{ "cells": [ { "cell_type": "markdown", "id": "c2830bc1", "metadata": {}, "source": [ "# Health Professions Associate's Geography Flows - PSEO Analysis\n", "\n", "This notebook downloads, loads, filters, and analyzes data from the Census\n", "Bureau's **Post-Secondary Employment Outcomes (PSEO) Employment Flows**\n", "dataset to examine **where** Associate's-level graduates in **Health\n", "Professions and Related Programs** work after graduation, relative\n", "to a pooled **\"Other Associate's Programs\"** baseline and a small set of\n", "comparison programs chosen to contrast licensure/reciprocity regimes.\n", "\n", "**Research questions:**\n", "\n", "- **RQ1:** Nationally, does the in-state retention rate for Health Professions grads\n", " decline, hold steady, or something else across Year 1 → Year 5 → Year 10?\n", " How does that trajectory compare to Other Associate's Programs?\n", "- **RQ2:** Same trajectory question, but Health Professions vs. three comparison programs\n", " chosen to vary by licensure status and interstate portability:\n", " - Education (CIP 13) — licensed, low reciprocity\n", " - Business, Mgmt & Marketing (CIP 52) — unlicensed, fully portable\n", " - Computer & Info Sciences (CIP 11) — unlicensed, portable/remote-friendly\n", "- **RQ3:** At Year 1, what's the full 3-way geographic split (in-state /\n", " same division-different state / different division) for Health Professions vs. the\n", " other groups above?\n", "- **RQ4:** Across all states, what's each state's own in-state retention\n", " rate for Health Professions grads? Where does the anchor state (default: Colorado)\n", " rank, and is there a state worth naming as a benchmark/competitor?\n", "- **RQ5:** Zooming into the anchor state's own graduates — what does the\n", " 3-way geographic split look like rendered on real state/division geography?\n", "\n", "**Degree scope:** Associate's degrees only (`degree_level == '03'`) by default.\n", "\n", "**Data source:** U.S. Census Bureau, PSEO Employment Flows (comprehensive,\n", "all-institutions release).\n", "Documentation: https://lehd.ces.census.gov/data/pseo_experimental.html\n", "Code samples reference: https://lehd.ces.census.gov/data/lehd-code-samples/sections/pseo.html\n", "\n", "**Reusability note:** every function below takes its target CIP code /\n", "degree level / anchor state as an argument rather than hard-coding Health Professions /\n", "Colorado, so this notebook can be pointed at a different program or state by\n", "changing the Configuration cell only.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "873d15df", "metadata": {}, "outputs": [], "source": [ "import os\n", "import gzip\n", "import shutil\n", "import urllib.request\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mticker\n" ] }, { "cell_type": "markdown", "id": "414ea471", "metadata": {}, "source": [ "## Configuration\n", "\n", "Defined here at the top so every downstream cell can reference these values\n", "without running into undefined-variable errors. Change these to repoint the\n", "whole notebook at a different program, degree level, or anchor state.\n", "\n", "- `TARGET_CIP` / `TARGET_LABEL` — the 2-digit CIP code being analyzed and its display name\n", "- `OTHER_LABEL` — display name for the pooled \"Other Associate's Programs\" baseline\n", "- `DEGREE_LEVEL` — degree level filter (`'03'` = Associate's)\n", "- `ANCHOR_STATE` / `ANCHOR_STATE_INSTITUTION_FIPS` — the case-study state (postal abbreviation and its FIPS code)\n", "- `COMPARISON_CIPS` — the small set of contrast programs for RQ2/RQ3, chosen to vary by licensure status and interstate portability\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "66fd4463", "metadata": {}, "outputs": [], "source": [ "TARGET_CIP = \"51\"\n", "TARGET_LABEL = \"Health Professions\"\n", "OTHER_LABEL = \"Other Associate's Programs\"\n", "\n", "DEGREE_LEVEL = \"03\" # Associate's degrees\n", "DEGREE_LABEL = \"Associate's\"\n", "\n", "ANCHOR_STATE = \"CO\" # 2-letter postal abbreviation\n", "ANCHOR_STATE_INSTITUTION_FIPS = \"08\" # Census/FIPS-style state code used in\n", " # the PSEO \"all institutions in state\"\n", " # rollup rows (inst_level == 'S')\n", "\n", "# Comparison programs, chosen to vary along two axes: whether the field is\n", "# licensed, and whether that license/credential travels easily across state\n", "# lines. This is meant to be a small, readable set for a live webinar, not a\n", "# comprehensive survey of all CIP codes.\n", "COMPARISON_CIPS = {\n", " \"13\": \"Education\",\n", " \"52\": \"Business, Mgmt & Marketing\",\n", " \"11\": \"Computer & Info Sciences\",\n", "}\n", "\n", "YEARS = (\"y1\", \"y5\", \"y10\")\n", "YEAR_LABELS = {\"y1\": \"Year 1\", \"y5\": \"Year 5\", \"y10\": \"Year 10\"}\n", "\n", "DATA_DIR = \"data\"\n", "FIGURES_DIR = \"figures\"\n", "os.makedirs(DATA_DIR, exist_ok=True)\n", "os.makedirs(FIGURES_DIR, exist_ok=True)\n" ] }, { "cell_type": "markdown", "id": "456177b8", "metadata": {}, "source": [ "## Geographic reference data\n", "\n", "Standard Census Bureau region/division definitions. These are stable,\n", "published groupings (not something that comes bundled inside the PSEO flows\n", "file itself), so they're hard-coded here as reference data. See:\n", "https://www2.census.gov/geo/pdfs/maps-data/maps/reference/us_regdiv.pdf\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "248f7f0f", "metadata": {}, "outputs": [], "source": [ "DIVISION_NAMES = {\n", " 1: \"New England\",\n", " 2: \"Middle Atlantic\",\n", " 3: \"East North Central\",\n", " 4: \"West North Central\",\n", " 5: \"South Atlantic\",\n", " 6: \"East South Central\",\n", " 7: \"West South Central\",\n", " 8: \"Mountain\",\n", " 9: \"Pacific\",\n", "}\n", "\n", "STATE_TO_DIVISION = {\n", " # New England\n", " \"CT\": 1, \"ME\": 1, \"MA\": 1, \"NH\": 1, \"RI\": 1, \"VT\": 1,\n", " # Middle Atlantic\n", " \"NJ\": 2, \"NY\": 2, \"PA\": 2,\n", " # East North Central\n", " \"IL\": 3, \"IN\": 3, \"MI\": 3, \"OH\": 3, \"WI\": 3,\n", " # West North Central\n", " \"IA\": 4, \"KS\": 4, \"MN\": 4, \"MO\": 4, \"NE\": 4, \"ND\": 4, \"SD\": 4,\n", " # South Atlantic\n", " \"DE\": 5, \"FL\": 5, \"GA\": 5, \"MD\": 5, \"NC\": 5, \"SC\": 5, \"VA\": 5,\n", " \"WV\": 5, \"DC\": 5,\n", " # East South Central\n", " \"AL\": 6, \"KY\": 6, \"MS\": 6, \"TN\": 6,\n", " # West South Central\n", " \"AR\": 7, \"LA\": 7, \"OK\": 7, \"TX\": 7,\n", " # Mountain\n", " \"AZ\": 8, \"CO\": 8, \"ID\": 8, \"MT\": 8, \"NV\": 8, \"NM\": 8, \"UT\": 8, \"WY\": 8,\n", " # Pacific\n", " \"AK\": 9, \"CA\": 9, \"HI\": 9, \"OR\": 9, \"WA\": 9,\n", "}\n", "\n", "STATE_NAMES = {\n", " 'AL': 'Alabama', 'AK': 'Alaska', 'AZ': 'Arizona', 'AR': 'Arkansas',\n", " 'CA': 'California', 'CO': 'Colorado', 'CT': 'Connecticut', 'DE': 'Delaware',\n", " 'FL': 'Florida', 'GA': 'Georgia', 'HI': 'Hawaii', 'ID': 'Idaho',\n", " 'IL': 'Illinois', 'IN': 'Indiana', 'IA': 'Iowa', 'KS': 'Kansas',\n", " 'KY': 'Kentucky', 'LA': 'Louisiana', 'ME': 'Maine', 'MD': 'Maryland',\n", " 'MA': 'Massachusetts', 'MI': 'Michigan', 'MN': 'Minnesota', 'MS': 'Mississippi',\n", " 'MO': 'Missouri', 'MT': 'Montana', 'NE': 'Nebraska', 'NV': 'Nevada',\n", " 'NH': 'New Hampshire', 'NJ': 'New Jersey', 'NM': 'New Mexico', 'NY': 'New York',\n", " 'NC': 'North Carolina', 'ND': 'North Dakota', 'OH': 'Ohio', 'OK': 'Oklahoma',\n", " 'OR': 'Oregon', 'PA': 'Pennsylvania', 'RI': 'Rhode Island', 'SC': 'South Carolina',\n", " 'SD': 'South Dakota', 'TN': 'Tennessee', 'TX': 'Texas', 'UT': 'Utah',\n", " 'VT': 'Vermont', 'VA': 'Virginia', 'WA': 'Washington', 'WV': 'West Virginia',\n", " 'WI': 'Wisconsin', 'WY': 'Wyoming', 'DC': 'District of Columbia',\n", "}\n", "\n", "ANCHOR_DIVISION = STATE_TO_DIVISION[ANCHOR_STATE]\n", "ANCHOR_DIVISION_LABEL = DIVISION_NAMES[ANCHOR_DIVISION]\n", "\n", "# All CIP codes we need labels/colors for, in one place, so plotting\n", "# functions can share a consistent palette across every chart.\n", "ALL_GROUPS = {TARGET_CIP: TARGET_LABEL, **COMPARISON_CIPS}\n", "GROUP_COLORS = {\n", " TARGET_CIP: \"#C44E52\", # red -- Health Professions, always the throughline\n", " \"OTHER\": \"#4C72B0\", # blue -- pooled Other Programs baseline\n", " \"13\": \"#DD8452\", # orange -- Education\n", " \"52\": \"#55A868\", # green -- Business\n", " \"11\": \"#8172B2\", # purple -- CIS\n", "}\n" ] }, { "cell_type": "markdown", "id": "d4c62631", "metadata": {}, "source": [ "## 1. Download the PSEO data files\n", "\n", "Three files are needed:\n", "\n", "1. **`pseof_all.csv.gz`** -- the comprehensive PSEO Employment Flows file,\n", " covering every participating institution, degree level, CIP code, and\n", " graduation cohort, crossed with industry and geography of employment.\n", " This is downloaded and unzipped.\n", "2. **`pseo_all_institutions.csv`** -- a small lookup file mapping each\n", " institution code to its name and state, used later to merge in\n", " institution labels.\n", "3. **`label_cipcode.csv`** -- CIP code labels (2-digit level only -- the\n", " flows file, unlike the earnings file, does not include 4-digit CIP\n", " detail).\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "fe84604b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found existing data\\pseof_all.csv, skipping download.\n", "Found existing data\\pseo_all_institutions.csv, skipping download.\n", "Found existing data\\label_cipcode.csv, skipping download.\n" ] }, { "data": { "text/plain": [ "'data\\\\label_cipcode.csv'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def download_and_cache(url, dest_path, description):\n", " \"\"\"Download a file to dest_path if it doesn't already exist locally.\"\"\"\n", " if os.path.exists(dest_path):\n", " print(f\"Found existing {dest_path}, skipping download.\")\n", " return dest_path\n", " print(f\"Downloading {description}...\")\n", " urllib.request.urlretrieve(url, dest_path)\n", " print(f\"Downloaded to {dest_path}\")\n", " return dest_path\n", "\n", "\n", "def download_and_unzip_gz(url, gz_path, csv_path, description):\n", " if os.path.exists(csv_path):\n", " print(f\"Found existing {csv_path}, skipping download.\")\n", " return csv_path\n", " print(f\"Downloading {description} (gzipped)...\")\n", " urllib.request.urlretrieve(url, gz_path)\n", " print(\"Download complete. Unzipping...\")\n", " with gzip.open(gz_path, \"rb\") as f_in, open(csv_path, \"wb\") as f_out:\n", " shutil.copyfileobj(f_in, f_out)\n", " print(f\"Unzipped to {csv_path}\")\n", " return csv_path\n", "\n", "\n", "FLOWS_GZ_URL = \"https://lehd.ces.census.gov/data/pseo/latest_release/all/pseof_all.csv.gz\"\n", "INSTITUTIONS_URL = \"https://lehd.ces.census.gov/data/pseo/latest_release/all/pseo_all_institutions.csv\"\n", "CIP_LABELS_URL = \"https://lehd.ces.census.gov/data/schema/latest/label_cipcode.csv\"\n", "\n", "FLOWS_GZ_PATH = os.path.join(DATA_DIR, \"pseof_all.csv.gz\")\n", "FLOWS_CSV_PATH = os.path.join(DATA_DIR, \"pseof_all.csv\")\n", "INSTITUTIONS_PATH = os.path.join(DATA_DIR, \"pseo_all_institutions.csv\")\n", "CIP_LABELS_PATH = os.path.join(DATA_DIR, \"label_cipcode.csv\")\n", "\n", "download_and_unzip_gz(\n", " FLOWS_GZ_URL, FLOWS_GZ_PATH, FLOWS_CSV_PATH,\n", " \"PSEO employment flows file (~several MB compressed)\"\n", ")\n", "download_and_cache(INSTITUTIONS_URL, INSTITUTIONS_PATH, \"PSEO institutions lookup file\")\n", "download_and_cache(CIP_LABELS_URL, CIP_LABELS_PATH, \"CIP code label file\")\n" ] }, { "cell_type": "markdown", "id": "9f6fea8a", "metadata": {}, "source": [ "## 2. Load the data" ] }, { "cell_type": "code", "execution_count": 10, "id": "9b8f5796", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded flows file: 42,162,750 rows, 30 columns\n", "Loaded institutions file: 952 rows\n", "Loaded CIP label file: 2,737 rows\n" ] }, { "data": { "text/html": [ "
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institutionlabelinstitution_statestatefips
000105100University of AlabamaAL01
100105200University of Alabama at BirminghamAL01
200105500University of Alabama in HuntsvilleAL01
300108100Arizona State UniversityAZ04
400108200Northern Arizona UniversityAZ04
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" ], "text/plain": [ " institution label institution_state statefips\n", "0 00105100 University of Alabama AL 01\n", "1 00105200 University of Alabama at Birmingham AL 01\n", "2 00105500 University of Alabama in Huntsville AL 01\n", "3 00108100 Arizona State University AZ 04\n", "4 00108200 Northern Arizona University AZ 04" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "FLOWS_DTYPES = {\n", " \"inst_level\": str,\n", " \"institution\": str,\n", " \"degree_level\": str,\n", " \"cip_level\": str,\n", " \"cipcode\": str,\n", " \"grad_cohort\": str,\n", " \"geo_level\": str,\n", " \"geography\": str,\n", " \"ind_level\": str,\n", " \"industry\": str,\n", "}\n", "\n", "flows = pd.read_csv(FLOWS_CSV_PATH, dtype=FLOWS_DTYPES, low_memory=False)\n", "print(f\"Loaded flows file: {flows.shape[0]:,} rows, {flows.shape[1]} columns\")\n", "\n", "institutions = pd.read_csv(INSTITUTIONS_PATH, dtype=str, encoding=\"utf-8-sig\")\n", "print(f\"Loaded institutions file: {institutions.shape[0]:,} rows\")\n", "\n", "cip_labels = pd.read_csv(CIP_LABELS_PATH, dtype={\"cipcode\": str, \"cip_level\": str})\n", "print(f\"Loaded CIP label file: {cip_labels.shape[0]:,} rows\")\n", "\n", "institutions.head()\n" ] }, { "cell_type": "markdown", "id": "6a233f77", "metadata": {}, "source": [ "## 3. Filter to the analytic population\n", "\n", "We need two slightly different slices of the same underlying file:\n", "\n", "- **`inst_df`** -- `inst_level == 'I'` (individual institutions). Used to\n", " build our own graduate-count-weighted national aggregates for Health\n", " Professions and\n", " the comparison programs (RQ1, RQ2, RQ3).\n", "- **`state_df`** -- `inst_level == 'S'` (Census's own \"all institutions in\n", " this state\" rollup rows). Used for the state-ranking map (RQ4) and the\n", " anchor-state case study (RQ5), since these are Census's own\n", " pre-aggregated totals rather than something we recompute ourselves.\n", "\n", "Both slices are restricted to `industry == '00'` (all industries), which\n", "collapses the industry dimension so only the geography dimension varies\n", "row-to-row, and `cip_level == '2'` (flows data is 2-digit CIP only -- no\n", "4-digit breakdown exists in this file, unlike the earnings file).\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "1c071052", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rows after industry/cip_level/degree_level/cohort_years filter: 369,780\n", "Distinct inst_level values present: ['I', 'S']\n", "Distinct geo_level values present: ['D', 'N']\n", " inst_level=='I' (individual institutions): 336,150 rows\n", " inst_level=='S' (state rollups): 33,630 rows\n" ] } ], "source": [ "RELEVANT_CIPS = [TARGET_CIP] + list(COMPARISON_CIPS.keys())\n", "\n", "# industry == '00' (\"All NAICS Sectors\") only ever appears under\n", "# ind_level == 'A' (\"All Industries\") in the PSEO flows schema -- every\n", "# other ind_level uses real 2-digit NAICS sector codes. Filtering on both\n", "# explicitly (rather than relying on that not colliding) is the safer,\n", "# self-documenting choice.\n", "#\n", "# grad_cohort codes are NOT unique on their own: the same code (including\n", "# \"0000\" / \"All Cohorts\" itself) can appear as BOTH a 3-year-window row and\n", "# a 5-year-window row, distinguished only by grad_cohort_years -- verified\n", "# against a real PSEO Explorer export, where grad_cohort=0 exists as both\n", "# a \"Five year cohort\" row and a \"Three year cohort\" row. Without this\n", "# filter, any grad_cohort match -- including \"0000\" -- silently sums both\n", "# windows together. Standardize on the 5-year window throughout (matching\n", "# the convention used in the companion PSEO earnings-analysis notebook,\n", "# 2006-2010), and apply it once here so every downstream computation\n", "# inherits it automatically.\n", "base = flows[\n", " (flows[\"industry\"] == \"00\") &\n", " (flows[\"ind_level\"] == \"A\") &\n", " (flows[\"cip_level\"] == \"2\") &\n", " (flows[\"degree_level\"] == DEGREE_LEVEL) &\n", " (pd.to_numeric(flows[\"grad_cohort_years\"], errors=\"coerce\") == 5)\n", "].copy()\n", "\n", "print(f\"Rows after industry/cip_level/degree_level/cohort_years filter: {len(base):,}\")\n", "print(f\"Distinct inst_level values present: {sorted(base['inst_level'].unique())}\")\n", "print(f\"Distinct geo_level values present: {sorted(base['geo_level'].unique())}\")\n", "\n", "inst_df = base[base[\"inst_level\"] == \"I\"].copy()\n", "state_df = base[base[\"inst_level\"] == \"S\"].copy()\n", "\n", "print(f\" inst_level=='I' (individual institutions): {len(inst_df):,} rows\")\n", "print(f\" inst_level=='S' (state rollups): {len(state_df):,} rows\")\n" ] }, { "cell_type": "markdown", "id": "12ba4cb5", "metadata": {}, "source": [ "## 4. Merge in institution name and state\n", "\n", "Needed so we can determine each individual institution's \"home division\"\n", "(the Census division containing its own state) in the national aggregation\n", "functions below.\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "0e0f130f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unmatched institution rows after merge: 0\n" ] }, { "data": { "text/html": [ "
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agg_level_pseoinst_levelinstitutiondegree_levelcip_levelcipcodegrad_cohortgrad_cohort_yearsgeo_levelgeography...status_y5_grads_empstatus_y5_grads_emp_instatestatus_y10_grads_empstatus_y10_grads_emp_instatestatus_y1_grads_nmestatus_y5_grads_nmestatus_y10_grads_nmelabelinstitution_statestatefips
040I001345000322400005N00...1111111Adams State UniversityCO08
140I001346000320100005N00...5555555Arapahoe Community CollegeCO08
240I001346000320900005N00...55-1-155-1Arapahoe Community CollegeCO08
340I001346000321100005N00...1111111Arapahoe Community CollegeCO08
440I001346000321200005N00...1111111Arapahoe Community CollegeCO08
\n", "

5 rows × 33 columns

\n", "
" ], "text/plain": [ " agg_level_pseo inst_level institution degree_level cip_level cipcode \\\n", "0 40 I 00134500 03 2 24 \n", "1 40 I 00134600 03 2 01 \n", "2 40 I 00134600 03 2 09 \n", "3 40 I 00134600 03 2 11 \n", "4 40 I 00134600 03 2 12 \n", "\n", " grad_cohort grad_cohort_years geo_level geography ... status_y5_grads_emp \\\n", "0 0000 5 N 00 ... 1 \n", "1 0000 5 N 00 ... 5 \n", "2 0000 5 N 00 ... 5 \n", "3 0000 5 N 00 ... 1 \n", "4 0000 5 N 00 ... 1 \n", "\n", " status_y5_grads_emp_instate status_y10_grads_emp \\\n", "0 1 1 \n", "1 5 5 \n", "2 5 -1 \n", "3 1 1 \n", "4 1 1 \n", "\n", " status_y10_grads_emp_instate status_y1_grads_nme status_y5_grads_nme \\\n", "0 1 1 1 \n", "1 5 5 5 \n", "2 -1 5 5 \n", "3 1 1 1 \n", "4 1 1 1 \n", "\n", " status_y10_grads_nme label institution_state \\\n", "0 1 Adams State University CO \n", "1 5 Arapahoe Community College CO \n", "2 -1 Arapahoe Community College CO \n", "3 1 Arapahoe Community College CO \n", "4 1 Arapahoe Community College CO \n", "\n", " statefips \n", "0 08 \n", "1 08 \n", "2 08 \n", "3 08 \n", "4 08 \n", "\n", "[5 rows x 33 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inst_df = inst_df.merge(institutions, on=\"institution\", how=\"left\")\n", "\n", "unmatched = inst_df[\"label\"].isna().sum()\n", "print(f\"Unmatched institution rows after merge: {unmatched}\")\n", "if unmatched > 0:\n", " print(\"WARNING: some institution codes did not match the lookup file. Inspect before proceeding.\")\n", "\n", "inst_df.head()\n" ] }, { "cell_type": "markdown", "id": "37cc740e", "metadata": {}, "source": [ "## 5. Validation checks\n", "\n", "Same discipline as the earnings notebook: confirm coverage before building\n", "any chart on top of it. Year-10 coverage for Associate's-level flows is\n", "likely to be thin (it was for earnings), so we check explicitly rather than\n", "assuming.\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "fd5e0149", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Coverage validation (inst_level=='S', geo_level=='N' rows) ===\n", "\n", "Health Professions (CIP 51):\n", " Year 1: 26 states reporting, 793,159 total employed grads\n", " Year 5: 26 states reporting, 558,978 total employed grads\n", " Year 10: 22 states reporting, 289,166 total employed grads\n", "\n", "Education (CIP 13):\n", " Year 1: 24 states reporting, 54,148 total employed grads\n", " Year 5: 24 states reporting, 49,059 total employed grads\n", " Year 10: 18 states reporting, 25,291 total employed grads\n", "\n", "Business, Mgmt & Marketing (CIP 52):\n", " Year 1: 26 states reporting, 366,414 total employed grads\n", " Year 5: 25 states reporting, 300,688 total employed grads\n", " Year 10: 22 states reporting, 171,720 total employed grads\n", "\n", "Computer & Info Sciences (CIP 11):\n", " Year 1: 25 states reporting, 107,287 total employed grads\n", " Year 5: 25 states reporting, 85,460 total employed grads\n", " Year 10: 22 states reporting, 48,261 total employed grads\n", "\n", "Recommendation: if Year-10 shows a much smaller state count or total than Year-1/Year-5 above, treat Year-10 as directional only (footnote it rather than dropping it, matching the approach used in the companion earnings-analysis notebook) or drop it from the trajectory chart entirely -- decide after inspecting these numbers.\n" ] } ], "source": [ "def validate_coverage(state_df):\n", " print(\"=== Coverage validation (inst_level=='S', geo_level=='N' rows) ===\")\n", " national_rows = state_df[state_df[\"geo_level\"] == \"N\"]\n", "\n", " for cip, label in ALL_GROUPS.items():\n", " sub = national_rows[national_rows[\"cipcode\"] == cip]\n", " sub = sub[sub[\"grad_cohort\"] == \"0000\"]\n", " print(f\"\\n{label} (CIP {cip}):\")\n", " for yr in YEARS:\n", " emp_col = f\"{yr}_grads_emp\"\n", " if emp_col not in sub.columns:\n", " print(f\" {YEAR_LABELS[yr]}: column {emp_col} not found\")\n", " continue\n", " n_states_reporting = sub[sub[emp_col].notna() & (sub[emp_col] > 0)].shape[0]\n", " total_emp = sub[emp_col].sum(skipna=True)\n", " print(f\" {YEAR_LABELS[yr]}: {n_states_reporting} states reporting, \"\n", " f\"{total_emp:,.0f} total employed grads\")\n", "\n", " print(\n", " \"\\nRecommendation: if Year-10 shows a much smaller state count or \"\n", " \"total than Year-1/Year-5 above, treat Year-10 as directional only \"\n", " \"(footnote it rather than dropping it, matching the approach used in \"\n", " \"the companion earnings-analysis notebook) or drop it from the trajectory chart entirely \"\n", " \"-- decide after inspecting these numbers.\"\n", " )\n", "\n", "validate_coverage(state_df)\n" ] }, { "cell_type": "markdown", "id": "bdb90e14", "metadata": {}, "source": [ "## 6. FIPS reference\n", "\n", "State-rollup `institution` codes in the PSEO flows file use standard 2-digit\n", "Census/FIPS state codes (e.g. `\"08\"` == Colorado).\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "bfc714e7", "metadata": {}, "outputs": [], "source": [ "FIPS_TO_STATE = {\n", " \"01\": \"AL\", \"02\": \"AK\", \"04\": \"AZ\", \"05\": \"AR\", \"06\": \"CA\", \"08\": \"CO\",\n", " \"09\": \"CT\", \"10\": \"DE\", \"11\": \"DC\", \"12\": \"FL\", \"13\": \"GA\", \"15\": \"HI\",\n", " \"16\": \"ID\", \"17\": \"IL\", \"18\": \"IN\", \"19\": \"IA\", \"20\": \"KS\", \"21\": \"KY\",\n", " \"22\": \"LA\", \"23\": \"ME\", \"24\": \"MD\", \"25\": \"MA\", \"26\": \"MI\", \"27\": \"MN\",\n", " \"28\": \"MS\", \"29\": \"MO\", \"30\": \"MT\", \"31\": \"NE\", \"32\": \"NV\", \"33\": \"NH\",\n", " \"34\": \"NJ\", \"35\": \"NM\", \"36\": \"NY\", \"37\": \"NC\", \"38\": \"ND\", \"39\": \"OH\",\n", " \"40\": \"OK\", \"41\": \"OR\", \"42\": \"PA\", \"44\": \"RI\", \"45\": \"SC\", \"46\": \"SD\",\n", " \"47\": \"TN\", \"48\": \"TX\", \"49\": \"UT\", \"50\": \"VT\", \"51\": \"VA\", \"53\": \"WA\",\n", " \"54\": \"WV\", \"55\": \"WI\", \"56\": \"WY\",\n", "}\n" ] }, { "cell_type": "markdown", "id": "69ec3e04", "metadata": {}, "source": [ "## Coverage Tables: States Reporting by Horizon\n", "\n", "`validate_coverage` above summarizes coverage as counts; this section shows\n", "the underlying detail state by state, so it's possible to see exactly which\n", "states drop out at Year 10 rather than just how many. One table per program\n", "under analysis: Health Professions and the three comparison programs.