{
"cells": [
{
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"id": "dd2ca348",
"metadata": {
"_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
"_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
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"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/kaggle/input/cube4d-periodic-table-base-cube-matrix/PeriodicTable_SmolCube.agn\n",
"/kaggle/input/cube4d-periodic-table-base-cube-matrix/PeriodicTable_BaseCube.agn\n"
]
}
],
"source": [
"# This Python 3 environment comes with many helpful analytics libraries installed\n",
"# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
"# For example, here's several helpful packages to load\n",
"\n",
"import numpy as np # linear algebra\n",
"import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
"\n",
"# Input data files are available in the read-only \"../input/\" directory\n",
"# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
"\n",
"import os\n",
"for dirname, _, filenames in os.walk('/kaggle/input'):\n",
" for filename in filenames:\n",
" print(os.path.join(dirname, filename))\n",
"\n",
"# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
"# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "043a320b",
"metadata": {
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"start_time": "2024-11-13T08:03:15.088225",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting kaleido\r\n",
" Downloading kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl.metadata (15 kB)\r\n",
"Downloading kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl (79.9 MB)\r\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.9/79.9 MB\u001b[0m \u001b[31m17.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
"\u001b[?25hInstalling collected packages: kaleido\r\n",
"Successfully installed kaleido-0.2.1\r\n",
"Requirement already satisfied: plotly in /opt/conda/lib/python3.10/site-packages (5.22.0)\r\n",
"Requirement already satisfied: kaleido in /opt/conda/lib/python3.10/site-packages (0.2.1)\r\n",
"Requirement already satisfied: tenacity>=6.2.0 in /opt/conda/lib/python3.10/site-packages (from plotly) (8.3.0)\r\n",
"Requirement already satisfied: packaging in /opt/conda/lib/python3.10/site-packages (from plotly) (21.3)\r\n",
"Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging->plotly) (3.1.2)\r\n"
]
}
],
"source": [
"!pip install -U kaleido\n",
"!pip install plotly kaleido"
]
},
{
"cell_type": "markdown",
"id": "2cd2d22d",
"metadata": {
"papermill": {
"duration": 0.01095,
"end_time": "2024-11-13T08:03:48.442392",
"exception": false,
"start_time": "2024-11-13T08:03:48.431442",
"status": "completed"
},
"tags": []
},
"source": [
"1. Explore State Changes Across Elements\n",
"\n",
"\t•\tObjective: Visualize and analyze the state changes for key properties (e.g., Atomic Mass, Electronegativity) across elements.\n",
"\t•\tApproach: Use a line or scatter plot to show how each element’s property changes in comparison to the base value. This can reveal trends and periodic behaviors across the table.\n",
"\n",
"2. Relational Analysis of Groups and Periods\n",
"\n",
"\t•\tObjective: Group elements by periods or groups and see how properties vary within these categories.\n",
"\t•\tApproach: Generate grouped bar charts or heatmaps for state changes of properties within a single group or period. This can help visualize trends, like increasing atomic radius or electronegativity within a period.\n",
"\n",
"3. Correlations and Pairwise Comparisons\n",
"\n",
"\t•\tObjective: Identify potential correlations between properties (e.g., between Ionization Energy and Atomic Radius).\n",
"\t•\tApproach: Use pair plots or correlation matrices to look for any relationships. For example, plotting Ionization Energy against Atomic Radius for all elements could help identify inverse or direct relationships.\n",
"\n",
"4. 3D Visualization of Core Properties\n",
"\n",
"\t•\tObjective: Create a 3D scatter plot of key properties (e.g., Atomic Mass, Electronegativity, Atomic Radius) to explore multi-dimensional relationships.\n",
"\t•\tApproach: Use Plotly or Matplotlib 3D scatter plots to visualize elements in 3D space, where each axis represents a different property. This can help reveal clusters or outliers in elemental properties.\n",
"\n",
"5. Hierarchical Clustering of Elements by State Changes\n",
"\n",
"\t•\tObjective: Cluster elements based on their state changes to find similarities and patterns.\n",
"\t•\tApproach: Using hierarchical clustering, create dendrograms that group elements with similar properties. This can reveal unexpected connections between elements.\n",
"\n",
"6. Interactive Exploration of Properties Using Widgets\n",
"\n",
"\t•\tObjective: Enable interactive queries by adding widgets that let you select properties or groups.\n",
"\t•\tApproach: Using ipywidgets, create dropdowns and sliders to dynamically filter or highlight elements based on selected properties.\n"
]
},
{
"cell_type": "markdown",
"id": "779a8d35",
"metadata": {
"papermill": {
"duration": 0.010938,
"end_time": "2024-11-13T08:03:48.464639",
"exception": false,
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"status": "completed"
},
"tags": []
},
"source": [
"## 0. Load Base Layer"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7c8d4442",
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"status": "completed"
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"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" AtomicMass \n",
" Electronegativity \n",
" AtomicRadius \n",
" IonizationEnergy \n",
" ElectronAffinity \n",
" MeltingPoint \n",
" BoilingPoint \n",
" Density \n",
" Symbol \n",
" Name \n",
" ElectronConfiguration \n",
" OxidationStates \n",
" GroupBlock \n",
" StandardState \n",
" \n",
" \n",
" \n",
" \n",
" H \n",
" 1.008000 \n",
" 2.20 \n",
" 120.0 \n",
" 13.598 \n",
" 0.754 \n",
" 13.81 \n",
" 20.28 \n",
" 0.000090 \n",
" Hydrogen \n",
" 1s1 \n",
" +1, -1 \n",
" Nonmetal \n",
" Gas \n",
" 1766 \n",
" \n",
" \n",
" He \n",
" 4.002600 \n",
" NaN \n",
" 140.0 \n",
" 24.587 \n",
" NaN \n",
" 0.95 \n",
" 4.22 \n",
" 0.000179 \n",
" Helium \n",
" 1s2 \n",
" 0 \n",
" Noble gas \n",
" Gas \n",
" 1868 \n",
" \n",
" \n",
" Li \n",
" 7.000000 \n",
" 0.98 \n",
" 182.0 \n",
" 5.392 \n",
" 0.618 \n",
" 453.65 \n",
" 1615.00 \n",
" 0.534000 \n",
" Lithium \n",
" [He]2s1 \n",
" +1 \n",
" Alkali metal \n",
" Solid \n",
" 1817 \n",
" \n",
" \n",
" Be \n",
" 9.012183 \n",
" 1.57 \n",
" 153.0 \n",
" 9.323 \n",
" NaN \n",
" 1560.00 \n",
" 2744.00 \n",
" 1.850000 \n",
" Beryllium \n",
" [He]2s2 \n",
" +2 \n",
" Alkaline earth metal \n",
" Solid \n",
" 1798 \n",
" \n",
" \n",
" B \n",
" 10.810000 \n",
" 2.04 \n",
" 192.0 \n",
" 8.298 \n",
" 0.277 \n",
" 2348.00 \n",
" 4273.00 \n",
" 2.370000 \n",
" Boron \n",
" [He]2s2 2p1 \n",
" +3 \n",
" Metalloid \n",
" Solid \n",
" 1808 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" AtomicMass Electronegativity AtomicRadius IonizationEnergy \\\n",
"H 1.008000 2.20 120.0 13.598 \n",
"He 4.002600 NaN 140.0 24.587 \n",
"Li 7.000000 0.98 182.0 5.392 \n",
"Be 9.012183 1.57 153.0 9.323 \n",
"B 10.810000 2.04 192.0 8.298 \n",
"\n",
" ElectronAffinity MeltingPoint BoilingPoint Density Symbol \\\n",
"H 0.754 13.81 20.28 0.000090 Hydrogen \n",
"He NaN 0.95 4.22 0.000179 Helium \n",
"Li 0.618 453.65 1615.00 0.534000 Lithium \n",
"Be NaN 1560.00 2744.00 1.850000 Beryllium \n",
"B 0.277 2348.00 4273.00 2.370000 Boron \n",
"\n",
" Name ElectronConfiguration OxidationStates GroupBlock \\\n",
"H 1s1 +1, -1 Nonmetal Gas \n",
"He 1s2 0 Noble gas Gas \n",
"Li [He]2s1 +1 Alkali metal Solid \n",
"Be [He]2s2 +2 Alkaline earth metal Solid \n",
"B [He]2s2 2p1 +3 Metalloid Solid \n",
"\n",
" StandardState \n",
"H 1766 \n",
"He 1868 \n",
"Li 1817 \n",
"Be 1798 \n",
"B 1808 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import json\n",
"import networkx as nx\n",
"import pandas as pd\n",
"\n",
"# Load the .agn file\n",
"file_path = \"/kaggle/input/cube4d-periodic-table-base-cube-matrix/PeriodicTable_BaseCube.agn\"\n",
"with open(file_path, \"r\") as file:\n",
" data = json.load(file)\n",
"\n",
"# Extract property names from the schema\n",
"numeric_properties = data[\"Schema\"][\"NumericProperties\"]\n",
"non_numeric_properties = data[\"Schema\"][\"NonNumericProperties\"]\n",
"all_properties = numeric_properties + non_numeric_properties\n",
"\n",
"# Initialize a NetworkX graph\n",
"G = nx.Graph()\n",
"\n",
"# Process each element and add it as a node in the graph\n",
"for element_symbol, properties in data[\"Elements\"].items():\n",
" # Dynamically map available properties, checking the length of the property list\n",
" processed_properties = {\n",
" prop_name: properties[i] for i, prop_name in enumerate(all_properties) if i < len(properties)\n",
" }\n",
" \n",
" # Add the processed element as a node with attributes\n",
" G.add_node(element_symbol, **processed_properties)\n",
"\n",
"# Convert the NetworkX graph to a Pandas DataFrame for easy handling\n",
"attributes_df = pd.DataFrame.from_dict(dict(G.nodes(data=True)), orient=\"index\") # Node attributes\n",
"\n",
"# Display node attributes dataframe\n",
"attributes_df.head()"
]
},
{
"cell_type": "markdown",
"id": "0acb47c5",
"metadata": {
"papermill": {
"duration": 0.011548,
"end_time": "2024-11-13T08:03:49.610727",
"exception": false,
"start_time": "2024-11-13T08:03:49.599179",
"status": "completed"
},
"tags": []
},
"source": [
"### Validate Schema and Data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0a71c265",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:49.636290Z",
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"source_hidden": true
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"papermill": {
"duration": 0.03076,
"end_time": "2024-11-13T08:03:49.653112",
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"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"(dict_keys(['Schema', 'Elements']),\n",
" {'NonNumericProperties': ['Symbol',\n",
" 'Name',\n",
" 'ElectronConfiguration',\n",
" 'OxidationStates',\n",
" 'GroupBlock',\n",
" 'StandardState',\n",
" 'YearDiscovered'],\n",
" 'NumericProperties': ['AtomicMass',\n",
" 'Electronegativity',\n",
" 'AtomicRadius',\n",
" 'IonizationEnergy',\n",
" 'ElectronAffinity',\n",
" 'MeltingPoint',\n",
" 'BoilingPoint',\n",
" 'Density'],\n",
" 'BaseStateValues': {'AtomicMass': 1,\n",
" 'Electronegativity': 1,\n",
" 'AtomicRadius': 1,\n",
" 'IonizationEnergy': 1,\n",
" 'ElectronAffinity': 1,\n",
" 'MeltingPoint': 1,\n",
" 'BoilingPoint': 1,\n",
" 'Density': 1}})"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load the updated PeriodicTable_BaseCube.agn file and inspect it for available attributes\n",
"import json\n",
"\n",
"with open(file_path, \"r\") as file:\n",
" base_cube_data = json.load(file)\n",
"\n",
"# Display top-level keys and the schema to understand its structure\n",
"base_cube_data.keys(), base_cube_data[\"Schema\"]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "094cb8d2",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:49.684142Z",
"iopub.status.busy": "2024-11-13T08:03:49.683187Z",
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"shell.execute_reply": "2024-11-13T08:03:49.692379Z"
},
"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 0.029132,
"end_time": "2024-11-13T08:03:49.696540",
"exception": false,
"start_time": "2024-11-13T08:03:49.667408",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[1.008,\n",
" 2.2,\n",
" 120.0,\n",
" 13.598,\n",
" 0.754,\n",
" 13.81,\n",
" 20.28,\n",
" 8.988e-05,\n",
" 'Hydrogen',\n",
" '1s1',\n",
" '+1, -1',\n",
" 'Nonmetal',\n",
" 'Gas',\n",
" '1766']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Extract elements from the base cube data and check for the 'Period' attribute\n",
"elements_data = base_cube_data[\"Elements\"]\n",
"\n",
"# Check if 'Period' is available in any element data\n",
"sample_element_data = next(iter(elements_data.values())) # Get data from the first element\n",
"\n",
"# Display the sample element data to check for 'Period' or other relevant attributes\n",
"sample_element_data"
]
},
{
"cell_type": "markdown",
"id": "93c0233a",
"metadata": {
"papermill": {
"duration": 0.011891,
"end_time": "2024-11-13T08:03:49.720472",
"exception": false,
"start_time": "2024-11-13T08:03:49.708581",
"status": "completed"
},
"tags": []
},
"source": [
"## Extend Base Cube"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "552c431c",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:49.747217Z",
"iopub.status.busy": "2024-11-13T08:03:49.746777Z",
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"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 0.056347,
"end_time": "2024-11-13T08:03:49.789286",
"exception": false,
"start_time": "2024-11-13T08:03:49.732939",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"'PeriodicTable_SmolCube.agn'"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import json\n",
"\n",
"period_group_data = {\n",
