8jckkhfifnM8e8ue89pM/DVRsLtPa1BM1nuO1W3rrsvbR8qnks3b0xt5b5qNLrrkpT+rUVLefb9Xn6cFKz/1rOUNvno/uyvMA3obkAAAAgIu4+2l9+TnO5sa+2IGK+P/8cLO+2pmholKrrfheQXkRvpIy5RWba1xTvshs0Y/7jtttM8lQVEiAmoQFyM/XpK2Hc2t8v2/dfoEGtm1SYU58OUdv7C+tIjEgedbwd1cuo+aKm/JujQw9MGagNv6R5xE39gDOHMkBAAAAF3D303qp5nn6knT/R1u0/uAJ5RWVKafor8J7uX8W3ysorXmt94JSiz5af7jGdjUZ0/c8De7YVE3CAtQw0Fc/r/5aw4ddIj8/P4dv6ge0qToxIHnWjX35eTxlPrrE8HcAfyE5AAAAIPdW1Xfkpv6RpdsU5Oer3OIyZReZlVNYqhN/VtUvr7B/JKeo2nn6kpRXXKZXV6c69L6qc1XXWF3QMurP4nu+Cg3wU0iAr0IDGmhPRp4mLtrowDnibDeVZrNZvqd83J42hL78PJ4y/J0bcgCuRnIAAADUe7VdVX/Gp9vVrmm48kvKlFtsVk7RyZ/cP//ck5FX4039sfxSh9aEd8Ql7Zqo13kNFRnsp/AgP0WeUnxvT0ae7nx7fY3nGNO3RZU3p62ahCo2YudZF87ztCH0EjflAM5dJAcAAIDXO/2pf4/mYQ4fe6ZP/YtKLTqSU6Svd2bWWFU/I7dElz7zncMxVSUuIlDxUcGKDPZTZJC/IkP+/DP4ZIX9w9lFenz5zhrP84+Brau8wW3eMNhj1p6XPG8IPQCcq0gOAAAAr1bZU/+Y8ABdGWPSlTUc68hw/of+u1X7juYrPadYadnFOpJTrLScImUXOrdeuJ+vSVEh/ooI8lNEkJ/CA//8M8hPucVmfbyh5jn8z9zQvcb161//MdUjbuxd+dSfm3oAqH0kBwAAgNu4orp/ZU/9M3JL9Eauj3puz9BV3ZtXOK7MYlVaTrG+3JZe43D+7CKznv5yT6X7Qvx9FRHspyPZ1Z9Dkt6+vW+VN7gWq6GU/cc9Yv16yfPm6AMAah/JAQAA4BZnW93fkaf+M5btlMUw6Y/sIv1xolAHswp1KKtIh7OLZLFWdmTlLmjZUH0TGik2MlBxEUGKjQxUbESQwgMbyGrIoar6dTkM35Nu7HnqDwDegeQAAAA4I+6o7m8YhvJLypRVUKrv9xyt4am/SccLSnXf4k2V7vX39VGjUP8aRw5I0tTB7aq8wfU1yaOe1pefixt7AIAzSA4AAACn1WZ1f0m6/6Mt+vm3LGUXlup4QamO55cqq+DkT6nF6lSsrRqHqHt8pOKjghUfFazz/vyJDguQobN/6i953tN6iRt7AIBzSA4AAFAP1cVTf6vVUFZhqdJzik/+5J78c8vh7Bqf1ucVl2nhmt+r3B/k56sQf18dKyitMd7Zf+tS7U2yp1XV56YeAOAOJAcAAKhnavup/z3vb1R02A5l5pXIbHF8Xv/pLu8Qrb4JUYoKCVCjEH9F/fnTKNRfwf4NZLEa1T71lwzF1uFTf4kbewCA9yI5AABAPeLsXP8yi1WHThRpf2a+fjuWr5T9x2t86m+2GDr8Z/V+k0lqFBKg2IhANQ0PVExEgMwWQ4t/OVRjrHcMaFXtjXZNRfwMSQ9f0b5On/oDAOCtSA4AAOBlznRKgCNP/R/871atP3hCvx8r1G9H83Uwq/CMnv5PTmyr63vHKzosQH6+PhXiWL3n6FnP85eqe+ofoCuaFiqpU1OHY+apPwCgPiM5AACAFzmbKQE1V/eXcorMenV1qt22QD8fJTQOVasmIQrwNenjjUdqjLNvQiM1iwyqdJ8rl+2TKn/q36N5mL5c8YVDxwMAAJIDAAB4DUemBAxo20S/HyvQ78cLdOB4oVKPFfz5ulDH8kscus7FbRsrsUNTtWoSolZNQhUbHiifP2/ULVZDKb9leUx1/3KnP/U3m81OHQ8AQH1HcgAAgDpyNisEODIl4O73Nsh65vX/bO6+pE2Vw+td+dSfef4AAHgOkgMAANSBM50OkFNo1o60XC3feqTGKQHliYFGIf5q2ThELRuFqGWjYNvfm0cF6crnf/Cop/7M8wcAwDOQHAAAoJY5Mh0gqVOM0nKKteNIrrYfydX2IznakZarP04UOXWtf4/solEXnFflfp76AwCAypAcAACgFjkyHeDeDzYp2M9H2UVllZ6jecMgxUYE6pffT9R4vRZRIdXu56k/AACoDMkBAABq0brUrBqnA5SWWVVaZpWvj0lto0PVMS5cHWPD1SkuQh3jwhUR5CeL1dCAJ79x2fJ/PPUHAACnIjkAAIADLFZDe3NMWrYlTbGRIdXeTBuGodRjBfpp3zEtWX/IofP/35B2uuPiBAX6+Va639XL//HUHwAAnIrkAAAANVixLU0zP92u9FxfacdWSRWLCR7NK9Ga/cf0495j+mnfMR2pYbTA6Xq1aFhlYqCcq5f/AwAAKEdyAABwzjubJQSrKyZ417sbdHn7aB3OLtKu9Dy7/f6+PurVoqEuatNIC3/6XVkFpWc9HUBiSgAAAKgdJAcAAOe0M11CUHKsmODXuzJt2zrFhWtAm8bq36axLmgZpSD/kyMB2kaHumw6gMSUAAAA4HokBwAA5yxHlhA8NUFQZrHqYFah9h8t0L7MfKX8dqzGYoKSdO/lbTS2X0s1Cg2odD/TAQAAgKcjOQAAOCc58tT/oY+3auvhHP12tED7j+br92OFKrVYnb5W6yahVSYGyjEdAAAAeDKSAwCAc5IjSwhmF5r18rf77bYF+vmodZNQtW4SqoAGPlqy/o8arxUdFuhQTEwHAAAAnorkAADAY51JIcHM3GKtTc3S4l8cW0KwX+soXd6+qVpHh6pNk1A1iwySz5/XsFgN/bjvmNJzil1STBAAAMBTkRwAAHgkRwoJGoahP04UaV1qltamHte61Cz9frzQqevce9n5VT7N9/Uxacbwji4tJggAAOCJSA4AADxOTcsH3tTnPBWWlmldapaOnDZ1wGSSOsaGq3fLhvpk0xFlF5orvYajT/3LiwnO/HS70nNLbNspJggAAM4lJAcAALXiTKYElB9XUyHBResO2rY18DGpS/MI9UmIUt+EKPVqEaWIID9JUr9WjTTh3Q12x0rOP/Uf2jlWl7RtpJcWr1CrTt0VGxlCMUEAAHBOITkAAHA5R6YEnM5iNfTb0Xz9d/0fDi0feG3PZhrZs7l6nBepYP/K/zlz5RKCvj4mtY0wdGXXWPn5+Tl8HAAAgDcgOQAAcKnqpgRMeHeD5v+9p5I6xehITrE2H8rW5j+ytflQtrYdzlV+SZnD1xl0fhP1b9O4xnYsIQgAAFAzkgMAAJdxZErAfR9sUmhAAx0vKK3QJsjPVy2igrUrI6/Gazm6fKDEEoIAAAA1ITkAAKjgTOsFrEvNqnFKQEmZVSVlpWrgY1K7mDB1i49Ut+YR6hYfqTZNQmUymTTgyW9YPhAAAKAOkRwAANhxtl5AfkmZNh3M1voDJ/T5tjSHrjE5sa3uGtRagX6+le5n+UAAAIC65ePOi69evVrDhw9XXFycTCaTli5darffMAxNnz5dsbGxCgoKUmJiovbu3WvXJisrS2PGjFF4eLgiIyM1btw45efn27XZsmWLLr74YgUGBio+Pl5z586tEMuSJUvUvn17BQYGqkuXLvr888+djgUAvF15vYDTn/6X1wtYsS1NR7KL9OnmI5rxyTYNe+EHdZ35pf7++lo999Ue7U6veTqAJPVNaFRlYkD6q5BgTIT91IGYiEDN/3tPlg8EAABwMbeOHCgoKFC3bt10++2369prr62wf+7cuXrhhRf01ltvKSEhQY8++qiSkpK0Y8cOBQae/B/GMWPGKC0tTatWrZLZbNZtt92m8ePHa9GiRZKk3NxcDRkyRImJiVqwYIG2bt2q22+/XZGRkRo/frwkac2aNRo9erTmzJmjq666SosWLdKIESO0YcMGde7c2eFYAMCbOVIv4O73NshaSYNmkUHq1aKheraI1Evf7NPx/NKznhJAIUEAAIC649bkwBVXXKErrrii0n2GYWjevHl65JFHdM0110iS3n77bTVt2lRLly7VqFGjtHPnTq1YsUK//PKLevfuLUl68cUXdeWVV+rpp59WXFyc3nvvPZWWluqNN96Qv7+/OnXqpE2bNunZZ5+1JQeef/55DR06VPfff78k6bHHHtOqVav00ksvacGCBQ7FAgDezpF6AVZD8jFJneIi1KtFQ/Vu2VC9WjRUbESQrU1MeKDLpgRQSBAAAKBueGzNgdTUVKWnpysxMdG2LSIiQn379lVKSopGjRqllJQURUZG2hIDkpSYmCgfHx+tXbtWf/vb35SSkqKBAwfK39/f1iYpKUlPPvmkTpw4oYYNGyolJUVTp061u35SUpJtmoMjsVSmpKREJSUltte5ubmSJLPZLLPZfOYfTi0rj82TY4Q9+sz7eFKfGYahfZkFeicl1aH2s6/pqOt6Nbfbdur7uLxdY704qpse/3yX0nP/+m9gTESAHr6ivS5v19gj3rezPKnPUDP6y/vQZ96HPvM+9Jn3cUWfOXqsxyYH0tPTJUlNmza12960aVPbvvT0dEVHR9vtb9CggaKiouzaJCQkVDhH+b6GDRsqPT29xuvUFEtl5syZo+Tk5ArbV65cqeDg4CqP8xSrVq1ydwhwEn3mfWqjz6yGtD/XpFyzFO4ntQ43dPqDeqshpeZJW7N8tPWESceKHR+qf3jPVn2esaXGdg92PD2OAlkOrNfnB5x9R56F75l3ob+8D33mfegz70OfeZ+z6bPCwkKH2nlscuBcMG3aNLsRCbm5uYqPj9eQIUMUHh7uxsiqZzabtWrVKg0ePFh+fn7uDgcOoM+8T2312ZfbMzTn9Cf24QF65Mr2GnR+Y/2077i+2nVU3+zOVFbBX1lkP1+T+rWK0qZDOcotLqv03CfrBQRo0o0D6+W8f75n3oX+8j70mfehz7wPfeZ9XNFn5SPYa+KxyYGYmBhJUkZGhmJj/6pKnZGRoe7du9vaZGZm2h1XVlamrKws2/ExMTHKyMiwa1P+uqY2p+6vKZbKBAQEKCAgoMJ2Pz8/r/gyekuc+At95n1c2WcrtqXpng82VygEmJ5bokkfbJa/r49KLVbb9vDABrq8Q1MN7thUA89votCABrbVCqSq6gV0UmCAv+ozvmfehf7yPvSZ96HPvA995n3Ops8cPc6tSxlWJyEhQTExMfr6669t23Jzc7V27Vr169dPktSvXz9lZ2dr/fr1tjbffPONrFar+vbta2uzevVqu3kWq1atUrt27dSwYUNbm1OvU96m/DqOxAIA7lTdSgPlSi1WxYYH6NaLWuq9O/pq/aOD9dyN3XVll1iFBpzMFbOEIAAAQP3k1pED+fn52rdvn+11amqqNm3apKioKJ133nmaPHmyHn/8cbVt29a2fGBcXJxGjBghSerQoYOGDh2qO++8UwsWLJDZbNakSZM0atQoxcXFSZJuuukmJScna9y4cXrwwQe1bds2Pf/883ruueds173vvvs0aNAgPfPMMxo2bJg++OAD/frrr3rllVckSSaTqcZYAOBsWayG08v2GYah/Ufz9d7agzWuNCBJz97YXf1aN662DUsIAgAA1D9uTQ78+uuvuvTSS22vy+fnjx07VgsXLtQDDzyggoICjR8/XtnZ2RowYIBWrFihwMC/nmi99957mjRpki6//HL5+Pho5MiReuGFF2z7IyIitHLlSk2cOFG9evVS48aNNX36dNsyhpJ00UUXadGiRXrkkUf0r3/9S23bttXSpUvVuXNnWxtHYgGAM7ViW5qSl+2wu8GPjQjUjOEd7Z7WG4ahA8cLlfLbcaXsP66U347raF5JZaesVKaDbVlCEAAAoH5xa3LgkksukWFUPQjWZDJp1qxZmjVrVpVtoqKitGjRomqv07VrV/3www/Vtrn++ut1/fXXn1UsAHAmyuf5V6gVkFOsCe9u0ON/66yABr5as/+Yft5/XEdOGyEQ0MBHbaJDtf1IzcVmosNIaAIAAKAijy1ICAD1QXW1Asq3Pfy/bXbb/XxN6hHfUBe2bqSLWjdS9/hI+fn6aMCT3yg9p7jSc51caeDk9AAAAADgdCQHAMCNfj1wwqFaAa2bhCipU4z6tW6k3i2iFOTvW6HNjOEdNeHdDTKpqpUGOlI3AAAAAJUiOQAALuBsMcHcIrM2HjNp21f7qmxzqnsvb6trujertk35SgOn1y6IqaR2AQAAAHAqkgMAcJYcKSZ4clWBAn27K1Nf78rQr7+fUJnVV1K2Q9dwtFYAKw0AAADgTJAcAICzUFMxwXsub6PcojJ9uztTB44X2rVpGmRoWM+WWropTScKSl1WK4CVBgAAAOAskgMAcIYcKSb4wtd/TRvw9/VR31ZRurx9tC5uE6VtP3+nK4e2U5+ERtQKAAAAgFuRHACAM7QuNcuhYoKXtmuiUX3O04A2jRUScPI/u2azWeVrEFArAAAAAO5GcgBAved0McFis37ce0wL1/zu0PlH9GimpE4x1bahVgAAAADcieQAgHrN2WKC3+zK1C+/Z6nMWtlkgso5WkyQWgEAAABwF5IDAOqtmooJTrqsjfKKy/TNrkwdzLIvJtiqSYguOb+Jlm464tJiggAAAIA7kBwAUC85UkzwxW8qFhO8rH20LmsfrRaNQiRJfRKiKCYIAAAAr0dyAEC9dDbFBE9FMUEAAACcC0gOAKiXjmQX1txIFBMEAABA/UByAEC9kl9SpvfXHtR/vttXc2NRTBAAAAD1A8kBAPXC8fwSLVzzu95a87tyi8skST4mqapFBygmCAAAgPqE5AAAr2axGtUO5z+UVahXf/hNH/56SMVmqySpVeMQ3TWotYL8fXTv+5skUUwQAAAA9RvJAQBea8W2tAqFAGP/LATYsnGIFny3X8u2pMny5/CAbs0jNOGS1hrcMcZ20+/n60MxQQAAANR7JAcAeKUV29I04d0NFZYiTMsp1l3vbrDbdnHbxpowqLX6tW4kk8l+JADFBAEAAACSAwC8kMVqKHnZjgqJgdNd2SVGd1/SRp2bRVTbjmKCAAAAqO983B0AADhrXWqW3TSAqtx8YcsaEwMAAAAASA4A8EKZeTUnBpxpBwAAANR3JAcAeJWsglJ9tjnNobbRYYG1HA0AAABwbqDmAACvUFpm1dspv+v5r/cqr7is2rYmnVxxoE9CVN0EBwAAAHg5kgMAPJphGPp6Z6Zmf75TqccKJEkdYsM1tFOM5n2152SbU9qXrzEwY3hHVhwAAAAAHERyAIDH2pWeq8c/26kf9x2TJDUO9df9Se10Xa94+fqY1C4mVMnLdtgVJ4yJCNSM4R01tHOsu8IGAAAAvA7JAQBuYbEaWpeapcy8YkWHnZwCUP6k/3h+iZ5dtUfvrzsoqyH5+/po3MUJuvuS1goL9LOdY2jnWA3uGFPleQAAAAA4huQAgDq3YltahSf+sRGB+teV7ZWWU6wXv96nvJKTdQWu7BKjh4Z20HmNgis9l6+PSf1aN6qTuAEAAIBzFckBAHVqxbY0TXh3g12dAElKyynWPe9vsr3uFBeu6Vd1VN9W3PgDAAAAtY3kAIA6Y7EaSl62o0Ji4FQ+JumJa7vo+j/rCgAAAACofT7uDgBA/bEuNctuKkFlrIbUIiqExAAAAABQh0gOAKgzmXnVJwacbQcAAADANUgOAKgzVmt1Ewr+Eh0WWMuRAAAAADgVNQcA1LqSMote+f43vfDN3mrbmSTFRJxcjhAAAABA3SE5AKBWpew/rkeWbtX+owWSpPYxYdqVnieTZFeYsLzCwIzhHak3AAAAANQxkgMAasXx/BLN/nynPt5wWJLUONRfj17VUVd3i9OX29OVvGyHXXHCmIhAzRjeUUM7x7orZAAAAKDeIjkAwKWsVkNL1h/SnC92KbvQLJNJuqnPeXogqb0igv0kSUM7x2pwxxitS81SZl6xosNOTiVgxAAAAADgHiQHADjNYjUqvbHfnZ6nR5Zu1S+/n5AkdYgN1+y/dVbP8xpWOIevj0n9Wjeq69ABAAAAVILkAACnrNiWVnFKQHiAujaP1De7MlVmNRTs76spiefrtv4t1cCXRVEAAAAAT0dyAIDDVmxL04R3N+j0BQnTc0uUviNDkjS4Y1PNvLqTmkUG1X2AAAAAAM4IyQEADrFYDSUv21EhMXCqhsF+WvD3XtQOAAAAALwM430BOGRdapbdVILKnCg0a11qVh1FBAAAAMBVSA4AcEhmXvWJAWfbAQAAAPAcJAcAOCQ6LNCl7QAAAAB4DmoOAHBIWnZRtftNkmIiTi5rCAAAAMC7MHIAQI3e/ClVU5dstr0+vdxg+esZwztSjBAAAADwQiQHAFTJMAw9u3K3kpftkCTdelFL/eemnoqJsJ86EBMRqPl/76mhnWPdESYAAACAs8S0AgCVslgNTf9km95be1CS9M/B52vSZW1kMpmU1DlG61KzlJlXrOiwk1MJGDEAAAAAeC+SAwAqKC2zasqHm7R8S5pMJmnWNZ1184UtbPt9fUzq17qRGyMEAAAA4EokBwDYKSgp013vrtcPe4/Jz9ek527srqu6xrk7LAAAAAC1iOQAAJsTBaW6deEv2nwoW8H+vvp/N/fSxW2buDssAAAAALWM5AAASVJaTpFufn2d9mXmKzLYT2/eeoF6nNfQ3WEBAAAAqAMkBwBo/9F83fL6Oh3OLlJMeKDeGddHbZuGuTssAAAAAHWE5ABQz1isht1KA4F+Phr31q/KKihVq8YhentcHzVvGOzuMAEAAADUIZIDQD2yYluakpftUFpOsW2bSZIhqUuzCC287QI1Cg1wW3wAAAAA3IPkAFBPrNiWpgnvbpBx2vby17cPSCAxAAAAANRTPu4OAEDts1gNJS/bUSExUM4kae6KXbJYq2oBAAAA4FxGcgCoB9alZtlNJTidISktp1jrUrPqLigAAAAAHoPkAFAPZOZVnRg4k3YAAAAAzi0kB4B6IDos0KXtAAAAAJxbKEgI1AMHswqq3W+SFBMRqD4JUXUTEAAAAACPwsgB4Bz38YY/9NDHW22vTaftL389Y3hH+fqcvhcAAABAfUByADiHfbLpsP5vyWYZhjSm73maP6anYiLspw7ERARq/t97amjnWDdFCQAAAMDdPDo5YLFY9OijjyohIUFBQUFq3bq1HnvsMRnGX8utGYah6dOnKzY2VkFBQUpMTNTevXvtzpOVlaUxY8YoPDxckZGRGjdunPLz8+3abNmyRRdffLECAwMVHx+vuXPnVohnyZIlat++vQIDA9WlSxd9/vnntfPGARf4dPMRTVm8SVZDGt0nXo9d01lXdInVjw9epvfvvFDPj+qu9++8UD8+eBmJAQAAAKCe8+jkwJNPPqn58+frpZde0s6dO/Xkk09q7ty5evHFF21t5s6dqxdeeEELFizQ2rVrFRISoqSkJBUX/1V1fcyYMdq+fbtWrVqlzz77TKtXr9b48eNt+3NzczVkyBC1aNFC69ev11NPPaWZM2fqlVdesbVZs2aNRo8erXHjxmnjxo0aMWKERowYoW3bttXNhwE4YfmWNFti4Mbe8Zo9oot8/pwy4OtjUr/WjXRN92bq17oRUwkAAAAAeHZyYM2aNbrmmms0bNgwtWzZUtddd52GDBmidevWSTo5amDevHl65JFHdM0116hr1656++23deTIES1dulSStHPnTq1YsUKvvfaa+vbtqwEDBujFF1/UBx98oCNHjkiS3nvvPZWWluqNN95Qp06dNGrUKN1777169tlnbbE8//zzGjp0qO6//3516NBBjz32mHr27KmXXnqpzj8XoDpfbE3TvR9slMVq6LpezTXn2r8SAwAAAABQGY9ereCiiy7SK6+8oj179uj888/X5s2b9eOPP9pu2lNTU5Wenq7ExETbMREREerbt69SUlI0atQopaSkKDIyUr1797a1SUxMlI+Pj9auXau//e1vSklJ0cCBA+Xv729rk5SUpCeffFInTpxQw4YNlZKSoqlTp9rFl5SUZEtCVKakpEQlJSW217m5uZIks9kss9l8Vp9NbSqPzZNjhL3yvvpi6xFN/Wi7LFZDI7rF6vGrO8hiKZPF4uYAUQHfM+9Dn3kX+sv70Gfehz7zPvSZ93FFnzl6rEcnBx566CHl5uaqffv28vX1lcVi0ezZszVmzBhJUnp6uiSpadOmdsc1bdrUti89PV3R0dF2+xs0aKCoqCi7NgkJCRXOUb6vYcOGSk9Pr/Y6lZkzZ46Sk5MrbF+5cqWCg4NrfP/utmrVKneHACdszTLpjZ+3ymqY1KuxVYOCDunLFYfcHRZqwPfM+9Bn3oX+8j70mfehz7wPfeZ9zqbPCgsLHWp3VsmB4uJiBQYG1tzwDH344Yd67733tGjRInXq1EmbNm3S5MmTFRcXp7Fjx9badV1l2rRpdqMNcnNzFR8fryFDhig8PNyNkVXPbDZr1apVGjx4sPz8/NwdDhzw1fY0vfnzFlkNk4Z1idHTIzurga9Hzxqq9/ieeR/6zLvQX96HPvM+9Jn3oc+8jyv6rHwEe02cTg5YrVbNnj1bCxYsUEZGhvbs2aNWrVrp0UcfVcuWLTVu3Ding63K/fffr4ceekijRo2SJHXp0kUHDhzQnDlzNHbsWMXExEiSMjIyFBv7V7X1jIwMde/eXZIUExOjzMxMu/OWlZUpKyvLdnxMTIwyMjLs2pS/rqlN+f7KBAQEKCAgoMJ2Pz8/r/gyekuc9d23uzN175JtshgmXdGpqZ4f1YPEgBfhe+Z96DPvQn95H/rM+9Bn3oc+8z5n02eOHuf0HcTjjz+uhQsXau7cuXZz9Dt37qzXXnvN2dNVq7CwUD4+9iH6+vrKarVKkhISEhQTE6Ovv/7atj83N1dr165Vv379JEn9+vVTdna21q9fb2vzzTffyGq1qm/fvrY2q1evtpuLsWrVKrVr104NGza0tTn1OuVtyq8D1AWL1VDK/uP6ZNNhpew/rm93Zeof76yX2WKoW5RVz1zfhcQAAAAAAKc5PXLg7bff1iuvvKLLL79cd911l217t27dtGvXLpcGN3z4cM2ePVvnnXeeOnXqpI0bN+rZZ5/V7bffLkkymUyaPHmyHn/8cbVt21YJCQl69NFHFRcXpxEjRkiSOnTooKFDh+rOO+/UggULZDabNWnSJI0aNUpxcXGSpJtuuknJyckaN26cHnzwQW3btk3PP/+8nnvuOVss9913nwYNGqRnnnlGw4YN0wcffKBff/3VbrlDoDat2Jam5GU7lJZTXGHf4A7RuiL8iPxIDAAAAAA4A04nBw4fPqw2bdpU2G61Wl1e9fLFF1/Uo48+qrvvvluZmZmKi4vTP/7xD02fPt3W5oEHHlBBQYHGjx+v7OxsDRgwQCtWrLCrhfDee+9p0qRJuvzyy+Xj46ORI0fqhRdesO2PiIjQypUrNXHiRPXq1UuNGzfW9OnTNX78eFubiy66SIsWLdIjjzyif/3rX2rbtq2WLl2qzp07u/Q9A5VZsS1NE97dIKOK/cO6xMh06EidxgQAAADg3OF0cqBjx4764Ycf1KJFC7vtH330kXr06OGywCQpLCxM8+bN07x586psYzKZNGvWLM2aNavKNlFRUVq0aFG11+ratat++OGHattcf/31uv7666ttA7iaxWooedmOKhMDJklPfrlbD3Soy6gAAAAAnEucTg5Mnz5dY8eO1eHDh2W1WvXxxx9r9+7devvtt/XZZ5/VRoxAvbYuNavSqQTlDElpOSXan2uqu6AAAAAAnFOcnqB8zTXXaNmyZfrqq68UEhKi6dOna+fOnVq2bJkGDx5cGzEC9VpmXtWJgVPlunZWDwAAAIB6xOmRA5J08cUXa9WqVa6OBUAlosMCa24kKZzVaAAAAACcIadHDtx+++166623KmzPzc21rSIAwHX6JEQpIqjqO3+TpNiIALUOr6oqAQAAAABUz+nkwMKFC3X33Xfr3nvvldVqtW0vKiqqNGkA4Oz8djRfhaVlle4rrzLw8BXt5UPJAQAAAABn6IwWRV++fLk+//xzJSUl6cSJE66OCcCfis0WTVq0UWaLofYxYYoJt59iEBMRqPl/76mkTk3dFCEAAACAc8EZ1Rzo2LGj1q5dq5EjR6pPnz769NNPFRUV5erYgHovedkO7c7IU+NQf709ro8ahQRoXWqWMvOKFR0WqD4JUfL1MclsphohAAAAgDPndHLAZDo5drlRo0b66quvdNddd6lfv3566qmnXB4cUJ99tuWI3l93UCaT9NyN3W2FCfu1buTmyAAAAACca5xODhjGX0XPGjRooNdee00dO3bU3Xff7dLAgPrs4PFCTfvvVknShEGtdXHbJm6OCAAAAMC5zOnkwLffflthCsHUqVPVtWtX/fTTTy4LDKivSsusmvT+BuWVlKlXi4aaOvh8d4cEAAAA4BzndHJg0KBBlW5PTExUYmLiWQcE1HdzV+zSlj9yFBHkpxdG91AD3zOqGwoAAAAADnMoOTB16lQ99thjCgkJ0dSpU6tt++yzz7okMKA++mZXhl77MVWSNPe6rmoWGeTmiAAAAADUBw4lBzZu3Girhr5x48Yq25UXKwTgvLScIv3zw82SpFsvaqmkTjFujggAAABAfeFQcuDbb7+t9O8AXMNiNXTfB5t0otCsTnHhmnZle3eHBAAAAKAeOevJzAcOHNCOHTtktVpdEQ9QL73w9V6tS81SiL+vXrqppwIa+Lo7JAAAAAD1iMPJgTfeeKNCPYHx48erVatW6tKlizp37qxDhw65PEDgXJey/7he/GavJGn237oooXGImyMCAAAAUN84nBx45ZVX1LBhQ9vrFStW6M0339Tbb7+tX375RZGRkUpOTq6VIIFz1fH8Et33wUZZDen6Xs01okczd4cEAAAAoB5yeCnDvXv3qnfv3rbXn3zyia655hqNGTNGkvTEE0/otttuc32EwDnKajX0zyWblZlXojbRoUq+ppO7QwIAAABQTzk8cqCoqEjh4eG212vWrNHAgQNtr1u1aqX09HTXRgecw1778Td9t/uoAhr46KWbeijY3+FcHQAAAAC4lMN3Iy1atND69evVokULHTt2TNu3b1f//v1t+9PT0xUREVErQQLezmI1tC41S5l5xYoOC5Sfr0lzV+yWJE0f3lHtY8JrOAMAAAAA1B6HkwNjx47VxIkTtX37dn3zzTdq3769evXqZdu/Zs0ade7cuVaCBLzZim1pSl62Q2k5xbZtvibJYkjDusTqpj7nuTE6AAAAAHAiOfDAAw+osLBQH3/8sWJiYrRkyRK7/T/99JNGjx7t8gABb7ZiW5omvLtBxmnbLX9uuLxDtEwmU53HBQAAAACncjg54OPjo1mzZmnWrFmV7j89WQDUdxaroeRlOyokBk711Je7dU33ZvL1IUEAAAAAwH0cLkgIwDnrUrPsphJUJi2nWOtSs+ooIgAAAACoHMkBoJZk5lWfGHC2HQAAAADUFpIDQC2JDgt0aTsAAAAAqC0kB4Ba0ichSrERVd/4myTFRgSqT0JU3QUFAAAAAJVwOjkwa9YsFRYWVtheVFRUZbFCoD7y9TFpxvCOle4rLz84Y3hHihECAAAAcDunkwPJycnKz8+vsL2wsFDJyckuCQo4VzSpYspATESg5v+9p4Z2jq3jiAAAAACgIoeXMixnGEal67Jv3rxZUVEMjwbKlVmsenTpNknSdT2baWSveGXmFSs67ORUAkYMAAAAAPAUDicHGjZsKJPJJJPJpPPPP98uQWCxWJSfn6+77rqrVoIEvNF7aw9qR1quIoL8NO3KDmoUGuDukAAAAACgUg4nB+bNmyfDMHT77bcrOTlZERERtn3+/v5q2bKl+vXrVytBAt7maF6Jnl65W5J0f1I7EgMAAAAAPJrDyYGxY8dKkhISEnTRRRfJz8+v1oICvN2cz3cqr7hMXZtHaHSf89wdDgAAAABUy+maA4MGDZLVatWePXuUmZkpq9Vqt3/gwIEuCw7wRmt/O66PNx6WySQ9dk1nagsAAAAA8HhOJwd+/vln3XTTTTpw4IAMw7DbZzKZZLFYXBYc4G3MFqumf7JdkjS6z3nqFh/p3oAAAAAAwAFOJwfuuusu9e7dW8uXL1dsbGylKxcA9dVba37X7ow8NQz20/1D2rk7HAAAAABwiNPJgb179+qjjz5SmzZtaiMewGtl5BbruVV7JEkPXdFeDUP83RwRAAAAADjGx9kD+vbtq3379tVGLIBXe3z5ThWUWtTjvEhd3yve3eEAAAAAgMOcHjlwzz336J///KfS09PVpUuXCqsWdO3a1WXBAd7ip33HtGzzEfn8WYTQhyKEAAAAALyI08mBkSNHSpJuv/122zaTySTDMChIiHqptMyq6Z9skyTdfGELdW4W4eaIAAAAAMA5TicHUlNTayMOwGu9/mOq9h8tUONQf02lCCEAAAAAL+R0cqBFixa1EQfglQ5nF+mFr/dKkqZd0UERQX41HAEAAAAAnsfpgoSS9M4776h///6Ki4vTgQMHJEnz5s3TJ5984tLgAE/3+Gc7VGS2qE/LKF3bs5m7wwEAAACAM+J0cmD+/PmaOnWqrrzySmVnZ9tqDERGRmrevHmujg/wWN/vOaovtqXL18ekWSM6yWSiCCEAAAAA7+R0cuDFF1/Uq6++qocffli+vr627b1799bWrVtdGhzgqYrNFs34swjhrRe1VPuYcDdHBAAAAABnzunkQGpqqnr06FFhe0BAgAoKClwSFODpXl39m34/XqjosABNTmzr7nAAAAAA4Kw4nRxISEjQpk2bKmxfsWKFOnTo4IqYAI92KKtQL327T5L0yFUdFRZIEUIAAAAA3s3p1QqmTp2qiRMnqri4WIZhaN26dXr//fc1Z84cvfbaa7URI+BRkpdtV0mZVf1aNdLwrrHuDgcAAAAAzprTyYE77rhDQUFBeuSRR1RYWKibbrpJcXFxev755zVq1KjaiBFwK4vV0LrULGXmFetQVqG+2pkpP1+THqMIIQAAAIBzhNPJAUkaM2aMxowZo8LCQuXn5ys6OtrVcQEeYcW2NCUv26G0nGK77Ze2i1ab6DA3RQUAAAAAruV0zYFTBQcHkxjAOWvFtjRNeHdDhcSAJK3akaEV29LcEBUAAAAAuJ7TyYGMjAzdfPPNiouLU4MGDeTr62v3A5wLLFZDyct2yKimTfKyHbJYq2sBAAAAAN7B6WkFt956qw4ePKhHH31UsbGxzLnGOWldalalIwbKGZLScoq1LjVL/Vo3qrvAAAAAAKAWOJ0c+PHHH/XDDz+oe/futRAO4Bky86pODJxJOwAAAADwZE5PK4iPj5dhMJQa57bosECXtgMAAAAAT+Z0cmDevHl66KGH9Pvvv9dCOIBn6JMQpdiIQFU1acYkKTYiUH0SouoyLAAAAACoFU5PK7jxxhtVWFio1q1bKzg4WH5+fnb7s7KyXBYc4C6+PibNGN5Rd727ocK+8oTBjOEd5etDzQ0AAAAA3s/p5MC8efNqIQzA8wztHKs20aHal5lvtz0mIlAzhnfU0M6xbooMAAAAAFzL6eTA2LFjayMOwOPszcjTvsx8+ZikF0f3VJnVquiwk1MJGDEAAAAA4FzidHJAkiwWi5YuXaqdO3dKkjp16qSrr75avr6+Lg0OcKf31h6UJA3u2FTDujJKAAAAAMC5y+nkwL59+3TllVfq8OHDateunSRpzpw5io+P1/Lly9W6dWuXBwnUtaJSi/674Q9J0pi+LdwcDQAAAADULqdXK7j33nvVunVrHTp0SBs2bNCGDRt08OBBJSQk6N57762NGIE6t2zLEeUVl+m8qGANaNPY3eEAAAAAQK1yeuTA999/r59//llRUX8t4daoUSP9+9//Vv/+/V0aHOAu5VMKRvc5Tz7UFwAAAABwjnN65EBAQIDy8vIqbM/Pz5e/v79LgjrV4cOH9fe//12NGjVSUFCQunTpol9//dW23zAMTZ8+XbGxsQoKClJiYqL27t1rd46srCyNGTNG4eHhioyM1Lhx45Sfb1+BfsuWLbr44osVGBio+Ph4zZ07t0IsS5YsUfv27RUYGKguXbro888/d/n7hfttO5yjzYey5edr0vW9m7s7HAAAAACodU4nB6666iqNHz9ea9eulWEYMgxDP//8s+666y5dffXVLg3uxIkT6t+/v/z8/PTFF19ox44deuaZZ9SwYUNbm7lz5+qFF17QggULtHbtWoWEhCgpKUnFxcW2NmPGjNH27du1atUqffbZZ1q9erXGjx9v25+bm6shQ4aoRYsWWr9+vZ566inNnDlTr7zyiq3NmjVrNHr0aI0bN04bN27UiBEjNGLECG3bts2l7xnuVz5qYGjnWDUODXBzNAAAAABQ+5yeVvDCCy9o7Nix6tevn/z8/CRJZWVluvrqq/X888+7NLgnn3xS8fHxevPNN23bEhISbH83DEPz5s3TI488omuuuUaS9Pbbb6tp06ZaunSpRo0apZ07d2rFihX65Zdf1Lt3b0nSiy++qCuvvFJPP/204uLi9N5776m0tFRvvPGG/P391alTJ23atEnPPvusLYnw/PPPa+jQobr//vslSY899phWrVqll156SQsWLHDp+4b75BWb9cmmw5KkMX3Pc3M0AAAAAFA3nE4OREZG6pNPPtHevXu1c+dOmUwmdejQQW3atHF5cJ9++qmSkpJ0/fXX6/vvv1ezZs109913684775QkpaamKj09XYmJibZjIiIi1LdvX6WkpGjUqFFKSUlRZGSkLTEgSYmJifLx8dHatWv1t7/9TSkpKRo4cKDdtIikpCQ9+eSTOnHihBo2bKiUlBRNnTrVLr6kpCQtXbq0yvhLSkpUUlJie52bmytJMpvNMpvNZ/XZ1Kby2Dw5xtry3/WHVFhqUavGIerZPMxrPoP63Gfeij7zPvSZd6G/vA995n3oM+9Dn3kfV/SZo8c6nRwo17ZtW1tCwGSqnYJtv/32m+bPn6+pU6fqX//6l3755Rfde++98vf319ixY5Weni5Jatq0qd1xTZs2te1LT09XdHS03f4GDRooKirKrs2pIxJOPWd6eroaNmyo9PT0aq9TmTlz5ig5ObnC9pUrVyo4ONiRj8CtVq1a5e4Q6pRhSP9vi68kk7qF5uqLL75wd0hOq299di6gz7wPfeZd6C/vQ595H/rM+9Bn3uds+qywsNChdmeUHHj99df13HPP2Qr/tW3bVpMnT9Ydd9xxJqerktVqVe/evfXEE09Iknr06KFt27ZpwYIFGjt2rEuvVRumTZtmN9ogNzdX8fHxGjJkiMLDw90YWfXMZrNWrVqlwYMH26aO1AcbD2Yr7ed1Cmjgo4dvulQRQd7z3utrn3kz+sz70Gfehf7yPvSZ96HPvA995n1c0WflI9hr4nRyYPr06Xr22Wd1zz33qF+/fpKklJQUTZkyRQcPHtSsWbOcPWWVYmNj1bFjR7ttHTp00H//+19JUkxMjCQpIyNDsbGxtjYZGRnq3r27rU1mZqbdOcrKypSVlWU7PiYmRhkZGXZtyl/X1KZ8f2UCAgIUEFCxoJ2fn59XfBm9JU5X+WD9yVoDw7vFqXG454/sqEx967NzAX3mfegz70J/eR/6zPvQZ96HPvM+Z9Nnjh7n9GoF8+fP16uvvqo5c+bo6quv1tVXX605c+bolVde0X/+8x+nA61O//79tXv3brtte/bsUYsWLSSdLE4YExOjr7/+2rY/NzdXa9eutSUu+vXrp+zsbK1fv97W5ptvvpHValXfvn1tbVavXm03F2PVqlVq166dbWWEfv362V2nvE35deDdsgtLtXxLmiQKEQIAAACof5xODpjNZrvifuV69eqlsrIylwRVbsqUKfr555/1xBNPaN++fVq0aJFeeeUVTZw4UdLJWgeTJ0/W448/rk8//VRbt27VLbfcori4OI0YMULSyZEGQ4cO1Z133ql169bpp59+0qRJkzRq1CjFxcVJkm666Sb5+/tr3Lhx2r59uxYvXqznn3/ebkrAfffdpxUrVuiZZ57Rrl27NHPmTP3666+aNGmSS98z3OO/Gw6rpMyqjrHh6h4f6e5wAAAAAKBOOZ0cuPnmmzV//vwK21955RWNGTPGJUGVu+CCC/S///1P77//vjp37qzHHntM8+bNs7vOAw88oHvuuUfjx4/XBRdcoPz8fK1YsUKBgYG2Nu+9957at2+vyy+/XFdeeaUGDBigV155xbY/IiJCK1euVGpqqnr16qV//vOfmj59um0ZQ0m66KKLbMmJbt266aOPPtLSpUvVuXNnl75n1D3DMPTe2gOSpDEXnldrBTYBAAAAwFOdcUHClStX6sILL5QkrV27VgcPHtQtt9xi97T92WefPesAr7rqKl111VVV7jeZTJo1a1a1tQ6ioqK0aNGiaq/TtWtX/fDDD9W2uf7663X99ddXHzC8zs+/Zem3owUK8ffVNd2buTscAAAAAKhzTicHtm3bpp49e0qS9u/fL0lq3LixGjdurG3bttna8fQV3qJ81MCIHs0UGnDGq3sCAAAAgNdy+k7o22+/rY04ALc4mleiL7enS5LG9G3h5mgAAAAAwD2crjkAnEuWrD8ks8VQ9/hIdYwLd3c4AAAAAOAWTo8cKC4u1osvvqhvv/1WmZmZslqtdvs3bNjgsuCA2mS1Glq09qAkli8EAAAAUL85nRwYN26cVq5cqeuuu059+vShtgC81uq9R/XHiSKFBzbQVV3j3B0OAAAAALiN08mBzz77TJ9//rn69+9fG/EAdea9P0cNjOzVXEH+vm6OBgAAAADcx+maA82aNVNYWFhtxALUmbScIn29M0MSUwoAAAAAwOnkwDPPPKMHH3xQBw4cqI14gDrxwbpDshpS34QotYkm2QUAAACgfnN6WkHv3r1VXFysVq1aKTg4WH5+fnb7s7KyXBYcUBvKLFZ98MufhQgvZPlCAAAAAHA6OTB69GgdPnxYTzzxhJo2bUpBQnidr3dlKiO3RI1C/JXUqam7wwEAAAAAt3M6ObBmzRqlpKSoW7dutREPUOvKCxFe3zteAQ0oRAgAAAAATtccaN++vYqKimojFqDWHTxeqNV7jkqSbupDIUIAAAAAkM4gOfDvf/9b//znP/Xdd9/p+PHjys3NtfsBPNn7f9YaGHh+E53XKNjN0QAAAACAZ3B6WsHQoUMlSZdffrnddsMwZDKZZLFYXBMZ4GKlZVZ9+MshSSxfCAAAAACncjo58O2339ZGHECt+3J7uo4XlKppeIAubx/t7nAAAAAAwGM4nRwYNGhQbcQB1Lr31h6QJI264Dw18HV6Rg0AAAAAnLOcTg5IUnZ2tl5//XXt3LlTktSpUyfdfvvtioiIcGlwgKvsy8zXz79lycckjeoT7+5wAAAAAMCjOP349Ndff1Xr1q313HPPKSsrS1lZWXr22WfVunVrbdiwoTZiBM6YxWooZf9xPfbZDknSpe2iFRsR5OaoAAAAAMCzOD1yYMqUKbr66qv16quvqkGDk4eXlZXpjjvu0OTJk7V69WqXBwmciRXb0pS8bIfScopt2zYcPKEV29I0tHOsGyMDAAAAAM9yRiMHHnzwQVtiQJIaNGigBx54QL/++qtLgwPO1IptaZrw7ga7xIAkZReaNeHdDVqxLc1NkQEAAACA53E6ORAeHq6DBw9W2H7o0CGFhYW5JCjgbFishpKX7ZBRyb7ybcnLdshirawFAAAAANQ/TicHbrzxRo0bN06LFy/WoUOHdOjQIX3wwQe64447NHr06NqIEXDKutSsCiMGTmVISssp1rrUrLoLCgAAAAA8mNM1B55++mmZTCbdcsstKisrkyT5+flpwoQJ+ve//+3yAAFnZeZVnRg4k3YAAAAAcK5zOjng7++v559/XnPmzNH+/fslSa1bt1ZwcLDLgwPORHRYoEvbAQAAAMC5zuFpBRaLRVu2bFFRUZEkKTg4WF26dFGXLl1kMpm0ZcsWWa3WWgsUcFSfhCjFRgTKVMV+k6TYiED1SYiqy7AAAAAAwGM5nBx45513dPvtt8vf37/CPj8/P91+++1atGiRS4MDzoSvj0kzhnesdF95wmDG8I7y9akqfQAAAAAA9YvDyYHXX39d//d//ydfX98K+8qXMnzllVdcGhxwpoZ2jtW0K9tX2B4TEaj5f++poZ1j3RAVAAAAAHgmh2sO7N69WxdeeGGV+y+44ALt3LnTJUEBrhAa4CdJ6hwXrjsHtlJ02MmpBIwYAAAAAAB7DicHCgoKlJubW+X+vLw8FRYWuiQowBU2H8qWJA1q10TXdG/m3mAAAAAAwIM5PK2gbdu2WrNmTZX7f/zxR7Vt29YlQQGusOnP5EC35pFujQMAAAAAPJ3DyYGbbrpJjzzyiLZs2VJh3+bNmzV9+nTddNNNLg0OOFP5JWXak5knSeoeH+neYAAAAADAwzk8rWDKlCn64osv1KtXLyUmJqp9+5PF3nbt2qWvvvpK/fv315QpU2otUMAZ2w7nyDBOLlkYHR7o7nAAAAAAwKM5nBzw8/PTypUr9dxzz2nRokVavXq1DMPQ+eefr9mzZ2vy5Mny8/OrzVgBh5XXG2DUAAAAAADUzOHkgHQyQfDAAw/ogQceqK14AJfY/Ee2JKkbyQEAAAAAqJHDNQcAb7LpYLYkihECAAAAgCNIDuCck5lbrCM5xTKZpC7NI9wdDgAAAAB4PJIDOOds/iNHknR+dJhCA5yaOQMAAAAA9RLJAZxzyosRdotn1AAAAAAAOMLp5MCsWbNUWFhYYXtRUZFmzZrlkqCAs7HJlhyIdGscAAAAAOAtnE4OJCcnKz8/v8L2wsJCJScnuyQo4ExZrcZfKxVQjBAAAAAAHOJ0csAwDJlMpgrbN2/erKioKJcEBZyp1OMFyisuU6Cfj9rFhLk7HAAAAADwCg5Xa2vYsKFMJpNMJpPOP/98uwSBxWJRfn6+7rrrrloJEnBUeb2BznER8vOlpAYAAAAAOMLh5MC8efNkGIZuv/12JScnKyLir2Jv/v7+atmypfr161crQQKOot4AAAAAADjP4eTA2LFjJUkJCQnq37+/GjRgiTh4ns0kBwAAAADAaU6Puw4LC9POnTttrz/55BONGDFC//rXv1RaWurS4ABnlJRZtCMtV5LUg+QAAAAAADjM6eTAP/7xD+3Zs0eS9Ntvv+nGG29UcHCwlixZogceeMDlAQKO2pmWJ7PFUFSIv5o3DHJ3OAAAAADgNZxODuzZs0fdu3eXJC1ZskSDBg3SokWLtHDhQv33v/91dXyAwzYdPCFJ6tY8otIVNQAAAAAAlTujpQytVqsk6auvvtKVV14pSYqPj9exY8dcGx3ghM1/5Eii3gAAAAAAOMvp5EDv3r31+OOP65133tH333+vYcOGSZJSU1PVtGlTlwcIOKq8GGF3kgMAAAAA4BSnkwPz5s3Thg0bNGnSJD388MNq06aNJOmjjz7SRRdd5PIAAUfkFJr127ECSVK35pHuDQYAAAAAvIzT6xF27dpVW7durbD9qaeekq+vr0uCApy1+Y9sSVKLRsFqGOLv3mAAAAAAwMs4PXJAkrKzs/Xaa69p2rRpysrKkiTt2LFDmZmZLg0OcFT5lAJGDQAAAACA85weObBlyxZdfvnlioyM1O+//64777xTUVFR+vjjj3Xw4EG9/fbbtREnUK3ykQPUGwAAAAAA5zk9cmDq1Km67bbbtHfvXgUGBtq2X3nllVq9erVLgwMcYRiGNh1ipQIAAAAAOFNOJwd++eUX/eMf/6iwvVmzZkpPT3dJUIAzjuQU61h+iRr4mNQpLtzd4QAAAACA13E6ORAQEKDc3NwK2/fs2aMmTZq4JCjAGZsOZkuS2seGKdCPopgAAAAA4CynkwNXX321Zs2aJbPZLEkymUw6ePCgHnzwQY0cOdLlAQI1od4AAAAAAJwdp5MDzzzzjPLz8xUdHa2ioiINGjRIbdq0UVhYmGbPnl0bMQLV2sRKBQAAAABwVpxerSAiIkKrVq3Sjz/+qC1btig/P189e/ZUYmJibcQHVKvMYtXWP04WI2TkAAAAAACcGaeTA+UGDBigAQMGuDIWwGl7M/NVZLYoNKCBWjUJdXc4AAAAAOCVnE4OvPDCC5VuN5lMCgwMVJs2bTRw4ED5+lIYDrVv859TCro2j5Cvj8m9wQAAAACAl3I6OfDcc8/p6NGjKiwsVMOGDSVJJ06cUHBwsEJDQ5WZmalWrVrp22+/VXx8vMsDBk5VXoywG1MKAAAAAOCMOV2Q8IknntAFF1ygvXv36vjx4zp+/Lj27Nmjvn376vnnn9fBgwcVExOjKVOm1Ea8gJ1Nh07WG6AYIQAAAACcOaeTA4888oiee+45tW7d2ratTZs2evrppzVt2jQ1b95cc+fO1U8//eTSQCXp3//+t0wmkyZPnmzbVlxcrIkTJ6pRo0YKDQ3VyJEjlZGRYXfcwYMHNWzYMAUHBys6Olr333+/ysrK7Np899136tmzpwICAtSmTRstXLiwwvVffvlltWzZUoGBgerbt6/WrVvn8vcIxxWWlml3eq4kihECAAAAwNlwOjmQlpZW4cZaksrKypSeni5JiouLU15e3tlHd4pffvlF/+///T917drVbvuUKVO0bNkyLVmyRN9//72OHDmia6+91rbfYrFo2LBhKi0t1Zo1a/TWW29p4cKFmj59uq1Namqqhg0bpksvvVSbNm3S5MmTdccdd+jLL7+0tVm8eLGmTp2qGTNmaMOGDerWrZuSkpKUmZnp0vcJx207nCurIcWEByomItDd4QAAAACA13I6OXDppZfqH//4hzZu3GjbtnHjRk2YMEGXXXaZJGnr1q1KSEhwWZD5+fkaM2aMXn31VVudA0nKycnR66+/rmeffVaXXXaZevXqpTfffFNr1qzRzz//LElauXKlduzYoXfffVfdu3fXFVdcoccee0wvv/yySktLJUkLFixQQkKCnnnmGXXo0EGTJk3Sddddp+eee852rWeffVZ33nmnbrvtNnXs2FELFixQcHCw3njjDZe9TzinvBhht/gI9wYCAAAAAF7O6YKEr7/+um6++Wb16tVLfn5+kk6OGrj88sv1+uuvS5JCQ0P1zDPPuCzIiRMnatiwYUpMTNTjjz9u275+/XqZzWYlJibatrVv317nnXeeUlJSdOGFFyolJUVdunRR06ZNbW2SkpI0YcIEbd++XT169FBKSordOcrblE9fKC0t1fr16zVt2jTbfh8fHyUmJiolJaXKuEtKSlRSUmJ7nZt7cgi82WyW2Ww+sw+jDpTH5skxStLGg1mSpC5x4R4fa23zlj7DX+gz70OfeRf6y/vQZ96HPvM+9Jn3cUWfOXqsU8kBwzBUWlqqTz/9VAcPHtTu3bslSe3atVO7du1s7S699FJnTlutDz74QBs2bNAvv/xSYV96err8/f0VGRlpt71p06a2KQ7p6el2iYHy/eX7qmuTm5uroqIinThxQhaLpdI2u3btqjL2OXPmKDk5ucL2lStXKjg4uMrjPMWqVavcHUK1ft7rK8mkosO79PnnO90djkfw9D5DRfSZ96HPvAv95X3oM+9Dn3kf+sz7nE2fFRYWOtTO6eRAmzZttH379goJgdpw6NAh3XfffVq1apUCA71vTvm0adM0depU2+vc3FzFx8dryJAhCg8Pd2Nk1TObzVq1apUGDx5sGx3iaY7llygr5XuZTNK4vw1WWKDTg2DOKd7QZ7BHn3kf+sy70F/ehz7zPvSZ96HPvI8r+qx8BHtNnLqj8vHxUdu2bXX8+HG1bdv2jAJzxvr165WZmamePXvatlksFq1evVovvfSSvvzyS5WWlio7O9tu9EBGRoZiYmIkSTExMRVWFShfzeDUNqevcJCRkaHw8HAFBQXJ19dXvr6+lbYpP0dlAgICFBAQUGG7n5+fV3wZPTnOHeknpxS0aRKqqLAgN0fjOTy5z1A5+sz70Gfehf7yPvSZ96HPvA995n3Ops8cPc7pgoT//ve/df/992vbtm1OB+Wsyy+/XFu3btWmTZtsP71799aYMWNsf/fz89PXX39tO2b37t06ePCg+vXrJ0nq16+ftm7dareqwKpVqxQeHq6OHTva2px6jvI25efw9/dXr1697NpYrVZ9/fXXtjaoW38VI4x0axwAAAAAcC5weiz2LbfcosLCQnXr1k3+/v4KCrJ/apuVleWy4MLCwtS5c2e7bSEhIWrUqJFt+7hx4zR16lRFRUUpPDxc99xzj/r166cLL7xQkjRkyBB17NhRN998s+bOnav09HQ98sgjmjhxou2p/l133aWXXnpJDzzwgG6//XZ98803+vDDD7V8+XLbdadOnaqxY8eqd+/e6tOnj+bNm6eCggLddtttLnu/cNymP3IkkRwAAAAAAFdwOjkwb968WgjjzD333HPy8fHRyJEjVVJSoqSkJP3nP/+x7ff19dVnn32mCRMmqF+/fgoJCdHYsWM1a9YsW5uEhAQtX75cU6ZM0fPPP6/mzZvrtddeU1JSkq3NjTfeqKNHj2r69OlKT09X9+7dtWLFigpFClH7DMOwjRzo3jzSrbEAAAAAwLnA6eTA2LFjayMOh3333Xd2rwMDA/Xyyy/r5ZdfrvKYFi1a6PPPP6/2vJdccok2btxYbZtJkyZp0qRJDseK2vH78ULlFJnl38BH7WPD3B0OAAAAAHi9syrxXlxcrNLSUrttnlyFH+eG8lEDnePC5efrdNkMAAAAAMBpnL6zKigo0KRJkxQdHa2QkBA1bNjQ7geobZsoRggAAAAALuV0cuCBBx7QN998o/nz5ysgIECvvfaakpOTFRcXp7fffrs2YgTslCcHupMcAAAAAACXcHpawbJly/T222/rkksu0W233aaLL75Ybdq0UYsWLfTee+9pzJgxtREnIEkqLbNqx5FcSSQHAAAAAMBVnB45kJWVpVatWkk6WV+gfOnCAQMGaPXq1a6NDjjNrvRclVqsigz203lRwe4OBwAAAADOCU4nB1q1aqXU1FRJUvv27fXhhx9KOjmiIDIy0qXBAacrL0bYrXmkTCaTe4MBAAAAgHOE08mB2267TZs3b5YkPfTQQ3r55ZcVGBioKVOm6P7773d5gMCpNlKMEAAAAABczumaA1OmTLH9PTExUbt27dL69evVpk0bde3a1aXBAacrHznQg+QAAAAAALjMWS8S36JFC1177bWKiorS+PHjXRETUKncYrP2Hy2QJHVtHuHmaAAAAADg3HHWyYFyx48f1+uvv+6q0wEVbP0jR5IUHxWkRqEBbo4GAAAAAM4dLksOALVt0ynFCAEAAAAArkNyAF6jPDnQnXoDAAAAAOBSJAfgFQzDIDkAAAAAALXE4dUKrr322mr3Z2dnn20sQJXSc4t1NK9Evj4mdYqjGCEAAAAAuJLDyYGIiOpvyCIiInTLLbecdUBAZTYdzJYktWsapiB/X/cGAwAAAADnGIeTA2+++WZtxgFUa9Mf2ZKk7udFujUOAAAAADgXUXMAXmFzeb0BVioAAAAAAJcjOQCPZ7Ea2vpHjiSpG8UIAQAAAMDlSA7A4+0/mq+CUotC/H3VJjrU3eEAAAAAwDmH5AA8Xnkxwi7NI+TrY3JvMAAAAABwDiI5AI9XXoyQKQUAAAAAUDtIDsDjUYwQAAAAAGoXyQF4tGKzRbvS8yQxcgAAAAAAagvJAXi0bYdzZLEaig4LUGxEoLvDAQAAAIBzEskBeCyL1dDSTYclSfFRwbIabg4IAAAAAM5RJAfgkVZsS9OAJ7/Ruz8flCStP3BCA578Riu2pbk5MgAAAAA495AcgMdZsS1NE97doLScYrvt6TnFmvDuBhIEAAAAAOBiJAfgUSxWQ8nLdqiyGQTl25KX7ZCFOQYAAAAA4DIkB+BR1qVmVRgxcCpDUlpOsdalZtVdUAAAAABwjiM5AI+SmVd1YuBM2gEAAAAAakZyAB4lOsyx5QodbQcAAAAAqBnJAXiUPglRio0IlKmK/SZJsRGB6pMQVZdhAQAAAMA5jeQAPIqvj0kzhnesdF95wmDG8I7y9akqfQAAAAAAcBbJAXicoZ1j9cS1XSpsj4kI1Py/99TQzrFuiAoAAAAAzl0N3B0AUJnmDYMknZxC8NAV7RUddnIqASMGAAAAAMD1SA7AI+3LzJckdWkWoWu6N3NzNAAAAABwbmNaATxSeXKgTXSomyMBAAAAgHMfyQF4pPLkQNumJAcAAAAAoLaRHIBH2n/0z5EDTcLcHAkAAAAAnPtIDsDjnCgo1bH8UklS6+gQN0cDAAAAAOc+kgPwOPv+HDXQLDJIwf7UzAQAAACA2kZyAB6nvN5Aa4oRAgAAAECdIDkAj2MrRkhyAAAAAADqBMkBeByWMQQAAACAukVyAB6H5AAAAAAA1C2SA/AoBSVlOpxdJElq04TkAAAAAADUBZID8Ci/HS2QJDUK8VfDEH83RwMAAAAA9QPJAXiUfUfzJDGlAAAAAADqEskBeBTqDQAAAABA3SM5AI+yN4PkAAAAAADUNZID8Cj7jpIcAAAAAIC6RnIAHqO0zKoDxwslkRwAAAAAgLpEcgAe48DxAlmshkIDGigmPNDd4QAAAABAvUFyAB6jvBhh6+hQmUwmN0cDAAAAAPUHyQF4DNtKBU2YUgAAAAAAdYnkADzGXpYxBAAAAAC3IDkAj7GP5AAAAAAAuAXJAXgEq9XQb8dIDgAAAACAO5AcgEc4nF2kYrNV/g18FN8wyN3hAAAAAEC9QnIAHqF8SkGrxiFq4MuvJQAAAADUJe7C4BH2ZuZJOrmMIQAAAACgbpEcgEdgGUMAAAAAcB+PTg7MmTNHF1xwgcLCwhQdHa0RI0Zo9+7ddm2Ki4s1ceJENWrUSKGhoRo5cqQyMjLs2hw8eFDDhg1TcHCwoqOjdf/996usrMyuzXfffaeePXsqICBAbdq00cKFCyvE8/LLL6tly5YKDAxU3759tW7dOpe/5/qKlQoAAAAAwH08Ojnw/fffa+LEifr555+1atUqmc1mDRkyRAUFBbY2U6ZM0bJly7RkyRJ9//33OnLkiK699lrbfovFomHDhqm0tFRr1qzRW2+9pYULF2r69Om2NqmpqRo2bJguvfRSbdq0SZMnT9Ydd9yhL7/80tZm8eLFmjp1qmbMmKENGzaoW7duSkpKUmZmZt18GOcwwzBsyYG2TUkOAAAAAEBda+DuAKqzYsUKu9cLFy5UdHS01q9fr4EDByonJ0evv/66Fi1apMsuu0yS9Oabb6pDhw76+eefdeGFF2rlypXasWOHvvrqKzVt2lTdu3fXY489pgcffFAzZ86Uv7+/FixYoISEBD3zzDOSpA4dOujHH3/Uc889p6SkJEnSs88+qzvvvFO33XabJGnBggVavny53njjDT300EN1+Kmce47mlyi3uEw+JimhcYi7wwEAAACAesejkwOny8nJkSRFRUVJktavXy+z2azExERbm/bt2+u8885TSkqKLrzwQqWkpKhLly5q2rSprU1SUpImTJig7du3q0ePHkpJSbE7R3mbyZMnS5JKS0u1fv16TZs2zbbfx8dHiYmJSklJqTLekpISlZSU2F7n5uZKksxms8xm8xl+CrWvPLa6inHXkWxJUnzDYPkYVpnN1jq57rmkrvsMZ48+8z70mXehv7wPfeZ96DPvQ595H1f0maPHek1ywGq1avLkyerfv786d+4sSUpPT5e/v78iIyPt2jZt2lTp6em2NqcmBsr3l++rrk1ubq6Kiop04sQJWSyWStvs2rWrypjnzJmj5OTkCttXrlyp4OBgB961e61atapOrvNDukmSr8KMfH3++ed1cs1zVV31GVyHPvM+9Jl3ob+8D33mfegz70OfeZ+z6bPCwkKH2nlNcmDixInatm2bfvzxR3eH4rBp06Zp6tSptte5ubmKj4/XkCFDFB4e7sbIqmc2m7Vq1SoNHjxYfn5+tX69Xz7bKaUeUr9OrXRl0vm1fr1zUV33Gc4efeZ96DPvQn95H/rM+9Bn3oc+8z6u6LPyEew18YrkwKRJk/TZZ59p9erVat68uW17TEyMSktLlZ2dbTd6ICMjQzExMbY2p68qUL6awaltTl/hICMjQ+Hh4QoKCpKvr698fX0rbVN+jsoEBAQoICCgwnY/Pz+v+DLWVZy/HTuZyWoXG+EVn4sn85bfLfyFPvM+9Jl3ob+8D33mfegz70OfeZ+z6TNHj/Po1QoMw9CkSZP0v//9T998840SEhLs9vfq1Ut+fn76+uuvbdt2796tgwcPql+/fpKkfv36aevWrXarCqxatUrh4eHq2LGjrc2p5yhvU34Of39/9erVy66N1WrV119/bWuDM8cyhgAAAADgXh49cmDixIlatGiRPvnkE4WFhdlqBERERCgoKEgREREaN26cpk6dqqioKIWHh+uee+5Rv379dOGFF0qShgwZoo4dO+rmm2/W3LlzlZ6erkceeUQTJ060PdW/66679NJLL+mBBx7Q7bffrm+++UYffvihli9fbotl6tSpGjt2rHr37q0+ffpo3rx5KigosK1egDOTU2RWZt7Joo2tm7BSAQAAAAC4g0cnB+bPny9JuuSSS+y2v/nmm7r11lslSc8995x8fHw0cuRIlZSUKCkpSf/5z39sbX19ffXZZ59pwoQJ6tevn0JCQjR27FjNmjXL1iYhIUHLly/XlClT9Pzzz6t58+Z67bXXbMsYStKNN96oo0ePavr06UpPT1f37t21YsWKCkUK4ZzyUQMx4YEKC2RoEwAAAAC4g0cnBwzDqLFNYGCgXn75Zb388stVtmnRokWNVfAvueQSbdy4sdo2kyZN0qRJk2qMCY7bz5QCAAAAAHA7j645gHPfvqMkBwAAAADA3UgOwK0oRggAAAAA7kdyAG61NzNPEskBAAAAAHAnkgNwm2KzRX+cKJJEcgAAAAAA3InkANxm/9F8GYYUGeynRiH+7g4HAAAAAOotkgNwm/J6A22jQ2UymdwcDQAAAADUXyQH4DYsYwgAAAAAnoHkANymfBnD1k1IDgAAAACAO5EcgNvszWDkAAAAAAB4ApIDcIsyi1W/Hy+QRHIAAAAAANyN5ADc4kBWocwWQ0F+voqLCHJ3OAAAAABQr5EcgFvsO6UYoY8PKxUAAAAAgDuRHIBb7GOlAgAAAADwGCQH4BYkBwAAAADAc5AcgFuUJwdYxhAAAAAA3I/kAOqc1Wpo/1FGDgAAAACApyA5gDqXlluswlKL/HxNatEo2N3hAAAAAEC9R3IAda58SkHLRiHy8+VXEAAAAADcjTsz1Lm9GXmSmFIAAAAAAJ6C5ADqHPUGAAAAAMCzkBxAnWMZQwAAAADwLCQHUOdIDgAAAACAZyE5gDp1PL9EJwrNMpmk1k1IDgAAAACAJyA5gDq1989RA80bBinQz9fN0QAAAAAAJJIDqGO2KQWMGgAAAAAAj0FyAHWKegMAAAAA4HlIDqBOlS9j2DY6zM2RAAAAAADKkRxAnSofOdCakQMAAAAA4DFIDqDO5BWblZZTLIlpBQAAAADgSUgOoM7sP1ogSWoSFqCIID83RwMAAAAAKEdyAHWGlQoAAAAAwDORHECdKU8OtG1KcgAAAAAAPAnJAdQZljEEAAAAAM9EcgB1Zl9mniSmFQAAAACApyE5gDpRbLboYFahJEYOAAAAAICnITmAOvH78QJZDSkssIGahAW4OxwAAAAAwClIDqBOnFpvwGQyuTkaAAAAAMCpSA6gTthWKmBKAQAAAAB4HJIDqBOsVAAAAAAAnovkAOoEyQEAAAAA8FwkB1DrLFZDvx0rkCS1aRLm5mgAAAAAAKcjOYBadyirUKVlVgU08FGzhkHuDgcAAAAAcBqSA6h15VMKWjcJla8PKxUAAAAAgKchOYBat+8o9QYAAAAAwJORHECt25tBcgAAAAAAPBnJAdQ6Rg4AAAAAgGcjOYBaZRiG9rOMIQAAAAB4NJIDqFUZuSXKLymTr49JLRuFuDscAAAAAEAlSA6gVpWvVNCiUbD8G/DrBgAAAACeiLs11Kq9mXmSpDZNmFIAAAAAAJ6K5ABq1T7qDQAAAACAxyM5gFpFcgAAAAAAPB/JAdSq/X8uY9g2OszNkQAAAAAAqkJyALXmREGpjuWXSpJaR7NSAQAAAAB4KpIDqDX7/hw10CwySMH+DdwcDQAAAACgKiQHUGvK6w20pt4AAAAAAHg0kgOoNbZihCxjCAAAAAAejeQAak15cqBtU5IDAAAAAODJmAgOl7NYDa1LzdKWP7IlSQmNKUYIAAAAAJ6MkQNwqRXb0jTgyW80+tWfdaLQLEm67/2NWrEtzc2RAQAAAACqQnIALrNiW5omvLtBaTnFdtsz80o04d0NJAgAAAAAwEORHIBLWKyGkpftkFHJvvJtyct2yGKtrAUAAAAAwJ1IDsCOxWpobWqW1h8zaW1qlsM38+tSsyqMGDiVISktp1jrUrNcFCkAAAAAwFUoSOikl19+WU899ZTS09PVrVs3vfjii+rTp4+7w3KJFdvSlLxsx583+b56e++vio0I1IzhHTW0c6xd25wis7YdztHmP7K19Y8c/fzbcYeukZlXdQIBAAAAAOAeJAecsHjxYk2dOlULFixQ3759NW/ePCUlJWn37t2Kjo52d3hnpbxewOnjBNJzijXh3Q3655DzFejnq62Hc7TljxylHis4o+tEhwWefbAAAAAAAJciOeCEZ599Vnfeeaduu+02SdKCBQu0fPlyvfHGG3rooYfcHN2Zc6RewNMr91TYFx8VpK7NItW1eYQ6x0Vo6pJNyswtqfQ8JkkxEYHqkxDlwsgBAAAAAK5AcsBBpaWlWr9+vaZNm2bb5uPjo8TERKWkpFR6TElJiUpKSmyvc3NzJUlms1lms7l2A3bC2hrqBZTrGR+hgec3Uddm4eoUF66oEH+7/Y9e2V73fLBZJskuQWD688+Hr2gnq6VMVovLQsefyn+fPOn3CtWjz7wPfeZd6C/vQ595H/rM+9Bn3scVfebosSbDMCgf74AjR46oWbNmWrNmjfr162fb/sADD+j777/X2rVrKxwzc+ZMJScnV9i+aNEiBQcH12q8zlh/zKS39/rW2O6Wthb1alz9r8vm4yZ9/LuPsktNtm2R/oaubWlVt0b8qgEAAABAXSosLNRNN92knJwchYeHV9mOkQO1aNq0aZo6dartdW5uruLj4zVkyJBqO6WuNUrN0tt7f62x3ZCL+6pvDdMCrpT0gNXQrwdOKDOvRNFhAerdoqF8fUzVHoezYzabtWrVKg0ePFh+fn7uDgcOoM+8D33mXegv70OfeR/6zPvQZ97HFX1WPoK9JiQHHNS4cWP5+voqIyPDbntGRoZiYmIqPSYgIEABAQEVtvv5+XnUl7Ffm2jFRgQqPae42noB/dpEO3ST7ydpwPlNXR0mHOBpv1uoGX3mfegz70J/eR/6zPvQZ96HPvM+Z9Nnjh7nc0Znr4f8/f3Vq1cvff3117ZtVqtVX3/9td00A2/k62PSjOEdJf1VH6Bc+esZwzvy9B8AAAAAzlEkB5wwdepUvfrqq3rrrbe0c+dOTZgwQQUFBbbVC7zZ0M6xmv/3noqJsF9qMCYiUPP/3lNDO8e6KTIAAAAAQG1jWoETbrzxRh09elTTp09Xenq6unfvrhUrVqhp03NjCP3QzrEa3DFGKfsytfKHtRpycV+HpxIAAAAAALwXyQEnTZo0SZMmTXJ3GLXG18ekvglROr7TUN+EKBIDAAAAAFAPMK0AAAAAAIB6juQAAAAAAAD1HMkBAAAAAADqOZIDAAAAAADUcyQHAAAAAACo50gOAAAAAABQz5EcAAAAAACgniM5AAAAAABAPUdyAAAAAACAeo7kAAAAAAAA9RzJAQAAAAAA6jmSAwAAAAAA1HMkBwAAAAAAqOcauDuA+sQwDElSbm6umyOpntlsVmFhoXJzc+Xn5+fucOAA+sz70Gfehz7zLvSX96HPvA995n3oM+/jij4rv/8svx+tCsmBOpSXlydJio+Pd3MkAAAAAID6JC8vTxEREVXuNxk1pQ/gMlarVUeOHFFYWJhMJpO7w6lSbm6u4uPjdejQIYWHh7s7HDiAPvM+9Jn3oc+8C/3lfegz70OfeR/6zPu4os8Mw1BeXp7i4uLk41N1ZQFGDtQhHx8fNW/e3N1hOCw8PJz/aHgZ+sz70Gfehz7zLvSX96HPvA995n3oM+9ztn1W3YiBchQkBAAAAACgniM5AAAAAABAPUdyABUEBARoxowZCggIcHcocBB95n3oM+9Dn3kX+sv70Gfehz7zPvSZ96nLPqMgIQAAAAAA9RwjBwAAAAAAqOdIDgAAAAAAUM+RHAAAAAAAoJ4jOQAAAAAAQD1HcqCeevnll9WyZUsFBgaqb9++WrduXbXtlyxZovbt2yswMFBdunTR559/XkeRYs6cObrgggsUFham6OhojRgxQrt37672mIULF8pkMtn9BAYG1lHEmDlzZoXPv3379tUew3fMvVq2bFmhz0wmkyZOnFhpe75jdW/16tUaPny44uLiZDKZtHTpUrv9hmFo+vTpio2NVVBQkBITE7V3794az+vsv4dwTHX9ZTab9eCDD6pLly4KCQlRXFycbrnlFh05cqTac57Jf1vhuJq+Y7feemuFz3/o0KE1npfvWO2pqc8q+3fNZDLpqaeeqvKcfM9qjyP/T19cXKyJEyeqUaNGCg0N1ciRI5WRkVHtec/037/KkByohxYvXqypU6dqxowZ2rBhg7p166akpCRlZmZW2n7NmjUaPXq0xo0bp40bN2rEiBEaMWKEtm3bVseR10/ff/+9Jk6cqJ9//lmrVq2S2WzWkCFDVFBQUO1x4eHhSktLs/0cOHCgjiKGJHXq1Mnu8//xxx+rbMt3zP1++eUXu/5atWqVJOn666+v8hi+Y3WroKBA3bp108svv1zp/rlz5+qFF17QggULtHbtWoWEhCgpKUnFxcVVntPZfw/huOr6q7CwUBs2bNCjjz6qDRs26OOPP9bu3bt19dVX13heZ/7bCufU9B2TpKFDh9p9/u+//3615+Q7Vrtq6rNT+yotLU1vvPGGTCaTRo4cWe15+Z7VDkf+n37KlClatmyZlixZou+//15HjhzRtddeW+15z+TfvyoZqHf69OljTJw40fbaYrEYcXFxxpw5cyptf8MNNxjDhg2z29a3b1/jH//4R63GicplZmYakozvv/++yjZvvvmmERERUXdBwc6MGTOMbt26Odye75jnue+++4zWrVsbVqu10v18x9xLkvG///3P9tpqtRoxMTHGU089ZduWnZ1tBAQEGO+//36V53H230OcmdP7qzLr1q0zJBkHDhyoso2z/23Fmausz8aOHWtcc801Tp2H71jdceR7ds011xiXXXZZtW34ntWd0/+fPjs72/Dz8zOWLFlia7Nz505DkpGSklLpOc7037+qMHKgniktLdX69euVmJho2+bj46PExESlpKRUekxKSopde0lKSkqqsv3/b+/+Y6oq/ziAvy8IeJnmxS5w+SFXlB8Rifww8OqsTNbC8ke0EmUKIpoUOV1MbErM3Cy35o/ZZMT0okMDSomC0omCUzE3kULFMWQIUVwbKgQDvQjP94/yrCtcuJeAi9/7fm1ucM7nec5zztnnPOd8PPdCI6utrQ0AMHny5AHjOjo6oFarMWXKFCxZsgQ3btwYjeHRP2pra+Hu7o5p06YhNjYWjY2NRmOZY2OLXq9HTk4OEhISIJPJjMYxx8aO+vp66HQ6gzyaNGkSIiIijObRUOZDGjltbW2QyWRQKBQDxplzbaXhV1ZWBhcXF/j7+yMpKQl37941GsscG1vu3LmD4uJirFmzZtBY5tnoePKevqKiAt3d3QY589xzz8HLy8tozgxl/hsIiwNWpqWlBT09PXB1dTVY7urqCp1O128bnU5nVjyNnN7eXmzcuBFz587FCy+8YDTO398fhw4dQmFhIXJyctDb24s5c+agqalpFEdrvSIiIpCdnY2TJ08iIyMD9fX1mDdvHtrb2/uNZ46NLd999x1aW1sRHx9vNIY5NrY8zhVz8mgo8yGNjAcPHiA1NRXLly/HM888YzTO3GsrDa/XX38dR44cwZkzZ7Br1y6cO3cOUVFR6Onp6TeeOTa2HD58GBMnThz0FXXm2ejo755ep9PB3t6+T5F0sOe0xzGmthnIOLNbEJHFfPDBB7h+/fqgn/3SaDTQaDTS73PmzEFAQAAyMzOxY8eOkR6m1YuKipJ+DgoKQkREBNRqNfLz802q2JNlHTx4EFFRUXB3dzcawxwjGh7d3d149913IYRARkbGgLG8tlpWTEyM9POMGTMQFBSE6dOno6ysDAsWLLDgyMgUhw4dQmxs7KBfnss8Gx2m3tOPNr45YGWUSiVsbW37fOvlnTt3oFKp+m2jUqnMiqeRkZycjKKiIpSWlsLT09OstnZ2dggJCcGtW7dGaHQ0EIVCAT8/P6PHnzk2djQ0NKCkpASJiYlmtWOOWdbjXDEnj4YyH9LwelwYaGhowOnTpwd8a6A/g11baWRNmzYNSqXS6PFnjo0d58+fR01NjdlzG8A8GwnG7ulVKhX0ej1aW1sN4gd7TnscY2qbgbA4YGXs7e0RFhaGM2fOSMt6e3tx5swZg/8F+zeNRmMQDwCnT582Gk/DSwiB5ORkFBQU4OzZs/D29ja7j56eHly7dg1ubm4jMEIaTEdHB+rq6owef+bY2KHVauHi4oI33njDrHbMMcvy9vaGSqUyyKO//voLly9fNppHQ5kPafg8LgzU1taipKQEzz77rNl9DHZtpZHV1NSEu3fvGj3+zLGx4+DBgwgLC8PMmTPNbss8Gz6D3dOHhYXBzs7OIGdqamrQ2NhoNGeGMv8NNkiyMrm5ucLBwUFkZ2eL6upqsW7dOqFQKIROpxNCCLFy5UqxZcsWKf7ixYti3Lhx4osvvhA3b94U6enpws7OTly7ds1Su2BVkpKSxKRJk0RZWZlobm6W/nV2dkoxT56z7du3i1OnTom6ujpRUVEhYmJixPjx48WNGzcssQtW56OPPhJlZWWivr5eXLx4UURGRgqlUin+/PNPIQRzbKzq6ekRXl5eIjU1tc865pjltbe3i8rKSlFZWSkAiN27d4vKykrp2+0///xzoVAoRGFhoaiqqhJLliwR3t7eoqurS+rj1VdfFfv375d+H2w+pKEb6Hzp9XqxePFi4enpKX755ReDue3hw4dSH0+er8GurfTfDHTO2tvbRUpKirh06ZKor68XJSUlIjQ0VPj6+ooHDx5IfTDHRtdg10UhhGhraxOOjo4iIyOj3z6YZ6PHlHv69evXCy8vL3H27Flx5coVodFohEajMejH399fnDhxQvrdlPnPVCwOWKn9+/cLLy8vYW9vL8LDw8XPP/8srXv55ZdFXFycQXx+fr7w8/MT9vb2IjAwUBQXF4/yiK0XgH7/abVaKebJc7Zx40bp/Lq6uoqFCxeKq1evjv7grdSyZcuEm5ubsLe3Fx4eHmLZsmXi1q1b0nrm2Nh06tQpAUDU1NT0Wcccs7zS0tJ+r4WPz0tvb69IS0sTrq6uwsHBQSxYsKDPuVSr1SI9Pd1g2UDzIQ3dQOervr7e6NxWWloq9fHk+Rrs2kr/zUDnrLOzU7z22mvC2dlZ2NnZCbVaLdauXdvnIZ85NroGuy4KIURmZqaQy+WitbW13z6YZ6PHlHv6rq4u8f777wsnJyfh6Ogo3nrrLdHc3Nynn3+3MWX+M5Xsnw0QERERERERkZXidw4QERERERERWTkWB4iIiIiIiIisHIsDRERERERERFaOxQEiIiIiIiIiK8fiABEREREREZGVY3GAiIiIiIiIyMqxOEBERERERERk5VgcICIiIiIiIrJyLA4QERGRxaxcuRI7d+609DD6aGlpgYuLC5qamiw9FCIiolHB4gARERGZrKOjA/Hx8XB1dYWDgwM8PDzw6aefSuvLysogk8nQ2to6aF+//vorfvzxR2zYsEFa9sorr0Amk0Emk0n9L1q0CCdOnBiJ3TFKqVRi1apVSE9PH9XtEhERWQqLA0RERGSy7Oxs/PDDDygoKMCtW7dw8uRJhIaGDqmv/fv345133sGECRMMlq9duxbNzc2oq6vD8ePH8fzzzyMmJgbr1q0bjl0w2erVq3H06FHcu3dvVLdLRERkCSwOEBERkckCAwPR0dGB/Px83Lx5Ez4+PnjzzTcBALdv38b8+fMBAE5OTpDJZIiPj++3n56eHnz77bdYtGhRn3WOjo5QqVTw9PTE7NmzsWvXLmRmZiIrKwslJSVSXGpqKvz8/ODo6Ihp06YhLS0N3d3d0lhsbGxw5coVg7737t0LtVqN3t5e3L9/H7GxsXB2doZcLoevry+0Wq3Bvrq7u6OgoOA/HTMiIqKnAYsDREREZLKZM2ciMTER27Ztg1KpREJCAvbs2QMAmDJlCo4fPw4AqKmpQXNzM/bt29dvP1VVVWhra8OsWbNM2m5cXBycnJwMPl4wceJEZGdno7q6Gvv27UNWVpY0lqlTpyIyMtLgYR8AtFot4uPjYWNjg7S0NFRXV+Onn37CzZs3kZGRAaVSaRAfHh6O8+fPm3ZwiIiInmLjLD0AIiIienqsXr0a7733HpRKJZRKJbRaLaZPn44ZM2YgMjISkydPBgC4uLhAoVAY7aehoQG2trZwcXExabs2Njbw8/PD7du3pWXbtm2Tfp46dSpSUlKQm5uLzZs3AwASExOxfv167N69Gw4ODrh69SquXbuGwsJCAEBjYyNCQkKkAsXUqVP7bNfd3R2VlZUmjZGIiOhpxjcHiIiIyCS///47vv/+e8ycOVNaNn78eISHh6OoqMisvrq6uuDg4ACZTGZyGyGEQXxeXh7mzp0LlUqFCRMmYNu2bWhsbJTWL126FLa2ttLHArKzszF//nypCJCUlITc3FwEBwdj8+bNKC8v77NNuVyOzs5Os/aNiIjoacTiABEREZmkubkZAKDX6w2WCyHQ0tJiVl9KpRKdnZ19+jKmp6cHtbW18Pb2BgBcunQJsbGxWLhwIYqKilBZWYmtW7ca9Gdvb49Vq1ZBq9VCr9fj2LFjSEhIkNZHRUWhoaEBmzZtwh9//IEFCxYgJSXFYLv37t2Ds7OzWftGRET0NGJxgIiIiEzi4+MDmUyGCxcuSMv0ej0uX74MHx8fAH8/kAN/P8wPJDg4GABQXV1t0rYPHz6M+/fv4+233wYAlJeXQ61WY+vWrZg1axZ8fX3R0NDQp11iYiJKSkpw4MABPHr0CNHR0QbrnZ2dERcXh5ycHOzduxdfffWVwfrr168jJCTEpDESERE9zfidA0RERGQShUKBuLg4pKamQqlUQq1W47PPPkN7ezvWrl0LAFCr1ZDJZCgqKsLChQshl8v7/KlC4O+H8tDQUFy4cEEqFDzW2dkJnU6HR48eoampCQUFBdizZw+SkpKkv4bg6+uLxsZG5Obm4sUXX0RxcXG/f1UgICAAs2fPRmpqKhISEiCXy6V1n3zyCcLCwhAYGIiHDx+iqKgIAQEBBuOoqKjAzp07h+PwERERjWl8c4CIiIhMduDAAaxYsQJJSUnQaDT47bffcO7cOXh4eAAAPDw8sH37dmzZsgWurq5ITk422ldiYiKOHj3aZ3lWVhbc3Nwwffp0REdHo7q6Gnl5eThw4IAUs3jxYmzatAnJyckIDg5GeXk50tLS+t3OmjVroNfrDT5SAPz9lsPHH3+MoKAgvPTSS7C1tUVubq60vrCwEF5eXpg3b55Zx4iIiOhpJBNCCEsPgoiIiKxPV1cX/P39kZeXB41GM2Lb2bFjB7755htUVVWZ1W727NnYsGEDVqxYMUIjIyIiGjv45gARERFZhFwux5EjR8z+MkNTdXR04Pr16/jyyy/x4YcfmtW2paUF0dHRWL58+YiMjYiIaKzhmwNERET0fyk+Ph5ff/01li5dimPHjsHW1tbSQyIiIhqzWBwgIiIiIiIisnL8WAERERERERGRlWNxgIiIiIiIiMjKsThAREREREREZOVYHCAiIiIiIiKyciwOEBEREREREVk5FgeIiIiIiIiIrByLA0RERERERERWjsUBIiIiIiIiIiv3P7Js6hW7BzY3AAAAAElFTkSuQmCC", - "text/plain": [ - "<Figure size 1200x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", "text": [ - "Critical Threshold: 51378.5\n" + "\n", + "Correlation between measures:\n", + " S_E S_G S_LT\n", + "S_E 1.000000 0.821518 0.871081\n", + "S_G 0.821518 1.000000 0.991456\n", + "S_LT 0.871081 0.991456 1.000000\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ - "<Figure size 1000x500 with 1 Axes>" + "<Figure size 1000x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Corrected Critical δt: 51378.50\n" - ] - }, - { - "data": { - "text/plain": [ - "51378.5" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "# somehow delta_t values show only half of them so I gather them from the results\n", - "delta_t_values = np.array([float(delta_t) for delta_t in analysis_results.keys()])\n", - "# if it is a json format, convert keys to int\n", - "analysis_results = {int(float(k)): v for k, v in analysis_results.items()}\n", - "\n", - "largest_components = np.array([analysis_results[dt][\"largest_component_size\"] for dt in delta_t_values])\n", - "\n", - "# phase transition analysis using precomputed results\n", - "phase_transitions = bipartite_percolation.phase_transition_analysis(analysis_results, delta_t_values)\n", - "\n", - "bipartite_percolation.plot_phase_transition(delta_t_values, phase_transitions)\n", - "\n", - "bipartite_percolation.plot_largest_component_size(analysis_results, delta_t_values)\n", + "delta_t_values = np.array([float(k) for k in analysis_results.keys()])\n", "\n", - "critical_treshold = bipartite_percolation.find_critical_threshold(analysis_results, delta_t_values)\n", - "print(\"Critical Threshold:\", critical_treshold)\n", - "\n", - "plot_susceptibility(analysis_results)\n" + "bipartite_percolation.compare_component_measures(analysis_results)\n", + "bipartite_percolation.plot_largest_component(analysis_results, delta_t_values)" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "# Based on the largest component size plot and susceptibility plot, I narrowed down the search range\n", - "# refined_delta_t_values = np.linspace(34252, 68505, num=20) \n", - "\n", - "# analysis_results2, reachability2, survivability2, percolation_metrics2 = bipartite_percolation.percolation_analysis(refined_delta_t_values)\n", - "\n", - "# with open(\"wikipedia_results/analysis_results2.json\", \"w\") as file:\n", - "# json.dump(analysis_results2, file, indent=4)\n", - "\n", - "with open(\"wikipedia_results/analysis_results2.json\", \"r\") as file:\n", - " analysis_results2 = json.load(file)" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.02514700839503664, 0.04854769676264018, 0.0669189834512364, 0.08214054383580782, 0.09145636740033275, 0.10251216073764557, 0.11163112640816897, 0.11988645744694362, 0.13884196756289927, 0.14966280147833927, 0.1642048846158731, 0.17126001752670283, 0.17979475976986678, 0.19116806583944015]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1200x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Critical Threshold: 45970.131578947374\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x500 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Corrected Critical δt: 45969.50\n" - ] - }, - { - "data": { - "text/plain": [ - "45969.5" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# somehow delta_t values show only half of them so I gather them from the results\n", - "delta_t_values = np.array([float(delta_t) for delta_t in analysis_results2.keys()])\n", - "# if it is a json format, convert keys to int\n", - "analysis_results2 = {int(float(k)): v for k, v in analysis_results2.items()}\n", - "# phase transition analysis using precomputed results\n", - "phase_transitions = bipartite_percolation.phase_transition_analysis(analysis_results2, delta_t_values)\n", - "\n", - "bipartite_percolation.plot_phase_transition(delta_t_values, phase_transitions)\n", - "\n", - "bipartite_percolation.plot_largest_component_size(analysis_results2, delta_t_values)\n", - "\n", - "critical_treshold = bipartite_percolation.find_critical_threshold(analysis_results2, delta_t_values)\n", - "print(\"Critical Threshold:\", critical_treshold)\n", - "\n", - "plot_susceptibility(analysis_results2)\n" + "delta_t_values, rho_E, rho_G, chi_E, chi_G, P_S_E_distributions, P_S_LT_distributions = bipartite_percolation.compute_order_parameters(analysis_results, temporal_graph)\n" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 11, "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Optimized β: 0.7, Optimized ν: 1.0\n" + "<>:13: SyntaxWarning: invalid escape sequence '\\d'\n", + "<>:21: SyntaxWarning: invalid escape sequence '\\d'\n", + "<>:29: SyntaxWarning: invalid escape sequence '\\d'\n", + "<>:13: SyntaxWarning: invalid escape sequence '\\d'\n", + "<>:21: SyntaxWarning: invalid escape sequence '\\d'\n", + "<>:29: SyntaxWarning: invalid escape sequence '\\d'\n", + "C:\\Users\\userpc\\AppData\\Local\\Temp\\ipykernel_7960\\3041183610.py:13: SyntaxWarning: invalid escape sequence '\\d'\n", + " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt/60:.2f} minutes\",\n", + "C:\\Users\\userpc\\AppData\\Local\\Temp\\ipykernel_7960\\3041183610.py:21: SyntaxWarning: invalid escape sequence '\\d'\n", + " plt.title(\"Distribution of $P(S_E)$ for Selected $\\delta t$\")\n", + "C:\\Users\\userpc\\AppData\\Local\\Temp\\ipykernel_7960\\3041183610.py:29: SyntaxWarning: invalid escape sequence '\\d'\n", + " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt/60:.2f} minutes\",\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" + "<Figure size 600x500 with 1 Axes>" ] }, "metadata": {}, @@ -797,9 +738,9 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, @@ -807,654 +748,86 @@ } ], "source": [ - "# Critical threshold\n", - "critical_delta_t = 45970.131578947374\n", - "\n", - "# System sizes\n", - "sizes = [4000, 6000, 8000, 20000, 40000, 100000]\n", - "\n", - "# Convert keys of analysis_results2 to float\n", - "delta_t_values = np.array([float(k) for k in analysis_results2.keys()])\n", - "\n", - "# Optimize β and ν\n", - "beta_range = np.linspace(0.1, 0.7, 10) # Search in a wider β range\n", - "nu_range = np.linspace(1.0, 2.0, 200) # Search for a better ν\n", - "\n", - "best_beta, best_nu = bipartite_percolation.optimize_scaling_exponents(analysis_results2, delta_t_values, sizes, critical_delta_t, beta_range, nu_range)\n", - "print(f\"Optimized β: {best_beta}, Optimized ν: {best_nu}\")\n", - "\n", - "# Apply finite-size scaling with optimized exponents\n", - "scaled_results = bipartite_percolation.finite_size_scaling(analysis_results2, delta_t_values, sizes, critical_delta_t, beta=0.6, nu=1)\n", - "\n", - "# Plot the results\n", - "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=False)\n", - "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=True)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# After my critical treshold confirms that I can narrow down the search range with more precise steps\n", - "# this time I used 30 steps and narrowed down the range\n", - "# refined_delta_t_values = np.linspace(40000, 63000, num=30) \n", + "selected_delta_t_values = [657.8947368421053, 1315.7894736842106, 9868.42105263158]\n", "\n", - "# analysis_results3, reachability3, survivability3, percolation_metrics3 = bipartite_percolation.percolation_analysis(refined_delta_t_values)\n", + "markers = {selected_delta_t_values[0]: 'o', selected_delta_t_values[1]: 'd', selected_delta_t_values[2]: 's'} \n", + "colors = {selected_delta_t_values[0]: 'tab:blue', selected_delta_t_values[1]: 'tab:orange', selected_delta_t_values[2]: 'tab:red'}\n", "\n", - "# with open(\"wikipedia_results/analysis_results3.json\", \"w\") as file:\n", - "# json.dump(analysis_results3, file, indent=4)\n", + "plt.figure(figsize=(6, 5))\n", "\n", - "with open(\"wikipedia_results/analysis_results3.json\", \"r\") as file:\n", - " analysis_results3 = json.load(file)" + "for dt in selected_delta_t_values:\n", + " if dt in P_S_E_distributions:\n", + " sizes = np.array(list(P_S_E_distributions[dt].keys()))\n", + " probabilities = np.array(list(P_S_E_distributions[dt].values()))\n", + " \n", + " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt/60:.2f} minutes\", \n", + " marker=markers[dt], color=colors[dt], alpha=0.8)\n", + "\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(\"$S_E$\")\n", + "plt.ylabel(\"$P(S_E)$\")\n", + "plt.legend()\n", + "plt.title(\"Distribution of $P(S_E)$ for Selected $\\delta t$\")\n", + "plt.show()\n", + "\n", + "for dt in selected_delta_t_values:\n", + " if dt in P_S_LT_distributions:\n", + " sizes = np.array(list(P_S_LT_distributions[dt].keys()))\n", + " probabilities = np.array(list(P_S_LT_distributions[dt].values()))\n", + " \n", + " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt/60:.2f} minutes\", \n", + " marker=markers[dt], color=colors[dt], alpha=0.8)\n", + " \n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(\"$S_{LT}$\")\n", + "plt.ylabel(\"$P(S_{LT})$\")\n", + "plt.legend(loc=\"upper right\")\n", + "plt.title(\"Distribution of $P(S_{LT})$\")\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[0.009753991135044516, 0.017082184995618324, 0.017888667335560157, 0.01820618006782072, 0.018333185160724946, 0.018536393309371707, 0.02494380024638988, 0.02639165830549805, 0.027229891918665938, 0.050370219845815814, 0.06599184627303555, 0.06693803421517203, 0.06909712079454386, 0.08166427473741697, 0.08628726011913078, 0.0903006210549043, 0.09472674854261656, 0.09941323647078248, 0.10337579536939431, 0.1083797960298208, 0.11161842589887855, 0.1152507715559394, 0.11879421364796729, 0.12273772178264349, 0.1357557438053266, 0.13975005397716447, 0.1474211615885797, 0.1497263040247914, 0.15674968566239506, 0.16405882875903324]\n" + "Optimized β: 0.1, Optimized ν: 1.0\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1200x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Critical Threshold: 46741.379310344826\n" - ] } ], "source": [ - "# somehow delta_t values show only half of them so I gather them from the results\n", - "delta_t_values = np.array([float(delta_t) for delta_t in analysis_results3.keys()])\n", - "# if it is a json format, convert keys to int\n", - "analysis_results3 = {int(float(k)): v for k, v in analysis_results3.items()}\n", - "# phase transition analysis using precomputed results\n", - "phase_transitions = bipartite_percolation.phase_transition_analysis(analysis_results3, delta_t_values)\n", - "\n", - "bipartite_percolation.plot_phase_transition(delta_t_values, phase_transitions)\n", - "\n", - "bipartite_percolation.plot_largest_component_size(analysis_results3, delta_t_values)\n", - "\n", - "critical_treshold = bipartite_percolation.find_critical_threshold(analysis_results3, delta_t_values)\n", - "print(\"Critical Threshold:\", critical_treshold)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Optimized β: 0.7, Optimized ν: 1.0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Critical threshold\n", - "critical_delta_t = 46741.379310344826\n", - "\n", - "# System sizes\n", - "sizes = [4000, 6000, 8000, 20000, 40000, 100000]\n", - "\n", - "# Convert keys of analysis_results3 to float\n", - "delta_t_values = np.array([float(k) for k in analysis_results3.keys()])\n", - "\n", - "# Optimize β and ν\n", - "beta_range = np.linspace(0.1, 0.7, 10) # Search in a wider β range\n", - "nu_range = np.linspace(1.0, 2.0, 200) # Search for a better ν\n", - "\n", - "best_beta, best_nu = bipartite_percolation.optimize_scaling_exponents(analysis_results3, delta_t_values, sizes, critical_delta_t, beta_range, nu_range)\n", - "print(f\"Optimized β: {best_beta}, Optimized ν: {best_nu}\")\n", - "\n", - "# Apply finite-size scaling with optimized exponents\n", - "scaled_results = bipartite_percolation.finite_size_scaling(analysis_results3, delta_t_values, sizes, critical_delta_t, beta=0.6, nu=1)\n", - "\n", - "# Plot the results\n", - "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=False)\n", - "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=True)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [], - "source": [ - "# Based on the largest component size plot and susceptibility plot, I narrowed down the search range\n", - "# refined_delta_t_values = [40000, 41000, 41741, 42041, 42341, 42641, 42941, 43241, 43541, 43841, \n", - "# 44141, 44441, 44741, 45041, 45341, 45641, 45941, 46241, 46541, 46841, \n", - "# 47141, 47441, 47741, 48041, 48341, 48741, 49741, 50741, 55741, 62741]\n", - "\n", - "\n", - "#analysis_results4, reachability4, survivability4, percolation_metrics4 = bipartite_percolation.percolation_analysis(refined_delta_t_values)\n", - "\n", - "# with open(\"wikipedia_results/analysis_results4.json\", \"w\") as file:\n", - "# json.dump(analysis_results4, file, indent=4)\n", - "\n", - "with open(\"wikipedia_results/analysis_results4.json\", \"r\") as file:\n", - " analysis_results4 = json.load(file)" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.009753991135044516, 0.017094885504908747, 0.017895017590205366, 0.018015672428464382, 0.01804742370169044, 0.018225230831756353, 0.018237931341046777, 0.018339535415370155, 0.01841573847111269, 0.018491941526855227, 0.01855544407330734, 0.024829495662776077, 0.02493744999174467, 0.02514700839503664, 0.025261312978650443, 0.026652018745951713, 0.02679807460279157, 0.027026683770019176, 0.04789362053418342, 0.04854134650799497, 0.050370219845815814, 0.051049697092853424, 0.05250390540660681, 0.06645541486213598, 0.06665862301078274, 0.06695073472446245, 0.06951623760112781, 0.08250885860523006, 0.11075479126712981, 0.15937869108551253]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1200x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Critical Threshold: 46391.0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x500 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Corrected Critical δt: 46391.00\n" - ] - }, - { - "data": { - "text/plain": [ - "46391.0" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# somehow delta_t values show only half of them so I gather them from the results\n", - "delta_t_values = np.array([float(delta_t) for delta_t in analysis_results4.keys()])\n", - "# if it is a json format, convert keys to int\n", - "analysis_results4 = {int(float(k)): v for k, v in analysis_results4.items()}\n", - "# phase transition analysis using precomputed results\n", - "phase_transitions = bipartite_percolation.phase_transition_analysis(analysis_results4, delta_t_values)\n", - "\n", - "bipartite_percolation.plot_phase_transition(delta_t_values, phase_transitions)\n", - "\n", - "bipartite_percolation.plot_largest_component_size(analysis_results4, delta_t_values)\n", - "\n", - "critical_treshold = bipartite_percolation.find_critical_threshold(analysis_results4, delta_t_values)\n", - "print(\"Critical Threshold:\", critical_treshold)\n", - "\n", - "plot_susceptibility(analysis_results4)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Optimized β: 0.7, Optimized ν: 1.0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Critical threshold\n", - "critical_delta_t = 46391.0\n", - "\n", - "# System sizes\n", - "sizes = [4000, 6000, 8000, 20000, 40000, 100000]\n", - "\n", - "# Convert keys of analysis_results3 to float\n", - "delta_t_values = np.array([float(k) for k in analysis_results4.keys()])\n", - "\n", - "# Optimize β and ν\n", - "beta_range = np.linspace(0.1, 0.7, 10) # Search in a wider β range\n", - "nu_range = np.linspace(1.0, 2.0, 200) # Search for a better ν\n", - "\n", - "best_beta, best_nu = bipartite_percolation.optimize_scaling_exponents(analysis_results4, delta_t_values, sizes, critical_delta_t, beta_range, nu_range)\n", - "print(f\"Optimized β: {best_beta}, Optimized ν: {best_nu}\")\n", - "\n", - "# Apply finite-size scaling with optimized exponents\n", - "scaled_results = bipartite_percolation.finite_size_scaling(analysis_results4, delta_t_values, sizes, critical_delta_t, beta=0.6, nu=1)\n", - "\n", - "# Plot the results\n", - "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=False)\n", - "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=True)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [], - "source": [ - "# fine_range = np.linspace(45500, 47500, 15) # Fine steps around critical region\n", - "# range_after = np.linspace(47500, 63000, 7, dtype=int) # Coarse steps after transition\n", - "\n", - "# delta_t_values = np.unique(np.concatenate((fine_range, range_after)))\n", - "\n", - "# analysis_results5, reachability5, survivability5, percolation_metrics5 = bipartite_percolation.percolation_analysis(delta_t_values)\n", - "\n", - "# with open(\"wikipedia_results/analysis_results5.json\", \"w\") as file:\n", - "# json.dump(analysis_results5, file, indent=4)\n", - "\n", - "with open(\"wikipedia_results/analysis_results5.json\", \"r\") as file:\n", - " analysis_results5 = json.load(file)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.018536393309371707, 0.024931099737099456, 0.02637895779620763, 0.026652018745951713, 0.026702820783113403, 0.026791724348146362, 0.02698858224214791, 0.027026683770019176, 0.02723624217331115, 0.047823767733086095, 0.04837623988721948, 0.04845244294296201, 0.04857944803586624, 0.05031306755400892, 0.050694082832721594, 0.05101159556498216, 0.051214803713628916, 0.0796575942695302, 0.09462514446829318, 0.10980860332499333, 0.12031192450817278, 0.1459542527655359, 0.16405882875903324]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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ee+4p0S84OFj/+Mc/9I9//ENJSUlq06aNJk+ebHP4DwsL07Zt21RYWGj1YUvxEojiD77K6vsMALgyTPsHAFQ6xQHjr1dv161bp7Vr15b6+d26ddP8+fOt1jwfOHBAP/74o1Xffv36ydHRUbGxsSWuFhuGobNnz0oqWp9fUFBgdbx58+ZycHCwuirq6elZ4jZ3F3P33XerefPmmjx58gXPLT09Xc8995ykouAZGBio6dOnW73fjz/+qN27d6t3796lek9bfPDBB8rPz7c8njZtmgoKCizhsVu3bnJxcdG7775r9b2bMWOGUlNTr6imgQMH6sSJE/rwww9LHMvOzlZmZqbNr+np6SlJpfq5ZGVlXXScFY+dCy29KDZs2DDt27dP3333nfz9/Usc79mzp3x8fPTyyy9bfW+LnT59+rI1NmnSRM2bN9c333yjb775RsHBwerSpYvleGFhYYnlKIGBgQoJCbEaO2fOnNGePXsuu4fFbbfdptOnT+uLL76wtOXn5+vdd9+Vu7u7brzxRkmSh4eHpNJ9nwEAZY8r/wCACunjjz+2uh97saeeekq333675s2bp7vuuku9e/dWfHy8pk+frqioKGVkZJTq9SdOnKilS5eqY8eOGj58uAoLC/Xee++pWbNm2rJli6VfZGSkXnrpJY0bN06HDx9W37595e3trfj4eH333XcaOnSo/vWvf+nnn3/WyJEjNWDAADVs2FAFBQX6/PPP5ejoaLWmOzo6WsuWLdNbb72lkJAQRUREqF27dhes0dnZWfPmzVO3bt3UpUsXDRw4UB07dpSzs7N27typWbNmyd/fX5MnT5azs7NeffVVPfzww+ratasGDx5sudVf3bp1NXr0aNt+AKWQl5enW265RQMHDtTevXv13//+V506ddIdd9whqeh2eePGjVNsbKx69eqlO+64w9Lv+uuvt9rcr7QeeOABzZ49W8OGDdOKFSvUsWNHFRYWas+ePZo9e7Z++uknxcTE2PSa0dHRkqTnnntO99xzj5ydndWnTx/LhwJ/lZWVpRtuuEHt27dXr169FBYWppSUFM2fP1+rVq1S37591bp16wu+z6JFi/TZZ5+pf//+2rZtm7Zt22Y55uXlpb59+8rHx0fTpk3TAw88oDZt2uiee+5RrVq1dPToUS1atEgdO3bUe++9d9lzGjRokMaPHy83Nzc9+uijVjMM0tPTFRoaqrvvvlstW7aUl5eXli1bpj/++ENvvvmmpd97772n2NhYrVixwhLgL+SJJ57Qhx9+qMcff1xbt25VRESEZs+erXXr1unVV1+1fMjh7u6uqKgoffPNN2rYsKECAgLUrFkzNWvW7LLnAwAoA3a7zwAAABdQfBu5i/05duyYYTabjZdfftkIDw83XF1djdatWxsLFy40hgwZYoSHh1teq/hWa6+//voF32v58uVG69atDRcXFyMyMtL46KOPjP/7v/8z3NzcSvT99ttvjU6dOhmenp6Gp6en0bhxY2PEiBHG3r17DcMwjEOHDhmPPPKIERkZabi5uRkBAQHGTTfdZCxbtszqdfbs2WN06dLFcHd3NySV6rZ/586dM8aPH280b97c8PDwMNzc3IxmzZoZ48aNM06dOmXV95tvvjFat25tuLq6GgEBAcZ9991nHD9+3KrPkCFDDE9PzxLv07VrV6Np06Yl2sPDw43evXtbHhf/jH799Vdj6NChhr+/v+Hl5WXcd999xtmzZ0s8/7333jMaN25sODs7G7Vr1zaGDx9unDt3rlTv/fefqWEU3dbw1VdfNZo2bWq4uroa/v7+RnR0tBEbG2ukpqZa+km64O3swsPDS3zfX3zxRaNOnTqGg4PDJW/7l5+fb3z44YdG3759LePPw8PDaN26tfH6669b3YLy77f6u9TY/vs5rlixwujZs6fh6+truLm5GZGRkcZDDz1kbNiw4YJ1/d3+/fstr7169WqrY7m5ucbTTz9ttGzZ0vD29jY8PT2Nli1bGv/973+t+k2YMMGQZKxYseKy75eYmGg8/PDDRs2aNQ0XFxejadOmxocfflii35o1a4zo6GjDxcWF2/4BwDVmMoxrsIMPAACVRN++fbVz507LrusoaebMmXr44Yf1xx9/2HyVHQAA2Adr/gEA1VZ2drbV4/3792vx4sWXnOIMAABQGbHmHwBQbdWrV08PPfSQ5Z7z06ZNk4uLi8aOHWvv0gAAAMoU4R8AUG316tVLX331lRISEuTq6qoOHTro5ZdfVoMGDexdGgAAQJlizT8AAAAAAFUca/4BAAAAAKjiCP8AAAAAAFRxrPkvI2azWSdPnpS3t7dMJpO9ywEAAAAAVHGGYSg9PV0hISFycLj0tX3Cfxk5efKkwsLC7F0GAAAAAKCaOXbsmEJDQy/Zh/BfRry9vSUVfdN9fHwu2i8/P19Lly5Vjx495OzsfK3KAyoExj+qK8Y+qjPGP6orxj6uhbS0NIWFhVny6KUQ/stI8VR/Hx+fy4Z/Dw8P+fj48D8BVDuMf1RXjH1UZ4x/VFeMfVxLpVl6zoZ/AAAAAABUcYR/AAAAAACqOMI/AAAAAABVHOEfAAAAAIAqjvAPAAAAAEAVR/gHAAAAAKCKI/wDAAAAAFDFEf4BAAAAAKjiCP8AAAAAAFRxhH8AAAAAAKo4wj8AAAAAAFUc4R8AAAAAgCqO8A8AAAAAQBXnZO8CAAAAAACoKArNhtbHJyspPUeB3m5qGxEgRweTvcu6aoR/AAAAAAAkLdlxSrELdulUao6lLdjXTRP6RKlXs2A7Vnb1mPYPAAAAAKj2luw4peFfbLIK/pKUkJqj4V9s0pIdp+xUWdkg/AMAAAAAqrVCs6HYBbtkXOBYcVvsgl0qNF+oR+VA+AcAAAAAVGvr45NLXPH/K0PSqdQcrY9PvnZFlTHCPwAAAACg2srKK9CcjcdK1Tcp/eIfEFR0bPgHAAAAAKh2Tqfn6tM1h/X570eUmp1fqucEeruVc1Xlh/APAAAAAKg2DiRlaMbqQ/p20wnlFZglSdcFuCslK1/pOQUXXPdvkhTkW3Tbv8qK8A8AAAAAqNIMw9CGI+f0v18PadnuREt76+v89ESXeuoeFaS4XQka/sUmmSSrDwBM5/87oU+UHB1MqqwI/wAAAACAKqnQbGjpzgR9sOqQNh9NsbR3a1JbT3Stp5hwf5lMRYG+V7NgTbu/jWIX7LLa/C/I100T+kSpV7Pga11+mSL8AwAAAACqlJz8Qs3ZeFwzVh3S4bNZkiQXJwf1b1NHj3Wup8haXhd8Xq9mweoeFaT18clKSs9RoHfRVP/KfMW/GOEfAAAAAFAlnM3I1ee/H9Fna48oOTNPkuTr7qwH2odryA11Vcvb9bKv4ehgUofIGuVd6jVH+AcAAAAAVGqHz2Tqo9WHNGfDceWe38Qv1N9dj3WK0ICYMHm6En35DgAAAAAAKqVNR8/pw5WHtGRngozzu/Q1r+OroV3q6dZmQXJydLBvgRUI4R8AAAAAUGmYzYaW70nSBysP6o/D5yztNzWqpaFdItW+XoBlEz/8ifAPAAAAAKjwcvILNX/zCX246pAOns6UJDk7mnRnqzoa2qWeGtb2tnOFFZtd50BMmTJF119/vby9vRUYGKi+fftq7969Vn1uvPFGmUwmqz/Dhg2z6nP06FH17t1bHh4eCgwM1NNPP62CggKrPr/88ovatGkjV1dX1a9fXzNnzixRz/vvv6+6devKzc1N7dq10/r168v8nAEAAAAApZeSlaf3ft6vTq+u0LPztuvg6Ux5uzlpWNdIrX7mZr0xoCXBvxTseuX/119/1YgRI3T99deroKBA//73v9WjRw/t2rVLnp6eln6PP/64Jk2aZHns4eFh+bqwsFC9e/dWUFCQ1qxZo1OnTunBBx+Us7OzXn75ZUlSfHy8evfurWHDhunLL7/U8uXL9dhjjyk4OFg9e/aUJH3zzTcaM2aMpk+frnbt2umdd95Rz549tXfvXgUGBl6j7wgAAAAAQJKOJWdpxup4ffPHMWXnF0qSQnzd9EinCN3T9jp5sYmfTez63VqyZInV45kzZyowMFAbN25Uly5dLO0eHh4KCgq64GssXbpUu3bt0rJly1S7dm21atVKL774op555hlNnDhRLi4umj59uiIiIvTmm29Kkpo0aaLVq1fr7bfftoT/t956S48//rgefvhhSdL06dO1aNEiffzxx3r22WfL4/QBAAAAAH+z/Xiq/rfyoBZvPyXz+U38mgT76Iku9dS7RbCc2cTvilSoj0pSU1MlSQEBAVbtX375pb744gsFBQWpT58+euGFFyxX/9euXavmzZurdu3alv49e/bU8OHDtXPnTrVu3Vpr165Vt27drF6zZ8+eGjVqlCQpLy9PGzdu1Lhx4yzHHRwc1K1bN61du/aCtebm5io3N9fyOC0tTZKUn5+v/Pz8i55j8bFL9QGqKsY/qivGPqozxj+qK8a+bQzD0Mr9Z/TR6sP6Pf7PTfw6RtbQY53qqmPk+U38zIXKNxfasdKKxZbxVWHCv9ls1qhRo9SxY0c1a9bM0n7vvfcqPDxcISEh2rZtm5555hnt3btX8+bNkyQlJCRYBX9JlscJCQmX7JOWlqbs7GydO3dOhYWFF+yzZ8+eC9Y7ZcoUxcbGlmhfunSp1bKEi4mLi7tsH6CqYvyjumLsozpj/KO6YuxfWoFZ2njGpJ9POighu2iHfgeToTY1DN0cYlYdz0Sl7UvUj/vsXGgFlZWVVeq+FSb8jxgxQjt27NDq1aut2ocOHWr5unnz5goODtYtt9yigwcPKjIy8lqXaTFu3DiNGTPG8jgtLU1hYWHq0aOHfHx8Lvq8/Px8xcXFqXv37nJ2dr4WpQIVBuMf1RVjH9UZ4x/VFWP/0tKy8/XVH8f1+e9HlZheNKPa08VRg2JC9dAN4Qr2dbNzhZVD8Qz00qgQ4X/kyJFauHChVq5cqdDQ0Ev2bdeunSTpwIEDioyMVFBQUIld+RMTEyXJsk9AUFCQpe2vfXx8fOTu7i5HR0c5OjpesM/F9hpwdXWVq6triXZnZ+dS/eUubT+gKmL8o7pi7KM6Y/yjumLsWzuZkq2PV8fr6z+OKSO36A5ttX1c9XDHCA1ue5183fle2cKWsWXX8G8Yhv75z3/qu+++0y+//KKIiIjLPmfLli2SpODgYElShw4dNHnyZCUlJVl25Y+Li5OPj4+ioqIsfRYvXmz1OnFxcerQoYMkycXFRdHR0Vq+fLn69u0rqWgZwvLlyzVy5MiyOFUAAAAAqLZ2nUzTh6sOacHWkyo4v4tfw9peerxzPd3Zqo5cnNjEr7zZNfyPGDFCs2bN0vfffy9vb2/LGn1fX1+5u7vr4MGDmjVrlm677TbVqFFD27Zt0+jRo9WlSxe1aNFCktSjRw9FRUXpgQce0GuvvaaEhAQ9//zzGjFihOXK/LBhw/Tee+9p7NixeuSRR/Tzzz9r9uzZWrRokaWWMWPGaMiQIYqJiVHbtm31zjvvKDMz07L7PwAAAACg9AzD0OoDZ/TBykNatf+Mpb1DvRoa2rWebmxYq2gTP1wTdg3/06ZNkyTdeOONVu2ffPKJHnroIbm4uGjZsmWWIB4WFqb+/fvr+eeft/R1dHTUwoULNXz4cHXo0EGenp4aMmSIJk2aZOkTERGhRYsWafTo0Zo6dapCQ0P10UcfWW7zJ0mDBg3S6dOnNX78eCUkJKhVq1ZasmRJiU0AAQAAAAAXl19o1qJtp/TBykPadapoTbqDSerdIkSPd45Qi1A/+xZYTdl92v+lhIWF6ddff73s64SHh5eY1v93N954ozZv3nzJPiNHjmSaPwAAAABcgYzcAn29/qg+Xh2vk6k5kiR3Z0cNuj5Mj3aKUFjA5e+KhvJTITb8AwAAAABUTolpOfrkt8P6ct0RpecUbeJX08tVD90Qrvvbh8vPw8XOFUIi/AMAAAAArsC+xHR9sPKQvt9yQvmFRbO669Xy1NDO9dS3dR25OTvauUL8FeEfAAAAAFAqhmHo90PJ+mDlQa3Ye9rSfn1dfw3tEqlbGgfKwYFN/Coiwj8AAAAA4JIKCs36cUeCPlx1SNuOp0qSTCapV9MgPd6lntpc52/nCnE5hH8AAAAAwAVl5RXomz+OacbqeB0/ly1JcnVy0ICYUD3WqZ7q1vS0c4UoLcI/AAAAAMDK6fRcfbrmsD7//YhSs/MlSQGeLnqwQ7geaB+uGl6udq4QtiL8AwAAAAAkSQdPZ+ijVYf07aYTyiswS5LCa3josc71dHebULm7sIlfZUX4BwAAAIBqzDAMbThyTv/79ZCW7U60tLe+zk9PdKmn7lFBcmQTv0qP8A8AAAAA1VCh2dDSnQn6YNUhbT6aYmnv1qS2nuhaTzHh/jKZCP1VBeEfAAAAAKqRnPxCzdl4XDNWHdLhs1mSJBcnB/VvU0ePda6nyFpedq4Q5YHwDwAAAADVQHJmnj5be1ifrT2i5Mw8SZKvu7MeaB+uITfUVS1vNvGrygj/AAAAAFCFHT6TqY9WH9LcjceVk1+0iV+ov7se6xShATFh8nQlFlYH/JQBAAAAoArafPScPlh5SEt2Jsgwitqa1/HV0C71dGuzIDk5Oti3QFxThH8AAAAAqCLMZkPL9yTpg5UH9cfhc5b2mxrV0tAukWpfL4BN/Kopwj8AAAAAVHI5+YWav/mEPlx1SAdPZ0qSnB1NurNVHQ3tUk8Na3vbuULYG+EfAAAAACqplKw8ffH7Ec1cc0RnMnIlSd5uTrqvXbgeuqGugnzd7FwhKgrCPwAAAABUMseSszRjdbxmbzimrLxCSVKIr5se6RShQdeHydvN2c4VoqIh/AMAAABAJbH9eKr+t/KgFm8/JfP5TfyaBPvoiS711LtFsJzZxA8XQfgHAAAAgArMMAz9su+0Pvj1kNYeOmtp79ygpoZ2qadO9WuyiR8ui/APAAAAABVQXoFZ328p2sRvX2KGJMnJwaQ+LUP0eOd6igrxsXOFqEwI/wAAAABQgaTl5GvWuqP65Ld4JaYVbeLn6eKowW2v0yOdIhTi527nClEZEf4BAAAAoAI4mZKtj1fH6+s/jikjt0CSVNvHVQ93jNDgttfJ151N/HDlCP8AAAAAYEe7Tqbpw1WHtGDrSRWc38WvYW0vPd65nu5sVUcuTmzih6tH+AcAAACAa8wwDK0+cEYfrDykVfvPWNo71KuhoV3r6caGtdjED2WK8A8AAAAA10h+oVmLtp3SBysPadepNEmSg0nq3SJEj3eOUItQP/sWiCqL8A8AAAAAV6nQbGh9fLKS0nMU6O2m1qHeVsczcgv09fqj+nh1vE6m5kiS3J0dNej6MD3aKUJhAR72KBvVCOEfAAAAAK7Ckh2nFLtgl06dD/WSFOTjqtuCTIpOy9EX6w/qy3VHlJ5TtIlfTS9XPXRDuO5vHy4/Dxd7lY1qhvAPAAAAAFdoyY5TGv7FJhl/a09Iy9XHaQ769M2VKjQXtdWr5amhneupb+s6cnN2vOa1onoj/AMAAADAFSg0G4pdsKtE8P+TSYVmKSbcT090ra9bGgfKwYFN/GAfhH8AAAAAuALr45OtpvpfzP/1aKwOkTWuQUXAxXHDSAAAAAC4Aknplw/+tvQDyhPhHwAAAACuQF6BuVT9Ar3dyrkS4PKY9g8AAAAANsgtKNR/VxzU+yv2X6anoWBfN7WNCLgmdQGXQvgHAAAAgFLadPScnpm7TfuTMiRJLer4atuJVJkkq43/ih8/d2tjObLJHyoAwj8AAAAAXEZmboHeWLpXM9cclmFINb1cNPGOpurdPFg/7UxQ7IJdVpv/Bfm66tbaWerZtLYdqwb+RPgHAAAAgEtYtf+0xs3bruPnsiVJ/drU0Qu9o+Tv6SJJ6tUsWN2jgrQ+PllJ6TkK9HZT61Bv/bTkR3uWDVgh/AMAAADABaRk5emlRbs1d+NxSVIdP3e93K+5ujasVaKvo4PJ6nZ++fn516xOoDQI/wAAAADwF4Zh6McdCRr//U6dyciVySQN6VBXT/dsJE9XIhQqJ0YuAAAAAJyXmJajF+bv0NJdiZKk+oFeerV/C0WH+9u5MuDqEP4BAAAAVHuGYeibP45p8uLdSs8pkJODSf+4MVIjbq4vVydHe5cHXDXCPwAAAIBq7cjZTI2bt11rDp6VJLUM9dWrd7dQ4yAfO1cGlB3CPwAAAIBqqaDQrE9+O6w34/YqJ98sN2cH/atHIz3cMUKODiZ7lweUKcI/AAAAgGpn96k0PfPtNm07nipJuiGyhl7p10LX1fCwc2VA+SD8AwAAAKg2cgsK9d7PBzTtl4MqMBvydnPSC72jNCAmVCYTV/tRdRH+AQAAAFQLG48k65lvt+tAUoYkqVfTIE26s6kCfdzsXBlQ/gj/AAAAAKq0jNwCvb5kjz77/YgMQ6rp5aoX72yqW5sH27s04Joh/AMAAACosn7Zm6TnvtuhEynZkqSBMaF67rYo+Xo427ky4Noi/AMAAACocs5l5unFhbs0b/MJSVJYgLum3NVCnRrUtHNlgH0Q/gEAAABUGYZhaOG2U5r4w06dzcyTg0l6uGOE/q9HQ3m4EH9QfTH6AQAAAFQJp1Kz9cL8HVq2O0mS1LC2l17t30Ktr/O3c2WA/RH+AQAAAFRqZrOhr/44qlcW71F6boGcHU0aeVMDDb8xUi5ODvYuD6gQCP8AAAAAKq34M5l69tttWhefLElqfZ2fXu3fQg1re9u5MqBiIfwDAAAAqHQKCs36aHW83o7bp9wCs9ydHTW2VyM92KGuHB1M9i4PqHAI/wAAAAAqlZ0nU/XMt9u040SaJKlzg5p6+a7mCgvwsHNlQMVF+AcAAABQKeTkF+rd5fv1v5WHVGg25OvurBduj1L/NnVkMnG1H7gUwj8AAACACm99fLKe/XabDp3JlCT1bh6siXc0VS1vVztXBlQOhH8AAAAAFVZ6Tr5eW7JXn/9+RJIU6O2qF/s2U8+mQXauDKhcCP8AAAAAKqSf9yTque926FRqjiRpcNswPXtrE/m6O9u5MqDyIfwDAAAAqFDOZuRq0sJd+n7LSUlSeA0PTenXXDdE1rRzZUDlRfgHAAAAUCEYhqHvt5zUpIW7lJyZJweT9FjnehrdraHcXRztXR5QqRH+AQAAANjdyZRsPffddq3Ye1qS1DjIW6/d3UItQv3sWxhQRRD+AQAAANiN2Wzoy3VH9MqPe5SZVygXRwc9eUt9PdE1Us6ODvYuD6gyCP8AAAAA7OLg6Qw9++02/XH4nCQpOtxfr/ZvrvqB3nauDKh6CP8AAAAArqn8QrM+WHlIU5fvV16BWZ4ujhrbq7EeaB8uBweTvcsDqiTCPwAAAIBrZvvxVI39dpt2n0qTJN3YqJYm39Vcdfzc7VwZULUR/gEAAACUu5z8Qr29bJ8+WhWvQrMhfw9nje8Tpb6t6shk4mo/UN4I/wAAAADK1dqDZzVu3jYdPpslSerTMkQT+kSpppernSsDqg/CPwAAAIBykZaTrymL9+ir9UclSUE+bnqpbzN1i6pt58qA6ofwDwAAAKDMxe1K1PPztysxLVeSdF+76/TMrY3l4+Zs58qA6onwDwAAAKDMnMnI1cQfdmrhtlOSpIianprSr7na16th58qA6o3wDwAAAOCqGYah7zaf0KSFu5SSlS9HB5Me71xPo7o1kJuzo73LA6o9wj8AAACAq3L8XJb+/d0Ordx3WpIUFeyj1+5uoWZ1fO1cGYBihH8AAAAAV6TQbOjztYf12k97lZVXKBcnB43q1kCPd64nZ0cHe5cH4C8I/wAAAABstj8xXc98u02bjqZIktrWDdCU/s0VWcvLvoUBuCDCPwAAAIBSyyswa/qvB/XezweUV2iWl6uTnr21se5te50cHEz2Lg/ARRD+AQAAAJTK1mMpeubbbdqTkC5JurlxoF7q20whfu52rgzA5RD+AQAAAFxSdl6h3orbqxmr42U2pABPF03oE6U7WobIZOJqP1AZEP4BAAAAXNSaA2f07LztOpqcJUm6q3UdvXB7lAI8XexcGQBbEP4BAAAAlJCana+XF+3WNxuOSZJCfN00uV9z3dQo0M6VAbgShH8AAAAAVpbsSND473coKT1XkvRgh3CN7dVYXq7EB6Cy4m8vAAAAAElSUnqOJv6wU4u3J0iS6tXy1Kv9W+j6ugF2rgzA1XKw55tPmTJF119/vby9vRUYGKi+fftq7969Vn1ycnI0YsQI1ahRQ15eXurfv78SExOt+hw9elS9e/eWh4eHAgMD9fTTT6ugoMCqzy+//KI2bdrI1dVV9evX18yZM0vU8/7776tu3bpyc3NTu3bttH79+jI/ZwAAAKCiMQxDczYcU/e3Vmrx9gQ5OZg08qb6WvxkZ4I/UEXYNfz/+uuvGjFihH7//XfFxcUpPz9fPXr0UGZmpqXP6NGjtWDBAs2ZM0e//vqrTp48qX79+lmOFxYWqnfv3srLy9OaNWv06aefaubMmRo/frylT3x8vHr37q2bbrpJW7Zs0ahRo/TYY4/pp59+svT55ptvNGbMGE2YMEGbNm1Sy5Yt1bNnTyUlJV2bbwYAAABgB8eSs/Tgx+v19NxtSs3OV/M6vvphZCf9q2cjuTk72rs8AGXErtP+lyxZYvV45syZCgwM1MaNG9WlSxelpqZqxowZmjVrlm6++WZJ0ieffKImTZro999/V/v27bV06VLt2rVLy5YtU+3atdWqVSu9+OKLeuaZZzRx4kS5uLho+vTpioiI0JtvvilJatKkiVavXq23335bPXv2lCS99dZbevzxx/Xwww9LkqZPn65Fixbp448/1rPPPnsNvysAAABA+Ss0G5q55rDe+GmvsvML5erkoDHdG+rRThFycrTrNUIA5aBCrflPTU2VJAUEFE0t2rhxo/Lz89WtWzdLn8aNG+u6667T2rVr1b59e61du1bNmzdX7dq1LX169uyp4cOHa+fOnWrdurXWrl1r9RrFfUaNGiVJysvL08aNGzVu3DjLcQcHB3Xr1k1r1669YK25ubnKzc21PE5LS5Mk5efnKz8//6LnWHzsUn2Aqorxj+qKsY/qjPFfMe1PzNC4+Tu19XjR79/tIvw1+c6mCq/hIcNcqHxzoZ0rrPwY+7gWbBlfFSb8m81mjRo1Sh07dlSzZs0kSQkJCXJxcZGfn59V39q1ayshIcHS56/Bv/h48bFL9UlLS1N2drbOnTunwsLCC/bZs2fPBeudMmWKYmNjS7QvXbpUHh4elz3fuLi4y/YBqirGP6orxj6qM8Z/xVBgluJOOCjuhEmFhklujobuDDerfeBp7Vz3i3bau8AqiLGP8pSVlVXqvhUm/I8YMUI7duzQ6tWr7V1KqYwbN05jxoyxPE5LS1NYWJh69OghHx+fiz4vPz9fcXFx6t69u5ydna9FqUCFwfhHdcXYR3XG+K84Nh9L0b+/26kDp4v217qlcS1N7NNEQT5udq6samLs41oonoFeGhUi/I8cOVILFy7UypUrFRoaamkPCgpSXl6eUlJSrK7+JyYmKigoyNLn77vyF98N4K99/n6HgMTERPn4+Mjd3V2Ojo5ydHS8YJ/i1/g7V1dXubq6lmh3dnYu1V/u0vYDqiLGP6orxj6qM8a//WTmFuiNpXs1c81hGYZU08tFE+9oqt7Ng2UymexdXpXH2Ed5smVs2XUnD8MwNHLkSH333Xf6+eefFRERYXU8Ojpazs7OWr58uaVt7969Onr0qDp06CBJ6tChg7Zv3261K39cXJx8fHwUFRVl6fPX1yjuU/waLi4uio6OtupjNpu1fPlySx8AAACgslm1/7R6vrNSn/xWFPz7tamjuNFddXuLEII/UM3Y9cr/iBEjNGvWLH3//ffy9va2rNH39fWVu7u7fH199eijj2rMmDEKCAiQj4+P/vnPf6pDhw5q3769JKlHjx6KiorSAw88oNdee00JCQl6/vnnNWLECMuV+WHDhum9997T2LFj9cgjj+jnn3/W7NmztWjRIkstY8aM0ZAhQxQTE6O2bdvqnXfeUWZmpmX3fwAAAKCySMnK00uLdmvuxuOSpDp+7nq5X3N1bVjLzpUBsBe7hv9p06ZJkm688Uar9k8++UQPPfSQJOntt9+Wg4OD+vfvr9zcXPXs2VP//e9/LX0dHR21cOFCDR8+XB06dJCnp6eGDBmiSZMmWfpERERo0aJFGj16tKZOnarQ0FB99NFHltv8SdKgQYN0+vRpjR8/XgkJCWrVqpWWLFlSYhNAAAAAoKIyDEM/7kjQ+O936kxGrkwmaUiHunq6ZyN5ulaIFb8A7MSu/wcwDOOyfdzc3PT+++/r/fffv2if8PBwLV68+JKvc+ONN2rz5s2X7DNy5EiNHDnysjUBAAAAFU1iWo5emL9DS3cV7WNVP9BLr/ZvoehwfztXBqAi4OM/AAAAoBIzDEPf/HFMkxfvVnpOgZwcTPrHTfU14qZIuTo52rs8ABUE4R8AAACopI6czdS4edu15uBZSVLLUF+9encLNQ66+K2nAVRPhH8AAACgkikoNOuT3w7rzbi9ysk3y83ZQf/q0UgPd4yQowO7+AMoifAPAAAAVCK7T6XpmW+3advxVEnSDZE19Eq/FrquhoedKwNQkRH+AQAAgEogt6BQ7/18QNN+OagCsyFvNye90DtKA2JCZTJxtR/ApRH+AQAAgApu45FkPfPtdh1IypAk9WoapEl3NlWgj5udKwNQWRD+AQAAgAoqM7dAr/+0V5+uPSzDkGp6uerFO5vq1ubB9i4NQCVD+AcAAADsqNBsaH18spLScxTo7aa2EQFydDDpl71Jeu67HTqRki1JGhgTqudui5Kvh7OdKwZQGRH+AQAAADtZsuOUYhfs0qnUHEtbbW9X1a3pqXXxyZKksAB3TbmrhTo1qGmvMgFUAYR/AAAAwA6W7Dil4V9skvG39sT0XCWm58ok6ZFOEfq/Hg3l4cKv7QCuDv8XAQAAAK6xQrOh2AW7SgT/v6rh5aJ/39ZEjg7s5A/g6jnYuwAAAACgull78IzVVP8LOZORp/Xnp/4DwNW6qiv/OTk5cnPj9iIAAADApRiGoYOnM/XbgTNafeCMVu0/XarnJaVf+gMCACgtm8O/2WzW5MmTNX36dCUmJmrfvn2qV6+eXnjhBdWtW1ePPvpoedQJAAAAVCqJaTmWsL/mwFklpNke5AO9udAGoGzYHP5feuklffrpp3rttdf0+OOPW9qbNWumd955h/APAACAaiktJ1/rDiXrtwNn9NuBM9qflGF13MXJQW3rBuiG+jXUoV4NDf9ikxLTci647t8kKci36LZ/AFAWbA7/n332mT744APdcsstGjZsmKW9ZcuW2rNnT5kWBwAAAFRUuQWF2nw0RWvOX93fejxVheY/o7zJJLWo46sb6tdUp/o1FR3uLzdnR8vxiXdEafgXm2SSrD4AKN7eb0KfKDb7A1BmbA7/J06cUP369Uu0m81m5efnl0lRAAAAQEVjNhvak5Bumcq/Pj5Z2fmFVn3q1fTUDfVrqFP9mmpfr4b8PFwu+nq9mgVr2v1tFLtgl9Xmf0G+bprQJ0q9mgWX27kAqH5sDv9RUVFatWqVwsPDrdrnzp2r1q1bl1lhAAAAgL0dS876c93+wbNKzsyzOl7Ty0Ud69e0/Knj527T6/dqFqzuUUFaH5+spPQcBXoXTfXnij+AsmZz+B8/fryGDBmiEydOyGw2a968edq7d68+++wzLVy4sDxqBAAAAK6J5Mw8rT14VqvPr9s/mpxlddzDxVHt69VQx/NT+RvW9pLJdHVB3dHBpA6RNa7qNQDgcmwO/3feeacWLFigSZMmydPTU+PHj1ebNm20YMECde/evTxqBAAAAMpFdl6h/jicbLm6v+tUmoy/LMB3cjCp9XV+liv7LUP95OLkYL+CAeAK2Rz+Jalz586Ki4sr61oAAACAclVQaNb2E6nnd+Q/q41Hzimv0GzVp3GQt26IrKlODWqobUQNeble0a/MAFCh2Px/skceeURdu3bVkCFDrNrT0tI0atQoffzxx2VWHAAAAHA1DMPQwdOZltvvrT10Vuk5BVZ9QnzdiqbxN6ipDpE1FOjtZqdqAaD82Bz+Z86cqW+++UYbN27UO++8IweHomlP2dnZ+vTTTwn/AAAAsKuktBz9dvCMVu8/q98OnFFCWo7VcR83J90QWVMdGxSt269bw+Oq1+0DQEV3RXOYFi1apMcee0y7d+/W7Nmz5e/vX9Z1AQAAAKWSnpOvdYeSLZv07U/KsDru4uSg6+v6Wzbpaxriy276AKqdKwr/UVFRWrdunfr376+2bdvqhx9+UEBAQFnXBgAAAJSQV2DW5qPnLJv0bT2eqkLzn7v0mUxS8zq+lrAfHe4vN2dHO1YMAPZnc/gvnhJVo0YNLVu2TMOGDVOHDh30+uuvl3lxAAAAgNlsaE9CuiXsr49PVnZ+oVWfiJqe6li/hjrVr6n29WrIz8PFTtUCQMVkc/g3/nLvEycnJ3300UeKiorSP/7xjzItDAAAANXXseQsS9hfe/CszmbmWR2v6eVSdPu9yJq6oX4Nhfp72KlSAKgcbA7/K1asKDHFf8yYMWrRooV+++23MisMAAAA1ce5zDytOXhWqw+c0ZqDZ3TkbJbVcQ8XR7WvV0M3RNZQpwY11ai2N5v0AYANbA7/Xbt2vWB7t27d1K1bt6suCAAAAFVfdl6h/jicrN8OFm3St/Nkmv4ywVRODia1CvOz3IKvZaifXJwc7FcwAFRypQr/Y8aM0YsvvihPT0+NGTPmkn3feuutMikMAAAAVUdBoVk7Tp0rurq//4w2HjmnvEKzVZ9Gtb3Ph/0aahtRQ16uV7Q3NQDgAkr1f9TNmzcrPz/f8vXFMPUKAAAAUtE+UQdPZ2rVvkTN2+Og5zf/ovScAqs+Ib5uliv7HSJrKNDbzU7VAkDVV6rwv2LFigt+DQAAABRLSsvRbwfPaPX+s/rtwBklpOWcP+IgqUA+bk66IbKmOjYougVf3RoeXDwCgGvkqudSHTlyRJmZmWrcuLEcHFiHBQAAUF2k5+Rr3aFkrT5QtG5/f1KG1XEXJwfFXOengILTevjWG9QqvIYcHQj7AGAPpQ7/H3/8sVJSUqzW/A8dOlQzZsyQJDVq1Eg//fSTwsLCyr5KAAAA2F1egVmbj56z3IJv6/FUFZr/3KXPZJKa1/G13IIvpq6/HGXW4sWL1SLUl+APAHZU6vD/wQcf6IknnrA8XrJkiT755BN99tlnatKkiUaOHKnY2Fh99NFH5VIoAAAAri2z2dCehHRL2F8fn6zs/EKrPhE1PYtuv1e/aN2+n4eL1fH8fOtN/QAA9lHq8L9//37FxMRYHn///fe68847dd9990mSXn75ZT388MNlXyEAAACumWPJWZawv/bgWZ3NzLM6XtPLRTdEFq3Zv6F+DYX6e9ipUgCALUod/rOzs+Xj42N5vGbNGj366KOWx/Xq1VNCQkLZVgcAAIBydS4zr+j2ewfOaM3BMzpyNsvquIeLo9pFBFh25W9U25tN+gCgEip1+A8PD9fGjRsVHh6uM2fOaOfOnerYsaPleEJCgnx9fculSAAAAFgrNBtaH5+spPQcBXq7qW1EQKnW1GfnFeqPw8n67WDRJn07T6bJ+HPZvhwdTGod5le0br9+TbUK85OLE5s6A0BlV+rwP2TIEI0YMUI7d+7Uzz//rMaNGys6OtpyfM2aNWrWrFm5FAkAAIA/LdlxSrELdulUao6lLdjXTRP6RKlXs2CrvgWFZm0/kVp0dX//GW08ck55hdbr8BvV9j4f9muobUSAvN2cr8l5AACunVKH/7FjxyorK0vz5s1TUFCQ5syZY3X8t99+0+DBg8u8QAAAAPxpyY5TGv7FJhl/a09IzdHwLzbpv/e1UYPa3lpz8IxW7z+jtYfOKj2nwKpvsK+bOp2/sn9DZA0F+rhduxMAANhFqcO/g4ODJk2apEmTJl3w+N8/DAAAAEDZKjQbil2wq0Twl2RpGzFrk8x/6+Dj5qQO53fk71i/piJqerJuHwCqmVKHfwAAANjX+vhkq6n+F2I2JCcHk9oWb9JXv6aa1fEt1X4AAICqi/APAABQSZw4l3X5TpJe6d9cd0eHlXM1AIDKhPAPAABQgRmGoa3HUzV7wzF9t+l4qZ5Tx8+jnKsCAFQ2hH8AAIAK6ExGruZvPqHZG45pX2KGpd3RJBVeaNG/JJOkIN+i2/4BAPBXNt+0ddKkScrKKjnlLDs7+6KbAQIAAODyCgrNWr47UU98vkHtX16ulxbt1r7EDLk6Oeiu1nU06/F2+s/gNjKpKOj/VfHjCX2iWN8PACjB5iv/sbGxGjZsmDw8rKeTZWVlKTY2VuPHjy+z4gAAAKqDg6czNGfDcX276bhOp+da2luG+WlgTKhubxEiX3dnS/s0hzaKXbDLavO/IF83TegTpV7Ngq9p7QCAysHm8G8YxgVvDbN161YFBDDFDAAAoDQycgu0eNspzd5wTBuOnLO01/B00V2t62hATJgaBXlf8Lm9mgWre1SQ1scnKyk9R4HeRVP9ueIPALiYUod/f39/mUwmmUwmNWzY0OoDgMLCQmVkZGjYsGHlUiQAAEBVYBiG/jh8TrM3HNPi7aeUlVcoSXIwSTc1CtSAmDDd3DhQLk6XX5np6GBSh8ga5V0yAKCKKHX4f+edd2QYhh555BHFxsbK19fXcszFxUV169ZVhw4dyqVIAACAyiwhNUffbjquuRuPK/5MpqW9Xk1PDYgJU782dVTbx82OFQIAqrpSh/8hQ4ZIkiIiInTDDTfI2dn5Ms8AAACovvIKijbvm73hmH7dd1rm8zv0e7o46vYWIRp4fajaXOd/weWUAACUNZvX/Hft2lVms1n79u1TUlKSzGaz1fEuXbqUWXEAAACVzZ6ENM3+47jmbzmh5Mw8S3vbugEaEBOq25oHy9OVuy0DAK4tm//l+f3333XvvffqyJEjMgzrm8yaTCYVFhaWWXEAAACVQWp2vn7YelJzNhzTtuOplvZAb1fdHR2qu6NDVa+Wlx0rBABUdzaH/2HDhikmJkaLFi1ScHAwU9UAAEC1ZDYbWnvorGZvOKYlOxKUW1A0G9LZ0aRuTWprYEyYOjeoKSfHy2/eBwBAebM5/O/fv19z585V/fr1y6MeAACACu1YcpbmbizavO9ESralvXGQtwbEhKlvqxDV8HK1Y4UAAJRkc/hv166dDhw4QPgHAADVRk5+oX7amaDZG47ptwNnLe3ebk66s1WIBsaEqXkdX2ZEAgAqLJvD/z//+U/93//9nxISEtS8efMSu/63aNGizIoDAACwF8MwtP1EqmZvOKbvt5xUek6B5Vin+jU1ICZUPZsGyc3Z0Y5VAgBQOjaH//79+0uSHnnkEUubyWSSYRhs+AcAACq9sxm5mr+laPO+PQnplvY6fu4aEBOq/m1CFRbgYccKAQCwnc3hPz4+vjzqAAAAsJuCQrNW7T+j2RuOadnuROUXFt3RyMXJQbc2C9LAmDB1qFdDDg5M6wcAVE42h//w8PDyqAMAAOCaiz+TqTkbjunbTceVmJZraW8R6qsBMWG6o0WIfD2cL/EKAABUDjaHf0n6/PPPNX36dMXHx2vt2rUKDw/XO++8o4iICN15551lXSMAAECZycwt0KLtpzRnwzH9cficpd3fw1l3tQ7VgJhQNQn2sWOFAACUPZvD/7Rp0zR+/HiNGjVKkydPtqzx9/Pz0zvvvEP4BwAAFY5hGNp45JxmbzimhdtOKSuv6PcXB5PUtWEtDYwJ0y1NasvFycHOlQIAUD5sDv//+c9/9OGHH6pv37565ZVXLO0xMTH617/+VabFAQAAXI2ktBx9u+mE5mw4pkNnMi3tETU9NSAmVP1ahyrI182OFQIAcG1c0YZ/rVu3LtHu6uqqzMzMCzwDAADg2skrMOvnPUmas+GYftl3WoXmos37PFwc1bt5sAZeH6aYcH+ZTGzeBwCoPmwO/xEREdqyZUuJjf+WLFmiJk2alFlhAAAAttibkK45G47pu80ndDYzz9IeE+6vgTFhuq1FsLxcr2i7IwAAKj2b/wUcM2aMRowYoZycHBmGofXr1+urr77SlClT9NFHH5VHjQAAABeUlpOvBVtPavaG49p6LMXSXsvbVf3bFG3eF1nLy34FAgBQQdgc/h977DG5u7vr+eefV1ZWlu69916FhIRo6tSpuueee8qjRgAAAAuz2dDvh85q9oZj+nFHgnILzJIkJweTbmkSqIExYerasJacHNm8DwCAYlc09+2+++7Tfffdp6ysLGVkZCgwMLCs6wIAALBy/FyWvt14QnM2HtPxc9mW9gaBXhp0fZj6tq6jml6udqwQAICK66oWvnl4eMjDw6OsagEAALCSk1+opbsSNWfDMa0+cEZG0d598nZ1Up9WIRoYE6aWob5s3gcAwGXYHP4TExP1r3/9S8uXL1dSUpKM4n+FzyssLCyz4gAAQPVjGIZ2nkzT7A3HNH/zCaXlFFiO3RBZQwNiQtWrabDcXRztWCUAAJWLzeH/oYce0tGjR/XCCy8oODiYT9oBAECZOJeZp/lbTmj2huPafSrN0h7i66a7Y8I0IDpUYQHMOAQA4ErYHP5Xr16tVatWqVWrVuVQDgAAqE4KzYZW7T+tORuOK25XovIKizbvc3FyUM+mQRoYE6obImvK0YGLDQAAXA2bw39YWFiJqf4AAAC2OHwmU3M2HtO3G08oIS3H0t6sjo8GxoTpjpYh8vNwsWOFAABULTaH/3feeUfPPvus/ve//6lu3brlUBIAAKiKsvIKtHh7gmZvOKb18cmWdj8PZ/VtVUcDYkLVNMTXjhUCAFB12Rz+Bw0apKysLEVGRsrDw0POzs5Wx5OTky/yTAAAUN0YhqFNR1M0Z8MxLdh6Upl5RRsDm0xSlwa1NDAmTN2iAuXqxOZ9AACUpyu68g8AAHApSek5+m7TCc3ecEwHT2da2q8L8NDAmFD1axOqED93O1YIAED1YnP4HzJkSHnUAQAAKrn8QrNW7EnS7A3HtWJvkgrNRXsEuTk76LbmwRoYE6a2dQPkwOZ9AABcczaHf0kqLCzU/PnztXv3bklS06ZNdccdd8jRkSl7AABUN/sT0zVn43HN23RcZzLyLO1trvPTwJgw9W4RLG8350u8AgAAKG82h/8DBw7otttu04kTJ9SoUSNJ0pQpUxQWFqZFixYpMjKyzIsEAAAVS1pOvhZuPaXZG45py7EUS3tNL1f1b1O0eV/9QG/7FQgAAKzYHP6ffPJJRUZG6vfff1dAQIAk6ezZs7r//vv15JNPatGiRWVeJAAAsD+z2dC6+GTN2XBMi3ecUk6+WZLk6GDSzY0DNTAmTDc2qiVnRwc7VwoAAP7O5n+df/31V7322muW4C9JNWrU0CuvvKJff/3VptdauXKl+vTpo5CQEJlMJs2fP9/q+EMPPSSTyWT1p1evXlZ9kpOTdd9998nHx0d+fn569NFHlZGRYdVn27Zt6ty5s9zc3BQWFqbXXnutRC1z5sxR48aN5ebmpubNm2vx4sU2nQsAAFXVyZRs/Wf5ft34xi8a/OHvmrf5hHLyzaof6KV/39ZYa8fdrA8fjFH3qNoEfwAAKiibr/y7uroqPT29RHtGRoZcXFxseq3MzEy1bNlSjzzyiPr163fBPr169dInn3xi9f5/dd999+nUqVOKi4tTfn6+Hn74YQ0dOlSzZs2SJKWlpalHjx7q1q2bpk+fru3bt+uRRx6Rn5+fhg4dKklas2aNBg8erClTpuj222/XrFmz1LdvX23atEnNmjWz6ZwAAKjoCs2G1scnKyk9R4HebmobESDHv23Cl1tQqLhdiZq94bhW7T8to2jvPnm5OqlPy2ANiAlT6zA/mUxs3gcAQGVgc/i//fbbNXToUM2YMUNt27aVJK1bt07Dhg3THXfcYdNr3Xrrrbr11lsv2cfV1VVBQUEXPLZ7924tWbJEf/zxh2JiYiRJ//nPf3TbbbfpjTfeUEhIiL788kvl5eXp448/louLi5o2baotW7borbfesoT/qVOnqlevXnr66aclSS+++KLi4uL03nvvafr06TadEwAAFdmSHacUu2CXTqXmWNqCfd00oU+UejUL1s6TqZqz4bjmbzmhlKx8S592EQEaGBOmW5sHycPlivYLBgAAdmTzv97vvvuuhgwZog4dOsjZuWjn3oKCAt1xxx2aOnVqmRf4yy+/KDAwUP7+/rr55pv10ksvqUaNGpKktWvXys/PzxL8Jalbt25ycHDQunXrdNddd2nt2rXq0qWL1ayEnj176tVXX9W5c+fk7++vtWvXasyYMVbv27NnzxLLEP4qNzdXubm5lsdpaWmSpPz8fOXn51/saZZjl+oDVFWMf1RXFWXs/7QzUf/8equMv7WfSs3RsC82qY6fm06k/PmhQJCPq+5qHaL+resovIbH+VbD7ueByqWijH/gWmPs41qwZXzZHP79/Pz0/fffa//+/dq9e7dMJpOaNGmi+vXr2/pSl9WrVy/169dPEREROnjwoP7973/r1ltv1dq1a+Xo6KiEhAQFBgZaPcfJyUkBAQFKSEiQJCUkJCgiIsKqT+3atS3H/P39lZCQYGn7a5/i17iQKVOmKDY2tkT70qVL5eHhcYFnWIuLi7tsH6CqYvyjurLn2DcbUuwmx/PB/8JT9U+k5MhBhlrWMNQu0FAj30w55O3XznX7tfNaFosqif/3o7pi7KM8ZWVllbrvFc/ba9CggSXwl9d6v3vuucfydfPmzdWiRQtFRkbql19+0S233FIu71la48aNs5otkJaWprCwMPXo0UM+Pj4XfV5+fr7i4uLUvXt3y8wJoLpg/KO6qghjf118slJ+33DZfu/f20rdmtS+bD+gtCrC+AfsgbGPa6F4BnppXFH4nzFjht5++23t379fUtEHAaNGjdJjjz12JS9XavXq1VPNmjV14MAB3XLLLQoKClJSUpJVn4KCAiUnJ1v2CQgKClJiYqJVn+LHl+tzsb0GpKK9CP6++aAkOTs7l+ovd2n7AVUR4x/Vlb3GfkZugRbtSLx8R0l5ZhN/P1Eu+H8/qivGPsqTLWPL5vvxjB8/Xk899ZT69OmjOXPmaM6cOerTp49Gjx6t8ePH2/pyNjl+/LjOnj2r4OBgSVKHDh2UkpKijRs3Wvr8/PPPMpvNateunaXPypUrrdZCxMXFqVGjRvL397f0Wb58udV7xcXFqUOHDuV6PgAAlBez2dCag2c0ZvYWXf/SMn21/lipnhfo7VbOlQEAAHuw+cr/tGnT9OGHH2rw4MGWtjvuuEMtWrTQP//5T02aNKnUr5WRkaEDBw5YHsfHx2vLli0KCAhQQECAYmNj1b9/fwUFBengwYMaO3as6tevr549e0qSmjRpol69eunxxx/X9OnTlZ+fr5EjR+qee+5RSEiIJOnee+9VbGysHn30UT3zzDPasWOHpk6dqrffftvyvk899ZS6du2qN998U71799bXX3+tDRs26IMPPrD12wMAgF0dS87S3I3H9e2m4zp+LtvSHlHDQ2cy8pSeW3DB55kkBfkW3fYPAABUPTaH//z8fKvd9YtFR0eroODCv1BczIYNG3TTTTdZHhevoR8yZIimTZumbdu26dNPP1VKSopCQkLUo0cPvfjii1bT7b/88kuNHDlSt9xyixwcHNS/f3+9++67luO+vr5aunSpRowYoejoaNWsWVPjx4+33OZPkm644QbNmjVLzz//vP7973+rQYMGmj9/vpo1a2bT+QAAYA9ZeQX6cXuC5mw8pt8PJVvavV2ddHvLYN0dHaY21/npp50JGv7FJkmy2vG/eOeeCX2i5OhQPvv4AAAA+7I5/D/wwAOaNm2a3nrrLav2Dz74QPfdd59Nr3XjjTfKMP5+w6E//fTTT5d9jYCAAM2aNeuSfVq0aKFVq1Zdss+AAQM0YMCAy74fAAAVgWEY2nDknOZsOKZF204pM69QkmQySR0ja+ru6FD1bBokdxdHy3N6NQvWtPvbKHbBLp1K/cst/XzdNKFPlHo1C77m5wEAAK6NK97wb+nSpWrfvr0kad26dTp69KgefPBBqx3w//4BAQAAuDonU7I1b9Nxzd14XIfP/nl7n+sCPHR3dKj6tamjUP+L33K2V7NgdY8K0vr4ZCWl5yjQu2iqP1f8AQCo2mwO/zt27FCbNm0kSQcPHpQk1axZUzVr1tSOHTss/crr9n8AAFQ3OfmF+mlnguZuPK7VB86oeNKch4ujejcP1t3RoWobEVDqf3sdHUzqEFmjHCsGAAAVjc3hf8WKFeVRBwAA+AvDMLT5WIrmbjyuBVtPKj3nz3112kUEaEBMmG5tFiRP1yuaxAcAAKoZfmMAAKACSUzL0XebT2juxuM6kJRhaa/j567+0aHq36aOwmt42rFCAABQGdkc/nNycvSf//xHK1asUFJSksxms9XxTZs2lVlxAABUB7kFhVq2K0lzNx7Tr/tOy3x+Wr+bs4NubRasAdGhal+vhhxYlw8AAK6QzeH/0Ucf1dKlS3X33Xerbdu2rO0HAOAKGIahHSfSNHfjMX2/9aRSsvItx6LD/TUgOlS3tQiWj5uzHasEAABVhc3hf+HChVq8eLE6duxYHvUAAFClncnI1fzz0/r3JKRb2oN83NSvTR3dHR2qerW87FghAACoimwO/3Xq1JG3t3d51AIAQJWUX2jWtmSTFny5Wb/sO6OC8/P6XZwc1LNpkO6ODlWn+jW53R4AACg3Nof/N998U88884ymT5+u8PDw8qgJAIAqYfepNM3ZcFzztxxXcqajpNOSpJZhfro7OlR3tAiRrwfT+gEAQPmzOfzHxMQoJydH9erVk4eHh5ydrX9pSU5OLrPiAACobM5l5un7LSc0d9Nx7TiRZmn3cTY0sF2EBl5/nRrWZgYdAAC4tmwO/4MHD9aJEyf08ssvq3bt2mz4BwCo9goKzVq5/7TmbDiuZbsTlV9YNK3f2dGkbk1qq2+rYGUe+EN9ejYs8aE5AADAtWBz+F+zZo3Wrl2rli1blkc9AABUGvsT0zV343HN23xCp9NzLe1NQ3w0IDpUd7SqowBPF+Xn52vxQTsWCgAAqj2bw3/jxo2VnZ1dHrUAAFDhpWbla8G2k5qz8bi2HkuxtAd4uqhvq6Ld+qNCfOxXIAAAwAXYHP5feeUV/d///Z8mT56s5s2bl5i+6OPDLzwAgKql0Gxo9YEzmrvxuH7amaC8ArMkydHBpJsaBWpATKhuahQoFycHO1cKAABwYTaH/169ekmSbrnlFqt2wzBkMplUWFhYNpUBAGBnh05n6NtNxzVv0wmdSs2xtDeq7a0BMaG6s1Ud1fJ2tWOFAAAApWNz+F+xYkV51AEAQIWQnpOvRdtOae7G49pw5Jyl3dfdWXe2CtGA6DA1q+PDhrcAAKBSsTn8d+3atTzqAADAbsxmQ78fOqs5G4/rxx2nlJNfNK3fwSR1bVhLd0eHqVtUoFydHO1cKQAAwJWxOfxLUkpKimbMmKHdu3dLkpo2bapHHnlEvr6+ZVocAADl6VhyluZsPK5vNx7XiZQ/N7ONrOWpATFhuqt1HdX2cbNjhQAAAGXD5vC/YcMG9ezZU+7u7mrbtq0k6a233tLkyZO1dOlStWnTpsyLBACgrGTlFWjx9gTN2XBM6+KTLe3ebk7q0zJEd0eHqnWYH9P6AQBAlWJz+B89erTuuOMOffjhh3JyKnp6QUGBHnvsMY0aNUorV64s8yIBALgahmHoj8PnNGfDMS3efkqZeUWb05pMUqf6NXV3dKh6Ng2SmzPT+gEAQNV0RVf+/xr8JcnJyUljx45VTExMmRYHAMDVOJGSrXkbj2vupuM6cjbL0l63hofujg5VvzahCvFzt2OFAAAA14bN4d/Hx0dHjx5V48aNrdqPHTsmb2/vMisMAIArkZNfqJ92JmjOhuP67eAZGUZRu6eLo3q3CNaAmDDFhPszrR8AAFQrNof/QYMG6dFHH9Ubb7yhG264QZL022+/6emnn9bgwYPLvEAAAC7HMAxtOpqiuRuPa+HWk0rPLbAca18vQAOiw3Rr8yB5uFzRPrcAAACVns2/Bb3xxhsymUx68MEHVVBQ9MuVs7Ozhg8frldeeaXMCwQA4GIS03I0b9MJzd14TAdPZ1raQ/3d1b9NqO6ODlVYgIcdKwQAAKgYbA7/Li4umjp1qqZMmaKDBw9KkiIjI+XhwS9XAIDyl5NfqGW7EzV343Gt3Hda5vPT+t2dHXVr8yDdHR2q9hE15ODAtH4AAIBipQ7/hYWF2rlzpxo0aCB3d3d5eHioefPmkqTs7Gxt27ZNzZo1k4ODQ7kVCwCongzD0PYTqZq78bi+33JSqdn5lmPX1/XXgOgw3dYiWF6uTOsHAAC4kFL/lvT555/rvffe07p160occ3Z21iOPPKJRo0bp/vvvL9MCAQDV1+n0XM3ffEJzNx7X3sR0S3uwr5v6twlV/+hQRdT0tGOFAAAAlUOpw/+MGTP0r3/9S46OJe+BXHyrv/fee4/wDwC4KnkFZv28J0lzNx7Tir2nVXh+Xr+rk4N6Ng3SgJhQ3RBZU45M6wcAACi1Uof/vXv3qn379hc9fv3112v37t1lUhQAoPrZdTJNczYe0/dbTio5M8/S3irMTwNiQnV7ixD5ujvbsUIAAIDKq9ThPzMzU2lpaRc9np6erqysrDIpCgBQPSRn5un7LSc0Z8Nx7Tr1578xgd6uuqtNHQ2IDlX9QG87VggAAFA1lDr8N2jQQGvWrFGLFi0ueHz16tVq0KBBmRUGAKiaCgrN+nXfac3ZcFzL9yQqv7BoWr+Lo4O6R9XW3dGh6tygppwc2UAWAACgrJQ6/N977716/vnndcMNN5T4AGDr1q0aP368xo4dW+YFAgCqhn2J6Zq78bjmbTqhMxm5lvbmdXx1d3So7mgZIn9PFztWCAAAUHWVOvyPHj1aP/74o6Kjo9WtWzc1btxYkrRnzx4tW7ZMHTt21OjRo8utUABA5ZOala8ftp3U3A3HtPV4qqW9hqeL7mpdR3fHhKpxkI8dKwQAAKgeSh3+nZ2dtXTpUr399tuaNWuWVq5cKcMw1LBhQ02ePFmjRo2SszMbMQFAVVVoNrQ+PllJ6TkK9HZT24iAC+64X2g2tGr/ac3deFxLdyUqr8AsSXJyMOnmxoG6OzpUNzUOlDPT+gEAAK6ZUod/qegDgLFjxzK9HwCqmSU7Til2wS6dSs2xtAX7umlCnyj1ahYsSTp0OsMyrT8h7c9+jYO8NSAmTHe2ClFNL9drXjsAAABsDP8AgOpnyY5TGv7FJhl/a09IzdHwLzbp3nbXaU9CujYeOWc55ufhrL6t6uju6FA1DfGRyVRyhgAAAACuHcI/AOCiCs2GYhfsKhH8JVnavlx3VJLk6GBS14a1NCA6VDc3CZSrk+M1qxMAAACXRvgHAFzU+vhkq6n+F3Nv2zCN6tZQgT5u16AqAAAA2IrdlgAAF5WUfvngL0nt6tUg+AMAAFRgNof/SZMmKSsrq0R7dna2Jk2aVCZFAQAqhkDv0gX60vYDAACAfdgc/mNjY5WRkVGiPSsrS7GxsWVSFADA/nILCrVsd8Il+5hUtOt/24iAa1MUAAAArojNa/4Nw7jgrs1bt25VQAC//AFAVXAgKUNPfb1ZO0+mWdpMktXGf8X/EkzoEyVHB3bzBwAAqMhKHf79/f1lMplkMpnUsGFDqw8ACgsLlZGRoWHDhpVLkQCAa8MwDH21/pgmLdypnHyz/D2c9drdLVVoNit2wS6rzf+CfN00oU+UejULtmPFAAAAKI1Sh/933nlHhmHokUceUWxsrHx9fS3HXFxcVLduXXXo0KFcigQAlL9zmXl6dt42/bQzUZLUqX5NvTmwpWqf38ive1SQ1scnKyk9R4HeRVP9ueIPAABQOZQ6/A8ZMkSSFBERoY4dO8rJibsEAkBVsebAGY2ZvVUJaTlydjTp6Z6N9FinenL4S7h3dDCpQ2QNO1YJAACAK2Xzhn/e3t7avXu35fH333+vvn376t///rfy8vLKtDgAQPnKKzDrlR/36L4Z65SQlqN6NT313T86amiXSKvgDwAAgMrN5vD/xBNPaN++fZKkQ4cOadCgQfLw8NCcOXM0duzYMi8QAFA+4s9k6u7pazT914MyDGlw2zAtfLKTmtXxvfyTAQAAUKnYHP737dunVq1aSZLmzJmjrl27atasWZo5c6a+/fbbsq4PAFDGDMPQ7A3H1PvdVdp2PFW+7s6afn8bTenXQh4uLOkCAACoiq7oVn9ms1mStGzZMt1+++2SpLCwMJ05c6ZsqwMAlKnUrHz9e/52Ldp2SpLUvl6A3h7USsG+7nauDAAAAOXJ5vAfExOjl156Sd26ddOvv/6qadOmSZLi4+NVu3btMi8QAFA21scna9TXm3UyNUdODiaN6dFQT3SJZMd+AACAasDm8P/OO+/ovvvu0/z58/Xcc8+pfv36kqS5c+fqhhtuKPMCAQBXJ7/QrHeX79f7Kw7IbEh1a3ho6j2t1TLMz96lAQAA4BqxOfy3aNFC27dvL9H++uuvy9HRsUyKAgCUjaNns/TUN5u1+WiKJOnu6FBNvKOpvFxZ2w8AAFCdXNFvfykpKZo7d64OHjyop59+WgEBAdq1a5dq166tOnXqlHWNAIAr8N3m43ph/k5l5BbI281JL9/VXH1ahti7LAAAANiBzeF/27ZtuuWWW+Tn56fDhw/r8ccfV0BAgObNm6ejR4/qs88+K486AQCllJaTr/Hzd2j+lpOSpOvr+uvtQa0U6u9h58oAAABgLzbf6m/MmDF6+OGHtX//frm5uVnab7vtNq1cubJMiwMA2GbjkWTdNnWV5m85KUcHk8Z0b6ivHm9P8AcAAKjmbL7y/8cff+h///tfifY6deooISGhTIoCANimoNCs91cc1Ls/71eh2VCov7um3tNa0eH+9i4NAAAAFYDN4d/V1VVpaWkl2vft26datWqVSVEAgNI7fi5Lo77eog1HzkmS+rYK0aS+zeTj5mznygAAAFBR2Dzt/4477tCkSZOUn58vSTKZTDp69KieeeYZ9e/fv8wLBABc3A9bT+rWqau04cg5ebk66e1BLfXOPa0J/gAAALBic/h/8803lZGRocDAQGVnZ6tr166qX7++vL29NXny5PKoEQDwNxm5Bfq/2Vv15FeblZ5ToNbX+Wnxk511V+tQe5cGAACACsjmaf++vr6Ki4vT6tWrtW3bNmVkZKhNmzbq1q1bedQHAPibLcdS9NTXm3XkbJYcTNLIm+rrn7c0kLOjzZ/nAgAAoJqwOfwX69Spkzp16lSWtQAALqHQbGj6rwf1dtw+FZgN1fFz19uDWqltRIC9SwMAAEAFZ3P4f/fddy/YbjKZ5Obmpvr166tLly5ydHS86uIAAEVOpmRr9DdbtC4+WZLUu0WwXr6ruXzdWdsPAACAy7M5/L/99ts6ffq0srKy5O9fdAupc+fOycPDQ15eXkpKSlK9evW0YsUKhYWFlXnBAFDd/Lj9lJ6dt12p2fnycHFU7B1NdXd0qEwmk71LAwAAQCVh8wLRl19+Wddff73279+vs2fP6uzZs9q3b5/atWunqVOn6ujRowoKCtLo0aPLo14AqDay8gr07LfbNPzLTUrNzleLUF8terKzBsSEEfwBAABgE5uv/D///PP69ttvFRkZaWmrX7++3njjDfXv31+HDh3Sa6+9xm3/AOAq7DiRqie/2qxDZzJlMknDukZqdLeGcnFiUz8AAADYzubwf+rUKRUUFJRoLygoUEJCgiQpJCRE6enpV18dAFQzZrOhj1Yf0us/7VV+oaEgHze9Nailboisae/SAAAAUInZfAnppptu0hNPPKHNmzdb2jZv3qzhw4fr5ptvliRt375dERERZVclAFQDiWk5evDj9Xp58R7lFxrq1TRIPz7VmeAPAACAq2Zz+J8xY4YCAgIUHR0tV1dXubq6KiYmRgEBAZoxY4YkycvLS2+++WaZFwsAVVXcrkT1emelVh84I3dnR03p11zT7m8jf08Xe5cGAACAKsCmaf+GYSgvL08//PCDjh49qr1790qSGjVqpEaNGln63XTTTWVbJQBUUdl5hXpp0S59ue6oJKlpiI+m3tNa9QO97FwZAAAAqhKbw3/9+vW1c+fOEoEfAGCbXSfT9OTXm3UgKUOS9HjnCP2rZyO5OjnauTIAAABUNTaFfwcHBzVo0EBnz55VgwYNyqsmAKjSzGZDn6w5rFd/3KO8QrNqebvqrYEt1blBLXuXBgAAgCrK5jX/r7zyip5++mnt2LGjPOoBgCrtdHquHp75h15cuEt5hWZ1axKoJU91JvgDAACgXNl8q78HH3xQWVlZatmypVxcXOTu7m51PDk5ucyKA4CqZMWeJP1rzladzcyTq5ODnu/dRPe3D5fJZLJ3aQAAAKjibA7/77zzTjmUAQBVV05+oV75cY9mrjksSWoc5K13B7dWw9re9i0MAAAA1YbN4X/IkCHlUQcAVEl7E9L11NebtSchXZL0cMe6eqZXY7k5s6kfAAAArh2bw/9f5eTkKC8vz6rNx8fnqgoCgKrAMAx9/vsRTV60W7kFZtX0ctHrA1rqpkaB9i4NAAAA1ZDN4T8zM1PPPPOMZs+erbNnz5Y4XlhYWCaFAUBldTYjV2PnbtPyPUmSpBsb1dLrd7dULW9XO1cGAACA6srm3f7Hjh2rn3/+WdOmTZOrq6s++ugjxcbGKiQkRJ999ll51AgAlcbKfafVa+oqLd+TJBdHB03oE6VPHrqe4A8AAAC7svnK/4IFC/TZZ5/pxhtv1MMPP6zOnTurfv36Cg8P15dffqn77ruvPOoEgAott6BQry/Zq49Wx0uSGgR66d3BrdUkmKVQAAAAsD+bw39ycrLq1asnqWh9f/Gt/Tp16qThw4eXbXUAUAkcSMrQk19t1q5TaZKkB9qH67neTdjUDwAAABWGzdP+69Wrp/j4oitbjRs31uzZsyUVzQjw8/Mr0+IAoCIzDENfrjui2/+zSrtOpcnfw1kfPhijF/s2I/gDAACgQrE5/D/88MPaunWrJOnZZ5/V+++/Lzc3N40ePVpPP/20Ta+1cuVK9enTRyEhITKZTJo/f77VccMwNH78eAUHB8vd3V3dunXT/v37rfokJyfrvvvuk4+Pj/z8/PToo48qIyPDqs+2bdvUuXNnubm5KSwsTK+99lqJWubMmaPGjRvLzc1NzZs31+LFi206FwDVy7nMPD3x+UY9990O5eSb1al+TS0Z1UXdo2rbuzQAAACgBJvD/+jRo/Xkk09Kkrp166Y9e/Zo1qxZ2rx5s5566imbXiszM1MtW7bU+++/f8Hjr732mt59911Nnz5d69atk6enp3r27KmcnBxLn/vuu087d+5UXFycFi5cqJUrV2ro0KGW42lpaerRo4fCw8O1ceNGvf7665o4caI++OADS581a9Zo8ODBevTRR7V582b17dtXffv21Y4dO2w6HwDVw5oDZ9Rr6kot3ZUoZ0eTnrutiT57pK1q+7jZuzQAAADggmxe8/934eHhCg8P1/HjxzV06FCrUH05t956q2699dYLHjMMQ++8846ef/553XnnnZKkzz77TLVr19b8+fN1zz33aPfu3VqyZIn++OMPxcTESJL+85//6LbbbtMbb7yhkJAQffnll8rLy9PHH38sFxcXNW3aVFu2bNFbb71l+ZBg6tSp6tWrl2Xmwosvvqi4uDi99957mj59+tV8ewBUIXkFZr0Vt0//W3lQhiHVq+Wpd+9prWZ1fO1dGgAAAHBJVx3+i509e1YzZsywKfxfSnx8vBISEtStWzdLm6+vr9q1a6e1a9fqnnvu0dq1a+Xn52cJ/lLRbAQHBwetW7dOd911l9auXasuXbrIxcXF0qdnz5569dVXde7cOfn7+2vt2rUaM2aM1fv37NmzxDKEv8rNzVVubq7lcVpa0UZf+fn5ys/Pv+jzio9dqg9QVVXm8R9/JlNj5mzXjpNFf9cHxdTRv29tJA8Xp0p5Pri2KvPYB64W4x/VFWMf14It46vMwn9ZS0hIkCTVrm29frZ27dqWYwkJCQoMDLQ67uTkpICAAKs+ERERJV6j+Ji/v78SEhIu+T4XMmXKFMXGxpZoX7p0qTw8PC57fnFxcZftA1RVlWn8G4a07rRJ38Y7KM9skoejoXsizWrpfES/LDti7/JQyVSmsQ+UNcY/qivGPspTVlZWqftW2PBf0Y0bN85qtkBaWprCwsLUo0cP+fhc/L7e+fn5iouLU/fu3eXs7HwtSgUqjMo2/lOz8/XC97v048FESVK7CH+93r+5gn1Z2w/bVLaxD5Qlxj+qK8Y+roXiGeilUWHDf1BQkCQpMTFRwcHBlvbExES1atXK0icpKcnqeQUFBUpOTrY8PygoSImJiVZ9ih9frk/x8QtxdXWVq6triXZnZ+dS/eUubT+gKqoM43/dobMa/c0WnUzNkZODSWN6NNQTXSLl6GCyd2moxCrD2AfKC+Mf1RVjH+XJlrFV6vDfr1+/Sx5PSUkp9ZuWRkREhIKCgrR8+XJL2E9LS9O6des0fPhwSVKHDh2UkpKijRs3Kjo6WpL0888/y2w2q127dpY+zz33nPLz8y3fmLi4ODVq1Ej+/v6WPsuXL9eoUaMs7x8XF6cOHTqU6TkBqPjyC816d/l+vb/igMyGVLeGh6be01otw/zsXRoAAABwxUod/n19L72bta+vrx588EGb3jwjI0MHDhywPI6Pj9eWLVsUEBCg6667TqNGjdJLL72kBg0aKCIiQi+88IJCQkLUt29fSVKTJk3Uq1cvPf7445o+fbry8/M1cuRI3XPPPQoJCZEk3XvvvYqNjdWjjz6qZ555Rjt27NDUqVP19ttvW973qaeeUteuXfXmm2+qd+/e+vrrr7Vhw4Yy27wQQOVw9GyWnvx6s7YcS5EkDYgO1cQ7msrTtcJOkgIAAABKpdS/0X7yySdl/uYbNmzQTTfdZHlcvIZ+yJAhmjlzpsaOHavMzEwNHTpUKSkp6tSpk5YsWSI3tz/X23755ZcaOXKkbrnlFjk4OKh///569913Lcd9fX21dOlSjRgxQtHR0apZs6bGjx9vuc2fJN1www2aNWuWnn/+ef373/9WgwYNNH/+fDVr1qzMzxlAxfTd5uN6Yf5OZeQWyNvNSVP6NdftLULsXRYAAABQJux6OevGG2+UYRgXPW4ymTRp0iRNmjTpon0CAgI0a9asS75PixYttGrVqkv2GTBggAYMGHDpggFUOWk5+Xph/g59v+WkJOn6uv56e1Arhfpf/q4dAAAAQGXBXFYA1dbGI8l66ustOn4uW44OJo26pYH+cVN9NvUDAABAlUP4B1DtFBSa9d6KA3p3+X6ZDSkswF3vDGqt6HB/e5cGAAAAlAvCP4Bq5VhylkZ/s0UbjpyTJN3Vuo4m3dlU3m7cggcAAABVF+EfQLXxw9aTem7edqXnFsjL1Ukv9W2mvq3r2LssAAAAoNwR/gFUeRm5BRr//Q7N23RCktT6Oj9NHdRa19VgUz8AAABUD4R/AFXalmMpeurrzTpyNksOJmnkTfX15C0N5OToYO/SAAAAgGuG8A+gSio0G5r+60G9HbdPBWZDdfzc9fagVmobEWDv0gAAAIBrjvAPoMo5mZKt0d9s0br4ZElS7xbBevmu5vJ1Z1M/AAAAVE+EfwBVyuLtpzRu3nalZufLw8VRsXc01d3RoTKZTPYuDQAAALAbwj+AKiErr0CxP+zSNxuOSZJahPpq6j2tFVHT086VAQAAAPZH+AdQ6W0/nqqnvt6sQ2cyZTJJw7tGanT3hnJmUz8AAABAEuEfQCVmNhv6cNUhvbF0r/ILDQX5uOntQa3UIbKGvUsDAAAAKhTCP4BKKSE1R/83Z4t+O3BWktSraZBe6d9cfh4udq4MAAAAqHgI/wAqnaU7E/TMt9t0Litf7s6OmtAnSoOuD2NTPwAAAOAiCP8AKo3svEK9tGiXvlx3VJLUNMRH7w5urchaXnauDAAAAKjYCP8AKoWdJ1P11NdbdCApQ5I0tEs9/V+PhnJ1crRzZQAAAEDFR/gHUKGZzYY+/i1ery3Zq7xCswK9XfXmwJbq3KCWvUsDAAAAKg3CP4AKKyk9R/+as00r952WJHVrEqhX+7dQDS9XO1cGAAAAVC6EfwAV0s97EvX0nG06m5knVycHPX97lO5vdx2b+gEAAABXgPAPoELJyS/UKz/u0cw1hyVJjYO89e7g1mpY29u+hQEAAACVGOEfQIWxNyFdT361WXsT0yVJD3esq2d6NZabM5v6AQAAAFeD8A/A7gzD0Gdrj2jy4t3KKzCrppeLXh/QUjc1CrR3aQAAAECVQPgHYFdnM3I1du42Ld+TJEm6sVEtvX53S9XyZlM/AAAAoKwQ/gGUu0KzofXxyTqVkqlDqSYVmg05S1q577T+b85WnU7PlYujg8bd1lgP3VCXTf0AAACAMkb4B1AmigN+UnqOAr3d1DYiQI4OJi3ZcUqxC3bpVGrO+Z6OmvPmSjUL8bVc7W8Q6KV3B7dWk2Af+50AAAAAUIUR/gHY5EIhP25Xwt8CvhTs66Y7Wgbrg5XxMv72GolpuUpMKwr+D3YI179va8KmfgAAAEA5IvwDuKDShnw/D2elZOWXeP6p1Bz9b2X8Jd/D38NZE/o0laMD0/wBAACA8kT4B1BCyan6Fw/5F2orrXNZ+Vofn6wOkTWu+DUAAAAAXB7hH4CVJTtOafgXm0pM1b+akH8pSek5l+8EAAAA4Ko42LsAABVHodlQ7IJdJYJ/eQr0druG7wYAAABUT1z5B2CxPj7Zaqp/eTJJCvIt2ksAAAAAQPki/APVwMVuw/f39oS08gn+JslqNkHx9n4T+kSx2R8AAABwDRD+gSrE1tvw/bD1lFW7v7tzmdVSHOmHdoko8T5Bvq6a0KepejULLrP3AwAAAHBxhH+gkrnYVXxbdui/2G34zmXbvqlf8VX9v79XkK+bJvSJUq9mwRrbq0nRkoKUTB3auUUjB3WRm6uLze8FAAAA4MoQ/oFK5EIBv/gq/gcr48t0h/4LTdW/VMjvHhV0wQ8lJMnRwaQOkTWUn++jxcc3M9UfAAAAuMYI/0AlcbFb8F3sKv7V8vd0UXJmnuVxaUJ+h8gaZV4HAAAAgKtH+AcqAXvcgu+F3k0U5OtOyAcAAACqAMI/UAlcy1vwFQvydSfkAwAAAFUE4R+oBJLSr13wN6loin/biIBr9p4AAAAAypeDvQsAcHmB3m7X5H2Kt+Gb0CeKTfkAAACAKoTwD1QCbSMCFOzrpsvF8b8fL37s5+Fs1R7s66YnukQo2Nf6Q4UgXzdNu7+NejULvqp6AQAAAFQsTPsHKgFHB5Mm9InS8C82XfAWfJI0tEuEfth6ympvgMvt0D+2V5OL7twPAAAAoOog/AOVRK9mwZp2fxtN+GGnEtNyLe3FAb9Xs+BLhvkLbd7n6GBiUz8AAACgGiD8A5VIr2bBCgvwUO93V8vTxVEfDbneKuAT5gEAAABcCOEfqGROpxdd9Q8L8CDoAwAAACgVNvwDKpnEtKI1/X/frA8AAAAALobwD1QyCalFV/6DCP8AAAAASonwD1QyCWnZkqTaPoR/AAAAAKVD+AcqmYRUpv0DAAAAsA3hH6hkEs7f5o8r/wAAAABKi/APVDIJqUXT/lnzDwAAAKC0CP9AJZKTX6hzWfmSpCCu/AMAAAAoJcI/UIkknZ/y7+bsIF93ZztXAwAAAKCyIPwDlUhCWtFmf0E+bjKZTHauBgAAAEBlQfgHKpFTqdzmDwAAAIDtCP9AJZJYfOWfzf4AAAAA2IDwD1QiCalFa/4J/wAAAABsQfgHKpGEtPO3+WPaPwAAAAAbEP6BSiQh9c8N/wAAAACgtAj/QCWSmMa0fwAAAAC2I/wDlYTZbLDhHwAAAIArQvgHKokzmbkqMBtyMEm1vFztXQ4AAACASoTwD1QSied3+q/p5SonR/7qAgAAACg9EgRQSSScn/IfzJR/AAAAADYi/AOVREJq0W3+arPTPwAAAAAbEf6BSiKBzf4AAAAAXCHCP1BJJJxf88+VfwAAAAC2IvwDlUQia/4BAAAAXCHCP1BJnDq/5j+IK/8AAAAAbET4ByqJxLTz0/658g8AAADARoR/oBJIz8lXRm6BJK78AwAAALAd4R+oBIrX+3u7OcnT1cnO1QAAAACobAj/QCVQvNM/V/0BAAAAXAnCP1AJJJy/8h/Een8AAAAAV4DwD1QCxdP+ufIPAAAA4EoQ/oFKwHKbP678AwAAALgChH+gEihe81+bK/8AAAAArgDhH6gEiqf9B3PlHwAAAMAVIPwDlUDxhn9c+QcAAABwJQj/QAWXX2jWmYzzt/rjyj8AAACAK0D4Byq4pPRcGYbk7GhSgIeLvcsBAAAAUAlV6PA/ceJEmUwmqz+NGze2HM/JydGIESNUo0YNeXl5qX///kpMTLR6jaNHj6p3797y8PBQYGCgnn76aRUUFFj1+eWXX9SmTRu5urqqfv36mjlz5rU4PaBUElL/nPLv4GCyczUAAAAAKqMKHf4lqWnTpjp16pTlz+rVqy3HRo8erQULFmjOnDn69ddfdfLkSfXr189yvLCwUL1791ZeXp7WrFmjTz/9VDNnztT48eMtfeLj49W7d2/ddNNN2rJli0aNGqXHHntMP/300zU9T+BiisN/EOv9AQAAAFwhJ3sXcDlOTk4KCgoq0Z6amqoZM2Zo1qxZuvnmmyVJn3zyiZo0aaLff/9d7du319KlS7Vr1y4tW7ZMtWvXVqtWrfTiiy/qmWee0cSJE+Xi4qLp06crIiJCb775piSpSZMmWr16td5++2317Nnzmp4rcCGWzf5Y7w8AAADgClX48L9//36FhITIzc1NHTp00JQpU3Tddddp48aNys/PV7du3Sx9GzdurOuuu05r165V+/bttXbtWjVv3ly1a9e29OnZs6eGDx+unTt3qnXr1lq7dq3VaxT3GTVq1CXrys3NVW5uruVxWlqaJCk/P1/5+fkXfV7xsUv1Af7q5LlMSVKgl0ulHzeMf1RXjH1UZ4x/VFeMfVwLtoyvCh3+27Vrp5kzZ6pRo0Y6deqUYmNj1blzZ+3YsUMJCQlycXGRn5+f1XNq166thIQESVJCQoJV8C8+XnzsUn3S0tKUnZ0td3f3C9Y2ZcoUxcbGlmhfunSpPDw8LntucXFxl+0DSNLmfQ6SHHTuxCEtXnzQ3uWUCcY/qivGPqozxj+qK8Y+ylNWVlap+1bo8H/rrbdavm7RooXatWun8PBwzZ49+6Kh/FoZN26cxowZY3mclpamsLAw9ejRQz4+Phd9Xn5+vuLi4tS9e3c5Oztfi1JRyX1+cr10NkU3tmut25qXXAJTmTD+UV0x9lGdMf5RXTH2cS0Uz0AvjQod/v/Oz89PDRs21IEDB9S9e3fl5eUpJSXF6up/YmKiZY+AoKAgrV+/3uo1iu8G8Nc+f79DQGJionx8fC75AYOrq6tcXV1LtDs7O5fqL3dp+wFJ6XmSpDoBnlVmzDD+UV0x9lGdMf5RXTH2UZ5sGVsVfrf/v8rIyNDBgwcVHBys6OhoOTs7a/ny5Zbje/fu1dGjR9WhQwdJUocOHbR9+3YlJSVZ+sTFxcnHx0dRUVGWPn99jeI+xa8B2JNhGJYN/9jtHwAAAMCVqtDh/1//+pd+/fVXHT58WGvWrNFdd90lR0dHDR48WL6+vnr00Uc1ZswYrVixQhs3btTDDz+sDh06qH379pKkHj16KCoqSg888IC2bt2qn376Sc8//7xGjBhhuWo/bNgwHTp0SGPHjtWePXv03//+V7Nnz9bo0aPteeqAJOlcVr7yCsySpNqEfwAAAABXqEJP+z9+/LgGDx6ss2fPqlatWurUqZN+//131apVS5L09ttvy8HBQf3791dubq569uyp//73v5bnOzo6auHChRo+fLg6dOggT09PDRkyRJMmTbL0iYiI0KJFizR69GhNnTpVoaGh+uijj7jNHyqEhNSiq/41PF3k4lShP6sDAAAAUIFV6PD/9ddfX/K4m5ub3n//fb3//vsX7RMeHq7Fixdf8nVuvPFGbd68+YpqBMpT4vkp/1z1BwAAAHA1uJQIVGDF6/2DfQn/AAAAAK5chb7yD1QVhWZD6+OTlZSeo0BvN7WNCJCjg+mSxwrNhv44nFz0AqaifsXPAQAAAABbEP6Bi7jSwP739rhdCYpdsEunzq/fl4qu5E/oU3THiQsdu6NlsH7YesrSvnx3kjq9+rMm9IlSr2bB1/C7AAAAAKAqIPyj2iuvwC5Jfh7OSsnKL/GeCak5GvbFpgvWcyo1R/9bGX/B5wz/YpOm3d+GDwAAAAAA2ITwj2ptyY5TJYJ8WQb2C72OJBlXUKshyaSiDx66RwWxBAAAAABAqbHhH6qtJTtOafgXm6yCv1S2gb2sGSr6oGF9fLK9SwEAAABQiRD+US0Vmg3FLthVIQL9lUhKz7l8JwAAAAA4j2n/sItLbaZXXjJyC3TiXLZOpGRp9f4zJa74VyaB3tz6DwAAAEDpEf5xzV1onX3xZnpXupGdYRg6nZGrkyk5loBf9N8cnUjJ1olzWUrLKSirU7Abk6Qg36IPSwAAAACgtAj/uKaK19n/fbr95XayzyswKyE1R8fPh/qTKTlFAT+l+Ots5RWYL/v+vu7OquPnLncXR208cq6Mzsp2Jv25h8Bfv77ccyRpQp8oNvsDAAAAYBPCP66ZS62zL27797ztSkzL0cnUnPMhP1snUrKVlJ4r4zIJ2cEk1fZxU4ifu+r4uauOv7tC/NwV+pevvVydLLV0evVnJaTmlHrd/5UGdkMl7yAQdAW3DQy6ytkRAAAAAKovwj+umfXxyZddZ5+cla8JP+y64DFXJ4c/Q71v0X+LH9fxc1eQr5ucHUu3h6Wjg0kT+kRp+BebSgT58gjs3aOCLrrHwcWOje3V5JrviwAAAACgaiL845op7Q71zer4KCY8QKHnr9YXB/wani4ymcou/PZqFqxp97cpEeTLK7B3iKxxwTocHUwXPHaxdgAAAACwFeEf10RBoVk7TqSWqu9zt0Vds9Dbq1nwJUM+gR0AAABAVUD4R7kymw39uCNBby7dq0NnMi/Z11472RPYAQAAAFR1hH+UC8MwtGr/Gb320x7tOJEmSQrwdNHNjQP17cbjRX3+0p+d7AEAAACg/BD+UeY2Hz2n15bs1dpDZyVJni6OerxLPT3aKULebs7q1iTwouvs2ckeAAAAAMoe4R9lZl9iut74aa+W7kqUJLk4Ouj+9uEacVOkani5Wvpdbp09AAAAAKBsEf5x1Y4lZ+mdZfv13ebjMhuSg0nq3yZUT3VroFB/jws+h3X2AAAAAHDtEP5xxc5k5Oq9nw/oy3VHlF9YtIK/V9Mg/atnQ9UP9LZzdQAAAACAYoR/2Cw9J18frorXR6sO6f/bu/egKO97j+Of3Y0uqAimy13CRcF4Q0QLYrQTJyRqWmvGTiYmJpEYtHW06bH1aDpeqDVjbm01vWgTJ4WkRjHxckyowYzOkCnF6lQ9JUhK1SBIAhpUIohmdfc5fzjuOXu4hNvuyvJ+zTgTnue3v+f7Y7555vns8+zSbHdIkiYP+5ZWzLhXKTEhvi0OAAAAANAC4R8ddv2GQ38+XKXNRad1ufmGJCl5aLBWTL9XUxJtPq4OAAAAANAWwj++0U2HU7uP12jTwVOub+hPCB2o/3xohGaMiZDJxBf1AQAAAMCdjPCPNhmGoQ/L6vSrjyr02ZdXJUmRwQFalpmkOanRusti9nGFAAAAAICOIPyjVcWn6vXKgX+ptOYrSdKQAf20ZNpwPTkpVgH9LD6uDgAAAADQGYR/uPnvcw16pfBfKjlzUZI0sL9F2VMTlD01XkEB/XxcHQAAAACgKwj/fYjDaeho5SVdaLyusKAApcXfLYv51uf1T51v1K8+qtCBk+clSf0tZs2bdI+WTBsu2yCrL8sGAAAAAHQT4b+PKCyr1boPyl1f2Cfd+vz+0mnDdeJcg/Ycr5HTkMwmaU7qUP1HZqKGDhngw4oBAAAAAD2F8N8HFJbVavG24zL+3/bar65r1X+VuX6ePjpcyx8aocTwIO8WCAAAAADwKMK/n3M4Da37oLxF8P+/+lvM2r4wXRPj7vZaXQAAAAAA7+Fvtfm5o5WX3B71b43d4dQNR3tvDwAAAAAAejPCv5+70Nh+8O/sOAAAAABA70P493NhQQE9Og4AAAAA0PsQ/v1cWvzdigwOkKmN/Sbd+tb/tHg+7w8AAAAA/orw7+csZpNyZo2SpBZvANz+OWfWKFnMbb09AAAAAADo7Qj/fcCMMZHa8mSqIoLdH+2PCA7QlidTNWNMpI8qAwAAAAB4A3/qr4+YMSZSD46K0NHKS7rQeF1hQbce9eeOPwAAAAD4P8J/H2Ixm5Qx7Fu+LgMAAAAA4GU89g8AAAAAgJ8j/AMAAAAA4OcI/wAAAAAA+DnCPwAAAAAAfo7wDwAAAACAnyP8AwAAAADg5wj/AAAAAAD4OcI/AAAAAAB+jvAPAAAAAICfI/wDAAAAAODnCP8AAAAAAPg5wj8AAAAAAH6O8A8AAAAAgJ+7y9cF+AvDMCRJV65caXfcjRs31NzcrCtXrqhfv37eKA24Y9D/6KvoffRl9D/6Knof3nA7f97Oo+0h/PeQxsZGSVJMTIyPKwEAAAAA9CWNjY0KDg5ud4zJ6MhbBPhGTqdTX3zxhYKCgmQymdocd+XKFcXExOjcuXMaPHiwFysEfI/+R19F76Mvo//RV9H78AbDMNTY2KioqCiZze1/qp87/z3EbDZr6NChHR4/ePBgTgLos+h/9FX0Pvoy+h99Fb0PT/umO/638YV/AAAAAAD4OcI/AAAAAAB+jvDvZVarVTk5ObJarb4uBfA6+h99Fb2Pvoz+R19F7+NOwxf+AQAAAADg57jzDwAAAACAnyP8AwAAAADg5wj/AAAAAAD4OcI/AAAAAAB+jvDfA/7whz8oLi5OAQEBSk9P19GjR9scm5eXJ5PJ5PYvICDAbYxhGFq7dq0iIyMVGBiozMxMnTp1ytPLADqtp3s/KyurxZgZM2Z4ehlAl3Sm/yWpoaFBS5YsUWRkpKxWq5KSkrR///5uzQn4Qk/3/i9+8YsW5/57773X08sAuqQz/X///fe36G2TyaTvfve7rjFc98ObCP/dtHPnTv30pz9VTk6Ojh8/rnHjxmn69Om6cOFCm68ZPHiwamtrXf+qqqrc9r/yyiv67W9/qz/+8Y86cuSIBg4cqOnTp+v69eueXg7QYZ7ofUmaMWOG25gdO3Z4chlAl3S2/+12ux588EGdPXtWu3btUkVFhbZu3aro6Oguzwn4gid6X5JGjx7tdu4vLi72xnKATuls/+/Zs8etr8vKymSxWPToo4+6xnDdD68y0C1paWnGkiVLXD87HA4jKirKePHFF1sdn5ubawQHB7c5n9PpNCIiIoxXX33Vta2hocGwWq3Gjh07eqxuoLt6uvcNwzDmz59vzJ49uwerBDyjs/2/ZcsWIyEhwbDb7T02J+ALnuj9nJwcY9y4cT1dKtDjunue3rhxoxEUFGQ0NTUZhsF1P7yPO//dYLfbdezYMWVmZrq2mc1mZWZm6vDhw22+rqmpSbGxsYqJidHs2bN18uRJ177KykrV1dW5zRkcHKz09PR25wS8yRO9f1tRUZHCwsI0YsQILV68WBcvXvTIGoCu6kr/v//++8rIyNCSJUsUHh6uMWPGaMOGDXI4HF2eE/A2T/T+badOnVJUVJQSEhI0b948VVdXe3QtQGf1xHn6zTff1Ny5czVw4EBJXPfD+wj/3VBfXy+Hw6Hw8HC37eHh4aqrq2v1NSNGjNCf/vQn7du3T9u2bZPT6dTkyZNVU1MjSa7XdWZOwNs80fvSrUf+3377bR06dEgvv/yyPv74Y82cObPFRSLgS13p/88++0y7du2Sw+HQ/v37tWbNGv3617/WCy+80OU5AW/zRO9LUnp6uvLy8lRYWKgtW7aosrJSU6dOVWNjo0fXA3RGd8/TR48eVVlZmbKzs13buO6Ht93l6wL6moyMDGVkZLh+njx5skaOHKnXX39d69ev92FlgGd1pPfnzp3r2j927FglJydr2LBhKioq0gMPPOD1moGe4nQ6FRYWpjfeeEMWi0UTJkzQ559/rldffVU5OTm+Lg/wmI70/syZM13jk5OTlZ6ertjYWL377rt69tlnfVU60KPefPNNjR07Vmlpab4uBX0Yd/67wWazyWKx6Pz5827bz58/r4iIiA7N0a9fP40fP16nT5+WJNfrujMn4Gme6P3WJCQkyGaztTsG8Lau9H9kZKSSkpJksVhc20aOHKm6ujrZ7fYe+X8K8DRP9H5rQkJClJSUxLkfd5TunKevXr2q/Pz8Fm9mcd0PbyP8d0P//v01YcIEHTp0yLXN6XTq0KFDbnc42+NwOPTJJ58oMjJSkhQfH6+IiAi3Oa9cuaIjR450eE7A0zzR+62pqanRxYsX2x0DeFtX+v++++7T6dOn5XQ6Xdv+/e9/KzIyUv379++R/6cAT/NE77emqalJZ86c4dyPO0p3ztPvvfeevv76az355JNu27nuh9f5+hsHe7v8/HzDarUaeXl5Rnl5ubFo0SIjJCTEqKurMwzDMJ566inj+eefd41ft26dceDAAePMmTPGsWPHjLlz5xoBAQHGyZMnXWNeeuklIyQkxNi3b59RWlpqzJ4924iPjzeuXbvm9fUBbenp3m9sbDSWL19uHD582KisrDQOHjxopKamGomJicb169d9skagLZ3t/+rqaiMoKMhYunSpUVFRYRQUFBhhYWHGCy+80OE5gTuBJ3r/Zz/7mVFUVGRUVlYaf/vb34zMzEzDZrMZFy5c8Pr6gPZ0tv9vmzJlivHYY4+1OifX/fAmPvPfTY899pi+/PJLrV27VnV1dUpJSVFhYaHrizuqq6tlNv/vAxaXL1/WwoULVVdXpyFDhmjChAkqKSnRqFGjXGNWrFihq1evatGiRWpoaNCUKVNUWFiogIAAr68PaEtP977FYlFpaaneeustNTQ0KCoqSg899JDWr18vq9XqkzUCbels/8fExOjAgQNatmyZkpOTFR0drZ/85CdauXJlh+cE7gSe6P2amho9/vjjunjxokJDQzVlyhT9/e9/V2hoqNfXB7Sns/0vSRUVFSouLtZHH33U6pxc98ObTIZhGL4uAgAAAAAAeA6f+QcAAAAAwM8R/gEAAAAA8HOEfwAAAAAA/BzhHwAAAAAAP0f4BwAAAADAzxH+AQAAAADwc4R/AAAAAAD8HOEfAAAAAAA/R/gHAAAe8dRTT2nDhg2+LqOF+vp6hYWFqaamxtelAADgNYR/AAAgSWpqalJWVpbCw8NltVoVHR2tX/7yl679RUVFMplMamho+Ma5/vnPf2r//v167rnnXNvuv/9+mUwmmUwm1/yzZs3Snj17PLGcNtlsNj399NPKycnx6nEBAPAlwj8AAJAk5eXl6YMPPtDevXt1+vRpFRYWKjU1tUtz/e53v9Ojjz6qQYMGuW1fuHChamtrdebMGe3evVujRo3S3LlztWjRop5YQoc988wzeuedd3Tp0iWvHhcAAF8h/AMAAEnS6NGj1dTUpHfffVeffvqphg8fru9973uSpLNnz2ratGmSpCFDhshkMikrK6vVeRwOh3bt2qVZs2a12DdgwABFRERo6NChmjRpkl5++WW9/vrr2rp1qw4ePOgat3LlSiUlJWnAgAFKSEjQmjVrdOPGDVctZrNZ//jHP9zm3rRpk2JjY+V0OnX58mXNmzdPoaGhCgwMVGJionJzc93WGhUVpb1793brdwYAQG9B+AcAAJKkcePGKTs7W6tXr5bNZtOCBQu0ceNGSVJMTIx2794tSaqoqFBtba1ee+21VucpLS3VV199pYkTJ3bouPPnz9eQIUPcHv8PCgpSXl6eysvL9dprr2nr1q2uWuLi4pSZmekW5iUpNzdXWVlZMpvNWrNmjcrLy/Xhhx/q008/1ZYtW2Sz2dzGp6Wl6a9//WvHfjkAAPRyd/m6AAAAcGd45pln9MMf/lA2m002m025ubkaNmyYxo4dq8zMTN19992SpLCwMIWEhLQ5T1VVlSwWi8LCwjp0XLPZrKSkJJ09e9a1bfXq1a7/jouL0/Lly5Wfn68VK1ZIkrKzs/WjH/1Iv/nNb2S1WnX8+HF98skn2rdvnySpurpa48ePd70BERcX1+K4UVFROnHiRIdqBACgt+POPwAA0Oeff673339f48aNc20LCAhQWlqaCgoKOjXXtWvXZLVaZTKZOvwawzDcxu/cuVP33XefIiIiNGjQIK1evVrV1dWu/Y888ogsFovrsf28vDxNmzbNFfIXL16s/Px8paSkaMWKFSopKWlxzMDAQDU3N3dqbQAA9FaEfwAAoNraWkmS3W53224Yhurr6zs1l81mU3Nzc4u52uJwOHTq1CnFx8dLkg4fPqx58+bp4YcfVkFBgU6cOKFVq1a5zde/f389/fTTys3Nld1u1/bt27VgwQLX/pkzZ6qqqkrLli3TF198oQceeEDLly93O+6lS5cUGhraqbUBANBbEf4BAICGDx8uk8mk4uJi1za73a4jR45o+PDhkm4FbulWWG9PSkqKJKm8vLxDx37rrbd0+fJl/eAHP5AklZSUKDY2VqtWrdLEiROVmJioqqqqFq/Lzs7WwYMHtXnzZt28eVNz5sxx2x8aGqr58+dr27Zt2rRpk9544w23/WVlZRo/fnyHagQAoLfjM/8AAEAhISGaP3++Vq5cKZvNptjYWL344otqbGzUwoULJUmxsbEymUwqKCjQww8/rMDAwBZ/yk+6FbpTU1NVXFzseiPgtubmZtXV1enmzZuqqanR3r17tXHjRi1evNj11wQSExNVXV2t/Px8ffvb39Zf/vKXVr+Vf+TIkZo0aZJWrlypBQsWKDAw0LVv7dq1mjBhgkaPHq2vv/5aBQUFGjlypFsdx44d04YNG3ri1wcAwB2PO/8AAECStHnzZj3xxBNavHixMjIydO7cOX388ceKjo6WJEVHR2vdunV6/vnnFR4erqVLl7Y5V3Z2tt55550W27du3arIyEgNGzZMc+bMUXl5uXbu3KnNmze7xnz/+9/XsmXLtHTpUqWkpKikpERr1qxp9TjPPvus7Ha72yP/0q2nFH7+858rOTlZ3/nOd2SxWJSfn+/av2/fPt1zzz2aOnVqp35HAAD0VibDMAxfFwEAAPzLtWvXNGLECO3cuVMZGRkeO8769ev13nvvqbS0tFOvmzRpkp577jk98cQTHqoMAIA7C3f+AQBAjwsMDNTbb7/d6S8L7KimpiaVlZXp97//vX784x936rX19fWaM2eOHn/8cY/UBgDAnYg7/wAAoNfJysrSjh079Mgjj2j79u2yWCy+LgkAgDsa4R8AAAAAAD/HY/8AAAAAAPg5wj8AAAAAAH6O8A8AAAAAgJ8j/AMAAAAA4OcI/wAAAAAA+DnCPwAAAAAAfo7wDwAAAACAnyP8AwAAAADg5/4Heg5ATsTGD4oAAAAASUVORK5CYII=", - "text/plain": [ - "<Figure size 1200x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Critical Threshold: 46428.57142857143\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x500 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Corrected Critical δt: 46428.50\n" - ] - }, - { - "data": { - "text/plain": [ - "46428.5" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# somehow delta_t values show only half of them so I gather them from the results\n", - "delta_t_values = np.array([float(delta_t) for delta_t in analysis_results5.keys()])\n", - "# if it is a json format, convert keys to int\n", - "analysis_results5 = {int(float(k)): v for k, v in analysis_results5.items()}\n", - "# phase transition analysis using precomputed results\n", - "phase_transitions = bipartite_percolation.phase_transition_analysis(analysis_results5, delta_t_values)\n", - "\n", - "bipartite_percolation.plot_phase_transition(delta_t_values, phase_transitions)\n", - "\n", - "bipartite_percolation.plot_largest_component_size(analysis_results5, delta_t_values)\n", - "\n", - "critical_treshold = bipartite_percolation.find_critical_threshold(analysis_results5, delta_t_values)\n", - "print(\"Critical Threshold:\", critical_treshold)\n", - "\n", - "plot_susceptibility(analysis_results5)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Optimized β: 0.7, Optimized ν: 1.0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Critical threshold\n", - "critical_delta_t = 46428.50\n", - "\n", - "# System sizes\n", - "sizes = [4000, 6000, 8000, 20000, 40000, 100000]\n", - "\n", - "# Convert keys of analysis_results3 to float\n", - "delta_t_values = np.array([float(k) for k in analysis_results5.keys()])\n", - "\n", - "# Optimize β and ν\n", - "beta_range = np.linspace(0.1, 0.7, 10) # Search in a wider β range\n", - "nu_range = np.linspace(1.0, 2.0, 200) # Search for a better ν\n", - "\n", - "best_beta, best_nu = bipartite_percolation.optimize_scaling_exponents(analysis_results5, delta_t_values, sizes, critical_delta_t, beta_range, nu_range)\n", - "print(f\"Optimized β: {best_beta}, Optimized ν: {best_nu}\")\n", - "\n", - "# Apply finite-size scaling with optimized exponents\n", - "scaled_results = bipartite_percolation.finite_size_scaling(analysis_results5, delta_t_values, sizes, critical_delta_t, beta=0.6, nu=1)\n", - "\n", - "# Plot the results\n", - "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=False)\n", - "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=True)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [], - "source": [ - "# fine_range = np.linspace(45500, 47500, 15) # Fine steps around critical region\n", - "# range_after = np.linspace(47500, 63000, 7, dtype=int) # Coarse steps after transition\n", - "\n", - "# delta_t_values = np.unique(np.concatenate((fine_range, range_after)))\n", - "\n", - "# analysis_results5, reachability5, survivability5, percolation_metrics5 = bipartite_percolation.percolation_analysis(delta_t_values)\n", - "\n", - "# with open(\"wikipedia_results/analysis_results5.json\", \"w\") as file:\n", - "# json.dump(analysis_results5, file, indent=4)\n", - "\n", - "with open(\"wikipedia_results/analysis_results7.json\", \"r\") as file:\n", - " analysis_results7 = json.load(file)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.017888667335560157, 0.01834588567001537, 0.02514700839503664, 0.02677902383885594, 0.0483889403965099, 0.051208453458983706, 0.06662052148291146, 0.06787152164801809, 0.07898446727713782, 0.08250250835058485, 0.08861780357392332, 0.09155797147465614, 0.098136835287095, 0.1016294753419612, 0.10658902421987122, 0.1101832683490608, 0.11304723319405108, 0.11796868054408982, 0.12221065064709095, 0.13524137317906448, 0.13926108436948323, 0.14599235429340718, 0.14929448670891704, 0.15557488855303098, 0.15950569617841676, 0.1670688494608634, 0.17021222551024295, 0.17268882482187536, 0.17459390121543875, 0.18023292734038635, 0.1844875979526779, 0.19116806583944015]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1200x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Critical Threshold: 46280.957350272234\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x500 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Corrected Critical δt: 46280.50\n" - ] - }, - { - "data": { - "text/plain": [ - "46280.5" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# somehow delta_t values show only half of them so I gather them from the results\n", - "delta_t_values = np.array([float(delta_t) for delta_t in analysis_results7.keys()])\n", - "# if it is a json format, convert keys to int\n", - "analysis_results7 = {int(float(k)): v for k, v in analysis_results7.items()}\n", - "# phase transition analysis using precomputed results\n", - "phase_transitions = bipartite_percolation.phase_transition_analysis(analysis_results7, delta_t_values)\n", - "\n", - "bipartite_percolation.plot_phase_transition(delta_t_values, phase_transitions)\n", - "\n", - "bipartite_percolation.plot_largest_component_size(analysis_results7, delta_t_values)\n", - "\n", - "critical_treshold = bipartite_percolation.find_critical_threshold(analysis_results7, delta_t_values)\n", - "print(\"Critical Threshold:\", critical_treshold)\n", - "\n", - "plot_susceptibility(analysis_results7)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Optimized β: 0.7, Optimized ν: 1.0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1000x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Critical threshold\n", - "critical_delta_t = 46280.5\n", - "\n", - "# System sizes\n", - "sizes = [4000, 6000, 8000, 20000, 40000, 100000]\n", + "analysis_results = {float(k): v for k, v in analysis_results.items()} \n", + "delta_t_values = np.array([float(k) for k in analysis_results.keys()])\n", + "critical_delta_t = bipartite_percolation.find_critical_threshold(analysis_results, delta_t_values)\n", "\n", - "delta_t_values = np.array([float(k) for k in analysis_results7.keys()])\n", + "sizes = [64, 128, 256, 512, 1024, 2048]\n", "\n", "# Optimize β and ν\n", - "beta_range = np.linspace(0.1, 0.7, 10) # Search in a wider β range\n", - "nu_range = np.linspace(1.0, 2.0, 200) # Search for a better ν\n", + "beta_range = np.linspace(0.1, 0.5, 10) \n", + "nu_range = np.linspace(1.0, 2.0, 200) \n", "\n", - "best_beta, best_nu = bipartite_percolation.optimize_scaling_exponents(analysis_results7, delta_t_values, sizes, critical_delta_t, beta_range, nu_range)\n", + "best_beta, best_nu = bipartite_percolation.optimize_scaling_exponents(analysis_results, delta_t_values, sizes, critical_delta_t, beta_range, nu_range)\n", "print(f\"Optimized β: {best_beta}, Optimized ν: {best_nu}\")\n", "\n", - "# Apply finite-size scaling with optimized exponents\n", - "scaled_results = bipartite_percolation.finite_size_scaling(analysis_results7, delta_t_values, sizes, critical_delta_t, beta=0.6, nu=1)\n", + "scaled_results = bipartite_percolation.finite_size_scaling(analysis_results, delta_t_values, sizes, critical_delta_t, beta=0.1)\n", "\n", - "# Plot the results\n", "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=False)\n", - "bipartite_percolation.plot_finite_size_scaling(scaled_results, use_log_scale=True)\n", "\n" ] } -- GitLab