\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "f01c46fa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Health Professions (CIP 51) -- states reporting by horizon:\n", " Year 1 Year 5 Year 10\n", "state \n", "Texas 139,867 99,004 54,660\n", "Ohio 95,262 71,031 38,872\n", "New York 83,321 63,490 36,113\n", "Illinois 66,552 47,219 24,895\n", "Indiana 48,274 34,577 18,760\n", "Minnesota 45,811 30,993 13,156\n", "Virginia 38,822 28,361 16,117\n", "South Carolina 33,608 23,890 14,015\n", "Iowa 29,539 21,141 12,805\n", "Missouri 22,743 13,672 5,617\n", "Georgia 22,624 16,957 9,855\n", "Colorado 19,423 14,036 8,021\n", "Louisiana 18,281 13,522 8,086\n", "Oklahoma 17,912 7,919 NaN\n", "Massachusetts 17,536 9,056 NaN\n", "Connecticut 17,293 11,025 5,182\n", "Oregon 15,507 10,866 4,411\n", "Utah 11,963 5,782 NaN\n", "West Virginia 9,136 5,930 3,218\n", "Maine 8,638 5,695 2,682\n", "South Dakota 8,376 6,579 3,935\n", "Montana 7,718 5,760 2,703\n", "Wyoming 7,485 5,258 2,780\n", "Pennsylvania 3,812 4,623 2,296\n", "Hawaii 3,097 2,094 987\n", "Idaho 559 498 NaN\n", "States reporting: Year 1=26, Year 5=26, Year 10=22\n", "\n", "Education (CIP 13) -- states reporting by horizon:\n", " Year 1 Year 5 Year 10\n", "state \n", "Texas 17,290 18,219 10,484\n", "Ohio 5,856 4,832 3,148\n", "New York 4,926 4,701 2,927\n", "Indiana 3,889 2,922 1,494\n", "Oklahoma 2,327 2,346 NaN\n", "Illinois 2,310 1,746 1,095\n", "Massachusetts 2,240 1,333 NaN\n", "Missouri 2,133 2,219 590\n", "Wyoming 1,815 2,131 1,331\n", "Virginia 1,580 1,429 1,199\n", "Minnesota 1,464 1,098 314\n", "Maine 1,364 889 401\n", "Connecticut 1,185 489 207\n", "Louisiana 1,149 1,373 944\n", "Oregon 1,020 472 350\n", "Colorado 923 556 157\n", "Utah 704 483 NaN\n", "Hawaii 657 562 233\n", "Montana 581 449 142\n", "West Virginia 355 452 228\n", "Georgia 202 141 NaN\n", "South Carolina 72 96 47\n", "South Dakota 70 111 NaN\n", "Idaho 36 10 NaN\n", "Iowa NaN NaN NaN\n", "States reporting: Year 1=24, Year 5=24, Year 10=18\n", "\n", "Business, Mgmt & Marketing (CIP 52) -- states reporting by horizon:\n", " Year 1 Year 5 Year 10\n", "state \n", "New York 75,155 71,818 44,994\n", "Texas 53,417 42,065 24,696\n", "Ohio 41,817 31,981 19,776\n", "Virginia 30,611 28,859 18,298\n", "Indiana 26,676 20,452 11,104\n", "South Carolina 18,069 14,144 8,984\n", "Minnesota 16,540 11,437 4,984\n", "Illinois 15,172 12,164 7,671\n", "Connecticut 11,544 9,555 5,894\n", "Massachusetts 10,954 6,798 NaN\n", "Iowa 9,912 8,750 5,630\n", "Louisiana 7,917 6,408 3,365\n", "Oklahoma 7,473 4,665 NaN\n", "Oregon 6,341 4,810 1,562\n", "Colorado 5,543 4,361 3,059\n", "South Dakota 5,037 3,751 2,493\n", "Missouri 4,936 3,455 1,654\n", "Maine 3,753 2,728 1,369\n", "Utah 3,564 1,796 NaN\n", "West Virginia 2,810 2,333 1,495\n", "Wyoming 2,380 2,072 1,087\n", "Montana 1,851 1,563 773\n", "Pennsylvania 1,767 2,069 1,268\n", "Hawaii 1,563 1,230 518\n", "Georgia 1,562 1,424 1,046\n", "Idaho 50 NaN NaN\n", "Rhode Island NaN NaN NaN\n", "Wisconsin NaN NaN NaN\n", "States reporting: Year 1=26, Year 5=25, Year 10=22\n", "\n", "Computer & Info Sciences (CIP 11) -- states reporting by horizon:\n", " Year 1 Year 5 Year 10\n", "state \n", "Texas 17,222 14,413 9,018\n", "New York 15,054 14,555 10,020\n", "Ohio 12,473 9,505 5,789\n", "Indiana 7,294 6,644 4,499\n", "Virginia 6,630 4,901 1,937\n", "Illinois 6,587 5,043 2,768\n", "Minnesota 6,083 3,875 1,187\n", "South Carolina 5,679 4,781 2,650\n", "Iowa 4,609 3,537 2,756\n", "Massachusetts 3,089 1,487 NaN\n", "Missouri 2,913 2,164 755\n", "Oregon 2,560 1,696 452\n", "South Dakota 1,961 1,656 1,259\n", "Colorado 1,943 1,161 486\n", "Louisiana 1,933 1,358 788\n", "Utah 1,752 735 NaN\n", "Oklahoma 1,729 1,056 NaN\n", "West Virginia 1,370 774 384\n", "Maine 1,348 1,076 424\n", "Georgia 1,131 851 881\n", "Connecticut 965 649 429\n", "Montana 960 1,036 385\n", "Pennsylvania 925 1,233 854\n", "Wyoming 651 884 456\n", "Hawaii 426 390 84\n", "Idaho NaN NaN NaN\n", "States reporting: Year 1=25, Year 5=25, Year 10=22\n", "\n" ] } ], "source": [ "def build_coverage_table(state_df, cip, label, degree_level=DEGREE_LEVEL, cohort=\"0000\"):\n", " \"\"\"\n", " States-by-horizon coverage table for one program: rows are states with\n", " any data at Year 1, 5, or 10, columns are the three horizons, values\n", " are employed-grad counts (blank where that state has no data at that\n", " horizon).\n", " \"\"\"\n", " sub = state_df[\n", " (state_df[\"cipcode\"] == cip) &\n", " (state_df[\"grad_cohort\"] == cohort) &\n", " (state_df[\"degree_level\"] == degree_level) &\n", " (state_df[\"geo_level\"] == \"N\")\n", " ].copy()\n", "\n", " sub[\"state_abbr\"] = sub[\"institution\"].map(FIPS_TO_STATE)\n", " sub[\"state\"] = sub[\"state_abbr\"].map(STATE_NAMES)\n", " sub = sub.dropna(subset=[\"state\"])\n", "\n", " table = sub.set_index(\"state\")[[\"y1_grads_emp\", \"y5_grads_emp\", \"y10_grads_emp\"]]\n", " table.columns = [\"Year 1\", \"Year 5\", \"Year 10\"]\n", " table = table.sort_values(\"Year 1\", ascending=False)\n", "\n", " print(f\"{label} (CIP {cip}) -- states reporting by horizon:\")\n", " print(table.to_string(float_format=lambda v: f\"{v:,.0f}\" if pd.notna(v) else \"\"))\n", " print(f\"States reporting: Year 1={table['Year 1'].notna().sum()}, \"\n", " f\"Year 5={table['Year 5'].notna().sum()}, \"\n", " f\"Year 10={table['Year 10'].notna().sum()}\\n\")\n", " return table\n", "\n", "\n", "coverage_tables = {}\n", "for cip, label in ALL_GROUPS.items():\n", " coverage_tables[cip] = build_coverage_table(state_df, cip, label)\n" ] }, { "cell_type": "markdown", "id": "e2fed420", "metadata": {}, "source": [ "## 7. Core computation functions\n", "\n", "### `compute_national_geo_split`\n", "\n", "Graduate-count-weighted 3-way geographic split, computed from\n", "institution-level (`inst_level=='I'`) rows, pooled nationally.\n", "\n", "For each institution, \"home division\" is the Census division containing\n", "that institution's own state (from the merged `institution_state` column).\n", "Contributions are summed per-institution before pooling, so a graduate's\n", "\"same division, different state\" / \"different division\" classification is\n", "always relative to *their own* institution's location -- not a single fixed\n", "division. This is what makes the pooled cross-institution national\n", "aggregate meaningful.\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "1ea4e69d", "metadata": {}, "outputs": [], "source": [ "def _as_cip_list(cip_or_list):\n", " \"\"\"Normalize a single CIP code or a list of CIP codes to a list.\"\"\"\n", " if isinstance(cip_or_list, str):\n", " return [cip_or_list]\n", " return list(cip_or_list)\n", "\n", "\n", "def compute_national_geo_split(inst_df_merged, cip_or_list, year=\"y1\",\n", " degree_level=DEGREE_LEVEL, cohort=\"0000\"):\n", " cips = _as_cip_list(cip_or_list)\n", " sub = inst_df_merged[\n", " (inst_df_merged[\"cipcode\"].isin(cips)) &\n", " (inst_df_merged[\"grad_cohort\"] == cohort) &\n", " (inst_df_merged[\"degree_level\"] == degree_level)\n", " ]\n", "\n", " emp_col = f\"{year}_grads_emp\"\n", " instate_col = f\"{year}_grads_emp_instate\"\n", " nme_col = f\"{year}_grads_nme\"\n", "\n", " national_rows = sub[sub[\"geo_level\"] == \"N\"].copy()\n", " division_rows = sub[sub[\"geo_level\"] == \"D\"].copy()\n", "\n", " if len(division_rows) > 0:\n", " division_rows[\"division\"] = pd.to_numeric(division_rows[\"geography\"], errors=\"coerce\")\n", "\n", " inst_home_div = (\n", " national_rows[[\"institution\", \"institution_state\"]]\n", " .drop_duplicates()\n", " .assign(home_division=lambda d: d[\"institution_state\"].map(STATE_TO_DIVISION))\n", " )\n", "\n", " division_rows = division_rows.merge(\n", " inst_home_div[[\"institution\", \"home_division\"]], on=\"institution\", how=\"left\"\n", " )\n", " division_rows[\"is_home_division\"] = division_rows[\"division\"] == division_rows[\"home_division\"]\n", "\n", " same_division_total = division_rows.loc[division_rows[\"is_home_division\"], emp_col].sum(skipna=True)\n", " diff_division_total = division_rows.loc[~division_rows[\"is_home_division\"], emp_col].sum(skipna=True)\n", " else:\n", " # No division-level rows at all for this cip/cohort slice (can happen\n", " # for thinner single-cohort data) -- fall back to 0 rather than\n", " # crashing. The national in-state/total figures are unaffected since\n", " # those come from national_rows, not division_rows.\n", " same_division_total = 0\n", " diff_division_total = 0\n", "\n", " instate_total = national_rows[instate_col].sum(skipna=True)\n", " total_emp = national_rows[emp_col].sum(skipna=True)\n", " nme_total = national_rows[nme_col].sum(skipna=True)\n", "\n", " same_division_diff_state = max(same_division_total - instate_total, 0)\n", "\n", " return {\n", " \"instate\": instate_total,\n", " \"same_division_diff_state\": same_division_diff_state,\n", " \"diff_division\": diff_division_total,\n", " \"nme\": nme_total,\n", " \"total_emp\": total_emp,\n", " }\n" ] }, { "cell_type": "markdown", "id": "64071857", "metadata": {}, "source": [ "### `compute_trajectory`\n", "\n", "In-state share at each year horizon, for the RQ1/RQ2 line charts.\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "562c1fba", "metadata": {}, "outputs": [], "source": [ "def compute_trajectory(inst_df_merged, cip_or_list, years=YEARS, cohort=\"0000\"):\n", " trajectory = {}\n", " for yr in years:\n", " split = compute_national_geo_split(inst_df_merged, cip_or_list, year=yr, cohort=cohort)\n", " total = split[\"total_emp\"]\n", " trajectory[yr] = (split[\"instate\"] / total) if total and total > 0 else np.nan\n", " return trajectory\n" ] }, { "cell_type": "markdown", "id": "3c6e4a5f", "metadata": {}, "source": [ "### `compute_state_retention`\n", "\n", "Each state's own in-state retention rate for the target CIP, using Census's\n", "own `inst_level=='S'` state-rollup rows directly (no institution-level\n", "re-aggregation needed). Used for RQ4 (state ranking + choropleth).\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "20599ceb", "metadata": {}, "outputs": [], "source": [ "def compute_state_retention(state_df, cip, year=\"y1\",\n", " degree_level=DEGREE_LEVEL, cohort=\"0000\"):\n", " sub = state_df[\n", " (state_df[\"cipcode\"] == cip) &\n", " (state_df[\"grad_cohort\"] == cohort) &\n", " (state_df[\"degree_level\"] == degree_level) &\n", " (state_df[\"geo_level\"] == \"N\")\n", " ].copy()\n", "\n", " emp_col = f\"{year}_grads_emp\"\n", " instate_col = f\"{year}_grads_emp_instate\"\n", "\n", " sub[\"state_abbr\"] = sub[\"institution\"].map(FIPS_TO_STATE)\n", " sub = sub.dropna(subset=[emp_col, instate_col, \"state_abbr\"])\n", " sub = sub[sub[emp_col] > 0]\n", " sub[\"retention_rate\"] = sub[instate_col] / sub[emp_col]\n", " sub[\"state\"] = sub[\"state_abbr\"].map(STATE_NAMES)\n", "\n", " return sub[[\"state_abbr\", \"state\", emp_col, instate_col, \"retention_rate\"]] \\\n", " .rename(columns={emp_col: \"total_emp\", instate_col: \"instate_emp\"}) \\\n", " .sort_values(\"retention_rate\", ascending=False) \\\n", " .reset_index(drop=True)\n" ] }, { "cell_type": "markdown", "id": "e8f491af", "metadata": {}, "source": [ "### `compute_anchor_zone_split`\n", "\n", "3-way geographic split for the anchor state's OWN graduates, using the\n", "anchor state's `inst_level=='S'` rollup row directly. Used for RQ5 (the\n", "anchor-state case-study map).\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "6fa55477", "metadata": {}, "outputs": [], "source": [ "def compute_anchor_zone_split(state_df, cip, year=\"y1\",\n", " anchor_fips=ANCHOR_STATE_INSTITUTION_FIPS,\n", " anchor_division=ANCHOR_DIVISION,\n", " degree_level=DEGREE_LEVEL, cohort=\"0000\"):\n", " sub = state_df[\n", " (state_df[\"institution\"] == anchor_fips) &\n", " (state_df[\"cipcode\"] == cip) &\n", " (state_df[\"grad_cohort\"] == cohort) &\n", " (state_df[\"degree_level\"] == degree_level)\n", " ].copy()\n", "\n", " emp_col = f\"{year}_grads_emp\"\n", " instate_col = f\"{year}_grads_emp_instate\"\n", "\n", " national_row = sub[sub[\"geo_level\"] == \"N\"]\n", " division_rows = sub[sub[\"geo_level\"] == \"D\"].copy()\n", " if len(division_rows) > 0:\n", " division_rows[\"division\"] = pd.to_numeric(division_rows[\"geography\"], errors=\"coerce\")\n", "\n", " instate = national_row[instate_col].sum(skipna=True)\n", " total_emp = national_row[emp_col].sum(skipna=True)\n", "\n", " home_row = division_rows[division_rows[\"division\"] == anchor_division]\n", " same_division_total = home_row[emp_col].sum(skipna=True)\n", " same_division_diff_state = max(same_division_total - instate, 0)\n", "\n", " diff_division = division_rows.loc[division_rows[\"division\"] != anchor_division, emp_col].sum(skipna=True)\n", "\n", " return {\n", " \"instate\": instate,\n", " \"same_division_diff_state\": same_division_diff_state,\n", " \"diff_division\": diff_division,\n", " \"total_emp\": total_emp,\n", " }\n" ] }, { "cell_type": "markdown", "id": "f24b3815", "metadata": {}, "source": [ "## 8. Plotting functions\n", "\n", "### Trajectory line chart (RQ1 / RQ2)\n", "\n", "One line per group, x-axis = Year 1 / Year 5 / Year 10, y-axis = % of\n", "graduates employed in-state at that horizon. `trajectories` is a dict of\n", "`{group_key: {year: share, ...}, ...}` -- use `\"OTHER\"` as the key for the\n", "pooled Other Programs baseline.\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "bb1256bd", "metadata": {}, "outputs": [], "source": [ "def plot_trajectory_lines(trajectories, title, save_path=None, years=YEARS):\n", " fig, ax = plt.subplots(figsize=(9, 6))\n", " x = np.arange(len(years))\n", "\n", " for group_key, traj in trajectories.items():\n", " label = OTHER_LABEL if group_key == \"OTHER\" else ALL_GROUPS.get(group_key, group_key)\n", " y = [traj.get(yr, np.nan) * 100 for yr in years]\n", " color = GROUP_COLORS.get(group_key, \"#333333\")\n", " lw = 2.8 if group_key == TARGET_CIP else 1.8\n", " ax.plot(x, y, marker=\"o\", linewidth=lw, color=color, label=label,\n", " zorder=3 if group_key == TARGET_CIP else 2)\n", "\n", " ax.set_xticks(x)\n", " ax.set_xticklabels([YEAR_LABELS[yr] for yr in years])\n", " ax.set_ylabel(\"% of Graduates Employed In-State\")\n", " ax.yaxis.set_major_formatter(mticker.FuncFormatter(lambda v, _: f\"{v:.0f}%\"))\n", " ax.spines[\"top\"].set_visible(False)\n", " ax.spines[\"right\"].set_visible(False)\n", " ax.legend(frameon=False, fontsize=9, loc=\"best\")\n", " ax.set_title(title, fontsize=12, fontweight=\"bold\")\n", " ax.grid(axis=\"y\", alpha=0.25)\n", " fig.tight_layout()\n", " if save_path:\n", " fig.savefig(save_path, dpi=200, bbox_inches=\"tight\")\n", " print(f\"Saved to {save_path}\")\n", " plt.show()\n", "\n", "\n", "def plot_trajectory_robustness_pairs(all_traj, single_traj, cohort_label, title, save_path=None, years=YEARS):\n", " \"\"\"\n", " Robustness check companion to plot_trajectory_lines: each group gets a\n", " solid line for its All-Cohorts (pooled) trajectory and a dashed line\n", " for the same group's single-cohort trajectory, same color, so the two\n", " can be compared directly rather than needing two separate charts.\n", " \"\"\"\n", " fig, ax = plt.subplots(figsize=(9, 6))\n", " x = np.arange(len(years))\n", "\n", " for group_key, traj in all_traj.items():\n", " label = OTHER_LABEL if group_key == \"OTHER\" else ALL_GROUPS.get(group_key, group_key)\n", " color = GROUP_COLORS.get(group_key, \"#333333\")\n", " lw = 2.6 if group_key == TARGET_CIP else 1.8\n", "\n", " y_all = [traj.get(yr, np.nan) * 100 for yr in years]\n", " ax.plot(x, y_all, marker=\"o\", linewidth=lw, color=color, linestyle=\"-\",\n", " label=f\"{label} (All Cohorts)\")\n", "\n", " if group_key in single_traj:\n", " y_single = [single_traj[group_key].get(yr, np.nan) * 100 for yr in years]\n", " ax.plot(x, y_single, marker=\"s\", linewidth=lw * 0.75, color=color, linestyle=\"--\",\n", " alpha=0.7, label=f\"{label} ({cohort_label})\")\n", "\n", " ax.set_xticks(x)\n", " ax.set_xticklabels([YEAR_LABELS[yr] for yr in years])\n", " ax.set_ylabel(\"% of Graduates Employed In-State\")\n", " ax.yaxis.set_major_formatter(mticker.FuncFormatter(lambda v, _: f\"{v:.0f}%\"))\n", " ax.spines[\"top\"].set_visible(False)\n", " ax.spines[\"right\"].set_visible(False)\n", " ax.legend(frameon=False, fontsize=8, loc=\"best\")\n", " ax.set_title(title, fontsize=12, fontweight=\"bold\")\n", " ax.grid(axis=\"y\", alpha=0.25)\n", " fig.tight_layout()\n", " if save_path:\n", " fig.savefig(save_path, dpi=200, bbox_inches=\"tight\")\n", " print(f\"Saved to {save_path}\")\n", " plt.show()\n" ] }, { "cell_type": "markdown", "id": "38e1269b", "metadata": {}, "source": [ "### 100%-stacked bar chart (RQ3)\n", "\n", "One bar per group, three segments: in-state / same-division-different-state\n", "/ different-division. `splits` is a dict of `{group_key: {\"instate\": n,\n", "\"same_division_diff_state\": n, \"diff_division\": n, \"total_emp\": n}, ...}`.\n" ] }, { "cell_type": "code", "execution_count": 32, "id": "e344e5c2", "metadata": {}, "outputs": [], "source": [ "def plot_geo_split_bar(splits, title, save_path=None):\n", " rows = []\n", " for group_key, split in splits.items():\n", " total = split[\"total_emp\"]\n", " if not total or total <= 0:\n", " continue\n", " rows.append({\n", " \"label\": OTHER_LABEL if group_key == \"OTHER\" else ALL_GROUPS.get(group_key, group_key),\n", " \"instate_pct\": 100 * split[\"instate\"] / total,\n", " \"same_div_pct\": 100 * split[\"same_division_diff_state\"] / total,\n", " \"diff_div_pct\": 100 * split[\"diff_division\"] / total,\n", " })\n", "\n", " # Sort ascending by in-state share: matplotlib's barh draws index 0 at\n", " # the bottom, so ascending order puts the highest in-state share at the\n", " # top of the chart.\n", " rows = sorted(rows, key=lambda r: r[\"instate_pct\"])\n", " labels = [r[\"label\"] for r in rows]\n", " instate_pct = [r[\"instate_pct\"] for r in rows]\n", " same_div_pct = [r[\"same_div_pct\"] for r in rows]\n", " diff_div_pct = [r[\"diff_div_pct\"] for r in rows]\n", "\n", " y_pos = np.arange(len(labels))\n", " fig, ax = plt.subplots(figsize=(10, max(3, len(labels) * 0.8)))\n", "\n", " ax.barh(y_pos, instate_pct, color=\"#2E5C8A\", label=\"In-state\")\n", " ax.barh(y_pos, same_div_pct, left=instate_pct, color=\"#8FB8DE\",\n", " label=f\"Same division ({ANCHOR_DIVISION_LABEL}-style), different state\")\n", " left2 = [a + b for a, b in zip(instate_pct, same_div_pct)]\n", " ax.barh(y_pos, diff_div_pct, left=left2, color=\"#D9D9D9\", label=\"Different division\")\n", "\n", " for i, (ip, sp, dp) in enumerate(zip(instate_pct, same_div_pct, diff_div_pct)):\n", " if ip > 6:\n", " ax.text(ip / 2, i, f\"{ip:.0f}%\", va=\"center\", ha=\"center\", fontsize=8, color=\"white\")\n", " if sp > 6:\n", " ax.text(ip + sp / 2, i, f\"{sp:.0f}%\", va=\"center\", ha=\"center\", fontsize=8)\n", " if dp > 6:\n", " ax.text(ip + sp + dp / 2, i, f\"{dp:.0f}%\", va=\"center\", ha=\"center\", fontsize=8)\n", "\n", " ax.set_yticks(y_pos)\n", " ax.set_yticklabels(labels)\n", " ax.set_xlabel(\"Share of Employed Graduates\")\n", " ax.xaxis.set_major_formatter(mticker.FuncFormatter(lambda v, _: f\"{v:.0f}%\"))\n", " ax.spines[\"top\"].set_visible(False)\n", " ax.spines[\"right\"].set_visible(False)\n", " ax.legend(frameon=False, fontsize=8, loc=\"upper center\", bbox_to_anchor=(0.5, -0.15), ncol=3)\n", " ax.set_title(title, fontsize=12, fontweight=\"bold\")\n", " fig.tight_layout()\n", " if save_path:\n", " fig.savefig(save_path, dpi=200, bbox_inches=\"tight\")\n", " print(f\"Saved to {save_path}\")\n", " plt.show()\n" ] }, { "cell_type": "markdown", "id": "94de1ecb", "metadata": {}, "source": [ "### State ranking bar chart + choropleth (RQ4)\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "6bb37bdd", "metadata": {}, "outputs": [], "source": [ "def plot_state_ranking(state_retention_df, highlight_state_abbr, national_rate, title, save_path=None):\n", " df = state_retention_df.copy().sort_values(\"retention_rate\", ascending=True)\n", " colors = [\n", " \"#C44E52\" if r[\"state_abbr\"] == highlight_state_abbr else \"#4C72B0\"\n", " for _, r in df.iterrows()\n", " ]\n", " fig, ax = plt.subplots(figsize=(9, max(6, len(df) * 0.3)))\n", " bars = ax.barh(df[\"state\"], df[\"retention_rate\"] * 100, color=colors)\n", " ax.axvline(national_rate * 100, color=\"#888888\", linestyle=\"--\", linewidth=1,\n", " label=f\"National rate: {national_rate * 100:.0f}%\")\n", " for bar, val in zip(bars, df[\"retention_rate\"]):\n", " ax.text(val * 100 + 1, bar.get_y() + bar.get_height() / 2,\n", " f\"{val * 100:.0f}%\", va=\"center\", fontsize=7)\n", " ax.xaxis.set_major_formatter(mticker.FuncFormatter(lambda v, _: f\"{v:.0f}%\"))\n", " ax.set_xlabel(\"Year-1 In-State Retention Rate\")\n", " ax.spines[\"top\"].set_visible(False)\n", " ax.spines[\"right\"].set_visible(False)\n", " ax.legend(frameon=False, fontsize=8)\n", " ax.set_title(title, fontsize=11, fontweight=\"bold\")\n", " fig.tight_layout()\n", " if save_path:\n", " fig.savefig(save_path, dpi=200, bbox_inches=\"tight\")\n", " print(f\"Saved to {save_path}\")\n", " plt.show()\n", "\n", "\n", "def plot_state_choropleth(state_retention_df, highlight_state_abbr, title, save_path=None):\n", " try:\n", " import geopandas as gpd\n", " import ssl\n", " import json as _json\n", " from matplotlib.colors import Normalize\n", " from matplotlib.cm import ScalarMappable\n", " import matplotlib.cm as cm\n", " except ImportError as e:\n", " print(f\"Missing dependency ({e}) -- skipping choropleth.\")\n", " return\n", "\n", " url = (\"https://raw.githubusercontent.com/python-visualization/folium/\"\n", " \"main/tests/us-states.json\")\n", " ctx = ssl.create_default_context()\n", " ctx.check_hostname = False\n", " ctx.verify_mode = ssl.CERT_NONE\n", " try:\n", " with urllib.request.urlopen(url, context=ctx) as resp:\n", " geojson_data = _json.loads(resp.read())\n", " states_gdf = gpd.GeoDataFrame.from_features(geojson_data[\"features\"])\n", " states_gdf = states_gdf.rename(columns={\"name\": \"state\"})\n", " except Exception as e:\n", " print(f\"Could not load state geometries: {e}\")\n", " print(\"Skipping choropleth -- the ranked bar chart above shows the same information.\")\n", " return\n", "\n", " states_gdf = states_gdf.set_crs(\"EPSG:4326\")\n", " merged_map = states_gdf.merge(\n", " state_retention_df[[\"state\", \"state_abbr\", \"retention_rate\"]], on=\"state\", how=\"left\"\n", " )\n", "\n", " continental = merged_map[~merged_map[\"state_abbr\"].isin([\"AK\", \"HI\"])].copy()\n", " try:\n", " continental = continental.to_crs(\"EPSG:9311\")\n", " except Exception:\n", " pass\n", "\n", " vmin, vmax = state_retention_df[\"retention_rate\"].min(), state_retention_df[\"retention_rate\"].max()\n", " cmap = cm.Blues # single hue: darker = higher in-state retention\n", "\n", " fig, ax = plt.subplots(1, 1, figsize=(14, 8))\n", " continental.plot(\n", " column=\"retention_rate\", ax=ax, cmap=cmap, vmin=vmin, vmax=vmax,\n", " missing_kwds={\"color\": \"#DDDDDD\", \"label\": \"No PSEO data\"},\n", " edgecolor=\"white\", linewidth=0.5\n", " )\n", "\n", " minx, miny, maxx, maxy = continental.total_bounds\n", " x_pad, y_pad = (maxx - minx) * 0.02, (maxy - miny) * 0.02\n", " ax.set_xlim(minx - x_pad, maxx + x_pad)\n", " ax.set_ylim(miny - y_pad, maxy + y_pad)\n", "\n", " target = continental[continental[\"state_abbr\"] == highlight_state_abbr]\n", " if len(target) > 0:\n", " target.plot(ax=ax, color=\"none\", edgecolor=\"#C44E52\", linewidth=2.5)\n", "\n", " sm = ScalarMappable(cmap=cmap, norm=Normalize(vmin=vmin, vmax=vmax))\n", " sm.set_array([])\n", " cbar = fig.colorbar(sm, ax=ax, orientation=\"vertical\", fraction=0.03, pad=0.02, shrink=0.7)\n", " cbar.set_label(\"Year-1 In-State Retention Rate\", fontsize=10)\n", " cbar.ax.yaxis.set_major_formatter(mticker.FuncFormatter(lambda v, _: f\"{v * 100:.0f}%\"))\n", "\n", " ax.set_axis_off()\n", " ax.set_title(title, fontsize=12, fontweight=\"bold\", pad=12)\n", " fig.tight_layout()\n", " if save_path:\n", " fig.savefig(save_path, dpi=200, bbox_inches=\"tight\")\n", " print(f\"Saved to {save_path}\")\n", " plt.show()\n" ] }, { "cell_type": "markdown", "id": "967189b9", "metadata": {}, "source": [ "### Anchor-state case-study map (RQ5)\n", "\n", "The anchor state is filled by its in-state share; every other state in the\n", "anchor's Census division is filled by the same-division share (uniform\n", "value -- we don't have a per-neighbor breakdown); every state outside the\n", "anchor's division is filled by the different-division share.\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "11890a2a", "metadata": {}, "outputs": [], "source": [ "def plot_anchor_zone_map(zone_split, anchor_state_abbr, title, save_path=None):\n", " try:\n", " import geopandas as gpd\n", " import ssl\n", " import json as _json\n", " from matplotlib.colors import Normalize\n", " from matplotlib.cm import ScalarMappable\n", " import matplotlib.cm as cm\n", " except ImportError as e:\n", " print(f\"Missing dependency ({e}) -- skipping anchor zone map.\")\n", " return\n", "\n", " total = zone_split[\"total_emp\"]\n", " if not total or total <= 0:\n", " print(\"No data available for anchor zone map -- skipping.\")\n", " return\n", "\n", " instate_share = zone_split[\"instate\"] / total\n", " same_div_share = zone_split[\"same_division_diff_state\"] / total\n", " diff_div_share = zone_split[\"diff_division\"] / total\n", "\n", " anchor_division = STATE_TO_DIVISION[anchor_state_abbr]\n", " division_states = [s for s, d in STATE_TO_DIVISION.items() if d == anchor_division]\n", "\n", " url = (\"https://raw.githubusercontent.com/python-visualization/folium/\"\n", " \"main/tests/us-states.json\")\n", " ctx = ssl.create_default_context()\n", " ctx.check_hostname = False\n", " ctx.verify_mode = ssl.CERT_NONE\n", " try:\n", " with urllib.request.urlopen(url, context=ctx) as resp:\n", " geojson_data = _json.loads(resp.read())\n", " states_gdf = gpd.GeoDataFrame.from_features(geojson_data[\"features\"])\n", " states_gdf = states_gdf.rename(columns={\"name\": \"state\"})\n", " except Exception as e:\n", " print(f\"Could not load state geometries: {e}\")\n", " print(\"Skipping anchor zone map.\")\n", " return\n", "\n", " states_gdf = states_gdf.set_crs(\"EPSG:4326\")\n", " states_gdf[\"state_abbr\"] = states_gdf[\"state\"].map({v: k for k, v in STATE_NAMES.items()})\n", "\n", " def zone_value(abbr):\n", " if abbr == anchor_state_abbr:\n", " return instate_share\n", " elif abbr in division_states:\n", " return same_div_share\n", " else:\n", " return diff_div_share\n", "\n", " states_gdf[\"zone_share\"] = states_gdf[\"state_abbr\"].apply(zone_value)\n", "\n", " continental = states_gdf[~states_gdf[\"state_abbr\"].isin([\"AK\", \"HI\"])].copy()\n", " try:\n", " continental = continental.to_crs(\"EPSG:9311\")\n", " except Exception:\n", " pass\n", "\n", " cmap = cm.Blues\n", " fig, ax = plt.subplots(1, 1, figsize=(14, 8))\n", " continental.plot(\n", " column=\"zone_share\", ax=ax, cmap=cmap, vmin=0, vmax=max(instate_share, 0.05),\n", " edgecolor=\"white\", linewidth=0.6\n", " )\n", "\n", " minx, miny, maxx, maxy = continental.total_bounds\n", " x_pad, y_pad = (maxx - minx) * 0.02, (maxy - miny) * 0.02\n", " ax.set_xlim(minx - x_pad, maxx + x_pad)\n", " ax.set_ylim(miny - y_pad, maxy + y_pad)\n", "\n", " anchor_geom = continental[continental[\"state_abbr\"] == anchor_state_abbr]\n", " if len(anchor_geom) > 0:\n", " anchor_geom.plot(ax=ax, color=\"none\", edgecolor=\"#C44E52\", linewidth=3)\n", "\n", " division_geom = continental[\n", " continental[\"state_abbr\"].isin(division_states) & (continental[\"state_abbr\"] != anchor_state_abbr)\n", " ]\n", " if len(division_geom) > 0:\n", " division_geom.plot(ax=ax, color=\"none\", edgecolor=\"#333333\", linewidth=1.2, linestyle=\"--\")\n", "\n", " legend_text = (\n", " f\"{anchor_state_abbr} in-state: {instate_share * 100:.0f}%\\n\"\n", " f\"Rest of {DIVISION_NAMES[anchor_division]} division: {same_div_share * 100:.0f}%\\n\"\n", " f\"Different division: {diff_div_share * 100:.0f}%\"\n", " )\n", " ax.text(0.02, 0.02, legend_text, transform=ax.transAxes, fontsize=10,\n", " va=\"bottom\", ha=\"left\", bbox=dict(boxstyle=\"round\", facecolor=\"white\", alpha=0.85))\n", "\n", " ax.set_axis_off()\n", " ax.set_title(title, fontsize=12, fontweight=\"bold\", pad=12)\n", " fig.tight_layout()\n", " if save_path:\n", " fig.savefig(save_path, dpi=200, bbox_inches=\"tight\")\n", " print(f\"Saved to {save_path}\")\n", " plt.show()\n" ] }, { "cell_type": "markdown", "id": "9c55771d", "metadata": {}, "source": [ "### Anchor-state division-breakdown map (RQ5, companion map)\n", "\n", "The map above collapses everything outside the anchor state into two\n", "buckets (same division / different division). This companion map splits\n", "that further into 10 regions: the anchor state itself, the *rest* of its\n", "home division (verified against the PSEO Explorer's own \"Mountain\n", "Balance\" figure -- home-division total minus in-state, not the raw\n", "division total, which would double-count the anchor state's own\n", "graduates), and each of the other 8 Census divisions individually. All\n", "shares are of the *same* total used in the zone map above, so the two are\n", "numerically consistent with each other -- this one just breaks the\n", "\"different division\" and \"same division\" pieces out region by region.\n" ] }, { "cell_type": "code", "execution_count": 38, "id": "cd5b8e3c", "metadata": {}, "outputs": [], "source": [ "DIVISION_COLORS = {\n", " 1: \"#4C72B0\", # New England\n", " 2: \"#DD8452\", # Middle Atlantic\n", " 3: \"#55A868\", # East North Central\n", " 4: \"#C44E52\", # West North Central\n", " 5: \"#8172B2\", # South Atlantic\n", " 6: \"#937860\", # East South Central\n", " 7: \"#DA8BC3\", # West South Central\n", " 8: \"#8C8C8C\", # Mountain\n", " 9: \"#CCB974\", # Pacific\n", "}\n", "\n", "\n", "def compute_anchor_division_breakdown(state_df, cip, year=\"y1\",\n", " anchor_fips=ANCHOR_STATE_INSTITUTION_FIPS,\n", " anchor_state_abbr=ANCHOR_STATE,\n", " anchor_division=ANCHOR_DIVISION,\n", " degree_level=DEGREE_LEVEL, cohort=\"0000\"):\n", " \"\"\"\n", " 10-region breakdown of where the anchor state's own graduates work:\n", " the anchor state itself, the \"balance\" of its home division (same\n", " division, everyone else), and each of the other 8 Census divisions.\n", "\n", " IMPORTANT: a division's raw y*_grads_emp total for the anchor state's\n", " OWN division includes the anchor state's in-state graduates -- it is\n", " not itself \"how many left the state but stayed in the region.\" That\n", " figure (verified directly against the PSEO Explorer's own \"Mountain\n", " Balance\" label) is home-division total MINUS in-state:\n", "\n", " Mountain Balance = y1_grads_emp[division==home] - y1_grads_emp_instate\n", "\n", " This mirrors compute_anchor_zone_split's same_division_diff_state\n", " calculation exactly, so the two Colorado visuals (RQ5's 3-zone map and\n", " this 9(+1)-region breakdown) stay numerically consistent: the anchor\n", " state's own share plus the balance share plus the other 8 divisions'\n", " shares sum to the same 100% as RQ5's in-state/same-division/\n", " different-division split, just with the \"different division\" portion\n", " broken out region by region.\n", " \"\"\"\n", " sub = state_df[\n", " (state_df[\"institution\"] == anchor_fips) &\n", " (state_df[\"cipcode\"] == cip) &\n", " (state_df[\"grad_cohort\"] == cohort) &\n", " (state_df[\"degree_level\"] == degree_level)\n", " ].copy()\n", "\n", " emp_col = f\"{year}_grads_emp\"\n", " instate_col = f\"{year}_grads_emp_instate\"\n", "\n", " national_row = sub[sub[\"geo_level\"] == \"N\"]\n", " division_rows = sub[sub[\"geo_level\"] == \"D\"].copy()\n", " if len(division_rows) > 0:\n", " division_rows[\"division\"] = pd.to_numeric(division_rows[\"geography\"], errors=\"coerce\")\n", "\n", " instate = national_row[instate_col].sum(skipna=True)\n", " total_emp = national_row[emp_col].sum(skipna=True)\n", "\n", " home_row = division_rows[division_rows[\"division\"] == anchor_division]\n", " home_total = home_row[emp_col].sum(skipna=True)\n", " mountain_balance = max(home_total - instate, 0)\n", "\n", " def pct(n):\n", " return (n / total_emp) if total_emp and total_emp > 0 else np.nan\n", "\n", " rows = [\n", " {\n", " \"region\": f\"{STATE_NAMES[anchor_state_abbr]} (in-state)\",\n", " \"kind\": \"anchor\",\n", " \"division\": anchor_division,\n", " \"emp\": instate,\n", " \"share\": pct(instate),\n", " },\n", " {\n", " \"region\": f\"Rest of {DIVISION_NAMES[anchor_division]} Division\",\n", " \"kind\": \"balance\",\n", " \"division\": anchor_division,\n", " \"emp\": mountain_balance,\n", " \"share\": pct(mountain_balance),\n", " },\n", " ]\n", " for d in range(1, 10):\n", " if d == anchor_division:\n", " continue\n", " d_emp = division_rows.loc[division_rows[\"division\"] == d, emp_col].sum(skipna=True)\n", " rows.append({\n", " \"region\": DIVISION_NAMES[d],\n", " \"kind\": \"division\",\n", " \"division\": d,\n", " \"emp\": d_emp,\n", " \"share\": pct(d_emp),\n", " })\n", "\n", " result = pd.DataFrame(rows).sort_values(\"share\", ascending=False).reset_index(drop=True)\n", " total_share = result[\"share\"].sum()\n", " assert abs(total_share - 1.0) < 0.01, f\"Shares should sum to ~100%, got {total_share:.4f}\"\n", " return result\n", "\n", "\n", "ANCHOR_FILL_COLOR = \"#C44E52\" # same red used throughout for the CIP 51 / anchor-state throughline\n", "\n", "\n", "def plot_anchor_division_map(division_df, anchor_state_abbr, title, save_path=None):\n", " \"\"\"\n", " Renders all 10 regions from compute_anchor_division_breakdown: the\n", " anchor state itself (its own color, so it doesn't visually disappear\n", " into its division), the \"balance\" of its home division, and the other\n", " 8 divisions -- each shaded by its share of ALL graduates, so the map\n", " stays numerically consistent with the RQ5 zone map right next to it.\n", " \"\"\"\n", " try:\n", " import geopandas as gpd\n", " import ssl\n", " import json as _json\n", " except ImportError as e:\n", " print(f\"Missing dependency ({e}) -- skipping division map.\")\n", " return\n", "\n", " url = (\"https://raw.githubusercontent.com/python-visualization/folium/\"\n", " \"main/tests/us-states.json\")\n", " ctx = ssl.create_default_context()\n", " ctx.check_hostname = False\n", " ctx.verify_mode = ssl.CERT_NONE\n", " try:\n", " with urllib.request.urlopen(url, context=ctx) as resp:\n", " geojson_data = _json.loads(resp.read())\n", " states_gdf = gpd.GeoDataFrame.from_features(geojson_data[\"features\"])\n", " states_gdf = states_gdf.rename(columns={\"name\": \"state\"})\n", " except Exception as e:\n", " print(f\"Could not load state geometries: {e}\")\n", " print(\"Skipping division map.\")\n", " return\n", "\n", " states_gdf = states_gdf.set_crs(\"EPSG:4326\")\n", " states_gdf[\"state_abbr\"] = states_gdf[\"state\"].map({v: k for k, v in STATE_NAMES.items()})\n", " states_gdf[\"division\"] = states_gdf[\"state_abbr\"].map(STATE_TO_DIVISION)\n", "\n", " continental = states_gdf[~states_gdf[\"state_abbr\"].isin([\"AK\", \"HI\"])].copy()\n", " try:\n", " continental = continental.to_crs(\"EPSG:9311\")\n", " except Exception:\n", " pass\n", "\n", " anchor_division = STATE_TO_DIVISION[anchor_state_abbr]\n", "\n", " anchor_share = division_df.loc[division_df[\"kind\"] == \"anchor\", \"share\"].sum()\n", " balance_share = division_df.loc[division_df[\"kind\"] == \"balance\", \"share\"].sum()\n", " share_by_division = (\n", " division_df[division_df[\"kind\"] == \"division\"].set_index(\"division\")[\"share\"].to_dict()\n", " )\n", " max_share = division_df[\"share\"].max()\n", "\n", " def alpha_for(share):\n", " return 0.25 + 0.7 * (share / max_share) if max_share else 0.25\n", "\n", " fig, ax = plt.subplots(1, 1, figsize=(14, 8))\n", "\n", " # Every division except the anchor's own: shaded by that division's\n", " # share of ALL graduates.\n", " for d in sorted(continental[\"division\"].dropna().unique()):\n", " d = int(d)\n", " if d == anchor_division:\n", " continue\n", " sub = continental[continental[\"division\"] == d]\n", " share = share_by_division.get(d, 0) or 0\n", " sub.plot(ax=ax, color=DIVISION_COLORS.get(d, \"#999999\"), alpha=alpha_for(share),\n", " edgecolor=\"white\", linewidth=0.6)\n", "\n", " # The anchor's home division is split into two pieces: the anchor state\n", " # itself (its own distinct color), and the \"balance\" -- everyone else\n", " # in that division, shaded with the division's usual base color.\n", " rest_of_home = continental[\n", " (continental[\"division\"] == anchor_division) & (continental[\"state_abbr\"] != anchor_state_abbr)\n", " ]\n", " if len(rest_of_home) > 0:\n", " rest_of_home.plot(ax=ax, color=DIVISION_COLORS.get(anchor_division, \"#999999\"),\n", " alpha=alpha_for(balance_share), edgecolor=\"white\", linewidth=0.6)\n", "\n", " anchor_geom = continental[continental[\"state_abbr\"] == anchor_state_abbr]\n", " if len(anchor_geom) > 0:\n", " anchor_geom.plot(ax=ax, color=ANCHOR_FILL_COLOR, alpha=alpha_for(anchor_share),\n", " edgecolor=\"white\", linewidth=0.6)\n", " anchor_geom.plot(ax=ax, color=\"none\", edgecolor=\"#111111\", linewidth=2.5)\n", "\n", " # Bold outline around each division (dissolve state boundaries within it)\n", " dissolved = continental.dissolve(by=\"division\")\n", " dissolved.boundary.plot(ax=ax, edgecolor=\"#333333\", linewidth=1.6)\n", "\n", " # Label the anchor state directly\n", " if len(anchor_geom) > 0:\n", " c = anchor_geom.geometry.iloc[0].centroid\n", " ax.annotate(\n", " f\"{STATE_NAMES[anchor_state_abbr]}\\n{anchor_share * 100:.0f}%\",\n", " xy=(c.x, c.y), ha=\"center\", va=\"center\", fontsize=8, fontweight=\"bold\",\n", " color=\"#222222\", bbox=dict(boxstyle=\"round\", facecolor=\"white\", alpha=0.85, edgecolor=\"none\"),\n", " )\n", "\n", " # Label the \"balance\" of the home division at ITS OWN centroid (not the\n", " # anchor state's), so the label doesn't sit on top of the anchor state\n", " if len(rest_of_home) > 0:\n", " c = rest_of_home.geometry.union_all().centroid if hasattr(rest_of_home.geometry, \"union_all\") \\\n", " else rest_of_home.geometry.unary_union.centroid\n", " ax.annotate(\n", " f\"Rest of {DIVISION_NAMES[anchor_division]}\\n{balance_share * 100:.0f}%\",\n", " xy=(c.x, c.y), ha=\"center\", va=\"center\", fontsize=8, fontweight=\"bold\",\n", " color=\"#222222\", bbox=dict(boxstyle=\"round\", facecolor=\"white\", alpha=0.85, edgecolor=\"none\"),\n", " )\n", "\n", " # Percentage label at each of the other 8 divisions' centroids\n", " for d, geom in dissolved.geometry.items():\n", " d = int(d)\n", " if d == anchor_division:\n", " continue\n", " share = share_by_division.get(d, 0) or 0\n", " if share <= 0:\n", " continue\n", " centroid = geom.centroid\n", " ax.annotate(\n", " f\"{DIVISION_NAMES[d]}\\n{share * 100:.0f}%\",\n", " xy=(centroid.x, centroid.y), ha=\"center\", va=\"center\",\n", " fontsize=8, fontweight=\"bold\", color=\"#222222\",\n", " bbox=dict(boxstyle=\"round\", facecolor=\"white\", alpha=0.7, edgecolor=\"none\"),\n", " )\n", "\n", " minx, miny, maxx, maxy = continental.total_bounds\n", " x_pad, y_pad = (maxx - minx) * 0.02, (maxy - miny) * 0.02\n", " ax.set_xlim(minx - x_pad, maxx + x_pad)\n", " ax.set_ylim(miny - y_pad, maxy + y_pad)\n", "\n", " ax.set_axis_off()\n", " ax.set_title(title, fontsize=12, fontweight=\"bold\", pad=12)\n", " fig.tight_layout()\n", " if save_path:\n", " fig.savefig(save_path, dpi=200, bbox_inches=\"tight\")\n", " print(f\"Saved to {save_path}\")\n", " plt.show()\n" ] }, { "cell_type": "markdown", "id": "bbadf9f0", "metadata": {}, "source": [ "## RQ1: National in-state retention trajectory\n", "\n", "Health Professions vs. the pooled \"Other Associate's Programs\" baseline, across Year 1 →\n", "Year 5 → Year 10.\n" ] }, { "cell_type": "code", "execution_count": 40, "id": "ffd1c4f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Year 1: Health Professions=89.1% Other Associate's Programs=83.5%\n", "Year 5: Health Professions=84.6% Other Associate's Programs=80.0%\n", "Year 10: Health Professions=81.9% Other Associate's Programs=76.1%\n", "Saved to figures\\rq1_trajectory_vs_other.png\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "other_cips = [c for c in inst_df[\"cipcode\"].unique() if c not in RELEVANT_CIPS + [\"00\"]]\n", "\n", "traj_target = compute_trajectory(inst_df, TARGET_CIP)\n", "traj_other = compute_trajectory(inst_df, other_cips)\n", "\n", "for yr in YEARS:\n", " print(f\"{YEAR_LABELS[yr]}: {TARGET_LABEL}={traj_target[yr]*100:.1f}% \"\n", " f\"{OTHER_LABEL}={traj_other[yr]*100:.1f}%\")\n", "\n", "plot_trajectory_lines(\n", " {TARGET_CIP: traj_target, \"OTHER\": traj_other},\n", " title=f\"In-State Retention Over Time: {TARGET_LABEL} vs. {OTHER_LABEL}\\n\"\n", " f\"({DEGREE_LABEL} Degrees, All Cohorts)\",\n", " save_path=os.path.join(FIGURES_DIR, \"rq1_trajectory_vs_other.png\"),\n", ")\n" ] }, { "cell_type": "markdown", "id": "4d9625e2", "metadata": {}, "source": [ "## RQ2: Trajectory vs. comparison programs\n", "\n", "Same trajectory question, now against the three licensure/portability\n", "contrast programs.\n" ] }, { "cell_type": "code", "execution_count": 42, "id": "87b20f3e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Year 1: Education=75.8%\n", "Year 5: Education=80.8%\n", "Year 10: Education=77.2%\n", "Year 1: Business, Mgmt & Marketing=87.2%\n", "Year 5: Business, Mgmt & Marketing=83.9%\n", "Year 10: Business, Mgmt & Marketing=80.5%\n", "Year 1: Computer & Info Sciences=78.2%\n", "Year 5: Computer & Info Sciences=75.7%\n", "Year 10: Computer & Info Sciences=72.1%\n", "Saved to figures\\rq2_trajectory_vs_comparisons.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "comparison_trajectories = {TARGET_CIP: traj_target}\n", "for cip in COMPARISON_CIPS:\n", " comparison_trajectories[cip] = compute_trajectory(inst_df, cip)\n", " for yr in YEARS:\n", " print(f\"{YEAR_LABELS[yr]}: {COMPARISON_CIPS[cip]}=\"\n", " f\"{comparison_trajectories[cip][yr]*100:.1f}%\")\n", "\n", "plot_trajectory_lines(\n", " comparison_trajectories,\n", " title=f\"In-State Retention Over Time: {TARGET_LABEL} vs. Comparison Programs\\n\"\n", " f\"({DEGREE_LABEL} Degrees, All Cohorts)\",\n", " save_path=os.path.join(FIGURES_DIR, \"rq2_trajectory_vs_comparisons.png\"),\n", ")\n" ] }, { "cell_type": "markdown", "id": "a65a8210", "metadata": {}, "source": [ "## Robustness Check: All Cohorts vs. Single Cohort\n", "\n", "`grad_cohort == \"0000\"` (\"All Cohorts\") is the Census Bureau's own\n", "pre-computed pooled estimate across every graduation cohort -- not a custom\n", "aggregation built here. That's a methodologically strong basis, but the\n", "same discipline used in the companion earnings-analysis notebook applies\n", "here too: check whether the pooled trajectory holds up for a single, fixed\n", "cohort tracked through Year 1, 5, and 10, rather than trusting the pooled\n", "number on its own.\n", "\n", "This also gives us a direct test of a finding flagged earlier: Education's\n", "non-monotonic trajectory (75.8% -> 80.8% -> 77.2%) was suspected to be a\n", "cohort-composition artifact of thin Year-10 coverage rather than a real\n", "pattern. If that suspicion is right, the single-cohort version should\n", "either smooth out or diverge from the pooled version at Year 10.\n", "\n", "**One data-quality wrinkle, confirmed against a real PSEO Explorer export:**\n", "`grad_cohort` codes are not unique on their own -- the same code (e.g.\n", "`2016`) can represent both a 3-year window (`2016-2018`) and a 5-year\n", "window (`2016-2020`), distinguished only by `grad_cohort_years`. Selecting\n", "on `grad_cohort` alone would silently mix two different cohort\n", "definitions together. Filtering to 5-year windows specifically matches the\n", "convention used in the companion earnings-analysis notebook (2006-2010)\n", "and gives each cohort more graduates to work with.\n" ] }, { "cell_type": "code", "execution_count": 44, "id": "f95f7fe9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5-year cohort codes with Health Professions Year-10 national data: ['2001', '2006']\n", "Selected robustness cohort: 2006 (2006-2010)\n" ] } ], "source": [ "# Dynamically identify the most recent 5-year-window cohort with usable\n", "# Year-10 national coverage for Health Professions -- don't hardcode a\n", "# year, since coverage varies release to release (same practice used in\n", "# the companion earnings-analysis notebook's cohort selection).\n", "national_hp = inst_df[\n", " (inst_df[\"cipcode\"] == TARGET_CIP) &\n", " (inst_df[\"degree_level\"] == DEGREE_LEVEL) &\n", " (inst_df[\"geo_level\"] == \"N\") &\n", " (inst_df[\"grad_cohort\"] != \"0000\")\n", "].copy()\n", "\n", "if \"grad_cohort_years\" in national_hp.columns:\n", " # Keep 5-year windows only -- disambiguates codes reused across both\n", " # 3-year and 5-year windows (e.g. grad_cohort \"2016\" means two\n", " # different things depending on grad_cohort_years).\n", " national_hp = national_hp[pd.to_numeric(national_hp[\"grad_cohort_years\"], errors=\"coerce\") == 5]\n", "else:\n", " print(\"WARNING: grad_cohort_years column not found -- cannot disambiguate \"\n", " \"3-year vs. 5-year cohort windows. Proceeding without it, but verify \"\n", " \"results carefully.\")\n", "\n", "cohorts_with_y10 = sorted(\n", " national_hp.loc[\n", " national_hp[\"y10_grads_emp\"].notna() & (national_hp[\"y10_grads_emp\"] > 0),\n", " \"grad_cohort\"\n", " ].unique()\n", ")\n", "print(f\"5-year cohort codes with Health Professions Year-10 national data: {cohorts_with_y10}\")\n", "\n", "if len(cohorts_with_y10) > 0:\n", " ROBUSTNESS_COHORT = cohorts_with_y10[-1]\n", " ROBUSTNESS_COHORT_LABEL = f\"{ROBUSTNESS_COHORT}-{int(ROBUSTNESS_COHORT) + 4}\"\n", "else:\n", " ROBUSTNESS_COHORT = None\n", " ROBUSTNESS_COHORT_LABEL = None\n", " print(\"WARNING: no single 5-year cohort has Health Professions Year-10 \"\n", " \"national data. Robustness check cannot be run as designed.\")\n", "\n", "print(f\"Selected robustness cohort: {ROBUSTNESS_COHORT} ({ROBUSTNESS_COHORT_LABEL})\")\n" ] }, { "cell_type": "code", "execution_count": 45, "id": "ac6a9f81", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Health Professions -- All Cohorts vs. 2006-2010:\n", " Year 1: All Cohorts=89.1% 2006-2010=89.0%\n", " Year 5: All Cohorts=84.6% 2006-2010=85.1%\n", " Year 10: All Cohorts=81.9% 2006-2010=81.9%\n", "\n", "Education -- All Cohorts vs. 2006-2010:\n", " Year 1: All Cohorts=75.8% 2006-2010=74.9%\n", " Year 5: All Cohorts=80.8% 2006-2010=80.4%\n", " Year 10: All Cohorts=77.2% 2006-2010=77.5%\n", "Saved to figures\\robustness_check.png\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if ROBUSTNESS_COHORT:\n", " single_traj_hp = compute_trajectory(inst_df, TARGET_CIP, cohort=ROBUSTNESS_COHORT)\n", " single_traj_ed = compute_trajectory(inst_df, \"13\", cohort=ROBUSTNESS_COHORT)\n", "\n", " print(f\"{TARGET_LABEL} -- All Cohorts vs. {ROBUSTNESS_COHORT_LABEL}:\")\n", " for yr in YEARS:\n", " print(f\" {YEAR_LABELS[yr]}: All Cohorts={traj_target[yr]*100:.1f}% \"\n", " f\"{ROBUSTNESS_COHORT_LABEL}={single_traj_hp[yr]*100:.1f}%\")\n", "\n", " print(f\"\\n{COMPARISON_CIPS['13']} -- All Cohorts vs. {ROBUSTNESS_COHORT_LABEL}:\")\n", " for yr in YEARS:\n", " print(f\" {YEAR_LABELS[yr]}: All Cohorts={comparison_trajectories['13'][yr]*100:.1f}% \"\n", " f\"{ROBUSTNESS_COHORT_LABEL}={single_traj_ed[yr]*100:.1f}%\")\n", "\n", " plot_trajectory_robustness_pairs(\n", " {TARGET_CIP: traj_target, \"13\": comparison_trajectories[\"13\"]},\n", " {TARGET_CIP: single_traj_hp, \"13\": single_traj_ed},\n", " cohort_label=ROBUSTNESS_COHORT_LABEL,\n", " title=f\"Robustness Check: All Cohorts vs. {ROBUSTNESS_COHORT_LABEL} Cohort\\n\"\n", " f\"{TARGET_LABEL} vs. {COMPARISON_CIPS['13']}\",\n", " save_path=os.path.join(FIGURES_DIR, \"robustness_check.png\"),\n", " )\n", "else:\n", " print(\"Skipping robustness check plot -- no usable single cohort found.