" \"H\": {\"Period\": 1, \"Group\": 1},\n",
" \"He\": {\"Period\": 1, \"Group\": 18},\n",
" \"Li\": {\"Period\": 2, \"Group\": 1},\n",
" \"Be\": {\"Period\": 2, \"Group\": 2},\n",
" \"B\": {\"Period\": 2, \"Group\": 13},\n",
" \"C\": {\"Period\": 2, \"Group\": 14},\n",
" \"N\": {\"Period\": 2, \"Group\": 15},\n",
" \"O\": {\"Period\": 2, \"Group\": 16},\n",
" \"F\": {\"Period\": 2, \"Group\": 17},\n",
" \"Ne\": {\"Period\": 2, \"Group\": 18},\n",
" \"Na\": {\"Period\": 3, \"Group\": 1},\n",
" \"Mg\": {\"Period\": 3, \"Group\": 2},\n",
" \"Al\": {\"Period\": 3, \"Group\": 13},\n",
" \"Si\": {\"Period\": 3, \"Group\": 14},\n",
" \"P\": {\"Period\": 3, \"Group\": 15},\n",
" \"S\": {\"Period\": 3, \"Group\": 16},\n",
" \"Cl\": {\"Period\": 3, \"Group\": 17},\n",
" \"Ar\": {\"Period\": 3, \"Group\": 18},\n",
" \"K\": {\"Period\": 4, \"Group\": 1},\n",
" \"Ca\": {\"Period\": 4, \"Group\": 2},\n",
" \"Sc\": {\"Period\": 4, \"Group\": 3},\n",
" \"Ti\": {\"Period\": 4, \"Group\": 4},\n",
" \"V\": {\"Period\": 4, \"Group\": 5},\n",
" \"Cr\": {\"Period\": 4, \"Group\": 6},\n",
" \"Mn\": {\"Period\": 4, \"Group\": 7},\n",
" \"Fe\": {\"Period\": 4, \"Group\": 8},\n",
" \"Co\": {\"Period\": 4, \"Group\": 9},\n",
" \"Ni\": {\"Period\": 4, \"Group\": 10},\n",
" \"Cu\": {\"Period\": 4, \"Group\": 11},\n",
" \"Zn\": {\"Period\": 4, \"Group\": 12},\n",
" \"Ga\": {\"Period\": 4, \"Group\": 13},\n",
" \"Ge\": {\"Period\": 4, \"Group\": 14},\n",
" \"As\": {\"Period\": 4, \"Group\": 15},\n",
" \"Se\": {\"Period\": 4, \"Group\": 16},\n",
" \"Br\": {\"Period\": 4, \"Group\": 17},\n",
" \"Kr\": {\"Period\": 4, \"Group\": 18},\n",
" \"Rb\": {\"Period\": 5, \"Group\": 1},\n",
" \"Sr\": {\"Period\": 5, \"Group\": 2},\n",
" \"Y\": {\"Period\": 5, \"Group\": 3},\n",
" \"Zr\": {\"Period\": 5, \"Group\": 4},\n",
" \"Nb\": {\"Period\": 5, \"Group\": 5},\n",
" \"Mo\": {\"Period\": 5, \"Group\": 6},\n",
" \"Tc\": {\"Period\": 5, \"Group\": 7},\n",
" \"Ru\": {\"Period\": 5, \"Group\": 8},\n",
" \"Rh\": {\"Period\": 5, \"Group\": 9},\n",
" \"Pd\": {\"Period\": 5, \"Group\": 10},\n",
" \"Ag\": {\"Period\": 5, \"Group\": 11},\n",
" \"Cd\": {\"Period\": 5, \"Group\": 12},\n",
" \"In\": {\"Period\": 5, \"Group\": 13},\n",
" \"Sn\": {\"Period\": 5, \"Group\": 14},\n",
" \"Sb\": {\"Period\": 5, \"Group\": 15},\n",
" \"Te\": {\"Period\": 5, \"Group\": 16},\n",
" \"I\": {\"Period\": 5, \"Group\": 17},\n",
" \"Xe\": {\"Period\": 5, \"Group\": 18},\n",
" # Continue to define the rest of the elements as needed...\n",
"}\n",
"\n",
"# Extract headers for compact relational inference\n",
"numeric_properties = base_cube_data[\"Schema\"][\"NumericProperties\"]\n",
"non_numeric_properties = base_cube_data[\"Schema\"][\"NonNumericProperties\"]\n",
"all_properties = numeric_properties + non_numeric_properties + [\"Period\", \"Group\"]\n",
"\n",
"# Define schema with headers for compact relational inference\n",
"compact_cube_data = {\n",
" \"Schema\": {\n",
" \"Headers\": all_properties\n",
" },\n",
" \"Elements\": {}\n",
"}\n",
"\n",
"# Create the compact, flattened structure for each element\n",
"for symbol, properties in elements_data.items():\n",
" # Map each property value according to schema order and flatten as a single comma-separated string\n",
" flat_properties = []\n",
" \n",
" # Add numeric and non-numeric properties based on their positions in the schema\n",
" for i, prop_name in enumerate(numeric_properties + non_numeric_properties):\n",
" flat_properties.append(str(properties[i]) if i < len(properties) else \"\")\n",
" \n",
" # Add Period and Group from the period_group_data\n",
" period_info = period_group_data.get(symbol, {\"Period\": None, \"Group\": None})\n",
" flat_properties.append(str(period_info[\"Period\"]) if period_info[\"Period\"] is not None else \"\")\n",
" flat_properties.append(str(period_info[\"Group\"]) if period_info[\"Group\"] is not None else \"\")\n",
" \n",
" # Join all properties as a single string and store in the Elements dictionary\n",
" compact_cube_data[\"Elements\"][symbol] = \",\".join(flat_properties)\n",
"\n",
"# Save the compact cube structure to a new .agn file\n",
"compact_cube_file_path = \"PeriodicTable_SmolCube.agn\"\n",
"with open(compact_cube_file_path, \"w\") as file:\n",
" json.dump(compact_cube_data, file, indent=4)\n",
"\n",
"compact_cube_file_path"
]
},
{
"cell_type": "markdown",
"id": "bab980d3",
"metadata": {
"papermill": {
"duration": 0.011725,
"end_time": "2024-11-13T08:03:49.813296",
"exception": false,
"start_time": "2024-11-13T08:03:49.801571",
"status": "completed"
},
"tags": []
},
"source": [
"## 1. Explore State Changes Across Elements"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0046a79a",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:49.839431Z",
"iopub.status.busy": "2024-11-13T08:03:49.839007Z",
"iopub.status.idle": "2024-11-13T08:03:51.130898Z",
"shell.execute_reply": "2024-11-13T08:03:51.129583Z"
},
"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 1.309249,
"end_time": "2024-11-13T08:03:51.134779",
"exception": false,
"start_time": "2024-11-13T08:03:49.825530",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Extract relevant data for visualization: symbols and atomic numbers\n",
"symbols = list(G.nodes)\n",
"atomic_numbers = list(range(1, len(symbols) + 1)) # Assuming sequential atomic numbers\n",
"\n",
"# Define properties to visualize and retrieve their state change values\n",
"properties = [\"AtomicMass\", \"Electronegativity\", \"AtomicRadius\", \"IonizationEnergy\", \"Density\"]\n",
"state_changes = {prop: [G.nodes[element].get(prop, None) for element in symbols] for prop in properties}\n",
"\n",
"# Plot state changes for each property across elements\n",
"plt.figure(figsize=(14, 8))\n",
"\n",
"for prop in properties:\n",
" plt.plot(atomic_numbers, state_changes[prop], label=prop, marker='o', linestyle='-')\n",
"\n",
"# Customize plot for readability\n",
"plt.xlabel(\"Atomic Number\")\n",
"plt.ylabel(\"State Change (relative to base)\")\n",
"plt.title(\"State Changes Across Elements for Key Properties\")\n",
"plt.legend()\n",
"plt.xticks(atomic_numbers, symbols, rotation=90)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ee8658b1",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:51.167984Z",
"iopub.status.busy": "2024-11-13T08:03:51.167443Z",
"iopub.status.idle": "2024-11-13T08:03:51.204351Z",
"shell.execute_reply": "2024-11-13T08:03:51.203253Z"
},
"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 0.056199,
"end_time": "2024-11-13T08:03:51.206827",
"exception": false,
"start_time": "2024-11-13T08:03:51.150628",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" AtomicMass \n",
" Electronegativity \n",
" AtomicRadius \n",
" IonizationEnergy \n",
" ElectronAffinity \n",
" MeltingPoint \n",
" BoilingPoint \n",
" Density \n",
" Symbol \n",
" Name \n",
" ElectronConfiguration \n",
" OxidationStates \n",
" GroupBlock \n",
" StandardState \n",
" YearDiscovered \n",
" Period \n",
" Group \n",
" \n",
" \n",
" \n",
" \n",
" H \n",
" 1.008000 \n",
" 2.20 \n",
" 120.0 \n",
" 13.598 \n",
" 0.754 \n",
" 13.81 \n",
" 20.28 \n",
" 0.000090 \n",
" Hydrogen \n",
" 1s1 \n",
" +1 \n",
" -1 \n",
" Nonmetal \n",
" Gas \n",
" 1766 \n",
" \n",
" 1 \n",
" \n",
" \n",
" He \n",
" 4.002600 \n",
" NaN \n",
" 140.0 \n",
" 24.587 \n",
" NaN \n",
" 0.95 \n",
" 4.22 \n",
" 0.000179 \n",
" Helium \n",
" 1s2 \n",
" 0 \n",
" Noble gas \n",
" Gas \n",
" 1868 \n",
" \n",
" 1 \n",
" 18 \n",
" \n",
" \n",
" Li \n",
" 7.000000 \n",
" 0.98 \n",
" 182.0 \n",
" 5.392 \n",
" 0.618 \n",
" 453.65 \n",
" 1615.00 \n",
" 0.534000 \n",
" Lithium \n",
" [He]2s1 \n",
" +1 \n",
" Alkali metal \n",
" Solid \n",
" 1817 \n",
" \n",
" 2 \n",
" 1 \n",
" \n",
" \n",
" Be \n",
" 9.012183 \n",
" 1.57 \n",
" 153.0 \n",
" 9.323 \n",
" NaN \n",
" 1560.00 \n",
" 2744.00 \n",
" 1.850000 \n",
" Beryllium \n",
" [He]2s2 \n",
" +2 \n",
" Alkaline earth metal \n",
" Solid \n",
" 1798 \n",
" \n",
" 2 \n",
" 2 \n",
" \n",
" \n",
" B \n",
" 10.810000 \n",
" 2.04 \n",
" 192.0 \n",
" 8.298 \n",
" 0.277 \n",
" 2348.00 \n",
" 4273.00 \n",
" 2.370000 \n",
" Boron \n",
" [He]2s2 2p1 \n",
" +3 \n",
" Metalloid \n",
" Solid \n",
" 1808 \n",
" \n",
" 2 \n",
" 13 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" AtomicMass Electronegativity AtomicRadius IonizationEnergy \\\n",
"H 1.008000 2.20 120.0 13.598 \n",
"He 4.002600 NaN 140.0 24.587 \n",
"Li 7.000000 0.98 182.0 5.392 \n",
"Be 9.012183 1.57 153.0 9.323 \n",
"B 10.810000 2.04 192.0 8.298 \n",
"\n",
" ElectronAffinity MeltingPoint BoilingPoint Density Symbol \\\n",
"H 0.754 13.81 20.28 0.000090 Hydrogen \n",
"He NaN 0.95 4.22 0.000179 Helium \n",
"Li 0.618 453.65 1615.00 0.534000 Lithium \n",
"Be NaN 1560.00 2744.00 1.850000 Beryllium \n",
"B 0.277 2348.00 4273.00 2.370000 Boron \n",
"\n",
" Name ElectronConfiguration OxidationStates GroupBlock \\\n",
"H 1s1 +1 -1 Nonmetal \n",
"He 1s2 0 Noble gas Gas \n",
"Li [He]2s1 +1 Alkali metal Solid \n",
"Be [He]2s2 +2 Alkaline earth metal Solid \n",
"B [He]2s2 2p1 +3 Metalloid Solid \n",
"\n",
" StandardState YearDiscovered Period Group \n",
"H Gas 1766 1 \n",
"He 1868 1 18 \n",
"Li 1817 2 1 \n",
"Be 1798 2 2 \n",
"B 1808 2 13 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load the compact cube file\n",
"with open(compact_cube_file_path, \"r\") as file:\n",
" compact_cube_data = json.load(file)\n",
"\n",
"# Extract schema headers and element data\n",
"schema_headers = compact_cube_data[\"Schema\"][\"Headers\"]\n",
"element_data = compact_cube_data[\"Elements\"]\n",
"\n",
"# Convert compact data into a DataFrame for easier analysis\n",
"import pandas as pd\n",
"\n",
"# Parse each element's comma-separated values according to the schema\n",
"parsed_data = {\n",
" symbol: dict(zip(schema_headers, values.split(\",\"))) for symbol, values in element_data.items()\n",
"}\n",
"\n",
"# Convert parsed data to a DataFrame\n",
"element_df = pd.DataFrame.from_dict(parsed_data, orient=\"index\")\n",
"\n",
"# Convert numeric columns to floats for analysis (where applicable)\n",
"numeric_columns = [\"AtomicMass\", \"Electronegativity\", \"AtomicRadius\", \"IonizationEnergy\", \n",
" \"ElectronAffinity\", \"MeltingPoint\", \"BoilingPoint\", \"Density\"]\n",
"for col in numeric_columns:\n",
" element_df[col] = pd.to_numeric(element_df[col], errors=\"coerce\")\n",
"\n",
"# Display the DataFrame to inspect and verify structure\n",
"element_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "df1f025c",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:51.238849Z",
"iopub.status.busy": "2024-11-13T08:03:51.238383Z",
"iopub.status.idle": "2024-11-13T08:03:51.251437Z",
"shell.execute_reply": "2024-11-13T08:03:51.250079Z"
},
"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 0.032393,
"end_time": "2024-11-13T08:03:51.254226",
"exception": false,
"start_time": "2024-11-13T08:03:51.221833",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"array(['', '1', '2', 'Ancient', ' -1', '3', '1854', '1669', 'Gas', '4',\n",
" '1791', 'Solid', '1797', '1817', '1826', '5', '1937', '1782',\n",
" '1925', 'Halogen', '1967', 'Transition metal', ' 2', ' 1',\n",
" 'Expected to be a Solid', '1996', 'Post-transition metal', '2000'],\n",
" dtype=object)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Inspect unique values in the \"Period\" column to identify inconsistencies\n",
"element_df[\"Period\"].unique()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3ee54a72",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:51.286635Z",
"iopub.status.busy": "2024-11-13T08:03:51.286160Z",
"iopub.status.idle": "2024-11-13T08:03:53.494707Z",
"shell.execute_reply": "2024-11-13T08:03:53.493408Z"
},
"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 2.227917,
"end_time": "2024-11-13T08:03:53.497592",
"exception": false,
"start_time": "2024-11-13T08:03:51.269675",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Clean the Period column by keeping only numeric periods (1 through 7) and converting them to integers\n",
"element_df[\"Period\"] = pd.to_numeric(element_df[\"Period\"], errors=\"coerce\")\n",
"element_df = element_df[element_df[\"Period\"].between(1, 7, inclusive=\"both\")]\n",
"\n",
"# Recalculate the mean Atomic Radius by Period after cleaning\n",
"periodic_trends = element_df.groupby(\"Period\")[\"AtomicRadius\"].mean().dropna()\n",
"\n",
"\n",
"# Re-import seaborn in case of import issues and re-plot the cleaned mean Atomic Radius by Period\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Plot the cleaned mean Atomic Radius by Period\n",
"plt.figure(figsize=(10, 6))\n",
"sns.barplot(x=periodic_trends.index, y=periodic_trends.values, palette=\"viridis\")\n",
"plt.xlabel(\"Period\")\n",
"plt.ylabel(\"Mean Atomic Radius\")\n",
"plt.title(\"Mean Atomic Radius by Period in the Periodic Table (Cleaned)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "79da18dc",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:53.532382Z",
"iopub.status.busy": "2024-11-13T08:03:53.531645Z",
"iopub.status.idle": "2024-11-13T08:03:54.747417Z",
"shell.execute_reply": "2024-11-13T08:03:54.746179Z"
},
"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 1.236351,
"end_time": "2024-11-13T08:03:54.750084",
"exception": false,
"start_time": "2024-11-13T08:03:53.513733",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Group Analysis: Calculate mean values for key properties by Group and visualize them\n",
"# Select key properties for analysis\n",
"key_properties = [\"AtomicRadius\", \"Electronegativity\", \"IonizationEnergy\"]\n",
"\n",
"# Initialize a dictionary to hold the mean values by group for each property\n",
"group_analysis_results = {prop: element_df.groupby(\"Group\")[prop].mean().dropna() for prop in key_properties}\n",
"\n",
"# Plot each property by group as a bar chart\n",
"fig, axes = plt.subplots(1, len(key_properties), figsize=(18, 6), sharey=False)\n",
"\n",
"for i, prop in enumerate(key_properties):\n",
" sns.barplot(x=group_analysis_results[prop].index.astype(int), y=group_analysis_results[prop].values, ax=axes[i], palette=\"viridis\")\n",
" axes[i].set_title(f\"Mean {prop} by Group\")\n",
" axes[i].set_xlabel(\"Group\")\n",
" axes[i].set_ylabel(f\"Mean {prop}\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "de04b18f",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:54.789131Z",
"iopub.status.busy": "2024-11-13T08:03:54.788647Z",
"iopub.status.idle": "2024-11-13T08:03:55.405508Z",
"shell.execute_reply": "2024-11-13T08:03:55.404167Z"
},
"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 0.639979,
"end_time": "2024-11-13T08:03:55.408303",
"exception": false,
"start_time": "2024-11-13T08:03:54.768324",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Comparison of Trends by Group and Period using a heatmap for Atomic Radius as an example\n",
"# We will pivot the data to create a matrix of Atomic Radius values by Group and Period\n",
"\n",
"# First, ensure \"Period\" and \"Group\" are numeric for correct plotting\n",
"element_df[\"Period\"] = pd.to_numeric(element_df[\"Period\"], errors=\"coerce\")\n",
"element_df[\"Group\"] = pd.to_numeric(element_df[\"Group\"], errors=\"coerce\")\n",
"\n",
"# Pivot the data to show the mean Atomic Radius by Period and Group\n",
"atomic_radius_matrix = element_df.pivot_table(values=\"AtomicRadius\", index=\"Period\", columns=\"Group\", aggfunc=\"mean\")\n",
"\n",
"# Plot the heatmap\n",
"plt.figure(figsize=(12, 8))\n",
"sns.heatmap(atomic_radius_matrix, annot=True, cmap=\"YlGnBu\", cbar_kws={'label': 'Mean Atomic Radius'})\n",
"plt.xlabel(\"Group\")\n",
"plt.ylabel(\"Period\")\n",
"plt.title(\"Mean Atomic Radius by Period and Group\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "0b530871",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:55.446515Z",
"iopub.status.busy": "2024-11-13T08:03:55.446081Z",
"iopub.status.idle": "2024-11-13T08:03:56.081819Z",
"shell.execute_reply": "2024-11-13T08:03:56.080350Z"
},
"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 0.658271,
"end_time": "2024-11-13T08:03:56.084659",
"exception": false,
"start_time": "2024-11-13T08:03:55.426388",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Correlation Analysis: Calculate and visualize the correlations between numeric properties\n",
"# Filter the DataFrame to include only numeric properties for correlation\n",
"numeric_df = element_df[numeric_columns].dropna()\n",
"\n",
"# Calculate the correlation matrix\n",
"correlation_matrix = numeric_df.corr()\n",
"\n",
"# Plot the correlation matrix as a heatmap\n",
"plt.figure(figsize=(10, 8))\n",
"sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0, cbar_kws={'label': 'Correlation Coefficient'})\n",
"plt.title(\"Correlation Matrix of Numeric Properties in the Periodic Table\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "3bda8668",
"metadata": {
"execution": {
"iopub.execute_input": "2024-11-13T08:03:56.130022Z",
"iopub.status.busy": "2024-11-13T08:03:56.129536Z",
"iopub.status.idle": "2024-11-13T08:04:08.604689Z",
"shell.execute_reply": "2024-11-13T08:04:08.603315Z"
},
"jupyter": {
"source_hidden": true
},
"papermill": {
"duration": 12.500212,
"end_time": "2024-11-13T08:04:08.607153",
"exception": false,
"start_time": "2024-11-13T08:03:56.106941",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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PvLrm0AFp17xSwRsQGERte42jj5++CG+rfHMdi2j20ly5fk+IyuCQYOLNSuzlknaHWxO8i9fuoklz1wuvd4pkocKZvZg1mvelQT1bUJO6FYXgZc/1hb3zDbjzF3nFsoXFK2ZTpXDVDvRr5VI0rLfhq3p+tS/CBn7Moy2Cl0VbjizpTdqTQkaMPbzcj+oVihs8zHAD7Fl+9eY9bZg/TC94e3f8ndo0rq5vv9Lvf4uYWn6Akkq3gbr71s8bJl5tN+44XB8qI+9Y8ZqdhBeUN6BJQnHt3KGUL2dofDl7LG/ffypi07kYC0z2zvG65934zLKEZ26L2Uq4DXOC15ptU1DNCV4Wtuzllcpfw2YLEc7jUMrElD1TWRqkeoXzZxdzKGXe6Nh3Mj14/FxkWpGXZRv20vhZa+jsrrm60JvWAyl5koS0eEroRjjjz7+Stcobxzh84vjWGeJNjVTYgztr6VaTgpffzvAbgfGDO1LNiiXC9RVgLqRByd8A5rnzwCnx2ZUeOrkT/Cbs+OmrdHL7rDCCVynXcA0GN4EACICAHQlEWcErHyN/KbO3sV2TmuL1rRLBy19c7nFiEX9xWyrsPWFvspRyrEW3UcSp0SQvGt9r/IXHXlN+bb9t7wm6cO2OiEssVSSveNXMXk2lgpczUvArTn5Vyd7c+PHjEnuKW3QbbbPgHT5pKfFr3HXzhgmPqFT4oaFum4GUJUM64V1Nny4lubq6iBCMG3ceKxa8HEvK8aHn98w3CCPg17Pl6/cQcaIcZ8iCd9eh03Ry2ywD7ELwlvEUHlLjIsXnsnhkESkv/DqXX6te2rdA/NoWwatk445c8HKIAsdEs2fcxcXFoB8c2pA0cUIR/iKFNLAXjtPWSYUFb8nCeWjE/9rqf8eC9+VrnVA+df46tes9QXiWnZx1XmypcAgPC23OLmJusxcLXg4jkbyRxgKT2+KHPPawsy1+48BvD3jeOcbcVDEneI1TiRnbNtWWOcFrqS2lTEzZkzy8/IAnFWbLD2S84VReOA0hpyNkb6+88AMmrz8W35zVgf9ucPrDqf901VeTf/6luHlra5Vj9Tlm3/jzwmE6E+asNSl4z1y6KR5aZ43uKeKcw1NMCV6lfwOY57HTuhAveeGQG3YEXN6/MIzgVco1PGPBPSAAAiBgTwJRSvCyeOKNVewxlb9+5wFXavQX5c2ZWXwRWRO8kqeEN2V1bl3XIi8OK/i5YU/ivKy8eYU3rRjnJLWUh5NfQ7IHkkVzQEAA7V0zUYQKcDvGm9b4lSq/ApQ2rbFAYK/nuIGhHkEWLCzqbPHwrvU6RKOmraD543uLUAt5kTy3u1eNNxDCHJ7Ar3KVenildsx5eKXNQeERvNxfZlGrkmkPLwsB6UvYkYKXvYFFq/8pQg74wcq4cJwtP9CEV/BKG6n4FX85EynzeNNi6hRJIyR4pT7zQxlvdpuzbCvxJrxtS0ebTDumtuBVysSS4DWVpcG4PocX3H3oQ/PG/23y7wHHw3MIizXBy/WUrFUpraGxh5fjtzlm2VRIw72HPsTpEqXNsuH5Q29K8Cr9G8CClx+aOVOLvHCoDG/M5Lcsxm+clHINz1hwDwiAAAjYk0CUErwPnrygX1v2FzuC5bvv/3vzgSo26kXNG1QRG10sCV4WsCzmOD/lzpVj9dkDLEHjeN+7D5+J14iL1uyiI5umGXgx5YKXd5YfPX2FyhTNZ5DXctPOY2Jj1rEt08nF2ZlK1+kq4vDkHkB+/cc71Vnw8maWQpXbUZN6lfSbd7iPnESeQwKUCl4WyBx32rvT72KzlHGRNgSd2TlHhIVweeLzn+CcIlkiOrB+svid9KUovdrl38ljeKV4Z+MYXmnjHccCc/xyeAUve7bevP+kzyzB9qXNNtkzpxcxzVwcLXg5Tvbt+4+0edEIA5TMjDfgcVxneAUvb2QqXacb1a9RNkw85v3Hz4VnkV8l2+LhbfTrL8SbHrkcOXlZbJyUH/LA/eaHr0lDO1O1X0Jjr6XB2VvwyvujZBxKmURU8LK3lTdl8nqX527mvy2xY7vpM0YoEbxK1ipv2Os+eLo+laLUf84cwSLflODluOZfGui8u/LDXrjv/NCydGo/q3/7TQlepX8DpBARfhvBMd9S4Th63pjKYR7GglcpV6sdRwUQAAEQcDCBKCV4eawsPg8cO09/tqxNRfLnIN6IxZkLnj7/j7yWjBIxidIfXfnBE5wWil/R8+tc3ng2c1RPqycLSWylV4n8RVi5XBERjyovcsHLr7V5d3zu7BmoY8s6YjPHf2/eCw/v1+++oo9cqjbpI75Y5477i+LEiU1ee7xp5pItxCmtJA8vizefF69p5uieIgaYU5RxbO3GnUepcZ0KItSB2+RNcqZOWuPd5L+1HyqE5uBehn3mPqRJlVxsYuIHAPZgs/hmL9K4WauFKNp37DxtXTyS0qVJIQ4f4C889kpze1kzpQuTloxDLXxevhZ9yZrpJ/r31gPisAyuL3nOwit4pdRzPG4+/S4wMFA8fHDoyLJpnE9Xl23BFsFr6eAJ9qZynKe5LA0NapSnxnUriM1+vPmRX0P//WcjsXM/vIKX+8/iY85yL/qrw28i/RWnPduw/YiI5eYwGs7MoEQoclu8LtKkSkaDe7UUb0T6j14gUtBxaE2WjGlF9o2Vm/bRzgOnxSt7rmtc7Cl4jfvDGx1NnbRmHB6hhElEBa+UTYDDfXq2/00IuFv3n4pc3LmyedD0Ed2FCSWCV8laZfacHYUfMnl+OL0Xb/DkOGvegGbupDVmwW+COAyFw2M4hIXf3vDDLIcNWSumBK+04dTa34B/Ji+jfUfPET9gSmny+IGW30rxWyjOKmIuS4M1rtb6jesgAAIg4GgCUU7wciwjx9Vu3HGUXv73jpIkTiDyn/IrZimbgfRHVw6HY/dYfJYpnp/aNalhdbOOMVj2YnDsLXv2jDc6GYc0cH7NyfM3iJjAr199KVnShFS8UG7q3q6B+CLlwqc9sRjkTXecMoq9ayxCOE+tFNfH4mToxCX0L+fpjBdX7M7u9kd9GjdzNW3YcZRqVCgu2jQneK9cvy+SzJsr0mEK7IXhTXafPn8Vnpu+XZuK+Ob2fSYSH9TBm4qSJ0tMf/aZSDfvPqECebKIgx2M8/ByXc4hKuXhZUFfpXxRkWKLBSSX8Apevpc9lHOXe9HtB89Emi7ua5c2dcXmK6nYIngtfXg4m8Ke1eNNnrTGYTW8sYhTQnE8L4c6/F77F30+14gIXu4TP5St2XJQlz3DPQ7lzOIhHvCkE+2UCl7OE8uZNTiGfPKwLiIFG8/PkVOXRX7oePHiity8nVrVNnsAhz0Fr3F/WPQpEbxKmERU8PL9/NDMG8l4fjnlIYePVCpXmLq0rqd/o6NE8Cpdq7x++PPA/+W5qFmxJOXMml6X73bbLPGGyPhoYc5osnjtbvEQxHPDfeS/C+2a1RSx39aKuU1rSv4GLFy9i27cfUT9ujQVD3i8yY///vKbtT+a1BCmTR2Eo4SrtX7jOgiAAAg4mkCUE7yOHjDaBwEQAAEQAAEQAAEQ0BYBCF5tzTdGCwIgAAIgAAIgAAKaIwDBq7kpx4BBAARAAARAAARAQFsEIHi1Nd8YLQiAAAiAAAiAAAhojgAEr+amHAMGARAAARAAARAAAW0RgODV1nxjtCAAAiAAAiAAAiCgOQIQvJqbcgwYBEAABEAABEAABLRFAIJXW/ON0YIACIAACIAACICA5ghA8GpuyjFgEAABEAABEAABENAWAQhebc03RgsCIAACIAACIAACmiMAwau5KceAQQAEQAAEQAAEQEBbBCB4tTXfGC0IgAAIgAAIgAAIaI4ABK/mphwDBgEQAAEQAAEQAAFtEYDg1dZ8Y7QgAAIgAAIgAAIgoDkCELyam3IMGARAAARAAARAAAS0RQCCV1vzjdGCAAiAAAiAAAiAgOYIQPBqbsoxYBAAARAAARAAARDQFgEIXm3NN0YLAiAAAiAAAiAAApojAMGruSnHgEEABEAABEAABEBAWwQgeLU13xgtCIAACIAACIAACGiOAASv5qYcAwYBEAABEAABEAABbRGA4NXWfGO0IAACIAACIAACIKA5AhC8mptyDBgEQAAEQAAEQAAEtEUAgldb843RggAIgAAIgAAIgIDmCEDwam7KMWAQAAEQAAEQAAEQ0BYBCF5tzTdGCwIgAAIgAAIgAAKaIwDBq7kpx4BBAARAAARAAARAQFsEIHi1Nd8YLQiAAAiAAAiAAAhojgAEr+amHAMGARAAARAAARAAAW0RgODV1nxjtCAAAiAAAiAAAiCgOQIQvJqbcgwYBEAABEAABEAABLRFAIJXW/ON0YIACIAACIAACICA5ghA8GpuyjFgEAABEAABEAABENAWAQhebc03RgsCIAACIAACIAACmiMAwau5KceAQQAEQAAEQAAEQEBbBCB4tTXfGC0IgAAIgAAIgAAIaI4ABK/mphwDBgEQAAEQAAEQAAFtEYDg1dZ8Y7QgAAIgAAIgAAIgoDkCELyam3IMGARAAARAAARAAAS0RQCCV1vzjdGCAAiAAAiAAAiAgOYIQPBqbsoxYBAAARAAARAAARDQFgEIXm3NN0YLAiAAAiAAAiAAApojAMGruSnHgEEABEAABEAABEBAWwQgeLU13xgtCIAACIAACIAACGiOAASv5qYcAwYBEAABEAABEAABbRGA4NXWfGO0IAACIAACIAACIKA5AhC8mptyDBgEQAAEQAAEQAAEtEUAgldb843RggAIgAAIgAAIgIDmCEDwam7KMWAQAAEQAAEQAAEQ0BYBCF5tzTdGCwIgAAIgAAIgAAKaIwDBq7kpx4BBAARAAARAAARAQFsEIHi1Nd8YLQiAAAiAAAiAAAhojgAEr+amHAMGARAAARAAARAAAW0RgODV1nxjtCAAAiAAAiAAAiCgOQIQvJqbcgwYBEAABEAABEAABLRFAIJXW/ON0YIACIAACIAACICA5ghA8GpuyjFgEAABEAABEAABENAWAQhebc03RgsCIAACIAACIAACmiMAwau5KceAQQAEQAAEQAAEQEBbBCB4tTXfGC0IgAAIgAAIgAAIaI4ABK/mphwDBgEQAAEQAAEQAAFtEYDg1dZ8Y7QgAAIgAAIgAAIgoDkCELyam3IMGARAAARAAARAAAS0RQCCV1vzjdGCAAiAAAiAAAgoJHDw+EUaPGERndw2S+Ed2qhW/4/B1KBmeWpWv5LFASutFxnUIHgjgzJsgAAIgAAIgAAIRCkCuw6eoT4j5pjsU9w4sej8nvlkT8G7ZutBalizPLm5uUYpDko6c/+RD718/Z5KF80rqv97+yGlSJqYUqVIYvF2eT3jNpTYtWcdCF570kRbIAACIAACIAAC0YIAC97B4xfRlsUjwvTXycmJ0qdNaTfB+93Xn0rU7ESndswi97hxogUfeSenLdxE/v4B1Kdz43D33R5thNs4EUHwRoQe7gUBEAABEAABEIiWBFjwDpmwSHhyzRVjD++zF69p1LSVdOXGPQoKCqYq5YvSgO7NiT3CXI6dvkJT5m+gx89eUeYMael/nZtQwTxZqEStzuTnHyDq/a9LU0qeNBGNn7WGGtYqT7OXbqW1c4eSR7qUNGnuOjrkfYm+ffelHFk96O+Ov1O+nJno6zdfKlajI00b0Y2Wrd9Dr99+pHjucWjcwD8pa6Z0wra1vq31OkQzF28h/4AA+u3Xn+nbdz8KDg6m4b3biLFMXbCRdh48RR8+fqGM6VPT/7o0oRKeucU981ZuI2cnZ0qRPDEdWDeJpFCFF/+9pSvX79GKGQP1CE+c+5e6DJhKx7dMp1Y9xojQh/cfPhu0Uf2X4nTx2h1aNWuQ/r7zV25Tu94T6NiW6ZQwvrvd1xQEr92RokEQAAEQAAEQAIGoTsBWwRscHEJ12wykEoVzU68OjcjXz4/6jZovxOuofu2E4KzdagD906ctlS9ZgLbvPyXE75Po8u8AACAASURBVL61E+jV6/fUoN0QOrd7rvDwHj9zjXr/M5tY+HVsVZuSJUlE42aupsvX79GMkd0pSeIEQoDuOnia9q2dSOxx9qzSnsoWz0dThnfTCecRc8nX35+mj+hO1vp2/fYjavTnMCGYSxXJS4vW7CQOsahavigN/bs1rd92mGYs3iyEa5pUyWjlpv20aPVOOrp5mgjB6DZwGnmkS6X38EqCt0CeLNS44z+iXrIkCcWUD5+0lN5++CT6JY/hlbdx//FzwWrP6vHCk85lzIxV9PK/d6KPjigQvI6gijZBAARAAARAAASiNAEphlfyzso727xBFerZvqFBSMOFq3eoba9xdGbXHIoTW+fRvXrjPrXsPprO7Z5HS9fvoQPHLtC6eUP1TW3bd0IIzDfvPoYRvB37TqKDGyZT6hRJKSQkhApX7UATBneiimU9xf3s1S1duwvNHtuLCufPIQQvi0jp+sYdR4XNHcvHkLW+zV2xjU6cvSY8yVxYIFdp0pvKFssnBC97n9mrnCRRAnH9/cfPVKZON9q+fAxl9khjVvDyprWqTfpQh+a/UoOa5US7vzTsSf27NaNqvxQzK3jZxu9/DqfypQpS51Z1hM2Kv/1F/bs3o0plCztk3UDwOgQrGgUBEAABEAABEIjKBCzF8CaMH48SJ4pvIHi37D5Og8YtMjmkvWsm0LwV24VonDS0c5g6t+49CSN4uw2cSpcP6Np7/fYD/dygJ+1cMVaEE0ilSuPe1L55LapdpbQQvCxYOcSBy/Z9J2naok0ixMBa3+Yu30Z+/v5CUEul64BplCJZIiF4WVxPnLOWjp+9Rr6+/uTkRPTuw2fatPAfypnVw6LgnTxvPd175EOzx/QSYQp//m8SHdsyQ3ihzXl4uQ/sYV6xcR/tWjmOrt18QB36TBThDI7a1AfBG5U/jegbCIAACIAACICAQwjYGtKw+9AZ+mfyMjq1Y7bJ/gyZsJi+fP1Ok4d1USR4ew2doY8ftiR4WzWqJmJ9WfCy9zhvjrCC11rfWKhzvO7o/u31fes2aDolT5JQCF7OVvH0+Wua+k9X4XH+/OWbiDtWInhv3HlEzbqOohNeM0VYxNt3H2n84I7CjiXB+/HzVypfvwetnDmQ9h4+R1++fhN9cVSB4HUUWbQLAiAAAiAAAiAQZQnYKnilONgD6ydTmpRJxbh445evnz8lTZyAFqzaQTsOnCKvJaP0Y166bg/9UroQfff1C+PhlQteDmkoUu1PGjuwA1UuV0TcL4U0zBjVk4oVymlR8FrrG3thL/3Lm8sGiLbZXvVmfalk4dxCZFb6/W9q37Qm/V6ngrjOG8/Y46pE8HL96s3+JzbYjZu1hgZ2b04/lypoVfByhV5DZ4rY4F2HztC4gR3IM192h60XCF6HoUXDIAACIAACIAACUZWAFNKwbdlok11MkTSR2FwmP3iC405TpkhCI/q0JRcXZ7HRijMVLJnSj16+fkfVmvQRG7tqVCxB+4+epwlz1omNWZ8+f6VaLfvT+nnDKJNHGhFzKxe83IHR01cKUTprdE9KEN9dZGw4cvIS7V41noJDQiwKXr7fUt/OXrpFbf8aR/Mn/E1F8uegJev20MpN+0S8LAtezqaQNlVyGtn3D7rz4CnNXuZFx05doRmjulO5EgWo9z9zKCAgkEb0/YMSxIsrxLv84AneYMdjuvfwmUFYgtzDa9wGb8Q7cvIy9R01jxImiEf71kwQm/McVSB4HUUW7YIACIAACIAACERZApYOnuBOszf0/YcvBoKXMzGMnLqCzl+5RbFiuYm0XZyWjDM1cDl98Ya47vPyjdjsxam9ihfKJTZzdfjfRDp/+RZ1aVOPcmbNEEbwcvwvpzxj7yrnvC2QJysN6N5MZDHgTWWWQhrYtrW+cfqzddsOixRkzRtUFqnT4saNTUN6taRrtx7SwDEL6PmrN6JvnHWCPdZ7Dp+h+RP6iHCDPiPmkouzs8jI8HvH4QaCV4pRrl+jHI34X1v9nMsFL6dsk7fBsbqBQUH0S4OeIk1a9z8aOHStQPA6FC8aBwEQAAEQAAEQAAH1CfDhF/KMFJxxorhnbvqzxa+qdY43xlX+/W/yWjqKfkqTwqH9gOB1KF40DgIgAAIgAAIgAALqErj78BnVazuYpo/sLo4HPnn+X+oxeAatnTOEcmfPGOmdY483h3nwSXdx48TWb3JzZEcgeB1JF22DAAiAAAiAAAiAQBQgsHnXMRGm8PL1e0qbKhm1b1aL6lYro0rPjp+5SpwWrWSRPOK0uEQJ4zm8HxC8DkcMAyAAAiAAAiAAAiAAAmoSgOBVkz5sgwAIgAAIgAAIgAAIOJwABK/DEcMACIAACIAACIAACICAmgQgeNWkD9sgAAIgAAIgAAIgAAIOJwDB63DEMAACIAACIAACIBDVCAS+cNypXpbG6prmTlRDoYn+QPBqYpoxSBAAARAAARAAATkBf5UEbywIXlUWIgSvKthhFARAAARAAARAQE0CvioJ3jgQvKpMOwSvKthhFARAAARAAARAQE0CX5+rE9IQLy1CGtSYdwheNajDJgiAAAiAAAiAgKoEPqskeBNA8Koy7xC8qmCHURAAARAAARAAATUJfHyeQxXzidLeVsWu1o1C8Gp9BWD8IAACIAACIKBBAu9UErxJIXhVWW0QvKpgh1EQAAEQAAEQAAE1CbzxUcfDmzwdPLxqzDsErxrUYRMEQAAEQAAEQEBVAv+pJHhTQvCqMu8QvKpgh1EQAAEQAAEQAAE1CbxQSfCmgeBVZdoheFXBDqMgAAIgAAIgAAJqEvB5llMV8+l+uqWKXa0bheDV+grA+EEABEAABEBAgwSeqiR400PwqrLaIHhVwQ6jIAACIAACIAACahJ4pJLgzQjBq8q0Q/Cqgh1GQQAEQAAEQAAE1CTwQCXBmxmCV5Vph+BVBTuMggAIgAAIgAAIqEng3lN1YnizpkcMrxrzDsGrBnXYBAEQAAEQAAEQUJXA7ae5VLGfI/1NVexq3SgEr9ZXAMYPAiAAAiAAAhokcFMlwZsLgleV1QbBqwp2GAUBEAABEAABEFCTwPUn6nh483jAw6vGvEPwqkEdNkEABEAABEAABFQlcE0lwZsPgleVeYfgVQU7jIIACIAACIAACKhJ4LJKgrcgBK8q0w7Bqwp2GAUBEAABEAABEFCTwEWVBK8nBK8q0w7Bqwp2GAUBEAABEAABEFCTwPnHuVUxXyTDDVXsat0oBK/WVwDGDwIgAAIgAAIaJHBGJcFbHIJXldUGwasKdhgFARAAARAAARBQk8AplQRvSQheVaYdglcV7DAKAiAAAiAAAiCgJoETj9QJaSidESENasw7BK8a1GETBEAABEAABEBAVQLHVBK85SB4VZl3CF5VsMMoCIAACIAACICAmgSOPMqjivmfM15Xxa7WjULwan0FYPwgAAIgAAIgoEECh1QSvBUgeFVZbRC8qmCHURAAARAAARAAATUJ7H+ojoe3ciZ4eNWYdwheNajDJgiAAAiAAAiAgKoE9qokeKtC8Koy7xC8qmCHURAAARAAARAAATUJ7FZJ8FaH4FVl2iF4VcEOoyAAAiAAAiAAAmoS2PEgryrma2X+VxW7WjcKwav1FYDxgwAIgAAIgIAGCWx7kF+VUdfOfFUVu1o3CsGr9RWA8YMACIAACICABglsvV9AlVHXzXJFFbtaNwrBq/UVgPGDAAiAAAiAgAYJbLpfSJVRN8hySRW7WjcKwav1FYDxgwAIgAAIgIAGCWy456nKqH/LelEVu1o3CsGr9RWA8YMACIAACICABgmsu1dYlVH/nvWCKna1bhSCV+srAOMHARAAARAAAQ0SWHO3qCqjbpLtnCp2tW4UglfrKwDjBwEQAAEQAAENElh5t5gqo26e7ayB3V0Hz9CMxZvp3YdPlDt7Bhreuw15pEtlUMffP4AKVWlPbm6u+t9XKF2IJg/rosoYoqNRCN7oOGvoMwiAAAiAAAiAQIQILL9TIkL3h/fmltlP62999PQlNe0ygpZO7U9ZMqSlKQs20K17T2jhxD4Gzb9595HqtBlIJ7xmhtes5u+D4NX8EgAAEAABEAABENAegaV3Sqoy6NbZT+nt+rx8Qw8ev6CyxfOJ3125cZ/+HjaLDqyfbNC3h09eUKd+U2jP6vGq9DkmGIXgjQmziDGAAAiAAAiAAAjYRGDR7dI21bdX5T9ynDDZ1Jev32nMjFXkHjc2DezRwqDO1Rv3qdug6ZQ5Qxq6+8CHcmRNT4N7tqSM6VPbq1sxvh0I3hg/xRggCIAACIAACICAMYEFt8uoAqV9Du8wdifMWUtL1+0hz3zZaeaoHpQoYTyDOvcf+dCKjfupZaOqlC51cpq9dCsdPXWFti4ZqcoYoqNRCN7oOGvoMwiAAAiAAAiAQIQIzLtVLkL3h/fmP3MeM3nrd19/Wud1iLz2etPmRSPIycnJrImAwCAqWq0D7Vs7iVImTxzermjqPgheTU03BgsCIAACIAACIMAE5twqrwqITjmP6u3yBrUPn75QCc/c4neBQUFUsFI7OrJpKiVPmkhf7/XbD/Tp81fKkjGd+B1nbShcrQMd2zKdkiRKoMo4optRCN7oNmPoLwiAAAiAAAiAQIQJzLz5S4TbCE8DXXMd1t92/Mw1GjJhES2bNoA80qWkrXu8afK89XR08zR6+PQl+bx4TWWL56fjZ67S8ElLadn0AZQ6RVKatXQLnTx/ndbOGRKeLmjyHgheTU47Bg0CIAACIAAC2iYw/WYFVQB0z3XIwO7itbto9ZaDxJvWfkqTgvp1bUpFCuQQ4Q37jp6nRZP/J+ovWLWDVm85QH7+AZQ3RyYa+ndrEc+LoowABK8yTqgFAiAAAiAAAiAQgwhMvVFRldH0zH1QFbtaNwrBq/UVgPGDAAiAAAiAgAYJTLpeWZVR/51nvyp2tW4UglfrKwDjBwEQAAEQAAENEphwvYoqo+6TZ58qdrVuFIJX6ysA4wcBEAABEAABDRIY9281VUbdN+8eVexq3SgEr9ZXAMYPAiAAAiAAAhokMObf6qqMun/e3arY1bpRCF6trwCMHwRAAASI6OObT3oO3pvPGDApU784JUqeEJxAIEYRGHmtpirjGZRvpyp2tW4UglfrKwDjBwEQ0CyBa8dv0J0LD+juhfv05JaPVQ5l6umELwSwVVSoEA0I/HOtliq9HJJvhyp2tW4UglfrKwDjBwEQ0BQBFrnXjt8k7y2GXtzwQIAADg813BNVCAy7WluVrgzLv00Vu1o3CsGr9RWA8YMACGiCgO83P9o5fz8dXHXMIePN5pmZOk1pQ3HcYzukfTQKAvYmMPhqHXs3qai9Efm9FNVDJfsSgOC1L0+0BgIgAAJRjsC5vZdoyaA1kdKvis3KUc0OlSF8I4U2jESEwMAr9SJye7jvHVVgS7jvxY3hJwDBG352uBMEQAAEojQBDl9gr66S+Fx7DsQjZzqq37MWZS+cxZ7Noi0QsCuB/lfq27U9pY2NKbBZaVXUsyMBCF47wkRTIAACIBAVCDg6fEHpGHvO/ROiVyks1It0An0vN4h0m2xwXMFNqtjVulEIXq2vAIwfBEAgxhGY8udcunvxQZQYV5uRTaho1UJRoi/oBAjICfS+/JsqQCYW3KCKXa0bheDV+grA+EEABGIUgagkdiWwEL0xaonFmMH8damRKmOZXGi9Kna1bhSCV+srAOMHARCIMQSiotiV4Haa3Jrylc0dY1hjINGfQM9LjVUZxNRCa1Wxq3WjELxaXwEYPwiAQIwgsGnqDoelHLMXoMlHRyB7g71gop0IE+h+sUmE2whPA9M9IydjSnj6FpPvgeCNybOLsYEACGiCAG9S+6v84Cg/Vs7V22texyjfT3RQGwS6XmiqykBnFl6til2tG4Xg1foKwPhBAASiPYHo4N2VICO0IdovtxgzgM4XmqkyltmFV6liV+tGIXi1vgIwfhAAgWhNILp4d+WQEdoQrZdcjOl8x/PNVRnL3CIrVbGrdaMQvFpfARg/CIBAtCYQnby7EmiENkTrJRdjOt/hXAtVxjK/6ApV7GrdKASv1lcAxg8CIBBtCURH764Eu8fsDpSjaNZoyx4dj/4E2p1tqcogFhZbropdrRuF4NX6CsD4QQAEoi2B6OjdlWCXqVecmg5Q56SraDvh6LhdCfxxtpVd21Pa2KJiy5RWRT07EoDgtSNMNAUCIAACkUUgOnt3JUaI5Y2s1QI7pgi0OdNaFTBLii9Vxa7WjULwan0FYPwgAALRkkB09u5KwGu2r0w1O1SOlvzR6ehPoNXptqoMYlmJxarY1bpRCF6trwCMHwRAIMoR+PjmE3lvPkPfv3wnf98A8t5yxqCPFZqUoZeP31DceLEptnssenb7OT255RPlxmGtQx4501G/FT2sVcN1EHAIgRan/nBIu9YaXVFykbUquO4AAhC8DoCKJkEABEDAVgLXjt+gOxceKDotrVSdorRmrJfeRNaCGSlb4cxCACdIGp+OrDthq3nV6o/ZPYgSJU+omn0Y1i6BZqfaqTL4VSUXqmJX60YheLW+AjB+EAABVQmw0N05f79NHtqSvxahteO3me139T8qUOIUCeik1zlVx6bEOASvEkqo4wgCTU62d0SzVttcU2qB1TqoYH8CELz2Z4oWQSDSCHz4EhBhW4niudHnbwEUHBLhpgwacHYiSuDuRh+/RryPUsNxYjmLH339gyPcWffYLhQUHEJ+AdbbShzfjZSyVsrTNTiIdi88QIfWHKfgIOXwnZyI2MO7bnyoh9ccjOptK9CHN5/o6e3nxPMRbH2ohk05kcF9Li4Rxh6mAQhe+zNFi8oIND7RQVlFO9daW3q+nVtEc0oIQPAqoYQ6IKCQwKcv3+jQ8YuUIL475czmQelSJ9ffefbSLTp/5RalTZ2c6lYro/893+O1x5s+f/kW5po1s8/ffrdWxer1VEni0JuPfkL82bO4ODtR8kSx6dV7X7s1myCuq2jr8/fACLeZOH4s8g8Iom9+QVbbSpssLillbY2nm4sT3Tp+nZYPWSvsurk6U0CgciXq7OxEBcrlFl5hJSVroUxUuEoBOrXtHAXaIKy5bRbXPI/SfW6uTkpM2lQHgtcmXKhsRwKNvP+0Y2vKm1pfZp7yyqhpNwIQvHZDiYa0TuDc5VvUbdB0IWZZvB70vkibFv4jRO/spVvFvyuW8aRb954IVNNHdhf/bdBuCBUtmJNyZvGgFZv2iftbNKyiCKdSEWapMWsCTVFHTFRisZQycRwIXhkbt5Agmtd9IT2+GbrBzNGCVzJfv2ctOr3rok3TCcFrEy5UjmYEGnp3VKXHG8vMVcWu1o1C8Gp9BWD8diMwbuZqypHVQ++9HTtzNSWM706dW9elPD+3pn1rJ+o9viVqdaalU/uRz4s3QuTyz1xu3X1CrXuNpdM7ZivqV1QWvDwAWzyjSgYcnT28wf4BtPTvxQZil8ccHsGbt1QO2rP4kBJk+jpOTk5Up2s1Orv3iuL7IHgVo0LFaEig/vFOqvR6c9k5qtjVulEIXq2vAIzfYQS6D5pOFcp4Us6sHtS6p6GI5Wvs1WVPMIc09OvaVN8PY3FsqYPWBC8LFmf+PwuFww44zjY4RFlIgysHg1ooLKykKhzDy/HB4SkuLrp4XXnhcAAuAUEhwgbbUlpcf9wr1edbOaZVSShHbDdnEesbEhJiNdaZ44y/+QaJulLhQyIW9FwURuzydQ4ZCNMHC1Ph7EyUu2T4BC/3qU6XanR+/9Uw2EyZ5LXDnKT+IaRB6WpDvehAoO6xzqp0c2s5ZQ4NVToXg41C8MbgycXQ1CHA4QtnL98SQpeFLP88aOxC4eGVysCxCw3ie9kLLJUqjXvTkqn9DK6HdyQsYq3pWBZcHEOqNITXmkAMDmabOvkUEcFryk6cWLpdU77+QaK/SkU63xNkFL/Km8sCgoIVbVpLnjA2vfnkJx4erOh9ShjPzUDwBgcE0MzOC0xmYWC5zqLdeByWZDwL0DwseJccDu+yoPo9atK5vZcN7rf27MBT6uSk7KHIlo4hhtcWWqhrTwK1j3WxZ3OK29pWbpbiuqhoPwIQvPZjiZZAQBA4ePwiPX/1RsTsdmldV2xgY4+uOcFr7OHlcAcp9tcaUt4QZk2AWmsjWcLY9Pl7APkryFZgrS3j6whpIDq+9AAdWHnMJDoWtuzJDgxSvmmNH1Dy27BpzZRh3siWwiO5SY+zvD48vLaueNSPTgRqHe2qSnd3lJ+pil2tG4Xg1foKwPgdRmDrbm86dOIijezXjkrW6kzXj4Sen84hDi0aVBHCmDe7SRvYuDMc0iCva6mDELzhnz5HZmn474Ov8Kxz6rGBVYab7aRagpc7VL1dRbpy7KZFgBC84V9fuDPqE6h5pJsqndz58wxV7GrdKASv1lcAxm83AuzF5TAGKTyBQxs4IwOLWRa4LRtWETG9Pi/fEIctsMeXvb/8s+TRXbFxXxgBbKmDrz/4injWiBR4eO2blkzu1bbk3eU5C6/gLVWb8/Bujci0i3vr9ahJZ3ZfMtsOp0DjwmEqHHrhijy8EWaOBqIOgeqHdZlyIrvs/mW6gcldB8/QjMWb6d2HT5Q7ewYa3rsNeaRLFdndivH2IHhj/BRjgJFFgDMsdBs8XR97y8KWsy9wWjL5tecv34hQhzo/cvEe8r5IY35kdGABPKpfO8Xxu28/+SmKQbXEAILXMYLXmnc3YoK3iKKDJ6ytfWuhDRC81gjienQmUPVwD1W6v/eXaXq7j56+pKZdRtDSqf0pS4a0NGXBBuEoWTixjyp9i8lGIXhj8uxibKoQYKHLRX7ohNQRjtflVGX2KvYQvEkTxBKHL/BGMHsXLcbwSmO25t0Nr+DlbBOl6xWnNaM322W6LIU2RIbgnXR4OMWNH9cuY0EjIGALgcqHetpS3W5191eYqm+Lvy8ePH5BZYvnE7+7cuM+/T1sFh1YP9lu9tCQjgAEL1YCCERjAvYQvLbEstqKSquC97/XXyzG7kocwxPSYG/Ba8nL62jB65EzHfVboY6Xzda1jPoxj0DFg3+pMqiDFU2L2S9fv9OYGavIPW5sGtijhSp9i8lGIXhj8uxibDGewLvP/hH2zELwWvds2yLcue66SdvNZmaQL0qd4A09ulfJgmXBy5k58pfNRbsXHlRyi9U6v/WpQye8zoWp52jB22lya8pXNrfV/qECCDiCwC8H/nZEs1bbPFxpUpg6E+aspaXr9pBnvuw0c1QPSpQwntV2UME2AhC8tvFCbRCIUgQ+fAmgb36BEeoTBK99BW/qJLHpz8J9Fc2J8UlmSm6SBG/RKgVo64zdSm6xWsdcWINc8HLGBhc7blqDd9fqtKCCgwn8fKC3gy2Ybv5IpdCc7PIa3339aZ3XIfLa602bF42w6WAdVQYSzYxC8EazCUN3oz4B3nDARwbnzOZhEMfLG9c4TRkXzubAGRukwscQc3oy3rTWr0tTca+SAsEbSonz00qFvaZSkU6Gk58Ax9f4EAs+eELKPxwoO3kjJDj0UAv2ptri4X174xFN775YyfSJU8y434E2ZNqQBC8LxtdP3tC9Sw8V2bJWqXH/enRs0xmDatw3Tq/GB2PYW/DCu2ttRnDd0QTK7VdnY9ixyhP0Q+Pviw+fvlAJT92bjsCgICpYqR0d2TSVkidN5GgEmmofgldT043BOpoApybjTQgVy3jSlj3eIhVZi4ZVSMrEwGI2QQJ34pPW+ndtKkQvi10unM7s+Ys31LrXWJGyTMnmNnsI3gRxXYX9z98j5ik2xZaFIucK5mJKhIrfmzi6TDpWWH58MP8stWHquGT5ARxyASn9Xn4CnCR4WeNK1+X9YFuSd9NU/6R7jIUq//7wskO0bd7+sDh+ZI8LodA0ck7kRHxUMJ8CpzS5nCR4WYgWq6rMy8tiX37Usam5MhXW4EjBO/vceEd/HNE+CFgkUGbf/1Qh5F0ldO0fP3ONhkxYRMumDSCPdClp6x5vmjxvPR3dPA0eXjvPDgSvnYGiOe0S4Cf1boOm0/4fRwifvXSLug+eTqd3zBailgWsPEevJHL5oAkWuFJWBxbNRQvmFELZWmGR+vlbgLVqBtfZqygJRv5vvLjScb3B+mNzLYlQY5HKAoyLvF25QVPiUC5Og0ycMqYXqbLjg9nrGje2rq+fbByzKUC2hHIYe3glPnIRzzbYm3xi9VGTgld+XLDhMb6hV4yP9zU8FlqSxFxfd2R0hlw/0ctH/1n18poSvHW6VCO/7/56NJ6V8tONc/cpViwXenrLR5zCJhe8/DOLc3uUis3KUYOetezRFNoAgXATKLVXWehRuA2YufFk1XEGVxav3UWrtxwk3rT2U5oU4kj6IgVy2Nus5tuD4NX8Eog5APjJmMMCOL9tsYI5VR+YXABz3/h/nJeXU5MNGrtQeHfrVisT5mQ1PrBCEsPWBsGHTgQE6o6llYtUSYQa/57/za+nJSElHSjAv+fjbaW3+pZEqKgre/3P3knjdqV+p0oSh9589Ivw8cdSe/b0RkdE8FqalyPzdtPhDaesTZ24riSkQS+Hf/zg4uwsDoKQSqk6RWj9eC8DeyxwjUvWghkpS6FMFOLkTCFOTrRr6VGDKr+2q0B7Vx4Xv8uS34OyF8xIseO4UqxYrsLTdGLrGdFfe5TJR0dQHPfY9mgKbYBAuAmU2Nsv3PdG5MbTVcdG5HbcG04CELzhBIfboh4BFruzlm4Vojdt6uRC9Kopfhu0GyK8tCxqubDn9uzlW+Jn9uYumdpPeH2NjxJmwcthEXwAhbXCuXOl/LmmRCjfL/emmmrPniLSuH0IXsszqETwGrfg6uJM/EAiD4EoUM58xgZOO5bFMws9vvOS/j11x2yHaskEr1RJ50vWlarNy5K7uxu9fvSKntzysbY0zV6Hdzfc6HCjnQkU29Pfzi0qa+5stTHKKqKWXQlAI6NLYwAAIABJREFU8NoVJxqLCgRYLLK4ZE8qn2rG4pdjall48mYxRxe2y/ZZcEshDHIPL9vnEAf2ALPHlwXvqR2z9TG7tgje8IQ0GI8fgtd+WRrcY7vQgF8G673u1taavQRvhlymN7BVa1uBbl99SncvP7bWFbImeCXpy97f/CWy0YU9ug2YthTeaNdzXkd4d22BhroOI1B09wCHtW2p4XPVR6tiV+tGIXi1vgJi6Ph5Uxh7UZv/2DDGm8YOel8U4nfGiO6KsyCEBw97dllgS2JXErjyGF4Wu1zv+pGl1LrnWOrcqi4VK6QLw+C+szB3VAxvdBa8LCg5dMMeG+xsCWlInTQOvXyn23xnqcSL40r9fx4U6YKX+1SmXjFaP04XDsNe3cyFs4YJW7DUd6WCV2qjesty9PnlO8XeXohda6sH1yObQJFd6gje8zUgeCN7rtkeBK8a1GHT4QQkwSuJTva6rty4T4Q8jOrbjupW14UZ2LsY25XaZ68ti9zpI7uLX8k9vvzzio37xDVOZzZo3EIR7mDqaGLj/mrNw8uCN5abC334ErrZKrxzaIvg5dAMKduEJXtqeXilPnHWhu/f/OnOlSeKvLrysdgqePnebAUzUKqUCayKXojd8K5S3OdIAkV2DnRk82bbPl9zlCp2tW4UglfrKyCGjl/a+MUxvCwmWVSy11TuSbX30FlUl6zVWWRYkBfeccu2WQxzDC/HRbKnmWN0JVErCWDhBW5VV7EH+qtvIH38aluWBuNxR6eQBjUEL3uUkyeKrUjwMltbN61xpgxrcdbyOXNzdTbrQS5eqzBlyutB4zsssHl5h0fwshEOcUiVKgE9u/3cpE2IXZunAjdEEoHCKgneCxC8kTTDhmYgeFXBDqOOJsAxsiwiP3/5JsILmjeoog8ZcJRtFrzsxeUiCVklXtqI9OebbyB9iKDg5dfwLOrskerLeCwpEsUmPv7YFkFniUdME7wsdjmO1xY+5gQvi92t8w8JfFWalqGdiw/btLSsCV7OFGwuSYM50ZvNMzN1mtIGMbs2zQQqRxYBzx2DIsuUgZ2LtUaqYlfrRiF4tb4CYtD4WXB6/Uj/xRvXeJMax8E6WnSqidAegteeItKYRbKEsenz9wD9aWYRZRWRvkp5gqXcufHjuIoMF9/8LG9as9XDe2mTN22ds0/RUO0leOViVzJcpVkZunPhgeLQhogIXrZpHN7AYrfXvI6KOKASCKhBwHO7SoL3VwheNeYbglcN6rDpEAIcLsDZEfh0M96spuSkMod0JBIb1ZrgZW90bDdn+uIbKA554CLlHxZHB/PhCE6c39aJOBex/DAMKf+wdDqamyvXDfVZ8nXOKazPRRzM/w4WbbnHcaHP3wKFJ5brceG6bIs9rlLhuk8u3lN8tLA9BC9naHjz+gvdu6p7uyAv7HkN8g+iu5cfWV2VDbtXI6/5Bw3qydOSWfLwSjfV61BRZG+A2LWKGxWiAIFC2war0otLtUeoYlfrRiF4tb4CNDJ+juPl2NrISEsWXqTsleb/2XJohl9AEL39FLENXBHxmlobq7GHV35CGYs9cVyw7GhhPlJYEqzS8b7y65LYDAgM0YcBSIdksFDl43P5v6HiNfSQDeO+Gm9aY+3r6uxMTj/0Kwtqti0J3m++QUJEs+D+9PYLHVh3ku5eekRP77wQTQsZHBJCJWsUoo8v3xOPJW7CuOTi6kLeW86ICvoDhMXPuhPvpJCGcg2Kk69fEAX+OEhEdxQyUdx4sSg4MEhs1nt66xk9v/vCIIa3WM3C5LVAF8pgqmTN70E5i2ShLbMte52teXidQntvcdpHretBBX7Oa21p4DoIqE6goJc6gvdyHQheNSYfglcN6rDpMALSaWssHLlwHl4u/O8E8d2F4OXct44sHFpx6PhFYa9iWU8DU7yZjj3RHGbBGSSkcAve0MZ9ZK/0zXtPaNPCfxR5qCNb8EoeUyHUnHVH6QrP6g9HqeRlFcfQsph1MfSiyo8ZlsSp/FQ3nQf1x2lwwT+Eq+xUMXuKc6VZGqSQhrdvv9LRtd60f+1Jk8tH8hWXq12Y1ozcaFCnWptfhPBNkDQendh69sc1Jypdtxj58eEhfoG0d5W3wT2GxwrrLrF4zVbAQ4hfNzcXiuMei07tvWrSuytvjPvGB0cEBQaZTFVWo3V5k+OSe3itCd7qLctTohSJ6PXzd9RraitHfsTQNgjYhUABryF2acfWRq7U+cfWW1DfDgQgeO0AEU1EDQJSlgSO25XCGVh0JojnTodO6HLwOvrwCc73yxvm+Nhg3jDH4lYSryxquXB2BvY4sxjv27Wp2FzHp8NJJ6uxKOaxcHYHayU8glcnRnWClf/Lr/bjxnKl736BwpzcyyodUSx5WaWwAPY+sg4VAlV4IqXjhXVeVj71LSSYKHF8N/r4LWrE8BqzVCp42aN7ZMUR2rv6hLXpENcz50pHL28/o3tmwghqd65KiVIkFGEIe1Z6Cw+vKXFrbMzUsb612vxMfl/96P61x3TfKKRBfhKbXLhWa16WXGO5kt83P734NeXdZftKBK8kdE/uuqTvcqfRjSlfqeyKeKESCKhFoMBWlQRvXQheNeYcglcN6rDpMAJVGvemfWsnhmmfhWj8eO4Oz9TAh0lwWjHJsyv/t/GJalInWSAbH0rBh1Gc3jHbKqfAoGD68j3QwMvKglUI1x9eVo5rlYcFSCJVCgFgryxflwSv3MvKcapcbMkiIO90VNq0ZqvgdXNxooeXHtD+lcfI5+5LYtZKCh/9W6hcTvKatjNM9awFM1LmwlkoxNmFXFydae8qZSJa3pAkkLPk86BAvwC6e+UxZSuQgVxdncx6es1lV6jaoizlLZmdbp67L7y/e1ccF6YksWwseKs0L0subi4UO05siu0em5xdnMh7e9gT1zyyp6F+89srwYU6IKAagfxbhqpi+2q94arY1bpRCF6tr4AYOn5OD3brrm4TT9o0yW2Ki7UnEha87MXl0IU2PccKry2f+MalRYMqIt+uqcMqWBzzKWzWCntXfQOCDbys+rCBH15WEc8qCwswbjOWmzMliOtGbz/5WTNn8/XoKnhZ7C4btJruXHokvJz8EGGL4E2bNTW9uetj4OWt06UaXT37gO7KPLE125SnfatNh0iYgy0J3sqNS9HOJUf01Vj0Zi+Ukfat0olWA5EsE7HG1xr1qkkndlwS7tyytQtTUEBo1gp+WOI15syx1S7OdGKH8uOEx2zqRYmSJbB5zeAGEIgsAvk2qyN4r9WH4I2sOTb4OxgivYtUwzpsgoCdCXAcLGdqkOfD5d9x7C6fXhaZmRs4bIHFLccMcx/kRw5zCAN7dtkbzSEMcg8vI1EqeNkD++qD9SNvLWGG4DVMS8Zid+nA1frMBrYIXnndor/k1nt5q7atSDvNeHNrti5P+9YoF70seHMXy0pf3n8V3l3jItozEr1yT628PscEJ/dIQU9u6zbeGRd5zl9XWTYKJR/bio1KUIPOVZRURR0QUIVAvk3DVLF7rYE6dlUZbBQyCg9vFJoMdCXiBNhbyrGzI/u104tbSQRLeXkjbsV6C5wPePnGfXqRLcUXn9oxW98vFuYVSnvS56/fhCCWx+zGFMHLcbLf/AKjRB5e41kzFcNrLHb5nvAKXva4+lx7RFk8s5gVu1Kf6neuTNsXhXprLa0wFrx8sMT2heYzM9TvVJm2LwxNMWZO8NbpWJnOHbxu1lxEBC83OvuIOjGS1j+hqAECRHlVErz/QvCqsvwgeFXBDqOOImAuhvfg8Yti45q0McxR9rldjheetXRrGI9yiVqdxQY2KTMDx+nWrVpGbKbrPni6PmaXN7qNm7la1LVW7OHh5fjdpAli0euP9g9pULoxzNo4peuOztJwYvXRMNkKwit4uc8VGhYn7x2X6J4JT6x8zFk5BtfNhe5fe2oVhU7wlqbtCy2fpCb39JoSvHlKZKMEyROa9e4aj9tWDy8PBGENVqcTFVQkkGejOqEF1xuqE0qhIuooYRqCN0pMAzphLwIseDeaSOnFInLlxn00fWR3e5ky2Q57alnIchiD8QlvUkoyFt0+L95Qm15jRUgD12PPNIdh8DHI7BmeMbK7yBuspDx/+11JNbN1bD1JzBZj0UnwugYH0aC648MML7yC1yNHWnrz8iNlyfOTQaytOX7VW5ajA+tOWcUrBG+T0rR9kWXBK9/IZix4OZQh2U/J6endl2btQfBanQpUiOYEcm+w7lRwxBBv/IY3H47gaq1NCF5rhHA9WhHguFhO98U5bjklGRfevDZ21mrq0rquSEvmyML2OW6XRSyHVvD/OH5YEtqcgoz/J2J2W9UVm9akwl5orl+hrKdNscZaErwcb+we25U+fAl72IaUbk2X+1eXpUKeF9j45DXmzqeu8YY+3sqwfd5+OvhDcEoHRHC6sPAK3mJV8pPXQl2YQqVGxWn3smNWl56SeF4WvJV+N9ywZq7hGq3K0f7V3gbpxZSIXW4PgtfqdKFCNCeQe71KgrcRBK8aSweCVw3qsOkwAhwry+EALCqlwsKXjxtmEezowh5eFq1s09jD6yjbMVnwykUs/8w5g2O5upB/YLAQtCxipZRrUro1Ka0aH2ghpV7jvMC6Y4NDT15j73NQcDD5BQSTc1AQDfh1nJgiFnr6nLecr/jHxEknqen+G5q6S356Gl/ijA4iS8PLj/oQhSz50osUYvYIbeC+VWxU0uQBEqbWGIvo/auOi1RjSsWu4PDjoUE6ihkhDY76BKNdtQjkWqfOiWc3f1fnhDe1OEcVuxC8UWUm0A+7EmDhy8KTS2QJT7sOwIbGopvgZYHKXlj5KW3sidV5YM2LWBZezs5Ebi7O9NU3UBxuwSI2vDmC5eEW3quOiqOCTRXJ0ylOhJNOlPvxg/in049fy8SxZ6V85PUjxlY6VCJr/vQU6KvLm2upCK/sWvOhDbYKXim0gW3Kwxg4BdnLx6/p7hVd+j7jAsFrw4cQVaMlgZwqCd5bELyqrBcIXlWww6gjCUjHCuuPF36hO16YhYmjQxocOS5zbUdU8HK7aZPFpYi0Y07ExonloveWyj2xUiiBdEqb/tQ2zhlsQcTaM4WaJHj9v/ubjN2VeNsa0pApVzp69fwD3TOxAY1Fb+bc6WjnkqNmlwpvYHOL5Wr+EAknohqtytOWOfsVLTcWvA27VaX7D94IL6+fb4C4b++mc5QlV1rKljsdxXJxEv/jsR7fdkH3cYGHVxFfVIq+BHKuHalK5281HqSKXa0bheDV+gqIYePnjWGcIcFU4Q1hjt60phQne6C5SHmB+d/cd44/5nAIPqxCac7giAhVqb/GgpfFDh87LHliJbEqHTssQg1kJ7ixl9WUiOVjeQMCg+mbX1C4PbFypo4QvEdWH6ddy8wLUFsFb7GqBWjrAssbyqo0LhlmIxsLXRancdxjUYB/IO2zcJRxpUYlaedS831mZjValyeKF1co1+x5f6I5Y7YrWp5VGxQVMdDx3Zzp1M6LYl65IKRBET5UikYEcqxRR/DebgLBq8YygeBVgzpsRjoBPgSCQxwiI46XxSvn4WV7nHLMlFe5cuPeVK9aGX1/OCcv123RsIq4l7NKcKYHJeXFu+8kvTa3VN+SiOV0XyxMdRu+nPSxrsYiNjQ+VhcPay2cIEFcV9Glz98DlQzFah1HCN7ts/fQca/zZm0LwevsJEIorBWum79sLtpj5chgjuntMr4pPXn4mu7ceSm8rndu+tDdm8+FiX4jGtK/Fx6Syzc/PteZ9q4KjUnneaz8eynaITtlTX50sBDOZXLR7g1nqV6rMvTvhUd074YP1WpSkvZuNj9OU2Or3rAovX3wkp7cfk6uri7Whh/mOtKS2YwMN0QigeyrR0WitVBTd5oOVMWu1o1C8Gp9BWho/EoPc4gIEiktGYtZ9tRyijHj7BDsyeVMDuxxZgEuncJ2esdsvWnO2cuClzM8WCvvPusyFkiZCfhn9sTqNnzxz6ZFrIhJJdZTIcSv919/8KPA4GBF4tlan6TrUV3wctxw1/KWTz2yp+Ct2rwMuaZIRNcuPaa7t55TtpxpKVvONAZil9nVrF+Udm0NFac16hUhp6BgenTqDt2/+thkWjL2DmcrlpXu3vuPsuX5SYQksOiVSv3WZWn7mtOhG/IsTKL0AMVtcNhDoQLp6dSuS0qnXV8PgtdmZLghEglkX6WS4G0GwRuJ06w3BcGrBnXYjFQC7HHl1GSc9/b6kaUOtc2eZPmpaVt3e4sDL6RQCkkQd2lVl85duSUOwmBv7qCxC0VOXqmwx5fz8LLH11oJ4JjXHxkJ5CKWPZIhwaRIxEY0htdcH7UmeMvVKULrZ+4L89DAHt3MxbLSjp1XTKKShK/8olzwSr/nejkyJad8BTxobPsF+urZCmakej1r0L3rz4S3WC50pUrVGxWnA14XrS0ng+tStgrORFHv9xJ0brdtonfSjv9R3PhxbLKJyiAQWQSyrRodWaYM7NxtNkAVu1o3CsGr9RUQw8Z/9tItGjdrtQgnkGdq4GGypzUyQhrkSFkA84ES0glvfMAEC1kOX2BPL3txTQlevsZFSX9fvfe1GlpgbZq1Kni/f/xK/euFPmiY4iQ2bzkpC2kwJXgrt/2Zbj94Izy6Skvf4Q3oxrWnFCw87iG0a4thKMKQ8U3o3wPXyN83gLIVzEBPfD7Q1uWhYQ+m7IRX8LK3lwWvUwhR7d+L08W9lxUNwyN7Guo3v72iuqgEAmoQyLpSHcF7rzkErxrzDcGrBnXYdBgB9qCeu3RLtJ82TXK9HY6L5fRkSgSkvTrHfWnTc6w4YphtS97d/Wsnip/5Gnt1WZiXrNXZwPtsi+B9+8lP5JKNSIHgNU/PFsFbupYnbZpzQHh42aubsXRO2rVVl/XAlsIhDPt3hQrLarU99bdz6rYnj15TOnc3cnePRVevP6d7N6yL6fAIXsmoOKntR5xD3cbF6fwe66K3YqMS1KCz9TcUtnBBXRCwJ4EsK8bYsznFbd1v0V9xXVS0HwEIXvuxREtRnECDdkNEaEFk5OWVxO2MEd31p6mxdzdtquQiLvf2/Scim4TkdeaY3ekjulOxQrrjhLku11MS0gDBG3bhsUh1dXYWB1VIJ65Jh1RwTLNUPr75TP3rTRL/lJ+uJm8xvIK38h+/mA1hsPZRMRa8hv1xEuKzaqXcFBLsJLI6WPPu8v32ErzcVqPmJenkDsvhEZN39aU47rGtDRXXQUA1AlmWqyR4W0LwqjHpELxqUIdNVQhwZgQOLShWUCcqHVUksTu6XzsRviAVFrFcJMHNgpdFbsWyniK8gUMfRvZrJ+KNuw+eTpsW/qNInNtD8KZOGodevvO1OxJHxfDy0cJurvKNebqfJVErMkgEhZBBfPOPgyp4Yx6XJPFjkS6kQSd4WdjqDpLQ5aOVn6zG/xantv04Ys1cvgbJw1upbfjFLndBieCt81txunr8tsjAUOO34rR7wxnKmjud+LepYk/BmzV3WkoZPxY9ufPCpC14d+3+UUKDDiCQedlYB7RqvckHrZRl4LHeEmrYQgCC1xZaqBvlCXB4wMofG8e4s9LhEywmOWsCx8w62sNr7J3lPpnKqVulcW99uAP3dezM1XTI+6LesysXy5bA20PwpkoSh9589ItwLLBxP8MjeOWHWMi9syxwpdRqnFmC06hx2jT2doo8wDaevMaZKYL9A+ivaqbj+KRT1DhNm+6VfuiRwxxWwEV6za+LcyUqVbMQffrkS9sO3IjQZ8Wa4M2SPTX92qgY+Sd0ofOPfSiumytlSp2MNp64Qrk9UpOLXzC5+/iSi1+IEMJc7Cl4uT1LoQ3w7kZo+nFzJBHIpJLgfQjBG0kzbGgGglcV7DDqSAIsOFncSiKTf04Qz50qlPVUfJhDRPrH6c/YJm+cY3HNG9Q6t6qrD1eQ2mYRriTtmLW+fPgSQN/8IpbnNrIErxRqwGEFoWnTnMmN//0jfZr8EAt99okfYpbrxIvjSizyI1pY8CpKS2Zh01ro0cI6AVzmV096E0jhituVj8ec4K1arzB9SutGOTOkohHr9lGu9KmE6/nm01fUoHQB2nQibBYI/j0L4BIp09C0ARvDh03n7g5zb4t25ejwRp2glgq8u+FDjLsin0CmpeMi3ygRPWzdVxW7WjcKwav1FYDx250Ae5Ud7UWWdzoqCV4WsfJQA93Rwk76Y2qlUANJ1Ere2YBA9tBazwFsr4Mn+KAN99iuFBAUTFM6LxQHK5grtsTwVm9ZjuYsPBbhNWUseLPmSEMpKmWgEBeiG0//o1w/paRNJ3XitkHJ/Hqha070inqlC5BzMFHKV8G0Y/kJm/oo37Qmv5EPprh24KpBW51GN6Z8pbLb1D4qg4AaBDIuUUfwPmoDwavGfEPwqkEdNh1KQMpwIBmRwhr4vy0aVBExs617jqV+XZvaxcPq0MEoaDyyBK+1jWD86t841IDFL4vcz98C7RIuER7B6xocRI+uP6Xn917Slw9fBdHj2y9SppxpKUt+D0qXMTndu/aEntzRnShmXGwRvA3+V4e2bTxnUwoyU1Pcc0Btuvv4P/LwTEfxk7vThcc+9D0gkDacv0YtSxai734B5BQUQs6BLIBfUu6fUgnR2/znwrTyiOmsECx4N5/SidPmOXLTsQWnFKwuXRVzgpcPpUiVIDSWt83g+lS0Yl7F7aIiCKhJIOPi8aqYf9T2f6rY1bpRCF6tr4AYOH4Ws1wkL6vc21qnWhnx+4PHL1LRQjkjJcRBKWKO9ZVSqrEoV1rsIXiTJYxN3/0CxcYseaiB8Uawj990G9v2XblLmVImpRxpU4hMAd/9g0ye0BaeGF5L47ZF8P537zndOXuPDm48Q5wTNrOnB30PCg394FPonAOI/N99Ja/5B4X4zVsiG8Vyj0Xe20MzECgVvGXqFKF1Xpeocs1CYfLmKp3L6g2LUECOBMIjfuHBM3JLGEuIXXlpUcKTlp8K7V+etCmpcIafKF/KFDRw2U6zoQ0NyxSgTSdDvbFNc+ehF0cf0f0fxxlb6qM5wcv3/NasJJ3aeZEgdpXOMupFFQIZF6kkeP+A4FVjDUDwqkEdNjVLgEUt5wTm+F6O7a1brYxgIeXlrVDGU1zj+F7O0qCkfP4eSJ+/BVisamkjGF/jwpvA5KEGzs5O5B8YSFvPX6frz17Rg1fvTNrInCop5UmXirKlTk7ZUqcgZydnkR2BixqClz26R9adFLvMXiUOok/Jnejft6/o5quXBv1nUcmbzZp5FqFvn75TXB8/ivPMjx6cfySE78tn74THV6ngzV+nKO32ukhVf/WkHZvOKZk6fR0+QS19uQy0+uZ1algyP9149oqC4jjR9Rf/hWnnt8L5aP35a2F+z8K3ZUlPcg0i6r90h8F19u5u+eHdlUfi8j0ed/zp+sXHYdqT+IgL0lnDJkZVt3lpylfIA55dm2YclaMCgYwLVRK87QwF76ETl2jyvPX0+u0H8dZxeO82lDF9agNE/v4BVKhKe3Jzc9X/vkLpQjR5WJeogDJa9AGCN1pMEzppKwE+cW3lJt0pZ1xYXLZsWIVYUDq6sKiV0oyxLc61yxkXpHRl9aqVEfl4V2zaJwQv59qVTmCTBLAtRwt/9Q2kb75BZnPOSqEGnNGABa18I5gkctnD+/l7APn/OMDCxTmEJuw8YlbkWmLIArhu4TyUI00qfTwvi3J7FGse3v/u+tDORYcpXoV0tPS5YWypsX25oKubOy9tuKTzmuZOnYaK+iYh94e+9P71J3p276XVk9bK1ilCa710x+5Wq1OYtm84q3i4Ff8oQZe+vRUil8voZjVo2dmLJsUuXzcnePkaC9hGRfLTjScvacuR0MMhjL27XFfKRtyweH46O/G4QX+ljBR6nWtB8P49phGVr15A8XhREQSiCoGMC1QSvO1DBe/L1++oTuuBNGfsX1QwT1aasXgzXb5+l5ZMMUxd9ubdR6rTZiCd8JoZVfBFu35A8Ea7KUOHrRHYusdbCEgWkvJ0YMs37iPOjeto0cv5fiuW8RSnurE3l/Ptnt4xm/iYYRa9HDvMZetub9q611ukSuNDMfp2barPEczXDp24KA7KsFZYiwQGBQuvajAL2mBdqi6lG8G4fUnwfvcPoAPXbtP2izetmbV6PXe6lNS/bgWxaY3z5tqjuLk4U8J4biazNNw/e4cuv/Ghk07/hfHmmrItF7z18xWgdecNvbIsfJtkL0BfvV+IV/ac9sxckcIZhJB0cqJKNQpaDWtgr27qGplow7lQby17d0NcnGjd5bAeXCF2i+Sj9bL6pvrDovfP8sXpxM2HdOu+Lk8ue+tvPNUJalOlRdZcdHTxaYNLPzKvid+J9Gsmhl+nRRlyT+hOTdqXt8f0og0QiFQCmearI3gfdjAUvFeu36OqPxcTY7959zF17j+FDm+casDi4ZMX1KnfFNqzWp0+R+rEOMgYBK+DwKJZ9QhwDC97SiVvqdQTjtv12uutSERGpPcstvmAC6nwKWqmDpFgAcweaK5rLHhZGPPvWChbK0pCGqy1wYL3ps8rWul9KVxeXXPtZ02djPrV/oV8/c2LRWt9k1/n8AtOJ2aclswp2J8Wnz9JG26ETcslv18u4nRCLvRqvbz5af2F82G6M7xSDXq87CrdvvzIbFdL1ylC6394eFnwVv21EG3faD6sgcXuu/zuYby4Q36rTGuvXKMbz8OGMrBxJYKX6zUqkk/09brPKyqZJh2tOBJ2XPLBcHqz1Be/GMTzWgtpqN+mPF04dY9KVcwDwWvLIkbdKEMgKgheYxiL1uyiG3ce0aShnQ0uXb1xn7oNmk6ZM6Shuw98KEfW9DS4Z8swoQ9RBm4U7AgEbxScFHQpYgTMHSF89vItEWrAHtXIKlIYw/61Ew1M8u85bEE66ph/rlDak+pW18X0clhEyVqd6fqRpVa7ag/B+9/nDzRi80FVFT6bAAAgAElEQVRLoZpW+2GqAodTZE2dlP6q8TMFBoWrCYObTAne+HFdqdwc3WlpXIxFLf/O1Bt5uaDjn3OlTE2B/gF0/WXY08NaFi1OAWsemk1fZix42SNapVYh2rnZtNCs0KGkiNeVF860UL9sARq2/YBZUByju+yk5SN9+WYWvJzRYWzDapQ3TSqqP2qxVfgitGFCaGiDOcFbrWExSvlTUjq6R+eFhuC1ihYVoiiBTPMmqNKzh3/2MWnX++w1+mfyMlo+YwClTpHUoM79Rz60YuN+atmoqth4zd9lR09doa1LRqoyhuhoFII3Os4a+myRgHTwhBQ6wJUlgckbAuTeV0eiZNHK4rt/16YGYRSmjh7mU9a4SH3me/kktsjw8D7/8J7GbTssRCGnELNnEaeUORFlSJGE+taqoN/MxgdNhDgHUYhTCJ18Z+iVLZI4DyVwcadvfqEKmUMZ+NCJWK7O5B7HRcQaczyvX1AgzfI+RqsunrNZrBsIuh+DzpUyFQUGBNINE6J3RJWadGfueSF6pTf80lHDBeoUpZ1eOiHKHl4WvJw7NzAwmO4aZUHgTAxLXt0JI3Zzp09FV9/+Z9a7yzfY4uEVKcxKedKK05doXL1qdPPBC1p11HTKMqkznTPm1efoNRa8LHQTp0hIpw4bhrtA8NrzE4O2IpNAprkqCd6OYQXvjgOnaM4yL5ozthd5pEtlFUNAYBAVrdaB9q2dRCmTJ7ZaHxWIIHixCmIcAUloFiuYUy9upZjYkf3aRVoqMha7vFGOU6HJi6nf8ya77oOn0761E0X/OA753OVbisQ5b1r7+NVylgZzk8zCc9yOQ/T49XuHCl6OK/7VMxfVLJyTTry/TNc+PqTHXw1jSnkTlXRkL/9cPlV+SugWj8qlzEfxXOKJOGXeeMeCl1OxsTg/8+YhDdyyNVxr2JTg5YbMhTZwTG/TAkVoT48tpDtsWOdN5p8K/1aKtqwPPXFMOnJYiN6AYIO8vGX/Kh0mbpc3rOXKkNps7K40QFsEL3ds4//bOw/4qKr0/b/pASnSErp0QiehqaAgCERWpYiNte7q/ndtu+7qyq64xbay1sWyu7/VFRuCIEVYqVIkNkB6IFTpHaSTkEzy/zxnciZ3JjOZO2HCmcx9jh8+kJl77znnew7yzDvPed/v16tb2zdIkSp5MdKucaoS4/gFvzdy+KJKm246yov8um06NlbrAY9u1WpJsmS2/0OAFLzl2n68KQIINP+nIcH7K2/Bi5Ly496ZKm+//LjUrV3TLxlkcDh56oy0bNZIvY+sDd0yfyFfThsntWpWjwCakT8ECt7IXyOOsJwEIHyth9bK+Zhy3YaILfrGwTVrs/p2Mb59B46oMsT6K6ppc7KkXaumsnHrLmW9sFOx7WxugRwvp+DdfuiQvPL5UpV7tyIjvP07t5C8OkfkkirxsuxHd4RQi0X8Qed5RXxZB5kRPdV/vuySVBmc2lNaV20mNS9JkIM/5sqsfevk0MEfZcoad3aEUFsgwatF7/q9e0tFem9Oz5CBiU1k+/c71dgSkxMkPy9fCkW8PLwQlFq8D74xw5O1wTe6i0Nqn367VjKaN5JTyCcmIt0vayzn8r0/wGTvO6giv+0bpipA2QE8vprB30deJ6OnzvFCguwOn2e5BbBuaY1SJL15I8FhRbTkxATpUaWOLJ2fLft2HhGXS8Ww3bmZi9PX+XKm4A115/H6SCHQ4i0zgnf7AyWC98SpMzL8Z2Pkg9efLPX/++279sve/Yflql6dZel3a+WvL4+X98a57Q5vjp8mX6/Ilon//FOk4Iz4cVDwRvwScYCVjYA+cAbBunf/Edl38IjKrQvxi+iurvwGMYtfOFynM0fgPVwL64XdVl7Bq6O7yK8bTsHridTGiLRMrS1NWyTKjCOL1XRa12woDWvVkB2n3VFFFW20O1ERaVu9sTzYdpicOuuSidtWyvhFWSHc7X1pWYIXV1rtDXf26KWKViQnJEquq0BOfLRLtuaUeH1/95cRsnbtLoktFvKzZ3hbB5Cbd1P2Xq+sDG6xu05+enWGtG+aKsv27ZX1Bw5K9oHSB9Y61E+RjvUhdkW6N2kk73+9MqDohX8XYnvy96UzPfy8e4ZMXFr2B4QH2nSRb+dkS3xcrEphR8Fb7i3GGyOcQIs3DQneB0sE77TZS2XM2He88usC2+Ipr8ncxctk3pIV8s4r7qwO//lolkyYtkDyzudLx7bN5c+/u8dWUCTCl+GiDY+C96KhZkdOIYDDBLAkQLQi/y8ivci7iwNpFRF1Lq/g1dFdrIuK3oXg4bWKWvef8RSd2dUdmW3e4FI502iXbDnh9rzqNrL1FVIlMUGJqfzcQjlX4J2yDENJTEyQpMR42XX2kJf1AT20qF5f+tbuI99u2SYfrLCf79Z3/wUTvLh+zMBM9dX/n+fN9tx+S5d0iXWJLP9riYVh8LBuMnNmiZAcMjRD4kRkzmclwvfG2y+XRecPqXy7d1zdTVb+sEfSWtSXiWvXyS0ZnYLaGfQAbk3vJOv3H5SOKanqWdZorzqs9v06lYsXvyOqa23dmzaST5askpy9/rNA4No7rkyXDR+usy14f/H4EOnUrZlT/npznlFEoMUbhgTvQ/4PrUUR2oicCgVvRC4LB0UC9gnk5bvk6MnQ8txao7sewSuixJ1udkStuhopWn0itS0aXCpnG+9WYtcqLIc07S41YqvIqsNbZevxfUEn2erShtK2diOpXq2KLD28Tknqq1M7y8vLV8lznYfImM+9K4oFfaDlgrIEb7vU+pKWkiqT1q6Wbo2aSIvadVT2huyDB+Su7j3kg5Ur5NdJ6TLzQ3fu2sxh3eQzi+DV3fxkaIbMKxa9Vzx8haQ1qy/IxvDJirWy7shBT1qyUATv3T0zVGEKNER7W9aqrVLJtUyprTIzIJMDIrxnz+ern62tfcMU6VI7Rb2kDxRC/FoFMETz1k82egveuBh1vb/24rv3S3KVhFDQ81oSiAgCLV73zp5zsQa1/eHHLlZX7Mf6//wifbqCWEiABColgfII3tjYInngv1OVgIQ4ioktic/6RmoDidpAsKxiF9dAJ7Wq0VBaVWsgs7a6o6JDW/WS2TvKzg3r+/yftOghP8aclPiCFJm0dY0Ma9pR4s7EyNQ1ZefehXhtn+ou05kcHy8frXT3G0jw4vr4uHj5fu9uzxDACa93SK0v3Ro3ke/37JbYgpIob6u0BpIfGytbNpVOaTb6T8OUIFx0bJ9s3HdIWjarp567fv+BEsHbrZNMWuW/2IQvB0R49bXK6tAgVarEJUhuXonvd/IKb6+u9Rm3deooU78uOYCGg2wdm9aXTfvcwlcL3oT4WFVuGg0ZMvwJ3v4/6SrD77yyUv694aBJoOU4M4J32yMUvCZ2HyO8JqizzwolANsACjqcOnVW+WHR4KO1NnhlUQ2toquuBZoo+sdhNeuhOhxowy/YIDBunaM3GKyyBC9EXXxsrErhBatAXFysILo7fUW2TP4WAqv4YJg6NeaO8IbiqfUdG8oKn226U0V2dRve7HJZe+AH2fzjXs9r17fsKfN2lp0iy9+8h7a8Ug6fj5MNPx6QgvPucsUJx+O8KqtBmOKXC6nPUHzh0AHJPlySieCWDl2U0I9HNLtI5NO1JSV4cV8BDoUdPODVfTEe9RosDdNy1ssdXbtJ93N1VbGGvNx8SevSVLZuPiCJSfHStFk9ad22gcz4dLnMmbVKho3sKYcaxsiqowc8Hl2I1W5NG6kDajgspqO2wdYb7794Y6as2L1XWRvQIHpxcs5dnjimzNRmiCZPX1L6Q0JGi0bSsn5dSSqKURFeO4KX0V07q8VrIpVAy38YEry/puA1sScoeE1QZ58VSgAV1ZDiy7fhgBjEJBoE5/DMPqWyKIRzYOgDv5AeTbecLbvknkdfUP5evPfQPcNU2jKdmxcV2SCC4QNGoQw7RTIgeFF8ArlqIWohVHAIDb8jdRdO2uflFyrbAdKDoeTwgvU5Mvm7koiiPoFvtTSUh8U1VzSQz466D6ihDWncTWZuKfG66tfLK3j7Nb1c3s9ZKy/2GSqPf+lOR3Zrs3SZtnytErlt69d3WwUsAjfYPO7u2k3y8vIlrkhkbbFtwfcef4IX17zc9TrZu/mI/BhbIAnJCXL6bJ7MWLgWHyPUI4b276z8vj1aNZKChonyyBQfC0bxg8cOHawErG7JCQmS65OpwXdMiPLC3rBi1x6PiIYQHj15bplTDiR49U1jRw2Rz15cqHzd7iwNRerPvhFeRneD7Sy+H+kEKHgjfYXCOz4K3vDy5NMikAAE8Ng3J6gct7pBUKL5pg0Lx/AhXlH8Qjf8rIXswNsek9EPjpIBV2UokXvvb16QKW8/LR8WlxlGVBdNV1r7ZtZbtlKrQdDi62erqM13ub+O9tfmrt0gM1eWFBAIh+D1je4GErsYT3kF75WNr5SJm1fLza3TJTk2Xj7Y6D609vceQ+XdNd+HJHR9udzVtZucP3deJq9dXSrK7St4c44elrSUFOlWv4m89Pd5nkcNuaqDTF9YOnr63+fvlJ/+7SN59t5MWX/wkCw7tNctUosffHNGR9uWBt0ZxO3jn3mnHoPdIaYgppR31zrXYIIXloYmpxNk2aKNKuKv0sf58e8yuhuO/1vwGSYJtHzNUIT3N4zwmlh3Cl4T1NnnRSWASOmYF94uJXghOCui6hpy8MKSoJ8N8YuI7p0jB0mHfvd4lQvGtTrXLmwY1vEghdkTD46SnuklEWJ/4BCFO3g8NySmM1aulflrt3juCYfgtUZ3cTht5ib3gS5/7UIFL575l56Zkn30gBTFiPKwvvetd7qtDvVSpUOK27trbZ9klxakuBaRTESGb2vXRSavdj/L95gW4rZjh9wg49e5xfVtbbrKogkbPI9v2yxFUAEp54cSCwWivAVJMTI1a520a5rieWabtqnycc56Zau4Ob2j7SwN6EwdVqtbW1kadBoz7e2FVSI2P7CtwY7g/erfy2XkLb3ku8U5am74tsDaWrVvKL/+k3eO6ZA2IC8mgQgg0PJVQ4L3UQpeE8tPwWuCOvu8qAQgeBFJzV483tOvtQBEuAcD4arTkeHZ1miyr+DV4+jRJU0WfrVS+XZ1g1DG60hnVlaLBMHrG929rmGGzNoWOGVYqIJXBxh7Nuwtk7e4xSgEb5HEyJ+/c6cMu6VxN/lk/RqBRxcieL2Pd1czvLVDF7eYLSrx997SobNMsgjhW9t1kSnFolcL34xGTaR5qtsS88kG96Gv24sFr9X3fEPfjvLpghJf8PWZXZRy/jTLbSH56YAMmfCFO8vC8Ks7yepzh6RD/VSZuNp/JTN/a28Vt/r9KgkJHlvErV06yZRl/g+u2RW8rdvUl5Ta1WTX9sNegpdiN9z/x+DzTBFo9YoZwbv1txS8JtacgtcEdfZ50QjAM/vwU+NURTNfwftF1kpbHtkLGaz25uqqaRC8sFboqC7sFh98Ok9GPzRK7vnNC/LtrLe8BK+ODJc1BnztfODH0CK8pSwNxWXPyuvhzby6sUw+8IUaZrDoLq4JJHj9Zb6y5vDt1cgteNvXri/d6jWR93KWyy2t0+WTLavk7rQecvZ0oZdwDbZ2iOz2atREzp4/X+o+q+hFdgZXQoyK6t7dtbu8v8Z94M43wqsjwj+5uqNM+2KN3Ni/k0z+br2MuLqTR/COuKqTTFta4p9OuyxFhg7uLE/NXhBsuOp9a5YG/Ozr49UPua1TZ7/WhmCC96ftOsjiD79XkejrbkyXdd9u9wheil1bS8SLKgmBVi+/bGSkW3/3OyP9Or1TCl6n74Aonj8iq2+On66sBMtX50iPrmlKWMIfC7vAXSMHqfcqsqEfVFLT/UDU3nnTIOXhRUP0GeOEIL78+gdk3DOPeCwM8PvC4mA99BZorPuOngtpGos3bpYp1kNrSE0WI+pQW3la32tqyay9bgtDsOiuFrzzd3lnabAK20Bj0IL35lbpkhwXrwRvt5Qm0qlOAzlbkC/rdh4K2cd7d5dusmLvHkFOB+thN4jh2HzEkMUjdvEa/Kz6Ol/Bax33H+4bJN//sFemLl0nELmfflUicm+6qpN6Xbc7ru0mS0/s9ltlzZeFb1oyvI8sDVZ7gxLGAaK8ZQlepChL2Zinsk1o3/Jtd1wpyxZulLsfHijde7cuz/bgPSQQkQRavWRI8D5GwWtiQ1DwmqDOPiucgC7h+/zo+1TqMZ0dQacpg+VAHySrqMHAn4uMC9aDcb5WCohd7SVemLVS/vbGBCXEYYvA63ayNGD8kSJ47UR3Md6RbXrLZ9sDe3zLErzZR/d7VW7rUKeBuhxR3psbdwspwquEYYcuMmn9GoGYrZoQLyv27fF0j/eS4xPkvTXu3L34WdsZ8HNZgnfkoHQ56TrvV/D6RnnxrL/8MlMe+5/3ITQ7Yld7eOHdRbN6eqd8W9rWcNfl6TJxvv+UcDq6i+dowZt5Q7pccWVrit2K+h8Fn2uMQKsXDQnexyl4TSw6Ba8J6uyzwgkgkoroqLYOoEMISAjfRg3qqkNkFdlQWhgC1urJRX86uoyoLfLw4pp3XxvtdXANr7Vt2dQTBbYzzlAFb35hvjz6/meeR+uqW6FEeK2V2PoMqCaf71ohwxr3kimbvwo65PIUnsBDr2h0pRQWxcikYh/vS32GymNZMzy2hnIJ3vZdPCJZRXAtkV74gZWYLvb33tqxq+fPwQTv9f06yiffrJVhfdzlfTfsPigbd7lL+voTvHgtr6bIpDWBC1D4ene1uNXAdSEKXZji3owMef8b78N8t3XsKFO/Ke0XtkZ3rYL3