\")\n" ] }, { "cell_type": "markdown", "id": "2d197abd", "metadata": {}, "source": [ "**Result:** the single-cohort trajectory reproduces Education's non-monotonic\n", "pattern almost exactly (see printed output above), while Health Professions'\n", "trajectory is stable across both versions. The pattern is not a cohort-mix\n", "artifact -- it holds for one fixed cohort tracked through all three horizons,\n", "so it should be treated as a real finding rather than a data-quality caveat.\n" ] }, { "cell_type": "markdown", "id": "d3822d13", "metadata": {}, "source": [ "## RQ3: Year-1 geographic split, all groups\n", "\n", "The full 3-way split (in-state / same-division-different-state /\n", "different-division) for Health Professions vs. every other group, at the Year-1\n", "snapshot only (this is the one chart where every group appears together).\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "00a758e4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Health Professions: in-state=89.1% same-division=4.3% diff-division=6.6%\n", "Other Associate's Programs: in-state=83.5% same-division=4.3% diff-division=12.2%\n", "Education: in-state=75.8% same-division=5.2% diff-division=19.0%\n", "Business, Mgmt & Marketing: in-state=87.2% same-division=4.0% diff-division=8.9%\n", "Computer & Info Sciences: in-state=78.2% same-division=5.8% diff-division=16.0%\n", "Saved to figures\\rq3_geo_split_bar.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "splits = {TARGET_CIP: compute_national_geo_split(inst_df, TARGET_CIP, year=\"y1\")}\n", "splits[\"OTHER\"] = compute_national_geo_split(inst_df, other_cips, year=\"y1\")\n", "for cip in COMPARISON_CIPS:\n", " splits[cip] = compute_national_geo_split(inst_df, cip, year=\"y1\")\n", "\n", "for key, s in splits.items():\n", " label = OTHER_LABEL if key == \"OTHER\" else ALL_GROUPS.get(key, key)\n", " total = s[\"total_emp\"]\n", " if total and total > 0:\n", " print(f\"{label}: in-state={s['instate']/total*100:.1f}% \"\n", " f\"same-division={s['same_division_diff_state']/total*100:.1f}% \"\n", " f\"diff-division={s['diff_division']/total*100:.1f}%\")\n", "\n", "plot_geo_split_bar(\n", " splits,\n", " title=f\"Year-1 Geographic Split: {TARGET_LABEL} vs. Other Groups\\n\"\n", " f\"({DEGREE_LABEL} Degrees, All Cohorts)\",\n", " save_path=os.path.join(FIGURES_DIR, \"rq3_geo_split_bar.png\"),\n", ")\n" ] }, { "cell_type": "markdown", "id": "aa342486", "metadata": {}, "source": [ "## RQ4: State ranking -- is the anchor state \"in competition\" with anyone?\n", "\n", "Every state's own in-state retention rate for Health Professions, shown as both a\n", "ranked bar chart and a national choropleth, with the anchor state\n", "highlighted.\n", "\n", "**Interpretive caution:** state differences reflect a mix of labor market\n", "conditions, licensure/reciprocity regimes (e.g. Nurse Licensure Compact\n", "membership), and program mix within Health Professions -- not simply \"better\" or\n", "\"worse\" retention. This chart should be presented with that caveat explicit.\n" ] }, { "cell_type": "code", "execution_count": 50, "id": "7b815175", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Colorado rank: 14 of 26 states\n", " state retention_rate\n", " Texas 0.950782\n", " Louisiana 0.923472\n", " New York 0.921592\n", " Connecticut 0.908055\n", " Ohio 0.905387\n", " Indiana 0.904255\n", "Massachusetts 0.901745\n", " Georgia 0.901653\n", " Utah 0.898688\n", " Oklahoma 0.893758\n", "Saved to figures\\rq4_state_ranking.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "state_retention = compute_state_retention(state_df, TARGET_CIP, year=\"y1\")\n", "national_rate = traj_target[\"y1\"]\n", "\n", "anchor_rank = (\n", " state_retention[state_retention[\"state_abbr\"] == ANCHOR_STATE].index[0] + 1\n", " if ANCHOR_STATE in state_retention[\"state_abbr\"].values else \"N/A\"\n", ")\n", "print(f\"{STATE_NAMES[ANCHOR_STATE]} rank: {anchor_rank} of {len(state_retention)} states\")\n", "print(state_retention.head(10)[[\"state\", \"retention_rate\"]].to_string(index=False))\n", "\n", "plot_state_ranking(\n", " state_retention, ANCHOR_STATE, national_rate,\n", " title=f\"State Rankings: Year-1 In-State Retention, {TARGET_LABEL}\\n\"\n", " f\"({DEGREE_LABEL} Degrees, All Cohorts | {STATE_NAMES[ANCHOR_STATE]} highlighted)\",\n", " save_path=os.path.join(FIGURES_DIR, \"rq4_state_ranking.png\"),\n", ")\n" ] }, { "cell_type": "code", "execution_count": 51, "id": "e08ed668", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved to figures\\rq4_state_choropleth.png\n" ] }, { "data": { "image/png": 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mqrzZbBZLly4VHo9HbNu2TVRVVSV8bm/tM3naaacJAMJkMokXX3xReL1eUV5eLqZOnWo85s033xRCRH7nf/rppyIQCIg9e/aIDz/8UFx77bXGqI32fh/HClK9Xm9EYP7YY48Jj8cjPvzwQ5GZmWls//zzz6P2DYB44IEHRF1dnXjkkUeMbePHjzeeM/QD2YgRI0RVVZXw+Xzil19+Ec8884z4xz/+0eZrSdSTMUjtBOXl5REnpS+//NK4r7UgNdZ9sW7r1q0TXq/X+NVUkqSIXsHwXxOPO+44IYQQ119/vbHtqquuMspqmib69OkT9SXY8pfsWAHdV199JX73u9+Jfv36CYvFEtXOCRMmGGXDL3CfeOIJY3tDQ0PEftTW1gohIr+YX3/9daP87Nmzje3hF8SxLtj69u1rbF+1alUiL2FUm9sKUocOHWpsj3UBd+WVVxr7eM4554j7779fvPnmm6K8vDyq3tYuPsO/NH/zm99E3d+eIDX84ljX9Yie1a+//loIkZogddSoUTFf4+rqaqOX0mQyGaMBEn1P7I3wYb9ZWVkRw3wT+ZwK0fwev/nmm8Whhx4qHA5HzB7YsrIyIUTkBc2gQYPaHArbmmQGqQ899JCxPfxi684772z38yxdulQMHz485vHIzMwUO3fuNMq29f5K5FzU1nDU9ry29913X6v71lqPo8ViEVdccYXxI4YQQrz33nvtet7woYStnSdijZZoeQsf/RHaJsuyqK6uNrYfeeSRxn3hQzQTDVLDj2t+fn7EiIcHH3zQuO8Pf/iDECLyPFZQUBBxrPLy8gQAYbVaW30NWtPRIDXR4/rRRx+JSZMmiZKSkpg9b3/+85+NsnsbpO7NcWqtdz50mzZtWszys2bNiqov0XN7vM+kz+eL2Tvc8nbppZcKISJ7SCdNmiTuuusu8eqrr4rt27dHtK+938exgtTwz+rhhx8eUf6KK64w7rvpppui9i28fH19vbE9/IeEYcOGGefASy+9VCxcuFCsXLmyzR/ViXoDJk7qBPn5+cjMzDT+vWnTJuPvCy64AEIIzJkzJ+px5eXl7aq/qqoK1dXVxvInWVlZERn/wpdhCdVZVVVlbBswYIDxtyzL6NevX6vPN3jwYDgcjohtv/76K0aOHInly5djx44dCAQCUY+Ll6kv/PkdDoeR2VgIEdHOkPAkKuHtaGpqarXdZWVlxt+HHHJIq2U74uuvvzb+DiVSimfOnDmYOHEiJEnCc889h9mzZ+O0005DSUkJzjnnHGialvDzH3nkkQk/Bog8/pIkRbz+FRUVUeWFEMbfnblcUvj7PbxNOTk5xudHVVUjaVG4jr4n2mvixInG38OGDYvI5pvI5xQAfve732HevHn4+uuv0djYGDN5VKzPyuGHHw5Zjjwlx1oqoiuW+Wjr+MdagqXlEhnTp0/HF198gbKyMrz22mu44IILYDabAQAejwdvv/12u9qyN+eilhJ9bTtC13V4PJ6I90FnP2976otVV3FxMXJycox/d9ZnK7w9ffv2haIoxr9jfV+F23///WEy/W/hgVCbOpKgJx7R/AO9cVuyZEnMcokc1//+978YO3Ys3njjDezZsyciuV5IZ2azTcZxcjqdOProo/HII4/gueeei1km1vfQ3pzbw7nd7nZ954SO+cUXX4w//vGPMJvNeOONN3D99dfjzDPPRP/+/XHSSSehoaEBwN59H8fbN6Dt93J7vrf+8Y9/4NBDD4XH48Gjjz6Kiy++2FjC8IEHHmjzWBD1ZAxSO4Esy5g0aZLx73vuuaddQUhRUZHx90UXXRT1xSmEgK7rGD9+PHJzc40vpLq6OtTV1RmPDc9wG6qzoKDA2LZjxw7jb13XsX379lbblZGREbXttddeQ2NjIwDgN7/5DXbt2gUhBP71r3+1uZ+hpQsAoLGx0fiCkSQp5lI8oQvXUJn2Ki4uNv7+9ttv2/249ti5c2fEl3ZbWQizs7Px5ptvwu1246OPPsKyZcswfvx46LqO559/Hi+++GLCbYj1urRH+PEXQkS8HwoLCwEANpvN2BaeVXbz5s0x6+zI+qfh7/fwNtXU1MDj8QAATCYTcnNzox7b0fdEZ0jkc1pbW4s333wTAGC1WrFmzRoEg0EIIWLuV7iOvr6psLfHP/T6As3vudNPPx2LFy+OyJzsdrvb9RyJnotaqyv8tT3wwANjvrZCCMyfP7/tnfx/J5xwAjRNwzfffIPBgwdDVVUsWbIEN9xwQ8znHT9+fNz31EUXXdSu5wzVJ0kSdu/eHbO+tWvXRj0u/HUNPT6WRF/z8P3buXNnxPdhrO+rjrQpFRI5rsuXLzf289xzz0VVVRWEEHj44YcTes727m9nHadQdl8hBOrr6/Hf//4Xl156acQPC+Finaf25tweLi8vz7jOcblc8Pv9MY956LvYYrHg6aefRk1NDdauXYtnn30Wv//97wEAH3zwAR599FEAe/d9HG/fgMTey/Fen8MPPxxfffUVduzYgXfeeQePPfYYBg8eDJ/Ph2uuuSZt1+gmSgUGqZ1k7ty5cLlcAJp73CZPnox169bB7/ejrq4OO3fujHrMKaecAqvVCgBYsmQJnn76adTV1cHn82Hjxo246aabMHLkSACA3W7HuHHjADQHGldddRXcbjd++eUX3HbbbUadkydPBgCcfPLJxralS5di7dq18Hg8uPXWW42lNhIR/outxWKBw+HAL7/8gttvv73Nx95333347rvvUFtbi2uvvdb4pfSYY45BVlZWwm2JZ8qUKcbfF110ET755BP4fD5s27YNd911l3Fh215CCLjdbqxYsQLHH3+88WV7+OGH449//GOrj128eDEWL16MsrIyDBs2DGeffbbxWgKI+KEgLy8PQPOvwy3X2O0MTz31FNauXYv6+nrMnz/feI7S0lIMGTIEQOQvwqEg65NPPom7uHqozUDzDwLt+fU79N4EgNtuuw2bN29GdXU1rrzySqOX6eSTT44ImBMR3uvYmcsHJPI5NZlMxsWILMtwuVzw+XyYM2dOm70I8fap5QVa+DIfXq8XVVVVqKqqingN6urqjO2pEL50Q+gWWhJJVVX0798fl19+OT788EPU1NQgGAzi66+/xkcffWTUMXToUOPv1t5fiZ6Lwuv6+eefI84DgwYNwsEHHwwA+OGHH4yliILBILZs2YLHH38chx56aNTFaVtkWcbBBx+M5557zugdX7BgAb7//nsAwKhRo4wfEt99913cd999cLvd8Pv9+OGHH3D33Xdj0KBBMfcj1nnizDPPBNB8zpo+fTq+//57BINBlJWV4aWXXsKECRPwzDPPJLQPsZ4bADZu3Nhm+UGDBhm9SFVVVZgzZw7q6uqwceNGPPjgg0a58HNCokKf9fBzV2dL5LiGvy9tNhvsdju++uqrhJceCj/WX331Vdou4xWus87tNpsNEyZMANC8ZuusWbOwbds2BINB7NixA8uWLcOoUaOM88bLL7+Mhx56CFu3bsVBBx2Es846CyeddJJRX+h7NpHv45ZGjhxpvCYbNmzAokWL0NDQgNWrV0eci8M7KhLxt7/9Da+++ipUVcXo0aMxbdo047MvhIh57UjUa+zdaGEKt3r16ojMufFuoTmpQgixcOHCuFlD0WL+0U8//RQzU27oNmLEiDaz+4aWzgj9e9u2bUKI+HMbQ7Zs2WIkfgm/HXDAATEf1zLpSqx2xMvu2545kbGOT2dm9413GzlypNi9e3fE42LN1zr//PPj1mEymcSGDRuMsqGkDuG30Dyd1lLiC9G+Oanx5lWFz+dcs2ZNxH2hhBAOhyPm8V+3bl3MOkOvXaxj4vV6xYgRI+Iel8LCwogM0XszTzbRzLitLUEhRGKf0wkTJsTct/AljEL701ZSn7a0Z25ZW9ozJzV8jmtb78mWgsFgm20cMWJExLzF1t5fiZ6LfD5fzPNm6L3z+eefRyRAae19HU9r75/w5EnhCbn+9a9/xZxPG++1a+084Xa7I7Kyxrq1df4UIv5nLjxBTcv9jPce/uSTT2K+TqHblClTYmb3bXn84s2HjbcPsexNdt/2Hte1a9fGzEoc/r4MPz7xjvX9998f9/zSkeMUS2vZfdsqH2uOeKLn9tbOe1u2bGlzLnDofDRv3rxWy4Wyrrf3+zjeue2ll15qda7slVde2a59i/We3W+//eLW27dv3zaXziPqydiT2olGjx6NTZs24Y477sCIESOQnZ0Ns9mM4uJiDBs2DDNmzMArr7yCm2++2XjMn//8Z3z88cc4++yzUVJSYgyJOeSQQ/DnP/8ZTz75pFF2//33x8aNG3HppZdiv/32g8ViQUZGBoYNG4Y777wTK1eujPilcvny5Zg9ezaKiopgtVpx7LHH4r333jN+wZckKeJX29bss88+eOutt3DsscciIyMDJSUluOaaa9o1lOnJJ5/EVVddheLiYlitVhx99NF45513cNxxx7X30LZLTk4OPvvsM9x555048sgj4XQ6YbFY0L9/f0ydOjXhHjpFUZCZmYn9998fU6ZMwYoVK/DRRx+hpKSkzcdOmTIF06ZNw3777QeXywVFUZCfn49TTjkF77//PoYNG2aUfeSRRzBp0qR2vxaJuvXWWzFv3jz0798fFosFBx98MF588UX87ne/M8qMGjUKzz77LIYMGQKr1YqCggLcdddduOqqq2LWeeSRR+Lxxx/H/vvvD4vF0q522O12rFy5EnfddRcOP/xwZGRkwGKxYN9998Vf/vIXbNiwAfvvv3+n7HNnS+Rz+swzz2D69OkoKChARkYGxo0bh1WrVnXqqIHuxGQy4emnn8asWbNwyCGHoLCwECaTCQ6HA4cddhjmzp2Ld999N2J4YWvvr0TPRTabDStWrMDRRx8Np9MZdf9RRx2Fr7/+GpdccgkGDRoEq9UKp9OJ/fffH1OnTsXSpUsj5ign6o477jCGSP773//G+++/D6C552X9+vU477zz0L9/f5jNZmRlZeGggw7CeeedhxdeeCGintbOE7m5ufjvf/+LefPm4fDDD4fD4YDVasWAAQMwbtw43H///TjllFM6vA9z587Fueeei6KionYPKx05ciQ2bNiAGTNmoF+/fjCbzXA6nTjmmGOwcOFCvPjiix0eolpZWWn8PXz48A7V0R6JHNcRI0bgxRdfxKGHHgqbzYYBAwZg/vz5uP766xN6zksuuQR/+ctfUFpaGjVHPV115rl9n332wcaNG3HddddhyJAhRq/0vvvui0mTJmHhwoU44ogjAAAnnngi/vjHP+LAAw9EVlYWZFlGTk4OxowZg1deeQWnnXYagMS+j2M566yz8Omnn2Lq1KkoLi6GyWRCVlYWxowZg+XLl0eMDkjUZZddhvHjx6Nv376w2Wwwm83o168fpk+fjo8++qjDI4uIegJJiG4wloQ6ZOPGjcjIyMABBxwAANA0DX//+9+NeU6jRo3CmjVrkvLcM2bMwLJlywAAK1eujEqiQkRE1BHLli3DjBkzUFJSgq+//jpmbgMiIureTG0Xoe7qtddew6233gqn04mcnBxUVVUZ2QVzcnLw2GOPdXELiYiIEvPvf/8bkiRh2bJlDFCJiHooBqk92MiRI3HSSSfh22+/RVlZGcxmM4YMGYKTTz4Z11xzDUpLS7u6iURERAlZsWJFVzeBiIiSjMN9iYiIiIiIKG10j1n5RERERERE1CswSKW0cuutt0KSJBQVFcHr9Ubdv337diiKYqyR53K5El7/NF1s27bN2I+9SSy1YMECzJ07t1PWBp0xYwYkSTLWuOwMoX2UJAmyLMNms6GwsBDDhw/HZZddhq+//rrTnoua107NzMyMOObhi86HxHv/ha83G74OYFvef/99/P73v8c+++wDu92O7OxsDB06FH/+85/x3//+t0P7snTp0qSsfdteq1atMj5b7VkfNFGhY53IcQ4EAliyZAlOOeUUFBcXw2KxoLCwEEcddRRuvvnmVtd8bE3os9/Zn/9kGDNmjNHWWO/tdLVt2zbj/RRrDep4r0Eq1oRtr1ht+eKLL4zt4WsfExHtDc5JpbSxY8cO3H333QCA6667zli2IdyyZcug67rx74aGBrz00kuYPn16ytqZbhYsWIBff/0VALrkQj4RQgj4/X5UVlaisrIS69evx+OPP46bbroJt956a1c3r0d4+eWXUV9fb/xbCIFly5Zhzpw5SXm+QCCAmTNn4rnnnovY3tTUhLq6OmzatAllZWUxL8rT3apVq4z35cCBA9tcqiLZduzYgdNPPx0bNmyI2B76PK1btw55eXm48soru6aB1Kpt27YZ76fp06fjjDPO6NoGdZKjjjoKp556Kt566y1cfvnl+PLLL7vN8jlElL54FqG08cADD8Dn88FqtWLWrFkxyzz99NMAELG+XiK9EOlk4MCBEEJACJH2PRedZevWrQgEAvj5559x0003wWQyQdd13Hbbbbjvvvu6unkxe++7m/DPQ+hzsmzZMiQr/cBll11mBKhOpxNPPPEEKisr4ff78d133+HWW29FdnZ2Up47WdLxfRAIBHDqqacaAeoBBxyAt956C42NjWhoaMCaNWtw/vnnR6w3my50XYff7+/qZnRboe+JdO41vvjiiwEAX331Fd58880ubg0R9QQMUiktNDU1YcmSJQCAiRMnIicnJ6rMxx9/jM2bNwNoHu514IEHAgBWr14d88v73nvvxWGHHQaHwwGLxYLi4mIcd9xxuOWWW4wywWAQf/vb33DQQQfBbrfDZrOhtLQUJ554Ih555JGI+srKynDllVdi//33h81mg9PpxBFHHIF7770XgUAg6vnfeecdTJ482RiSl5+fjxNOOAGrV68GEH+45XfffYepU6di8ODByMnJgclkQnZ2No477jj84x//MIKN0FDIUC8qEDm0NnwfFyxYgKOPPhoulwtWqxWDBw/G9ddfD4/H0+rrAgDff/89zjrrLBQXF8NsNiMrKwsHHHAApk2bhnXr1rX5+JbMZjMGDRqEefPm4aGHHjK233rrraitre1Qu4UQuOuuuzBw4EDYbDYcccQReP3119s1fO7TTz/FCSecAIfDgVNPPdUo89VXX+Hcc89F3759YbFYkJubiwkTJuCDDz6I2qeGhgbceuutOPTQQ+FwOGC323HIIYfgrrvuinpvvPnmmzjhhBOM1zYvLw/Dhg3D+eefj5qamoSPZ7jt27cb+7nPPvvg5JNPBtD840AyhuH9+OOPWLx4sfHvp556ChdeeCHy8/NhsVgwZMgQ3HLLLXjqqaciHrdy5UpMnjwZhYWFMJvNKCgowGmnnYYPP/yw1edbvHgxhgwZArvdjqFDh+LZZ5+NKrN582acf/75GDhwICwWCzIzMzFy5EgsXrw4IlBv+fl78803MXz4cNhsNlxyySWQJCmid3/mzJlRw6DXrl2LCRMmID8/HyaTCTk5ORg6dCj++Mc/YsuWLR05pHEtW7YM3377LQDAZrPh3XffxSmnnIKMjAw4HA6MGjUKTz31lBEsAM2fi6eeegqjRo1CVlYWLBYLBgwYgFmzZhnn0vZ4+eWXcdJJJyE3NxcWiwV9+vTBb3/7W3z55ZcR5cKHij/xxBO4/vrr0a9fP5jNZnz66adoamrCzJkzMWzYMBQUFMBiscDhcODQQw/FLbfcEjV1o6mpCbNnz0ZJSQnsdjtGjBhhnD9j6az9be/7M97Q+FWrVhnbZ8yYAaD5O2vs2LFGmWXLlkWViSfWENvwofBz5szBQw89hMGDB7f62di6dSsuuugi7LvvvrBarcjMzMTo0aPx4osvRpXdvn07zj77bGRmZiIzMxNnnXVWxHdNSxMmTEBeXh4A4PHHH291f4iI2kUQpYH33ntPABAAxMMPPxyzzKxZs4wyixYtEjfffLPx77lz50aUXbBggXFfy1tpaalR7sorr4xbbtSoUUa5zZs3i6KiorhljzvuOOHz+YzyN910U9yyDz74oBBCiK1btxrbTjjhBOOxr776atzHAhDz588XQgixZMmSVssJIURTU5M44YQT4pY56KCDRHV1ddzXxefzieLi4riPX7x4cZuvbXj5rVu3RtwXDAZFVlaWcf9LL73UoXbHeh0lSRJ9+/Y1/r1y5cqoNmVkZAi73R71Orz++uvCbDbHfG5JksTChQuNutxutxgyZEjcto4ePVr4/X4hhBDr1q0TJpMpbtmff/65zePZmttuu82o6/rrrxd///vfjX/PmDEjomy899+cOXOM7UuWLGn1+e69916j7H777deuNj788MNCkqS4x/aRRx4xyoa/x+O9Dz/55BOj/KeffiqcTmfc4zt16lSh63rU/ufk5AhZlo1/T58+vdXP1pIlS8SOHTtafa733nuvzWMROtZtHWchhJg4caJR96xZs9osr+u6mDp1atz2OZ1O8dlnnxnlw/c5/LMye/bsuHWYzWbx6quvRu0PAJGfnx9RduXKlaKmpqbV43ryySdH7MPkyZNjPmdBQUHUOSXR/Y0nkfdnvM/KypUrI95LQohWz2ehMvFeg9C2AQMGGNvCPxs5OTltfjY+//xz4XK54rbh+uuvN8pWV1eL/v37R5UpLS2N2ZaWr5fFYhFer7fNY01E1BoGqZQW5s2bZ3z5rV69Our+xsZG4wvWZDKJyspK8c033xiP2WeffYyLTyGEmDRpknFh8tNPP4lAICB27Ngh3nrrrYiA9pBDDjEev3PnTtHU1CS2bdsmXnrpJfHAAw8Y5U499VTjuc477zxRVVUlfvrpJ3HYYYcZ2++55x4hRHMgEtomy7J4+OGHRVVVlaiqqhKvvPKK+M9//iOEiB8kbN68Wfz73/8Wu3btEk1NTcLn84m1a9eKjIwMAUDk5eVF7OuAAQOMelq67777jPtuuOEG4Xa7RWNjo7j77ruN7ddcc03c12X9+vVGucsvv1w0NjaKuro68c0334iHHnpIrFq1qs3XNvwip2WQKoQQRx99dNQxTKTdmzdvNgIMk8kkXnnlFeHxeMSTTz4ZdZEcq01jx44VP/30k2hsbBTfffed8Hq9xkXwwIEDxRdffCH8fr/48ccfxeDBgwUAYbfbRWVlpRBCiEsvvdSo69FHHxUej0fU1taKyy+/PGK7EELcf//9xrYXXnhBBAIBUVFRIdauXStuueUWsWfPnjaPZ2sGDRpk1L9hwwZRXV1tBNtOp1M0NDQYZTsjSL3kkkuMspMmTWqzfTt27BAWi8V4rV566SVRX18vXnrpJaEoinGBu3PnTiFE5IW4oiji+eefF3V1deK6664ztl900UVG/eE/Ftxwww2itrZWrF+/XvTr18/YvmLFiqj9ByB++9vfih07dgiPxyN+/PHHNo/Fyy+/bNx37733iqamJlFdXS3Wr18v7rzzTvHNN9+0eTwSCVLD9+3+++9vs/yKFSsiAor169eL2tpa8de//tXYPnToUKN8rADp888/N7ZlZ2eLDz/8UHg8HvHII48Y2/Pz842AJPx4mc1msXTpUuHxeMS2bdtEVVWVaGpqEs8++6z45ZdfRH19vQgEAmLz5s1i2LBhxuO+/vprIYQQH374obEtNzdXfPzxx6Kurk7cfvvtMc8pie5vLIm+PxMJUlvb3tprIETbQWp7PhsHH3yw8Tq+//77oqmpSWzfvl0cf/zxAmgOwEPv2VtuucWo46ijjhJbtmwR5eXl4vTTT281SJ07d65x/5o1a1o91kREbWGQSmkh/GJ306ZNUfc//fTTxv3hv7aHX7iFB0yhnjVJksQ555wj7r//fvHmm2+K8vLyiHrPOOMM48LjT3/6k3j44YfFO++8I2pqaowyXq/X6P2SJCnivvBez+OOO04IEdmL2rL3Kly8IKGhoUHcfPPN4tBDDxUOhyPmr/plZWVG+daC1FGjRkU9tuXt4IMPjtvGiooKI8gZNGiQuOGGG8TSpUvFunXrhKqqcR8XLtYFZbjwIPXee+9NuN2LFi0ytp155pkRdR9zzDGtXvQBENu3b494THivfmu3UK9veO9CvNtpp50mhBDitddeM7aNHj1azJs3T6xYsUL89NNP7TqWrfnoo4+Mug844ABje/gPLEuXLjW2d0aQevHFFxtlJ0+e3GYbFy9eHPe1Cr8Afuqpp4QQkRfi4eXDf6AaP368EEKIn3/+OSJwCn9/Pvjgg8Z9f/jDH6L2PzMzMyKAb8+x2LBhg3Hf4YcfLm655Rbx7LPPiq+//jriR6TWJBKkHnTQQcbzhf+AFs+5555rlH/ooYeM7cFgUOTl5Rn3bd68WQgRO0C68cYbjW1XXXVVRP3hP9C9//77EfsDxO/t/fvf/y6OO+64qN7r0G358uVCCCGuv/56Y9vs2bONx+u6HvGZC51TEt3fWBJ9f6ZLkJrIZ6O123333SeEEOLYY481tr3xxhtG3T/++GPMtoQ89thjxv0vvvhi3ONMRNQenJNK3UL4fJ8jjzwSGzduxMaNG3HsscfGLDNnzhxMnDgRkiThueeew+zZs3HaaaehpKQE55xzDjRNA9CcGfe4445DIBDA4sWLcfnll2P8+PEoLCzE7NmzAQDV1dVQVRUAkJWVFZEEJnyOUHl5OYDmuashhxxySML7+rvf/Q7z5s3D119/jcbGxpgJb3w+X7vqCrWpNVVVVXHvKygowJIlS1BcXIzNmzfjzjvvxIwZMzB8+HD069cPK1eubFc74gkGg/jhhx+Mf++7774Jtzu8/QMGDIgo09aSDQUFBejXr1/EtvY8d/jzJtLW008/HbNnz0ZGRgY++ugj3HzzzZg2bRoOOOAAHHnkkdi9e3e7njuW8Pf/iBEjjM/IEUccEbNMZ9hvv/2Mv7/77rs2y4cfq9Zeq1jH9KCDDjL+djgcxt9NTU1Rj+nbt29EAqG26h48eHBEne0xbNgw3HfffcjOzsaGDRtw22234dxzz8Whhx6KAw44wJg/2lk661ibTCb07ds3Zrn21gG0fUyPPPLIqG33338/zj//fKxZswY1NTURmdpDQue28M91+GdUkqSoz2xrbU3V/oafp0PfF6mSyGejNbHOqeHHuuUxISJKJgaplBZKSkqMvysrKyPuC08GAwB33nknDj/8cBx++OH4xz/+YWx/6aWXjMQb2dnZePPNN+F2u/HRRx9h2bJlGD9+PHRdx/PPP28kihgwYAA+/vhjlJeX44MPPsDixYtx9NFHIxgM4oEHHsBnn32G3NxcmEzNqzXV1dWhrq7OeM7whE1FRUUAgOLiYmNboheqtbW1RmZEq9WKNWvWIBgMQgiB3NzcmI8JT5LUUqhNAPDpp58aWSLDb20FRueeey52796NTZs24fXXX8f8+fPhdDqxZ8+eiCQtHbFo0SIjCZLL5cKJJ56YcLsLCgqMsjt27Iiof+vWra0+f6xljsKfe/z48TGfW9d1XHTRRRHlJUnC7t27Y5Zfu3atUed9992H6upqfPHFF1ixYgX+8pe/AAC+/PJL3HbbbW0csdi8Xm9E8pNly5YZn5Hbb7/d2B4vyVhHnXbaacZSE7/88kvMBCzA/y7aw49tyyQssT5L4cxms/F3rPd8+GN27txp/BDVnrpjvQ/iPU+42bNno7KyEhs3bsTLL7+MG2+8EYqiYPPmzbjmmmtafWyiTj/9dOPv5557Lu56qG0da03TsHPnTuPfsY5HrPsSfb1iHdN//vOfxt8PPfQQvF4vhBCYMmVKVNn8/Hzj7/DPtRAi6nPeWluTub82m83YFp4ROl6SprbeTx2VyGfjwAMPjHmOEkJg/vz5AOIf+9YSJwGR393h34NERB3BIJXSwjHHHGP8vXHjxoj7Wq6NGk9ozVSgOQvo4sWLUVZWhmHDhuHss8/GyJEjjbKhC7x77rkHzz77LDweD4499lhMmzYNhx12WEQ5u92OcePGAWi+QLrqqqvgdrvxyy+/RAQVkydPBgCceeaZxoXC008/jcceewxutxvV1dV444038M4778TdB5PJZDxWlmW4XC74fD7MmTMH1dXVMR8TyqgIRB+7M8880/j7L3/5C9avXw+/3w+324233noLU6dOxZ133hm3PVVVVbj66quxevVqZGVl4ZRTTsG0adOM7MvxLpRbo6oqNm/ejJtuuglXX321sX3OnDnIyspKuN0nnXSSESi98cYbeOutt9DQ0ICnnnoKn3/+ecLtGzVqlBH4vvvuu7jvvvvgdrvh9/vxww8/4O6778agQYOM8qG2CiEwffp0fP/99wgGgygrK8NLL72ECRMm4JlnngHQHCTOnz8f3333HQYOHIgzzjgjYq3E8OM5ZswYI3tnW4Fly7VR4xH/v2ZqZxk8eDD+9Kc/Gf++4IIL8NRTT8HtdiMQCGDTpk249dZbccEFFwBozgBqsVgANGc5fu2119DY2IhXX30V//73vwEAFosF48ePT7gtgwYNMnqUqqqqMGfOHNTV1WHjxo148MEHjXKhz2l7hH+2vv3224gesk2bNuGmm27CF198geLiYkyaNAlnn302rFYrgI59Nlozffp0Y2SGz+fD+PHj8c4778Dr9cLr9WLt2rU4//zzsXDhQgCR+/nggw9i48aN8Hg8uPnmm+F2uwEAQ4YMieihbSm8jqVLl2L16tVoaGjA448/jq+++gpAc0ATfm5tTejHPqB5uSJJkvD6668br324UGbq0HN/8sknqK+vx/z587Fr165W29rR/U30/Rneu/r2229D0zTs3r0bDzzwQMz6w99PP//8c1Q242QZNGgQDj74YADADz/8gGuuuQZ79uxBMBjEli1b8Pjjj+PQQw81gtDwY3/bbbdh69atqKysxHXXXdfq84SyPVsslogRHEREHZLs8cRE7eH1ekVmZqYAIKZMmRJxX3gymNdffz3qsQsXLjTuHzNmjBBCiPPPPz/uvBuTySQ2bNgghBDixBNPjFvO5XKJ3bt3CyGE+OmnnyIySra8jRgxIiK7b3jm4Za3trL7TpgwIeoxhYWFIjs7O2oelhBCXHbZZVHlQ/U1NTWJMWPGtDoPac6cOXFflx07drT62LPOOqvN17a1xwPNyaVuueWWiMck2u54WZr79Olj/B0+Zzm0Lda8KiGE+Ne//mUkUIl3C3G73WLo0KGtlg3NV3vmmWdaLReeOTQ8G2isubzhfvOb3xhlw+fjhbz99tvG/aEkY50xJ1UIIQKBgPj973/f6n6dfvrpRvnw+aGxbgsWLDDKhs+7C3+947X9k08+MRKMxbpNmTIlZnbf8DrChSdBC79t3bpVfPzxx63uR/g8yngSmZMqhBDbt2+PSDLU2vlF13UxZcqUuOUyMjIisr/Gmw/ZWgb0UHKhlvsTb5/uuuuumJ///fbbL+bjQgnwwm+Koojc3Nyoz0ai+xtPIu/Purq6iCzGDodDyLIsHA6HsS187qnP54v5PRLa547OSW3PZ+Pzzz83vmPj3ULHMl523/C2tzx3hs/9bZmlmYioIxikUtq44oorBABhs9mM5EThF4JFRUUiGAxGPa62ttZYRkSSJLFlyxbx73//W0ybNk3st99+wuVyCUVRRH5+vjjllFMigpVnnnlGTJ48WQwYMEA4HA6hKIooKSkRZ511lti4cWPE8+zatUtceumlYr/99hMWi0VkZGSIYcOGiTvvvFM0NTVFtes///mPmDRpkigsLBQmk0nk5uaK448/3rj4iHcxUVlZKaZPny4KCgpERkaGGDdunNi0aVNEgqTwoMXtdotzzz1XFBUVGUmWwusLBoPikUceESNGjBCZmZnCYrGIvn37itGjR4vbb79dbNmyJe5r0tDQIGbPni1GjBghioqKhNlsFjabTQwZMkTccMMNorGxsZVXtFn4RY4kScJisYiCggJx5JFHissuuyxuFtRE2q1pmpg/f77o37+/sFgs4tBDDxUvvfRSRNKgb7/9NqpN8YJUIZoTkJx33nmif//+wmw2i6ysLHHQQQeJ8847T7zwwgtRx2nevHni8MMPFw6HQ1itVjFgwAAxbtw4cf/99xuJrjZt2iQuuOACccghh4jc3FyhKIpwuVzi2GOPFU8++WREnaGkYP3792/1OG/fvt1IQGOxWERVVVVUGU3TIjLcrlq1qtOC1JB3331X/O53vxP9+/cXVqtVZGZmioMOOkhceOGF4tNPP40o+95774mJEyeK/Px8oSiKyMvLE6eeeqp49913I8oleiEuRHNylxkzZoh+/foJs9ksnE6nOOaYY8TChQuFpmntqiPc448/Lvbff/+IHy22bt1qnA+OOOIIYz9C54S77ror5rmqpUSDVCGE8Pv94u9//7sYP368KCwsFGazWeTn54sjjzxS3HjjjWLbtm1GWU3TxKJFi8Sxxx4rXC6XMJlMol+/fmL69OlGBuOQeAGSEEK88MILYuzYsSI7O1uYTCZRXFwszj77bPH555/H3J94+6SqqrjtttvEwIEDhdVqFYcddph4/fXXI547/HE+n09cffXVoqioSFitVnH00UeLd955J+4POInsb2va+/4UovmHjOOOO044nU5RWFgoLrroIvHSSy/FDFKFaE6edPTRR0csX5SKIFUIIbZt2yYuueQSMWjQIGG1WoXT6RT777+/mDp1qli6dKmxVJYQQvz666/irLPOEk6nUzidTjF58uSIBEwtz51vvPGGcd9rr73W7mNNRBSPJESMrCxEXWD79u048MAD4fP58MADD+Cqq67q6iZRN/Hzzz/D6/VGDNX+17/+halTpyIQCKBfv37Ytm2bMSw43f36668YOHAgZFnGqlWrcPzxx3d1kygJ5s6di1tvvRVLlizBjBkzuro5RB02ceJEvPXWWzj00EOxYcOGbnOuJaL0xbMIpY3+/fvjr3/9KwDg7rvvjkhEQdSaTz75BMOGDUNGRgb69+8Pl8uF008/HYFAAFarFU899VS3umgKzX/729/+xgCViNLaunXr8NZbbwEAHn744W51riWi9MUzCaWVOXPmQAiBsrKyuBk3iVo65JBDcNpppyE3Nxfl5eUIBoMYNGgQ/vSnP2Hjxo0RiUC6g0suuQRCCMybN6+rm0JE1Krhw4cbGYJPOOGErm4OEfUQpraLEBGltyOPPBJvvPFGVzeDiIiIiDoB56QSERERERFR2uBwXyIiIiIiIkobDFKJiIiIiIgobTBIJSIiIiIiorTBIJWIiIiIiIjSBoNUIiIiIiIiShsMUomIiIiIiChtMEglIiIiIiKitMEglYiIiIiIiNIGg1QiIiIiIiJKGwxSiYiIiIiIKG0wSCUiIiIiIqK0wSCViIiIiIiI0gaDVCIiIiIiIkobDFKJiIiIiIgobTBIJSIiIiIiorTBIJWIiIiIiIjSBoNUIiIiIiIiShsMUomIiIiIiChtMEglIiIiIiKitMEglYiIiIiIiNIGg1QiIiIiIiJKGwxSiYiIiIiIKG0wSCUiIiIiIqK0wSCViIiIiIiI0kZKg1QhBIQQqXxKIiIiIiIi6kZSFqTqug6v1wtN01L1lERERERERNTNpCxIVVUV5eXl7EklIiIiIiKiuFISpGqahsrKSgBgkEpERERERERxpSRIFUJA1/VUPBURERERERF1YykJUk0mEwoKCmC1WiHLTChMREREREREsUkiReNvNU2DEAImkykVT0dERERERETdUMqCVCIiIiIiIqK2cOwtERERERERpQ0GqURERERERJQ2GKQSERERERFR2mCQSkRERERERGmDQSoRERERERGlDQapRERERERElDYYpBJRBF3Xoet6VzeDiIiIiHopBqlEZFBVFfX19dA0raubQkRERES9lKmrG0BEqRfqLTWZmk8BmqYhGAyioqICqqoiGAwiNzcXsszfsYiIiIgotRikEvVCuq6juroaLpcLgUAADQ0N8Pv9xv0ejwdZWVkMUomIiIgo5RikEvVSTU1NaGhoiHt/ZWUlCgsLjd5WIiIiIqJU4NUnUS/V1rzTpqYmVFVVIT8/v0OBqhAi6jl0XYcQAgCgKApkWWZvLRERERFFYJBK1AtpmmYEi63xer0JB6qapkHTNDQ2NqKhocF4npbP6XQ6kZeX17EdICIiIqIei0EqUS8jhEBjY2O7y4cHqq31fIaSL1VVVSEQCLRZb0NDA5xOJywWCxRFgSRJ7W4TEREREfVckmhPdwoR9RhCCHg8Hrjd7oQeJ0kSHA4HbDYbLBYLJEkyhvRqmob6+vqI5EvtZTKZkJ2dDZvNBkmSjGA1/NQkSRIDWSIiIqJegkEqUS/k9/uxa9eurm5Gu8myjP79+3P+KhEREVEvwCs+ol6oPcNx04mu66ivr4eqql3dFCIiIiJKMgapRL2Mruvwer1d3YyEud1ueDyeNrMSExEREVH3xsRJRL2Mruvw+Xxd3YwOqa2tBQBkZmZy/VYiIiKiHopXedRr6LoOTdMgyzIURenq5nQZXdeh63pXN6PDamtr4fP5kJubC5PJZCRbEkJACAFd16GqKsxmM0wmE+exEhEREXUzDFKpxxNCIBgMorq6Gj6fD3379u3VQWpHMvCmG7/fjz179gAAFEWBoigIBoMRGYFdLhfXYSUiIiLqhtjFQD2eqqrYvXs3vF6v0dvWVdLh+bvjfNTWaJqGQCAQdVwbGxu7dY8xERERUW/FIJV6PFVV0yJY0XUdfr8ftbW1CAaDXdKm0JDn3qC7D2smIiIi6q0YpFKPZzabkZeX1+VDfIUQqK6uRk1NDXbu3Inq6mr4/f6UBtFCiG63/Mze6AlDm4mIiIh6G0l05dhDohQRQkDTNOzYsQNWqxX5+fnGXMZU0TQNZWVlUYGTLMuw2+1wuVwwm81QFCUpyX6EEPD5fCgrK+v0utOF2WxGcXGxMaxaURRmASYiIiLqZhikUq+h6zoqKyvR2NgIALDb7SgoKEhZEKOqKnbu3Nlmr2lGRgays7NhsVg6NVgNBoPYtWtXjx0CK0kSBgwYAFmWjSy/siwbGZ2Z5ZeIiIioe+BVG/Uq4QGaz+dLaRKjUODUFq/Xi+rqaqNtqqpCVdW9em5VVVFeXt5jA1Sg+fju3LkTPp8PjY2N8Hg8UFUVHo+nq5tGRERERAngODjqNUJDfkNsNhskSUrZ88uyjIyMjHZl1w0Fk5qmoaqqCqqqIjc3FxaLBYqiJNRuTdNQU1PTK+aiqqpqLE0DADU1NcjJyWEvKhEREVE3wiCVeo3wINVqtaKoqCilc1IVRUFmZma7gtRAIIBAIABN0+D3+435rCaTCfn5+bBare1qu6qqqK6uRkNDQ2fsQreTl5cHh8PR1c0gIiIiogQwSKVeQdd1eL1eI0iVZTmlvaghicx/De8RDFFVFWVlZXA4HEbG4tb2QwjRawNUoHneMRMnEREREXUvHANHvYIkSQgGg8a/u2rtVEVRYLVa97qexsZG7Ny5E36/v9V5tZIkwWw27/XzdVeqqrZ7LjARERERpQcGqdQrmc3mlM9TDAVLnRUw6bqOPXv2tJpUSVEU2Gy2Tnm+7qi+vh6VlZXweDwR85GJiIiIKH1xHBz1CpqmGUvPADDW0UzF8+q6jqamJiiKgsrKyk4NloQQqK+vR05OTsxhv5IkITMzEz6fb68zBHdH4a+53+9HTk4OzGZzlwz1JiIiIqL2YZBKPZ4QAsFg0MiM6/f74fP5oOt60hMn6bqOHTt2JKXujIwM5OTktLkPFosFubm5qKioSEo7uovGxkb4fD6Ulpb26iHQREREROmOw32pxxNCwGw2o7CwEMXFxSgsLATQHLQkszc1FBx3NpPJhJycHBQUFMBqtcJkMsXtGQwNLbZYLJ3eju5I13W43W4O/SUiIiJKYwxSqceTZRkmkwmyLENRFNjtdthsNni93qQl1FFVFR6PB5WVlZ1ar6Io6NOnD7Kzs9vsQRVCIBAIwOfzwWQyobi4mJlugaS+7kRERES09ySRiol5RGkktF6qEAKKonR6AiVVVVFeXg6/39+p9QJAUVERMjIy2jWnUlVV7NixA8XFxbDb7cZ+b9++vdPb1V1YLBYUFBTAZDKldI1cIiIiImo/dqtQryNJUlJ7FIUQSQlQAaCmpsYY4tseJpMJJpPJCFCT1a7uwGazoaioiMEpERERUZpjkErUySRJgiRJSZnvGggEUFdXh5ycnDZ7gE0mE0pLSwE0z7+tqalJyhzZ7sLv96ckWRYRERER7R3OSSXqZLIsw+FwJK1+j8cDVVXbFQQLIbBnzx5UVFT06gAV+N9yPZzhQERERJTeGKQSdTJZlpGZmZm0+oUQ2LVrV5sZakNrwfbmIb4tWa1WrpFKRERElOYYpBIlQWvLwnSG0BzTWNuDwSA8Hg+A5uRJ9D8+n489qURERERpjkEqURLIsgybzZbU56iqqoKqqhHLqUiSBFmWYbfb4Xa7sWfPnqS2obvxer0A0O7h0kRERESUegxSiZIgFUGq3+/Hjh07InpUQ8vqSJLE+ZcxqKqKXbt2Yffu3fB4PG0OmSYiIiKi1GOQSpQkLpcLGRkZSX2O0PBev9+P+vp6uN1uqKqakiC5uwoEAlBVFW63O6IXmoiIiIjSgyTY1UKUNJqmQdM01NTUoLGxMSXPWVJSAp/Ph7q6OvaktiE7OxsulwtA8ucRExEREVH7MEglSgFN0+B2u9HQ0NDVTaEYZFlGcXExs/8SERERpQEO9yVKAUVRkJubC5PJ1NVNoRh0XUdZWRnnqBIRERGlAQapRCliMplQVFTU1c2gOHRdZ5BKRERElAYYpBKlkKIokGV+7NJVfX0915YlIiIi6mK8WiYi+n8ej4fJpoiIiIi6GINUohSSJAnFxcVwOp1d3RSKQwjB3lQiIiKiLsQglSiFZFmG1WqF1Wrt6qZQHDt37uT6qURERERdiKlGiVIsEAigqakJxcXFaGpqQlNTE4QQ8Pv9Xd00IiIiIqIuxyCVKIV0XYeiKMjPz4eiKLDb7UavXUNDA7xerxG0UtdhTyoRERFR15EEr4aJ0oau6/B4PKitrYWiKFBVlQFrFzCZTOjTpw/XtSUiIiLqAgxSiWIQQkDTNOi6Dq/XC1VVYTab4XA4kh64hJL2SJKEsrIyDgPuIjabDXl5eTCbzVw2iIiIiCiFGKQShQlldq2rq0NjYyM0TYu432q1oqioKCU9bMFgEDt27Ej681DrcnNz4XK5oChKVzeFiIiIqFfgWDbqNXRdjznXMPQ7jRACFosFu3fvjgpOQ/x+f1LmK+q6DiFERCDEHtT0UF1dDYvFArvdDkmSuro5RERERD0eg1TqkYQQRpIiXdeN3tGmpiYjIAzdwkmS1OYc0GQMPggGg5AkyRhWqmkaamtrO/15qGPKy8uRn58Pp9PJQJWIiIgoyRikUo8SHoDW1tYiJycH9fX1qK6ubtfj2xOAtjU/UdO0hIaGapoGt9sNVVVhtVqhKErMocbUdYQQaGhogMPhYJBKRERElGQMUqnH0HUdgUAAjY2NkCQJHo+n04M9WZZbDVKEEJAkCbqutzvZjq7raGpqAvC/pEmUfkJDvZlEiYiIiCi5GKRSjyFJEsxmMxobG41gr7N7I9vqRZMkKaGeNl3XOfe0m9B1HZqmcVkaIiIioiRLq+y+7KWgjhJCwO/3o6ysLCmJjcJZLBbk5+cb79XQPNZQEGM2m2E2m9sMVjVNg8/nQ0VFRVLbS53HZDKhpKQEZrO5q5tCRERE1GOlTZAaDAYBgBd/1CGqqmLnzp1JD1Dbo7CwEE6ns9UyQgg0NTVhz549KWoVdRaTyYTCwkJIkmTMPQ7/m4iIiIj2TlqMW1NVFRUVFSgsLOzqplCKCSGgaRpkWe4xvejV1dWw2WytDgtVVRXl5eUpbBV1FlVVsXv3bgCAoijGMPPi4mImVSIiIiLqBF0eFYR6vgoLC9kT0Qupqopdu3bt1dxRTdPQ2NiYFr2oQPM+ud3uuPukaRqqqqrSpr3UcZqmQVVV+Hw+1NXVMfEVERERUSfo8p7UntSDRokLZd/1+XzG+yDRHyuamprg8XiS0bwOa2xsRDAYRGFhIWRZNuasBoNBeDweI5sv9RzV1dWQJAmZmZnsUSUiIiLaC2kzJ5V6p5qaGtTU1ABono9ssViQl5cHAO3OoqrrOnRdx/bt25PWzr0hyzJ7TXsJSZLQr18/ZgAmIiIi2gtp2YUZ6nWini8jI8P4OxgMorGxEdu3b4emaUjk95NAIJCM5nUKvpd7DyFEQu9bIiIiIoqWVkGqqqpobGxEXV1dVzeFUiTevM3y8vI2gzshBILBINxuN5MQUdpgkEpERES0d9IqSAWah3w6nU7O6eolQksPtdSe3vRQkFpfX8/AgNJGXV0de8+JiIiI9kJaBakmkwkWiwWSJBlLk/Bir+O6Q+Bms9libtc0LWZyodA+aZqGYDCI6urqpLaPKFGqqnaLzx4RERFRukq77B6qqqKurg6yLMNqtcJqtXZ1k7olXde7RdZkRVFiJhZSFCUqgBVCwOfzwefzQdM0NDQ0pLKpRO3i8/ng9Xo5IoSIiIiog9IqSNV13ZiXKoRAaWkp107toO4QoIa0DFKtVisKCwujMqRqmobKysq9WlOVKBUaGhqQkZHB8xcRERFRB6RVkBrqPe3Tpw+ampoQCASgKAp7I3owSZLQp08fCCFQV1cHs9kMh8MRcwmPQCDAAJW6hVBwKoTg+YuIiIgoQWm7TmowGISqqrBard2qV5A6rrULek3TUFFRAZ/Pl+JWEXWM3W5HYWEhe1OJiIiIEpS20Z/JZILNZmOA2ou01uMky3LcJEtE6Sg3N5cBKhEREVEHpNVw33AcIkctMdMzdRd5eXkwm81d3QwiIiKibondlNQtaJqG+vr6rm4GUZtsNhscDgdHgRARERF1EK+iqFsIBoPsSaW0J8syCgoKYib+IiIiIqL2YZBKaU8IwV5U6haKiooYoBIRERHtJQaplPaEEExAQ2kvKysLFouF8+mJiIiI9lK3DVI1TeOamb2ArutoamqCx+Pp6qYQxWU2m5GVlcUfU4iIiCip6uvrceWVV2LAgAGw2+0YOXIkvvjiC+P+GTNmQJKkiNuxxx4bUcfVV1+N3Nxc9O/fH8uXL4+4b8WKFZg0aVJK9qU13XZcmq7r8Pv9cDqdXd0USiJN01BWVtbVzSCKS5IkDvMlIiKilLjgggvw7bff4plnnkGfPn3wz3/+EyeddBI2bdqE0tJSAMCECROwZMkS4zEWi8X4+4033sBzzz2Hd999Fz///DNmzpyJcePGIS8vD7W1tbjxxhvxwQcfpHy/Wuq2V1WSJEHTNPj9fiiKAlmWIYQwhoZyyF3PIEkSZFlm0iRKW/n5+QxQiYiIeqimpiYEAoGk1W+xWGCz2dpV1ufz4eWXX8brr7+O0aNHAwDmzp2L1157DQsXLsTtt98OALBarSguLo5Zx/fff48xY8Zg+PDhGD58OK688kps2bIFeXl5uO6663DJJZegf//+nbNze6HbXlmZTCY4nU4EAgGUl5fDYrFA13UoioKCggIGqT2EoijIz89HRUVFVzeFKIrD4UBGRgaXmyEiIuqBmpqaYHflAao3ac9RXFyMr776KiJQtVqtsFqtUWVVVYWmaVFBrd1ux5o1a4x/r1q1CoWFhcjOzsYJJ5yAO+64A4WFhQCAww47DE8++SRqamqwZcsW+Hw+DBo0CGvWrMGXX36JhQsXJmlPEyMJIURXN2JvCCEQDAbh9Ta/ecxmMxwORxe3ijqTpmnwer2orKzs6qYQGRRFQWlpKXtRiYiIeiiPx4OsrCxYh84EFEvbD0iUFoD/uyVRm+fMmYO5c+fGfMjIkSNhsVjw3HPPoaioCM8//zzOO+887L///vjxxx/xwgsvwOl0YsCAAdi6dStuvvlmqKqK9evXG4Hv3Llz8c9//hN2ux233XYbJk6ciCOPPBJLly7Fp59+ikceeQT5+fl48sknMXTo0M7f73bo9kEq0Dw/NbQboeGh1LOE5iBXVFQwYRalhT59+sBqtXLUBhERUQ9lBKmHXgQpCUGq0ALwf/0EduzYgczMTGN7vJ5UAPjll18wa9YsfPTRR1AUBUcccQQOOOAAfPnll9i0aVNU+T179mDAgAFYvnw5pkyZErPOuXPnoq6uDjNnzsTJJ5+Mb775Bm+++SYeffRRrF+/vnN2NkE9IpqTZRmKohhzU6nnkWUZNpsNpaWl6NOnDzIyMgA0/yiRk5PDrKqUUjk5OVxuhoiIqLeQAEhSEm7N1WdmZkbc4gWoALDffvth9erVaGhowI4dO/D5558jGAxin332iVm+pKQEAwYMwM8//xzz/h9++AHPPvss5s2bh1WrVmH06NEoKCjAtGnT8OWXX3bZChscp0bdhiRJMJlMMJlMKCgoQDAYNH6caGhoYA8rpYTVaoXL5eIPYkRERNRlHA4HHA4Hampq8M477+Cee+6JWc7tdmPHjh0oKSmJuk8IgQsvvBD3338/nE4nNE1DMBgEAOP/XZW8tEcFqbquG+sBUc8WCk6B5knkqqp2cYuoN5AkCYWFhZyHSkRE1JtIcvMtGfUm6J133oEQAoMHD8bmzZtx7bXXYvDgwZg5cyYaGhowd+5cnHXWWSgpKcG2bdvwt7/9Dfn5+TjzzDOj6lq8eDEKCwsxefJkAMCoUaMwd+5cfPbZZ3j77bcxZMgQZGdn7+1edkiPudISQhjL0FDvoes66urq+LpTSjBAJSIioq5UV1eHG264ATt37kRubi7OOuss3HHHHTCbzVBVFd988w2efvpp1NbWoqSkBGPHjsULL7wAl8sVUU95eTnmz5+PtWvXGtuOPvpozJ49GxMnTkRhYSGWLVuW6t0z9IjESUBzkKqqqjEklHoHv9+PXbt2dXUzqBdwuVzIzc3l/GciIqJewkicdPglkJT480Q7Smh++Dc8jrq6uojESdRDEicBzcPwFEWByWTqsrHTlFqapqGqqqqrm0G9gMlkYoIuIiIiohTpUV2OsiwzeU4vomka/H5/VzeDeoGioiKO0CAiIuqt0mhOam/R4666YvV0MKFSz6NpGmpra7u6GdQL5Ofnw2w2d3UziIiIiHqNHhektqTrOpqammC327u6KdSJVFVFQ0NDVzeDejibzQaHw8HlZoiIiHqz0LqmyaiXYurxQaosy60uiEvdR2iusRAClZWVXdwa6ulkWUZBQQHnoRIRERGlWI8PUoHYQ4Cpe1FVFdXV1dB1HUIIBAKBrm4S9XCch0pERETNkjQntefksO10vAKjtBeaf8rhvZQqWVlZsFgsnMdORERE1AUYpFJa03UdXq8XHo+nq5tCvYTFYkFWVhZHYBAREVEzzklNOfYxU9rSdR1+v5/zTyllJElCYWEhh/kSERERdSFeiVFaCgWoe/bs6eqmUC9SUFDA5WaIiIgoEtdJTTkGqZRWQomRgsEgysrKuro51Is4HA7Y7XbOQyUiIiLqYgxS/58QApqmQVEUXqR2EV3XUVdXh8bGRmbvpZRSFAV5eXmch0pERETROCc15djH/P+EEPD5fMZanJR6oR8KgsEggOZ1KolSobi4mAEqERERUZpgT+r/k2UZDoeDgVEXUhQFubm5yM7OhhACkiRB0zQ0NDSgoaEBmqZ1dROpB8rNzYXZbOYICiIiIoqNc1JTjkFqGAaoXU+W5YjXwWQyGUuC6LoOVVXh8/ng9XqNHleijrJarXC5XPzsExEREaURBqltCAaDkCSJS1J0ofDjb7FYYLfb4XA4sHv37i5uGXVnsiyjsLCQw3yJiIiodZyTmnLsPmiDJEkcBphmNE1DeXl5VzeDujmuh0pERESUnniF1gZFUSCE6OpmUJhQgiWijsrMzITVauUPUERERNQ2zklNOR6ZNkiSxPlqaYqvC3WE2WxGdnY2h/kSERERpSn2pO4lXdc5JDjFJElCaWkpTCYTdu3aBVVVu7pJ1I0UFRVxmC8RERG1nyQlqSeV8UM8vFLbC5qmwePxQNd12O12mEwmBINBNDU1ISMjAxaLhb01SWAymWAymaCqKte1pYTk5+czQCUiIiJKc7xa6yBd19HU1ISamhoAQF1dHSRJMuav1tXVoU+fPgxSk0jTNAap1G6hrNAcJk5EREQJkaXmWzLqpZgYpHaQJEmwWq3o27dvxHDfQCCA6upqaJrGADWJdF1HQ0NDVzeDuglFUVBQUMDPJBEREVE3wCC1g+KtnWoymWCxWACg1QtiXdchhOBFcweFhlqHhPdiE7VUVFTEzxoRERF1DLP7phyD1CQwmUzGUNRYF8aqqsLtdkNVVRQUFMBkMnEIYgKEEGhqaoIQApIkIScnB06nE5IkYfv27QxWKUJ2djYsFguTmxEREVHHSFJykhzx2iQuRkZJoOs6qqqqUFlZGZF5VtM0qKoKRVHg9Xrh9/uxa9cuBlUJ0jTNmAtcWlqKrKws45jyWFI4i8WCzMxM/ghERERE1I3wyi0JJElCXl4eLBYL3G43AoEANE1DbW0tdu3aBUmSkJmZCQBwuVyQJIkJgBIQDAahqiqcTicURTHmBHMpGgonSRKXmyEiIqK9Fxrum4wbxcSrtyQIzVfNzs425p5WVlbC6/UCADweD7xeLxRFgd/vR2VlJfLy8iDLMnRdh6Zpcee8UvNcX6fTiZycHGM4taZp8Pl8XdwySiehofRERERE1L3wCi6JZFk2hhnm5uYiGAwiGAzC7XbDZDJhwIABEEJAVVVjvpwQAvX19XA6nRBCQAjBoYotWCwWFBYWRgztFUJA07QubBWlE6fTCbvdznmoREREtPc4JzXlGKSmiNlsRklJCTRNM4LOyspKmEwmOJ1OY5uiKMjJyTGCV1mWjQRBrQkNF+5NAW34MTGZTCguLobb7YbP5+Pc1F7MZDIhNzeX2XyJiIiIuikGqSkSGr4bPvwwNzfXCKbCA67QHMvQUOFYAaqqqsZ9oeVYnE4nrFZrrwpUw5nNZhQWFkLTNASDQWNYNfUuXG6GiIiIOhWXoEk5BqldqK0L6Xjz6VRVRVlZGQKBgDGPFQAaGhrgdDqRmZkJRVGMpEK9SWiItdlshs1mg6ZpaGpqQmVlZVc3jVIgLy8PZrO5173viYiIiHoSBqndUDAYRCAQAICIrMCh+az19fVQFAWFhYWw2Wy99oI9NFSaWX97B5vNBofD0WtHEhAREVGScE5qyvFqrhsym83Izs6GJEmwWq0xg1BN01BWVoZgMNgFLew6qqoaCaoCgQC8Xq+xpir1XLIsM5svERERUQ/BK7puKLS8TWZmpjF3NdaQ1lAvosViMTII99S5erquQ1VVlJeX97rAnIDCwkIGqERERJQcnJOacryq66bCl7dRFAWyLCMzMxMej8cooyiKMS9TlmXU1NQgMzMTZrMZQggjMVPLWyhxU+iW7nNbNU1DQ0MD3G53VzclYYqiQNM0ZGdnIyMjA5IkQZZlNDQ0oL6+HllZWbBYLGhsbISu62hoaOjqJqedzMzMuCMKiIiIiKj7YZDaQyiKguzsbPh8PgSDQUiSBJvNhoqKCgDNPU0ulwsVFRXIyclBRkYGGhoaUF1d3epyLSaTCfn5+bBarWnXCxvqKa6oqIDf7+/q5rSb3W6HLMvIyckx5s3KshxxfLOysuByuYwfCGw2m/HDAjMW/09o6Hu6vTeJiIioB+Gc1JRjkNqDmEwmlJSUGD2kZrPZSKwkSRJ8Ph/8fj/q6+tht9uhKEqb64mGMgnbbDYUFBTAbDanYlfaFMraW1FR0W3WRJVlGUVFRbBYLJBludWev/CecuB/yxLl5+fD7XajsbExFU1Oa5IkoaioiMN8iYiIiHoYXt31MKELdl3XjbVZgeagTtM0uFwu5ObmQtd1VFdXt7vepqYmVFdXo6CgoEuzpwohoGlatwnUCgsLYbFYIIRoc1kgTdOM4b7xmEwmOJ3ObrHvyZafn88AlYiIiFIgSXNSmcM2Ll7h9VChYaQhoeHAQHMAu2fPnphLsyiKYvT27dy5M6KM1+tFQ0MDHA5HxPDK8PmtIaFgqzPnCeq6jkAggPLycmia1mn1doQkScYwXUmSjPaYzWaoqmocC4vFAovF0mZ9oR8NQj8khALVUA+qyWQyjnlTU1OS9qr7yMjIQEZGBpebISIiIuqBGKT2YC0DxFDgKkmSkahn+/btkGUZVqvVuPBXFAWBQCAqiLVarRFBga7rxrDburo6aJpmBG4mkwkWiwWZmZnGv1sTCnRDPcChW+g+IQSCwSD27NnTSUcnMfn5+bDb7aivr4eqqsjLy4Pf74fVakVdXR1qa2vhcDiQl5dnrFfrdDrbPVdS0zTU19cDQMw5p/369TPq6u3zLxVFQX5+fq8/DkRERJQinJOacgxSexEhhBFYORwOCCHQt29fo9dTlmVjKZeWy9kAzUNXQ0Gqpmmoq6tDXV1d1JzQUB1NTU3weDywWCzIzs6G2Ww2As/Q0FdVVaGqKhobG+Hz+RAIBCBJEsxms5GFWNM0qKraJb2nsiyjuLjYmEeanZ1tDN3NyMiAEAIulwsZGRkwm81G4JSTk9PuXuR4xztcMBiEyWQyjk1vVlRUxACViIiIqAdjkNpDhXpMWwr1aIYvX9OS1+tFIBCI2l5fXw+Px2MMB66trW1XWwKBgJFlGGju4e3Xrx9UVUVVVVVUz6EQAoFAIGYbUklRFPTp08cIDgFEDS8ND6hbbm9LqBe6pqamzX2tqKgwerl78zqwOTk5sFgsXG6GiIiIUkeSkrROKq9n4mGQ2gOpqhoz+AxPpBSPLMtwOp2w2+1Gj2hNTQ2CwSBqamqMekLZgzsSMAkh4PF4oChKWi+nEhp+nIw6dV2H2+2Gz+dr9+N6+xqpVqs1Yr4uEREREfVMDFJ7KFVVOzwsNDQUNyQUIIUS9vj9fmON0o5qby9sVxJCoKysDH369NnrIbaapiEQCKC2thZ+v7/Tg9+eTpIkFBYWMpsvERERpZ6UpOy+SckY3DPwiq8H6owL+dBc0FDPqsvlQlNTE3RdR2NjI+rr65GdnY3GxsYuH5abTJqmoaqqCoWFhR2aBxkK5quqqtrda0rRGKASERER9R686qOYVFXFnj17UFJSYgQHdrvd+H8oi29mZibcbnePHorq8/mg63qHglRN07Bz586o5FLUfk6nEzabjfNQiYiIqGswu2/KsY+ZooSGomqahsrKSmNZmBBZlqEoirFMjM1ma3fdJpMpofLpoqNBZqqz8fa0+Zomkwm5ubnM5ktERETUi7AnlaKElqKxWCxQFCVugKaqqjE/NZStt6KiIu5SMX379oUsy5AkCWVlZVBVFUVFRQCAPXv2GL2zkiS1udyMyWRCdna2kXgpGAwaSZwURYEsywkndbLb7TCZTLDb7aisrDTak5WV1eHgT5ZlFBYWIhAIQNM0eL3epAz7tdvtxtqhv/76a4/puS0qKuIwXyIiIupanJOacrz6o5hC64OG1lCNV8ZqtSIjI8PIHFxaWgq3243Gxsao8k1NTXC5XJAkyQhOFUWBpmlGMCLLMgKBAMrKyuK2zWQyoaSkBGazGRkZGQCaezorKyuRnZ0Ni8ViBKiNjY1wuVxQFMVY1zUWp9OJvLw8AM29n3379jWW8QlfgqYtoTVdQ8dNURSYTCaYTCYIIZIyLDorKws5OTnQdd0I9nuCvLy8Xr8mLBEREVFvxCCVYmpPz6EsyxHlQgFdfn4+nE4nKioqIISAxWJBZmamMZe15VI4iqIYwWao3n79+hnJmyorK41ldXJycpCRkWE8PjTsWAgRkVxHkiQoigKr1WrUmZ2djaysLNTU1Bg9sKEeWavVGjGktCM9p5qmoba21giEXS4XLBYLfD4fhBAIBoN7lRE5nqamJkiShLq6OqiqisLCQqMnuLuy2WxwOBw9bvgyERERdUOck5pyDFIpLlVVjfVQExEKOvv27Qvgf8FsvN7IlttbBr99+vSBqqowmUxGUNrysbEC31BdLbfl5uYiJyfHeFxnzXds2e76+vpOqbctNpsNuq4bQbgsyygqKoLH4wGAtF6LNhZZllFQUMBhvkRERES9FK8CKUooUZKmaca8zEQDuc5MGBQaLttZkpWER5IkOJ1OmM1myLLc6pDlzqIoCrKysqL2yWq1oqCgAEII1NTUQAgBv9+f8DzdrsB5qERERJRWOCc15XglSFFCvYGhobLUfmazGWaz2RierGkaFEWB0+mEJEnwer0wm83GnN1QhuRQRuWsrCy4XC643W5jfmvovlgcDkfMoDt8W2iu7a5duzpzV5MiKysLFouFy80QERER9WIMUonaEEqElEgPrKIo6NOnT0RPtK7ryMrKAgBkZGRACAG73W4Er0DzPFYhBAoKCiDLMiorK6OSUJnNZjgcDng8HmRmZhpzd1sONw4JJaNK915Us9kcs1eYiIiIqEtxTmrKMUilHkvXdSNRU3jwFkooFKu3TtM06LoOVVVhNpuN3szwxE7tEWu4c3jw5XK5Iu7LzMyMeGxoGaDMzEx4vd6IJEhFRUVQFMXIlFxTU4OsrKy4vY9CiJTNj+2oUMZnDvMlIiIiIl4RUo8T6lmsra1FU1MTTCZTRC+d3+9HQ0MDsrOzYTKZjDm4gUAAbrcbTU1NAJrnwqqqiv79+xvBbirJsgybzYbs7GzU1tYagWpjYyOysrKgqipqamqM9VHjtU/Xdfj9/lQ2PWFMlERERETpKjQ9KwkVd36dPQRn61KPEwwGsWvXLng8HgQCAXi9XtTV1RlLwfh8PtTX10OSJASDQaPHFYARoAIwloupqqrqsqGykiQhMzMT/fr1g9lsNpIzATCW3WlrDqeiKMjPz09VkxPmcDhgt9u53AwRERGlpVCQmowbxcauC+pxVFWFpmlR251OJ4LBIBwOh3FiKCsrg9lshs1mg9PpxMCBA1FXV4f6+noju7HX64XD4eiyRFKKokAIgeLiYiMRU6iXtb2BXazjkQ4URUFeXh7noRIRERGRgUEq9Si6riMQCMS8b+vWrRH/rq6uBtDc8+r1emEymWC1WpGZmWnMGa2trUV9fX2XZzoOzXENn+cqy7IxhzZ8mSAhBILBoLF2rCRJsFgs6Nu3L3bu3NlVuxBTaH4tERERUdqS/v+WjHopJgap1GPouo6mpiYj+ExURUUFzGYzSkpKjPmROTk5yMnJSZuhqKqqoqmpCbquw2w2xwzwNE1DRUUFHA4HHA4HZFmGJEnw+Xxd0OL4cnJyuNwMEREREUVhkEo9hq7rKC8v79Q606mXT9d1BINB+Hw+I3COt+RMcXGxkUwpNOc2IyMDbre7C1oezWq1wuVypU3wT0RERBQPEyelHoNU6jFCQ2LjDfdtiyzLaT38VJZl2O12WK3WVoO7lsFr6O90mZcqSRIKCwuZzZeIiIiIYuJVIvUYobU2A4FAu3tUJUkylpcpKSkxMuims472PoaG/YavudoVuB4qERERdSfsSU09jrWjbqtlsBUKwmprayO2tRbUlZaWwmw2IzMzs1sEqHtDlmVkZGRAUZQu6y12uVywWq09+jgTERER0d5hdwb1GLquA4Ax1zEzMxNWqxVerxdVVVVGudzcXFitVlRUVBhLoJSXl8PhcMBisfTYeZKyLCM3N9cIEGtra+HxeFL2/CaTCTk5OWk7nJqIiIgoFvakph6DVEoLqqpCVVUoimIsm9KWlmVCvaYulwsOh8MIhpxOJzIyMhAIBBAMBuF0OiGEQGlpKWRZNpZnCa0/2pOFjq0QAhaLJaXPXVxczGG+RERERNQmXjFSWggGgygvL4/ISttRkiRF9NaFgleTyWSsKRquNwVOoeOqqmqHl+rpiPz8/F51nImIiKjnYE9q6vGqkdJCeG9mMucr9vSe0vYSQhjDo5PNbrcb67USEREREbWFQSqlBc5TTC1ZlmGz2dDU1JT058nPz+frS0RERN2X9P+3ZNRLMbFrg6gXMplMKCgoSHrvJpebISIiIqJE8eqRqJcymUzIyspCTU1NUurPzs6GxWLhcjNERETUrXFOauqxJ5Wol5IkCXa7PSl1WywWZGZmcpgvERERESWMPalEvZiiKLBarfD7/Z1WpyRJHOZLREREPYYkRS992DkVd36VPQWvIol6MbPZjOLiYui6jtraWtTX1+91nQUFBQxQiYiIiKjDeCVJ1MspigJFUZCXl4fs7Gx4PB54PB4IIRKuy+FwwG63cx4qERER9RgSkjQnlV2pcXFOKhEBaF4uxmw2IycnB3379oXNZkvo8aFAl/NQiYiIiGhvsCeViCLIsgxZllFYWAiPx4Pa2tp2Pa64uJgBKhEREfU4zO6beuxJJaKYQkvUZGZmtlk2NzcXZrOZw3yJiIiIaK+xJ5WI4lIUBdnZ2dA0DY2NjTHLWK1WuFwuyDJ/8yIiIqIeSEJypo/yt/24eFVJRK0ymUzIy8uLG4Tm5uZymC8RERERdRoGqUTUJkVRkJ+fH3M4b2VlJVRV7YJWEREREaXA/89J7ewb56TGxyCViNokSRIyMjLQv3//qPtUVYXb7YamaQxWiYiIiGivcU4qEbWLLMvwer0x72tsbITX60VGRgby8/M5/JeIiIh6jGRl92XCyfjYk0pE7WaxWOIGoEIINDY2QlVVqKqKYDAIn88HVVUhhEhxS4mIiIiou2JPKhG1W2huanl5edwyZWVlkGUZwWAQwP8SL1mtVphMPOUQERFR98Ke1NRjTyoRtZskSbBarcjIyIhbRtM0I0AFmues1tXVpaJ5RERERNQDMEglooSYTCbk5+fD5XLFLWM2m2E2mwE0r6NaWFjIXlQiIiLqnqQk3hJUX1+PK6+8EgMGDIDdbsfIkSPxxRdfGPcLITB37lz06dMHdrsdY8aMwXfffRdRx9VXX43c3Fz0798fy5cvj7hvxYoVmDRpUuIN62QMUokoYSaTCbm5ucjNzYXJZDLWUFUUBUVFRejXrx+cTicAMEAlIiKibi0Zy890dAjxBRdcgPfeew/PPPMMvvnmG5x88sk46aSTsGvXLgDAPffcgwceeACPPvoovvjiCxQXF2PcuHGor68HALzxxht47rnn8O677+Luu+/GzJkz4Xa7AQC1tbW48cYb8dhjj3XewesgBqlE1CGKoiAzMxN9+vRB37590b9/f5SWlsJut6OyshI1NTUAwKRJRERERJ3A5/Ph5Zdfxj333IPRo0dj0KBBmDt3LvbZZx8sXLgQQggsWLAAN954I6ZMmYKDDz4Yy5Ytg9frxXPPPQcA+P777zFmzBgMHz4cv//975GZmYktW7YAAK677jpccsklMZccTDUGqUTUYbIsw2QyRdwCgYDxax0A+P1+BqpERETUbSW7J9Xj8UTc/H5/zHaoqgpN02Cz2SK22+12rFmzBlu3bkVZWRlOPvlk4z6r1YoTTjgBa9euBQAcdthhWLduHWpqarB+/Xr4fD4MGjQIa9aswZdffonLL788SUcxMQxSiahT6LoOXdcjAlQAcLvd0DSti1pFRERElN769euHrKws43bnnXfGLOdyuTBixAjMmzcPu3fvhqZp+Oc//4n//ve/2LNnD8rKygAARUVFEY8rKioy7hs/fjz+8Ic/4KijjsKMGTOwbNkyOBwOXHzxxXjiiSewcOFCDB48GKNGjYqay5pKnChGRHtN0zSoqgqv1xsVpOq6Dk3TOC+ViIiIuqVkL0GzY8cOZGZmGtutVmvcxzzzzDOYNWsWSktLoSgKjjjiCJxzzjn48ssvo+oNEUJEbJs7dy7mzp0b8e+TTjoJZrMZt99+O7755hu8+eabOO+887B+/fq93c0OYU8qEe01Xdexa9cuYx5qOFmWoShKF7SKiIiIKP1lZmZG3FoLUvfbbz+sXr0aDQ0N2LFjBz7//HMEg0Hss88+KC4uBgCj1zSkoqIiqnc15IcffsCzzz6LefPmYdWqVRg9ejQKCgowbdo0fPnll/B4PJ23owlgkEpEe02W5aj5ESGcj0pERETdWTpl9w1xOBwoKSlBTU0N3nnnHZx++ulGoPree+8Z5QKBAFavXo2RI0dG1SGEwIUXXoj7778fTqczYq370P91Xe9wG/cGx98R0V5TFAXZ2dlRv9wBzSfArjrBEREREfUk77zzDoQQGDx4MDZv3oxrr70WgwcPxsyZMyFJEq688krMnz8f+++/P/bff3/Mnz8fGRkZOOecc6LqWrx4MQoLCzF58mQAwKhRozB37lx89tlnePvttzFkyBBkZ2eneA+bMUglok5hsVhgtVpjZqQLBAKwWCxd0CoiIiKivST9/y0Z9Saorq4ON9xwA3bu3Inc3FycddZZuOOOO2A2mwE0LyPj8/lwySWXoKamBscccwzeffdduFyuiHrKy8sxf/58I+svABx99NGYPXs2Jk6ciMLCQixbtmyvdm9vSIJj8YiokwQCAezcuTNqu8vlQn5+flKSDhARERElg8fjQVZWFopmPgPZktHp9esBL8qX/BF1dXURiZOIPalE1IkURYHT6URDQ0PE9qamJmb4JSIiom4p2dl9KRoTJxFRp1EUJeYvgcFgkAmUiIiIiKhd2K1BRJ3KZDJBURRomhaxncmTiIiIqDtiT2rqsSeViDqVoigx1+Ly+Xxd0BoiIiIi6m4YpBJRp5IkCRaLBbm5uRHbfT5fu3pTdV2HqqoRZYUQHC5MREREXSId10nt6Tjcl4g6nSzLcDqd8Hg8UFUVAGC1Wls9Geu6DkmSoKoqysrKYLPZYDKZoOs6NE1DTk4Ol7EhIiIi6gUYpBJR0sjy/wZrOByOVoNUVVXR2NiI+vp6qKoalSHYZrMxSCUiIqLUS6N1UnsLBqlElBThAamiKFAUJW5ZTdNQVVWFpqamuGUaGxvhdDpbrYeIiIiIuj8GqUSUFLquIxgMAmjuRZVlGcFg0Jhzqqoq7HY7ZFlGdXV1qwEq0LzWKuelEhERUaoxu2/qMUgloqQIT3bk9Xrh9XqN+anhS9RIktSu4DMrK4sncyIiIqJegEEqESWFLMtGABoKTgEgLy8PTqcT27dvb3fWXkmSkJWVxaG+RERElHLsSU09LkFDREkhSRKsVmvUdo/HA0VRkJWV1e66TCb+nkZERETUWzBIJaKkUBQFTqczanswGER5eTlyc3Nb/QVRURT06dMHADgXlYiIiLqMhCStk8r0vnExSCWipLHb7TG3e71eCCGQnZ0dcwivLMsoLS01gtPQ2qnhw4aJiIiIqGdikEpESSPLcswhv6F5qpmZmejbt29UoJqVlQVZllFbW2tsCwQC0HU92U0mIiIiipCUXtQkzXPtKRikElHSKIqCvLw8yHL0qcbr9RqJlUKZfkMcDgc0TYPP54vYzmG/RERERD0fg1QiSiqr1Yq8vLyo7RaLBbIsxww8TSZTVIAKICqYJSIiIko6KYk3iolBKhEllSRJMJlMsFgsEVl6TSYThBDw+/0R5c1mM2RZRl1dXVRdFosl6e0lIiIioq7FdR2IKOnMZjOKioqg6zrcbjeEEJAkCZqmoaqqKqJsKBANBoNR9XC4LxEREaUa10lNPQapRJR0iqJACAFZllFUVAQAxnzU3Nxc1NbWGpl7i4qKYvaiAs1Zfk0mE0/qRERERD0Yh/sSUdIJIaDrOrxeL4DmoFWWZSiKgszMTJSUlEBRFKMXtaamJmY9lZWVnJdKREREKcXsvqnHnlQiSipd19HQ0GD0llosFuTl5SEQCCAjIwNmsxmSJEFRFNhsNmMocCyqqqKxsRGZmZk8sRMREVFKSFLzLRn1UmzsSSWipArNOw0N5w0EAtizZw/cbndE0iRd1+FyuaDresy1VUO8Xi/nphIRERH1YOxJJaKkC80/DWez2eB0OqHrOmRZRnFxMRRFgSRJyMjIMIYGt6TrOoNUIiIiSpnmntRkJE7q9Cp7DPakElFSybIcc+mYPn36oLGxEQ0NDRBCwGw2QwiB+vr6VntSGaQSERER9WzsSSWipBJCxEx2tGPHDmOZGVmW4XQ6AQD19fXIyMiA3W6Hz+eLepyu68ltMBEREVG4JM1JBXtS42JPKhElXWg+arjwdVA9Ho8RyAaDQVRWViI/Px/5+flRj2OQSkRERNSzMUgloqQzm82t3p+ZmQmgOamSEAJNTU2oqKhARkZG1NBfDvUlIiKiVOISNKnHIJWIkiq0FmpIQUFBxP0FBQXIyMgAANTV1RnbhRAQQkT0uIbfR0REREQ9E4NUIkqq8My+DocDDofDCEoBwGKxQJZl6Loecw5qrICUQSoRERGlSmid1GTcKDYGqUSUdJIkQZZl5OTkAACys7Mj7gutpRq+LTTMV5ajT1McHkNERETUczG7LxEllaZpRrbeuro6CCGQk5MDk8kEIUTMXtSioiJYrVboug5FUSKyA3MOBxEREaWSLEuQ5c6/9hBJqLOnYE8qESVVaE6px+NBfX09GhoaoOs6SkpKUFJSAkVRojL2mkwmKIoCRVGQl5cXcV+snlUiIiIi6jl4tUdESaNpGqqrqwFEZvgtKyuDruswmZoHczQ1NUU8LrRkTaweU03TOCeViIiIUoZzUlOPQSoRJYUQAj6fD0IISJIERVGM+zRNg6qqxnzU2traiMeGglNN01BRURGzbiIiIiLqmTgnlYiSQtd1WK1WFBUVQZbliDmniqLAarVCCAG/3x8x51SWZaPXVZIk2Gw2NDY2prz9REREREDy8mEwx0Z8DFKJKClCc0qB5uG74YGm0+mEoijw+/0oLy+PeIzL5TLmncZbJ5WIiIiIei4GqUSUdJqmRSRHcjgc0HUdbrcbQHNwWlhYCLPZbCxXI4RAIBBAIBDoqmYTERERJW3+KDtS42OQSkRJFQwGI+aVSpJkLD9jt9uRn59v9LqGD3tpuXZqOA6PISIiIuq5GKQSUVJpmhYxZNdmsxm9pTk5OTEDTiEEmpqajCy/RERERF2Fc1LbtnnzZvzyyy8YPXo07Ha7kTizo5jdl4iSKjyrLwC4XC6j1zQ8i6/P5zOCUl3XIxIttcTsvkRERERdz+1246STTsIBBxyAU089FXv27AEAXHDBBZg9e3aH62WQSkRJFeo1DbFarQCakykFg0Houg4hBNxuN8rKyqCqKhRFQU5OjrGOKhEREVFXCf2wnoxbd3fVVVfBZDJh+/btyMjIMLb/9re/xX/+858O18srQCJKKiGEkTTJbrdDlmVomobKykpomgZJklBYWGhk8t2zZw+Ki4uhKAqKioqwa9euLt4DIiIiIorl3XffxTvvvIO+fftGbN9///3x66+/drhe9qQSUcrk5eVBURRjzmkgEDDWSS0qKgLQnGhp9+7daGhogKIoyMrKiqjDZDJF9MwSERERJVMou28ybt1dY2NjRA9qSFVVlTF6riN4pUdESRWaPxpaG7XldgDw+/0RS9Romobq6moAgMViiaivtLSUw4CJiIiI0sDo0aPx9NNPG/+WJAm6ruPee+/F2LFjO1wvr/SIKKlCwWhOTk5EkKooijHc1263GxPtQ0LzNFomXiovL0dhYSEDVSIiIkoJCUnK7ovu35V67733YsyYMVi3bh0CgQCuu+46fPfdd6iursYnn3zS4XrZk0pESZeZmRkRbMqybCxB069fP2iaBk3TIh4TSqjUMhgNBALM7ktERESUBoYMGYKvv/4aRx99NMaNG4fGxkZMmTIFGzZswH777dfhetkVQURJJcsysrOzIcsyhBAIBAKoqKiA1WpFZmYmAKC2tjbqcUII+P1+2Gw2mEwmY3ka9qISERFRKiVr/mhPmJO6fft29OvXD7feemvM+/r379+hetmTSkRJpSiK0YuqaRrKy8sRDAaRlZVlbC8oKEBpaSlkWY4YTuPxeCBJkhHMAoDX642Yv0pEREREXWOfffZBZWVl1Ha324199tmnw/WyO4KIkio8E6+maVBV1cjQq2kahBBGIBtKXx4IBFBTU4OcnBzIsgyXywUhBGpqauDxeCICXCIiIqJkStaapj1hnVQhRMz9aGhogM1m63C9DFKJKCV0XYckSSgoKDCG8Gqaht27dyM/Px9Wq9VIpmQ2m41hvaEscR6PBwCMbURERETUNa6++moAzYH2zTffHLEMjaZp+O9//4thw4Z1uH4GqUSUEpIkQVEUZGRkRAzrVVUVZWVlKCwshM1mQ1lZGQKBAPr27QtJkoz7Q4mVXC4Xe1GJiIgoZTgnNdqGDRsANPekfvPNNxFLBlosFhx22GG45pprOlw/g1QiSolQkBoSDAZRV1dn/Ds05DcrKws+nw+yLEPXdWiahmAwaJSrra2FqqrIyclhAiUiIiJKOg73jbZy5UoAwMyZM/HQQw9F5A/pDLzCI6KU0zQNgUAAgUDA2KYoCiRJgtPphM1mMwLYlkvTCCFQX18PAMjLy4uY80pEREREqbNkyZKk1MsglYhSTpIk2O12NDQ0GNv8fj/MZjN0XUdVVRV8Pl+rddTX1xtL2xARERElC4f7tu6LL77Aiy++iO3bt0d0QADAK6+80qE6eXVHRCkXGsrr9/uNbbW1tUa2X7PZ3K56ampquBwNERERURdZvnw5Ro0ahU2bNuHVV19FMBjEpk2b8OGHHyIrK6vD9TJIJaIuEVqOJiQYDELTNCiKguzs7HbV0dDQgKampqghwURERESdJTQnNRm37m7+/Pl48MEH8eabb8JiseChhx7C999/j2nTpqF///4drpdBKhGlnK7rqK2tjdoemmsqhGh3XWVlZairq2OgSkRERJRiv/zyCyZOnAgAsFqtaGxshCRJuOqqq/Dkk092uF4GqUSUErquG0NzdV2PmrMAAIFAwFhPtU+fPsjPz29X3bW1tQkFtkRERETtJv1vXmpn3tD9O1KRm5trdDKUlpbi22+/BdB8beb1ejtcL4NUIkoJIQQ0TTNOWMXFxXHLKooCq9UasfRMW0JzWomIiIgoNY4//ni89957AIBp06bhiiuuwJ/+9Cf8/ve/x4knntjhepndl4hSQpZlqKoKSZKMv1vKzMyEoijQNA1+v9/4Za49Ghsb2z2XlYiIiKi9uE5qfI8++iiampoAADfccAPMZjPWrFmDKVOm4Oabb+5wvQxSiSglJEmCyWSKmdk3xOv1IiMjAz6fDxUVFQnVH6pTkiQoitJZzSYiIiKiOHJzc42/ZVnGddddh+uuuw4AONyXiNKfruvwer2ora1FeXk5Kisro8q4XC5IkgS/34/c3FyUlJSgqKioXfULIVBeXs5laYiIiKhTJWM+arLWXk0HTU1NeOCBB7Dvvvt2uA4GqUSUEpIkISMjAwCMYSEtKYoCSZKQlZUFl8sFi8WS0JBfAJyXSkRERJRkgUAAN954I4466iiMHDkSr732GgBgyZIl2HfffXH//ffjiiuu6HD9HO5LRCkhSRKEEGhoaIhbRlVVWCwWKIoCXdfhdrsTGipiMpmQm5sLWebvb0RERNQ5OCc12ty5c/HYY49h3Lhx+OSTTzB16lTMmjULq1atwp133olzzjkHZrO5w/UzSCWilNE0rdWMvaHgUpIk6LqOxsbGdtetKApKSkr26oRIRERERG1bsWIFli5dijPPPBNfffUVDj/8cHg8Hnz33XcwmfY+xGR3AxGljKqqUBQFeXl5Me83m83Qdd3IAux0Ottdd15eXqecFImIiIjCcU5qtB07duCoo44CABx22GGwWCz461//2mnXYgxSiShlJElCZmYmXC4XBgwYEJWFN5RMSVVV6LqOzMzMdtdrtVq79bAZIiIiou4iGAzCYrEY/zabzcjKyuq0+tntQEQpE0qMpGkaTCYTbDZbxJDe7OxsyLIMs9kMIQSEECgtLUVtbS0aGxths9liJl2y2WxcdoaIiIiSgnNSY7vllluMpJiBQAC33357VKD6wAMPdKhuBqlElDKSJKG6uhqqqiI3Nxe5ubnw+/1QVRUmkyliiIjP54OqqsjOzkZ+fr6xFM2vv/4alcHXZrMxWRIRERFRiowePRo//vij8e+RI0diy5YtEWX2JghnkEpEKSPLMqxWq9Fjquu6saZpTk5ORG9oY2Mj8vLyjF8va2pq4PF4Yi4xY7VaU7YPRERE1LuwJzXaqlWrklo/g1QiShmTyYTi4mKj1zMUpEqSBJvNZpysFUVBfn6+UU4IAZ/PF3cNVCZMIiIiIuo5eGVHRCkV3lsqyzLy8/NhMpmi5pSGB566rsPv90fVJUkSCgoKONSXiIiIkiZZmXi7cUdq0jFIJaIuYzKZ4HK5IIRoNdBsbGyEECJiW/i6qN15uAwRERERRWKQSkRdqq15HrquR2X0tVgsKCoqgslkYoBKREREScU5qanHIJWI0l5BQQF2794NIQRycnJgt9s5D5WIiIioh+JVHhGlNVmWoWkaiouLIUmSsdYqERERUSpwTmrramtr8fnnn6OiosJYtSHkvPPO61CdDFKJKO0pihKVWImIiIiIutYbb7yBc889F42NjXC5XBEdCZIkdThIZUpMIiIiIiKiOEJzUpNx6+5mz56NWbNmob6+HrW1taipqTFu1dXVHa6XQSoRERERERElbNeuXbj88suRkZHRqfUySCUiIiIiIopDwv/mpXbqrat3rBOMHz8e69at6/R6OSeViIiIiIiIEjZx4kRce+212LRpEw455BCYzeaI+ydPntyhehmkEhERERERxSFLEuQkzB9NRp2p9qc//QkAcNttt0XdJ0kSNE3rUL0MUomIiIiIiOLgEjTxtVxyprNwTioRERERERGlDQapREREREREcXAJmtatXr0akyZNwqBBg7D//vtj8uTJ+Pjjj/eqTgapRERERERElLB//vOfOOmkk5CRkYHLL78cl156Kex2O0488UQ899xzHa6XQSoREREREVEcspS8WyJUVcVNN92EffbZB3a7Hfvuuy9uu+22iHmhM2bMiOqtPfbYYyPqufrqq5Gbm4v+/ftj+fLlEfetWLECkyZNaneb7rjjDtxzzz144YUXcPnll+OKK67ACy+8gLvuugvz5s1LbAfDMHESERERERFRmrv77ruxaNEiLFu2DEOHDsW6deswc+ZMZGVl4YorrjDKTZgwAUuWLDH+bbFYjL/feOMNPPfcc3j33Xfx888/Y+bMmRg3bhzy8vJQW1uLG2+8ER988EG727Rly5aYQe3kyZPxt7/9rYN7yiCViIiIiIgoPgnJmT+aYJWffvopTj/9dEycOBEAMHDgQDz//PNYt25dRDmr1Yri4uKYdXz//fcYM2YMhg8fjuHDh+PKK6/Eli1bkJeXh+uuuw6XXHIJ+vfv3+429evXDx988AEGDRoUsf2DDz5Av379EtvBMAxSiYiIiIiIuojH44n4t9VqhdVqjSp33HHHYdGiRfjpp59wwAEH4KuvvsKaNWuwYMGCiHKrVq1CYWEhsrOzccIJJ+COO+5AYWEhAOCwww7Dk08+iZqaGmzZsgU+nw+DBg3CmjVr8OWXX2LhwoUJtX327Nm4/PLLsXHjRowcORKSJGHNmjVYunQpHnroocQORBgGqURERERERHEke53Ulj2Oc+bMwdy5c6PK//Wvf0VdXR0OPPBAKIoCTdNwxx134Pe//71R5pRTTsHUqVMxYMAAbN26FTfffDN+85vfYP369bBarRg/fjz+8Ic/4KijjoLdbseyZcvgcDhw8cUXY+nSpVi4cCEeeeQR5Ofn48knn8TQoUNb3YeLL74YxcXFuP/++7FixQoAwEEHHYQXXngBp59+esePjRBCdPjRREREREREPZDH40FWVhbGPfgBzHZnp9cf9DXgvatOxI4dO5CZmWlsj9eTunz5clx77bW49957MXToUGzcuBFXXnklHnjgAUyfPj3mc+zZswcDBgzA8uXLMWXKlJhl5s6di7q6OsycORMnn3wyvvnmG7z55pt49NFHsX79+s7Z2QSxJ5WIiIiIiCgO6f//S0a9AJCZmRkRpMZz7bXX4vrrr8fvfvc7AMAhhxyCX3/9FXfeeWfcILWkpAQDBgzAzz//HPP+H374Ac8++yw2bNiAf/zjHxg9ejQKCgowbdo0zJo1Cx6Pp11t62wMUomIiIiIiNKc1+uFLEeuIKooSsQSNC253W7s2LEDJSUlUfcJIXDhhRfi/vvvh9PphKZpCAaDAGD8P1bdubm5+Omnn5Cfn4+cnJxWk0pVV1e3a99aYpBKREREREQUR0fWNG1vvYmYNGkS7rjjDvTv3x9Dhw7Fhg0b8MADD2DWrFkAgIaGBsydOxdnnXUWSkpKsG3bNvztb39Dfn4+zjzzzKj6Fi9ejMLCQkyePBkAMGrUKMydOxefffYZ3n77bQwZMgTZ2dlRj3vwwQfhcrmMv5OR+ZhzUomIiIiIiFoIzUmdsODDpM1J/c+Vv0FdXV27htTW19fj5ptvxquvvoqKigr06dMHv//973HLLbfAYrHA5/PhjDPOwIYNG1BbW4uSkhKMHTsW8+bNi0rOVF5ejmOOOQZr165Fnz59jO233XYbHnroIRQWFmLZsmU4+uijO32/24NBKhERERERUQuhIPWUh1YmLUh9+4qx7Q5S05GiKNizZ4+xxE2I2+1GYWEhNE3rUL1y20WIiIiIiIiIIsXr7/T7/bBYLB2ul3NSiYiIiIiI4kj2Oqnd0cMPPwwAkCQJTz31FJzO//U0a5qGjz76CAceeGCH62eQSkRERERERO324IMPAmjuSV20aBEURTHus1gsGDhwIBYtWtTh+hmkEhERERERxSFLEuQkdHsmo85U2bp1KwBg7NixeOWVV5CTk9Op9TNIJSIiIiIiooStXLkyKfUySCUiIiIiIoqDc1Lj0zQNS5cuxQcffICKigrouh5x/4cfftihehmkEhERERERUcKuuOIKLF26FBMnTsTBBx8MqZMibwapREREREREcUiS1GnBV8t6u7vly5djxYoVOPXUUzu1Xq6TSkRERERERAmzWCwYNGhQp9fLIJWIiIiIiCiO0JzUZNy6u9mzZ+Ohhx6CEKJT6+VwXyIiIiIiIkrYmjVrsHLlSrz99tsYOnQozGZzxP2vvPJKh+plkEpERERERBQH10mNLzs7G2eeeWan18sglYiIiIiIiBK2ZMmSpNTLOalERERERERxSEm89QSqquL999/HE088gfr6egDA7t270dDQ0OE62ZNKRERERERECfv1118xYcIEbN++HX6/H+PGjYPL5cI999yDpqYmLFq0qEP1sieViIiIiIgojtA6qcm4dXdXXHEFhg8fjpqaGtjtdmP7mWeeiQ8++KDD9bInlYiIiIiIKA5Zar4lo97ubs2aNfjkk09gsVgitg8YMAC7du3qcL3sSSUiIiIiIqKE6boOTdOitu/cuRMul6vD9TJIJSIiIiIiioPDfeMbN24cFixYYPxbkiQ0NDRgzpw5OPXUUztcL4f7EhERERERUcIefPBBjB07FkOGDEFTUxPOOecc/Pzzz8jPz8fzzz/f4XoZpBIREREREbWiB3R6JkWfPn2wceNGLF++HOvXr4eu6zj//PNx7rnnRiRSShSDVCIiIiIiIkrYRx99hJEjR2LmzJmYOXOmsV1VVXz00UcYPXp0h+rlnFQiIiIiIqI4OCc1vrFjx6K6ujpqe11dHcaOHdvhehmkEhERERERUcKEEDGDbbfbDYfD0eF6OdyXiIiIiIgoDq6TGm3KlCkAmnuZZ8yYAavVatynaRq+/vprjBw5ssP1M0glIiIiIiKidsvKygLQ3JPqcrkikiRZLBYce+yx+NOf/tTh+hmkEhERERERxZGs+aPdeU7qkiVLAAADBw7ENddcs1dDe2PhnFQiIiIiIiJK2Jw5c2C1WvH+++/jiSeeQH19PQBg9+7daGho6HC97EklIiIiIiKKQ/r/WzLq7e5+/fVXTJgwAdu3b4ff78e4cePgcrlwzz33oKmpCYsWLepQvexJJSIiIiIiooRdccUVGD58OGpqaiLmpZ555pn44IMPOlwve1KJiIiIiIjikCUJchLmjyajzlRbs2YNPvnkE1gslojtAwYMwK5duzpcL3tSiYiIiIiIKGG6rkPTtKjtO3fuhMvl6nC9DFKJiIiIiIjikKTk3bq7cePGYcGCBca/JUlCQ0MD5syZg1NPPbXD9XK4LxERERERESXswQcfxNixYzFkyBA0NTXhnHPOwc8//4z8/Hw8//zzHa6XQSoREREREVEcXCc1vj59+mDjxo14/vnn8eWXX0LXdZx//vk499xzIxIpJYpBKhEREREREXWI3W7HrFmzMGvWLGPbnj17cO211+LRRx/tUJ0MUomIiIiIiOJI1vzR7t6RumnTJqxcuRJmsxnTpk1DdnY2qqqqcMcdd2DRokXYZ599Olw3EycRERERERFRu7355ps4/PDDcdlll+HPf/4zhg8fjpUrV+Kggw7Cxo0b8eKLL2LTpk3/x959x8lZ1Ysf/zx1+sz2mh5CS0INvSNIBwVFbChwBYR7UdGr93dteFW8oiKKCmJBFAELXgtIkU7oBEIghfSyvc1Ob0/5/bHZSTbZzbbpe966L7JTznO2zTzf53vO9zvl8UWQKgiCIAiCIAiCMIbhPqn5+ChX3/72t7n22msJh8N8//vfZ/PmzVx77bU8+OCDPP3005x//vnTGl8EqYIgCIIgCIIgCMKErV27luuvvx6v18sNN9yALMvcdtttnHzyyTkZX+xJFQRBEARBEARBGIPYk7q3cDhMVVUVAKqq4nK52H///XM2vghSBUEQBEEQBEEQhElZs2YNXV1dANi2zbvvvkssFhvxmEMOOWRKY4sgVRAEQRAEQRAEYQyiT+ro3vOe92Dbdvbz4X2okiRh2zaSJGGa5pTGFkGqIAiCIAiCIAiCMGFbtmzJ6/giSBUEQRAEQRAEQRiDTH6qzZZzBdu5c+fmdfxy/t4IgiAIgiAIgiAIFUZkUgVBEARBEARBEMYg9qQWnghSBUEQBEEQBEEQxiBJIIsWNAUllvsKgiAIgiAIgiAIJUMEqYIgCIIgCIIgCGOQpfx9VALDMHjiiSf4+c9/TiQSAaCjo4NoNDrlMcVyX0EQBEEQBEEQBGHStm3bxtlnn8327dtJpVKceeaZ+Hw+brnlFpLJJHfeeeeUxhWZVEEQBEEQBEEQhDEMF07Kx0e5+8xnPsOyZcsIBoO4XK7s7e9///t58sknpzyuyKQKgiAIgiAIgiAIk7Z8+XJeeOEFdF0fcfvcuXNpb2+f8rgiSBUEQRAEQRAEQRhDvvaPVsKeVMuyME1zr9vb2trw+XxTHlcs9xUEQRAEQRAEQRAm7cwzz+S2227Lfi5JEtFolK9//euce+65Ux5XZFIFQRAEQRAEQRDGIEn56WlaAVtS+eEPf8hpp53GwQcfTDKZ5CMf+QgbNmygrq6O+++/f8rjiiBVEARBEARBEARBmLSWlhZWrlzJAw88wIoVK7Asi6uuuoqPfvSjIwopTZYIUgVBEARBEARBEMYgSxJyHtKe+Riz0J577jmOP/54rrjiCq644ors7YZh8Nxzz3HyySdPaVyxJ1UQBEEQBEEQBEGYtNNOO42BgYG9bg+FQpx22mlTHldkUgVBEARBEARBEMYgk5/MXiVkC23bHrXfa39/Px6PZ8rjiiBVEARBEARBEARBmLCLL74YGKrm+8lPfhKHw5G9zzRNVq1axfHHHz/l8UWQKgiCIAiCIAiCMAZR3XdvgUAAGMqk+ny+EUWSdF3n2GOP5VOf+tSUxxdBqiAIgiAIgiAII3QNJlixZYCls6vwOlVqvI7xnyTMGHfffTcA8+bN4wtf+MK0lvaORgSpgiAIgiAIgjADpTImlm3j0neFBGnDpD+S5p7nt/DTxzcgSXDY3Gr++6KD2a/JS53PWcQZF4dMnqr7Usap1J2+/vWv52VcEaQKgiAIgiAIwgzTNZjgq398m8+ffyAHtvgByJgWr20e4JpfvEYokQHAtuHNrUE++KMXuOz4Odx0yRI8Dq2YUxdKzJ///Gf++Mc/sn37dtLp9Ij73njjjSmNWQlFpQRBEARBEARBmIRYyuDRVZ187x9riSYz2LbNlp4oV9z5SjZA3dOfX97BQHT0+yrZ8J7UfHyUux//+MdcccUVNDQ08Oabb3L00UdTW1vL5s2bOeecc6Y8rghSBUEQBEEQBGGGaQ8mAPjXO13c9si7PLeul4/+9CUSaXPM5xiWzV9fb8MwrUJNUyhxP/vZz7jrrrv4yU9+gq7rfPGLX+Rf//oXN9xwA6FQaMrjiiBVEARhHJZlYdt2sachCIIgCDlh2zYvrOvd+W/4+ZOb+NhPX6JrMDnuc+96aiO94VS+p1hSZCl/H+Vu+/bt2VYzLpeLSCQCwMc//nHuv//+KY8rglRBEIRxpNNpgsEgyWSSTCaDaZoiaBUEQRDKViie4eVN/VN67mAsw1vbB3M7IaFsNTU10d8/9Ls0d+5cXn75ZQC2bNkyrXMlUThJEARhH2zbJpVKMTg4yODgIAAOhwO3243b7UZRFCRJQlGU4k5UEARBECYokTZZ0xae8vO//9BajpxfTb1/ZlT6lSTyUt23Evaknn766fzjH//giCOO4KqrruJzn/scf/7zn3n99de5+OKLpzyuCFIFQahotm0jTfFdYPi5brebUCiEYRgApFIpUqkUwWAQSZJwOBx4PB6cTieKoiDLMrIsFqoIgiAIpSmWMkhmxt57Op53OyN0DiZmTJAqjO2uu+7Csob2KF977bXU1NSwfPlyLrjgAq699topjyuCVEEQKpZt22QyGWRZRlUn93I3HJCqqoqqqrS0tNDR0ZG9ffdjJJNJksmhfTySJOF0OvF6vTgcjmzAKoJWQRAEoVRs749Pe4wfP7qeWz9+BH5X5bejyVcl3krIpLa1tTF79uzs55deeimXXnoptm2zY8cO5syZM6VxRZAqCELFMgyDzs5OPB4P1dXVE16Sa5omwWAQj8eDqqpIkoQkSRMKNG3bJpFIkEgMVU2UZXlE0Do8jghaBUEQhGKwLJvn1/VMe5zH3+4iGE3PiCBVGNv8+fPp7OykoaFhxO0DAwPMnz8f05xaxl4EqYIgVKxoNIppmoTDYSRJoqqqakKBqm3bxGIx3G73iNuGl7NMhmVZxONx4vGhq9aKomSDVl3Xs/tZp7okWRAEQRAmIxTP8OqmgWmPY9vwwEvb+Ny5B6CrlV2XIV+VeCuhuu9Y26qi0ShO59SXg4sgVRCEimRZFul0Ovt5KBTCNE1qamrGXfqrKAqtra3ZF13btkmn03st9Z0K0zSJxWLEYjFgaDmxy+XC6/Vms7YiaBUEQRDyJZExWdcx9aJJu/vNc1v42EnzaK12j/9goaLceOONwNA2p69+9asjLuybpskrr7zCYYcdNuXxRZAqCEJFGt6PurtoNIphGFRVVaFpWrbI0Z4kSULTRi5fGu77lWuGYRCJRLLja5qWrRysqmp2abAIWgVBEIRcSKQN0sbkVwaNJpo0eGVjP+9f5qro9ylp5//yMW65evPNN4Gh8623334bXdez9+m6zqGHHsoXvvCFKY8vglRBECqSbdujZj6TySRdXV0A+P3+7BLgPd9ch58vy/KYwWw+ZDIZQqEQoVAIGHqh93g8uFyuEZWDK/lkQBAEQcgfp6agKRIZMzf9vm99eB0n7l9PQ0BU+p1Jnn76aQCuuOIKfvSjH+H3+3M6vghSBUGoSLIs43a7iUajYz4mHA4Ti8VwOp3ZPavDVwItyyKVSuFyuabVxma60uk06XSaYDAIkG1343K5sgGr6NEqCIIgTJTbobJ4VhUrtwVzMt62vjjtwURFB6liT+rY7r777hGfb9u2jVgsxoEHHjitC/yivKQgCBVJlmWqqqrGfdzwHtFoNEpfXx+ZTAbDMFAUBbfbjaIoWJaVbTFTbKlUioGBAdrb22lra6O7u5twOJzdMzuV4k6CIAjCzFHl1jh9ccP4D5yE3z6/hUR6+nUbhPJxzz33cNttt4247eqrr2bBggUsXbqUJUuWsGPHjimPL4JUQRAq1mSzn8lkkh07djAwMIBlWdkrgGMtHS624R6tfX19tLW1sWPHDnp6eohEIhiGgWGaWHZulnMJgiAIlSFtWFhWbt8bHn6zg4FoevwHlqnhTGo+PsrVnXfeSSAQyH7+6KOPcvfdd/Pb3/6W1157jaqqKr7xjW9MeXyx3FcQhIplTzFASyaTI4JURVEIBALZJbelyrbtbLubqqoq3L4qbBMU2UaRGSrPIA39V+xpFQRBmJl6IynufHJTTsdMpE0eeauTI+fX0D4QZ3atm0PnVuf0GMU03C89H+OWq/Xr17Ns2bLs53/729+48MIL+ehHPwrAzTffzBVXXDHl8UWQKghCxZrq0tc9s6amaZJIJHIxpYJxuVwY1tCbn2kCO3tpS4AsgyZZDCQzYIOmyDhVGZcu9rYKgiBUOtO0SWbMnI/7jQffyf774qNmcfNlh+JxiFCjUiUSiRHFkl588UWuvPLK7OcLFizIFqqcCvGbIwhCxZrOEt2enh4aGhqQJIlgMFgye1InSlVVzFFidBswLUiaJrc8uZnOcAq/U2VOtZNFdR4W1Xuo8+g4NBlNlvDoCqoidoYIgiBUCl2T0VU5Z21oRvOX19rYv9nHx06cT8Ctjf+EEicKJ+1t7ty5rFixgrlz59LX18fq1as58cQTs/d3dXWNWA48WSJIFQShYu3ZJ3UybNtGlmWi0WjeeqTmi6qqME7vNcOy6AqnAAgnDd7pjPJO565KyLIEjT4Hc6qdHNToY36NC69DQVeGTm7cuoJcxsuUBEEQZipFlmipdrG1N5bX4zz4ahuXHTc3r8cQiufyyy/n+uuvZ/Xq1Tz11FMceOCBHHnkkdn7X3zxRZYsWTLl8UWQKghCxdK0qV+9dbvdACW/D3U0TqcTW9p39jOWNtnXjl3Lhs5wis5wile2hXaNrcrMqnKysNbNAY1emv0OXJqMKsu4NRmHJpYMC4IglLKAS+OqUxfw1T+9ndfj7OiPsaY9xNLZVciyhGFaVHv0styHKUlDH/kYt1x96UtfIh6P85e//IWmpib+9Kc/jbj/hRde4MMf/vCUx5fsqVYWEQRBKHGpVIr29vYpPXfWrFnYtj3l5xdTQ0MDsuZhrIVcigwvbennV6+05eyYNW6N2VVO9m/wsqjOTZVbw6nKqIqEV1dQptErTRAEQcitnlCSS3/8Apu6x+4lniuXHjsbn1PjH2+08383nsScOk/ej5kr4XCYQCDAt/+5EqfHl/Pxk7EIXz73MEKh0Ij9nYLIpAqCUMGms9xXVVXC4XAOZ1M4uq6T3sflR8uyeKsjt0uYB+IZBuKZEeMqskSL38HcahcHNnqZW+3C41DQFAmHKuPWlLK8oi4IglDuVEWmzqezqTv/x/rjy7t6ZX70py/xhxuOp6Xanf8D55AsSXnZ4lJp22auu+46/ud//oe6urppjyUubQuCULHS6crt2TaWiZTJTxkmm/rieZ+LadnsGEyyfEuQX768g68+sp4b/7qW//rHu9z69Bbuf6OTFTtC7BhM0BdNM5jIkMyYU24dJAiCIExMJJnhlY0DBT/u1t4Yn/rFq3SHyqtifqkwDIOvfOUrzJ8/H5fLxYIFC/if//mfEd0MbNvmpptuoqWlBZfLxamnnsrq1atHjHPjjTdSU1PDnDlzeOCBB0bc98c//pELLrhgSvO79957c3aBX2RSBUGoSJZlTTlIHQ70yjFYmsh+1IxlE0xMPcs8XbG0ybqeGOt6Yjy8Zug2Cajz6jT7HbQEHMypctHkc+DZWaxJlSUUWcKtKWiquL4608RSBoZl41BlnGLfsyBMm0cfWtWSMQv/PreuI4JRhONOR6lU9/3ud7/LnXfeyT333MPixYt5/fXXueKKKwgEAnzmM58B4JZbbuHWW2/lN7/5Dfvvvz/f+ta3OPPMM3n33Xfx+Xz84x//4L777uPxxx9nw4YNXHHFFZx55pnU1tYyODjIl7/8ZZ588skpfT25PG8SQaogCBXJsqxpLfcNBoNEo/nfq5Nrbrcby953EBdOTr01T77YQG80TW80zapRliK7NJk6j06DV2dWlZPZVS7qfTouVUFXZRQZNFnGpQ8VcRIqSyxjcvvy7ZyxqJaj5wRwiUBVEKYsGEtz04PvFCVAbQw4OXxeFQG3XvBjV4KXXnqJiy66iPPOOw+AefPmcf/99/P6668DQ0Hibbfdxpe//GUuvvhiAO655x4aGxu57777uOaaa1i7di2nnnoqy5YtY9myZXz2s59l8+bN1NbW8sUvfpHrrruOOXPmFO1rHCaCVEEQKtZU+6Tats3g4GBuJ1MgTqeTzD5a36kyrCtAoYxcS2Qsdgwm2TGYZEXb3kuJvA6FBq9OnUen0eegzqNT7dYIOFV0dSgTqykSys4suSpL6IqEpsoVtyeoEg3/jJ7c0M+hLT4RpArCNITiGf62ojhFAR/+z5ORZAmvs8xCkDxV9x3uFrfnElmHw4HD4djr4SeeeCJ33nkn69evZ//99+ett95i+fLl3HbbbQBs2bKFrq4u3vve944Y65RTTuHFF1/kmmuu4dBDD+Wuu+4iGAyyefNmEokE++23H8uXL+eNN97gjjvumPKXk8uWfWX2GyIIgjAxtm2X5XLd6ZJlmTHL+gIZ0+TtzvLq+zoR0ZRJNJVgc/++9zmpsoTPoeJ3Dn1UuVQavDo1Hp1ql4bfqaLKEqoio8kSsjS0/FtTJHRFRlPG3/Mr5J6y83tuM7RcvMo19fZSgjDTbe4p/IXKpoCTy46fiyRLNPidBT9+qZs9e/aIz7/+9a9z00037fW4L33pS4RCIQ488EAURcE0Tb797W9nW710dXUB0NjYOOJ5jY2NbNu2DYCzzjqLj33sYxx11FG4XC7uuecePB4Pn/70p/nNb37DHXfcwe23305dXR133XUXixcvHnf+lmWxceNGenp6RuyPBTj55JMn/H3YnQhSBUEQKoSu62Qvy44hbVpsGSeQq2TGzv24E92T61DlbEDrd6hUuzXqvTq1bo0ql4bHoaDKuzK1kjQUUKk7KxiLpce5IctDv9k2sKU/TmtAnOQKwlQdOreKg1r9rG0vXAX7/Zt9XHfmfrj08gw9ZCTkcd5fpzouwI4dO0a0oBktiwrwhz/8gXvvvZf77ruPxYsXs3LlSj772c/S0tLCJz7xiezj9ryYatv2iNtuuummEUHwTTfdxBlnnIGmaXzrW9/i7bff5qGHHuLyyy9nxYoV+/waXn75ZT7ykY+wbdu2vZIDkiRhmua+vwljKM/fFEEQhHHIsozT6SSZTBZ7KgXjcrkwxynanjYt4pmpvWHMRCnDyu6VnQi3ruDfLVNb69Fo8A4tPa5yajg1GW23QlCKLOFWR7YhmEymdl+P3fO+UsoA27aNaduYlo1pgWXb2DbY2NgANlj20O2WbWNYQ98j07Z5tzfOstkBUUBJEKYglTFZ1x5mQwFX1HzunAO49Ng5zMDFTRPm9/sn1Cf1P//zP/mv//ovLrvsMgCWLl3Ktm3b+M53vsMnPvEJmpqagKGManNzc/Z5PT09e2VXh61bt47f//73vPnmm/z617/m5JNPpr6+nksvvZQrr7yScDi8z7lde+21LFu2jIcffpjm5uacvdeIIFUQhIqkKAper3dGBalutxvD2vebg67IeHWFaFoEqvkQT5vE0yZdkdS4j5UkeM+iWi45uIrQbnugxwsupX0EtJO9b8//TuT+yY7jcDjY0J8gnDRJZIYuksTTJmnTImVapA2LtGmTMizSpkXaGApgx9IWSpIyLBGkCsIkpQ2Tt7YN8vGfvYRhFSZidKgyHzpuDq015dUXdU9SnvakTnbMeDw+tK1nN4qiZJfYzp8/n6amJv71r39x+OGHA0Pt+J599lm++93v7jWebdtcffXV/OAHP8Dr9WKaZrbo5PB/91y+u6cNGzbw5z//mf32229yX8w4RJAqCELFsSwLwzCIxWLFnkpBKYrCeMUa3ZrKJYc2cc9rxSmaIexi20NLWA3DmFYl6lLn9/sZiMs8+m5/TsYzLJukYRHIyWiCMHP0hpJ85Ccv5r2qr1OTueGsA3hzWxCfS6XaIyr55soFF1zAt7/9bebMmcPixYt58803ufXWW7nyyiuBoQuDn/3sZ7n55ptZtGgRixYt4uabb8btdvORj3xkr/F+8Ytf0NDQwIUXXgjACSecwE033cTLL7/MI488wsEHH0xVVdU+53TMMcewceNGEaQKgiCMxzRN2traij2NgpJleSiLNc65h2lLHDE7wJ9WdollvyXA61Cxprhfp1zEYjGWNjXlLEgFeOzdPi5a0oC0c6eqKsu49bEzqxnDImFYyNLQCbTYKyzMFLZtZzNhrbUeUsa+s2K58sFjZ/PRE+cSSRq4HeUfbpRKn9Tbb7+dr371q1x33XX09PTQ0tLCNddcw9e+9rXsY774xS+SSCS47rrrCAaDHHPMMTz++OP4fL4RY3V3d3PzzTfz4osvZm87+uij+fznP895551HQ0MD99xzz7hz+o//+A8+//nP09XVxdKlS9G0kYXtDjnkkMl9kTtJ9kwsfykIQkVLp9O0t7fPqOq+brebmtp60tb4J9+yZPHUhj7uf6OzADMT9uVjR7ZwZB1l2ZN3MlpaW/nus9vJ5fnxcIEqCTh+XhX71bmRJAmnKlPlVFGVob+FgXiG5zcP8G5vDIcqs7DGzbI5AfwOdZ+BrSBUAsuyGBgYIBwOU11dw53PtfOzf23M2/Ea/A76o2nes7iRWz9+BE5NxlHGS/PD4TCBQIBb/7UKl8c3/hMmKRGLcOOZhxAKhSa0J7UU7bn8GIYyusPFmkThJEEQhJ00TWPWrFkApFIpent7Kz5gnUjRpCxbplm0ACgJfoeCZVXuUt9hpmkScGr0x3P3tZq2jWkM/V0/tXGApzYOAOBUZT5z0lwSCYNQMsNj7/bRFRkqfBVJmfTFQryyI8QVR7XS4NVRZamo+1uHT+AUpXxP5IXSNtwzPBwO8en3LMxpkHrZcXO49Ng5XPzD5QD86bMn8ta2IAe1BvC71JIq2DYdsiTlpad2JfTp3rJlS17GFUGqIAgVx7IhkrJJGSaWJdPQ2ER3V2VnDZ1OJ5kJZqlk2WZtd+X1Si1HPqeKZY1fZKncKYqa0wB1X5KGxS1Pbxlv5Tv3v9lJwKnygUObaNIUMjsrX+uKjGsCQathWdNeNmwYBslkEpfLNa1xBGFfhi/SmqaJislxi2p5acP0l99LEvy/iw4G4KvvX8wZS5to8Ds4fXEjHkflBKjCvs2dOzcv44ogVRCEipIxLZ5a28tdT29mY0+UjGnz9xuOxe/1kkqlMAyjIrOqsizDBIPUlGGyoTee3wkJE+LSZOxM5f0+7qnQX+FEjpc0LJLRNI+s7eXjR7bw7OYBXto6yJVHz8LnsHHtbBe0p2jKoDuSQldlZleNDC7ThkXGsvCM0wvStm0Mw8i2dhBZVCEfLMvCsiycTieJxFB/7MHBIN+97BBO/ubT0x7ftuGBl7Zx3Zn7c8UpC9DUyt3rXSrVfUvJ3//+9wk9brgo02SJIFUQhIrSF0nxlQffIZbatQfi3+5+gx999FACThfNDQ66uzqnvEeiFA0VKZjcO52ajwoQwqS5NRkrVZhCJsLoNg8keGnbIM9vDmLZcOdLO/A5FJY0eTllYS2e3fatRlMGf1nVxYb+BDVujU8ua2VNdxTDtvFoCu/2xIimTc45sI5aj4YNSDZ4discY1kWyWSSeDxOdXW1CFCFnDNNE9M0iUQiRKNRmpubCQaDwFDNhqZanQa/g57w9FdxhONDS4krOUAVRve+971v3MeIPamCIAg7vbU9NCJABeiJpPnwna8BcPT8au74+CF0dlROCxan04k10f2ogCKrXH38HL788LskJrpGWMgLXZGJj9ODrhJIJb564fH1I5c+RlImr7eFObTFjwRkLIt42uJf6/vY0D+UkRqIZ7j1ua2jjveLV9poDThYVOfhqNkjm+VYlkUmkxEBqpBTlmVhmibpdJpgMEg6PbQPe7Qlt5FwiO995FA+ceer0z6u362N/6AKIJOnPamTvMBcSsbrnzpdIkgVBKFi2LbNG9sG9/mYV7cEWdUWYY7HlV3+VO7cbjemNbk3Oq+ucfN5B/Dnt7p4YUswTzMTxqMpUkUuP9+TbdvITHhFeknImDZ3vrSDOVVOemPpSV3QUWWJZbMCHNToHZGJhaGl+X6/X+zXE6bNtu1s1jQcDhONRvd6PdF1PVs4aVgsFuPY/VpzMoeMYZExTDRVXHARckvk5gVBqBjhpMGajvC4j3tibR8OR+VUt9U0bdIn/zYSbl3nssOb8zInYWJUWcr71ehSYFomtR692NOYku2DyQkHqG5N5uwD6vjMSXM5tMW3V4AKu/U0FoQpGN7PnEqlGBgYoK2tjfb2diKRyKgXvAzDQNM0VHVkXiqVSPCp0xdOez7PrO0hnDTGf2CZG96Tmo8PYXQiSBUEoWIk0yYbu8fvN1nj0bCsytiTKkkSkjT1l3JFljl6TmD8Bwp5MVOClXQqxdImT7GnkTcOVeaSpY1cd/wcjp1bRZVLG7XokiBMxZ6BaXt7O+3t7YRCoXEvcpmmSXd3N01NTSNuD4dDXH/G9IJUr1PlSxceRK3XMa1xBGE0YrmvIAgVYyCWntAV3WMXVJNKVcZSX4fDgT2NPS2KrPCRI1pY1REhaVR+Rq/USAWve1sc0WiUw1saeGpT5S0t37/OzfmLG/A7VJQcFSQTvVMFgGAkyUA0RZVbw0xFiUbHvwg7mkxm7/ZPpmniVG32b/axvnPyLcn+78aTmFXjwjXKaoFKJJOfzJ64lDU28b0RBKEipAyTP77WNqHHzq11jfqmXY5cLheWPb0TY4+ucsUxs3I0I0HYm2EYOFUJvcKqSp+ysJpLDmmi2qXlLEA1DIPBwUG6urr22ksoVL50xqStL8q/3tjBB29+nCXXPsB7v/wQHo93ymM6nc5R3/PCoRDf/fAhUxqzMeCkqcpFwF2ey/iF0icyqYIgVIRgLMNDKzsn9FiHqqCqarb6YTlzuVwY0wxSLWSWNPlYUONi80BlZJjLRWWFbPsWCYc5/+A6/vJOb7GnkhNHtPo5bm417hxmkgzDoLu7m1QqhdPpnDHLwWe6tGHSH0oyGEvxm3+t4zdPvEs4vuv9ac2OIKYtIUmTL7QmyzI1NTX09/fvdV8ikWBxSw2qDBNdSFPt0bn7mmMIuGZGVd9hQ1trcv/3KP7GxyYyqYIgVIRtfbG9Ws+M5UN3vobLX0tNTU2eZ5V/uVoO6NRUjhR7U4U8ikajHFTvLvY0cmJRrZsz968dtTDSVFmWRSKRIJVKIUkS9fX1YrlvhbIsm57BOFu7wzy1so0b7nieE77wF474jz/x47+/PSJAHdYdSuxV/Gg8qqrS0tLCwMAAyWRy1Mck4jFuOPuAfY7jdapcd+Z+AFx16gIOm1c9Y1rPCFP31ltvTes1TGRSBUEoe9GkwW9f2Dbhx2/ujXHS/z7P/ztvfz5wZCuhwSCKouB0uVBUDdMCWRraLxiPRQmHx68YXAxDL/65uQprWXDUnCoeXdtLZILBvpALM2NPKgwVf0klExw9x8+r20vzb2oimn0O3r+0Ea8jd6dQlmWRSqXo6+sDoKampqABqm3bIqNTIIPRFP/34mZ++tA7rN42MOHnrW8LceTcyW1VaWhooLe3l1QqNeZjwuEwV5w8j1v/+e6Yj/ngMbP57DkHcsL+9RzY6s/Z0vZyIpGflS+V/p2cTos1EaQKglD2wskMz6/feynTeL7z8HrufWkH3774YN5uD/PPVRtZ3b6rgIRTlfnfDy7mpEWtBAf6x7wSXSwulwsrRwtiLKDapfONc/bnu09uojtS/kuhS51Xl7GsmROkAgwODnLK/KayDVIVSeLSw5rwOXMboCYSCbq7u4Gh7JfH40GW87/YzTAMEokEiqLgdldGlruUDcZS3PfMej7/ixcn/dyv/e41ln//IhKJxIRP/OPxOE6nc59BqmVZqJLF4fOqeXPr6IXNPnLCPFy6wskHNUx63pVCliTkPFzIyceYhXLxxRfv8/5QKDSti18iSBUEoaxlDJNHVnVhTPFkf8dAgst/uWLU+5KGxWfvf5sGn85jnz+BSDiMqqmoqoosK0iSxEB/34gTAEmScDgcKMrQ/UMnmhKZTJpMJoNhGENZW6eTdDo9rQJOHo8H08rdG5xlS1Q5dT6+rJX/e7ubjtDE+0MKkxdwadgzoEfq7kzTRCvjLMwZ+9cSyGGACkOVV4cDVIDq6uq8ZVFt28ayLGzbzrYmMQwDp9OZfd3a8/GmaWLbNrIsi+XH0xCOp/nbi1umFKDC0L7UL/zqZb77yWX07Pb7si+RSITm5mZCodC+5xYa5OYPLeWc7z63131uXaHOK4ojCXv7xz/+wZlnnkljY+Oo9w9XKZ8qEaQKglDW+qJp7nhqc16P0RNJc8ujG/A5NLb0xVjfFWVHME6NW+cv/34MVTUyEkPBhmnLrO2Msq0/QSxlEEsbGKbNklY/BzbVUOPWSBsWz28Y4Ig51TTWaWBbpJKJ7H60iUokEvgCLqwcBqoZCw5q9LGw1kM8Y/L5v63N2djCSFUuDcueWUEqANNY/lVMC2tdHNbiy1n/U9M0sSyL3t6RhaQ0bWivXyaTIZPJYFkWkiSh6zqKokw6w2qaJqZpkkqliMfj2Ytlu/fXTCaTWJaVDUKHTy6HA9lMJsPs2bNFkDpFhmnx7Kp2rv3Js9Ma59ePr+Pblx894QJKEw0SkskkC1tqcaryXq3I4mmTf67s5EPHzcGhzeyff/leXsuPgw46iEsuuYSrrrpq1PtXrlzJQw89NOXxRZAqCELZShkmD77eTjyd/z2U97+8d3ubvmiak//3eQB0VUaVIZ6efNBR59W58PBmzl7SwNymOhTZJp1KkYjHSaVSYzZrj8fjBAJVQG5PHAxLQpElHl9XGVVYS1XAqWKZMzBILUP1Ho2LlzblbB+qaZoEg8FR97unUik0TaO9vX2vv32fz0d1dfWEC+gYhkF/fz+xWGzcx0aj0eyS34GBAXRdzwa1wJivQ8L4uoJxrrl9egHqsDXbg8yrdkxo+8lkLmjEY1G+dNFBfOPB1SNuXzo7wHmHt8z4AFXY25FHHskbb7wxZpDqcDiYM2fOlMcXQaogCGWrP5LmV89tLfY0AEgbFlPdxdkXTfPr57fx6+eHij/pqswZixu44NAmDpnVhEOVMDIZkok4yWQy2zsxn4VO4hmDpzZMfp+vMHF+p4ZlzcAiVbaNDJRLyON3qHz8yFb8YyzznWzRoX0FqDAULMbj8VGDwkgkgqIoBAKBcbOahmHQ09Mz4b30wWCQYHDXnsREYmQ7qlQqhcPhmNBYwi7pjMmfnt9EMDrxVTL78tK6Hhad3Dqhn6tt2xPevxqJRPjQMbP2ClIjCQNzhu2dH40kDX3kY9xydeedd+4zW3/QQQexZcuWKY8vglRBEMrW8g19pCba3K2MpA2Lf77VxT/f6sredvicAO8/ooUTFtVS51KxTRPbtrCl3BdXkSWL5ZuDZMSJSV75HMqMzE5ZtkWVS2UgYRR7KuOqcqlccdQsqlx7ny5ZloVhGBiGgcvlGjNQHd7XOVwgKRKJ7LNH83hL/gcHB9F1HbfbjSzL2X2mw0GrbdsYhkFXV9e09rzvKRaL4fF4ssexLCt7XFEZeGxdg3G+/cDrORuvxqdP+HVjMhdQLMsCy+TEA+pY/m5f9vb3HTVLtJsRRpXvi1YiSBUEoSzF0wbP7vZGWune3B7ize27il+0Vjm59rQFvHeJE0nO7TKsWNrg4TU9OR1T2JvHoUy7sEQ5Mk2TardW8kFqjVvjk0e1Uu0aeYI+HHTGYjH6+/tpaWnZZyBgGAadnZ3ZFRC50NPTQ11dHS6Xi2QySTQapbq6OrtXsbu7O+e/W4lEglgshtfrRZZlMpkMPT091NfX43A4RKA6ikTK4NePrSWWzN3PviHgytvFrXBokG9+YAmnffsZYGhVz2XHzcEplvoiSVJefscr7e/mvPPO45e//CXNzc3THksEqYIglKXBWIbl62dOkLqn9sEkNz/0LscvqsXnyu0JRF8sI6r6FkCVU8GySjtQywfTMKhyaUBi3McWS51H4xPLWnfOc8juwWkwGMxmETVNGzVjtWcF3Vwb7qk6bM/ludOlqmr2axgWiUTQdR1d17FtO5tBrrQT7VzpHozzw/97K6dj/uXFzZx88DET+nkrijKpPpWpVIrWljrOPrSJR9/qwu/SZmRPVGHqnnvuuZy9FuW/CZcgCEKO2bbNCxv6yJgzezlqImPydlsY08zdCbAi27y6bTBn4wlj8zrUGbnc1zAMmnyl29JClyWuPqYVr75rWWsmk2FwcJAdO3bQ39+f/bmZpkl7ezvJZHJEMGcYBvF4nPb29n0u7S22qqoqmpubaWxsJBAI4HQ6s/c1NDTQ2tpKS0sLgUCAWbNm0dTUhK7rSJKE0+mkrq5O7FMdg23bPPTqNtI53pJy3zMbCcatCX3fx+uROprenm5uvWwxK759JroqiwsQO8l5/BBGJ743giCUnb5oml88u7XY0ygJn7v/LX6zfCuJVG5OhJMZkzXd0ZyMJeybW5MnleWoFLFYjCWN7mJPY1R+h8p/njqXcHCA0GCQgYEB+vv7aWtrIxgMjvrzGl7O29PTk20jZVkW0Wi0pJdzu1wuAoEALpcLj8dDTU0NjY2NtLa2oqoqiqKgqipOp5OampoRLXBE4DK+vnCS3/xrXV7GPvurD1FTWzfu45xO56SzWoZh0Nvbg0ux+fiJ88q6sI+Qf4ZhcM8999DVNVRDY+7cudk2WtMllvsKglB2ukJJ2oKlu1SwkGwbfv7MFs5a2sgsx/SzUw5FZnbASdvgxCqCClPnVGVSMzCTats2Uol2HKxyqWRSqQm1bNlTIpHIBgSyLNPS0kIikSjJbLnb7aa2tnZEhWBJklAUBUVRaGlpGdG+RASlk5PMGLy5sY/V2wbyMv6W7gjxlDFuv9ThisxT+X0ODvTzieNb0BxiPyqIPaljUVWVT3/606xdO9RT/Z133snZ2CKTKghCWYmlDH79/NZiT6PkpA0rJ6f9siyxpMWXg5GE8eiqXJIBzEzWHU2jqNM/Kbcsi2AwmF0qq+vFXd5cV1dHa2srra2tzJ49m/r6+n1mOxRlqPJ0KWeCS5VhWryzdYAP3vxoXo/zbtsgteNkU6fTNsgwDMLhEJoiQgVh34455hhWrlyZ83FFJlUQhLIyGM/w5GpReXZ3Hz1uNrNr3Ex34WjGNFjRFube19tzMi9h3zRZmpFB6lAmtTSlDAspR22dYrEYljW0d7CqqgpN07JZE9M0SafTpFKpEb2P86GqqipbkXciLMsiEokQDodRFIWqqqpsoSQYypyUe/YnX2zbZmNHiPO+9nDO96Lu6T3//RDfvfJYPvXeA+js7Bj1MZlMZtx+uvvidDrFz3onaedHPsYtd9dddx033ngjO3bs4Mgjj8Tj8Yy4/5BDDpnSuCJIFQShbFiWzTPrejFE/86sxa0+rj5lPpo6/T0glm3zu9faRWXfApnJ536yZKPKUJJtjnP4g9l9CfCu4SU0TUPTNBwOBz6fD0VRSKVSDA4Okslk8Hq9ZDKZSRe9AbJBcSgUIplMomnamAGqaZrYto2qqiNu6+/vB4aCnOG9ZjC0jLm1tTVbNVbsTx1pMJbmP+54nnC8MMWyvvTrlzlpcTMNLseYvytT3ffe2NjExt4EhpKksao095ALpeFDH/oQADfccEP2tuGl6JIkTXlFhghSBUEoG33RNL9+bmuxp1Ey3LrCrR8+FFeOqmtKgKbI2SC1NeDkQ4c38+PntooLA3kwk0/tk4kER8zy8+r2cLGnUnC2bZNOp0mn09m9gpIk4XK5qK2tRdM0EokELpcrW0nXNE06OzsnNL7b7cbj8WSX7O5ruadt2yOCGNu297l/0bIsOjo6cDgcmKaJ1+vF7XZnA9Xdg92ZSFUkzj1qLhvaB+keLEzdhJ8+tJrvX3HEmEFqKpXC4/FMal9qXV09/3yrm+t/9Rq3X3k0lxw7B3WGL/sVe1LHtmXLlryMO7NfTQRBKCsdgwk6Q6Kgz7ArT5pHjccx7WW+wzKWTTw9dMXzwEYPnz5+Lm5d5XOnzON7T+fnTUiYmSKRCKcvaOSNtnDJZVMNayhDWMil2LZtE4/Hicfjo97v8/loaWmho2P0ZZ0wVK3X7/dng9LhDOq+ToIlSdqrQJLL5drnXE3TzM4zlUrR39+fPVZjY+OMDlR9Lp1/v2AJHzl1EXc8/A7f/dObeT/m/c+u58fXHDfm/ZFIhJqamgkHqQ6Hg96YxfW/eg2Anzy6jtOXNlHvd47zTGGmmjt3bl7GnbmvJIIglJVIMsMvnhWB0jCvQ+WiI1qwc1j/zqOr/PeZCwFo8jlQZBXLhuaAODkRciuTyRALD3LFshZ+8erYgVcxJDJWNgtZKiKRCLIsM2vWLPr6+kgmR16s03Wd+vr6EQHiRPYijvaY4bYzex5jXzKZDAB9fX3U1dXN6EBVUxUaq914nLlpwzEey4JQfGjv6WjLKlOp1IR/Hm63m6qqaq6445XsbTv6YmTM0vlbKJZ89TStpPz0mjVr2L59+169oS+88MIpjTdzX0UEQSgrPeEUT6/tLfY0SoLPqfLbTx1FwJXriqEyswNuQGL3U5JoKn9FXWYyKWc58PIUjUZpbKkq9jRGkBlaRp8swf61oVCIaDRKc3MzXV1dI4ot+f3+nASGlmVhWdaUi+1MZQ9tJbJtm+09kYId7w/PbeJjJ80iHN57+bzD4RizMJckSUPLw70+kGRe3TTA9371PCs272qdc9j8Gty6aEMjjG3z5s28//3v5+233x7RFmn3QnFTUUkBvCAIFSqcyHDrYxuKPY2S8b4jWphb54EcVSHdnbVHgArgESco+VF6cVDBySW0Hev0hdX8v9PnkYyG81ptdzpM0ySRSOy1z9TpnP5qB9M0GRwcpK2tbUp9NQECgcC0qslWCkmSOO3Q1oId77a/rcLl9ox6Xzqd3qsfrtfrpbGpidqGZl7bkeK87z7Pgv/4O5fdtnxEgArw72cfSJUnN3UPytnwntR8fJS7z3zmM8yfP5/u7m7cbjerV6/mueeeY9myZTzzzDNTHldkUgVBKHntwYTIou4kSXD20kYsq3BvbJoi43UoRFOiZ2Ku+J0qli2W0FEiGctPLmumXrfobG+bcjXUQjFNc69lvRNtL7MvlmUxODg4rTFCoRAej2efPVhnikMX7LuHaS51BxOYtjQiizVsuFBXS0sLpmWTsST+9VYnt/zjNbb1jn8xotT/HoTie+mll3jqqaeor69HlmVkWebEE0/kO9/5DjfccANvvjm1vdkiSBUEoaR1h5Pc8Pu3ij2NktDgd/Dp0xawoN67V7Yzn1yawskLa/jnGnGhIFeqXSrsbOGxu7FOCCv2RNEufiuaWQEHLV6Vzn0UJSolLpeL3t5df4t+v79kspfDVYhbWlpm9L5UAL9bZ2Gzn02dhalg/cq6Hpa0OLMtjxRFwePx4vZ4SGYsHlvZxTf+tIquwckVH/zVUxtZtrCWwVgap67QXD0z29GIPqljG670DVBXV0dHRwcHHHAAc+fO5d13353yuDP7FUQQhJIWjKX5zj/W0R4sTCn/Ulbvc3D/tcfgd2k5LZY0EZYtc/ICEaTmUrV7qEdma+usiT1h+EzGHuPzrPGDWXtin0zy+VMLolVVpcXvZPskT5xz6aOHN9HX212040+Wbds0NjYiyzJtbW14vd5pLRm0LCtbBVhV1WkvdTYMY1LFeipRR3+Ml9Z2FaxfKsC3HljBI984G4fDgdPlJpoyue/F7dz+yDpC8cyUx33qnS6O+/IjDETTLGj0ct9nTmJ+w/R+54TKsmTJElatWsWCBQs45phjuOWWW9B1nbvuuosFCxZMedyZ+woiCEJJy5gWT6/t5fHVPcWeSkm49cOH4Hfr2HZxTgx8TpXj5lbx0rbBohy/0rg1BVtSMCd7HX3Ph0/316HI55k2NoOJ4u3/9Ooysm1mq9OWg66uLjRNo76+Hp/Pl82iWpaFaZrIsjzhzKplWWQyGRwOB7Iso+t6TvbjhkIhnE5nyWR4C6k/nOTfbnuKp1cVNjP/6voe+qMZfvt8G794YkO2nVguDESHgu3N3VH+/Vev8vvPnEj1GPtUDdOqyJ6qkjT0kY9xy91XvvKV7D72b33rW5x//vmcdNJJ1NbW8oc//GHK44ogVRCEktQXSXHzQ+uKPY2ScNkxs1hY7y1agAqgyiofOqJZBKk54nXMvJP3PUmAaduEi1g9WkJCkWU0TSurQHU4EK2urs4uGU+n0/T29tLc3DyhMSzLwjAMgsEgDQ0NADnLjhmGUblL1PfBtm1WbOwteIA6rGswye2PriOf3ZNWbQuytSdGusaiMTCyp27XYAIJaKzad69dobKcddZZ2X8vWLCANWvWMDAwQHV19bReUyrvUocgCGUvZZg8+Fp7Tq8El6tGv4OrT11QEkvnEhlR6CdXPHrxf57Fpsg2d7y4vahziKRNVnbHqWtoQtdz3dIpf1KpFF1dXdlA0LZtIpEI1dXVE8peDgen7e3tpNPpbOuZ4f2M0zXVlhPlrq0vxjU/fqZox4/E03sFjlO1f7MPdZTy22nD4qxvPcGDL29nMJYmnspgWTZbeiJ89YGVyKVUsjuHZKS8fVSKjRs38thjj5FIJKipqZn2eOJdUhCEktMbSfOr57cWexol4fxDm6l26xQ7PpSB/ljh9ldVOo+uzOgONKps86eVnfRPY69crjy0po8Xtgxy/XGttLe1FXs6E2bbdjZINU2TdDo94cxFJpMhFAoBZJf3ZjIZrByl4Haf20yQyhhs7Ahz8bceoSsYL9o8grEULdUuOqdYx0GW4UsXLebK0xaiK7ByW4iLbnl21Md+68FVPPjyNur8Thr8DiRJ4puXHUa9f/rtkITy0t/fz6WXXsrTTz+NJEls2LCBBQsW8G//9m9UVVXxgx/8YErjiiBVEISS0hdJ8Z8PrCJVzHKfJWRjTxTDsin25kELmFvj4tAWH+t6Yjn7+cg7x55pfA6VYv9Mi62U+u/OrXaSSqaKPY0Jq6urw+12oyhKdtnuRPeA2ra9VyC7fXtxM9rlKJpIMxhL0x9O8tCrW7nlT2+SLvL71kAkSdMkM6kBt8aFy2bzkZPmc8jsAJFImGBvF5ZlcdjcFhY0etncHd3reYZp8/b2QQCuO+sArj/7gIoOUMWe1LF97nOfQ9M0tm/fzkEHHZS9/UMf+hCf+9znRJAqCEJleOitTt7aESr2NErG61uDPLWmm2Xzawi4HEUN6ByKxrUnzMWybb7x6AZ6otPPrP7yw0uRkLBsG9OGSDJDVzjF5v4EW4NxNvXGGUwWb89ivvicM/vt17Akzj2onrU9UaLp4l+mOGleFeFwf7GnMWEulwtVVTFNk3g8Tm9vLy0tLRPOonZ357ea8e57ZctVJJEmFEsTjg/91wZm13kIeBxs64nwlXteYfnqTuJF3FO9p/5wkobA+IGi16lmA9Mqt87yNV1c/sNnefm75xIKhbJZ8IH+fh7+r9P40A+Xs2p7EACHKvPlS5ayti3Ec2t7+Malh3LSwY1Ue8pnubyQW48//jiPPfYYs2aNrFa/aNEitm3bNuVxZ/a7pCAIJWdhg7fYUygpsZTJl/70DkfNr+aHHz4UXdOKNhcbkCUFRbJoCThzEqRKSMTSu5YFujSNhXUai+p9yDLI0lC+cfcgtjOcYsvOIHZDb5xwGQaxbl1mBq2GHJVpS3z+lPn8Y00Pb7RHijqXSMrEVSZBlcvlygaApmnS29uLJEmTqqSbzz2jLperpHq3TkZvKEF/OMlr63v40/ObeGHNyCDUpascf3ATz7/TUfSs6Wh6Q0maG6tGvc/jUDnviFY+dvICan0OXn63h3/7yXLa+nctT35uTQ/LZruzlVpTqRTNzQ4e+fLp/OTRdXzn/1bzhxtP5sgFtaQyJvG0SYPfWbH7UHcn7fxfPsYtd7FYDLd77/65fX19OByjV4GeCBGkCoJQUmZVi6qAozlxUS26Vhonfaoi0+x3sLJ98s91aTJVLo3OcIp6r77XvkzLHvoAG0Y5j3ZpGvvVaezf4EOWdgWxtg0WNmnDIpY26Y+l6Qyn6Imm6QwnaQul6MtBUJ0r7hL5WRaTjYRhS1ywuJFGn4NH1vUVbS6bgwmOqHWQTBavX+tEDbedsW2baHRoGabL5ZpwUJjv/payLI+aRR3e+6ooSsn12IwmMrT1Rbn+Z8/x4pquMR+XSBs8ubJ09y33hhIsXtiQ/dzjUHnvoc1cfspCGgJOXt/Yx/V3vcSWUZbvAnzzT6t44munZ4NUWZaH+uhKEp859yBeXt/H7DoPDk3BoSn4945LhBmkra2NWbNmcdJJJ/Hb3/6Wb37zm8DQa4xlWXzve9/jtNNOm/L4IkgVBKGkhBPFL6RSavxOlfMPa6ZUCrJbNsyqGn1JmQQ4NXnUSsAeXeEr790PRZb44t/XsajOvTMgndyxLRvGeqKEjEeX8Tk05td6dwWyw8EsQ3vyLBtShkUkadAXS9ERTtET2RXQ5js7q6ul8bMsBaYlMafILSvMMspqaztXU5imSTgcBoYC14kury1EgLj7vlfbtjEMg56eHkzTpK6uDqfTWRLLgQ3TonMgzo//toqfPfwO1mRfkEpMKJZmXr2Hq89YxEVHzabKo7NySz83/voVNnSOv1phfUcYCxlJkrBtO3vhw7Zt4vE4v7nueJyOmRk6iD2pe1uyZAm33347P/jBDzjllFN4/fXXSafTfPGLX2T16tUMDAzwwgsvTHn8mfmbJghCSUpmDO57eUexp1FyPnvWfvhde2cdi8W0YFGdh8Nn+fnokS2Ekwab+uJ4dIWDGr2oisSzGwdQZQlNkbn39XZ8TpWvnLmQarcDwzRZ2uxlXo0r5/38hoLQ3bKx+yAhU+XSqXbrHNDgR5JsZEnaK6A1bUikTULJzFAgG0nRH0szEM/QH0vTH8uQnOTSP12RS+bnWQp0tbhnam5VwbLKo22KJEnZZb7D1Xi1Im4D2F1VVRV+v39EgBqPx+np6cnuc+zq6qK1tXVaywBzZUNHiNO/9FcGK6Ry+fLVndx69Qk0BZxcfttzdIcmvzLg0Tc7OHV/L9FoNJv9liQJj8dTEhcWikXKU7uYcl7ue/PNN3P99ddz5plnsmLFCn75y1+iKAqxWIyLL76Y66+/fsJ9m0cjglRBEEpGMJbhX6vzW9Cj3HgcCqce2IBdIlnUYQGXxqeOnY0iq/gcDuZWe7AZCmABzj24EduGtGlyxGw/iiTh0lQsW0KWVT5x9CxiKROriBszbXZm0EYEtKPPR1UU6r0KjT4nhyAhSzszRdKu/HZ2hJ2Z2oxpkTIs4hmTcCJDXyzDYNJgMJ7Bqc3sFjR70ot88utUZSyrPFZxtLW1oSjKlPeV5ms/qtvtpqqqakQgY5omfX19e7Wj6e3tpampqej9n90OtaQKH01XPGWwsSPEH1/YMqUAFeBbf17FeTefRTQaHXots6yy6iEsFM51113HOeecw1VXXcVRRx3Fz3/+c77xjW/kbHwRpAqCUDKSGYtksRuClpilswK4SnL/ooyy28nononEzM7zYFlSsvsvd19JF3Do1Hsgmi6PUM22hwLaoS9r3wHtMAkZhyrjVFVq3Q4W1O0sviHZqLJU9N63pcIGVKW42QSPruSsR2gh7BloTnQJr2VZ2SXCueZ2u/fKtJmmOWpQnE6nMU2z6EFqvd/JR0/fn7sfX1fUeeTSX1/awsdPWcCXfvfGlJ7f1h/HsIb2o/r9/hmdPd2dWO47uvnz5/PUU0/xk5/8hA984AMcdNBBe/1dv/HG1H4XRZAqCELJiKfLY7ldIR27sAaHpu4VBJY7i6FltXtmWCrJ8NLj7Ce7/WOGbusak1Lk6qB9sRTzmv0kk8mK/p20LCtbbCnX9ly+O15AHA6Hqa2tLWoQ5HZqfOWyZRiGxe+eWl+0eeTSUyvbuPa8JVN+fmPAiSRJtLa2oiiKCFKFcW3bto0HH3yQmpoaLrroopxdfBJvk4IglIyuKS5PqmTL5ldXXIA6rIJjAWGS5CKnE57YGMQGjp3dQndXV15btOSDaZoT2peayWQKFoSbprnPgDgaje61PLgYWmo9fPPyY3htQw/rdgwWdS65sL03imMKhdlkSeJzFxzMle9ZhK6qaJoIEXYnMqmj+8UvfsHnP/95zjjjDN555x3q6+tzNrb4DRQEoWRMdQ9NJav1Fr+4iCDkWymcpz25McjWYIIPLm1GlgDboquzs+Qzqw6HY8KZi3wur+3t7aW+vj7bYmb3YkmjsW2bZDJZEkWfGqvd/PIzp3HiF/6v2FPJiU2dYQ6fX82bW4ITevyiZj+/+vcTmN/gxeMs/s9DKA9nn302r776Kj/5yU+4/PLLcz6+CFIFQSgZJ+5fhyyN2V1kxqn16jgrtFWJDEUtmiQIo9nUn+R/n9kGwEnzApw0r5mB/n5SqVSRZzY2n8834eBTlmUcDkdevp50Ok17ezuSJKGqKpnM+IWowuEwbrd7wj1e86UvnOCOh1YX5dg1XgfXnb+E95+0H1VeB7Ikcfp//oUt3eO3jBnLX1/azMdOWcibW14f8zEt1S7OWzabS46by5w6D03Vounpvkg7/5ePccuVaZqsWrWKWbNm5WV8EaQKglAy6rwqL335FF7eHOSXz23l7bb8FPgoF0ta/bj1ynyZVuRdlYBnmvI9JcmfUlzy9vzWEDtCac49sIaWOpXQYJBYLFbsae1lMplIRVHw+/309vbmbT62bU8oQAVIpVJYllXUINU0Le59aj2/f6Zwe1LPPHwWnz5/KUsX1pEybVZ1RnlgdR+90TStAQfP3noJpmXzhZ8/z4PLN096/KdWtnHDRYeMet+XLl7KxcfMwefSqPU70HZ+78PxNH63qOIrTNy//vWvvI5fmWc/giCUJU2W6OnsYGmdk19evhRFVWkLJrn/lXYefL2tYvdmjuXE/evQVKUiv25JsjFnaMpcksarCzwTlWCUCmwNJvjZS+2oMnzplLklGaQWOws5XZlMBlVVJ1yhONf6I0l++8S7eT1Gnd/Jp89bzPtP2g+/x0F7KMWrO8I88sw2Mnu8DraHUnztsU14dYX//dSJbO2KsGLj5C4qdAzEUUfZ63v60iY+dcb+1PhGbiPpGUxw58Pv8OnzlyBLErV+5+S/yAonS0Mf+RhXGJ0IUgVBKAnDlSAtyyIejxOPxwFw6zo3nNrCF89eSCxt8cSaXu5evo0dA4kizzj/Dp0dqMgAFYaKdFgzNUgt9gRKUKl/TwwLtgwmaa2vp3+Uvp/FNJkiT7Ztl9zS5b6+PlpaWorSjsa2bQYiKda1TWzv5mS894jZXHv+EpYu2JUtvf/tXnpjE8syR9Mmy7cMctFx8ycdpAK8s62f684+kJ89OtRex6HJ3PKJo/YKUOPJDH98biPf+eMbbO4K872rjp/0sQQhH0SQKghCyRgtI5BOp0kPDGTvf89CNxcsPRJkha39Ce5/tZ2/v9FekcFcwF25BSwkaajv6IwkIVKpeyr1KBW4781uTl1QxYnzWunr7S2ZYC8ajeJwOCZUJde27ZLrB2sYBrFYDL/fX/Bs6rbuCOd+7aGcVBqv8zu57oIlvO+E/fB7dNpCKV7dERo1WzpRa7qjXP/eg3hlXTcPv7ZtUs+94Y7nWf3zD/PbZzZyQGuAn11zHK01I/edBqMpVm7q47/ufonDF9bxnSuOpb7KNaW5VjqxJ7XwJLuULgcKgjCjpdNp2traJvx4h8OBx+PB4XSRNCyeXz/A3cu38W5XfvoAFlJLlZPfX3M0HmdlVvd1aRBOltbJcqGoMrg0GcMWJyfDVNnmm49vpBx+IwJOlU8e2YxXl4lFI4RCoaLOx+PxUF9fP+FWLpN9nS0ERVFobW0taDZ1R2+Us77yD7Z0Tb32wdlHzuaa85ewdH49SdPirY4Ib3ZE6JtgtnQi/E6Vq45uRTJN/G6dWx54nZ89PH6Rp3v/8ww6Qkm298X50vuXUrdzCa9t2/QMJghGU9z6l7f43VPvctDsav5+07nMqvPmbN6VIhwOEwgE+PtrW/B4fTkfPxaNcOFR8wmFQvj9/pyPX85EJlUQhJIx2WtmqVQqm82QZZljWl2cftWhyIrKtv4Ev3+pjb+u7KDEEgcTcujsAF6nVrEJt5l8eVTsSR2FDW5dJpou/T/WUNLgRy/sAOALJ8/BlU6TSBRv+4HP55tUr1FVVfH7/YTDM7cwXUd/jPf9zz8nHaA2BJxcf+FSLjp+IV63zo6d2dJ/PrN1ytnS8YSTBj98bhsNXp3DW71855PH8D8fX0ZHf5zfP72RXzy6hoHoyKz+kfvVc/h+9fzzz6v47uXLsgFqVzDOn5dv4q5HVrOhfejiyrlHzeX2T59ES60nL/OvFKJPauGJIFUQhJIxnYUdlmURi8WyhU38DgdfOGM2Xz5/EbG0xWOre/j1c9voLJNerCfuX4csyxVbAdeewWHa0PIucWayJ4+uEk2niz2NSfnpi23cePIcMl2dGIZRlDlMNvsoyzJVVVVEIpGS2ltbKJ0DMT783cdZs31i+1DPO2ou15y3mIPn1ZEwLN7qjHDvqp6cZksnoiea5uxFNbS3t2HbNk5N4z/O24//vGQpFhId/XEee2MHDy7fzKvre3j13W6+fumhxBJpgpEkGdPiLy9s5tsPrMiO+cUPHM71FyyhoUq0nxFKjwhSBUEoGbncK7V7llVRFN67n5v3HXoUtiSztjPKb5Zv4+l1fTk7Xq4d1OKr2AB1JrefAXHlfDQ24NLKr0ptwrB4clOQE5r9DOzcO19oU9nHqSgKtbW19PUV/zVQkqSCBctJw2RLT4RX3+0Z8zGN1S6uP38pF56wAK9rZ7Z0e4i/P7MVo8jF3mzbzn6vMpkMocFBQgwC4NY0Pnx8C9ecfRDv//ZjXHHrU6iKjDHKi62qyPzqs6dx5hGzqfZW5paSXBu6tJiPPanCWESQKghCSTBNk2Aw9xUWh8eORCJEIkPN0We5XHznfYvQ9MUE4waPr+7l/ld2lEzFYEkCn7NyiybJ2BVZ6GqiJGlmL3cei1ub+JLVUmKYdtEykrIsTylIlSQJt9uNqqpFywDD0FLlmpoaOjo68n6swUSGe1d0cNHB9Xvdd8Exc7n63CUcNK+WRMZiZUeE363soT9e2Gzpvpw4L0A6PXaxrkwmQyaTQdN0qj1DgedoAWrAo/P3r5/L0nk1uByV+z4jlD8RpAqCUBLS6XTBqmUmEonsHjJVVTn/IC8fPOJIJEWhO5zm4be6+eNrbfRFi7P0cH6dB10tzxP2iZBlsGZsaV9x5XwsLr38MqkAPbE0ul6cgjPT6S+qKAr19fV0dnbmeFYTN1woprm5Oa/9XoPxDHe+tIPtg0kuXNxAa62HT5+/hAuOW4DHpbF9cGhv6d+eLn62dCwXHlzHQE/XBB5pI43RfPOI/eq45/NnML/Rh6JU7ntMPog+qYUnglRBEIrOMAx6eyffBy5Xxw6Hw9kiIpqm8eEjqrnihFaQZHYMJHh8TS/3vbSDcLIwGYfD5lThdWgV26JFQsKcwalEUThpdKW63FdiaG5uXcatKbg1BY9Docqp4nWo+BwKmq4jy3LB27tYljXlLK4kSWiahqZpZDLFyRhKkpTX4BRgIJbm9he20xUZuui4uivKo999P292RLhnZTcDJZQtHcvBDR4ky5hwT1xlj0Jas+u8/OT6kzhsYT0NAdFiRigPIkgVBKHoTNMs6pKz3WUyGUKhULathM/h4NOnzuffTpyFhcz2gQR/X9nFX1d05C1oPXH/WuwKbk8y05e7SlAWrVYKzVWA1QOqLOHSZDy6MhR4agp+p4rfoeB1qHgdCk5VRpElZElCkYd2oZm2jWHaGJZFyrRIpE3iaZNQIs2OwQw+vQpd10kmC1uYzTCMaS01VhQFp9NZ1CA1XwzLZiCe5vbl20cUOfr7muJcEJ2ORp+OLI3/9yHLMm63m3OWzeEvL2zmax9ZxrlHzaHa66S5xl3wPrSVRPRJLTwRpAqCIOyDZVmk0ym6u7sBCDgcXH1cIzecPg8bie0DCf6xspu/rGjPWdC6sMFb2UHMDA5QYWfhpBn+PdiTjYRjkkGqQ5Vxa0PZTZeu4NEUAi4V387spltXcCgysiztXKo3dDJoWjYZyyJj7Aw4M0MBZ3ckwYa+DLEptMHZEoxzRFM1XV1dBd+fahgGmja1vYXDe1OH9+sXkiRJeQuaIokMffEMP3p+G6kKWJLy9KYgR8/243K59tnuqLGxEU3TeO8Rs3nzJ5fSWuvB5RCn+kJ5Er+5giAUlWma2axlKfJ6vcTj8ezn2arBg0NFnvwOB/92XD3/fvpcbCR2DCR4+O0eHlrZSXd48ntsNUXC6yjNZY+5Uv6njNMjrpyPrsatMafKiVtX8OoKAedQwOlxDGU8VUVCkYYynLIElm1nA860YZE0LOIZk1g6Q18sSSRlkCpQha4NfXFUSeLQ5uaCFAHa3eDgILquT3nZ7FQD3OlqamrK+VLfjGnSMZDgRw+t4epzD66IAHVYvVulJ7zvTL2iKEiSRI3PSY3PWaCZzQyiT2rhiSBVEISisW2bTCZDNBot9lTG5HK59rlfdlfQOggMLQ/+5NF1XHvyLCRJIZYxWbk9zGPv9PDUmh6S45w079foRavgghYyzOj9qMLeZMlGkaDKpXLW/rXZ7GYsbRJMpNg+aBBJGxR4u+ekNfkdRclIJhIJ0uk0LtfU9hoWYwlodXU1Docjp8fuDSd5alUn//nb14mlDL5w8SE5G7vYdHno72S8LL0kSdmtM4XY7ysI+SSCVEEQisYwDLq6JlKtsHhkWZ7Ufq3hoHU4N6woCkvrHBx1zlz+56L9sZHojaR5YeMA/1zVxZvbR2aRj5xXjdepVWyLFkWm5IONvBPLfUewbAlsi4fXdhd7KtPS4NHp6ijOfse+vj6am5tR1cmf1hUjSNV3FprKlfb+GFf+7AVe39ifvS2ayFDj1sqiMNJ40hZIkoyiKPssnrRjxw5g6Gc6a9YsEaTmkER+KrOLROrYRJAqCEJRDAeoha6GORmyLE+4muJYTNMkHo+PWDKsaRpnLnJzwdLFqJqGYdps6YvzxJo+TjygDsuq3LctSRpaojmTVe5Pd+oqYclbKGngcDgKXjwJKFrho2KzbZttvVEuvuVptvXGRtz30tpuFtW5eWV76W4nmYzntw5y9OwmrHSC4MDAPh9r2zbxeJxAIFCg2QlC7lXumjJBEEqWaZr09/eX/ImVz+fbZ5GKqcpkMkQjEfp6e+jqaKe/p5M6NcEnj6ljSZMTVcrgkA102UKVKiugkyWJUfrLCzNcJVy32B5K4pzikttcKHTBpunIRRbVtCw2dIY551tP7BWgAvzxxa0sbSpO/9p8+Ms7ffz3I5twuz3ouj7u41OpVFn9TpQ6meH98Dn+EJctxySCVEEQCso0TcLhMLHY3icVpcbtduclSN2TbdtDS4QHB+nu6qKtrY22tjb6eruJRweRzQS6lMEhm+iyiSrb5fviLVVGQCLkliJJnLGovtjTmJb1vVE8Hk9Rjj2dJbuFXs2i63pOijVt7Ixw1jf/RU9o9Mz1y+t7afSNH8yVEwv48YttuKrqaGpq3mewmslkSnqlkiCMRyz3FQShoCzLIhgMFnsaE6IoylBRpCKwbZtkMjli6aAkSei6jtPpxOVyoasqkiRhSxK2LWNaUsm3rhHXjIXRWICulPdvh2FBX8ygurqaUCiUlwBB07ShD11H03RUVcWWJEzTJmXYTCX2m+6WhslqaGiY0t7Z3XUG41x267OEx9lvapk2Lk0mkSn1V8aJ29yf4CuPbWZBjYt/P34W/b3dpNPpvR433R66wkhiT2rhiSBVEISCKqc3zVKb63DGNZVKZdv2SJKEpmnZwFVTNWRZwkbCpvQC1xL7lhaHbYGR2Zn9kob/D9Jwcxpp9OJKu2fLhp+72ylOMb63NrmpASVL8Pzmfe+zKwdPb+5j2ewq5jS1IGMTjUYIh8MTeq4kSaiqiqqqaJqGqmmoqoasyMDQMvlgPMOa3hir2gZYuSPEmo5QtsjaX647Bq9rcplDy7IKuqrF4/FMO0AdiKT4yn1vsL1v/Hmv3j7Agho3q7tLt4L8VG0eSJAyrTEvhpimWXLvYYIwGSJIFQShoIYbuJf6m6fX6y1KAZTJsm2bdDpNOp0ecTKs6zoOhwOny4WuaTv3gEnYkoxhSUVbcmvP8LK2MpBMJunuHr+SrSRJyLKc/ZvZ/WP322VZ3vm5XPACRG63G1nRMO3pHziSNnIwo+IyLHh52yAvA5oMFxzUiDOdJpVKoSjKriBUH8qCKooKkoRtQ8q0GYyn2TyQZH1PhI09MdZ1htkRnNjr0FT+pk3TLEjbHF3Xcblc+P0B+iMpPE4Nt2Nip6C2bdMRjDMQTROKpXlyVQd/fXXHhJ7711e285EzD6zIIPWDSxuQjVS25cxoSv19tqyIVGrBiSBVEISCUlWV+vp6enp6ij2VffJ4PBPOgJSi4cB19xNQTdPQdR23242u60iSzGDCxKEpODUV0yKvWVdFZsYXTZJlsCa49NC27YIvxZysYDBIVVUVXq8XJAVz525pBXMotStJQ6lWieznFsqMuFSRseCxDb1cdHAjhmnTH0uzYzDF+p4om3r7WdcZYXNvNGftpm5/chNfv/BAqtwTz6Ymk8mcBzKSJOFwOHC53DicDixbYkd/nN8+08YDy5cTTWY4dv96Llg2myMW1lLncwI2kUSGpmo3Tm1X25TBWIrVOwb51M9epHuMvaf78vfXdvD/Lj08h19daVhU5+b4OT46Otr3+TixJ1UoZyJIFQShoCRJwuVy4Xa7R7RlKTWappVFJnUyMpkMmUwmu7yvrr6BL967imTG5LB5NRw+v5o5tR48ThVNkXDqKi5dxcrRkmEZu2L7v06UxFBV0kph2zbBYJBgMIjP5yMQCCDLCuFwiFgshqIo2LaNZVnYto2iKFRXV6NpOpakYDO0xDmcKO1K31MVS1v8fU0P71lUz+1PbeGJtfnro/rs+j5e2RLk9APr0ZTxS6uZpkk0OvkMo6qqO1dqOJFkicFgcOd2AzearpOxYG1biD//awN/fnErkeTemb7HVnbw2MoOAE48qJGjFtbw00ff5euXHsZFR8/G79YJRlN858FVPPDC1knPcVjasNBkUCQwK+jKyNVHt9Dd3Tnu44rRA7dSSTv/l49xhdGJIFUQhIIbPlEt5SDVtu2KXyqlqiqPvTV0ovPsmpGZ7Vqfg/2bfSydU8URC2pY0ODF59TQNRmHquB2atj25JYNyzKYlXSmOAWSVLnZjUgkQiQSQdO0bHupPdtMDfdHHn4NcLlcSLJMPFPaGePpiKZNHn23h/8+7wDebgvRHdm7yE2ufONva1na6qelavxWOMPF2cYyXKjN4XCgO5yoqoplw0Aszcubgzz1zja+edmh+GsaeHXjAA+8uIp/rmibdB/k5Wu7Wb52aPn7l+97g1v++jZH7VfHyi0D9EWmX7iurS/G7CoXW4P5r9ReCI1eHV2Vxl1lIUkSiqLs8zHCJEh56ucsYtQxiSBVEISiUBQFRVFKcjmjy+UatVpipbH38e7YH0nxUiTFS+v7Rtzuc6ksavJz8Cw/yxbWckCLH59Tw6krKLKEU1Nw6SrmKAGsJElYM7z/TCUHqcMm0v/YNE36+vqQJInW1lk0+500+Rx05SAoKUUpw2JtT5RbLzuEG+5fRX80P68vScPigVfbuP60BTi0sQMUy7KIx+PZC3HDbWEcTieapoMkkcrYbOmJ8szr3Tzxdievb+rfa5wPnzif/7p3Be9sH8zZ1xCKZ3hi1fhZwol6dEUbRyxpqYgg9chZfj52eAPdXV3jPtbhcIhMqlDWRJAqCEJRKIqC1+vNVqktJV6vtyz6uE6HLMvE05O/QBBJGLyxZYA3tgxw7/Nbs7crskRLtYt5DV72b/axZE4VCxt8BNwaLoeCKks4/M4ZsRdxXyQK3/KjlNm2TSwWxefzc8Z+ddz75r732JWz9b1R5ta4uP/qo3hz+yBf+vPqvBznD6+1cdnRs8bMphqmiSxJKKpGY3MLhgVdwQSvru3n+bWbePqdLgbHae0ybNW2IIfNq8lpkJprf3hhCx8+bRH/XNc3/oNLkCrDzWcvRJVAVWTa29sndKHL7XaLTGoOibpJhSeCVEEQikKSpJINUnVdZ2Cg/Nth7Iuu62zOYcVL07LZ0R9nR3+c59fuXRSr1qvz+nfPzdnxytVMyKROVjAYJBKJUF1Tw/71btb3lu42gOmwga0DCbYOJLhwcVPejpMxbf68op1rTpmPQx0ZpITjGda0BbnnmU08uaqLYGx6Gd2n3+nifUfP4d7nNk9rnHzqDiXxOsbfo1uqrj9+NslomFQqRXV19YRfP1yu8Zd8C0IpE0GqIAhFM9QWpfRI0vj7fcqdruu8uD5/RVz2FEkaOwtEzOxcqmSLthCjMQyDwWCQxQ0NFRuk7i6RMan36vTmadnvfS+3cemRrTT4nciyRDJjEIpluOtf6/nxP9fl7DjPru7hS+9fkrPx8iUUS+f1+51LMnDUnACnzK+iyaehKTLbt/fS0tIy4Yu6w62phBwSqdSCE0GqIAhFU4on67quT2hPXbnTdQcvvFu4IPXwedVYJfjzLjjJFpnUMWQyGZyqhEx+WyGVAlmCRDp/X2XatEikTR54YQu94RQrNvWzaluQ9oHcXgAwLAvvBPudFsvlpy7koJYAZ6ctfrcid3tdc6nZp/Oe/WpY2uRBVyCVTBKNDtIZTlFXV4fH40GWZRwOx4S2ojQ0NKCqpf1zEYTxiN9gQRCE3Xi93pKuOpwrqqbxyoYCBqnza2Z4DnUnWyz33Zd4LMZBTV5Wd+VuKXqpkSRwaQrx9N6tWXIpkszwg7+vYXtffvfXpzIWTVUuugZLszDRsfs3sKY7wtzq0ln+qspwwrwqTpwXoNatYZkGsWiUgZ7O7OuDqqo4nU7C4TC1tbVEIhH8fj/RaHSfhf08Hg9Op1MUTcox0YKm8ESQKghC0ZRiJnX4pKDS2VDQnqWHzq2aVLuaiiVVfmuj6YhEIhxY31TRQeppC+t49O3uvGeLeyJpFjR68x6kbu6JsHhOVckGqdfd9RLv/Oh9uPTiFhGaV+3kPfvVcEC9C1WCZCJOLBakM7h3wCnLMi0tLZimSXt7O4qiEA6HcbvdNDY2Yts2oVCIaDS61+uJ1+sVBZOEiiCCVEEQisI0zZIMBmVZxjDym+EoNmlne4lCOmhWFSKBOLTfTGRSx2YYBqpkcfTsAK/uKL2iarng1hRueXRD3o+zvifKwbMCPLO6O6/HeendPo7bv54nc9g2JtdWbR3glCVN1LpV+uOFeX13qjInL6jiuDkBAk4FM5MhFovS3z047mvAcOA5vK80kUjg8Xjo7OykqqqKQCBAbW0tVVVV2Z7etm3T09ODpml5/9pmIilPfVJFwntsIkgVBKEoTNMkEokUexojyLJc8QWTYGjf7bY8Z1f21BhwYooEIjaluYKglHR1djKrthZpdhWv7Bgs9nRyyu9UkQt0VrqqLcwZ+9Xk/TiPvNnOj686Ku/HmY7OgQT9sQxHzwnwyLq9+73mykENHk5fWM38GieybZFIxImF++jsn1ydg6amJmRZztZHCIfD1NfXE41GGRwcxOfzoWnaiOJItm1nnycIlUAEqYIgFEUpFify+XwzYj+qruu8/E7+TtRGPaamkKrsBPWESIggdTy2bTMwMMDc5hZe2VHs2eTOwY0+Fta6+cz9bxXkeG/tCPGp4+fk/TjtA3Hq/c68H2c6jtyvltfbQixp9OY0SPU7FE5dWM1Rs/1UuTQSiQTRSISezv4p/53X1dXhcDhIJBJ0dw9lwTOZzIjgMxKJUF1dPWLfqSRJaJomXl/yRBT3LTwRpAqCUBSleLXX7XbT31/Y4K0YdN3Bi+8WtrG9LN6JgZnegGfiLMuiEnbV+R0qc6vdzKtxs64zwlk/eKFglYtThoXHWZjTPFWWcWoKyUxprkSpD7h4aOMAJ8ytnvZYh7f4OHVBFbOqHGCZxONxzFgI01GLrusEqqqoVVXCodCUtrS43W4kSdrrgmksFsPv9xMOhwmHw/h8PlRV3StQFQWThEpRemeJgiDMCKX4Rqooyj6rJlYKTdNY/m5PwY5X59NFBcNhIssxIbIsU5rhzsQEnCrvW9zE4S0BXts0wAd++jL/cd9bBW+toyoySgGuEHWHEhzYGsj7cabKlsCwbNKWhTrJM99at8qlhzRw89kL+OH5C/nQ4gBeM0JXexvdXV14vV68gWp+90YHtzy3nV+s6Oa7z27D6/dPuoDR8H5Sy7L2qo0QiUTw+XzZ+zs6Okin0yJzWihSHj8mYd68edmLEbt/XH/99QB88pOf3Ou+Y489dsQYN954IzU1NcyZM4cHHnhgxH1//OMfueCCCyY3qTwRmVRBEIqiFIPUmVLQxpYkkpnCfa1H7VcnKvsKkyJJEmYZ/9I0+508uKKDnz69uajziKUMZte62dqb3z3oK7cOcNiCGlZuHcjrcaZs569SeyjJEa1+Xt0xdoZTl+GYuVWcNC9AnWeoPUw8FiPc101wZ80Cv9+PruvYtk3ahB+9uD37/HByKLj8x9o+zt2vnu7urglP0zAMbNtGURT8fj+JRGLEfbszTZOOjg6ampqy+1NLcYWSkFuvvfbaiNoZ77zzDmeeeSYf/OAHs7edffbZ3H333dnPdV3P/vsf//gH9913H48//jgbNmzgiiuu4Mwzz6S2tpbBwUG+/OUv8+STTxbmixmHCFIFQSg4y7JIpVLFnsYIPp+PZDJZ7GnknSRJZApcweiQOaL9zDDxbZgY0zRxqDLVLpVgovw2M9d5dNZ0Fr96eXckxYJGX96D1Gfe6eLDJ87nN09tzOtxpmtDX5zDW30jglSnKnP0HD+Ht/qp9WikDZsdwQSNPp22HXtviq6pqaE3o9IZSeFUFdq7BvjEslYiKYOnNw4QTAzVW1jXG+fUBdU0t8wCCRLxGIPB4D7nN1ylV5IkHA4HmqaNqN8Qi8WoqqpicHAw+/jOzk4URaGlpUUEqXlUKn1S6+vrR3z+v//7vyxcuJBTTjkle5vD4aCpqWnU569du5ZTTz2VZcuWsWzZMj772c+yefNmamtr+eIXv8h1113HnDn538s+ESJIFQSh4GzbJhYrbHXZ8bjdbkKhymx5sTtN02gbKGw/Q9O0UWUbVZay1W0tW8KybSybmRXAiqV5E9bT3c1Zi+rZ0J9gRXvxA77JWNsd4avnH8i2/jfY3Fu8Ymzvdkc5eHaAp96ZeDZvKp5f18NXP3hoXo8xLTvjgLZQkjMX1XHS/ABHzApkg9KtwTgvbRukI5zMvh4d2uwZMYSqqqiqiu5y88Dr20fcd+TsKv62sotPHDOLpGnz1MY+uiJpommbf//T2/RG0/zpisNQVXXcFmepVApd11FVlbq6Ojo7d7X2iUQiNDU1ZYPUYaZpkkgk9tqjKpSPPfcvOxwOHA7HPp+TTqe59957ufHGG0f83J955hkaGhqoqqrilFNO4dvf/jYNDQ0AHHroodx1110Eg0E2b95MIpFgv/32Y/ny5bzxxhvccccduf/ipkgEqYIgFJyiKNTU1NDe3l7sqWRpmlZy2d180HWd11YXdkne9x9ay/cfWgvAomYfh8+r5uBZAQ6ZW82cOg8Bt4Yiy8gS2EjYOwPXPYPYweefo/t392AbBmp1NWpVNWogsOvfVVWo1dVoO/8tezwld8Im9o9NXDqdpqe7m9m1DWUXpPbHMzy9qY+ff/xwzrz1haLN4+22MGcfUJv341gWuPTSLXU1/CqQMiw6wknm1rj2Ckr3FMtY2UymLMs0NTcTTBj86e29+85GkgadoSQf/+1KDmnx8ZnT5qMoMh5NoTc6VOfg6Y1Bzj2gjnQ6QzqdIh6PU11dTTAYHLHVZPcgVtM0JEnKvm4ML/OUZXmv7SmhUAi3242qilP7fMh3n9TZs2ePuP3rX/86N9100z6f+9e//pXBwUE++clPZm8755xz+OAHP8jcuXPZsmULX/3qVzn99NNZsWIFDoeDs846i4997GMcddRRuFwu7rnnHjweD5/+9Kf5zW9+wx133MHtt99OXV0dd911F4sXL87xVzxx4jdZEISiUFUVh8NRMoHh8DKrSqc7HLy4vrCVfXe3oTPChs6x++POrXNz2PwalsyqYuncKuY3eKn26CiyRM99v8Pc2Vs3nUiQ7ujY98FkeSiADVSh+v0ogQCq34/qD2T/rfgDQ4Gu349UgJO7mfA7lku2bResr2iuhZJG0Zd3r9oR5tqT5hbkWBnTptbnoD9SGq/pw5qrRrbH+fuaiRWN29ifYKHbSSaTobqmhqc2BXmtbfSLJYOJDPPrPKzuirKqI8JVv1/FvBoXpy7adYHgzue3sbItjFNTOG1RNUfNmYWqyHg8Htra2rJBp8vlyj5ntPelSCRCIBAguNvSYVmWcbvdE/q6hNK0Y8cO/H5/9vPxsqgAv/rVrzjnnHNoaWnJ3vahD30o++8lS5awbNky5s6dy8MPP8zFF18MwE033TQiAL7ppps444wz0DSNb33rW7z99ts89NBDXH755axYsSIHX93UiCBVEISiUBSF2tpaOsYLNArA7XaXTLCcb5qm8/zavTMBpWJbX5xtfXH+9lrbiNvdVprfDk5yObZlYfT3Y0ywrZDs8ewMWAMo2WB26L9qYOdtPj+y243sciE7HEiT2AMmM3OKc+WKbdsFqU6bDxIUfe5py8LlKMypXsdAnANbA7ywrnCVwyfi9zeeylObJt9abHVXlCWLa0gmk2gOJ6+1jf11NfgctA+O3EaxdSDBb17Z9TpmAS9uGQosn1rfR6PPwU8uXYxHsff5urB7JhUgGo3S0tJCPB7H7/fjcDiwLIt4PC5eX/Io331S/X7/iCB1PNu2beOJJ57gL3/5yz4f19zczNy5c9mwYcOo969bt47f//73vPnmm/z617/m5JNPpr6+nksvvZQrr7yScDg8qXnlkghSBUEoGlVVR122VGgej6fk9sjmjSQRipdfIZoaa+QJ4AZ3EyYyASNOwIjjtvZuHWQzuZMKKxYjHYuNn6EdJknITiey243i2hm4ulwoLteuQNblGrrP7UZzu5A1iVQ8jqRpSLqOpKlImo6ka0iaBopSckuUi8maQsuQUnHc3GqenGDWLp80RUZVJIw8F0x7c3M/h82rKakg9cSDGgj4HGzaMPkgtSMytDe0obGJu1eM/ZpQ59FwKTJvjpFlHUt3JEVPOEnAHvneEwwGaWhoQFEUZFnG4XCMKOo3XHgwEAgQjUbp6+vLBrEez8h9tELluvvuu2loaOC8887b5+P6+/vZsWMHzc3Ne91n2zZXX301P/jBD/B6vZimmS3UNfzfYp6fiSBVEISikWUZr9c7pYbnuaTrOv0TzLaVO7NML7TXmiOLz/y58Rg2u3dVL9StDH4jMRS0ZuJUGXF8RgK/EcdvJvAZCXxGEr8Zx2nlKEi3baxEAiuRwCBHvz+StDOA3Rm0avqIz7P/1XSU2mo8J52IvNvywEqUiMc5uNHLmu5osacyKXVeBzf/c32xp0E0ZTCnzsPmPH//nl3TzdVn7p/XY0zWT685jr+t7Z3y8zcNJHh+6yC9scyYj3nv/vXc+vSmKY1f79WJDQyOuC2RSGBZFsrOC1ZOp3OvyvO9vaN/TeICVx7lO5U6CZZlcffdd/OJT3xixB7kaDTKTTfdxCWXXEJzczNbt27lv//7v6mrq+P973//XuP84he/oKGhgQsvvBCAE044gZtuuomXX36ZRx55hIMPPpiqqqqpfmXTJoJUQRCKRpZlqqqqiMViI/p+FZokSUXP5haCpml0DZZnm50aa2SQOqiOzBikZY0+XaNPH39Zkm5l8BnJoSA2G8Am9ghmd92uFHJnoW1jp9PY6b0zw6MxunqovvyjeZ5UcYVCIQ5uaCqrIFWSSqeQc1d4qA1NvoPU1zf3c3ODN6/HmIzrzz6QvniGgfjYAeZ4/vzOvrPCjV4dTZJY2Tb2PvuxzKtx4XUohEd57+vu7qapqQlZlrNZUpfLRVVVFV1dXWJv+wz3xBNPsH37dq688soRtyuKwttvv81vf/tbBgcHaW5u5rTTTuMPf/gDPp9vxGO7u7u5+eabefHFF7O3HX300Xz+85/nvPPOo6GhgXvuuacgX89YRJAqCEJRKYpCU1NT0Sr9OhyOEX3oKpmu6yzfsO8+faWqxty13NcCQtrUi4SkZY1+XaNf9437WMm2cZspfGYCv5HAYyZxmRmcVhqXlcFppnFZaZxWBpeZzt4+/G+nmUElfxdAMu3F39Odb8N9I8tFtUvjxPm1PLqqc/wHF8C73VEWz67iiTzPpxQq/MoybL7jA0SSBiZw/5v5/Zrfu38d33tiar1hv3Hu/mTGqIWQTqfp6OigpaWFQCCQrdqrqiqzZs2is7Nz1FY25fR3Um5KpU8qwHvf+95RL1S4XC4ee+yxCY3R2NjI1q1b97r9a1/7Gl/72tcmPad8EEGqIAhFJUlSUSv9er3eGbMf1eFw8NL6bcWexpTU7pZJDatuTKkwJ8O2JBFTncRUJ12O6ikMYKPZ5lDwujO41WwT3TLQLQPNHvqvvvM2zTLQ7eH7dj5u+HPLRLcNmlKD2T24klKmGzYnQVVVEkbxVlpoMtR6HNS4NXy6iq7IKJKEIkukDQtdkemJp3i7K8L8GjcHN/j49G/fZGNvabyurNwe4qIl9QU5lmHa1Pkc9BWpwu+Vpy/ine4or24PEUnlp7qyIkt8/IgW1vZEsW2b1V1Ty1AHnCqRwUG8Xi9VVVW0t7ePCDwMw8A0TRwOx4glnZIk7RWMyrJMVXU1pg3a1L4sQSg5IkgVBKHoFEXB5/MVJUjNZDK4XC6i0fJZSjhVmq7zTAkUcpmKmt32pO651LekSRIZSSUjq0Ry9I776e2PcURk69DwM6AnoqqqRFL5CVI9uozfoeF3qngdKk5FRpUlVFnGMG1ShkksZdI+kOCFrSE29cToCCboGEzQH01j26ApEr+95mgOqPfg1VXueHpzyQSoAKs7Qtxw2ryCHKutP8YBrQH6ilA86cn/OYu6gIsH3+4mnMpfcbgGj046Y1Hn0vjO41PLogJE0iYN9fUYFqTMoSqs4XA4G6im02mCwSB1dXV79T51Op3ZFUBerxdfoIqXtoY4dn7pLLeuNPnukyrsrfLf3QRBKAtOp3P8B+VBOBympaUFl8tFIpEY/wnlTJLpDZdnq53a3ar7BrUyClLzQLV3Wz6sFHd5ZSGk02laahzI8tCS0tE4VHnoQxn6r0tT8DpUHIqMKjOU+ZRkJAnShoVhWmRMm1A8Q084xeb2KNv6YrQNJOgYTNIVSpI2JrZMO2PaXPGL17j/umOp9zio8ZRWLsuwwKUX5nTvjS0DRavw21zt5q5X28Z/4DTNqnLy0tYgv35px7TG+eYjG/jQEc388qUduDSFH15yMHX19ZimjWlZKDIYmQyZTGZEkKqqKn6/n0QiQV19PZsGUlz+qzf5z/cswF3k5daCkEsiSBUEoSQUsxBEV1cXra2ttLe3V3QBpXL+0nbPpM70IFXZLUidCZlUwzAYDA5wyeImusNpLNvGtMCybSzLxrRsEhmTRNoknjYZjKbZHEvTPhCnO5yiP5pmIJqmP5ommqcMWzJjccmPX+SB649l5fbiVisfjapIaIpMJs/lvZ9b08017y18hd/TlzTRE5tYsbHpmlvl4q852Ou6vjfGNx/blYm9+fGNeHSFZMYiaVhcfcIc5te6kfdYtGzbNoqi0NLSQkcoxWceXMuZB9Rx5Jyqac9JGFsJFfedMSr/3U0QhLJQzOq+lmXR399PQ0MDXV1dRZtHPmmaVrR9YtOl2iYBe9fcy2q5bx6o9m5/KzMgkwoQi8Xw+fz81x/f5o2tg8WezqhURabao/PGjsFiT2UvkaTJnHoPm7omX4V2Ml7f1M//1hd+yanHqeWlmrIEe+1rrXZrrO/J/XLuV/b4vf7Mn1fz7yfP49BWPy5docqlochSto4DwJruAQA+eEQLVa7SyuALwnRVfsUFQRDKwp6Z1EAgQGNjY8GOH48PZer2LNNeKTRNY+W2ULGnMSU11shl2IMik5r9tzRDglSA/v4+7rj8sGJPY0y2bZdsa5CuUJIFjfkPHm0bnAVccvqzq49l/U8v5o0t/bQEHDkff9nsAJ8+bg71Hh0Av0PFtgrzM04ZFj94ajOX/24lN/zpHXqjIzPFqYzJi5uHqrWX5m9dhZHy+CGMSgSpgiCUBIfDgcvlyn4eCATQtMJeGe7q6qKqqmqvIhWVwOFw8OL6qTe1L6bdl/oCBEUmNftvSZ05QWomk0GTDD5y3OxiT2VUGdPGKFAAM1nreqIsnTOF6tRTkDEt6ny5DxhHc8rSZh5+t4/lN5875Sq7++JUZZ7fOMCFBzdw1VGz+MSyVn7y3JacH2c8neHUXrFMJGWyJs+ZcUEopso7ExMEoSypqkp9fT2hUAhFUZBluShLgHt6emhoaKCjo7L6T2q6g2fLtLLv7u1nQOxJHVk4aWa9jQ/09/Nf5+3PQ292Ek7mr4LrVA3GMsypcbF9oLSKsK3cPsgHDmkqyLHa+uIc2BpgeZ6LJy2eHSCWNtkWTPCLV9pI5qFNkSpLbOmLcfuzQ4GpDHnsejw2hyoj75FWShkmA/GhCr+qLNJx+VZKfVJnCpFJFQShZKiqSm1tLVVVVUULUlOpFJlMhurqwmQdCkWWZXb0x8d/YAmqMfdY7isyqdl/z6TlvjC0fzwU7OeRL5xQ7KmM6hfPbuYLZy0q9jT2sro9wuy6wvzdvLG5n8Pm1wDgd6lccuxcWqpd4zxr8q47+0De6R7KJMYzJvlIYjf6HGzZ7YJDsWrPeR0K8h69ShKZXbNxquJ0Pt+GW9Dk40MYnfitFgSh5FiWhW3bRSum1Nvbi8fjQdf1ohw/Hyy7fN8Jd8+kxmWdlDKzC4SMyKTOoOW+wxKJBJqV4u5/O7LYU9nLM2t7aQk40fdMexWZReH2im7uifGl9y1m+53v551bz+eWjyzmlf89h0Pn5fbC3++e3cySxvzVEKh2qXg0hdWdxV9SOxDL0D6YxNwtEld2vqR7dAVVKd/Xd0EYy8xaJyQIQlmIx+Ok02mSyWTR5tDV1UVTUxPt7e0lWwxlolRVJVig9gz5sHsmdaYv9QVQRuxJLfzbuCQNVRgd/vee/53KfbIs7/W4sR4//HHC/gH++4IDuPkf7+b3C54E24b/e72d60+fzw+f2FTs6YygKjK6Kk+4/+tUff2DSxgc6Bvx+q2qKg//v9P4+I9f5OnVE6ugLsvwxxtP4fgDG1j62b/Rv0fhoO29Ueq9+qgVeHPhPfvVcefybXkYefJs4CsPrePnlx1Cc2Cop7i8c4lvS8CJrpTWRZFKJFrQFJ4IUgVBKCmmaRIOh4saoMJQb8ZoNEpdXR29veVZcGiYpmmsai+93o0TtXsmdaYv9YWRmVS310tDQwMwfoA4ERN93O4Xbob/vft/JUkaUe12tH+P9rzhVRR7Pmas2y87uoXWahcPvNLG8+/2TWju+fbbF7Zx/3XH8OGjZnH/a23Fns4IhTgh/sOL27jixJYRr+GGYdDT3cU9/3E8h9z4EAGPhltXWLvb65Iqyxi7NXP+yVXHcNhsN+HBIN/9+JH82x0vjTjOX/7rdP76TnfeKtvWujWWbxrI0+iTF91ZKKnJ70CSJJSdf6uzq514ClhRWRAKRQSpgiCUFMuySKVKo5/n4OAgLS0tuFwuEonSKoQyGQ6Hg+Xvbi/2NKZs9+q+IpM6sgVNxrIIhUIjgjdr54m+ZRVrB13hdHd1clijm+MuOxBdd/D7l3bwnYfWF3VOsZTJh376Cr+86khaq518//GNRZ0PQJPfQV84SSrPWVSA7/9tLde9dxGDg4MjbjdNk0Q8yqrvnzN0kUECSVa547H1bOqO8MNPLhu6GAFggyTZdHV2IkkSZx3SxPY7L+azd7/OX14Zei3zOjU68tn7ucRSXE1+B4fOCmQvJLl1hSXNPj50RCuqyKTmn0ilFpwIUgVBKCkTzeQUSldXF62trbS3t5ftSX85V/aVbJtqSyz33d3uQapp2yVzUacYbNsmFosRi8VobGri8XdKY9VDIm1y+c9f49aPHMoPP7SUz/3h7aLO55QD6lmzY7Agx7rxgoOwkXE6nXutiAmHQoRDu/o1S5LEVafMRnfodHV2jPoaa9s2XV2dyLLMj644ki9/4BDcLp3tgwkyZn7yqA0enXiqODURxuLWFHbfelrj0fnfiw4US32FiiV+swVBKCmyPHRyUyosyyIYDGaXVJYjRVHYUALFP6YiYCVRd1vQJ5b7jgxS9+pLMUM5HA764xYrtgaLPZUs07L5zL0reW3TAH+57hgOnRUo2lz+9Fobpy1tprXGnbdjqLLMm987l0+dOouBvu4JbdmwbZtgcIDurq5xLwJalkVPdxd1Pp2fv7KDR/K4vPv8gxu4YPsDWwAAVhVJREFU5YniZ8B3t2MwQSxtEk3tar3k1lWRRS0QKY//E0YnfrMFQSg5ahGKwexLNDrUJN7r9RZ5JlNjlfGbYI01cpn1jM+k2jbqbo0wZloLmrFU19Rw3T0riz2NUd351Gau+sXrfO6MhfzvJQcX5cTLAm55bD13XHNsTsddMqeKtp9fzJafXsTmn16EbiUYGBggnc5PoTbLslDy3BN0caOXjsEk67pjeT3ORLk0mR99YDFLmn1cce9bxNKlleEVhHwRQaogCCXFsixisdI4OdhdV1cX1dXVJRdAj0dRFCKJTLGnMWW15sjerjM9kzoiiwoggtShIjKKSmy3DFOp2dYf55LbX2JLd4ybLjqwKHN4ZcsgNV4HtT5HzsZc3xHGNE16ujro7GjLXtDLJylvpZKGHN7q57anN+f1GJNR59GZVeXke+8/mEc+fTQ1bo2+aJq2YIK328MMlvHrezkRfVILTwSpgiCUHLlElzD29PSU3bJfXddZ11GeS30BaqyRQepMz6QqjAxSRSZ1aMlob083D914PG69NF87YKg9zZ1PbeagJn/R5rClP84RC2pyNt5QO5vCnmVblkWNKz8XCyXAqyt0hktnn/eOwSSX/voNbn5sAy9sHuBbj27gU/e/xeW/W8lnHlzNhp5o2bdJE4TRlO6ruSAIM5Isy/h8+WvQPh2pVIp0Ok11dW6b0ueTruu8uL40WnNMxe6Z1IwkE1VKZ79yMYhM6ujS6TSx8CC/vOrIYk9lnyJJg7RpoRbp7MvrUHPaVPTJr59BJl3YdmED/f1csawlL2Pb5Kfn6nSZls1T6/v5xiMbeH7TAKHErlUD33tyM/0xkU3NNymPH8LoRJAqCEJJGQ5SNU0r9lRG1dfXh8fjQdf1Yk9lQnTdwfNrS6Pi6VTsvic1qHpn/NqoPYNUkUndJRqNsqTFy9IiFiiaiBVbgrx3cSNXnTiHn3/8ML56/gEcNS//F75q3Bq1Ho1/rerMyXiXnTCPeTU6/f39ORlvotLpNLFImKuPas3L+IZll9XJcV80zRPv9pI2xF5VobKU09+hIAgzhKqqNDY24nQ6UUrwJLyrq4uGhoaSa5czGkVVeWtb6VQ8naza3Zb7Dmr5q0xaLvbOpIq38d319/Vy37VH8vLXTuU/zlhQ7OmM6k+vtvHpUxdw0n51fOuva3nynR4+fFQr9161LK/HPWdpI/94bUfOxvu39+xHLJb/PaijiYTDqEacz54wJ2dLvGvdGnVuDacioxYr1T1Jx8+v5vvvO5ALDq6DPV8bhNwSqdSCK68KIIIgzBiaptHY2Iht22zfvr3Y0xnBMAzC4TD19fX09JR2/9FSXLo2GTW7LfcNauVZXTmXVJFJ3adMJkNnRzuyLHPlyfO4/YnSKYAzbHV7mE/96nX6omkGomlWt4fZ1B3lto8fmtfj1np13ukKjf/AcdT7Hbx889mY6STBYGL8J+RJKBTCmUpx7dGzuHX59N4jDm32ccqCGhRZ4sa/rN6517b0NHh1PnB4M6curMajy2TSaWKxKD1dg3i9Xmpra0u2poMgTJYIUgVBKElDFTsVTNPE5XKRSBTvZGg04XAYr9eLx+MpyWrEMLR0OlZiDeknxbb3WO47s4smgdiTOlGWZZX0yvD1XSMzkO87soVH38nvBa8TF9Zy64Orpj3OWYe17gxQB3Iwq+lJJpO4kwmuXNbCn1Z1E5lCe5ZTFtQwJ+Dkg796nVKLTWXgjAPruGhpA3OrXdiWSTwWJRbsIWyO/FojkQiBQKBstqKUm3z1NBV9UscmglRBEEqaoij4fL6SC1IBOjo6mD17NslkEtMsvWBQ13U2dRdnOV4uuO0MLntXgZDBGV7ZF8Se1Mkop1O/lzcOcOWp87nnxfysGjll/1rWtYfonELm87wjW3l1Qx+9OyveHjzLTyaTnz6oUzEw0I/b7ebaY1qwkIikTO56tX3c50kSXHRwA6m0xZW/f6sAM52Y+bUuPnBYM8fNC+BQJFLJJLFYlK6O8ff+DgwMUF9fX5LbZARhskSQKghCSTNNk0ikdFuo9PX10dDQQGdnboqR5JKu67ywvrSXI+9LrWg/s5c9W9Agi5PRsZXPYvcLjmjm4RwVNNrT+Yc0cvVJ87nke09P+rlXnr6Qb152KK9u7Of9tzwLwCFzqshkSquabDweJx6P09DYiFPT0BWJtDny539ggwfbhnd7Y8wKODn7gDpe2zbIbU9vKdKshzhVmXMWN3D+wfU0+XRM0yAeizLY24VlTTy1q6oqlmWJdjT5kq+epuV0Na3ARJAqCELJsiyLdDpdklnUYYlEAp/PRyAQIBSa/n6vXNIdDpavK+PKvubIIHVQLPcdJZMq9p+NpVzO/TRF4oh51Xzrn+vzMv6VJ8zlE7cvZ/MkV1Wcf2QrN31gCe1tbRw2p5H1P76QZ9f0cMjcKro6O/Iy1+nw+Xy0hU0eXtPFx5e18ts32snsDFTrPTqnLqihJ5LijEW1DMTS/Nff1rIjWNj2OcOWtvi45NBGDmv1o0k2yWSCWGyQzsjUMtSBQICqqiqgdPuMC8JkiSBVEISSlUwmS74wEUBPTw+zZ88mHo+XVIZBVTVe31TGPVKtkRcnRCYVVHuPZeViWd8+2KgyJbfPcE9nLG5gYx6X5fdF09T6HBN6bK1X55Jj53LXExtoqXGTTCawbZue7i5kWeb4+W56urtKLlunaRoub4AbfrUCwxoK/P/t6Nms7YnSF0tz0vwavvTXNWzpTyDDnusR8s7vVLlwaSNnH1hHtVvByGSIRaP0d3dM63upaRp1dXVomiaW+OZZvgrxlsvFtGIQQaogCCUrkUhMarlTMXV3d9PY2EhbW1uxp5JlA2Z5fPtGtXsm1UIipIoWNGJP6sRZlk1jwEl7kbJlEzWn1sParvwEqaoMAafKc2u6x33sB4+fww8+fgTYNpceP5dFzV6i4XD2fsuyiEZLb4+7oijUNzRww1/WZi9I/HVVNw+9080HD2thVrWTL/7fGrYODF30KtRL4nHzq7j4kEYOaPAgY5NIxIlH++kM5uZCZnV1NT6fD1VVsW0b0zRRFCW75FcErUK5E0GqIAglaXipb7lIp9PEYjHq6uro6yt+9lKWZZKZMo5QYURl35DqwpLEMjZR3XfiLMukKeAq+SC1PZjgPUsa8zJ2c8DJ9r4YpjWUrVs8O8DjXz2D5Wt7WLZfDW9vG+STP3mRj528gC9csD/dXZ3Ytk2D00lXx/jFh4pN13Xq6hv49uOb2dg7cnuAYcH9bxRuWXKDV+fiw5o4bb8avA6ZTGqoPUxvVyinmWdVVQkEAvj9fmzbxjAM0uk0kUiEmpoa4vH4UGbZ5SqLXt5lQ6RSC04EqYIglCTbtsvuDTYYDNLa2orT6SSZLO6JsaZpbO2Jj//AErZ7T9C0LN6uQGRSJ8OyLBr8E1vmWkzPruvlsmNn86PLlvL5P76d0+XJjX4nkXiax77yHvZr8qIq0NPdxZImnYGeLhbVuln1g/OQZZnOjvbsypVSrgMwzOfz4fT6ueK+t+me4l7O6VBlOHVRHe87pIF51U5syyIRjxEf7CViGOMPMEWzZs1CkiSi0SiZTIZ4PJ69oDvcDk1VVVpaWlBV8boplC/x2ysIQklSFIXa2lqSyWTZLPkF6OzspLW1lfb29qLOW9d1Xlo1fsuCUqaxa/+lhciigsikToZlWtT5Sr9nZCRp8LE7X+Wjx8/hz9cewzcfXseKbbkpwpY2bc44pJlUPEJf966s4nBQE41GiUaj6LpeVq+ziqLg8gW4+JcrCrbn2K3JnHFAPWccUMu8GieKZJNKpYjHYhNqD5MrfX19JJNJjH0EwoZhYBiGCFJzSPRJLTzx2ysIQslSVZX6+nq6u8ffT1UqLMuiv7+fhoYGurq6ijYP3eEs6/YzAFXmrmx0WHUVcSalY88WNKK679gsy6TWW/qZ1GG/f3E7z6zt5TdXL+P//WU12/sTJKcZgXWHEqiSTc84lcfLaWsFgNfrpTOUzGuA2hpwctr+tZy6Xw1NPg1sm1QqSSIeo7droGjFoyayL1iSJFHlVyh7IkgVBKFkSZKEw+FAluWyusofj8fx+Xz4/X7CuxUeKSRNVXnx3eLvjZ2O3fekDorKvsDIJdCA6JO6D6ZpUuvVij2NSWkPJrjm129w96eWkchYRFMGn3tgFaHk1JaP/ujDhxAMDuR4lsXlcDgwVDfX/H5lzsas9WicuqiWE+ZXMb/Gha5ImKZJKpkgkRikqwjLiadKlmVaW1tF4aQck/LUJ7XMdjUVlAhSBUEoaYqiEAgECAaDxZ7KpHR3dzNr1iwSiURR2tLYkkS61HtvjKPa2rWndlBU9gVG2ZOqihPRsZTLntQ9be6NccrNzwJD7WnuvvJI/vRaO/e/NvnK4TVujUQof/sjC01RFPyBAG90Tq3KsAwsafGxbG4VR87y0eJ3oCkStmWRSiZJJhMM9AyWXIudyQgEAqiqWnY1HQRhTyJIFQShpEmShNfrLbsgFYb6pzY0NNDeXtgqmZIkkTbK9yQLwGllcNu7Tq5DqsikgtiTOhmWZVHjKe9l4k+s7uHljQN8/yOHUO/T+fFTmyf1/M//6R3u+MhSujoLV+U2XyRJoqm5hbte3MH/rRp/C4iuyhw/v4oTF9RweKsPhyoh2TYZwyCdSpJKRRnoKd6y3Xzxer0iQM0DUdy38ESQKghCyZNlGbfbTTxeXtVq0+k08Xi84G1pNE2jbaD0q3PuS5U1cv6DmsikwiiZVLHcd0yWZeF3lv9pTjRlcNujG7jpksWTet5Zixv4/JkLsfe8sFGmvF4vK3aERg1QVRmOnlvNSQtrOKTFS8CpgG2TSadIJBI4FZvenp59FhuqBF6vVyzzFSpG+b96C4JQ8RRFobq6uuyCVChOWxpd13nl7fKu7FuzZ5AqlvsCo2VSRXGUsViWhVuvjBP2toEEtZ6J7a89b2kjXzp7PywjzWCwl3CZB2aqqlJbV8dA0uL7T61FBo6cE+CkBTUcPttHlUtFtm3SmTTJRIJUuI+ugZFfs8fjQVGUigxSZVnG5/NlA1RRMClPRCq14ESQKghCWVAUBUVRME1z/AeXmEK3pXE4HMyudXPu4S28uL6XwVjh98ROV7U5MkgVy32HKPbI33/RJ3VslmXh1CrjhD2aMljfFeWU/Wt5dv2+L0Dd8J4FDPR2l31AJkkSNTW16E4nb3VGaPE5+N3HDkGWbDLpDIlEnHR0gO7g+K9vlRy8tbS0oGmaWOIrVBwRpAqCUBYkSULX9bJoMr+nQrel0XWdI1p1jvnIwWiaDpKEbUuEExk290R5dVOQFZv7eXl9L/F0aS4F3DOTGhKZVEDsSZ0M27ZRKyjTfPvjG/nehw8ZN0g1TKuss4ZOpxOv14vL5cI0LdLpNAs8Fql4kO7Q5C64KYpCc3Mz8Xi8LN87JkoEqPkn+qQWnghSBUEoC4qiUF9fT1dXV9n19IPCtqWRZZlIJLLX7YqisCCgceCx9Vx18qyhRu+ShGVBMJZhfVeE1zYN8OrGfl7f1JfXHoTjqd4tSI3LOimlvFqJ5MuIIFWSkCo0O5QrlXTu/pHj5vDK5pHtZL550YGcvKiW9sEktz25mVe3BLnyN2/y1+uPob1tR5FmOjGqquJ2u3E6ndlMoG3bpNNpkskk/f390y5qNPx6W6xWYELlkMhTC5rcD1kxRJAqCELZUFWV2tpaOjs7iz2VKSlUW5qxrqqbpolpmqPujVVVlcX1Goe3NnP9GXNRVRUbCdOCvkiKNW1hXt8c5OUNfby9I0i+Vy3X7LbcV2RRd1HY7RsvsqjjqqQTwHtf3MadVxzJz5/bSsqwOGpeNacuqqKnuwOfrvO99y1C0TT6ohlSqcLsfx+P0+nE4XCg6zqqqmaL+ti2jWEYpFIpIpEI6XQ6p1s5ZFnGtm3cbnfBq6sXWldXF01NTWLJr1BxRJAqCEJZ0TQNVVXLdilbvtvSaJo2pZM9wzAwDGPUJXGaprFslsZxC2bx+XMWoKgqNpAxbLrDSVZtC7FiS5CX1veyvnPvDO5U7J5JFZV9d9k9kyr2o05E5bQXWd8V5dZH3uWXnzicj/9qBd9+/4EM9Pdh2zapVIre3h4kScLhcNAXLlyQKstyNhAd/pAkCcuyyGQypNNpYrEYhmGQyWTy3vLF6/VSXV2dPX6lMwyDjo4Oampq8Hq9Fbv3tthE3aTCE0GqIAhlZXiPUXd3d1ku+813WxpN03IewGcymaGTvT2qK0uShEfTOHmhizMOCqBetD+KomAjkcpYtAcTrNw6yFvbgry5Nci6jtCEM7AjglRRNClrxHLfCtpvmS+VdgL40MouDp1TxT1XHonPoRLb4w/Ktu2cVxHfMwjdMyNqWRaGYWSD0YGBgaIVuAsEAni9XnbsKO2lzrlmWRbBYBC32y2CVKFiiCBVEISyIkkSsiyX9bKm4bY0Lpcr58U8HA4HqVQqp2OO5f+3d9/xkVXl/8A/57bpNTOZZJLssrBL72UpK00pIgqKikhbekcB/aKIBRVBUVCxgBURAQsKCoK0HyqIKB0WBHdZ3JZNL9PLLb8/spPdsEk2yc7MnfJ585pXksnk3DMhM3uf+5zzPKX9Y6WT000JIRBSVRy1owfv3z0ERVUhy2MZWNMSyOR1rB/J4fW1Cby+bhSvrBoLZgu6CVjWhCB1u0wvTl/3N4wqboyqbowo7rHPN9yMJuoVqmyaSW2i5z13FiQJFV+eXk3X3f8GDlzYgqvevwMCc1w5MRWn0zl+U5SxU0TTHCteVCwWkU6nUSwWoet6xTOiM+V2uxGJRJBKpeBwOBp+ee9U3G43e6RWkBAV2pNav6cyFccglYjqTik4qmeVakujaRoGB+3vkTpdAAtsKISlKXjP9m68d5cAFHU7KLICSwjo2TyWnXn3+GNbiwm0jkxd+CQpO8cD1hG1FLx6xoJZdWMwW5Tq/5+8CZlUhSekW2KaFlp9TvSM1sYezXKwLODp5YMwTROmmPl7hyRJ4+81UxUtKhaLyOVyGB4eRqFQqJlAdCqqqqKlpQWpVAqqqtZtvYJy8Pl8dX3xluid6v9fbCJqSm63e9Lgp16U2tLEYrGynljVy37dUhGnybK+lmVBDoVgDA/PaCyfkYPPyKEzPzTt4zKSNp6NTcsOpGUHMtKGjxtuGz/XkJadyEoarBo68ZOZSZ0V0zQQCzgaKkgtcWkyrMLMgki/349gMDiedS299ipRtKiaWlpa0NfXV7XVI7VEURQEAgG43WN79rnMt9K4K7XaGKQSUd0pVfktVYesV5lMBl6vF4FAAKOjo2UZsxGupAshEL7gHEivLMPIqtUwEwkYiSTMZBLYipNpt1mAu1BAe2Fkxj9jAshK2pRB7FiQO9n3HchKKixR3hPHiXtSGaRuiWmaiPkddk+jIpyqhGJuZpnUTCYDt9tdlT7N1aJpGmRZrut/A+ZCURREo1GoqgpZlhviPZ9oMgxSiaguKYqCWCyGNWvW1PyStOn09fWhs7MTmUxmRpUoJUmC1+uFaZrjRUtK+1plWa7r38WmlNZWdCw9DdIm+8ss04SVycJIjMJMJGEkEmMfRxMbAtkNXycTQLE82WQJgMcswGMWgOLsKxcXhYSCUFCQNtw2+by4yef5ye4X8tjXm/xcQN9YvEqwcNKEPeqT3RRZRkeosapD79EVwE0n74aw14GexOavd03TxgsdbRrI1Gu2dDKapqG1tRV9fX12T6WqShnx0n5hqh7uSa0+/pUTUd0qBWr1rtSWpru7e4vPx+l0wufzIZPJQJIkaJoGl8uFoaEhRCKRhmlaL0nSZifVQpIgvB5IXg8Qn/pnLcuClc2OZV83CV43zciamQysbBZmJgurgpkY1TKhWhuC3HKrgUzqVMHhZMHjxq8lCEls/HySnwXe0TzGKn0txu83TAuGaaFomCgaJgr62C2XN5EpGEgXdMTyBUR9WlV/J5W29OD5aHEJwDTQ2toKSZLG+4KW+o+W9pamUinout4wAaosy2htbYUQAn19fXVfm2A2/H4/QqEQiyNR02CQSkR1yTRNJJPl6clpt1JxoUgkgv7+/mkfK0kSMpkMhjfZr9nZ2QlFUSBJUsP8ThwOx5xPrIUQEG43JLcbaItt8fGWYcDMZmFlsjCz2QkB7Nj9mQ2fZzZ5TBZWtrIB7pY4PB60tU8VrVvYeL1j08+xyYUQazz4G8sSSFMGidbGh28gYFpjQaJuWONBYl43kS+ayBZ0ZPIGUnkdyZyOdF5HJq8jUzCQyetI5Qykc8Xx7ycyRSRzRSSy+liF5zI5bp8OHLBDtGzjVYNbk6ApEkYym68GeOrqQxBwySgWChgdHR3vb9woQeh0hBBob2/HwMBA2dvs1Dq3280A1WbckVp9DFKJqC4JIaCqqt3TKJuRkRHE4/EttqVRFGWzE9Lu7m64XK66LiT1TpXo9zoVIcuQvV7A6531z1q6DjObg5XNbBLUbgho8wVYhQKsYnHjx2IRVqG4+f2Fse9hw2Nm4ge9Qfzl0w9P+j1JAjRJgiJLkGVAlSXIkgRFAhRFgiJJkCWx4X4gVzSRzBaRzOpI5Wu/8NZMJbJFhNz2v094NBkL27zYttWLeWEX5kfc6Aq7EPGq8DkVKJI0dqEAY9lQWVGw/zVPIF2Y+FrXFAk969c3xAqS2SgFqMPDwxULUIUQUBRlRtsuqknTNEQiEQao1HQYpBJR3aq1k4mt1dPTg3g8jvXr10+ZGVEUZbNg1DTNhgpQgbHnWQ9L+YSiQPZ5Ad/sA9zNxhICwUgb9vjMw9AsHZpljH90bPK1wzIwKLvxP61lyrFME8iZJlDGrGQ9SmaL8Dkrc6rjdypY1ObDgqgbXWE3tom40Rl2IuLV4HEqUISAEBYExrLXhjGW8TTGs59ZGJkUhpPGZkGnz+fDjR/fDRfc/tKE+/sSeXhVtS5eG1tLCIFwOAyn0wkhBJLJZFne50oXODVNg+ZwQNMcAAQKhgWXpsA0isjn8xgamr5a+KZKS64rcWEtFotxD2oN4J7U6uNfPRHVJcMwGmZpa0mpLU1ra+uUbWlkWa6LFjNbS1GUaTPKjUgIAd20YAmBvFCRh/0ZwHqXyOpwO2aegQp7NCyMebAg6kFn2DUWeIZcCHtVeB0K5AmBpzneSmlC4JlOYTixeeA5G+l0Gku233wp91C6iICv8TNqpcxpOp3Guk2Kp81WKRh1OJxQNQ0QEgzTQm8yj6feHsU/31qPf64YQKYwdjHn7IPnoyPoRHvQib06pi7MpGkanE4XnC4XJFlGpmBCEoBsFTE0OFi2TLff72cGlZoWg1QiqkuGYYw3pm8k2Wx22rY0siw3XAZ5MvXS77WchBAoGo33N22nZLYIn0PFkkUtmNeyIeMZdaMj6EDYo8HtkCFLYsN+M2tj4LnJXk/DyEBP6hgarV6htmhrK7754PIJ9ykSsNe8AHrWzz1oqxexWAzpdHpOrbkkSYLf74fL40F/sohnVo/imbfW4Knl/RieZJ/vpn725Krxz/9w8WJ4