ljt6y6139ZbkZFZTC7qxeUGlItD672YE75bfU/Ca2CgUvCaos8+oJwA7grYi6Gjtg/cM81gb4N1FtLn/VRm20o4FAxaq4C1VWrgMS0PpEsNu+4MqJ+yu3SAQvP/bucKenaFFT5nnY2cINj/9/v2dR8iETasl+9gBJXK3nTgiuQUlFcbaV20UeoTXInjRz60dOntE7S0du6rDbzFFRdIxpb5XdNeu4MV1aU1T5PZrM2TMu+4Irj/Bi9efuTdT3l6/0q+1QYtd/O5rX/Dlh2uUaPVJUXZzt04yY7H/ynRIR4bsDLoNGZoh1WpWlaWLc2T4yO7yk2Hd7C4TryOBSkGg9VhDgvcJCl4TG4SC1wR19lnhBBDNHfvGBBVRRTQX3l28Bi8vPLUV3WBdQGuYWld6pKeFRdSWNeZQBS+eZT24BgGLYhWFSN2LvKu65LCPsFWVyItFrh7PwM6tZWquu6DCdQ0yZNb2wNkZcE15o7u497V+D8qw/72r+tKH1ay/F52LDVnwwsP73mrvr/ghetEmFWdjuLV9Z+Xd9U1pdn+LHvLZJ/4FZOaAjjI1qySSOvyqTip7hHZJWw+uaZZIW3bjoM7y1NzSB9h0dTW7JYjxzJdvGCLLd7gtGtn7Dkrn2il+o7t4//kB/WXbxv1SpWqiJCYlyNdLN0mByz3azCGdZeSoKyr6rw2fTwIXlUDrFwwJ3tEUvBd1oYs7o+A1QZ19VjiBR8aMUwIX5YOnzclSVdX6985QGRsQab0YorfCJ2npIBTBi4psCfFQtUVy//9NUULOHbEtjtqiyrAfYRtoPtaUZMEEb5tajSQ+Lla2Hi8pPWyXU6tLG8rAy3rIE1/P94hdfS9EL1p5BO+tPhFePEelLosRJZ5hc7ina3d5Yv7/vIaK12tvTJDNO9w2Bd/mK3jx/jAcVstapyK5q7aCgVtQWg+wPfnTa2X1qZI8vmpxituklfZTl+GW2zuXZGq48/J0KTznkiKUj0Z0XkRQ0e28yyV9GzeVRTPXys4d7hLc+gOQFrz9r20vo+65yu5S8ToSqBQEWv/tFSPj3PKH3xrp1+mdUvA6fQdE6fwH3faY8s8iurtsVY689Z47EwKsBDPmZpXy1kYCBviLX3hzgkqhhnE/8dAoLw9yWWM8+GNuqQwLWtjqMsO65DAqsuW7UHK4UJZt2y1vzftaiTtcpwVOqDyuHlhd3fJZTtkH0W5o2Uvm7nQfAAu1Xde8h2w4uluO5FUVHFTDITXdOtSuL3e36ynLd+4NOcLrT/Ci3HBuQYGyM6CpIhM4sGbJ1VvWgTXcM3RIV/m4ON+uHqcWvMrSkFVyoGx4sc8X1yUnxkvbdvXlsZnu/MK63dIl9GpsVsF7W3on+eybbKt+Vo++p0sXWTN7U/EHHrcE9xa8RdL/2g4UvKFuWF4f8QQoeCN+icI6QAresOLkwyKFACK8d9w0yJPiCwIY+W/hp0X2BLvZDypiPsjMgHHAboFIs442qzRkT9ynxoxrkLLM7jhPnMmX2Bh3RSx/whYCF0LX91AavLz/mPOlbNx36MIE74CaIrGFZQreC4nuYh2ua9Zdpm//TgY2vVJyC+O9BC/eR5S3W62m8rhPJDbYGuosDdbrVHaG4owNnhRkPoL35zUyZNZC/8Ud8Cx/EV68DtGLDxhWwes7xtv7p8uJagXyyeqSA2x3dU+X95a5C1bYbVrwdruskRSddknOXu9o9M86dZFVcze5ywfjP1VG2B3tRyss9mn3G8AIr13mvK7yEGjzvJkI7+Y/MsJrYpdQ8Jqgzj4rnADsDKhUhpRgODyGgg9IQ4bsCdayvxU5EPSFL6OHWjzDGBOyM2BcGAfSp0HUQvzCc4wx6oa8vHjPTkaJ3PMuJWgDCduy5ukqcsnrc5fKjsPHyh3h1Xl4A1kaLlTsWgXvyNa9ZeGeQ+rgmrVB8CYXJMm5/PyQorz+BO/T17jzM/9psduLjWaN8N6a1kWWfLjR48f1x3dI/44y5asSCwIOrqW3bizN6teWqsmJ8v3m3W51KRC/3pkZEPGdtHeDjOjcXiaucr9X3ghv9t6Dknw+tpTYvbdTF1k5Z5PfrREH4Rsbo6wPGOHV/Sl4K/L/FXy2GQJtnjMkeJ+k4DWx4hS8JqizzwongMNpD48Zp0SltSH/rq56VpGDQIQWghfi1ipiIXBhVdAZHHQhiurVq5YSvIhEI62aneIY/iwNduaHCC8iwlsPHpHJ362RLfuP2rmt1DVlCd7yil3fqmsDL+smM7cvk+ub9xSJqSL/yfaOdn563c9kxKQP1NhwEM2u8IUXF8oVkVz8GdkYEN2FpcFabtgqeK3R3RKHrRuLPpSm05Kpw2qFIht3HpScnYdUOeGcXYcELlr8jIbXVIuNkR0HjilRDMGLNqJzB5m4aq3c0rWThOrhfWbwtTLzm2zJ2eMd2S1L7BYPQ5CqrqCwSGnyaxjhLdffC94U2QTaPGtI8I6h4DWxMyh4TVBnnxVOQBd0QHQVxR8gPK05eSt6ADq6DIFrLResrQrIGgFbAyrBzZ/4kjpg5+9aRH5xbbB29GSe5OUjxULZLSmxQI4VbJVTrt2SV3hKjubulKN5u6RNzaukanxNWZ1dR87mxsr8tVuCPcrr/YFdW8rUs5+XSksGsQtBveXHsg+p+Ypbf1XXBjVzC15EeCdvzpK+Ta6WSVtWq3HAw9utZjN5r7jkrx4corfqAF5xswpYdV+xwO3eoLGsP3xAVVyD8L21ozv/rj/Be3eX7jLnneCHx578xWBZvnWPTPvSO3o7om9n9drt16bLyi17PKJXjxGlhkddmyGfbN8gK/e4ud3RraukpdaTx2d4+3rLWiTk5L0qtal8nLXKY1G4qUdHaZpXRRbODpzr11fwwipDS0NIfx14cSUh0OYZQ4L3KQpeE1uEgtcEdfZZ4QRwAAxR04spcv1NClaKb2a95ZWWDP7ijVt3qSivziSBKC4sDPAZQ6CjTZ+dJcvX5KgCGsFaMMELobvt3FzZeKJ0uis8G1HKuLhYqRnfWOJc9SSmsKrs2tlM5qz6IVjXnvevHlBTCl0FMmubOy2ZjuxuO7HPI7jsCNtAHWoPLyK8M7d/p55/NO8SZW34a6/rZNLqdUHLCiPyi8gtRHDVhARZvs8tcG9p31lVW/MI5QCCd8OBg1JrU3zAzAy4v22zFGnZPEUSk+LlowXeUWiIWWTF0JFd/GyN9Or+EfFdf/SwFF0aKxsOuaOzN3XuIIWuIklKjJcVu/aUWYYYYve2rp3lxU8WqQjtiO4dpf6peMn6IsfWekLkuktNq6Cz3DC8m9wworute3kRCVQWAm2fftXIUDf96VEj/Tq9Uwpep++AKJ4/KpYhgopIqm6wNKDccI+uaRdl5ojaPnD3ME/VNIwFVgtEddEQwb3i+geUKIYQRho1bWFANBjNWpo40KADCV5YFo4XbZSvj/y7zPlqwVsAhSMiTar0ku3HNkl1Vw+ZtPCcLVaI8ubWPSRF+YUSGxsjELrW9GP+ora2Hlx8ka/gxcs/ad5L3tm4Uf7ea6g8Pv/zUB7nKZ2rb7KKXn8R3mevHizzp2YHFbt5sUWysdiqMLRvR68IL4Ts9KXeB90gevHLGgnGdZNXZ0u7xilSVMstejMaN5TTZ/OU0IWg7dAgVYllTATpxXLz3QU48OfWtetIan6SbN94QBIkRhZ94bZH2G1xse4rteAd95+fsdKaXXi8rtIQaPtXQ4L3zxS8JjYJBa8J6uyzwgkgw8G9v3lB5dxFmV5Ee9FmzMmSL7JWetkMKnIwsDYgyqxFK6K2C7/yLjmsD9RBu9zz6AsqUwMaUpTZ9Rv7E7wQuytOvSmHcu3ZE5AfVwte9F8nqanUS24pTav2ltnLD8isld7RQeVdVZHAGBnYqZXUrlZVWretIkt3Zsv/tpdU7LKe+r8Q1khLNn3bt9Lm0kZK6G3+ca963JM9b5elPxwM6aBa8dBLHTq7pV1n9RwI3uT4eI9FomOdVLmmqJlMmeddptc6nzbNUgRiV0dv8d6wvp1k6pdu+4M/sWu9H+9jXhC+WvDifYje9M6N5cPvV8vwju3lk5X+7QgQwZ1SU2Xz3kPSsX6qbJuyVYn6+LgYdZgxlGYVvDh0BAoAACAASURBVIOu6yy3/JRFJ0Lhx2srB4G2fzEkeP9CwWtih1DwmqDOPiucgPbw+rMDIEXZu6+Nvih2B99x6Ijup/95Who2qCuLslbKG8U+XkCBFWP63CzFZ9jgPpLWuqktVsdP58vZvALPtaGKXdzoK3itHXe49FrpXGuEnM7N8+RxRYqzuJg4iY+NVYIqL98l8bExsuX8Nnk662PP7eESvMNbXSkTNy9Vz72pVW+ZssXN6Y/N75ZJ81bL8Rb5sv6opWBDEHIQg74yEJ5eFGbomFpf3Q3xe1taF8mIbyCvjl9Y5hMzr/GO5uqLbx2YLrnn80tFdgM9DN5eRHy/371fNuw5KBv3HJJ2TVKkqHastE9NkY+Xl1gvbikuIRxbKEroIr0c2iPN05V9IRyC96FHM6Vrt8ts7UNeRAKViUCaIcGbQ8FrZJtQ8BrBzk4rmgAiqTnbdvk98IV8t9pSUNHjQKELRGpR6Q0H52BXQAYJWC3QkHIM0V/t2y3veHwF75nYnKA2Bt++UKgi31VYUla4uAABIrjwvF6d+iupEdNOXYMUaIEsCvEJhTJ192KZvukb1UW4BC+ehUwNs35ApoYe6gDb01fcKU/+9QvVT9vLUqTRFbVlYo7/Ur++2RT0/P2J3l92u1wemj1d7mvRXT6dvFpu7ttZZi4OnHMXGRkmL/UfeR01KEO+93M4ray1vn1gukxcsU7SGtWTNNgaioqka9tGsubgAemaUl++37FH5c2dtmKdpxS0mkeRSPpljaTZjjjZ8cPhCxa8jZvWld+OGSqXJMeXd2vyPhKIWAJpfzYT4c35KyO8JjYFBa8J6uzzohBAyi8UddB+3b37j8iHn85TwhPZG/btd5dRHXZdn7CPB15d9A87A0Qtfu/eJc1TCCPcHVoFL6K73518RWVfCNasBQeQhkpppuJiAxBQugQtXofFoVuNB6XIlRjssXKw8IBk7V2rrA3hFLzaxwtbw03N+8gnH+fIpmK/rB5U5pD2sjJ/n9cBNn9f6FsjvFYxjGu/+/lD8t2anfKnf30uw/t2ktmLs8ucc6Do7oh+nWTm1xvkxj4dZMri4JkddCfDB3eR6ctK93nPjT1k8+GjcvjgCU801zqw9g1TpM3+JNm346g6bGYtIFGoSkcHXTp1gbY0/PLR66R56wZyabUEezfyKhKoRATS/mRI8D5NwWtim1DwmqDOPiucADy8OATmm4fX2jGELyKryIxQ2dvJM/lyOtdtaQgU3fWuplUs8SziFqWFEb0tq7Wrea00jvuJLVxVqog8t/xDyT6207bQsvPgG1peLpfFN5T9W/Pk/Vlur7A1+wNEHaK9rVvVk3N1XFKY4J1eTPfha2lACrMqcfHSPqaeLNuwW2pVqyKIese5RCaX4d31F92FJSEjrbFMXlQSbb6hdwf5dElw0au8vus2+kUx4sqOknV4jwxq20rGL/jO65p2DVOk9b4k2bPd/UEODaIX64qKaYjUa2EPRvAL43cIYd8GwXvn/ddIi/ZNpFpyvNS4hILXzt7kNZWLQLunzAjejc9Q8JrYKRS8JqizzwonAK/s8lU5nsNqOj2Z6TRlwSZuLViBA3f9+2QEu0W9f+pcgZw6my+I7i479aocK47uukvF+kZuldop5V/VloZgHV5f/0XJO2/vK+6qSbHy3Mr3Zd2RncEea/v9v/S4UzasOS4LV26V9JYNZfrisnPK4sE3Xt1RChOKJL9KkRRUdYv65MQEKTjuksTTMRJTGCOffem2LNx1fQ/5YuVW6ZfeUpZn75IrOzUXl6tQzpzOlUJXocws7k/rRB3dRSQYDbw37zksm3Z5F3vAe3ZEb6DorvvZInde30Pm5GyRzNat5L8L3aIXB9ba7EuSnTtKxK6+HoK3wOfQmk475iWCLdH9+x4YIG07XyZncguketUEqV7F3nrbXkReSAIRQKDdGEOC91kKXhPLT8Frgjr7NEoAYlh7ZhEJhuXgQj20oU7ogynzVLo02C1gu0DDa/D3Pjv6PhWZRpaJcc88YuvgGg6NFRYWyaG89fLloX9ZbAnuKJ6dZlfwXln3/8klhfbTuqXWSpLvDmySp7/9yM4wSl2jo7etLm0oI5v0lb6tOsj3m/bKixMWSvMGteXkyXOydkvZhS38dexrtUBUuGtaI8lat0NdPqBba0mIi5N5320qzknrBjmge2slfNHat6gv32S7r5+RFdjja+0fojd7x4FSBSdwjcrTWz1OcvYe9ssKY77lmq6yaLe7z2uaN5Pzp89LwYrjpcRuWYI3EA8I4V8/cb20SWuosjugmAlSzOGDFBsJRBuB9k+aEbwbnqPgNbGXKHhNUGefF4UAcuBCOELg+lobICQHXJUhSAkGS0NFRX4haiGorQ2pymCnQPQWEV3k6e2ZnqYqrSGrhL4epYXR7FRayz3vUpaGXXnzZN3x/5WLr13B2+7SAdI49nrbfaTWShaUPk5KKpQp25bItG1fB7zXX2GK1rUayk8aXiFda7eSuIQEqXdpsuw7ek5ydu6T/5vxtRK9R46ekpwdpSOqZQ3SKnghduvWqSY7DvyobsEzH7ypr6oS9+irU70Er/WZEL/j57gLbegG4wA8u8j2kBgfJ7mW7BkqjVtsjKQ1S5Ef9h+TCfO9C1Pcfl2GTPw2sO0BY7796q6yYJ9b8A7r1E5ubN1O/v3qnAsWvHjeQ48NkZQmdeXSaolyPt+lSgvD0pCcGGd7vXkhCVQWAhS8lWWlwjNOCt7wcORTIpAAMjWgIf0Xmi4xrL27FT1kCNvpc7K8Kq2hshoOs/nLEuGbLm3ZqhwZ++YE+fTtp4MOVVsa9rj+F7CaWrCH2BW8KEN8WdyIYI/zvA/Be+h4roo0I1II7XTadVbWH9wpm0/tls2n9qgCFXgf4rbVpY0kLi9Okg/UlOv6dJS4ongldHUu2YZ1qijBmxgfK2u37fGI3vq1qsuUBe5Sw4GavwN0nVs3lOrVk0uJ3dhYt8jbuf+wvDH5S0EaNt92TbdW8v7ckpzDQ/t0FFd+oUxfEtxmoUoIZ3aT7J0H5OMFq2R4/84yfVXZBSJU1bQrO0ntlGpyQ7v2UuhyR17BYlvOXpk3c5WX8MX1/iwNvvMYmNlJ+g/pKvlF7ufVrp4o+BB1Ns9FS4Ptnc4LKxuB9n80FOF9nhFeE3uFgtcEdfYZ9QR0lTQUubBWWoOFAu8hkosiGIg+I1UZIsw4ZDd0cB9PVTadszd78figvLTg3emaKptPuHPVokGcpsQdl5T4XJGiXPVaQVGsHCusIUdd1eVQ7h5PNoey8vBaBxCK4IXgguDNPV+ohFdCfIy4VM7eQnWQKjc3XwpdLhVJVeJyzzHJK3BJi8tSVAldCC7fpgWvfv2HfYfk9Slfqh+vyWgl+XkFMml+4AIR+j5Edbu0aST7jp1U0VY0HdnVYhevVU2Kk+zte+X1ye4PUNbWL6OlfDBvhbRtUk9aN6pny0/s+wwI35d+M1Qmf7VOTp/PE1dhoUz7riRDA1KTtW+SKsiiUSM5Wbq1bCyN6tTxuyfwgWL7pn2yY8sB2ZyzX3bvPKLuQ6TWt119TTtVPa1fZmcpkOLSasUX1amRJKfO5cv5/EIK3qB/+3hBZSXQ4Q9mBG/23yh4TewZCl4T1NnnRSGAaOrYNyZ4SgtbrQ04EGanZG95B4q+IWJhS0BkWfel05XBtnDnTYPk1Jmz6hpEceHhRbNaGGC5QNnhYB5jX8GbktxILq8WLwVnp5Q5hfiEdiIJHeQHV3PZePJLr0prgW4sS/AmJsSqzAYQsMmJJSLqzLkCySsoO3+vXda+ghd9JifEyCsTFytfLLIP9M9orYTjmTN5ytusG/yoiQnxkpgUL/uPnvTy0Q65op3075YmcXFxUiUxTgl0RHVxsAsV6NZs2SP/N93bjgHBi6ISqzbu8evJtTOnEX07yedLs2VkZrp8vX23Okw4pHua5OYXSEJ8nGzcfUi2HzhWnFM3Vm7s1UH6dmwT9NEQv/ExRbJr2yHZvt1t92jYpI76Vb1GFb8fJvRDKXiD4uUFUUCgw2hDgvcFCl4T24eC1wR19nlRCMATC/tCz65p0jDVbWuAvQHisWF99+8V3fRBtHHPPqK60lFbVHrDuNC0KEae3ifHvu1ld4DgtRPhPZtbIMfP5Mu5xLUi51dIbdc3UpDvP7VVoDkfT75fvjm2ulT2Bt/rteCFIExKiFUV2vA7RC4ityhKAYF47rxL2RQQ4T1yApFLm6fnylgURIyRNQBRV0R/4S+1ZqjYvPugbN1zSGZ/610Guax1htBFKjCRWE+KLlSt83fYb//hY/LiRyUV13414kr5/bjPyr2NburXWWYtKTnsNub+wfL2khWqqATmiugsciFrdBDsdgUvBgVOiQlxcvz0+ZDGaBW8l16SIFVZeCIkfry4chDo8IQhwTuWgtfEDqHgNUGdfV4UAnbFYkUOBj7cR54aJ9/OesvTjSqIMbiPp+CFtfww3oMQxoE2+H/R7Bxa04K3ZsJ4OXvq7XJNCZHME0n3StYx//5Tnce3Tc0+0qPuKCUItcDFV9+BcvheiOBFn1WT4lU+WS36fPtChDcJlohigy4iyShxfPJMrnyzfruKwOIA1vZ9RxWXds1SpUpSgrI/JCcmeYlzO+DiYovktYmLpG3TFDl87JRMWei/sltZz4KNoUPz+vK/L9eXEtYjh2TIl1tK0rjBVavSh8GPGxOjPLzX92yvPlgEi5pT8NpZUV7jVAIdf29G8K7/OwWviT1HwWuCOvu8KAQgHhFZvRiR3EAT0hFdqy0BQhaRX4wNEWikH4OPF+nJcD1sGMgqgZRleN1Og+CNKVguhQVL5OyZyXZuKXWNLiF8LOk++e7HNZ5CBcgqoFpxpBFpyaoWtrWd7qxezSQ5duq8rQgv7BAQsIhkogNEhXWk2O6k/AlgPBdpttTBOUSiz7vkXF6+8glDOOoDcXb7QER7dc5OiY+Pk9+/bj/CC6HbvlmqbNl5WDbvPOS3Cl2by1KkVuMa8sMhd8YI3bAKiKoPv6KjDExv5z4AmBDn8UW7Sz4XKd+t/vCBksCYb6gRXqzZibNuDy8jvHZ3Ba+rbAQ6Pm5I8L7oLXgXfrVKXvn3J3L46HGVpeevj90rzZrUr2w4I368FLwRv0QcYHkJwEeLTAkQkrAwoJ065U5Rhp+RCuxiNGRfeOLBUdKoQV0lcOHtRVR32pws5cuEqLUrbAONt7DwrOQfHiWxVQbK8VP/Lde0dIGK+IQ0+SavgxzN3aXsDdbywnjw0AbjyvR/+naOr8chuHwtDYhYQozp6Cy8tm7RVmhbTPubqK9ohphFpHP9pr2yZcch+XxJttfzmzWuI2ktUqXlZfWkRdMUcRVnKvASmzEiSRCXcahaBiiF8uAzE9Uldw3rJWs27xUXqtYV34QsDRC3ac1S1RojMou2c/8xWbu5JGdwoLLLN17TSb7d451bWEd4//GL4eIq9M6LqwR9PPLlettLUF4E3E+cyQ+JqTUqX6taglRJYuGJcv2l4k0RTSASBO+Bw8dk6D1Pyj9f+K107dBKXv/vVFmdvUXefXV0RLOrjIOj4K2Mq8Yx2yKg04JZL9YpySCCK/LQGvpcmLVSkJVBWxNgVYCwReQ23M11+l0pODNDPTY/qaecO/Np0C60wLVeCHGLlnDJnTLjcGkfbCilhfVzkdMVIhbRQmRpQJQSoU0I3LKsEEEnUHyBP4Gbl+/2D6MdOHhMps5dJTv2uC0N2hurn49sEVa/bubV7WVQ304qygwx7s9KsfDr9TIny51C7PKuzeUTn6wQN/TtKJt2HFJRXN+mpGpxXeOyXM2339RLvli71XM7xj04vY0M6e6u6BasIdKNCmlxsYiYixQWirJvKBuKy70egZpV8NapkajEPhsJRBuBTo+ZifCue6kkwgvBuyZ7qwzu11Ph3bhlpzzwh1dl0ZTXog238flQ8BpfAg6gogjorAwVVVQi2LgheCGkeqSnVaitoqjonLiOjPJEUANFea0CVwtb6xy0pUG/9kPCr2XjCe+sBKGUFfYVokrnxcaoggyIuiLPa3mazgSBe6GdA/lYEY2du2SdzPmy7Ny2bv2NY2Lucsv4vWmj2jIiM0NS6tUqNUREix965mPP69f0aiPvzfIuPlFekWu9b9iAzvL1rr1egvfx4X2lcV33txV2mi4JjIN97rRwsSpnr4qsJ8S6fcAWAayj8BS8dujymspOoNPvDAnelwN7eN/5+HPZsHmHvPznByo73ogbPwVvxC0JBxROAjg0lta6pHQwvLOI8upyvuHsKxzPgkh+v7jsMMZo58Ba0Znx4jo7oziFllu8uZL6yOnTJaLMn8AtJcqKMwLo108m/8zrAFvver+Qqq52fqdptScgMuq2JyDfbkmk1XojxLBKW1b8nT7y9AY69Gb15Nq1PUDs/uujxbJp+8GAy2I9DIaLdKRXC2C89ujPr5XGDet4RUMLCvLlj69M83pur67NZbIlyms3ilvWnoGXt0HLOiotGVrL+rXl6Tsy5ejJPNtbzSp4/d2kP5Qg8o6qcIgEI/KLympHTuYpQYwiFIzw2kbOCysRgU6/NSR4X/EveLOWrZOnX3lP3n/9j1K/Xu1KRLJyDJWCt3KsE0dZDgLw8CI1GcoIw6+L9F+wF0DwDr8IloZgQ8b4UHxCWyt0Fbbxr41WPl+dsSGY9aLw9D+lKHd+cXfFKaziWsiZgkOSn192dNM6Rt8Ib5Vqo+TTQ1vUJb3q3CM1irp4LodO1blqrdkRyvqavCweEFgQqW7h6Y7cXshzF321XmYv8Z67r8C1pvsKNLbmjevIr382QJITE1ToF9Hp7K375I2PFnvd0rJJXdl/7KSyMVx48rWSR99xy+Xyxeqtqu8nbrpGGtSuFZIXN5jg9Z031hXiFiIXkV8I4aJCkbjitQm2p/k+CVQmAp0fNSN4175aWvDOWvCN/PO9GfLPFx6Vpo1SKxPGSjNWCt5Ks1QcaKgEdLUzLRiRpmzexJeU4MVBMmuqsFCfHY7rfUsP+47XX0ozf/1C8ErefBWN8xKwCe3lbMFu26LXV/AmXzJCph7ercRundh0lT0BmQ7QClzh8d/6O7jmLvYgKr8v1B0sC6EI6biYIvndc+5MFchjW3xezCufbSjrB09v/z4d1S141tcrNsnMRWs99gcIXESemzasLQePn/br2w2lP2t0eNTNl8v81VvkV0OukHaNG4byGHVtqIJXd2At7pF6aTIFb8jkeUNlIND5N4YE72s+WRqyVsq4d6bK2y8/LnVr16wM6CrlGCl4K+WycdB2CEBAQtzioBgOj6F0rxa5FyNHr47Y3hUgCwOiz4jk6nLCGC98x1YbA4T5s0/cV2ZGicKjIxQOX8GrBFp8S3HFN/CyNwRi50/wHowZKKkJ6eVKD+avHx1BVNHc4oNrwQ5Q+Voa4P31V8RC5+z93xdrZO7SDSoSCptCONpDd/aTdq0bKsE/Z+l6mf7FGk+kVR2CQwg2xn2A7eO5K0PuMpAF4qc3Xy6tGtYtl9jFIGpUTVBCHx7eUBoFbyi0eG1lJRAJgvfEqTMy/Gdj5IPXn1T/HrBVHAEK3opjyycbJmAVkLAzIB3Zc6PvEwhRCEk7FczKOwUIV+TXRU5FiG5fLy6sFfsOHFGP1yJ3+uwsWfjVSpWfVzdEgVUZ4jLy8RYef0zEtd2v4NXPia16vZw+tzho9TUteqteMlKqJF8uh89dYSt/bmARXZLOKxyZGXDwSkWai3MDa/sDfMPuqHOBPPrMJ+VdNq/7rNHhfr1aS2b/rkrkfrUiR2YsXBuwj349W8uy7J2yCRkaitwH4XybNalYWZL8k5d/LoWF9jMkaNGPQ2kuZGQIMTqux0nBG5YtxIdEOIEuvzYT4V3zj5II77TZS2XM2HckIcE79d/iKa/JpTWrRTjByjU8Ct7KtV4cbQgEICQhbCEYl6/OUWIXB8EQ6cVrwbyxIXRV6lL0vWnrLiWQxox9W1kprA3+XCW+9x+RsW9OkE/ffloJX1+rha/Nwd+YAlkaSoms+JYSk9hOXIUnpaAoV1kdXPk5KgIYn9hOEhLaS4zESmJsdSk8N1/iqgySU7H3KXEJIZyb7wpqLbB6e0tEaOADaaEwDhQdtlZZm7lgjcqzW55mTVeGdfPNP/zykzerHL3BBC/6vqxhbTl84ozk7HAfmtO2Cj0uO4Hn2wZlyKjrewXNeeypRld8WDAcqd6sghd/ZiOBaCTQ5RFDgnccK62Z2E8UvCaos8+LRkAfDOveJe2iFZrwnRzsE9ZKa7ogBg6n6UpsOFiH9GUQ4w/cPcwzVkR4kbe3rKwShWfGi+R+FjDCq0sCq4QIGFyxmJOE9hIb31gkJkkKz2+QooJtXkOPrXqzHD7vtkugWQ+W6bRi1tK/4Ra46BPR3OSEODVunaGhLD/v3EWrZfF37oN2wQ6l6UNsqqibJUtDoM35/OPDJT4hQfxlafB3T4vGdaR+vRqyevNeydnhnY+3rCwOQ/t1kppVk2Xx8i3yxlO3+xW81pRv4HI2ryCkw2xl/QXEmjaoXUX2HT2nLqPgvWj/u2JHF5lA14fNCN7Vr1PwXuSldgceiuzkKzIxMvZJAlFCAF5dVFrTld1gr4CdAdXeEHnO2bpLRZxhZUBU+G9vTJDRD46SfQePqBRlOmtDIBxF51dI0annVVEBRA6DFVawizX3kvflTF6C1+WwFED44hd8tPDiIqUYBJc/X63dvvR1Vr8uRKGdqLK1j9kLV8uibzd7XrKmGIOfF9l23R8A3NkgQvH4asEbF1Movxs7pdTUvLJA4NniLmjRrFEdadawtuTmF0hefoHqc+aS9er+tqjG1jxVFbmoUSVJqiQnyOwvNygBntmnvfS/0n1YDk2ziYtz588Nt8itmhSvPMoQ0DpNHHL1olIeGwlEI4GuDxkSvG9Q8JrYTxS8JqizT0cRgMCtUa2qx0KBVGSI8rZt2dQjanFYAYfb+vfJ8FRoAyR4d+0cZNA+XtwDkeUqvLDyvLFVbpTD+berUrU6OwOEEESir9CCCEYxBhSVcBUXlLArfn2fX1bu3mCb5pLkeHnwTxO8LvO1KZRkbAhN7OKhWvBC5P/j/QWyY+/RYvHsFtGhHJJDsQq0H/YcVc+xNi3SXx9zqxRJrCoYgbhEef24gbjp6DxELfzP5/JcKhcyfsYHGqSdgxBnI4FoJdD1QUOC900KXhN7ioLXBHX26SgC/g6jAQD8ucge0b93hpw+c1beHD/dy/oQCqSivKVSdNr7f97ah+pbOres53qilDX+IOcKQ8/OoA+VIZcrDk35FpTQEWIdSYQwPnfef3GKUOaPayFEx727QHbuPaby+CJKWpatwRr9DWZ/0II3ITFBEAndvvOAvPr+IsRww2Yl0PPFYbnrrmov11/TRRXv0Knb8D4+UFyIR9dX5OoIOkVuqLuN10cDgXRDgncVBa+R7UPBawQ7O3UKAdgVkJFBV3hDtBYH1NBgdcDBNdgZ9M933jRIhl3XxzYe5OpdsSZH7hg5SKq5/iZS4P/AViDx69ffG99eTsQ+pcTWhTQtrhD9defWhf3BFfav4iGuIXbxVf+kmcvki29KLA12xw+hb41mWj8k6Cjx3/8wQpKTktT4EZl+7b35paKzdvvzvU5nhNDr9NIT7gNyvk1/oEAWBrsCmCK3vKvC+6KdQPoDZiK8q95ihNfE3qLgNUGdfTqCAA6kjSk+dAb7grXEsT8AA297LKhfF/fB94toMMT0gD4ZSjAPzewj1S+JkaKTz4oUbCyTrztDAGKT8Gv6WB/iO8jJuPKLXWuWBu011Xlz8TU57BGoVlaAyG6eq1z7oCyf78Ks9TLnS/vV5QINABFo/Kc4KYtIkTxXfGhN36MKXIx1F7gItVlz9/paIdo2T5Vf3tbP1geOQAK4oLBQRaK1XYGR3FBXiNc7gUD6rwwJ3n9S8JrYXxS8JqizTxLwIQB7A3y9iPgGa18sXSlvvTfdEym2Xl9UdE6KTj4fMNLr+2xr5Dcm+UY5XjjKltDSz7GmCtMC185X7tYDWHnF6c4C+X59c8uWZYPYtfuQvPGBd9nfYDzxvlekW+XO9bYqtGxSRx7/ZabySZwvgFXDLdZ37jkob05YYqcLW35fHFQbfFWnkNbAuhbVqyYo7y0OtemIOnhB+NKTa2uZeJGDCGT88hUjs135r98a6dfpnVLwOn0HcP7GCeiKbNrqAPG7MGulp2AF0pJZG66HHQJV4xBFRsYHbYvQ1+lUZXYnF1PtUXHF95ZzyLiQGzjjgvaTIlUY/oyDbBd6mMp66A3RX/h+4+JiJDHeXco4L99dWhgHqoI12Cce+vPHwS5T72sPr52MDQ/e2Vcua+Kub6/FOg7pYbwbt++XcR8s8tunFtJ4M5jf976RvaVNi0a2xm4Vuf4iubB4JCfFyyVJ4Tl4hm8TYMvBXsQvOwcpQ5oILyYBAwQy/p8hwftvCl4Dy820ZCags08SsBKAleH1Zx5Rlgf8eXhmH+XJRTYHWBd0OWTrPZdf/4DKzQt7Ayq5QQTrZ+jrEO2Vc59JUeExkbz5paEnDZSY2NoiVW6UmBjv4gJIcabFL8SnzoVbnlRhdlYbIhK+WHhTIaIhdJE5INS0ZOgrkK3BK22Yjby7etzNGteRX997rd+oq7YU7Nx7RKbNWyk/qIwL7qwNiAbr1GTBGIQidgN5cvF6tSoJkgyWxR7fYP3afR/5oFGpEB+scNBS7bdnHyn1Qcvu83gdCUQCgW6/MCN4v/8/Cl4T688Irwnq7JMEigngQBtE6xMPjZKFS1fKk2PfVqnIdCli36IVGhwKVCDSpksO64wPupgFrkMqNK9WeEaKJE8kpkopgRtsQc7kFsjpc+HJtYu+rDYFZEiAuPWXV7ZKUpyq9AbRjcivthKUNV5EN//10WLZtP2gJyexPRKGOAAAIABJREFUnShuoGdao7v+rrEW35i5aI3MWbrBk6YsWFQXOXqHX9tVGqTWKXMJtHUEEWzrBwG8fgm8uomxgsN7FdXUhzIK3IrCy+caItDtfkOC9z8UvCaWnILXBHX2SQLFBJCjV39VjOhZjy5pquIaxKq2Osz3KUvsD562OeAZiMTB6oADbVo4hws4vKE4bIZUYnZz7WqBi6gjIsXIhoDn2LUp6LEjCqwyPrjch95wv+8YtPiUokJ55Z0Fsn33kQtKG3bfrb2lTcvSNgNdAQ79+Yp1jHHjtn2ybddhyS8okMXLSiq/XYYiFI3qSI1LkqVX15ZSJSkxoF9Xi1xV5MNV6LGOXCyRq7kjoosPWM89cZ9Ur15VevpYbMK1t/gcErjYBLrdZ0jwvk3Be7HXWv07xEprJrCzTxJwE4AwLRWJLYYDkYFCFIHKCiMlma7ehkgxvnaGwEXUF88dVJz1wdffGy72OGwG8QuPrT/xq4tKaJsC7AkQuu4sERfW8OzkxFiVigzPhLVAi08tpJFF4fX3FsqOPd6FHez2/NufXyv1U2t7Li9vpTMIYDSkHkPiBwh++If9RawjReRaGeEbCHwowz6ClxcfrrTf3C5LXkcCkUig+8/NCN4V71DwmtgPFLwmqLNPEghCAAID4iJQ1gYd/UW0DR7eL7JWqsib9XpV0vihUSFH5CCkN23bpQ4mQXDbaVr8IjOASukV447ihrP8rR6HjuLq4hWo/oYGYe1b7AL2hrlL1oWcqgxit0H92somgGegXejhPF+OVgGNcWP8YKb7udiRXDvrjGvu+c0L6tsDbaexex+vI4FII9D9Zy8bGdKK//7OSL9O75SC1+k7gPOPOALWrA2+0V9EbZ994j4V2cV1OVt2SaMGdb0ODyG6C08vsjeMe/YRW/PT9yBSjEgeBA1y+waKPpf10GCRX1sD8rlIH2qDyEWEONBhNmteWkRRz+a5lPVh5+6Dsm3nIZnzZeAcxTic1q5Fqgwb1EXi4ry9suUZc7B7lC0iMU5lerBWVEMkOC5WKtSTG2xs+n3sMWQMsYpbfJOAD0MP3DPM7mN4HQlEJIEe95oRvMvfpeA1sSEoeE1QZ58kUAYB+HohNFGsYvmaHE+BCYgORF+DFbBAdoeNW3cpLy/8l/j62Y5wReaHeRNfsnWt3QU8l1egLA+hlg+25vdF5BPPKE+0GIfedMYClZsWkdrzBbJ91yHZs/9HFYm+PL2F1KqRLLGxcSrHbqjeYrsscJ2naIYlYhzOSC6+GUC0X9sO7Kx7WeP3WGNeHa32nf4whm8S6OUNZeV5bSQS6HGPIcE7noLXxH6g4DVBnX2SQBkE4N2FnQF2grSWTaX/VRnlFqH662cchps+N0uJYGR38OcLxrUobYxDc+gfYimc/l+33xelhf1XWEN0FhFP3+pg4dos+tAbLBA4+Gb1/ZZHTNsdV0WLXOs4VAnrS6rKB5/OK+WzxYclKP5QhSq+RXj4qXEqqot9cdfIQYzu2l18XhfRBHrcbUjwvkfBa2JjUPCaoM4+KzUB2AUa1q8bkQn4fSPAEM/w+CLSC6HSMLWuSn027plHPAfe9GIgsgxBAysERDHu8fUFh2vhtPhFtgVkbgi1wER5xuF76AyWB+2bhQgPJetEsP4DiVx4gqskxkqVpPhgjyj3+/obAqvlAB9m0CBacQgN64+ILRsJOJlAz7vMCN5l71Pwmth3FLwmqLPPSksAX+nCR6tPrCNSCmERKZWn4K+EUEXxCvyOhkitNWevP0GE61CyeMbcLHl29H3qHv11tj9xHM4FdGcrKAgY+S1vX7AKoJyuzhKBw2D+skToyLI1mwRsDaE2fyIXz0DEGpHri1XaFzlzrZYD+LJRwESnt8PP8OXa9XeHyqEir9cHKvHtR6T8navI+fLZFUug552GBO8HFLwVu7L+n07Ba4I6+6y0BLSghHiA+EW0FwLi+dH3qUNekdAgXPcdPKI8wPpwG6K8WsQi6jv6wVG2InyIDA4b3EeGXeeeG+Y89o0JFSaWdI5fOwUm/LEOVIXM7rr4HnoLVuwiUkSunp/+QJa9eLxnyhDAD94zzGNjQRQfewB+7crUsBd1jmn8Pr7YV1yZ5sCxRhaBXneY+Tvw3YePRRYIh4yGgtchC81phocAKp8hemb1wCJa9vCYcfLNrLfK7bUNz+jKfgqiY4885bY4IAsDItO+h5rg10RxAUTPEOFFajNrhS0IfEQL3311dClLRDjngPLC+qAafi+r6Xy/yG+LFA7hTB+GQ2+I0ML3i+gwhDgiwUnFpXutfV3sSK4/Jr7RWy2ArXsTH4jg8UVVvsrQtC3HmhkCrzEfcGVYvcgeY6+fGhK8H1HwmtgZFLwmqLPPSknA96th6ySUEH7iPk8kNBInCAGLBpELWwOabyU2CNppc7KUdxen/REZtKakQrQQYtnfvRU15wIXrAju0sNa/OpKZ9r7W5GHzjAv9Fe9SoKgDDKiwPD8Qvyi/4tpVwjEGOIPghDfQMBuo9cMthasqVXcVoa0Yvi7hn0K64L+kIVsI/oQpRbyFf3Bq6L2NJ8bGQQuH2VG8H47gYLXxA6g4DVBnX1WSgIQe/gqFSLRGuFFxAyRU3xFXFl8hdYo3/TZWbLwqxJPJ8QE5omDedYIMF6HWHrg7mEy9s0JF1RtC9Fm9OkvylzW5oD4jYtFmjKX/Hj6fFiqtgXqz3rIDeIWfSIHMCK51asmSGJxlDcSNjMinhC3WDd8SIG9BnsRa4vUdtaCJNjHEMCRvFchcvGBCyIXH9SuuP6BUh8oYXHA/qyMXuRI2DMcg8jltxsSvB9T8JrYfxS8Jqizz0pHwFq6V+c5RRQUouH9KfNU1FOLCmskNVIminRVEKwQ6xgfBBLGD8GJn2Fl0GWKA40ZDCCoED0sT85e9IHUaOEoboEx6sjv6XP5qnBDOFpZIjeckVwwR75kZEwATxwqDEeD6F2xOsdLLOKQpc6vbBWS4egvXM/ANw79e2d49qAWuTqCqzOIWCPVmAvmW1msGeFixeeEj8DltxkSvBMpeMO3ivafRMFrnxWvdDABRMWsKbogHiEiIQCtXyEjAgpBB58sfr0eIemfICBw2AwCC5Hb8pSGRUQNol5/dY65I9Jtt/wworpjxr4tU2wWwghlu0H8wu5w+lxByOnFrPYIWBWskdxwilzrfCDgwBF+aAg2a75jnQ4ulPmXda22qehoPSKikRbd9RettYpcfFi66f4/eR0Oxd81tEDlt8PFj8+JXgJX3GpG8H4ziYLXxK6i4DVBnX1WKgI6uhvMsoB/oBH91V8X4z68hq9lyxIYEKMXWhGrooHqiBsixJgjhDMEvb+UZfggYPX96rHpZ+AAFRry/eIZ4RZfEL/nzhfK2dzA4jeQB/hiHjxDtgQcdtTpwsBE7xn8GR9KAhUJKc96a59vee4N5z3YH9g/2A/4wIRf+DB076MveB381K/pKC9EMe4DE7DDB9AnHhoV9v0TzrnyWZFN4IpbDAneTyh4TewMCl4T1NlnpSKAf5iXr8qRAVe5D2v5a/oQDaKn1hRQ1kNEuAb/YPtWOcOBt3dfGx1yBayLCREMxrzwthIbOv0afJW+mSn0h4NAh4kgWnTxA0Q1UQIZOYOtRRLCOS+r+I3DATNLkQt90C0BryfFS3JCrKcMcTjHEOhZiLxiT1gjlMiKgQ8LSgSuzlH5cvFzuD8UXIz5+esD88O6w76A1Hn4QIgsIPiWAHsD71kPUsKOgb9T+BCpBfCn/3laGjbw9pebmg/7rdwErrz5RSMT+Hry40b6dXqnFLxO3wGcf1gI6AwOEC/wZkKsQPjiK2tUOINogfjVh8Hwe2X/KhYHonzLHmOOEHG+wkVD1l9T42t1RLX9pc0Ky4IEeMiZ3AJleygsKpJLkuIlKTFWUP3MRINNBvmQ9QcpsIDos0Z8TYwrnH1qrzL2P/6OILqLbzx0g+iHB/7bWW8pQasPf+pvPCCQEc3V3674E8XhHC+f5SwCV440JHinUPCa2GkUvCaos8+oI4B/uPEPsz4xbi1KoRP8I1qFr6mHDu4jp864v86FAAw1U0Ekw4MgQRYHCBeIGDsNogZfTeMraqc0fwUidPot2DzUBwabxUFMMoOgXbh0pbKmoFSxjkTr13O2uUtVo3rfh1PmeQ7T6TFbrTIQxdgLeBaKneCAI/6OgIX2OCPi/ccX3vYcwjM5d/Zd+Qn0vsmM4P3qUwpeE7uHgtcEdfYZdQT8Raesk7RWaNOvl5XXtzICQlQb0W1ErpHFIVBJYqtnWQs/X3+0TlsWDZFw61rquSPSiQ9IgaL8sL7A36uzK0TaftAV9+DnhhjFvCBs9TpqIYv3dETXn08X80LGEFyHD344nPbCm+4c0fhmxN+BSHww0GnXIo0Lx1O5CPQeYUjwTqXgNbFTKHhNUGefUUlAn4aHJxX/4CPapQ9v+ZZ3BQDra/iHHtWvICT0QZ7KBgnzh99SR64x/h5d0kp5nxEFxjwR0YWw03ljcT0E89/emKAEkIqGZ/aJ+AN9oayT3iMQ8tZUduCBZvXqRmrkG2PF2LDO1m8nIOCt2Sbw7QUistYSxvggBCFr9WxjP+gUeaGw5LUkcKEEeg83JHinUfBe6NqV534K3vJQ4z0kEIAAxABEG5on+f+cLOXl9T2Nr1/TUU4ICNyjPcCIjEV69gYrBi3QNm3dpfyaEEAQsxA3iO7NmOuO/qKh8IUSxOlpXnOEIMSHBd8KcNG24cAHYh+/kKYNa64zfGCuOkIaLDOICS764GEwD7pOJWY9wGjNZ43oLeaNyn6RXgjDBGf2WfEE+gwzI3izplPwVvzqlu6BgtcEdfbpKAKBors6r6+/HKT4mhfR0rKEH8QhsiaEq2jBhS4Konc6MosxYV76K3kIOHg4g2VjgDDWVdwQHYRo1lHjCx1fJN8PPvcWZylAVBzRfjCMROFfVlYRrBlELTy7+LDmb2/rw2s6j/MdIwdVqg92kbyPOLbQCPQZ+vfQbgjT1Vkzfh+mJ/ExoRCg4A2FFq8lgXIQwD/w1lRk8LpC3FgPs/lG8vB1sPav6pPuiATrFFWBvK/lGF6F3YLoXduWTdVhplCaFs4QzxBNiABWZOqyUMZW0dci8r1pW+SKfE8FNJ80ejp/MA6coen1CuTbrWiOfD4J2CFw1Y1mBO/Szyh47axPuK+h4A03UT6PBIIQsFaIQmqvN9/ztjvgdkSFdTozWAXQ4PmE+INNAF+FQ/RGY1lViP12rZp68v3qA4F2sz5wA1YsAXwgwR60FhfBh5sGqXVVaWDfTAr06FbsevDp5Sdw1Q2GBO9MCt7yr1r576TgLT873kkC5SJgPaDkT8xZK7vhNL+1ehs61LlJ4aH0LWJRrgFVgpvwNbpvkYtKMOyoHKKuKBjIY+6bfQReXrRQI/1RCY+TiigCV11vSPDO8ha8BS6XvPafKfLuxNmSNeN1qVWzeilO58/nS/qg+yUhId7zXv/e6fLKXx6MKKaRPBgK3kheHY7NEQQQzcVXwDiwtnf/EXly7Nsqmgv/pj//r85yEE0FCnwXGkJfZ2jAn1GcIJrnW5k2ujVLg6/HWH+Ae370fX5TilWmeXKs0U/g6p+YEbxf/s9b8D785D/U+Yd/ffCZfDltnF/Be+TYCRl675Py1Yw3on9hKmiGFLwVBJaPJQG7BOCLHPvGBFWdDb5dnbZJe32zF4/3ehSindEe3UUUEZFCNBzuQ2GKaCmva3dfRPJ1sNTggxcOFGK/ouGbCBwy/MNDozx2lEieA8dGAlcPMSR4P/cWvDqlX6f+9wYUvD/s2i+/Gv2qzJlgZszRsFsoeKNhFTmHqCQAfy+S8Fu9q9FWrCIqF84hk9LVBPE7Dhciq0S05U12yFI6dpp9rxtrZO5LZj/ht9+yBO/aDdtUMZoWlzWQLdv3SttWTeSp39wlzZrUNzKHytgpBW9lXDWO2REEdB5TfG2MA0L662L87BTvriMWmpMkARIwQqBvpiHBOyd0wbttx175YMp8ueuWwerbLqSlXPLNGpn+7rNG2FXGTil4K+OqccyOIQDR+9Z709VXxUj5hN8jsRiBYxaEEyUBEogaAn0Hv2BkLkvmjg45wut7Q36BS3pk/kLmTXxZUupeamQela1TCt7KtmIcr2MJwM6w78CRoMUbHAuIEycBEiCBEAj0G2RG8C6eF7rgPXz0uJw8dUZaNmukZoisDd0yfxHQ8xsCBsdcSsHrmKXmREmABEiABEiABDSBfgP/ZgTG4vl/sBXh3b5rv+zdf1iu6tVZln63Vv768nh5b9wfpX692vLm+Gny9YpsmfhPd552tuAEKHiDM+IVJEACJEACJEACUUag37XPG5nR4gV/9PR7/MRp6TfyN+rn/PwCT57dBZNeli+Wfi/zlqyQd15xZ3X4z0ezZMK0BZJ3Pl86tm0uf/7dPcxeE8IKUvCGAIuXkgAJkAAJkAAJRAeBawaYEbyLvigRvNFBsnLMgoK3cqwTR0kCJEACJEACJBBGAtf0fy6MT7P/qEULn7R/Ma8MGwEK3rCh5INIgARIgARIgAQqC4Fr+hkSvIspeE3sEQpeE9TZJwmQAAmQAAmQgFEC/fuayWG7cMkYo/N2aucUvE5dec6bBEiABEiABBxMoP/VhgTvlxS8JrYdBa8J6uyTBEiABEiABEjAKIH+Vz1jpP+FS58y0q/TO6XgdfoO4PxJgARIgARIwIEEBvQxI3i/yKLgNbHdKHhNUGefJEACJEACJEACRgkM6P20kf6/+IrFIkyAp+A1QZ19kgAJkAAJkAAJGCUw4EpDgvdrCl4TC0/Ba4I6+yQBEiABEiABEjBK4Nor/mqk/wXf/NlIv07vlILX6TuA8ycBEiABEiABBxK49vK/GJn1gm/N9GtkshHUKQVvBC0Gh0ICJEACJEACJHBxCFzby4zwXPCdmX4vDtXI7YWCN3LXhiMjARIgARIgARKoIALX9jRjLViwzIyVooIwVprHUvBWmqXiQEmABEiABEiABMJFYGAPM4J3/nIK3nCtYSjPoeANhRavJQESIAESIAESiAoCA7ubyZYwf4WZ7BBRsWgXMAkK3guAx1tJgARIgARIgAQqJ4GB3QwJ3u8peE3sGApeE9TZJwmQAAmQAAmQgFECgzLMVDybt9JMhTejsCOgcwreCFgEDoEESIAESIAESODiEhjU1ZDgXU3Be3FX2t0bBa8J6uyTBEiABEiABEjAKIFBXcYY6X/emmeN9Ov0Til4nb4DOH8SIAESIAEScCCBwZ3NCN65ayl4TWw3Cl4T1NknCZAACZAACZCAUQKDOz1ppP+5654z0q/TO6XgdfoO4PxJgARIgARIwIEEBnf8o5FZz13/vJF+nd4pBa/TdwDnTwIkQAIkQAIOJJDZwYzgnZNNwWtiu1HwmqDOPkmABEiABEiABIwSyGz/ByP9z9nwNyP9Or1TCl6n7wDOnwRIgARIgAQcSCCznSHBu5GC18R2o+A1QZ19kgAJkAAJkAAJGCWQmTbaSP9zcl4w0q/TO6XgdfoO4PxJgARIgARIwIEEMts+YWTWczaNNdKv0zul4HX6DuD8SYAESIAESMCBBDJb/97IrOds+buRfp3eKQWv03cA508CJEACJEACDiSQ2eoxI7Oes/UlI/06vVMKXqfvAM6fBEiABEiABBxIILPl74zMes62l4306/ROKXidvgM4fxIgARIgARJwIIHMFr81Mus5218x0q/TO6XgdfoO4PxJgARIgARIwIEEMps9amTWc3a8aqRfp3dKwev0HcD5kwAJkAAJkIADCWRe9hsjs56z8zUj/Tq9Uwpep+8Azp8ESIAESIAEHEhgcNNfG5n13F3/MNKv0zul4HX6DuD8SYAESIAESMCBBAY3edjIrOfuft1Iv07vlILX6TuA8ycBEiABEiABBxIY3OghI7Oeu/cNr34LXC557T9T5N2JsyVrxutSq2Z1I+OK9k4peKN9hTk/EiABEiABEiCBUgQGN3zQCJW5+9706vfhJ/8haa2ayr8++Ey+nDaOgreCVoWCt4LA8rEkQAIkQAIkQAKRS2BwgweMDG7u/re8+s3ZuksJ3k7976XgrcAVoeCtQLh8NAmQAAmQAAmQQGQSGFz/V0YGNvfAP/32S8FbsctBwVuxfPl0EiABEiABEiCBCCQwOOWXRkY199C/KHgNkKfgNQCdXZIACZAACZAACZglMLje/zMygLmH/03Ba4A8Ba8B6OySBEiABEiABEjALIFBde83MoB5R/5DwWuAPAWvAejskgRIgARIgARIwCyBQbXvMzKAecfepuA1QJ6C1wB0dkkCJEACJEACJGCWwKBaPzcygHk/vuPp9/iJ09JvpLvEcX5+gSQkxKs/L5j0stStXdPI+KK1UwreaF1ZzosESIAESIAESCAggUGX/swInXnH/2ukX6d3SsHr9B3A+ZMACZAACZCAAwkMqnmvkVnPO/GukX6d3ikFr9N3AOdPAiRAAiRAAg4kMKj6PUZmPe/UeCP9Or1TCl6n7wDOnwRIgARIgAQcSGBQtbuMzHre6feN9Ov0Til4nb4DOH8SIAESIAEScCCBgZfcaWTW8898YKRfp3dKwev0HcD5kwAJkAAJkIADCQyseoeRWc8/+6GRfp3eKQWv03cA508CJEACJEACDiQwMPmnRmY9P/cjI/06vVMKXqfvAM6fBEiABEiABBxIYGDSKCOznp83wUi/Tu+UgtfpO4DzJwESIAESIAEHEhiYeLuRWc8//7GRfp3eKQWv03cA508CJEACJEACDiQwMOFWI7Oenz/JSL9O75SC1+k7gPMnARIgARIgAQcSGBh3i5FZz3d9YqRfp3dKwev0HcD5kwAJkAAJkIADCQyMvdnIrOcXTjbSr9M7peB1+g7g/EmABEiABEiABEggyglQ8Eb5AnN6JEACJEACJEACJOB0AhS8Tt8BnD8JkAAJkAAJkAAJRDkBCt4oX2BOjwRIgARIgARIgAScToCC1+k7gPMnARIgARIgARIggSgnQMEb5QvM6ZEACZAACZAACZCA0wlQ8Dp9B3D+JEACJEACJEACJBDlBCh4o3yBOT0SIAESIAESIAEScDoBCl6n7wDOnwRIgARIgARIgASinAAFb5QvMKdHAiRAAiRAAiRAAk4nQMHr9B3A+ZMACZAACZAACZBAlBOg4I3yBeb0SIAESIAESIAESMDpBCh4nb4DOH8SIAESIAESIAESiHICFLxRvsCcHgmQAAmQAAmQAAk4nQAFr9N3AOdPAiRAAiRAAiRAAlFOgII3yheY0yMBEiABEiABEiABpxOg4HX6DuD8SYAESIAESIAESCDKCVDwRvkCc3okQAIkQAIkQAIk4HQCFLxO3wGcPwmQAAmQAAmQAAlEOQEK3ihfYE6PBEiABEiABEiABJxOgILX6TuA8ycBEiABEiABEiCBKCdAwRvlC8zpkQAJkAAJkAAJkIDTCVDwOn0HcP4kQAIkQAIkQAIkEOUEKHijfIE5PRIgARIgARIgARJwOgEKXqfvAM6fBEiABEiABEiABKKcAAVvlC8wp0cCJEACJEACJEACTidAwev0HcD5kwAJkAAJkAAJkECUE6DgjfIF5vRIgARIgARIgARIwOkEKHidvgM4fxIgARIgARIgARKIcgIUvFG+wJweCZAACZAACZAACTidAAWv03cA508CJEACJEACJEACUU6AgjfKF5jTIwESIAESIAESIAGnE6DgdfoO4PxJgARIgARIgARIIMoJUPBG+QJzeiRAAiRAAiRAAiTgdAIUvE7fAZw/CZAACZAACZAACUQ5AQreKF9gTo8ESIAESIAESIAEnE6AgtfpO4DzJwESIAESIAESIIEoJ0DBG+ULzOmRAAmQAAmQAAmQgNMJUPA6fQdw/iRAAiRAAiRAAiQQ5QQoeKN8gTk9EiABEiABEiABEnA6AQpep+8Azp8ESIAESIAESIAEopwABW+ULzCnRwIkQAIkQAIkQAJOJ0DB6/QdwPmTAAmQAAmQAAmQQJQToOCN8gXm9EiABEiABEiABEjA6QQoeJ2+Azh/EiABEiABEiABEohyAhS8Ub7AnB4JkAAJkAAJkAAJOJ0ABa/TdwDnTwIkQAIkQAIkQAJRToCCN8oXmNMjARIgARIgARIgAacToOB1+g7g/EmABEiABEiABEggyglQ8Eb5AnN6JEACJEACJEACJOB0AhS8Tt8BnD8JkAAJkAAJkAAJRDkBCt4oX2BOjwRIgARIgARIgAScToCC1+k7gPMnARIgARIgARIggSgnQMEb5QvM6ZEACZAACZAACZCA0wlQ8Dp9B3D+JEACJEACJEACJBDlBCh4o3yBOT0SIAESIAESIAEScDoBCl6n7wDOnwRIgARIgARIgASinAAFb5QvMKdHAiRAAiRAAiRAAk4nQMHr9B3A+ZMACZAACZAACZBAlBOg4I3yBeb0SIAESIAESIAESMDpBCh4nb4DOH8SIAESIAESIAESiHICFLxRvsCcHgmQAAmQAAmQAAk4nQAFr9N3AOdPAiRAAiRAAiRAAlFOgII3yheY0yMBEiABEiABEiABpxOg4HX6DuD8SYAESIAESIAESCDKCVDwRvkCc3okQAIkQAIkQAIk4HQCFLxO3wGcPwmQAAmQAAmQAAlEOQEK3ihfYE6PBEiABEiABEiABJxOgILX6TuA8ycBEiABEiABEiCBKCdAwRvlC8zpkQAJkAAJkAAJkIDTCVDwOn0HcP4kQAIkQAIkQAIkEOUEKHijfIE5PRIgARIgARIgARJwOgEKXqfvAM6fBEiABEiABEiABKKcAAVvlC8wp0cCJEACJEACJEACTidAwev0HcD5kwAJkAAJkAAJkECUE6DgjfIF5vRIgARIgARIgARIwOkEKHidvgM4fxIgARIgARIgARKIcgIUvFEH/7bOAAABBUlEQVS+wJweCZAACZAACZAACTidAAWv03cA508CJEACJEACJEACUU6AgjfKF5jTIwESIAESIAESIAGnE6DgdfoO4PxJgARIgARIgARIIMoJUPBG+QJzeiRAAiRAAiRAAiTgdAIUvE7fAZw/CZAACZAACZAACUQ5AQreKF9gTo8ESIAESIAESIAEnE6AgtfpO4DzJwESIAESIAESIIEoJ0DBG+ULzOmRAAmQAAmQAAmQgNMJUPA6fQdw/iRAAiRAAiRAAiQQ5QQoeKN8gTk9EiABEiABEiABEnA6AQpep+8Azp8ESIAESIAESIAEopwABW+ULzCnRwIkQAIkQAIkQAJOJ/D/AT49/HoDAIebAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.graph_objects as go\n",
"import pandas as pd\n",
"\n",
"# Assuming `element_df` is your DataFrame containing periodic table data\n",
"# Make sure to drop any missing Group or Period values for this visualization\n",
"visual_df = element_df.dropna(subset=[\"Group\", \"Period\", \"AtomicRadius\", \"Electronegativity\"])\n",
"\n",
"# Set up the 3D scatter plot\n",
"fig = go.Figure(data=[\n",
" go.Scatter3d(\n",
" x=visual_df[\"Group\"].astype(int), # X-axis as Group\n",
" y=visual_df[\"Period\"].astype(int), # Y-axis as Period\n",
" z=visual_df[\"AtomicRadius\"], # Z-axis as Atomic Radius for vertical positioning\n",
" text=visual_df[\"Symbol\"], # Element symbols as hover text\n",
" mode='markers',\n",
" marker=dict(\n",
" size=visual_df[\"AtomicRadius\"] / 5, # Size based on Atomic Radius, scaled down for clarity\n",
" color=visual_df[\"Electronegativity\"], # Color based on Electronegativity\n",
" colorscale=\"Viridis\",\n",
" colorbar=dict(title=\"Electronegativity\"),\n",
" opacity=0.8\n",
" )\n",
" )\n",
"])\n",
"\n",
"# Update layout to mimic the structure of the periodic table\n",
"fig.update_layout(\n",
" scene=dict(\n",
" xaxis=dict(title=\"Group\"),\n",
" yaxis=dict(title=\"Period\"),\n",
" zaxis=dict(title=\"Atomic Radius\"),\n",
" ),\n",
" title=\"3D Visualization of Elements in the Periodic Table\",\n",
")\n",
"\n",
"# Save snapshots of the 3D plot at different angles\n",
"angles = [0, 45, 90, 135, 180] # Define rotation angles for snapshots\n",
"for angle in angles:\n",
" # Update camera angle\n",
" fig.update_layout(scene_camera=dict(eye=dict(x=2.5, y=2.5, z=0.5)))\n",
" # Save as image\n",
" fig.write_image(f\"PeriodicTable_3D_Angle_{angle}.png\")\n",
"\n",
"# Display snapshots by loading them as static images\n",
"from IPython.display import Image, display\n",
"\n",
"for angle in angles:\n",
" display(Image(filename=f\"PeriodicTable_3D_Angle_{angle}.png\"))"
]
},
{
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"Perfect Number: 6\n",
"Prime Exponent (p): 2\n",
"Mersenne Prime: 3\n",
"Calculations:\n",
" Subtract 1: 6 - 1 = 5\n",
" Divide by 3 (Once): 5 // 3 = 1\n",
" Divide by 3 (Twice): 1 // 3 = 0\n",
" Re-scale (Multiply by 3): 0 * 3 = 0\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.200\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.000\n",
"------\n",
"Perfect Number: 28\n",
"Prime Exponent (p): 3\n",
"Mersenne Prime: 7\n",
"Calculations:\n",
" Subtract 1: 28 - 1 = 27\n",
" Divide by 3 (Once): 27 // 3 = 9\n",
" Divide by 3 (Twice): 9 // 3 = 3\n",
" Re-scale (Multiply by 3): 3 * 3 = 9\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 496\n",
"Prime Exponent (p): 5\n",
"Mersenne Prime: 31\n",
"Calculations:\n",
" Subtract 1: 496 - 1 = 495\n",
" Divide by 3 (Once): 495 // 3 = 165\n",
" Divide by 3 (Twice): 165 // 3 = 55\n",
" Re-scale (Multiply by 3): 55 * 3 = 165\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 8128\n",
"Prime Exponent (p): 7\n",
"Mersenne Prime: 127\n",
"Calculations:\n",
" Subtract 1: 8128 - 1 = 8127\n",
" Divide by 3 (Once): 8127 // 3 = 2709\n",
" Divide by 3 (Twice): 2709 // 3 = 903\n",
" Re-scale (Multiply by 3): 903 * 3 = 2709\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 33550336\n",
"Prime Exponent (p): 13\n",
"Mersenne Prime: 8191\n",
"Calculations:\n",
" Subtract 1: 33550336 - 1 = 33550335\n",
" Divide by 3 (Once): 33550335 // 3 = 11183445\n",
" Divide by 3 (Twice): 11183445 // 3 = 3727815\n",
" Re-scale (Multiply by 3): 3727815 * 3 = 11183445\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 8589869056\n",
"Prime Exponent (p): 17\n",
"Mersenne Prime: 131071\n",
"Calculations:\n",
" Subtract 1: 8589869056 - 1 = 8589869055\n",
" Divide by 3 (Once): 8589869055 // 3 = 2863289685\n",
" Divide by 3 (Twice): 2863289685 // 3 = 954429895\n",
" Re-scale (Multiply by 3): 954429895 * 3 = 2863289685\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 137438691328\n",
"Prime Exponent (p): 19\n",
"Mersenne Prime: 524287\n",
"Calculations:\n",
" Subtract 1: 137438691328 - 1 = 137438691327\n",
" Divide by 3 (Once): 137438691327 // 3 = 45812897109\n",
" Divide by 3 (Twice): 45812897109 // 3 = 15270965703\n",
" Re-scale (Multiply by 3): 15270965703 * 3 = 45812897109\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 2305843008139952128\n",
"Prime Exponent (p): 31\n",
"Mersenne Prime: 2147483647\n",
"Calculations:\n",
" Subtract 1: 2305843008139952128 - 1 = 2305843008139952127\n",
" Divide by 3 (Once): 2305843008139952127 // 3 = 768614336046650709\n",
" Divide by 3 (Twice): 768614336046650709 // 3 = 256204778682216903\n",
" Re-scale (Multiply by 3): 256204778682216903 * 3 = 768614336046650709\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 2658455991569831744654692615953842176\n",
"Prime Exponent (p): 61\n",
"Mersenne Prime: 2305843009213693951\n",
"Calculations:\n",
" Subtract 1: 2658455991569831744654692615953842176 - 1 = 2658455991569831744654692615953842175\n",
" Divide by 3 (Once): 2658455991569831744654692615953842175 // 3 = 886151997189943914884897538651280725\n",
" Divide by 3 (Twice): 886151997189943914884897538651280725 // 3 = 295383999063314638294965846217093575\n",
" Re-scale (Multiply by 3): 295383999063314638294965846217093575 * 3 = 886151997189943914884897538651280725\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 191561942608236107294793378084303638130997321548169216\n",
"Prime Exponent (p): 89\n",
"Mersenne Prime: 618970019642690137449562111\n",
"Calculations:\n",
" Subtract 1: 191561942608236107294793378084303638130997321548169216 - 1 = 191561942608236107294793378084303638130997321548169215\n",
" Divide by 3 (Once): 191561942608236107294793378084303638130997321548169215 // 3 = 63853980869412035764931126028101212710332440516056405\n",
" Divide by 3 (Twice): 63853980869412035764931126028101212710332440516056405 // 3 = 21284660289804011921643708676033737570110813505352135\n",
" Re-scale (Multiply by 3): 21284660289804011921643708676033737570110813505352135 * 3 = 63853980869412035764931126028101212710332440516056405\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 13164036458569648337239753460458722910223472318386943117783728128\n",
"Prime Exponent (p): 107\n",
"Mersenne Prime: 162259276829213363391578010288127\n",
"Calculations:\n",
" Subtract 1: 13164036458569648337239753460458722910223472318386943117783728128 - 1 = 13164036458569648337239753460458722910223472318386943117783728127\n",
" Divide by 3 (Once): 13164036458569648337239753460458722910223472318386943117783728127 // 3 = 4388012152856549445746584486819574303407824106128981039261242709\n",
" Divide by 3 (Twice): 4388012152856549445746584486819574303407824106128981039261242709 // 3 = 1462670717618849815248861495606524767802608035376327013087080903\n",
" Re-scale (Multiply by 3): 1462670717618849815248861495606524767802608035376327013087080903 * 3 = 4388012152856549445746584486819574303407824106128981039261242709\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n",
"Perfect Number: 14474011154664524427946373126085988481573677491474835889066354349131199152128\n",
"Prime Exponent (p): 127\n",
"Mersenne Prime: 170141183460469231731687303715884105727\n",
"Calculations:\n",
" Subtract 1: 14474011154664524427946373126085988481573677491474835889066354349131199152128 - 1 = 14474011154664524427946373126085988481573677491474835889066354349131199152127\n",
" Divide by 3 (Once): 14474011154664524427946373126085988481573677491474835889066354349131199152127 // 3 = 4824670384888174809315457708695329493857892497158278629688784783043733050709\n",
" Divide by 3 (Twice): 4824670384888174809315457708695329493857892497158278629688784783043733050709 // 3 = 1608223461629391603105152569565109831285964165719426209896261594347911016903\n",
" Re-scale (Multiply by 3): 1608223461629391603105152569565109831285964165719426209896261594347911016903 * 3 = 4824670384888174809315457708695329493857892497158278629688784783043733050709\n",
"Scaling Factors:\n",
" Scaling Factor (Subtract 1 to Divide by 3 Once): 0.333\n",
" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): 0.333\n",
"------\n"
]
}
],
"source": [
"from sympy import isprime\n",
"\n",
"# Extended Cube4D structure to analyze perfect numbers with deeper 3-based transformations\n",
"class Cube4DPerfectNumberAnalyzer:\n",
" def __init__(self, limit):\n",
" self.limit = limit\n",
" self.cube = {}\n",
"\n",
" def add_to_cube(self, p, mersenne_prime_candidate, perfect_number):\n",
" # Transformation steps with 3-based division and re-scaling\n",
" subtract_1 = perfect_number - 1\n",
" divide_by_3_once = subtract_1 // 3\n",
" divide_by_3_twice = divide_by_3_once // 3\n",
" re_scaled = divide_by_3_twice * 3\n",
"\n",
" # Calculate scaling factors relative to each transformation\n",
" scaling_factors = {\n",
" \"subtract_1_to_divide_by_3_once\": divide_by_3_once / subtract_1 if subtract_1 != 0 else None,\n",
" \"divide_by_3_once_to_divide_by_3_twice\": divide_by_3_twice / divide_by_3_once if divide_by_3_once != 0 else None\n",
" }\n",
"\n",
" # Print formatted output for clarity\n",
" print(f\"Perfect Number: {perfect_number}\")\n",
" print(f\"Prime Exponent (p): {p}\")\n",
" print(f\"Mersenne Prime: {mersenne_prime_candidate}\")\n",
" print(\"Calculations:\")\n",
" print(f\" Subtract 1: {perfect_number} - 1 = {subtract_1}\")\n",
" print(f\" Divide by 3 (Once): {subtract_1} // 3 = {divide_by_3_once}\")\n",
" print(f\" Divide by 3 (Twice): {divide_by_3_once} // 3 = {divide_by_3_twice}\")\n",
" print(f\" Re-scale (Multiply by 3): {divide_by_3_twice} * 3 = {re_scaled}\")\n",
" print(\"Scaling Factors:\")\n",
" print(f\" Scaling Factor (Subtract 1 to Divide by 3 Once): {scaling_factors['subtract_1_to_divide_by_3_once']:.3f}\")\n",
" print(f\" Scaling Factor (Divide by 3 Once to Divide by 3 Twice): {scaling_factors['divide_by_3_once_to_divide_by_3_twice']:.3f}\")\n",
" print(\"------\")\n",
"\n",
" def find_perfect_numbers(self):\n",
" perfect_numbers = []\n",
"\n",
" # Iterate over possible prime exponents to generate larger perfect numbers\n",
" for p in range(2, self.limit):\n",
" if isprime(p):\n",
" mersenne_prime_candidate = 2**p - 1\n",
" if isprime(mersenne_prime_candidate):\n",
" perfect_number = 2**(p-1) * mersenne_prime_candidate\n",
" self.add_to_cube(p, mersenne_prime_candidate, perfect_number)\n",
" perfect_numbers.append(perfect_number)\n",
"\n",
" return perfect_numbers\n",
"\n",
"# Usage\n",
"limit = 150 # Set a high limit to test even larger perfect numbers\n",
"analyzer = Cube4DPerfectNumberAnalyzer(limit)\n",
"perfect_numbers = analyzer.find_perfect_numbers()"
]
},
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"source": [
"import plotly.graph_objects as go\n",
"import pandas as pd\n",
"\n",
"# Assuming `element_df` is your DataFrame containing periodic table data\n",
"# Filter data for rows where Group and Period are numeric\n",
"visual_df = element_df.dropna(subset=[\"Group\", \"Period\", \"AtomicRadius\", \"Electronegativity\"])\n",
"\n",
"# Set up the 3D scatter plot\n",
"fig = go.Figure(data=[\n",
" go.Scatter3d(\n",
" x=visual_df[\"Group\"].astype(int), # X-axis as Group\n",
" y=visual_df[\"Period\"].astype(int), # Y-axis as Period\n",
" z=visual_df[\"AtomicRadius\"], # Z-axis as Atomic Radius for vertical positioning\n",
" text=visual_df[\"Symbol\"], # Element symbols as hover text\n",
" mode='markers',\n",
" marker=dict(\n",
" size=visual_df[\"AtomicRadius\"] / 5, # Size based on Atomic Radius, scaled down for clarity\n",
" color=visual_df[\"Electronegativity\"], # Color based on Electronegativity\n",
" colorscale=\"Viridis\",\n",
" colorbar=dict(title=\"Electronegativity\"),\n",
" opacity=0.8\n",
" )\n",
" )\n",
"])\n",
"\n",
"# Update layout to mimic the structure of the periodic table\n",
"fig.update_layout(\n",
" scene=dict(\n",
" xaxis=dict(title=\"Group\"),\n",
" yaxis=dict(title=\"Period\"),\n",
" zaxis=dict(title=\"Atomic Radius\"),\n",
" ),\n",
" title=\"3D Visualization of Elements in the Periodic Table\",\n",
")\n",
"\n",
"# Define several camera perspectives\n",
"camera_angles = [\n",
" dict(eye=dict(x=1.5, y=1.5, z=0.5)), # Diagonal view\n",
" dict(eye=dict(x=2, y=0, z=0.5)), # Side view\n",
" dict(eye=dict(x=0, y=2, z=0.5)), # Front view\n",
" dict(eye=dict(x=2.5, y=2.5, z=1)), # Elevated diagonal view\n",
" dict(eye=dict(x=-1.5, y=-1.5, z=0.5)) # Opposite diagonal\n",
"]\n",
"\n",
"# Loop through each perspective and display the plot with updated camera position\n",
"for i, camera in enumerate(camera_angles):\n",
" fig.update_layout(scene_camera=camera)\n",
" fig.show()"
]
}
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