HA7oug6HwwGXyw3VocE0BdaN5HDfywP488v/wZqhjRfTLjhsG5x98HyMDg8hk8lMdohZCQQC7H9aI8SG/yoxLk2OQSoR1aVSpdBG3JvV39+Pzs5OZLPZzZb1NUtPvEZrmTETQoiyFg2isT2pC2Me3PzxnWAaY1VvxwLPNArJBLIjtfc35vP58PyqJH75j9UT7r/6uB2RyaQa8j1vUy6XCwDmFKB6PB54AyHc8c81uPWJ57dqtfvzq0Zxwt5tSOR0vLBqFA+++jb+9kbftGPe+tf/4e5/rcVtZ+2DjpgfAwP9c34fCwQCzKJSU2OQSkR1SZZlRKNRDA4ONmQw09PTg7a2Nqxbt67hT0onI4RoyEz5dAKBAAxIePhT+29s2yIEJEnAtADTsqCbFgxj7KO+oQWLaQHmho+GNVbJ17AsmKYFwwRMbGzXYlpjn2/6s7ppYTRTxM1/+a/dv4KyyxQM5Is6Bgemr5pdK4QQ8PoCuOjGJwCMLT/evcuPneJ+fGS/DvR0N34W1el0zjoLKYRAKBRCxlRx6A1PIlfY+veOrz3wJr72wJuz/rnRrI4TfvAvHLlzK649YSdkU0kkErMPuH0+H7OotYTlfauOQSoR1SVJkuB2u+F0Osf7A5ZaszRCUKfrOpLJ5GZtaXRdh6qqTbHkt9lIkoSjz/0+Xn5z7Wbfk2UJDlWB06HCoSnQVAUObewmCQFZHqvWK8vSWGC7oZqvLEmQ5bFAd+PX0oSfUVQZV5/3voYMUoGxQFWSpLq46OHz+aAqMv71pcPGK/3qxSJ0XYewGqMv9FRUVUUoFILD4ZjxPlRJkhAMBqE6Xfj98+txw0PLt/xDVfLo63144o0+fPfk3bF4mzgG+vtn9b7dLKtmiKbCIJWI6lapomKJoijweDwYHh5GJpOpi5PS6YyOjiIej8Ptdo9nFvL5PNxu95yWwtWTRj4Zn5KQMJKYPINkGCYyRgGZXGWqup730YMrMm4teHXNKHZqcdRFIa5EIoFEIrHZ/ZIkweVy2jCj6gkEAsjn81MWKwLGArex/aFjRYt0S+CWJ/6HXz69esqfsZNuAhf/6hXs3O7DrUv3hGTkMTw0NKP3NwaptYWJ1OrjOgIiahiSJEFVVUQiEXR2dqKzsxNtbW11va+nu7sbLS0t48/BNM2mOHlpxiBVEgLDya0vtkITPfpqH5zO+g3wFEVBe3t7xfqD1grD2LwisqZp8Hq9aGmJoK09jpbWdqxLK7j+/pXoTRo47uZ/1WyAuqnX1ydxyNefxL2vDKE93jHl36MkSZBlmS1niMBMKhE1oE0zrKqqor29Hd3d3XWbWe3v70csFkN3d3dTtKDRNK3hn+NkhBBIpBo7ELHDgy914/PHb2/3NOYsGo2Orw5pVKVCeB6PZ6ytiyRDN4H1w1k8/OoAHl/2Bv7+et94YbHLjt0RT68YRH8yb/PMZ+fGh1fg9n+sxu1n741WfwADA/0wTROyLCMcDo8XjQLA/ag1hn1Sq49BKhE1tFLj9ng8XreBai6XQ7FYRCgUgsvlmnY5XCNo1iCVKmMoVQBE/Z7wCyGQz9dXMDad8d6lTidUVQOEQCZv4vWeBJ58Yw3u/fcarOxNTTvGxw/eFifd+u8qzbi8BlIFHPvdZ3D8nu24+v3bw9SLcDodkGW5KVbJEM0Ug1QianilQDUcDmNgYMDu6cxJqS2NYRgNH8A1Y49UAGi+Bc7Vk62j4kmbUhQFkiTVZQVzIcRYMOpwQHM4oSgKTAsYSBbw1xWDeOzVlXj81fVI5ebyWhfwaArS+fr7vZT0JvMYzhqI+VxQlPq9iNIs2Ce1+hikElFTEELU9b40AMhmsw2/Lw0Yy7Sk02m7p0EN5LV1CWwfqo/iSZtqa2ur+ZUTsixvzI46HFBVFZIkQTeB/65P4IkX+vDIK914fuVQ2Y557W9fxk/P3BvL1iVw08PLMZCqTEGxSmkLOPC1E3ZBLFDf/yYRVRKDVCJqGoqioKOjAz09PXWbmWiG5WDNmkllKrVyHn21F7sfNa+uglSfz4dcLodCwf4ArJQVVVV1LDOqaeP7SC3LQrFYRD6fRzKZRC6XgyzL8IaiOOra/1eR+dz/wlrc/8JanHTQfNx21j4YSBUQ8Tlw0R0vYs1Q7f8/vumkPdDqd9g9DZoNlvetOgapRNQ0JEmCpmno6OjA4OBg3WXrhoeHEY/HkUpNv1+r3tXr8satZTFKrZiHXlqPqz6wyO5pzEqxWKz66g9VVScEooqijF8Y03UdhUIBuVwOw8PD0y6dNgwDLlVCwK1iNFO5ns6/fnoVfv30KuzUEYBTlXDL+Qfi1J88i0S2di9yfWTfDmwb9TTFBUeircEglYiaihACiqIgEokgGAyOn2j19fXVfGBkGAZSqRRCoRCGh4ftnk7FCCFq/v9FZfCktVL6EnlA1Fcrqlwuh5aWlrKPW2rVNb5fdENWFMD4nvd8Po/h4eGtyuJm0ilc/v6dcM1vXynX1Kf0n3VjfaNvuPdV3HLaXjjlx89W/JhzdeqB8+B18vS73jCRWn18lRBRU5Jlebz3qGVZCIfD6O/vt3lWW5ZIJNDW1tbQQWqzasLWsFWVK5p1Vzxprtk2RVHGb6V9optWjy0WiygUCkin0xUrJpdOp/GxA+dVJUgt+cO/1+D0w7bDgduF8c+3yrcHtly2j3kR8qh2T4OoLjBIJaKmVyqqVNpfVcsMw2j4ZWK1/v+gcpr1eVfH6+sSWBisn+JJHo9nykJppWJFiqJA0zRomjYhCDVNE4ZhjC/PHR0dha7rUBQF7e3t6O3trfj8q7Xk952uuP05/PryQ3HWz59HX431UT3n0G3Q4uVe1HrEPqnVxyCViAhjJ30ej6cu9nsWCgU4nc6GrfTbrEGq2aTPu1peXZPAjpGg3dOYEU3TEI1GkUwmEQ6HxwPSyYLQQqGARCIxo2Jjuq5XdSl9Jp3C5cfuhGt+V71s6sreFK64/Vn85Mx9sfSnz2GkigHyluwc99s9BaK6wSCViAhjgZFhGONLgGt5T+To6Cii0SjWrl1r91TKTlGUulqOWS5CCOhG8z3vakrn9bpZhRAKhWBZFizLQqFQQDKZRLFYnmCrmheB0uk0TjxoXlWDVAB46j99+OpvX8Zd5y/G46/34ZdPr0Z/DWRVdYMXoupXZfqkclfq1Ng9mIgIY5nUaDSKjo4OxONxKErtXsMrtXqIxWJ2T6XsHA5HU7afEUKgWKzdCyONIJXXIaT6Oe3JZrMYGhpCKpUqW4BaIlXp92AYBtwblvxW24MvrsPizz6A1etH8POz9saZ75pf9Tm8k96EF+AaRWm5byVuNLn6ebcmIqqwUqERVVXR3t4+nlWtRalUCg5H4+1tUhSl7Cfk9UAIgQKD1IrK5HRIdXBGGIlEUCgU0NfXV5Hxq72cPpNO4bJjd6zqMUtME/jBw//F/p99EMfu3oajd221ZR4A4HcpCLo1245PVG8YpBIRTUJRFMTj8ZoLVGVZhs/nQzwer0rxk2pTFKUpM6mSJKHQhMF5NSVzxbrIpDocDoyOjlb0GNXKpAIbqvweZH8W86ivPoILD98Wn//AjgjbUGH3iqMXIeplkEo0U7X/bk1EZINSP9X29vaa2cemaRri8ThUVcW6deuQz9u/x6rcmjVIFUIgl2++511NqZxRoT1l5ePxeACgovuyLcuqapBaWvLrt7k3aK5g4qDPPYRX3urHL87eF9d/ZBe41Mr+HtyajAsOW4C7zt8Ph+0QhSzztJtopvhqISKaghACqqqitdW+JWIlkiShtbUV69evx9DQUMMWF5JluaaLVlWKEAKZHDOplZTIFiGk2g5Sw+Ew1q9fX9Fj2FE9O5tJ49L32bPk951++vgKHHDVgwhoMnbvClb0WIfvGMWF794Wu3cFEfE13vaMZsI9qdXHIJWIaBqlHqper9fWefj9fiSTyYbPMkqS1LRBajrbeJnxWpLMFiFEbZ/2WJZV8QtQlmVVfXVIKpXCx5fYv+R3Uw+/tA6nHTQPily538XB20cg18ESc6JaxFcOEdEWyLKMcDhsa8XfZgremrFPqhACyUxj9r2tFYlssWaW7k+m1Ae10u8z1V7uC4wt+fU6ZLi12tnj/5PHV+C1twdx+zn7VmQp8jmHbIN3bd9S9nHJHqKC/9HkGKQSEc2Aoii2LvsVQjRF8NYMz3EykiRhNJG1exoNLZGp3SDV5XKhra0NAwMDDbtaIpvN4MKjt7d7GhN8+Z5XcOtf3sDdFyzG5z+wI+JBZ1nGPX6vdixdMp/VfIm2AoNUIqIZKrWnsevYzdiapVkIITCaYia1knK6WbNBqtfrRTKZRDZb+QsVdmRSASCdSmHpIdtW/bhb8vtnVmO/z/wZz73Zg++dvAduPGn3rRpPkQQufPd2CHkYoDYS7kmtPgapREQzJMsygsFg1Y9bKuBUKBSqfuxqaqYlze8kSRLSOXv3pEZ8PKm2g9frhaIoFW87U2LHnlQA0HUdAbcCp1abp56//NvbOPgLf4FPk3DYDpE5j3PKgV22tLghajS1+U5BRFSDhBDQtOqeyLvdbnR0dCCRSFT1uHZwOBxNG6QKIZBK2xekPv7PN/C7i/bF0kNqq7hNo5MkCaFQCD09PVU7pl1BKgDkshmcc/giW449U+fe8jQuPWLhrH8u7FHx46V74dxDF8Ct2dtuh8pPVPBGk2OQSkQ0C9U8ufP5fAiFQuju7m6KIFVV1Ybdj7clQggkbQxSv/zDB3DASdfjhN3C+PhBXXBrEnafF8D8qBthr4ZGKVBaazueTdOEZVmQ5eoWFLIrSE0mkzjr3bW35HdT/Yk8JAAB18yzoS5Nxu3n7IcDtmvhPlSiMuGlHiKiWajmyZ2iKEgkEg3bE/WdFEVp+CXNUxFCQjJt757UdLaAo8/9Lh780aU4db8YVq7ph9Opwe1QMS/egoO/9qSt82tEkiRVvSiancXJdF1Hu1eDIgnoZq1dMtjotbXD2H+7EB5Z1jejx3/35D3QFXZBqvE+vLQVKpX25J/MlBikEhHNQrNWn60GRVGqUjimFkmSwGgqY/c0kMrkcchp39rs/nu/dyH2mB/Ey6tGqj+pcqqxl297ezsGBgaquszdrsJJJblsFmccvhA/fXy5bXPYkpv+9Dp+ctFBWHrQfHzizpcxmJ764tlH9u3AHp0BKHKDLDcgqhF8RRERzUKzZDXtoChKEy/3lTCarN3qvj/+3ZP4yVl74f99dgkevfIgnHbw5ntX62FJsFVDaQu3241isVj1CzN27kkFgFQqifOP2M6248/EG90JHPz5v+Bb9y3D907dE/IUGVKHIuFD+3TAU4E+q1Rb2Ce1+viqIiKahWpmPGq1XUalCCGaunDSaKp2s8gP/X0ZdjvuGqSzBbRHA7j6/Pfhr1ctga6b0FQZv362Bx9f3I5MtgDIMi6/axleX9f4+6i3RiAQwNDQUNWPa5pm1ffAbqpYLKI96oAkAbV+ze/hl7tx2K4xfP4DO+LLf/zPhO+1B5249fS90BV22TQ7osbGIJWIaBY0TYMkSVXJqKbTabS0tMDr9WL9+vUVP57dhBBNm6kWQiCRrN0gFRjbswoA6/tHccm1d4/fHw15cfe3zsX7L/we3lrdjz126MSvvnUuLrnjVfyne7Sigcju8wJY0ZNEpjB2kLsv3Bcuh4IfPP4/PPrq5hVza2m1ryzLyOftKZZl9wWwfC6Lk9+1AL/6+9u2zmMmrrrzRTz2pSOxeNsQ/r1yePz+m0/eA9u1em2cGVVTpXqaNtm16Fmpg8U5RES1Q1EUdHR0IB6PIxaLIRwOw+/3w+12Q9O0smYo8vk8uru7bc16UHUISaB3qD4zj/3DKRxx9rfx1up+AMDLb67Fdbc8gEsOasHDn16CjpATf/vcwXjis0vws3P2xs4d/s3GePjKJbj1zL2mPY5bk3DpUQvxwzP3xG5dAfzp8gPwxWPm47HPHIyH/+9APP6ZJRjo7cfFX7gNxyxQ8MRV70Is4JwwRq3sKXe5XLYVCbN7uS8ApFIpXHz09rbOYTa+/afX8f7d28e/Pnb3NnSEmEGl6ttmm20ghNjsdvHFFwMYe31fc801iMfjcLlcOOyww/Daa69NGOOKK65AOBzGvHnz8Otf/3rC937729/iAx/4QNWez3SYSSUimgUhBFRVhapubE9gWdaE26b3maYJwzCg6zqKxSJ0XR//ulmXtk6lVgIIOwgI5PKNsx/37gefxd0PPou7vnkO7rl0f5x0xY/x8n/X4siDdsZ3PvlBPLM6je0iTpxyy3P4zSWLcdd9/8BHjt4bD37qQKiSwEhWx0//vhoPvzKWDf3Kh3fG/vO9+MOjL+KPzw3g8ycswf9dfxf+8cJb8HudEBDIF3Xk8kUAwOmfvQ0H7bUdfvPVpbj69//BP94cAAAYplX1arqTsSwLmqZBVVUUi0Vb52KHQqGAeMSJjrAb64bsLxi2JQ+/3I3rTt0bS5fMx0urR3DpEQvhn0WLGqp/tVLc99lnn51w7rBs2TIceeSR+OhHPwoAuOGGG3DTTTfhF7/4Bbbffntce+21OPLII/Hmm2/C5/Ph/vvvx1133YVHHnkEy5cvx5lnnokjjzwSLS0tGBkZwdVXX43HH3+8jM9w7oRl9zs1EVETKfVFfGcwa1nWZsGsEAIOhwOapjXFct94PI7u7m67p2GLWFs7Ikv+z+5plF0k5IXf68TKNQPj90VDXpz/sUPg97pw/JH74LEnX8XF194Nl1OF1+VANl/EjgvacMkph2OvXRfg6RXDiCk5fOSyH8GcZduSd+29EBecdCh2WRhH3gS2aw9ioG99TSwrV1UV7e3tWL9+fVUDVbfbDbfbjYGBgS0/uIJcLheGdQcOu+YxW+cxUwtjPnxwcReO338e5oXdcDmY52kGiUQCgUAA6/tH4PdvvgqkHOO3R4MYHR2d0/iXXXYZHnjgASxfPlYtOx6P47LLLsNnPvMZAGMrsmKxGL7xjW/g/PPPxw033IAXXnhhPIMai8XwwAMPYL/99sN5552HnXbaCZdffnn5nuBW4CuMiKiKZtr6oVgsIp1OQ9d1DA4OVnhW9tM0rWkr+wKorc2SZTQwnMLAcGrCff3DKVx764NQFRm9A6O46faxq/bZXBHZ3Fiw9txrq3DG536B048/AO8/bHd89PKfzjpABYCnXliBp15YAQCYH2/BdZcdj6MO3AHZbAYez9h+wnQ6jWSy+kutSxemqp1JtbsFTUk2m8U27UHsOi+AZatH7Z7OFq3oTeJb97+OY/fpZIDajCqcSk0kJr4HORwOOByOaX+0UCjgV7/6Fa644goIIbBy5Ur09PTgqKOOmjDOoYceiqeffhrnn38+9thjD/z4xz/G8PAwVq5ciWw2i4ULF+Kpp57CCy+8gFtuuaXsT3Gu7H+XIiKiCQzDQH9/P4aGhjA6Wvsnb+XQ7EGq1ahR6jSKuoEbf/HYtEtvf/nHZ3Di5T+GYWx95nNV9yBOufLn+O6v/oo//2M5Fr3vS+h6z9VwezxbPfZc1EI2125Dg4O45/JD6qJ9EQDMi3gQ8U0fOBDNRVdXFwKBwPjt+uuv3+LP3HfffRgZGcEZZ5wBAOjpGdseEYvFJjwuFouNf+/oo4/Gqaeeiv322w9nnHEGbr/9dng8Hlx44YX40Y9+hFtuuQU77LADlixZstle1mrjpSAiohrUbPvUmrlH6hiWeKyWa3/00ISv55KhLQfTNCGEqFq18JJaKJxUUigU4Min8ejn34P3fKU29sFN5+x3L0TU79zyA6nhVKqnaWnMNWvWTFjuu6UsKgD87Gc/wzHHHIN4PD5xzHe8vt/5mr/mmmtwzTXXTPj6iCOOgKqquPbaa/Hqq6/igQcewOmnn47nn39+Lk+rLOrk2hURUfOQJAkdHR0Ih8M1czJZaaqqNnWQyvIQ9rHzV28YxoQibNVQa39ryWSiblq5vHfPOCSpOd6Tqbr8fv+E25aC1FWrVuGxxx7DOeecM35fW1sbgI0Z1ZK+vr7Nsqslb7zxBu6880589atfxV//+lcccsghiEajOPHEE/HCCy9stgy5mhikEhHVGCEEFEWB3+9HZ2dnRYo11JpmzqQKIaCXYTkrzU2hqFf9YpAsy1BV1bZeqbV28UuWBO654hC7pzEttybDqbEdWLMq9UmtxG0ubrvtNrS2tuLYY48dv2/BggVoa2vDo48+On5foVDA3/72Nxx00EGbjWFZFs477zzceOON8Hq9E/bIlz7auS2By32JiGqUJEmQJAnhcBiBQACDg4PIZGq/XcNcSJLUtC15hBDIF5ozQK8FmVxxq/7+Skt2ZVneeFOUsY+SDEmWUVrObVqAYVnI5IoYSRfQYlpVb0NTa5lUABgaGsQO8dq+GCfLzOs0s0plFOcyrmmauO2227B06VIoysZQTgiByy67DNdddx0WLVqERYsW4brrroPb7cbJJ5+82Tg/+clP0NraiuOOOw4AsGTJElxzzTV45pln8NBDD2HnnXdGMBic83PbWgxSiYhqXClYjUaj0HUdAwMDtmRfKkkI0bRBqiRJyOabaw9yLUlmcgg45fG/v9LrbULQKSvjn0uSBAsCFsaWChcNE6lsEQPJHNYNprGyJ4E1/Sms6k1i5fpRrFifQG6KixBfPm1/XHTsjujr7a3a862lPanAWFbZHwxjzysftHsq04qHXFDqpcITlY2maWhra8OiBV0VO0ZbWxs0TZvx4x977DGsXr0aZ5111mbfu/LKK5HNZnHRRRdheHgY+++/Px555BH4fL4Jj+vt7cV1112Hp59+evy+xYsX41Of+hSOPfZYtLa24vbbb5/7kyoD9kklIqozuq6jUChgYGCgYZbIdnZ2Yu3atXZPwxaapmEkA+z3sa/bPZWmdO/N5+PQ/baHYVowTQu5ooFUtoj+0SxW96fxv94E1g6k8HZPAivWjWBVfxLlWgG34uenwsiOVPV1rKoqIpFIzfReVhQFljOI/a76i91Tmda1J+2Jc49YVFMBPlVHLpdDoVCo2PiapsHpZEGud2ImlYiozigblhLG43Fks1kMDg7WfTuLZr5eKoTAaCpr9zSa1l+e+g9eXJfHV+78d9WPnSvo0Koc9NRaJtUwDITdM88i2eXgnWI19Xuj6nE6nQwibcB1C0REdahUXMnr9aKzsxOhUKiuT6CaOUiVJAmjqcbca1wP+oeSiNjUVqR3JFv1k99ae605HA68tnbE7mlsUTLLJflE1cQglYiojpWC1UAggM7Ozs32ndQDRVGadj8qUMqk5uyeRtMaTWUR8dmTyfvANX9GxtQQDIaqetxauqDlcrlx//Pddk9jWpIQ8Di5+JComhikEhE1AEmSoKoqwuEwOjs74XK57J7SjDkcDgapCS73tctoMgu/TctNMzkdO55zJ1Rn9V6vtZZJzWTSOOvwbe2exrQuPWYHLKiTXq5EjYJBKhFRA5FlGZqmobW1FfF4fFYVA+2iKEpVW3DUGiEE0rnKFeWg6Y0ks7ZnyfpHshNaSVRSrQWp+XwenSEn2kO1e2FNkgTcDmZSiaqJQSoRUQOSZRlOpxNtbW2IxWKQ5dptQq8oSsNUKZ4LSZKQyTZWS6F6kkhl4dbsfX28+NZAVS8o1dJyXwAYHR3BD87ez+5pTOntvhR0o76L0xHVGwapREQNTFEUuN1udHR0oKWlpeZOTgEGqUKSkMowk2qX0VQWDtXeIPWllYNQqxSk1lomFQAymQz2mB+0expT6hnJIp1v3vcoIjtw7QIRUYMrFVfy+/1wu91IJBIYHR21e1rjZFlu6j2pkhBIM5Nqm3xBh93Xbj68ZAFy2ebdlyyEQFGvveC5pHckh3yRmVSiamKQSkTUJIQQUFUVoVAIfr8fw8PDSKVSdk8LkiQ1dZAqhEAyzeq+djJs7jO8fUcQPevXVe14tZZNlWUZ6Xxt7Et/+OrDEfU58fzbQ3j+7WF4nQpaAy5ItbcIhaihMUglImoykiRBkiS0tLQgGAxicHAQWZuzOLV20lxNQgikMsyk2smwcb/hF09ZjGKxuv//TdOEJEkwbQ7OS4QQ0GtgKpe8dwdsG3FgdGQY+89z4F0L58EyTRiGgYCrdvf1EzUiBqlERE1KlmXIsozW1lbouo6BgQHk89UPlpo5QAUAISSMJJt3qWctsCtIve1T78EH9utCX19vVY9bLBbhcrmQTqeretypFItFtEcd6GpxY81gxrZ5rB0aO7au62P75DMb5+JyuaCqql1TI2o6LJxERNTkZFmGw+FAW1sb2tvbG/ZEzO/3IxxuGV/u7PV64Xa74XQ6oWkaFEWBJFX/n0UhwOW+NtNtSOPd8/n34pi929Hb21P1CzW5XA4Oh6Oqx9ySkeEh3HHJQbbO4b5/r4GqTf57SSaTTb0tgajamEklIiIAY8Gqy+VCe3s78vk8BgcHK151d6b7UT0eD8wNy+4Mw4BpmrM6sRdCwOHy4Myrb0dbJIBIyItI0ItYxI/WsBchvxs+jwtutwqHpkKWBCAACWMfx1hjS/9MC5ZpwDDN8aWApmludpvp/ISQkGAm1Vav/HctbjjrAFz582eqdsx37dKOwb71VTvepgqFAnw+ny3HnoymadA0DYuifixe2IJ/rxisyHG8TgX7bNuCvbYJYc9tQti+3YeI3wFFErAgsN2lf0Qiq0+6FDqfz8M0zZpu50XUSBikEhHRBIqijGdXs9ksBgcHK7Z3zeFwbDFIlWUZkUgEQogJ87Asa8LNMIzxZXq6ro8HtIZhwLIsKJJAT38Cf/7bsjnN1elQ0NEaQiziR3vEj2iLD60hH1pCHrRHAogEvQj4nPC63fA6VWiqDEkICCHGq8eKDfPeNJjVNA3JDDOpdrr0a7/GvTdfgK+cthhfvOPfVTmmbGMlnmKxaEuwpSgKXC4XHA4HNE2DJEmwLAu6riOXy2FocBA/v/AA7PqpP8/5GDt1BLDfdi3YfZsgdusKoiPsgluTx16DG45VLBRQLBag60kM9w/DsiyEQmFccOQiTPd/JZ/PN+xKE6JaI6xm3wxERERTKgV/6XQao6OjZc+s+v1+yLKM4eHhKR+jaRra29tndVJdCgTf+U9cIpXD2V+8A3958rU5z3lrBf1uxKMBtEcDiLX44XZq+Onvn7JtPjRGUST88fsX4a//GcI3f/9SxY4T9jnw9i+WolDMo6+3untRN9XZ2Ym1a9dWZGxN08aDUVVVIYQYfy/J5/PI5/MoFosoFjev6BuJRPGtB1fg1keXTzp2e8iFxQsj2G1eEHvND2J+qwdBtwZZGrsIZBgG9GIBhUJhLCAtFmd0kU2WZbS2xSFLwLq1ayddCVHaFsFsKlHlMUglIqItKp1glj7fNHNZKBRQLBbHM5izybqGw2EUCoVpW+G4XC7EYrGy7RcdTWZw1bfvw233Pl2W8ahxtEcD+MMPLsGBV9xbsWO4nQpW334aenvsWepbEo/H0d3dvVVjuFwuOJ1OOBwOyLI8HowWi0Xk83kUCmPB4mz2ckqShNa2dnznz29i922C2KHdj4jPAU0eW5FgmiZ0vbghG7rxfaccNE1DsVicdql+Z2cnNE0ry/GIaGpc7ktERFskhICiTP1PRilr+c5bKZNRymq884RSUZQttr+RJAlClG9pZMDnxqfOPBK3//GfME1ep6WN+oeTcGuVPTXK5Cq7z3umShV+t/T6m2qJrmVZKBQKyOfzyGQyM85YbolpmhgZGsT5h3VsyLYmMTIwXJXiUoVCYYuPGR0dRUtLiy1F1oiaCYNUIiLaalOdsJUqiL5z+W3pJLcUgDqdzvGsSClDW3qsoihlDVIBoDXsw8eP3Q933l+d/YdUH3TdhCwJSBJQ2Rai9u1HLcnn8+P7zqcSCATg9XqRzWaRzWYxOjo66RLdcsvlcsjlanOfdiqVQjAYZJBKVGEMUomIqOKEEFPu41IUBR6PZ9pAttx8Hic+f/6x+Pcr/8PyVX1lH5/q121/eAp3fPoInHLDYxUZf/EOMQgbiyaV5PN5BIPBaR/jcDgwNDS0xWxrM7EsC5lMBn6/v+wXz4hoI14GIiKimlAKZBVFgaIoUFV1vH9pJWzT0YKHf/JJ/PxrpyPkd1fkGFR/brr9cXQGNRy2e0fZx46F3Hj86x9EYmTqQmHVUiwWt/jaSqVSaGlp4R7MdxgZGWHPVKIKY+EkIiJqarpu4M3/9eLAj38DRZ0nngTMaw/hoR9/Entceg90vbzrftf+6gykRvpnFeSU2kIpigJFVcc+ygogSVBlGb29PXNahjuTCr+KoqCtrQ3JZBKjo6OzPkajikaj8Hq9zKYSVQiDVCIianrZXAG/uO+fuOIbv7N7KlQjLjjpEBx52D748LUPl3XcG89bgo8d1InR0dFJVw/IsgJZUQAhYFmAblhIZAroHkzj9TXDeGPNMF5fNYSXVw5gIJHDyl+chkJqaE6ZvY6ODqxbt278a1mW4XK5kE6nNytUVMmWNXNV2q9ejX2y7ySEQGdnJ/umElUI96QSEVHTczk1fPiovfDEv9/E/U+8Yvd0qAbc+uu/47TjDkRHiwfrBtNlG/fEgxfB41LgcHlQ1E0MpfJY2Z/Ca6v68caaYSz73yBe+d/gjKsA+1wq+kbntgKgWCzC4XAgn88DGOtbHAwGIYRAMpmc8NiZ5DSEEJAkafxmmmbZA0hJkuD1euHz+cb3uRuGgeHhYWQymbIeazqWZWFgYACtra3sm0pUAcykEhERbTAwnMK/Xn0bp33m58jmqp+dodryrSs/gufWFfHrvy23eypTGvjtWehdP7d+p4FAAADGl/F2dHTA4XAgnU6jt7d3wmM7Ojo2CwQlSYLL5YLX64WqqhOKnJV6ppYKouVyOaTT6a2u2huPx8db4WzKMAyYpolUKoXh4ert+Y3FYnC73Vz2S1RmLJxERES0QSTkxVEH7oRbv3SK3VOhGvDKm2ux53YRu6cxpaBXg7QVwVGpDU1JKSM42RLWTCYDl8sFSZLg8/kQj8fR2dmJaDQKj8czXuSsdCstY1ZVFQ6HA4FAALFYDJ2dnXOujKsoCgzDmLTityzLUFUVgUAALS0tsx57rvr7+yf0fiai8mCQSkREtAlVVfCeA3bE+w7Zze6pkM1cjtrebziSKuD11cPw+wNz+vlisTgekG4aNMqyPJ5VBcaCQ7/fD6fTic7OTrS0tMDpdEJRlFm1iJJlGZqmIRwOj48z06Wyfr8f8XgcTqdz2qXHpeXA4XC4KvtFTdNktV+iCuByXyIiokmsXj+E95x5E9b2jtg9FbLJX378CVz4o3/h7d7klh9sE0kC/nf7UhQzo1MupdU0DX6/Hw6HA8PDw9B1HUIIuN1ueL3e8aBPluUJQaNhGNB1HZIkQZblsvcstiwLhmEgl8uhr2/yfsVCCLS2tsLpdM5q72dp7NWrV5drutOKx+NwOBxc9ktUJgxSiYiIJmFZFrr7R/Gbh57DV2/5M3J57lFtJrIs4YXffx57XHKP3VPZoojfiTd/ejJ63rE31el0IhKJjAeZQogJGb9SoSO7lfas9vT0TLhf0zTEYrHxKr6zZRgG+vv7q1JQSVEUxOPxivV1Jmo29r8zERER1SAhBDpag7j4pEPxwu+vxseO2dfuKVEVfeTIvbGyN2X3NGZkIJFDIlucsKc0Ho8jFouN7xUtBXmlbGklMqNzJUkSHA4HHA4HnE4notEourq60NbWBlVV55ydlCQJ0WgUnZ2dcLvdZZ71RLquo7e3l/tTicqEmVQiIqIZGElmcN/jL+HCL99l91SowkJ+N56680rsf/kfkJphKxi7nXzYInz/4kOQTiURDAbrLqNnmiZM0xzvHVtuhmEgkUhUvPKvx+NBS0tL3f3+iWpNbVxCIyIiqnFBnxvvP3R3HHPwrnZPhSqsqBso6mbdBKgA8Lun3sJjL3XD7fXXZYAkSdJ4VeBKkGUZfr8fra2tFd03mk6nkUgkWEiJaCsxSCUiIpqhSMiL047b3+5pUIWlMnlIdVT/Zqd5IfzruyfiiL264HZqdk+nZsmyDLfbja6uLsybNw9tbW0VOc7IyAgymQxM06zI+ETNoP4utREREdlom47q9WAkexy63/boGZ28Um6tUWQJD371OLSFPQCA7sEUsnkDXVEvNLUyWcl6JknShL24sixXJOvZ398PRVHgdDpZ8ZdoDphJJSIimoVYi5+BaoMbSWTg0urjOr7HqUCRJYyk8rAsCy+u6Md+n/gN7nlyBQYT9RFo20WW5fHeq5XQ09ODQqEwbV9XIpocCycRERHNgmVZeG7ZKhxy+rfsngpV0DN3fxbHX/cYeocr375ka/lcKnZb0ILFO7Th90+twJr+sarEK247HR0Rr82zq33FYhFr1qypyNiapqG9vb1ie22JGhUzqURERLMghMD2C2I47bgD7J4KVVDPYAKL4kG7pzEjyWwRT7/eg/VDaRy97zwctnsHvnfRoXBqDIxmopLLcZ1OZ820+iGqJ/WxloWIiKiGBLwuHLTntrjjT8/YPRWqgG27IuiKR/DUa3+1eyqzcuTeXTj58B2QyhahKhKcdbJkuRZIklSRQkfZbBaGYdRlxWUiO/HSDhER0RwYJnfLNKpvXHECvvCrZ8s23oI2P5757ok4dPeOso05GUmSIISAz60xQJ0FIUTFgshiscg9qURzwHcwIiKiOWB7ica0bVcE285vw4M3PlWW8T530j4455hd0R724EunLIayVEI87MGtf34V37rnxbIco+TQ3SobBDcqIURF94zqug5VVSs2PlEjYpBKREQ0B/vuOt/uKVAFfPXS43H978aCx9agC7tu04IDd2rDgTu1oyPigUOVkcgUseztAdz/r7fxl+dWI1+cvIWJpkg4/327oTXkBgAcuHP7+PfOee8uuPm+l1HQ536xQ5ElnPqeHXDpcXvg4E/dg6t/8TSuOXV/tIc9bD8zC5XMpAJjfVM1TWPxJKJZYHVfIiKiORgYTuFDl96C515bVbFjHLLvIoQDHtz/11dgGMzcbo2WoAf33nwhjjj7OygU9UkfE/K7ccUZR+BDR+4DRVWhKhJ8Lg0+tzbp41PZAoaTeby5dhg/fOBVPP7imvGgUwjgE8fvgctP2AuxDUHqpjL5It7uSWAwkcNX73oWTy3rnvVz+vpZB+HcY3ZBKlfEu6+8F2+tH4XboeDS4/fAvFYftA37Ug/ZLY7W4OZzoDGWZaG/vx+pVKpix4hGo/B4PCyiRDRDDFKJiIjm6Mnnl+Ooc75b9nGdDhXz2sP47bfPQ3s0gKGRFJ55+W1YlgWHpiJfKOLFN9Zg2fJurFjVh7W9I9z3NoVYiw/fuepj2H6bGLraQjju4h/gmZffHv++qsh4/2G74ZJTDsf89jDcLge8bgdUZXZZr0SmgGSmAN0wUdBNyJJANOiCzzV5gLupoWQOPUMZHPW5+2bV2/S89+2Cb59/CDJ5HW/3jOK5//bhn/9Zj2X/G8KyVYMobgiYz3vfrrjmtMUIehwVrWRbrwzDQG9vL3K5yvaV7ezshKZt+e+BiBikEhERzVnvYAIXfeUuPPj3ZWUZz+t24PGfX46WoBeqIsHvdcHpmHwvm2VZSGXySGXyMEwTd/zpGXzlh38uyzwaydIPHojvX30SFEWGZVlYsboP3/nl41i2vBuXnnI4Fu++AGG/G16P09Z5GoaJ3z25Amfe+Nhm3+uMePHNc5egLeyBIgl89NqH0DOcwVdO3x9XnLAXZHljdk43TIym83i7J4Ejr7oPucLYUuQvn7Y/zjlmF4R99j7PWqTrOrq7u6Hrk2fYy0VRFMTjcVb6JZoBBqlERERbYWA4hX+8+BbO+9IdSKTmnokRQuChH12KJXttB2WWWTwAWN8/isOW3ojV64fmPIdGdM3F78cFHzsEAd/G5a7ZXAGZXAEtQa+NM9tcz1AaR1/9R/x37ciE+79/8aE46+idIYSAZVl4fnkfrrrtn/jZ5e/BvFbfpGMVigb+9UYPTv76w9ANC8/cfCLmT/HYZqfrOtasWVOV1QiBQAChUIjLfom2gEEqERHRVtJ1A6u6B/GuU7+JkWR2TmN8/YoTcNYJB8E3x4yeZVn4x4tv4cizvzOnn29kX7zwWHzmnKPrIjBYN5DCSDqPvzy3Cl//zfNYGA/gt1cfg67oxgAzlR1bVhz0Tv+3kivoGErmYcFCLOiGItf+87dDsVjEmjVrqnY8Lvsl2jIGqURERGVgGCaefH45jr3w+zBn2UNVUxUs+9MX0dUW3qo5jCQz6BlI4Fu3PYK7//zsrOfRqA7eZxF+953zEPC67J7KjBV1A70jWTgUCVEWPaqoQqGAtWvXVu14DocDsViMy36JpsFLakRERGUgyxL23XU+Xr73CzjtuAMgSTMvUPPu/XdA0Lf1gUjQ58aOC9rw3as+hk+e+u6tHq9R+L2OuutrqyoyOiNeBqhVsOnfhqIoCIVCCIe37oLRdPL5PPL5PIudEU2DQSoREVGZeN1OLJzXihuv/MisgtXzPnrwnJf5TsbjcuATp70b5594cNnGrFetYR9u+syJCPk9dk+FapSiKHA4HHA4HIjH4wgGgzCMyXvflkt/f3/Fj0FUz7jcl4iIqEKS6Rx6BxO44WeP4M4H/jXp8tttuyJ48NZLMT/eUvbjjyQzeG15Nz70iVuRTFe2vUYtkmUJT9x2OfbddRu2XqFp6boOy7KgqmrVCimxiBLR1BikEhERVVgyncP6/lGc/H8/w2srusfvX9AZ2dByxgNNrcz+NF038OTzK/C+C75XkfFrlSQJ3POd83HovtvDPYNepUSlU+JkMomBgYGqHJNFlIgmx0s3REREFebzOLH9NjE88MOLx5fgCiHwq2+chfZooGIBKgAoiox9dpmPS04+rGLHqDWSJPCbG8/FIfsuYoBKMyaEgGEYGB4ertox+/v7K96flageMZNKRERURcOJNPqHUhACiEUC8JdxL+p0/vnSSrz7zJuqciw7CSFw97fOxnsO2Alet8Pu6VCdyWQy6Onpqeox29ra4HazQBbRplj7moiIqIpCfo8tRXyiYW/Vj1ltB+65LW7+3McwP97CAJVmzbIsyLIMSZKqWg16aGgIDocDsixX7ZhEtY5BKhERURPwe13YY4dOvPxm9fpBVsvCea34wRc+jp23a0Mk5LN7OlSnhBDQNA0dHR3o7u6uWvXdQqEAXdcZpBJtgntSiYiImkBr2IdvfOoEu6cxY/FoAN/57IloDU8ddEZDXvzy+jPx6M8+iUP2XcQAlbaaEAKKoiAWi1X1uNlstqrHI6p1zKQSERE1iR0XtGGHBTG8+Xav3VPZoljEj9OPPwDvPmBHXHb9b3Hsobti8W4LcM8jL+CcDy/Bur4RLJwXRVskAFnmNXcqn1JGNRKJVK3Kby6Xg2mabEdDtAELJxERETWR5av68N5zv4vu/lG7p7JFh+63CPd9/yIUCjr8Xhcy2TwAwYq9VBWGYWBgYADpdLrix1JVFe3t7VAU5o+IAC73JSIiaioL50Vx6zWn2D2NGfnbs8vx4U/cimyuCABwuxwMUKlqZFlGS0sLVFWF3+9HV1dXxarwVmv/K1G94OUaIiKiJiKEwA7btEGWJRhG9SqYzsaJ790H8+NhPPzU6zh8/x1hVLHSKtGmSvtTBwcHIcsyXC4XMplM2Y9TzWrCRPWAQSoREVGT8XmdOGjP7fDk88vtnsqkzvvowThwz21x6SnvRsDngqbydIXso6oqotEohBAV3TPKHXhEG3G5LxERUZMJ+d244GMH2z2NKQX9bkiShGjYxwCVbFeq+CuEgKqqdk+HqCkwSCUiImpChy/eAfd853x43Q67pzLBly85Du3RgN3TIJqUoijQtMrsi2YmlWgjVvclIiJqUrpuYNX6Ibzv/Juxev2w3dPB9Zd/CEuPPwChgMfuqRBNqVgsor+/H7lcrqzjdnR0wOGorYtGRHZhJpWIiKhJKYqMbTsjuO97F8HltHcZ49IPHogzPnggA1SqeaqqorW1FX6/v6zjMm9EtBGDVCIioiYmhMB286L42VeX2jYHl1PFVee+F0F/Zdp7EJWboigIhUJwuVxlG5MVfok2YpBKRETU5DRVwT67zIOi2HNa8KWL3o+2SHmzUkSVJstyWbOpDFKJNmKQSkRERPB5nFiy18KqH7c9GsBHjt4HDo1VU6n+aJoGIURZxmKQSrQRg1QiIiJCyO/GT75yGnbbvqOqx/32Z09EnNV8qU4pioJIJLLV4wSDQXg83I9NVMIglYiIiAAAXW0h/PH7F+E7V52IHbdtq/jx3E4Ne+/cVbZMFFG1CSHgdrvhdrvR2tqKrq4utLa2zrpNjdPphCzLFZolUf1hkEpERETj2qMBnH/iIbj35gsQ8JavKMxkjjt8D7QEmT2i+ibLMqLRKDweD1RVhdfrRVtb26yCTkVRKjhDovrDIJWIiIg20xkL4fbrz6joMc796LvgdrIvJNU/WZYnrAiQZRmxWGzGP8/VBEQT8bINERERbUZRZMxrD1dk7HntYYQD7oqNT2Q3IQQ0TUMwGMTIyMgWH6/rOlSVxcOIShikEhER0aSGEumKjPu9q0/CXjt3wetmFpUalyRJ8Pv9SKfTKBaLUz5OCMHlvkTvwOW+RERENKn57S3weZxlHzcc8MDl0OByzK64DFG9URRl2mW/QghEIhEGqUTvwCCViIiIJtXa4sO5H31X2cc9+LRv4q01/WUfl6gWSdLmp9uSJKG9vR1dXV1wuVzck0r0DrxsQ0RERJPSVAVKhdpiVCJDS1SLLMsa/7y0BNjn80FRFAanRFNgkEpEREST0nUTufzUe+nm6s4bzuZ+VGoasiyjo6MDpmlCVdXNKgET0ea43JeIiIgmpSgSrlh6BA7db1FZx91753loDfvKOiZRrZIkCQ6HAy6Xi9lTohlikEpERERTikX8+PnXlmLHbdvKNibP0YmIaDoMUomIiGha8WgQnz7zyLKN96FLb8G6vpGyjUdERI2FQSoRERFt0f67LyjbWP9Z2YPh0cr0YCUiovrHIJWIiIi2yOt2YkFnpGzjjSazZRuLiIgaC4NUIiIi2qJoyIv/O/Ooso23av1Q2cYiIqLGwiCViIiItkiWJXzoiD3xgy98HG6nttXj/emJlzEwnCrDzIiIqNEIa9MOw0RERETTSGVyGElmkc7kccf9/8KNtz0657Eu+vih+MKFxyLoc5dxhkREVO8YpBIREdGcDCfSuPfRl/CJ638DwzBn/fMup4pX7/sSOmLB8k+OiIjqFoNUIiIimrNkOodEKgvdMDEwnMI5X7wDb6zsmfHPL/vjl7DdvGgFZ0hERPWGe1KJiIhoznweJzpiIcyPt2CfXebjoR9dihs+/WFoqgIAcDpUxFp8cGjKpD//1AvL55SFJSKixsVMKhEREZVVLl9E/3ASACBJEiQAhmkhlcnjtRXduODLdyKVyQMAutpC+NsvP432aMDGGRMRUS1hkEpERERVo+sGXnpjLS659m588rT3YMne2yES9MLt2vqKwURE1BgYpBIREVFVFQo6hpMZtIZ9EELYPR0iIqoxDFKJiIiIiIioZrBwEhEREREREdUMBqlERERERERUMxikEhERERERUc1gkEpEREREREQ1g0EqERERERER1QwGqURERERERFQzGKQSERERERFRzWCQSkRERERERDWDQSoRERERERHVDAapREREREREVDMYpBIREREREVHNYJBKRERERERENYNBKhEREREREdUMBqlERERERERUMxikEhERERERUc1gkEpEREREREQ1g0EqERERERER1QwGqURERERERFQzGKQSERERERFRzWCQSkRERERERDWDQSoRERERERHVDAapREREREREVDP+P/6au4e8OIgSAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_state_choropleth(\n", " state_retention, ANCHOR_STATE,\n", " title=f\"Geographic Distribution: Year-1 In-State Retention, {TARGET_LABEL}\\n\"\n", " f\"({DEGREE_LABEL} Degrees, All Cohorts | {STATE_NAMES[ANCHOR_STATE]} outlined)\",\n", " save_path=os.path.join(FIGURES_DIR, \"rq4_state_choropleth.png\"),\n", ")\n" ] }, { "cell_type": "markdown", "id": "1a50b58e", "metadata": {}, "source": [ "## RQ5: Anchor-state case study\n", "\n", "Zooming into the anchor state's own graduates: the 3-way geographic split,\n", "rendered on real state/division geography rather than as an abstract bar.\n" ] }, { "cell_type": "code", "execution_count": 53, "id": "c0b4860f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "In-state: 88.0%\n", "Same division (Mountain), different state: 2.9%\n", "Different division: 9.1%\n", "Saved to figures\\rq5_anchor_zone_map.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anchor_split = compute_anchor_zone_split(state_df, TARGET_CIP, year=\"y1\")\n", "total = anchor_split[\"total_emp\"]\n", "if total and total > 0:\n", " print(f\"In-state: {anchor_split['instate']/total*100:.1f}%\")\n", " print(f\"Same division ({ANCHOR_DIVISION_LABEL}), different state: \"\n", " f\"{anchor_split['same_division_diff_state']/total*100:.1f}%\")\n", " print(f\"Different division: {anchor_split['diff_division']/total*100:.1f}%\")\n", "\n", "plot_anchor_zone_map(\n", " anchor_split, ANCHOR_STATE,\n", " title=f\"{STATE_NAMES[ANCHOR_STATE]} {TARGET_LABEL} Graduates: Where Do They Work?\\n\"\n", " f\"({DEGREE_LABEL} Degrees, Year 1, All Cohorts)\",\n", " save_path=os.path.join(FIGURES_DIR, \"rq5_anchor_zone_map.png\"),\n", ")\n" ] }, { "cell_type": "code", "execution_count": 54, "id": "0620282b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " region share\n", " Colorado (in-state) 0.879782\n", "Rest of Mountain Division 0.029038\n", " Pacific 0.019564\n", " West South Central 0.019101\n", " South Atlantic 0.018123\n", " West North Central 0.013438\n", " East North Central 0.010246\n", " Middle Atlantic 0.005149\n", " East South Central 0.003089\n", " New England 0.002471\n", "Saved to figures\\rq5b_anchor_division_map.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "division_breakdown = compute_anchor_division_breakdown(state_df, TARGET_CIP, year=\"y1\")\n", "print(division_breakdown[[\"region\", \"share\"]].to_string(index=False))\n", "\n", "plot_anchor_division_map(\n", " division_breakdown, ANCHOR_STATE,\n", " title=f\"{STATE_NAMES[ANCHOR_STATE]} {TARGET_LABEL} Graduates: Which Census Division?\\n\"\n", " f\"({DEGREE_LABEL} Degrees, Year 1, All Cohorts)\",\n", " save_path=os.path.join(FIGURES_DIR, \"rq5b_anchor_division_map.png\"),\n", ")\n" ] }, { "cell_type": "markdown", "id": "a7cec8c9", "metadata": {}, "source": [ "## Output\n", "\n", "All planned figures have been built and saved to the `figures/` directory:\n", "\n", "- **`rq1_trajectory_vs_other.png`** -- RQ1: national in-state retention\n", " trajectory, Health Professions vs. Other Associate's Programs\n", "- **`rq2_trajectory_vs_comparisons.png`** -- RQ2: same trajectory vs. the\n", " four licensure/portability comparison programs\n", "- **`robustness_check.png`** -- robustness check: All Cohorts vs. single-cohort\n", " trajectory, Health Professions vs. Education\n", "- **`rq3_geo_split_bar.png`** -- RQ3: Year-1 3-way geographic split, all\n", " groups on one chart\n", "- **`rq4_state_ranking.png`** / **`rq4_state_choropleth.png`** -- RQ4: state\n", " ranking (bar + map), anchor state highlighted\n", "- **`rq5_anchor_zone_map.png`** -- RQ5: anchor-state case-study map (in-state /\n", " same-division / different-division)\n", "- **`rq5b_anchor_division_map.png`** -- RQ5 (companion): full 9-division\n", " breakdown of where the anchor state's graduates specifically went\n", "\n", "Each computation function takes its target CIP code / degree level / anchor\n", "state as an argument rather than hard-coding Health Professions / Colorado, so figures\n", "can be regenerated for a different program or state by changing the\n", "Configuration cell only.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:base] *", "language": "python", "name": "conda-base-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }