diff --git a/notebooks/maintenance_ledger/comparesimulations2_20260809.json b/notebooks/maintenance_ledger/comparesimulations2_20260809.json
index 670b4239..417c71a7 100644
--- a/notebooks/maintenance_ledger/comparesimulations2_20260809.json
+++ b/notebooks/maintenance_ledger/comparesimulations2_20260809.json
@@ -1,29 +1,27 @@
{
"schema_version": 1,
- "updated_at": "2026-08-09T14:58:13Z",
+ "updated_at": "2026-09-11T00:16:49Z",
"notebooks": [
{
"path": "notebooks/process/comparesimulations2.ipynb",
- "verified_date": "2026-08-09",
- "verified_at_utc": "2026-08-09T14:58:13Z",
- "neqsim_version": "3.17.0",
- "python_version": "3.12.13",
- "java_version": "OpenJDK 17.0.19",
+ "verified_date": "2026-09-11",
+ "verified_at_utc": "2026-09-11T00:16:49Z",
+ "neqsim_version": "3.20.0 Python package with Java commit 653db71353dc3a5a0fad92b945978fd0bd94e74a",
+ "python_version": "3.12.14",
+ "java_version": "OpenJDK 17.0.20",
"environment_resolution": {
- "mode": "online-new-snapshot",
- "bootstrap": "python scripts/bootstrap_neqsim_validation_env.py --venv /tmp/neqsim-validation-comparesimulations2-final7-20260809t1602 --neqsim-version latest --refresh --extra-package scipy --extra-package pydantic --extra-package scikit-learn --extra-package graphviz --extra-package jupyter --extra-package nbconvert --extra-package ipykernel --extra-package black",
- "snapshot": "/workspace/.cache/neqsim-validation-wheelhouse/schema-1/cpython-312-linux-x86_64/neqsim-3.17.0/20260809T145458Z-b0880834160e",
- "verified_public_pypi_wheels": 125,
- "manifest_created_at_utc": "2026-08-09T14:54:58Z",
- "integrity": "Complete public-PyPI inventory, size, SHA-256, runtime, platform, and requested-toolchain verification passed before fresh-environment installation."
+ "mode": "exact-source-commit runtime with packaged Python API",
+ "runtime_jar_sha256": "8b2eeb94e972e0c30467ad9c4f99f299b5fe9eec57b55f0e4ff4dd5896ec6704",
+ "bootstrap": "The notebook accepts NEQSIM_EXACT_JAR for CI/developer validation; otherwise it fetches and builds public commit 653db71353dc3a5a0fad92b945978fd0bd94e74a before JVM startup.",
+ "integrity": "The retained provenance table records Python, Java, runtime JAR, SHA-256, and exact Java commit. No pre-release or stale packaged renderer was used."
},
"execution_status": "passed",
- "execution_method": "All 30 code cells executed sequentially from an empty in-process IPython state with execution counts 1 through 30, zero exceptions, zero error outputs, and zero stored stderr. The final clean run completed in 103.2 seconds and retained every table and inline figure.",
- "code_cells": 30,
- "substantive_code_cells": 30,
- "markdown_cells": 26,
+ "execution_method": "All 34 code cells executed sequentially from an empty in-process IPython state with execution counts 1 through 34, zero exceptions, zero error outputs, and zero stored stderr. The exact merged-core clean run completed in 217.8 seconds and retained every table, equation, calculated figure, and eight-sheet PFD/P&ID visual set.",
+ "code_cells": 34,
+ "substantive_code_cells": 34,
+ "markdown_cells": 27,
"publication": {
- "branch": "automation/repair-comparesimulations2-20260809",
+ "branch": "automation/comparesimulations2-pfd-pid-20260909",
"mode": "atomic connector-backed draft pull request",
"commit": "the commit containing this ledger entry",
"files": [
@@ -33,99 +31,102 @@
]
},
"preservation": {
- "pre_existing_cells": 48,
- "preserved_cells": 48,
+ "pre_existing_cells": 56,
+ "preserved_cells": 56,
"pre_existing_substantive_examples": 16,
"preserved_substantive_examples": 16,
- "pre_existing_figures": 3,
- "preserved_figures": 3,
- "repairs": "Preserved every original cell and all fluid, Eclipse import, standard-condition, phase-envelope, connected-process, report, persistence, product, duty, rotating-equipment, 100-case, optimization, surrogate, direct-thread, and pool examples. Replaced mutable-network setup, multi-megabyte console output, stale package guidance, compressed code, uninitialized densities, and shared fluid state. Corrected pressure-drop mappings for 23-HA-03 and 25-HA-02 and corrected the final gas-cooler export-pressure mapping."
+ "pre_existing_calculated_png_figures": 7,
+ "preserved_calculated_png_figures": 7,
+ "repairs": "Preserved every prior comparison, process, persistence, sensitivity, optimization, surrogate, threading, and managed-pool example and every historical output. Named the three existing numerical recycle utilities and introduced two named placeholder streams as convergence destinations, matching the accepted Java reference without adding physical equipment. Replaced the misleading serial teaching overview with distinct oil-export, fuel-gas, and gas-export branches plus two explicit recycle paths; all eight displayed connections are asserted against and mapped to the freshly exported runnable-model DOT graph. Retained the 0.01 percent mass-closure gate and deterministic post-thread convergence qualification."
},
"neqsim_capabilities_demonstrated": [
"17-component PR assay with TBP fractions and an embedded Eclipse-format alternative import",
- "TP flash, initialized physical properties, phase-envelope tracing, and critical-region retrieval",
- "39-unit multistage separation, flash-gas recovery, recompression, cold process, fuel-gas split, and gas/oil export workflow",
- "validated Pydantic operating-condition contract with named-unit configuration",
- "native JSON report generation and NeqSim process save/open round trip",
- "product-rate, RVP, TVP, ISO 6976 gas-quality, mass-closure, exchanger-duty, compressor, and pump retrieval",
- "deterministic 100-case Latin-hypercube operating study",
- "fresh-process SLSQP optimization with mass and RVP validation",
- "random-forest surrogate training, held-out validation, differential-evolution search, and rigorous NeqSim candidate rerun",
- "independent ProcessSystem.runAsThread execution and managed NeqSimThreadPool futures"
+ "TP flash, phase-envelope tracing, standard-condition properties, and critical-region retrieval",
+ "multistage separation, flash-gas recovery, recompression, cold process, fuel-gas split, and gas/oil export",
+ "deterministic 100-case Latin-hypercube study plus direct and surrogate optimization",
+ "independent Java-thread and managed-pool execution with explicit convergence qualification",
+ "fresh PFD and distinct review-required P&ID from one solved canonical process",
+ "runnable-model block-flow overview with distinct export branches and an eight-row source-to-target evidence map",
+ "four A1 SVG sheets and one A1 PDF drawing set per profile",
+ "native DEXPI 2.0 Process and Plant/P&ID outputs kept distinct from the Proteus 4.1 compatibility companion",
+ "source-linked P&ID registers for nozzles, piping, valves, reducers, instruments, signals, and declared isolation/drain/vent/relief interfaces",
+ "independent byte-identical regeneration of all 29 delivered files"
],
- "practical_application": "Builds a reusable offshore oil-and-gas process from a governed fluid assay; configures pressures, temperatures, pressure drops, and export conditions; runs and audits a base case; compares published HYSYS responses; maps 100 operating scenarios; validates direct and surrogate optimization candidates; and demonstrates safe parallel execution with independently cloned thermodynamic systems.",
+ "practical_application": "Runs and optimizes the established separation/compression teaching case, then delivers a topology-equivalent PFD and a graphically distinct P&ID proposal with operating data, balances, tagged symbols, orthogonal routes, recycles, area boundaries, line identity, engineering registers, and exchange companions. The outputs remain review-required teaching artifacts, not a completed safety or construction design.",
"engineering_validation": {
- "assertions_passed": 43,
+ "assertions_passed": 59,
"assertions_failed": 0,
"checks": [
- "all 48 original cells, 16 substantive examples, and three original figures preserved",
- "all 30 code cells executed in order with no exceptions or stderr",
- "standard-condition gas and oil densities finite and physically plausible",
- "all required process units present and native DOT graph contains key nodes",
- "overall base-case and 100-case mass residuals below 0.01 percent",
- "heat-exchanger two-sided duty balance and rotating-equipment power checks passed",
- "direct optimizer converged with ordered separator pressures and RVP below 12 psia",
- "held-out surrogate R2 exceeded 0.5 and its candidate passed a fresh rigorous NeqSim run",
- "direct and managed parallel results agreed within 1e-6 kW",
- "valid nbformat JSON, sequential counts, public-PyPI setup, Colab badge, links, code readability, and stored outputs verified"
+ "all 56 pre-existing cells and 16 substantive examples preserved",
+ "all 34 code cells executed in order with no exceptions or stderr",
+ "base case, 100-case study, direct optimizer, and surrogate candidate passed the 0.01 percent mass-closure gate",
+ "the corrected teaching overview has separate oil, fuel-gas, and sales-gas branches, two recycle paths, and eight aggregate connections asserted against the current DOT graph",
+ "20 direct-thread and 20 managed-pool cases were explicitly qualified after timing and agreed within 1e-6 kW",
+ "PFD and P&ID share source graph fingerprint 47a2e6d7a3331f1ea2717b018e28977d943450bbe8130409d2401d223358ccc6",
+ "each profile contains four A1 SVG sheets and a four-page A1 PDF",
+ "completed-scene diagnostics report 14 PFD and 413 P&ID warnings, zero errors, and fail-visible review-required status",
+ "all 29 primary delivery files match an independently reconstructed and solved regeneration byte for byte",
+ "diagram byte stability is qualified separately from the stochastic sensitivity of the downstream surrogate candidate; repeated exact-runtime notebook runs kept every scientific gate green but produced different feasible surrogate candidates",
+ "24-VB-01 is absent from the runnable process and both deliveries",
+ "all eight fresh sheets inspected at full-sheet and 200 dpi detail scales"
],
"key_results": {
- "base_total_power_kw": 10431.428486,
- "base_oil_export_m3_day": 19130.517773,
- "base_gas_export_msm3_day": 2.900716,
- "base_mass_residual_percent": 0.000408,
- "base_oil_rvp_psia": 9.5792,
- "standard_gas_density_kg_m3": 0.9675,
- "standard_oil_density_kg_m3": 708.9682,
+ "base_total_power_kw": 10431.534102,
+ "base_oil_export_m3_day": 19130.542443,
+ "base_gas_export_msm3_day": 2.900748,
+ "base_mass_residual_percent": 0.000076,
+ "base_oil_rvp_psia": 9.5793,
"scenario_count": 100,
- "maximum_scenario_mass_residual_percent": 0.001336,
- "direct_optimized_power_kw": 9909.8522,
- "direct_optimized_stage_1_pressure_barg": 35.0,
- "direct_optimized_stage_2_pressure_barg": 9.157728,
+ "maximum_scenario_mass_residual_percent": 0.003330,
+ "direct_optimized_power_kw": 9909.9486,
"surrogate_held_out_r2": 0.796,
- "surrogate_candidate_power_kw": 9333.9807,
- "surrogate_candidate_rvp_psia": 10.5563
+ "surrogate_candidate_power_kw": 9430.9342,
+ "surrogate_candidate_rvp_psia": 10.5094,
+ "notebook_sha256": "15e1429f379f7c2b9ea29525a19292d6a0cc9fb38bf40b084dddbce7d51f2b21",
+ "pfd_pdf_sha256": "a8ce98adc76ebd0be59a3b3fa59d7e7df5dc3dd1949b6dee7baf5a7372d7eaee",
+ "pid_pdf_sha256": "ff5f7a29a33c0ea734a7950d4d6701143739fa3e2aee6c53468a9bbe32b4bc6a"
}
},
+ "diagram_acceptance": {
+ "status": "generation and deterministic regeneration passed; whole-sheet visual acceptance blocked",
+ "paper_size": "A1 landscape",
+ "profiles": ["PFD", "PID"],
+ "svg_sheets_per_profile": 4,
+ "pdf_pages_per_profile": 4,
+ "renderer_warnings": 427,
+ "renderer_warnings_by_profile": {
+ "PFD": 14,
+ "PID": 413
+ },
+ "renderer_errors": 0,
+ "stable_regeneration": true,
+ "visual_inspection": "All eight fresh pages were rendered and inspected at full-sheet and 200 dpi detail scales. The corrected notebook teaching overview was also inspected at native scale and no longer serializes gas export into oil export. The controlled sheet index is intentionally non-connectivity content. The process sheets retain significant whitespace and off-page/text-route collision findings; P&ID sheets retain dense instrument, signal, valve, and physical-attachment findings. These 427 completed-scene warnings block whole-sheet visual acceptance.",
+ "project_metadata_gaps": "Line classes, piping specifications, design pressure and temperature, materials, valve failure positions, instrument ranges, alarm/trip set points, hazardous-area data, relief sizing and disposal, drain/vent destinations, revision approvals, and accountable discipline sign-off remain missing and explicitly disclosed.",
+ "claims_boundary": "Standards-aligned teaching proposal only. No ISO 10628 or ANSI/ISA-5.1 conformance, certification, safety credit, construction fitness, or engineering approval is claimed. Native DEXPI 2.0 and Proteus 4.1 compatibility claims are distinct; external named-CAE round-trip qualification remains open."
+ },
"figures": {
- "previous_figures": 3,
- "previous_figures_refreshed": 1,
- "previous_figures_preserved_as_dated_provenance": 2,
- "new_figures": 6,
- "total_retained_figures": 9,
- "purposes": [
- "refreshed PR phase envelope with dew branch, bubble branch, and critical point",
- "exact preserved published process-flow image",
- "current connected NeqSim workflow overview",
- "exact preserved legacy native Graphviz rendering with historical-label warning",
- "separator-pressure power sensitivity and power-oil trade-off",
- "rigorous base-versus-direct-optimization power comparison",
- "surrogate parity validation and feature influence",
- "direct Java-thread completion timing",
- "direct-thread versus managed-pool execution comparison"
- ],
- "visual_inspection": "Passed at original resolution after the final clean execution. All nine figures were extracted and inspected for titles, labels, units, legends or color scales, accessible colors, clipping, overlap, scales, and consistency with nearby tables. The two wide legacy visuals are explicitly identified as provenance artifacts; the compact current workflow supplies the readable teaching view.",
- "numerical_refresh": "The reproducible phase envelope and all six new figures were recomputed with the validated inputs and NeqSim 3.17.0. The published process image and legacy Graphviz image were preserved exactly with source and historical-status notes; current DOT topology was exported and asserted separately."
+ "preserved_calculated_png_figures": 7,
+ "new_inline_svg_sheets": 8,
+ "fresh_profile_pdfs": 2,
+ "visual_inspection": "The exact merged-core clean execution retained seven calculated PNG figures and all eight fresh SVG sheets. Both four-page PDFs were rendered at target A1 size and inspected at full-sheet and 200 dpi detail scales; the inspection confirmed the fail-visible collision and P&ID-density findings recorded by completed-scene diagnostics."
},
"equation_rendering": {
"status": "passed",
"display_equations": 3,
- "renderer": "Jupyter nbconvert MathJax-compatible HTML plus visual math-render inspection",
- "visual_inspection": "Fugacity equality, mass-closure fraction, comparison fraction, subscripts, superscripts, summation, dotted mass rates, Greek symbols, and bold composition vectors rendered correctly. All delimiters are balanced and commands use single backslashes."
+ "renderer": "Jupyter nbconvert MathJax-compatible HTML",
+ "visual_inspection": "Fugacity equality, mass closure, comparison fraction, subscripts, superscripts, summation, dotted mass rates, Greek symbols, and bold composition vectors remain balanced and renderable."
},
"notebook_quality": {
"valid_nbformat_json": true,
"maximum_code_line_length": 100,
- "one_statement_per_line": true,
- "semicolon_chains": 0,
- "one_line_compound_bodies": 0,
- "colab_badge_valid": true,
- "public_pypi_setup_cell": true,
+ "sequential_execution_counts": true,
+ "stored_error_outputs": 0,
+ "stored_stderr_outputs": 0,
+ "colab_reproducible_exact_commit_bootstrap": true,
"hidden_local_dependencies": false,
- "changed_links_checked": true,
"catalog_target_occurrences": 1
},
- "summary": "Modernized the complete simulator-comparison workflow without pinning the notebook to a NeqSim release. Added current PyPI setup and provenance, deterministic fresh-object construction, corrected pressure mappings, compact outputs, benchmark interpretation, engineering checks, rigorous scenario and optimization workflows, safe parallel APIs, nine retained figures, limitations, references, and exercises."
+ "summary": "Exact merged-core retained-output review milestone for the comparesimulations2 case: the executed teaching overview now follows the runnable model with distinct oil-export, fuel-gas, and sales-gas branches and documented recycle paths; the scientific rerun, deterministic delivery regeneration, fresh PFD and distinct P&ID, separate DEXPI/Proteus companions, and full A1 inspection remain complete. Completed-scene diagnostics expose 14 PFD and 413 P&ID warnings, so whole-sheet visual acceptance and publication approval remain blocked."
}
]
}
diff --git a/notebooks/notebook_maintenance_ledger.json b/notebooks/notebook_maintenance_ledger.json
index 2c43cada..15771029 100644
--- a/notebooks/notebook_maintenance_ledger.json
+++ b/notebooks/notebook_maintenance_ledger.json
@@ -1,6 +1,6 @@
{
"schema_version": 3,
- "updated_at": "2026-09-01T15:17:29Z",
+ "updated_at": "2026-09-11T00:16:49Z",
"active_notebook_count": 297,
"shards_glob": "maintenance_ledger/*.json",
"retired_notebooks": [
diff --git a/notebooks/process/comparesimulations2.ipynb b/notebooks/process/comparesimulations2.ipynb
index 68f13ad1..09d77e13 100644
--- a/notebooks/process/comparesimulations2.ipynb
+++ b/notebooks/process/comparesimulations2.ipynb
@@ -19,6 +19,81 @@
{
"cell_type": "code",
"execution_count": 1,
+ "id": "3c32df43",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Diagram runtime: supplied exact-commit validation artifact\n",
+ "Java commit: 653db71353dc3a5a0fad92b945978fd0bd94e74a\n",
+ "JAR SHA-256: 8b2eeb94e972e0c30467ad9c4f99f299b5fe9eec57b55f0e4ff4dd5896ec6704\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Pin the diagram runtime to the exact accepted NeqSim implementation.\n",
+ "# A supplied local JAR makes CI/developer validation fast. Colab builds the same public commit.\n",
+ "import hashlib\n",
+ "import os\n",
+ "import subprocess\n",
+ "from pathlib import Path\n",
+ "\n",
+ "NEQSIM_DIAGRAM_COMMIT = \"653db71353dc3a5a0fad92b945978fd0bd94e74a\"\n",
+ "supplied_jar = os.environ.get(\"NEQSIM_EXACT_JAR\", \"\").strip()\n",
+ "\n",
+ "if supplied_jar:\n",
+ " diagram_runtime_jar = Path(supplied_jar).expanduser().resolve()\n",
+ " if not diagram_runtime_jar.is_file():\n",
+ " raise FileNotFoundError(f\"NEQSIM_EXACT_JAR does not exist: {diagram_runtime_jar}\")\n",
+ " diagram_runtime_source = \"supplied exact-commit validation artifact\"\n",
+ "else:\n",
+ " source_dir = Path(\"neqsim-diagram-runtime\")\n",
+ " if not source_dir.exists():\n",
+ " subprocess.check_call([\"git\", \"init\", str(source_dir)])\n",
+ " subprocess.check_call(\n",
+ " [\n",
+ " \"git\",\n",
+ " \"-C\",\n",
+ " str(source_dir),\n",
+ " \"remote\",\n",
+ " \"add\",\n",
+ " \"origin\",\n",
+ " \"https://github.com/equinor/neqsim.git\",\n",
+ " ]\n",
+ " )\n",
+ " subprocess.check_call(\n",
+ " [\"git\", \"-C\", str(source_dir), \"fetch\", \"--depth\", \"1\", \"origin\", NEQSIM_DIAGRAM_COMMIT]\n",
+ " )\n",
+ " subprocess.check_call([\"git\", \"-C\", str(source_dir), \"checkout\", \"--detach\", \"FETCH_HEAD\"])\n",
+ " checked_out = subprocess.check_output(\n",
+ " [\"git\", \"-C\", str(source_dir), \"rev-parse\", \"HEAD\"], text=True\n",
+ " ).strip()\n",
+ " if checked_out != NEQSIM_DIAGRAM_COMMIT:\n",
+ " raise RuntimeError(f\"Expected {NEQSIM_DIAGRAM_COMMIT}, found {checked_out}\")\n",
+ " subprocess.check_call(\n",
+ " [\"./mvnw\", \"-q\", \"-DskipTests\", \"-Dmaven.javadoc.skip=true\", \"package\"], cwd=source_dir\n",
+ " )\n",
+ " jars = sorted((source_dir / \"target\").glob(\"neqsim-*.jar\"))\n",
+ " jars = [path for path in jars if not path.name.endswith((\"-sources.jar\", \"-javadoc.jar\"))]\n",
+ " if len(jars) != 1:\n",
+ " raise RuntimeError(\n",
+ " f\"Expected one executable NeqSim JAR, found {[str(path) for path in jars]}\"\n",
+ " )\n",
+ " diagram_runtime_jar = jars[0].resolve()\n",
+ " diagram_runtime_source = f\"source build of {NEQSIM_DIAGRAM_COMMIT}\"\n",
+ "\n",
+ "diagram_runtime_sha256 = hashlib.sha256(diagram_runtime_jar.read_bytes()).hexdigest()\n",
+ "os.environ[\"NEQSIM_JVM_AUTOSTART\"] = \"0\"\n",
+ "print(f\"Diagram runtime: {diagram_runtime_source}\")\n",
+ "print(f\"Java commit: {NEQSIM_DIAGRAM_COMMIT}\")\n",
+ "print(f\"JAR SHA-256: {diagram_runtime_sha256}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
"id": "fef931a1",
"metadata": {},
"outputs": [
@@ -50,43 +125,49 @@
"
\n",
" \n",
" 0 \n",
- " NeqSim \n",
- " 3.17.0 \n",
+ " NeqSim Python package \n",
+ " 3.20.0 \n",
" \n",
" \n",
" 1 \n",
" Python \n",
- " 3.12.13 \n",
+ " 3.12.14 \n",
" \n",
" \n",
" 2 \n",
" Java \n",
- " 17.0.19 \n",
+ " 17.0.20 \n",
" \n",
" \n",
" 3 \n",
- " Packaged JAR \n",
- " neqsim-3.17.0.jar \n",
+ " Runtime JAR \n",
+ " neqsim-3.20.0.jar \n",
" \n",
" \n",
" 4 \n",
" JAR SHA-256 \n",
- " f114c17bf99a7b02be9f8c49b66fd792c88fdcbfcb0434... \n",
+ " 8b2eeb94e972e0c30467ad9c4f99f299b5fe9eec57b55f... \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " Java commit \n",
+ " 653db71353dc3a5a0fad92b945978fd0bd94e74a \n",
" \n",
" \n",
"\n",
""
],
"text/plain": [
- " Item Value\n",
- "0 NeqSim 3.17.0\n",
- "1 Python 3.12.13\n",
- "2 Java 17.0.19\n",
- "3 Packaged JAR neqsim-3.17.0.jar\n",
- "4 JAR SHA-256 f114c17bf99a7b02be9f8c49b66fd792c88fdcbfcb0434..."
+ " Item Value\n",
+ "0 NeqSim Python package 3.20.0\n",
+ "1 Python 3.12.14\n",
+ "2 Java 17.0.20\n",
+ "3 Runtime JAR neqsim-3.20.0.jar\n",
+ "4 JAR SHA-256 8b2eeb94e972e0c30467ad9c4f99f299b5fe9eec57b55f...\n",
+ "5 Java commit 653db71353dc3a5a0fad92b945978fd0bd94e74a"
]
},
- "execution_count": 1,
+ "execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
@@ -129,12 +210,17 @@
" )\n",
"\n",
"import jpype\n",
+ "\n",
+ "jpype.addClassPath(str(diagram_runtime_jar))\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import neqsim as neqsim_package\n",
"from neqsim import jneqsim as neqsim\n",
+ "from neqsim.neqsimpython import init_jvm\n",
+ "\n",
+ "init_jvm()\n",
"\n",
"neqsim_version = importlib.metadata.version(\"neqsim\")\n",
"neqsim_directory = Path(neqsim_package.__file__).resolve().parent\n",
@@ -143,19 +229,28 @@
"if len(neqsim_jars) != 1:\n",
" raise RuntimeError(f\"Expected one packaged NeqSim JAR, found {len(neqsim_jars)}\")\n",
"\n",
- "neqsim_jar = neqsim_jars[0]\n",
- "neqsim_jar_sha256 = hashlib.sha256(neqsim_jar.read_bytes()).hexdigest()\n",
+ "packaged_neqsim_jar = neqsim_jars[0]\n",
+ "neqsim_jar = diagram_runtime_jar\n",
+ "neqsim_jar_sha256 = diagram_runtime_sha256\n",
"java_version = str(jpype.java.lang.System.getProperty(\"java.version\"))\n",
"\n",
"runtime_provenance = pd.DataFrame(\n",
" {\n",
- " \"Item\": [\"NeqSim\", \"Python\", \"Java\", \"Packaged JAR\", \"JAR SHA-256\"],\n",
+ " \"Item\": [\n",
+ " \"NeqSim Python package\",\n",
+ " \"Python\",\n",
+ " \"Java\",\n",
+ " \"Runtime JAR\",\n",
+ " \"JAR SHA-256\",\n",
+ " \"Java commit\",\n",
+ " ],\n",
" \"Value\": [\n",
" neqsim_version,\n",
" platform.python_version(),\n",
" java_version,\n",
" neqsim_jar.name,\n",
" neqsim_jar_sha256,\n",
+ " NEQSIM_DIAGRAM_COMMIT,\n",
" ],\n",
" }\n",
")\n",
@@ -218,7 +313,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"id": "07a99388",
"metadata": {
"id": "rFJX-3wpVIv3"
@@ -263,7 +358,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"id": "bbd6d508",
"metadata": {},
"outputs": [
@@ -330,7 +425,7 @@
"3 Pressure 50.0 bara"
]
},
- "execution_count": 3,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -536,7 +631,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 5,
"id": "ce9b6de5",
"metadata": {},
"outputs": [
@@ -610,7 +705,7 @@
"4 Oil density 708.9682 kg/m3"
]
},
- "execution_count": 4,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -673,13 +768,13 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"id": "489498db",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -743,7 +838,7 @@
"2 Critical point 632.828 179.840"
]
},
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -828,874 +923,16 @@
"id": "63e9cf5b",
"metadata": {},
"source": [
- "\n",
- "\n",
- "*Published process topology from Andreasen (2020), Figure 1, CC BY 4.0. The current NeqSim model retains the three separators, recompression train, condensate recycles, cold process, oil export, gas export, and fuel-gas split shown here.*"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "id": "615aed09",
- "metadata": {},
- "outputs": [],
- "source": [
- "import json\n",
- "from typing import Optional\n",
- "\n",
- "from pydantic import Field, field_validator\n",
- "from pydantic.dataclasses import dataclass\n",
- "\n",
- "\n",
- "@dataclass\n",
- "class ProcessInput:\n",
- " \"\"\"Validated operating conditions for the offshore separation process.\"\"\"\n",
- "\n",
- " feed_rate: float = Field(gt=0.0, title=\"Feed rate [kmol/h]\")\n",
- " molar_composition: list[float] = Field(title=\"Feed composition [mole fraction]\")\n",
- " Psep1: float = Field(ge=0.0, le=100.0, title=\"Stage 1 pressure [barg]\")\n",
- " Tsep1: float = Field(ge=0.0, le=100.0, title=\"Stage 1 temperature [degC]\")\n",
- " Psep2: float = Field(ge=0.0, le=100.0, title=\"Stage 2 pressure [barg]\")\n",
- " Tsep2: float = Field(ge=0.0, le=100.0, title=\"Stage 2 temperature [degC]\")\n",
- " Psep3: float = Field(ge=0.0, le=100.0, title=\"Stage 3 pressure [barg]\")\n",
- " Tsep3: float = Field(ge=0.0, le=100.0, title=\"Stage 3 temperature [degC]\")\n",
- " Tscrub1: float = Field(ge=0.0, le=100.0, title=\"LP scrubber temperature [degC]\")\n",
- " Tscrub2: float = Field(ge=0.0, le=100.0, title=\"MP scrubber temperature [degC]\")\n",
- " Tscrub3: float = Field(ge=0.0, le=100.0, title=\"HP scrubber temperature [degC]\")\n",
- " Tscrub4: float = Field(ge=0.0, le=100.0, title=\"Export scrubber temperature [degC]\")\n",
- " Pcomp1: float = Field(ge=0.0, le=150.0, title=\"Booster discharge pressure [barg]\")\n",
- " Trefig: float = Field(ge=-20.0, le=100.0, title=\"Refrigeration temperature [degC]\")\n",
- " P_oil_export: float = Field(ge=0.0, le=200.0, title=\"Oil export pressure [barg]\")\n",
- " T_oil_export: float = Field(ge=0.0, le=100.0, title=\"Oil export temperature [degC]\")\n",
- " P_gas_export: float = Field(ge=0.0, le=300.0, title=\"Gas export pressure [barg]\")\n",
- " T_gas_export: float = Field(ge=0.0, le=100.0, title=\"Gas export temperature [degC]\")\n",
- " dP_20_HA_01: float = Field(ge=0.0, le=10.0, title=\"20-HA-01 drop [bar]\")\n",
- " dP_20_HA_02: float = Field(ge=0.0, le=10.0, title=\"20-HA-02 drop [bar]\")\n",
- " dP_20_HA_03: float = Field(ge=0.0, le=10.0, title=\"20-HA-03 drop [bar]\")\n",
- " dP_21_HA_01: float = Field(ge=0.0, le=10.0, title=\"21-HA-01 drop [bar]\")\n",
- " dP_23_HA_01: float = Field(ge=0.0, le=10.0, title=\"23-HA-01 drop [bar]\")\n",
- " dP_23_HA_02: float = Field(ge=0.0, le=10.0, title=\"23-HA-02 drop [bar]\")\n",
- " dP_23_HA_03: float = Field(ge=0.0, le=10.0, title=\"23-HA-03 drop [bar]\")\n",
- " dP_24_HA_01: float = Field(ge=0.0, le=10.0, title=\"24-HA-01 drop [bar]\")\n",
- " dP_25_HA_01: float = Field(ge=0.0, le=10.0, title=\"25-HA-01 drop [bar]\")\n",
- " dP_25_HA_02: float = Field(ge=0.0, le=10.0, title=\"25-HA-02 drop [bar]\")\n",
- " dP_27_HA_01: float = Field(ge=0.0, le=10.0, title=\"27-HA-01 drop [bar]\")\n",
- "\n",
- " @field_validator(\"molar_composition\")\n",
- " @classmethod\n",
- " def check_molar_composition(cls, values):\n",
- " if len(values) != 17:\n",
- " raise ValueError(\"The process fluid requires exactly 17 components.\")\n",
- " if not np.isclose(sum(values), 1.0, atol=1.0e-10):\n",
- " raise ValueError(\"Mole fractions must sum to one.\")\n",
- " return values\n",
- "\n",
- "\n",
- "@dataclass\n",
- "class ProcessOutput:\n",
- " \"\"\"Concise simulation result plus the complete native JSON report.\"\"\"\n",
- "\n",
- " mass_balance_percent: Optional[float] = None\n",
- " results: Optional[dict] = None\n"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "b10b2595",
- "metadata": {},
- "source": [
- "#### Process object graph\n",
- "\n",
- "The next cell contains the preserved process factory. It deliberately creates all\n",
- "streams and equipment anew so sampling and optimization remain independent."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "id": "b46addc3",
- "metadata": {},
- "outputs": [],
- "source": [
- "def getprocess():\n",
- " \"\"\"\n",
- " Create and return a NeqSim oil process object using default or\n",
- " the shared well-fluid basis. This function demonstrates the\n",
- " general structure of a multi-stage oil and gas separation process\n",
- " with scrubbing, compressing, cooling, and pumping steps.\n",
- "\n",
- " Returns:\n",
- " A NeqSim ProcessSystem object representing the oil and gas\n",
- " separation process.\n",
- " \"\"\"\n",
- " # Create a reference fluid (ensure 'wellfluid' is defined or created externally)\n",
- " wellstream = neqsim.process.equipment.stream.Stream(\"well stream\", wellfluid.clone())\n",
- " wellstream.setTemperature(60.0, \"C\")\n",
- " wellstream.setPressure(33.01, \"bara\")\n",
- "\n",
- " # Heater\n",
- " well_stream_cooler = neqsim.process.equipment.heatexchanger.Heater(\"20-HA-01\", wellstream)\n",
- "\n",
- " # First-stage separator\n",
- " first_stage_separator = neqsim.process.equipment.separator.ThreePhaseSeparator(\n",
- " \"20-VA-01\", well_stream_cooler.getOutStream()\n",
- " )\n",
- "\n",
- " # Throttling valve from first-stage separator oil out\n",
- " oilvalve1 = neqsim.process.equipment.valve.ThrottlingValve(\n",
- " \"VLV-100\", first_stage_separator.getOilOutStream()\n",
- " )\n",
- "\n",
- " # Mixer for second-stage inlet\n",
- " oil_2nd_stage_mixer = neqsim.process.equipment.mixer.Mixer(\"MIX-101\")\n",
- " oil_2nd_stage_mixer.addStream(oilvalve1.getOutStream())\n",
- "\n",
- " # Heater\n",
- " oilHeaterFromFirstStage = neqsim.process.equipment.heatexchanger.Heater(\n",
- " \"20-HA-02\", oil_2nd_stage_mixer.getOutStream()\n",
- " )\n",
- "\n",
- " # Second-stage separator\n",
- " seccond_stage_separator = neqsim.process.equipment.separator.ThreePhaseSeparator(\n",
- " \"20-VA-02\", oilHeaterFromFirstStage.getOutStream()\n",
- " )\n",
- "\n",
- " # Throttling valve from second-stage separator oil out\n",
- " oilvalve2 = neqsim.process.equipment.valve.ThrottlingValve(\n",
- " \"VLV-102\", seccond_stage_separator.getOilOutStream()\n",
- " )\n",
- "\n",
- " # Reflux from well stream (for demonstration, setFlowRate is trivial)\n",
- " oilreflux = wellstream.clone()\n",
- " oilreflux.setName(\"third stage reflux\")\n",
- " oilreflux.setFlowRate(1e-6, \"kg/hr\")\n",
- "\n",
- " # Mixer for third-stage inlet\n",
- " thirdstageoilmixer = neqsim.process.equipment.mixer.Mixer(\"MIX-102\")\n",
- " thirdstageoilmixer.addStream(oilvalve2.getOutStream())\n",
- " thirdstageoilmixer.addStream(oilreflux)\n",
- "\n",
- " # Heater\n",
- " oilHeaterFromSeccondStage = neqsim.process.equipment.heatexchanger.Heater(\n",
- " \"20-HA-03\", thirdstageoilmixer.getOutletStream()\n",
- " )\n",
- "\n",
- " # Third-stage separator\n",
- " third_stage_separator = neqsim.process.equipment.separator.ThreePhaseSeparator(\n",
- " \"20-VA-03\", oilHeaterFromSeccondStage.getOutStream()\n",
- " )\n",
- "\n",
- " # Cooler\n",
- " firstStageCooler = neqsim.process.equipment.heatexchanger.Cooler(\n",
- " \"23-HA-03\", third_stage_separator.getGasOutStream()\n",
- " )\n",
- "\n",
- " # Scrubber\n",
- " firstStageScrubber = neqsim.process.equipment.separator.Separator(\n",
- " \"23-VG-03\", firstStageCooler.getOutStream()\n",
- " )\n",
- "\n",
- " # Pump\n",
- " firststagescrubberpump = neqsim.process.equipment.pump.Pump(\n",
- " \"23-PA-01\", firstStageScrubber.getLiquidOutStream()\n",
- " )\n",
- "\n",
- " # Recycle\n",
- " lp_resycle = neqsim.process.equipment.util.Recycle(\"LP oil resycle\")\n",
- " lp_resycle.addStream(firststagescrubberpump.getOutStream())\n",
- " lp_resycle.setOutletStream(oilreflux)\n",
- " lp_resycle.setTolerance(1e-6)\n",
- "\n",
- " # First-stage recompressor\n",
- " first_stage_recompressor = neqsim.process.equipment.compressor.Compressor(\n",
- " \"23-KA-03\", firstStageScrubber.getGasOutStream()\n",
- " )\n",
- " first_stage_recompressor.setIsentropicEfficiency(0.75)\n",
- "\n",
- " # Mixer combining first-stage recompressor gas and second-stage separator gas\n",
- " firststagegasmixer = neqsim.process.equipment.mixer.Mixer(\"MIX-103\")\n",
- " firststagegasmixer.addStream(first_stage_recompressor.getOutStream())\n",
- " firststagegasmixer.addStream(seccond_stage_separator.getGasOutStream())\n",
- "\n",
- " # Second-stage cooler\n",
- " seccond_stage_cooler = neqsim.process.equipment.heatexchanger.Cooler(\n",
- " \"23-HA-02\", firststagegasmixer.getOutStream()\n",
- " )\n",
- "\n",
- " # Second-stage scrubber\n",
- " seccond_stage_scrubber = neqsim.process.equipment.separator.Separator(\n",
- " \"23-VG-02\", seccond_stage_cooler.getOutStream()\n",
- " )\n",
- "\n",
- " # Add second-stage scrubber liquid to third-stage oil mixer\n",
- " thirdstageoilmixer.addStream(seccond_stage_scrubber.getLiquidOutStream())\n",
- "\n",
- " # Second-stage recompressor\n",
- " seccond_stage_recompressor = neqsim.process.equipment.compressor.Compressor(\n",
- " \"23-KA-02\", seccond_stage_scrubber.getGasOutStream()\n",
- " )\n",
- " seccond_stage_recompressor.setIsentropicEfficiency(0.75)\n",
- "\n",
- " # Mixer combining second-stage recompressor gas and first-stage separator gas\n",
- " exportgasmixer = neqsim.process.equipment.mixer.Mixer(\"MIX-100\")\n",
- " exportgasmixer.addStream(seccond_stage_recompressor.getOutStream())\n",
- " exportgasmixer.addStream(first_stage_separator.getGasOutStream())\n",
- "\n",
- " # Dew point cooler\n",
- " dew_point_cooler = neqsim.process.equipment.heatexchanger.Cooler(\n",
- " \"23-HA-01\", exportgasmixer.getOutStream()\n",
- " )\n",
- "\n",
- " # Dew point scrubber\n",
- " dew_point_scrubber = neqsim.process.equipment.separator.Separator(\n",
- " \"23-VG-01\", dew_point_cooler.getOutStream()\n",
- " )\n",
- "\n",
- " # Add dew point scrubber liquid to second-stage mixer\n",
- " oil_2nd_stage_mixer.addStream(dew_point_scrubber.getLiquidOutStream())\n",
- "\n",
- " # First stage export compressor\n",
- " first_stage_export_compressor = neqsim.process.equipment.compressor.Compressor(\n",
- " \"23-KA-01\", dew_point_scrubber.getGasOutStream()\n",
- " )\n",
- " first_stage_export_compressor.setIsentropicEfficiency(0.75)\n",
- "\n",
- " # Cooler after first stage export compressor\n",
- " dew_point_cooler2 = neqsim.process.equipment.heatexchanger.Cooler(\n",
- " \"24-HA-01\", first_stage_export_compressor.getOutStream()\n",
- " )\n",
- "\n",
- " # Scrubber after second dew point cooler\n",
- " dew_point_scrubber2 = neqsim.process.equipment.separator.Separator(\n",
- " \"24-VG-01\", dew_point_cooler2.getOutStream()\n",
- " )\n",
- "\n",
- " # Add the liquid to second-stage mixer\n",
- " oil_2nd_stage_mixer.addStream(dew_point_scrubber2.getLiquidOutStream())\n",
- "\n",
- " # Gas splitter\n",
- " gas_splitter = neqsim.process.equipment.splitter.Splitter(\n",
- " \"splitter\", dew_point_scrubber2.getGasOutStream()\n",
- " )\n",
- " gas_splitter.setSplitNumber(2)\n",
- " gas_splitter.setFlowRates([-1, 2966.0], \"kg/hr\") # Example usage\n",
- "\n",
- " # Fuel gas stream\n",
- " fuel_gas = gas_splitter.getSplitStream(1)\n",
- " fuel_gas.setName(\"fuel gas\")\n",
- "\n",
- " # Heat exchanger\n",
- " gas_heatexchanger = neqsim.process.equipment.heatexchanger.HeatExchanger(\n",
- " \"25-HA-01\", gas_splitter.getSplitStream(0)\n",
- " )\n",
- " gas_heatexchanger.setGuessOutTemperature(273.15 + 15.0)\n",
- " gas_heatexchanger.setUAvalue(800e3)\n",
- "\n",
- " # Dew point cooler #3\n",
- " dew_point_cooler3 = neqsim.process.equipment.heatexchanger.Cooler(\n",
- " \"25-HA-02\", gas_heatexchanger.getOutStream(0)\n",
- " )\n",
- "\n",
- " # Dew point scrubber #3\n",
- " dew_point_scrubber3 = neqsim.process.equipment.separator.Separator(\n",
- " \"25-VG-01\", dew_point_cooler3.getOutStream()\n",
- " )\n",
- "\n",
- " # Add dew point scrubber #3 liquid to the export gas mixer\n",
- " exportgasmixer.addStream(dew_point_scrubber3.getLiquidOutStream())\n",
- "\n",
- " # Set feed for the heat exchanger\n",
- " gas_heatexchanger.setFeedStream(1, dew_point_scrubber3.getGasOutStream())\n",
- "\n",
- " # Second-stage export compressor\n",
- " seccond_stage_export_compressor = neqsim.process.equipment.compressor.Compressor(\n",
- " \"27-KA-01\", gas_heatexchanger.getOutStream(1)\n",
- " )\n",
- " seccond_stage_export_compressor.setIsentropicEfficiency(0.75)\n",
- "\n",
- " # Cooler after second-stage export compressor\n",
- " export_compressor_cooler = neqsim.process.equipment.heatexchanger.Cooler(\n",
- " \"27-HA-01\", seccond_stage_export_compressor.getOutStream()\n",
- " )\n",
- "\n",
- " # Final export gas\n",
- " export_gas = export_compressor_cooler.getOutStream()\n",
- " export_gas.setName(\"export gas\")\n",
- "\n",
- " # Export oil cooler\n",
- " export_oil_cooler = neqsim.process.equipment.heatexchanger.Cooler(\n",
- " \"21-HA-01\", third_stage_separator.getOilOutStream()\n",
- " )\n",
- "\n",
- " # Export oil pump\n",
- " export_oil_pump = neqsim.process.equipment.pump.Pump(\n",
- " \"21-PA-01\", export_oil_cooler.getOutStream()\n",
- " )\n",
- " export_oil = export_oil_pump.getOutStream()\n",
- " export_oil.setName(\"export oil\")\n",
- "\n",
- " # Create a process system\n",
- " oilprocess = neqsim.process.processmodel.ProcessSystem()\n",
- " oilprocess.add(wellstream)\n",
- " oilprocess.add(well_stream_cooler)\n",
- " oilprocess.add(first_stage_separator)\n",
- " oilprocess.add(oilvalve1)\n",
- " oilprocess.add(oil_2nd_stage_mixer)\n",
- " oilprocess.add(oilHeaterFromFirstStage)\n",
- " oilprocess.add(seccond_stage_separator)\n",
- " oilprocess.add(oilvalve2)\n",
- " oilprocess.add(oilreflux)\n",
- " oilprocess.add(thirdstageoilmixer)\n",
- " oilprocess.add(oilHeaterFromSeccondStage)\n",
- " oilprocess.add(third_stage_separator)\n",
- " oilprocess.add(firstStageCooler)\n",
- " oilprocess.add(firstStageScrubber)\n",
- " oilprocess.add(firststagescrubberpump)\n",
- " oilprocess.add(lp_resycle)\n",
- " oilprocess.add(first_stage_recompressor)\n",
- " oilprocess.add(firststagegasmixer)\n",
- " oilprocess.add(seccond_stage_cooler)\n",
- " oilprocess.add(seccond_stage_scrubber)\n",
- " oilprocess.add(seccond_stage_recompressor)\n",
- " oilprocess.add(exportgasmixer)\n",
- " oilprocess.add(dew_point_cooler)\n",
- " oilprocess.add(dew_point_scrubber)\n",
- " oilprocess.add(first_stage_export_compressor)\n",
- " oilprocess.add(dew_point_cooler2)\n",
- " oilprocess.add(dew_point_scrubber2)\n",
- " oilprocess.add(gas_splitter)\n",
- " oilprocess.add(gas_heatexchanger)\n",
- " oilprocess.add(dew_point_cooler3)\n",
- " oilprocess.add(dew_point_scrubber3)\n",
- " oilprocess.add(seccond_stage_export_compressor)\n",
- " oilprocess.add(export_compressor_cooler)\n",
- " oilprocess.add(export_oil_cooler)\n",
- " oilprocess.add(export_oil_pump)\n",
- " oilprocess.add(export_gas)\n",
- " oilprocess.add(export_oil)\n",
- " oilprocess.add(fuel_gas)\n",
- "\n",
- " return oilprocess\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "id": "537272c8",
- "metadata": {},
- "outputs": [],
- "source": [
- "def updateinput(process, local_input):\n",
- " \"\"\"Apply validated operating conditions without hiding missing-unit errors.\"\"\"\n",
- "\n",
- " process.getUnit(\"well stream\").setFlowRate(\n",
- " local_input.feed_rate * 1.0e3 / 3600.0,\n",
- " \"mol/sec\",\n",
- " )\n",
- " process.getUnit(\"well stream\").getFluid().setMolarComposition(local_input.molar_composition)\n",
- " process.getUnit(\"well stream\").setPressure(\n",
- " local_input.Psep1 + local_input.dP_20_HA_01,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"well stream\").setTemperature(60.0, \"C\")\n",
- "\n",
- " process.getUnit(\"20-HA-01\").setOutTemperature(local_input.Tsep1, \"C\")\n",
- " process.getUnit(\"20-HA-01\").setOutPressure(local_input.Psep1, \"barg\")\n",
- " process.getUnit(\"VLV-100\").setOutletPressure(\n",
- " local_input.Psep2 + local_input.dP_20_HA_02,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"20-HA-02\").setOutTemperature(local_input.Tsep2, \"C\")\n",
- " process.getUnit(\"20-HA-02\").setOutPressure(local_input.Psep2, \"barg\")\n",
- " process.getUnit(\"VLV-102\").setOutletPressure(\n",
- " local_input.Psep3 + local_input.dP_20_HA_03,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"20-HA-03\").setOutTemperature(local_input.Tsep3, \"C\")\n",
- " process.getUnit(\"20-HA-03\").setOutPressure(local_input.Psep3, \"barg\")\n",
- "\n",
- " process.getUnit(\"23-HA-03\").setOutTemperature(local_input.Tscrub1, \"C\")\n",
- " process.getUnit(\"23-HA-03\").setOutPressure(\n",
- " local_input.Psep3 - local_input.dP_23_HA_03,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"23-PA-01\").setPressure(\n",
- " local_input.Psep3 + local_input.dP_20_HA_03,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"23-KA-03\").setOutletPressure(local_input.Psep2, \"barg\")\n",
- " process.getUnit(\"23-HA-02\").setOutTemperature(local_input.Tscrub2, \"C\")\n",
- " process.getUnit(\"23-HA-02\").setOutPressure(\n",
- " local_input.Psep2 - local_input.dP_23_HA_02,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"23-KA-02\").setOutletPressure(local_input.Psep1, \"barg\")\n",
- "\n",
- " process.getUnit(\"23-HA-01\").setOutTemperature(local_input.Tscrub3, \"C\")\n",
- " process.getUnit(\"23-HA-01\").setOutPressure(\n",
- " local_input.Psep1 - local_input.dP_23_HA_01,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"23-KA-01\").setOutletPressure(local_input.Pcomp1, \"barg\")\n",
- " process.getUnit(\"24-HA-01\").setOutTemperature(local_input.Tscrub4, \"C\")\n",
- " process.getUnit(\"24-HA-01\").setOutPressure(\n",
- " local_input.Pcomp1 - local_input.dP_24_HA_01,\n",
- " \"barg\",\n",
- " )\n",
- "\n",
- " process.getUnit(\"25-HA-02\").setOutTemperature(local_input.Trefig, \"C\")\n",
- " process.getUnit(\"25-HA-02\").setOutPressure(\n",
- " local_input.Pcomp1 - local_input.dP_25_HA_01 - local_input.dP_25_HA_02,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"27-KA-01\").setOutletPressure(\n",
- " local_input.P_gas_export,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"27-HA-01\").setOutTemperature(\n",
- " local_input.T_gas_export,\n",
- " \"C\",\n",
- " )\n",
- " process.getUnit(\"27-HA-01\").setOutPressure(\n",
- " local_input.P_gas_export - local_input.dP_27_HA_01,\n",
- " \"barg\",\n",
- " )\n",
- "\n",
- " process.getUnit(\"21-HA-01\").setOutTemperature(\n",
- " local_input.T_oil_export,\n",
- " \"C\",\n",
- " )\n",
- " process.getUnit(\"21-HA-01\").setOutPressure(\n",
- " local_input.Psep3 - local_input.dP_21_HA_01,\n",
- " \"barg\",\n",
- " )\n",
- " process.getUnit(\"21-PA-01\").setOutletPressure(\n",
- " local_input.P_oil_export + 1.01325,\n",
- " \"bara\",\n",
- " )\n",
- "\n",
- "\n",
- "def process_mass_balance_percent(process):\n",
- " feed_mass = process.getUnit(\"well stream\").getFlowRate(\"kg/hr\")\n",
- " product_mass = sum(\n",
- " process.getUnit(name).getFlowRate(\"kg/hr\")\n",
- " for name in (\"fuel gas\", \"export gas\", \"export oil\")\n",
- " )\n",
- " return 100.0 * (feed_mass - product_mass) / feed_mass\n",
- "\n",
- "\n",
- "def getoutput(process):\n",
- " report_text = str(neqsim.process.util.report.Report(process).generateJsonReport())\n",
- " return {\n",
- " \"results\": json.loads(report_text),\n",
- " \"mass_balance_percent\": process_mass_balance_percent(process),\n",
- " }\n",
- "\n",
- "\n",
- "def extract_process_metrics(process):\n",
- " compressor_names = (\"23-KA-01\", \"23-KA-02\", \"23-KA-03\", \"27-KA-01\")\n",
- " compressor_power_kw = sum(process.getUnit(name).getPower(\"kW\") for name in compressor_names)\n",
- " pump_power_kw = process.getUnit(\"21-PA-01\").getPower(\"kW\")\n",
- " return {\n",
- " \"total_power_kw\": compressor_power_kw + pump_power_kw,\n",
- " \"oil_export_m3_day\": process.getUnit(\"export oil\").getFlowRate(\"m3/hr\") * 24.0,\n",
- " \"gas_export_msm3_day\": process.getUnit(\"export gas\").getFlowRate(\"MSm3/day\"),\n",
- " \"mass_balance_percent\": process_mass_balance_percent(process),\n",
- " }\n",
- "\n",
- "\n",
- "def run_simulation(process, input_params, timeout_seconds=120, runAsThread=False):\n",
- " validated_input = ProcessInput(**input_params)\n",
- " updateinput(process, validated_input)\n",
- "\n",
- " if runAsThread:\n",
- " return process.runAsThread(), process\n",
- "\n",
- " calculation_thread = process.runAsThread()\n",
- " calculation_thread.join(timeout_seconds * 1000)\n",
- " if calculation_thread.isAlive():\n",
- " calculation_thread.interrupt()\n",
- " calculation_thread.join()\n",
- " raise TimeoutError(f\"Process calculation exceeded {timeout_seconds} seconds.\")\n",
- "\n",
- " return ProcessOutput(**getoutput(process))\n"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "aaf1d180",
- "metadata": {},
- "source": [
- "### Process factory and operating-condition contract\n",
- "\n",
- "The factory creates a fresh object graph for every independent case. This prevents warm recycle\n",
- "states or mutable stream objects from leaking between samples. The input updater intentionally\n",
- "fails if a named unit is absent. It also corrects three previously hidden pressure-drop mappings:\n",
- "`23-HA-03`, `25-HA-02`, and the final gas export cooler now use their own specified pressure drops\n",
- "and the gas-export pressure rather than unrelated fields."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "id": "34a797c6",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
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\n",
- " \n",
- " \n",
- " \n",
- " Model check \n",
- " Value \n",
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- " \n",
- " 0 \n",
- " Required named units \n",
- " 11 \n",
- " \n",
- " \n",
- " 1 \n",
- " Missing units \n",
- " 0 \n",
- " \n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " Model check Value\n",
- "0 Required named units 11\n",
- "1 Missing units 0"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "process1 = getprocess()\n",
- "required_units = [\n",
- " \"well stream\",\n",
- " \"20-VA-01\",\n",
- " \"20-VA-02\",\n",
- " \"20-VA-03\",\n",
- " \"23-KA-03\",\n",
- " \"23-KA-02\",\n",
- " \"23-KA-01\",\n",
- " \"27-KA-01\",\n",
- " \"export gas\",\n",
- " \"export oil\",\n",
- " \"fuel gas\",\n",
- "]\n",
- "missing_units = [name for name in required_units if process1.getUnit(name) is None]\n",
- "assert not missing_units, f\"Missing process units: {missing_units}\"\n",
- "\n",
- "pd.DataFrame(\n",
- " {\n",
- " \"Model check\": [\"Required named units\", \"Missing units\"],\n",
- " \"Value\": [len(required_units), len(missing_units)],\n",
- " }\n",
- ")\n"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "e5356986",
- "metadata": {},
- "source": [
- "### Base operating case\n",
- "\n",
- "The base case preserves the original feed rate and operating conditions. Gauge pressures are\n",
- "converted by the NeqSim unit-aware setters. Every later scenario begins from this dictionary and\n",
- "changes only the explicitly sampled or optimized fields."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "id": "b826d7aa",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Base case completed in 2.82 s\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " total_power_kw \n",
- " oil_export_m3_day \n",
- " gas_export_msm3_day \n",
- " mass_balance_percent \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " 0 \n",
- " 10431.428486 \n",
- " 19130.517773 \n",
- " 2.900716 \n",
- " 0.000408 \n",
- " \n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " total_power_kw oil_export_m3_day gas_export_msm3_day mass_balance_percent\n",
- "0 10431.428486 19130.517773 2.900716 0.000408"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import time\n",
- "\n",
- "inputparam = {\n",
- " \"feed_rate\": 8000.0,\n",
- " \"molar_composition\": list(wellfluid.getMolarComposition()),\n",
- " \"Tsep1\": 70.0,\n",
- " \"Psep1\": 31.5,\n",
- " \"Psep2\": 8.0,\n",
- " \"Psep3\": 1.5,\n",
- " \"Tsep2\": 68.2,\n",
- " \"Tsep3\": 65.0,\n",
- " \"Tscrub1\": 32.0,\n",
- " \"Tscrub2\": 32.0,\n",
- " \"Tscrub3\": 32.0,\n",
- " \"Tscrub4\": 30.0,\n",
- " \"Pcomp1\": 90.0,\n",
- " \"Trefig\": 10.0,\n",
- " \"P_oil_export\": 60.0,\n",
- " \"T_oil_export\": 48.5,\n",
- " \"P_gas_export\": 188.6,\n",
- " \"T_gas_export\": 40.0,\n",
- " \"dP_20_HA_01\": 0.5,\n",
- " \"dP_20_HA_02\": 0.5,\n",
- " \"dP_20_HA_03\": 0.5,\n",
- " \"dP_21_HA_01\": 0.5,\n",
- " \"dP_23_HA_01\": 0.3,\n",
- " \"dP_23_HA_02\": 1.0,\n",
- " \"dP_23_HA_03\": 1.0,\n",
- " \"dP_24_HA_01\": 1.0,\n",
- " \"dP_25_HA_01\": 0.5,\n",
- " \"dP_25_HA_02\": 0.5,\n",
- " \"dP_27_HA_01\": 0.0,\n",
- "}\n",
- "\n",
- "base_start = time.perf_counter()\n",
- "results = run_simulation(process=process1, input_params=inputparam)\n",
- "time_for_one_process_sim = time.perf_counter() - base_start\n",
- "base_metrics = extract_process_metrics(process1)\n",
- "\n",
- "assert results is not None\n",
- "assert abs(results.mass_balance_percent) < 1.0e-2\n",
- "print(f\"Base case completed in {time_for_one_process_sim:.2f} s\")\n",
- "pd.DataFrame([base_metrics]).round(6)\n"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "7fb3a2c7",
- "metadata": {},
- "source": [
- "The base case converges with a small overall mass residual. Subsequent tables reuse the\n",
- "solved object and do not trigger hidden reruns."
- ]
- },
- {
- "cell_type": "markdown",
- "id": "56ed8ac7",
- "metadata": {},
- "source": [
- "### Executed process overview\n",
- "\n",
- "The native exporter still writes the complete DOT graph. Because a clean Colab or restricted\n",
- "runner may not provide the Graphviz system executable, the cell also stores a deterministic\n",
- "Matplotlib overview of the major process sections. The figure is a teaching overview; the DOT\n",
- "file retains the full unit-level topology and stream metadata."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "id": "2d194724",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Python graphviz package: 0.21\n"
- ]
- }
- ],
- "source": [
- "import importlib.metadata\n",
- "\n",
- "graphviz_python_version = importlib.metadata.version(\"graphviz\")\n",
- "print(f\"Python graphviz package: {graphviz_python_version}\")\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "id": "364ad3c5",
- "metadata": {},
- "outputs": [
- {
- "data": {
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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "from matplotlib.patches import FancyBboxPatch, FancyArrowPatch\n",
- "\n",
- "graphviz_export_options = (\n",
- " neqsim.process.processmodel.ProcessSystemGraphvizExporter.GraphvizExportOptions\n",
- ")\n",
- "table_placement = graphviz_export_options.TablePlacement.BELOW\n",
- "graphviz_options = (\n",
- " graphviz_export_options.builder()\n",
- " .includeStreamTemperatures(True)\n",
- " .includeStreamPressures(True)\n",
- " .includeStreamFlowRates(True)\n",
- " .includeStreamPropertyTable(False)\n",
- " .tablePlacement(table_placement)\n",
- " .build()\n",
- ")\n",
- "process1.exportToGraphviz(\"process_flow_diagram.dot\", graphviz_options)\n",
- "dot_source = Path(\"process_flow_diagram.dot\").read_text()\n",
- "assert \"20-VA-01\" in dot_source\n",
- "assert \"27-KA-01\" in dot_source\n",
- "\n",
- "overview_blocks = [\n",
- " (\"Well feed\", \"Fluid and inlet cooler\"),\n",
- " (\"3-stage separation\", \"20-VA-01 / 02 / 03\"),\n",
- " (\"Flash-gas recovery\", \"Scrubbers and recycle\"),\n",
- " (\"Recompression\", \"23-KA-03 / 02 / 01\"),\n",
- " (\"Cold process\", \"25-HA-01 / 02\"),\n",
- " (\"Gas export\", \"27-KA-01 and cooler\"),\n",
- " (\"Oil export\", \"21-HA-01 and pump\"),\n",
- "]\n",
- "positions = np.linspace(0.06, 0.94, len(overview_blocks))\n",
- "figure, axis = plt.subplots(figsize=(13.0, 4.2))\n",
- "axis.set_xlim(0.0, 1.0)\n",
- "axis.set_ylim(0.0, 1.0)\n",
- "axis.axis(\"off\")\n",
- "\n",
- "for index, ((title, detail), x_position) in enumerate(zip(overview_blocks, positions)):\n",
- " box = FancyBboxPatch(\n",
- " (x_position - 0.065, 0.42),\n",
- " 0.13,\n",
- " 0.25,\n",
- " boxstyle=\"round,pad=0.015\",\n",
- " facecolor=\"#DDEBF7\" if index % 2 == 0 else \"#FCE4D6\",\n",
- " edgecolor=\"#333333\",\n",
- " linewidth=1.2,\n",
- " )\n",
- " axis.add_patch(box)\n",
- " axis.text(x_position, 0.57, title, ha=\"center\", va=\"center\", weight=\"bold\")\n",
- " axis.text(x_position, 0.47, detail, ha=\"center\", va=\"center\", fontsize=8)\n",
- " if index < len(overview_blocks) - 1:\n",
- " axis.add_patch(\n",
- " FancyArrowPatch(\n",
- " (x_position + 0.068, 0.545),\n",
- " (positions[index + 1] - 0.068, 0.545),\n",
- " arrowstyle=\"-|>\",\n",
- " mutation_scale=13,\n",
- " color=\"#444444\",\n",
- " )\n",
- " )\n",
- "\n",
- "axis.annotate(\n",
- " \"Condensate recycle\",\n",
- " xy=(positions[1], 0.40),\n",
- " xytext=(positions[4], 0.20),\n",
- " arrowprops={\"arrowstyle\": \"->\", \"connectionstyle\": \"arc3,rad=-0.25\"},\n",
- " ha=\"center\",\n",
- " color=\"#0072B2\",\n",
- ")\n",
- "axis.set_title(\"Connected NeqSim offshore separation and export workflow\", pad=12)\n",
- "figure.tight_layout()\n",
- "plt.show()\n"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "bc1bab5d",
- "metadata": {},
- "source": [
- "The complete native report remains available in `results.results`, while the next cells present\n",
- "only decision-relevant tables. This avoids the original multi-megabyte dictionary display and\n",
- "makes numerical review practical."
- ]
- },
- {
- "cell_type": "markdown",
- "id": "78f9c5ff",
- "metadata": {},
- "source": [
- "### Preserved legacy native Graphviz rendering\n",
- "\n",
- "\n",
+ "\n",
"\n",
"This is the exact stored Graphviz output from source cell 21 in the pre-repair master notebook blob `dc51b7186eaff56d407020339a2891f91bb0123c`. It is retained as a historical visual for provenance and recognizable continuity; its stream-property labels are historical, not current NeqSim results. The current execution above exports a fresh DOT graph and validates key nodes. The compact executed workflow is the readable teaching view because the restricted validation runner has no Graphviz `dot` renderer.\n"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 17,
"id": "ca97f702",
"metadata": {},
"outputs": [
@@ -1703,7 +940,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Native report sections: 38\n"
+ "Native report sections: 42\n"
]
},
{
@@ -1799,7 +1036,7 @@
"11 23-KA-01"
]
},
- "execution_count": 13,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
@@ -1816,7 +1053,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 18,
"id": "4a74a72d",
"metadata": {},
"outputs": [
@@ -1824,7 +1061,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Round-trip process artifact: /workspace/scratch/d6474ab31951/neqsim-colab/process1.neqsim\n"
+ "Round-trip process artifact: /workspace/scratch/93e2db7bed40/NeqSim-Colab/process1.neqsim\n"
]
}
],
@@ -1861,7 +1098,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 19,
"id": "86d80d6b",
"metadata": {},
"outputs": [
@@ -1897,15 +1134,15 @@
" 0 \n",
" Oil export [m3/day] \n",
" 15905.00 \n",
- " 19130.518 \n",
+ " 19130.542 \n",
" 20.280 \n",
" \n",
" \n",
" 1 \n",
" Total power [kW] \n",
" 12019.00 \n",
- " 10431.428 \n",
- " -13.209 \n",
+ " 10431.534 \n",
+ " -13.208 \n",
" \n",
" \n",
" 2 \n",
@@ -1920,12 +1157,12 @@
],
"text/plain": [
" Response Published HYSYS NeqSim Relative difference [%]\n",
- "0 Oil export [m3/day] 15905.00 19130.518 20.280\n",
- "1 Total power [kW] 12019.00 10431.428 -13.209\n",
+ "0 Oil export [m3/day] 15905.00 19130.542 20.280\n",
+ "1 Total power [kW] 12019.00 10431.534 -13.208\n",
"2 Oil RVP [psia] 10.08 9.579 -4.968"
]
},
- "execution_count": 15,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
@@ -1972,7 +1209,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 20,
"id": "b1a3f795",
"metadata": {},
"outputs": [
@@ -2006,7 +1243,7 @@
" \n",
" 0 \n",
" Overall mass residual \n",
- " 0.00041 \n",
+ " 0.00008 \n",
" % of feed \n",
" \n",
" \n",
@@ -2018,19 +1255,19 @@
" \n",
" 2 \n",
" Oil RVP \n",
- " 9.57920 \n",
+ " 9.57926 \n",
" psia \n",
" \n",
" \n",
" 3 \n",
" Export-gas GCV \n",
- " 45.67774 \n",
+ " 45.67789 \n",
" MJ/Sm3 \n",
" \n",
" \n",
" 4 \n",
" Export-gas Wobbe index \n",
- " 53.49057 \n",
+ " 53.49065 \n",
" MJ/Sm3 \n",
" \n",
" \n",
@@ -2039,14 +1276,14 @@
],
"text/plain": [
" Indicator Value Unit\n",
- "0 Overall mass residual 0.00041 % of feed\n",
+ "0 Overall mass residual 0.00008 % of feed\n",
"1 Oil TVP 1.72636 bara\n",
- "2 Oil RVP 9.57920 psia\n",
- "3 Export-gas GCV 45.67774 MJ/Sm3\n",
- "4 Export-gas Wobbe index 53.49057 MJ/Sm3"
+ "2 Oil RVP 9.57926 psia\n",
+ "3 Export-gas GCV 45.67789 MJ/Sm3\n",
+ "4 Export-gas Wobbe index 53.49065 MJ/Sm3"
]
},
- "execution_count": 16,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
@@ -2089,7 +1326,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 21,
"id": "72d6b0fe",
"metadata": {},
"outputs": [
@@ -2129,7 +1366,7 @@
" \n",
" 1 \n",
" 20-HA-02 \n",
- " -149.93 \n",
+ " -149.90 \n",
" Cooling \n",
" \n",
" \n",
@@ -2147,13 +1384,13 @@
" \n",
" 4 \n",
" 23-HA-01 \n",
- " -2379.83 \n",
+ " -2379.63 \n",
" Cooling \n",
" \n",
" \n",
" 5 \n",
" 23-HA-02 \n",
- " -546.52 \n",
+ " -546.53 \n",
" Cooling \n",
" \n",
" \n",
@@ -2165,25 +1402,25 @@
" \n",
" 7 \n",
" 24-HA-01 \n",
- " -8534.17 \n",
+ " -8534.35 \n",
" Cooling \n",
" \n",
" \n",
" 8 \n",
" 25-HA-02 \n",
- " -649.42 \n",
+ " -649.48 \n",
" Cooling \n",
" \n",
" \n",
" 9 \n",
" 27-HA-01 \n",
- " -4694.83 \n",
+ " -4694.88 \n",
" Cooling \n",
" \n",
" \n",
" 10 \n",
" 25-HA-01 \n",
- " 1885.15 \n",
+ " 1885.19 \n",
" Recovered heat \n",
" \n",
" \n",
@@ -2193,19 +1430,19 @@
"text/plain": [
" Equipment Duty [kW] Service\n",
"0 20-HA-01 4297.40 Heating\n",
- "1 20-HA-02 -149.93 Cooling\n",
+ "1 20-HA-02 -149.90 Cooling\n",
"2 20-HA-03 -587.03 Cooling\n",
"3 21-HA-01 -5343.26 Cooling\n",
- "4 23-HA-01 -2379.83 Cooling\n",
- "5 23-HA-02 -546.52 Cooling\n",
+ "4 23-HA-01 -2379.63 Cooling\n",
+ "5 23-HA-02 -546.53 Cooling\n",
"6 23-HA-03 -105.24 Cooling\n",
- "7 24-HA-01 -8534.17 Cooling\n",
- "8 25-HA-02 -649.42 Cooling\n",
- "9 27-HA-01 -4694.83 Cooling\n",
- "10 25-HA-01 1885.15 Recovered heat"
+ "7 24-HA-01 -8534.35 Cooling\n",
+ "8 25-HA-02 -649.48 Cooling\n",
+ "9 27-HA-01 -4694.88 Cooling\n",
+ "10 25-HA-01 1885.19 Recovered heat"
]
},
- "execution_count": 17,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
@@ -2248,7 +1485,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 22,
"id": "042e27dc",
"metadata": {},
"outputs": [
@@ -2294,7 +1531,7 @@
"0 25-HA-01 normalized two-sided duty balance 1.0 1.0 within 1e-8"
]
},
- "execution_count": 18,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
@@ -2325,7 +1562,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 23,
"id": "215f04fc",
"metadata": {},
"outputs": [
@@ -2359,13 +1596,13 @@
" \n",
" 0 \n",
" 23-KA-01 \n",
- " 5335.60 \n",
+ " 5335.67 \n",
" 119.86 \n",
" \n",
" \n",
" 1 \n",
" 23-KA-02 \n",
- " 749.85 \n",
+ " 749.86 \n",
" 126.92 \n",
" \n",
" \n",
@@ -2377,7 +1614,7 @@
" \n",
" 3 \n",
" 27-KA-01 \n",
- " 2947.37 \n",
+ " 2947.40 \n",
" 88.98 \n",
" \n",
" \n",
@@ -2392,14 +1629,14 @@
],
"text/plain": [
" Equipment Power [kW] Discharge temperature [degC]\n",
- "0 23-KA-01 5335.60 119.86\n",
- "1 23-KA-02 749.85 126.92\n",
+ "0 23-KA-01 5335.67 119.86\n",
+ "1 23-KA-02 749.86 126.92\n",
"2 23-KA-03 310.61 127.30\n",
- "3 27-KA-01 2947.37 88.98\n",
+ "3 27-KA-01 2947.40 88.98\n",
"4 21-PA-01 1087.99 49.06"
]
},
- "execution_count": 19,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
@@ -2431,7 +1668,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 24,
"id": "ff4ce0a1",
"metadata": {},
"outputs": [
@@ -2487,7 +1724,7 @@
"2 Power summation PASS"
]
},
- "execution_count": 20,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
@@ -2527,7 +1764,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 25,
"id": "a018d210",
"metadata": {},
"outputs": [
@@ -2535,12 +1772,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Completed 100 fresh cases in 17.4 s\n"
+ "Completed 100 fresh cases in 49.0 s\n"
]
},
{
"data": {
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",
+ "image/png": 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sNpsaNmyYe93QoUOVxWJRBw8edK87efKkCggIUD169HCvGzdunAoPD3e/njhxourRo4eqVauWmjlzplJKqbNnzypN09Tbb7+tlCrZ/ezt548QQhRlzpw5ClCLFy9Wp0+fVseOHVNfffWVCgsLUz4+Pur48eNqy5YtClBjxozxOPb//u//FKCWLFmilMr9/gHU+++/r5RSKjk5WRkMBnXTTTd5fDaOHz9ehYaGuj/zPvvsM2UwGDy+j5RSatasWQpQq1atcq8DlMFgUDt37vTq+gr63rjvvvuUr6+vys7Odq/LK6/997//da+z2+0qIiJC3Xjjje51b731lgLUvHnz3OsyMjJUw4YNFaCWLl160XiKKuMopdSgQYNUTExMvvXFLTPn/f3yrFu3TgFqwoQJ7nUFlTliYmI8yhx5ZdTCri0rK0u1bdtWRUVFqfj4eKWU92VBh8OhatWqpdq0aeNxbbNnz1aAV9/lCxYsUIB64YUXPNYPHz5caZqmDhw4UOJry3OxssnF7skL7z+Hw6Fatmyp+vTp416X9/568MEHPfYdMWJEvjLVPffcoyIjI9WZM2c89r311ltVUFBQgff7+YqTVz179lQtWrTIl0ZMTIwaNGjQRc8jRGWRrnNVzDXXXMOaNWsYMmQIW7du5bXXXqN///7Url2bH374wb3ft99+i67r3HzzzZw5c8a9RERE0KhRo3xNd00mE/fdd5/7tcVi4b777uPUqVNs2rQJAKPR6B5jSdd1zp07h9PppF27dvm6SgHceOON+WrOi5vGheLj49myZQujR48mNDTUvf6KK67gmmuu4Zdffsl3zP33319kunm8yYc8o0aNwsfHx/16y5Yt7N+/nxEjRnD27Fl3nmdkZHD11VezfPlydF0HIDg4mHXr1nHy5MkC48hrsbRw4cJ83cZK48K8KO59cqGirqM4eVJYjN27d+fs2bPurol5T9W+//77fMeWlVtuuYVTp055zMg2f/58dF3nlltuKVGaI0eOxG63ezTDnjt3Lk6nkzvuuOOix/7yyy906NDBo+uVv78/Y8eO5fDhw+zatatEMRWkJO+xgpz/3khJSeHMmTP07NmTQ4cOubt/Flfnzp1p27at+3XdunW5/vrrWbhwIS6XC5fLxe+//87QoUOpX7++e7/IyEhGjBjBypUr3fdR9+7dSUxMZO/evUDuU/sePXrQvXt39xP8lStXopRyt2gqi/tZCCFKq2/fvtSsWZPo6GhuvfVW/P39+e6776hdu7b7M3rixIkex+S1aMjrcl2zZk2aNm3q7n68atUqjEYjkyZNIjExkf379wO5n43dunVzd9n6+uuvadasGU2bNvUoN+R137uw3NCzZ0+vx4g5/3sjLS2NM2fO0L17dzIzM9mzZ4/Hvv7+/h7fnRaLhQ4dOnDo0CH3ul9++YXIyEiGDx/uXufr6+tucVyUoso4F1Pc8u7QoUOpXbu2+3WHDh3o2LGj19+53nrwwQfZvn0733zzjbtbuLdlwY0bN3Lq1Cnuv/9+jzFXR48e7XVL+19++QWj0ehuMZfnscceQynFr7/+WkZXWrjC7snz77+kpCRSUlLo3r27x98r7+9xYfwXtk5SSvHNN98wePBglFIe+dq/f39SUlKK/N1TFfJKiPIkXeeqoPbt2/Ptt9/icDjYunUr3333HdOnT2f48OFs2bKF5s2bs3//fpRSNGrUqMA0zp+NCyAqKirfILWNGzcGcvv/durUCYBPP/2UN954gz179pCTk+PeNzY2Nt85ClpX3DQudOTIEQCaNGmSb1uzZs1YuHBhvgF3z083Kysr34/c88df8TYfCoo3r1A2atSoQuNPSUkhJCSE1157jVGjRhEdHU3btm259tprGTlypPvHcWxsLBMnTuTNN9/k888/p3v37gwZMoQ77rijxN3mCou5OPfJhYq6juLkSZ66det6bM/blpSURGBgILfccgsffvghY8aM4V//+hdXX301N9xwA8OHDy+zwdjzxt+ZO3cuV199NZBbKdSmTRv3/VBcTZs2pX379nz++efcc889QG63uU6dOtGwYcOLHnvkyBE6duyYb32zZs3c24vqSuutkrzHCrJq1SqmTJnCmjVr8lWWpqSklOg+Lug+bdy4MZmZmZw+fRrInU2vsNh1XefYsWO0aNHCXXm0YsUK6tSpw19//cULL7xAzZo1ef31193bAgMDad26NVCy+9mbzzUhhCiOGTNm0LhxY0wmE+Hh4TRp0sT9/XfkyBEMBkO+75WIiAiCg4Pdn/GQW+Ge98N5xYoVtGvXjnbt2hEaGsqKFSsIDw9n69atjBgxwn3M/v372b17d6FdcC6cmKY4n4E7d+7k6aefZsmSJe6HAnkuLLvVqVMn33hFISEhbNu2zf36yJEjNGzYMN9+BX1HFKSoMk5RilPeLez7bd68eV6dyxsffPABc+bM4YMPPvAoz3pbFsy7dy7cz2w258uThIQEj9dBQUH4+Phw5MgRoqKiCAgI8Nh+fnmmvBV2T/7000+88MILbNmyxWMcr/Pvn7z3V4MGDTyOvfCeOn36NMnJycyePZvZs2cXeL6890pVzishypNUNFVhFouF9u3b0759exo3bsxdd93F119/zZQpU9B1HU3T+PXXXzEajfmOzetDXhz/+9//GD16NEOHDmXSpEnUqlULo9HIyy+/7B4f4HznPxkoaRpl4fw45s6dy1133eWxXZVw3JQLry+vJcO0adPy9b3Pk5fvN998M927d+e7777j999/Z9q0abz66qt8++237rEF3njjDUaPHs3333/P77//zvjx43n55ZdZu3ZtgQWsPBcOmllUzKW5T4q6juLkSZ6C4oB//k4+Pj4sX76cpUuX8vPPP/Pbb78xd+5c+vTpw++//17o8cVhtVoZOnQo3333He+//z6JiYmsWrWKl156qVTpjhw5kkceeYTjx49jt9tZu3Yt7733XqnjrWoOHjzI1VdfTdOmTXnzzTeJjo7GYrHwyy+/MH369HJriVYcUVFRxMbGsnz5curVq4dSis6dO1OzZk0eeeQRjhw5wooVK+jSpYv7B1xJ7ueCPgeFEKI0OnTo4J51rjBFDRoN0K1bN/7zn/9w6NAh93h0mqbRrVs3VqxYQVRUFLque4xTp+s6rVq14s033ywwzQvH6fH2MzA5OZmePXsSGBjIc889R4MGDbDZbGzevJknnngi3/dGUWWFsuBNWa0wlVHevZj169fzyCOPMGbMmHwtusrjN0NkZKTH6zlz5hR7YO/yUtA9uWLFCoYMGUKPHj14//33iYyMxGw2M2fOHL744otinyPvfr3jjjsKfTiVNy5mVc4rIcqTVDRdIvIKHPHx8UDuAMRKKWJjY71qgXHy5Ml8rRT27dsH4B4kb/78+dSvX59vv/3WowAzZcoUr+P0No3CCkgxMTEA7u4u59uzZw81atS4aEuL/v37s2jRokK3e5MPhcl7uhEYGEjfvn0vui/kfrE8+OCDPPjgg5w6dYqrrrqKF1980aPw0qpVK1q1asXTTz/N6tWr6dq1K7NmzeKFF15wt5pITk72SLc4TziKe58U9zqKmyfeMhgMXH311Vx99dW8+eabvPTSSzz11FMsXbq00PN4U+g+3y233MKnn37KH3/8we7du1FKedVt7mLnufXWW5k4cSJffvklWVlZmM1mr9KMiYkp9J7P215cZfEeKyyNH3/8Ebvdzg8//ODRQq2orphFyWtRdL59+/bh6+vrfrru6+tbaOwGg8HjR1D37t1Zvnw5sbGxtGnThoCAAFq3bk1QUBC//fYbmzdv5tlnn3XvX173sxBClJWYmBh0XWf//v3ulg+QOzBxcnKyx/dFXgXSokWL2LBhA//617+A3AGkZ86c6W7lfX6X5QYNGrB161auvvrqYn+vXsyyZcs4e/Ys3377rXvgcfhnJr2SiImJYceOHSilPGIt6DuiMEWV1QrLg+KWmQv7fiuq7OmN06dPM3z4cNq0aeOegfd83pYF8+6d/fv3u7tKAuTk5BAXF+du/QvkK2vnTbARExPD4sWLSUtL82ipU5ryzIVKcl9+88032Gw2Fi5ciNVqda+fM2eOx35576+DBw96tGK68J7Km5HO5XIVWV6ozLwSojLJGE1VzNKlSwt8WpPX9DnvQ++GG27AaDTy7LPP5ttfKcXZs2c91jmdTj744AP3a4fDwQcffEDNmjXdBYy8pxznp7du3boip2U/n7dp+Pr6AvkrUSIjI2nTpg2ffvqpx7YdO3bw+++/c+211170/JGRkfTt29djOZ83+VCYtm3b0qBBA15//XXS09Pzbc/r2uNyufI1Aa9VqxZRUVHuprqpqak4nU6PfVq1aoXBYHDvExgYSI0aNfJN7/7+++9fNM7zFfc+OZ831+FtnhTHuXPn8q3La11ysSmL8ypHLrynCtO3b19CQ0OZO3cuc+fOpUOHDl51AfDz8yv0HDVq1GDgwIH873//4/PPP2fAgAHuGVEu5tprr2X9+vUe75OMjAxmz55NvXr1vB7/4nxl8R4rLE8Lep+npKTkK7AV15o1azzGNDh27Bjff/89/fr1w2g0YjQa6devH99//73HFL6JiYl88cUXdOvWjcDAQPf67t27c/jwYebOnev+wWUwGOjSpQtvvvkmOTk5Hk/yy+N+FkKIspT3Gf3WW295rM9rgXT+7FixsbHUrl2b6dOnk5OTQ9euXYHcz8aDBw8yf/58OnXqhMn0z3Pnm2++mRMnTvCf//wn37mzsrLIyMgoUdwFfW84HI5ilWkudO2113Ly5EmPsREzMzML7cp0Pm/KOJD7PVjQuIPFLTMvWLCAEydOuF+vX7+edevWFdlyypvruPXWW3E4HHzzzTceYyvl8bYs2K5dO2rWrMmsWbNwOBzufT755JN85YALy9p5rXauvfZaXC5Xvtbc06dPR9O0Ul8vFL+8B7l/L03TPHoFHD58ON8sinnxvfPOOx7rL3y/GY1GbrzxRr755ht27NiR73znlxcqM6+EqEzSoqmKefjhh8nMzGTYsGE0bdoUh8PB6tWrmTt3LvXq1XN3C2vQoAEvvPACkydP5vDhwwwdOpSAgADi4uL47rvvGDt2LP/3f//nTjcqKopXX32Vw4cP07hxY+bOncuWLVuYPXu2u2/2ddddx7fffsuwYcMYNGgQcXFxzJo1i+bNmxf4o6sg3qbh4+ND8+bNmTt3Lo0bNyY0NJSWLVvSsmVLpk2bxsCBA+ncuTP33HOPe+r1oKAgpk6dWqr89SYfCmMwGPjwww8ZOHAgLVq04K677qJ27dqcOHGCpUuXEhgYyI8//khaWhp16tRh+PDhtG7dGn9/fxYvXsyGDRt44403gNypVx966CFuuukmGjdujNPp5LPPPnN/ceUZM2YMr7zyCmPGjKFdu3YsX77c3QLLG8W9T87nzXV4myfF8dxzz7F8+XIGDRpETEwMp06d4v3336dOnToeg2VfKK+icPz48fTv3x+j0citt95a6P5ms5kbbriBr776ioyMDPe4PUVp27Ytixcv5s0333R3zzp/fKWRI0e6ByZ9/vnnvUrzX//6F19++SUDBw5k/PjxhIaG8umnnxIXF8c333xTorGpyuI9lpenTz31FLfeeitms5nBgwfTr18/LBYLgwcP5r777iM9PZ3//Oc/1KpVy93qsiRatmxJ//79GT9+PFar1f0D5PxWRy+88AKLFi2iW7duPPjgg5hMJj744APsdjuvvfaaR3p5lUh79+716BbZo0cPfv31V6xWK+3bt3evL4/7WQghylLr1q0ZNWoUs2fPdndHW79+PZ9++ilDhw6ld+/eHvt3796dr776ilatWrlbSl911VX4+fmxb98+j/GZAO68807mzZvH/fffz9KlS+natSsul4s9e/Ywb948Fi5cWGS3voJ06dKFkJAQRo0axfjx49E0jc8++6xUXeHuvfde3nvvPUaOHMmmTZuIjIzks88+cz9ouRhvyjiQ+z04d+5cJk6cSPv27fH392fw4MHFLjM3bNiQbt268cADD2C323nrrbcICwvj8ccfL/H1A8yaNYslS5a4/17nCw8P55prrvG6LGg2m3nhhRe477776NOnD7fccgtxcXHMmTPH63GrBg8eTO/evXnqqac4fPgwrVu35vfff+f777/n0UcfzTf2UUkUVja5WI+HQYMG8eabbzJgwABGjBjBqVOnmDFjBg0bNvQY96tNmzbcdtttvP/++6SkpNClSxf++OMPDhw4kC/NV155haVLl9KxY0fuvfdemjdvzrlz59i8eTOLFy8u8MHp+Soir4SoVBUxtZ3w3q+//qruvvtu1bRpU+Xv768sFotq2LChevjhh1ViYmK+/b/55hvVrVs35efnp/z8/FTTpk3VuHHj1N69e9375E2JuXHjRtW5c2dls9lUTEyMeu+99zzS0nVdvfTSSyomJkZZrVZ15ZVXqp9++kmNGjXKY2rXvKlap02bli8eb9NQSqnVq1ertm3bKovFkm/K0MWLF6uuXbsqHx8fFRgYqAYPHqx27drlcXzeNLCnT5/2Km+9zYe86VW//vrrAtP566+/1A033KDCwsKU1WpVMTEx6uabb1Z//PGHUip3Ct5Jkyap1q1bq4CAAOXn56dat27tnmJYKaUOHTqk7r77btWgQQNls9lUaGio6t27t1q8eLHHuTIzM9U999yjgoKCVEBAgLr55pvdUxafn19F5YU398mFvLkOb/PkYjHmTeecN03tH3/8oa6//noVFRWlLBaLioqKUrfddpvat2+f+5i8e3DOnDnudU6nUz388MOqZs2aStM0jymCL8yvPIsWLVKA0jRNHTt2LN/2gqYa3rNnj+rRo4fy8fFRgMfUvHn5FhISooKCglRWVla+NAtz8OBBNXz4cBUcHKxsNpvq0KGD+umnn/LtBxQ5HXOe0r7HlFLq+eefV7Vr11YGg8Hj7/TDDz+oK664QtlsNlWvXj316quvqo8//jjflMM9e/b0akrkvOv63//+pxo1auT+/ChomuPNmzer/v37K39/f+Xr66t69+6tVq9eXWC6tWrVUoDH5+fKlSsVoLp3717gMaW5n4UQoqTyvg83bNhw0f1ycnLUs88+q2JjY5XZbFbR0dFq8uTJKjs7O9++M2bMUIB64IEHPNb37dtXAR6fa3kcDod69dVXVYsWLZTValUhISGqbdu26tlnn1UpKSnu/YrzfaSUUqtWrVKdOnVSPj4+KioqSj3++ONq4cKF+aa0L2wq94LKkkeOHFFDhgxRvr6+qkaNGuqRRx5Rv/32W740L+RtGSc9PV2NGDFCBQcHK8B9/pKUmd944w0VHR2trFar6t69u9q6davHuQoqc8TExHiUM/LKqHnXlndMQcuF373elgXff/99FRsbq6xWq2rXrp1avny519/lSimVlpamJkyYoKKiopTZbFaNGjVS06ZNU7quF+vaLqawssnF7smPPvrIXb5o2rSpmjNnToF5npWVpcaPH6/CwsKUn5+fGjx4sDp27FiBZcnExEQ1btw4FR0drcxms4qIiFBXX321mj17dpHXoJT3eVXYeyImJkYNGjTIq3MJUdE0pcpwVD1RJfXq1YszZ84U2LTzciL5ICqC0+kkKiqKwYMH89FHH1V2OJcMTdMYN25ctRw8XQghhBBCiMuJjNEkhBBlaMGCBZw+fZqRI0dWdihCCCGEEEIIUeFkjCYhhCgD69atY9u2bTz//PNceeWV9OzZs7JDEkIIIYQQQogKJy2ahBCiDMycOZMHHniAWrVq8d///reywxFCCCGEEEKISiFjNAkhhBBCCCGEEEKIMiEtmoQQQgghhBBCCCFEmZCKJiGEEEIIIYQQQghRJmQw8DKi6zonT54kICAATdMqOxwhhBCXGKUUaWlpREVFYTCU33Og7OxsHA5HmaRlsViw2Wxlkpa4fEkZSgghRElVVPkJpAxVHFLRVEZOnjxJdHR0ZYchhBDiEnfs2DHq1KlTLmlnZ2cTGxNMwil7maQXERFBXFxctS4oifInZSghhBClVZ7lJ8gtQ9WLDSYxQcpQ3pCKpjISEBAA5N7ggYGBxT5eKUVKSgpBQUHyNO8iJJ+8I/lUNMkj70g+Fa2s8ig1NZXo6Gj390l5cDgcJJyyc2TrAAIDSlcESE1zEtP6NxwOR7UtJImKUdoyVHmqbp+Bcj1VW3W6nup0LSDXU5VVRPkJcstQiQl29hzqS0Bg6cpQaalOmtZfXK3LUFLRVEby3qCBgYElrmhSShEYGHjJv9nLk+STdySfiiZ55B3Jp6KVdR5VRD77BxjwDzCWKg0dvYyiEZe70pahylN1+wyU66naqtP1VKdrAbmeS0FFXUeAv5VAf3PpEtFzyiaYKkwqmoQQQojLjP73v9KmIYQQQghxWVFa7lLaNKo5mXVOCCGEEEIIIYQQQpQJadEkhBBCXGb0v5fSpiGEEEIIcVlRfy+lTaOak4omIYQQ4jKj0FGlrCoq7fFCCCGEEJcaTdfQ9NJ1fSvt8ZcC6TonhBBCCCGEEEIIIcqEtGgSQgghLjMupXCp0rXbLu3xQgghhBCXGk3lLqVNo7qTiiYhhBDiMqP+/lfaNIQQQgghLisy0KVXpOucEEIIIYQQQgghhCgT0qJJCCGEuMy4/l5Km4YQQgghxOVEus55RyqaqjGlFDn2HIxmE0ajNF4TQgiRK3dm3tJ2nROianHm6KAUJouxskMRQghRTUlFk3ekoqkaynE4WTZ/LUu+Wk3i0TMYjEbaX9OKfnd0J7ZldGWHJ4QQQghRZnYsSeDPTw+xf90ZAGKvDKXHnbG0GRiFplX/KaSFEEKIqkYqmqqZHIeTdx/5hI2Lt6MAm48FR46DpfPWsOH3bTz05kja9Gpe2WEKIYSoRHoZzDqny6xzogpY9MF+vn9lJzl2F1ZfE2iw689E9q4+Tf9xjRkyqblUNgkhhCg7uspdSptGNSf9qaqZP75cxYbF2/EL9CEsIhi/IF8CQ/0JiwohIzWT/zz1FVnp2ZUdphBCiEqkymgRojId25nMj9N2oYDQ2r74hVjwC7YQWtsXk9nAopn72bfmTGWHKYQQorqRAlSRpKKpGtF1nT++Wo2GhtXX6rFN0zSCagRyNiGZ9Qu3VlKE1ZdL17HnOFHyhF8IIYSoEGu+Pkp2hpOAMEu+bb7BZhzZLtbMO1IJkQkhhBCXN+k6V41kpGRx+sQ5bH75C1wAJrMRTYMTBxMrOLLqa/+x0/ywcgdrdx7BqevUqRHEwM7NuKZ9E8wmGYxUCFE1uVC4SvlIrbTHC1Fax7YnYzBqBXaN0zQNk8XA0e3JFR+YEEKI6qssWiVdBkUoqWiqRsxWEwaDhu4q+M5VSqEUmC3yZy8La3ceYdrnS0jLsmOzmDAaDOw/cYYD81ewed8Jnri9j1Q2CSGqJBleQFQHFl8j6iI3ou5SmG3yPSyEEKLsaHruUto0qjvpOleN2HyttOrahOyM7AK7cNkzHZjMJlp1a1IJ0VUv6Zl23p63nIxsB7WC/Qny88Hfx0rNIH/8bFZWbTvEwvV7KztMIYQQotpqdXUEAC5n/hK7rit0XdGmf2RFhyWEEEJc9qSiqZrpP7InNj8bSadS0V25BS+lFNmZdtKSM2jeqSGNr4qt5CgvfSu3HeJcWgahAb75muz7WM0oBb+s2SVjNgkhqiS9jBYhKlP7odHUivUnOSEbp8PlXu/M0Uk6mUVopA8dh9etxAiFEEJUO1KI8opUNFUzzTs2ZOxLt+IX6Mu5xBTOnEzibHwy2el2WndrykNvjMRgkD97aR1JTALAaCw4L32sZuLPpJJlz6nIsIQQwis6WpksQlQmv2AL93/UiagmgaSdcXD2eCbnTmSSetpOzXp+jP1PJ0KjfCs7TCGEENWIVkZLdSeD9VRDXQa3pUXnxqz95S/i405hsZlp3aMZzTo2lEqmMmIxmUDlthYraBBSXVcYjQZMhVRECSGEEKL0ajcN4qmFfdj2ezwHN5wFIKZNCG0GRGH1lWKuEEIIURnkG7iaCqoRQP+RPSo7jGrrysa1mb9sC/YcJzaL2WObUopsRw69r2qIxSxvMSFE1SODgYvqxGw10nZwHdoOrlPZoVySlK5I2hJP6r7ToGkEtwwnqHmtAh+kCSHEZa8sur5dBl3n5FewECVwRYMoWsRGsmX/CQB3ZZNL10lKy8TXZmFwt5aVGaIQQhSqLLq+Sdc5IS59GUeT2fHyMlL3n0G5FCiFwWwkuFUELSf3wlbTr7JDFEKIKkVmnfOO9OsRogQMBo1/3XE1bRrVJjPbwamkNE4lpXE2JYNAPxuP3tKTFrERlR2mEEIIIUSBHCnZ/PXU76TsOoXJ14K1hi/Wmn4YbCbObjrB1md+x5klY00KIYQoPmnRJEQJhQb68sr917H1wAk27T2OPcdJdK1gerZpQJC/T2WHJ4QQhcpt9V3aFk1CiEtZ/O/7yTyWjKWGL4bzxpQ0+ZgxmAyk7D3D6ZVHiLymYSVGCWln7SQnZuEXbJHB3YUQVYD6eyltGtWbVDQJUQoGg8aVjetwZWMZF0IIcelQlL6iqPoXkYSo3hKWHQJN86hkymMwG0EpTq08XGkVTYlx6fz0zm7++u0kjmwXRpOBpl1qcu1DTWjUvkalxCSEENJ1zjvSdU4IIYQQQojLjDPNjsF0kZ8CmkZOur3iAjpPwqE03hyxgpVfHcHlVPgEmDEYNbb8Hs/bI1ezc3lipcQlhBDCO1LRJIQQQlxm8gYDL+0ihLh0+cUEo+e4CtymlELpCr/o4IoN6m/fv76LU4czCI3ywT/EgsVmxDfQTFgdHzJTHXw1ZSsu52XQJEAIUfXoZbRUc1LRJIQQQlxmXBjKZBFCXLqi+jdGMxpwZjrybXOmOzBajUT2rfhuc+fiM9m6OB6fABMGo2eFtqZpBIRZSTiYzp5Vpys8NiGEEN6RUqIQQgghhBCXmZpdYojs2xBnRg7ZZzJwZuXgzMwh+3QGut1J3RtaEtSiVoXHlXQyixy7jsXXWOB2i82Iy6Vz9kRmBUcmhBDCWzIYuBBCCHGZUUpDqdJ1fSvt8UKIyqUZNJpP6kFAozCO/7CbrMR0AAIahhE9tDm1BzZB0yr+fe4TYMZo1HDlKMyW/NvzuszZ/OVnjBCiEpRF1zfpOieEEEKI6sZVRktxLV++nMGDBxMVFYWmaSxYsKDQfe+//340TeOtt94qwZmqt6LyMTExkdGjRxMVFYWvry8DBgxg//79HvvMnj2bXr16ERgYiKZpJCcn5ztPvXr10DTNY3nllVc89tm2bRvdu3fHZrMRHR3Na6+9VtaXK8qRwWQgZngrOn88nC6fDKfrJzfR6YNh1BnUFM1QOZXJkY0CiG4ZTEaSA6Xyz2+ZnuQgsIaNlr3CKyE6IcRlT8Zo8opUNAkhhBCiQmRkZNC6dWtmzJhx0f2+++471q5dS1RUVAVFdmm5WD4qpRg6dCiHDh3i+++/56+//iImJoa+ffuSkZHh3i8zM5MBAwbw5JNPXvRczz33HPHx8e7l4Ycfdm9LTU2lX79+xMTEsGnTJqZNm8bUqVOZPXt22V2sqBAGkwHfyEB8IgMqrYIpj6ZpDH6kKVY/E0kJ2Thzcn+R6S5F6ulsdJei//2N8A0soLmTEEKIKkHanAohhBCXGV0Z0FXpnjWV5PiBAwcycODAi+5z4sQJHn74YRYuXMigQYNKGl61drF83L9/P2vXrmXHjh20aNECgJkzZxIREcGXX37JmDFjAHj00UcBWLZs2UXPFRAQQERERIHbPv/8cxwOBx9//DEWi4UWLVqwZcsW3nzzTcaOHVuyixOXhbNnMlm//iTOHBeNm4TRpGkNj+1XXB3JXW+05esXtnPuZBagUAoCQq30u68R/e9rXDmBCyEue9rf/0qbRnUnFU1CCCHEZUbHgF7KRs15x6empnqst1qtWK3WkqWp69x5551MmjTJXUkiisdutwNgs9nc6wwGA1arlZUrV7ormrz1yiuv8Pzzz1O3bl1GjBjBhAkTMJlyi49r1qyhR48eWCz/tCzp378/r776KklJSYSEhBQaY16c8M89pJQqsKtUZcqLqarFVVKVfT12u5Ppb6zl2/m7SUm2o5TC5mOmfYcopjzbk7oxQe592w+uwxV9I9i+JIGk+Cz8gi206hNBQKg137XI36fqqU7XAnI9VVmFX4Oi9F3fLv1sL5JUNAkhhBCixKKjoz1eT5kyhalTp5YorVdffRWTycT48ePLILLLU9OmTalbty6TJ0/mgw8+wM/Pj+nTp3P8+HHi4+OLldb48eO56qqrCA0NZfXq1UyePJn4+HjefPNNABISEoiNjfU4Jjw83L2tsIqml19+mWeffTbf+pSUlCr3o0cpRXp67iDZlTEwdlmrzOtRSvH2W+tZ9kccoWEm6sbkjg+WneXk4MF4nvzXL7zwUm9CQn08jmvULQAIAEAnm5SUbI80q9Lfx+XUcdp1zDYDBmPxK/Or2vWURnW6FpDrqcoufOAlqgapaBJCCCEuM2U5YcqxY8cIDAx0ry9pa6ZNmzbx9ttvs3nz5ku+0FuZzGYz3377Lffccw+hoaEYjUb69u3LwIEDi12JM3HiRPf/r7jiCiwWC/fddx8vv/xyif/OAJMnT/ZIOzU1lejoaIKCgjzupaogL8+CgoKqxX1Zmdez5a8E5s89iNVqBEzYsxW5j/UNuJwW1q89y88/HmXc+A5ep1lV/j5JRzNY+9Ehdn5/gpwsF7YgM61viqbDXfXxr+H9e6WqXE9ZqE7XAnI9VVmFxy+zznlFKpqEEEKIy4yuDLjKaIymwMDAMqkcWLFiBadOnaJu3brudS6Xi8cee4y33nqLw4cPl/ocl4u2bduyZcsWUlJScDgc1KxZk44dO9KuXbtSpduxY0ecTieHDx+mSZMmREREkJiY6LFP3uvCxnWCwrtX5s1sV9WcP+tedVBZ1/P7wkNkZ7sIDfXhwjpPo9GAyWxgwXd7eeiRjsVKt7L/Pol7UvnizrUkH8vEZDNitBhIT7SzfPp+9i5M5I7POxEY4VN0Qn+r7OspS9XpWkCup6q61OOvrmTWOSGEEEJUujvvvJNt27axZcsW9xIVFcWkSZNYuHBhZYd3SQoKCqJmzZrs37+fjRs3cv3115cqvS1btmAwGKhVqxYAnTt3Zvny5eTk5Lj3WbRoEU2aNCm025y4fCUnZaOUKvRHocViJOlcNrpetbpPXoxSip//tY2kY5kERPrgV8OKLdCMfy0b/rWsJOxM4Y9Xdld2mEIIUeGkRZMQQghxmVFoqFLOeFKS49PT0zlw4ID7dVxcHFu2bCE0NJS6desSFhbmsb/ZbCYiIoImTZqUKtbqpqh8/Prrr6lZsyZ169Zl+/btPPLIIwwdOpR+/fq5j0lISCAhIcGdzvbt2wkICKBu3bqEhoayZs0a1q1bR+/evQkICGDNmjVMmDCBO+64w12JNGLECJ599lnuuecennjiCXbs2MHbb7/N9OnTKzZDxCUhPNwPTdMKrWzKznbSoEEIBsOl0zrh5NZkTmxJwjfEgsHoGbfRbMDqZ2LPrwmkTc4mINxWSCpCiEuJpucupU2jupOKJiGEEOIy40LDVcqKppIcv3HjRnr37u1+nTdOz6hRo/jkk09KFc/lpKh8jI+PZ+LEiSQmJhIZGcnIkSN55plnPNKYNWuWx4DcPXr0AGDOnDmMHj0aq9XKV199xdSpU7Hb7cTGxjJhwgSPsZWCgoL4/fffGTduHG3btqVGjRr8+9//ZuzYseV5+eISNXBQQz768C9SUuwEB3tWujgcLnSX4sabmldSdCVz5kA6OVkufMMsBW63+JvIPOvgbFy6VDQJUV3kDS9X2jSqOaloEkIIIUSF6NWrV7EGpJZxmQpWVD6OHz++yJn7pk6detHZAa+66irWrl1bZCxXXHEFK1asKHK/6izznJ20hGx8gi0ERnk/Fs/lpknTGtx+ZyvmfLiFU/YMgoKsGIwa6ek5ZGY4aHNlBDfdcmlVNJlsRjSDhtJBM+bfrjsVmkHDZC1goxBCVGNS0SSEEEJcZnRlcA/mXZo0hLicJR3OYOVbe9n3WwLObBcGk0Z0pzC6PNyYuh3Dik7gMvT4v7oSHu7Pfz/ZSkJCOkpX+PlZuOW2lkyc1JnAwJLPZlgZ6nUJwzfEQlayA7+w/LFnJTsIi/UnsmVQJUQnhCgXSstdSptGNVeppcTly5czePBgoqKi0DSNBQsWeGz/9ttv6devH2FhYWiaxpYtW/KlkZ2dzbhx4wgLC8Pf358bb7wx3wwoR48eZdCgQfj6+lKrVi0mTZqE0+n02GfZsmVcddVVWK1WGjZsKE34hRBCVFs6hjJZhLhcJR3O4MvbVrP1q6PoTh1LgAmDUePgH4l8PWodB5cmFp3IZchg0Ljrnjb8tvh2/vflDXz6v6H8tvh2XnylD2Fhl15rML9QK21HxuCy62QlO9wtDZWuyDhrRzNodL6/AUZz9fy8dDhcJJ3LIifHVdmhCFFx9DJaqrlK/dTLyMigdevWzJgxo9Dt3bp149VXXy00jQkTJvDjjz/y9ddf8+eff3Ly5EluuOEG93aXy8WgQYNwOBysXr2aTz/9lE8++YR///vf7n3i4uIYNGgQvXv3ZsuWLTz66KOMGTNGZrkRQgghhBD5LH99D+fiMgiM8sEnxILZZsQaaCawtg/ZqTks+vcOXDmXwS+JErJaTbRtF0nHznWoWcuvssMpld6PNaXDXbEoBakns0k5kUVqfDZGs4Hek5rS9vaYyg6xzB0/msprz62kX5f/MqDb/+jf9TOmv7KGxPj0yg5NCFFFVGrXuYEDBzJw4MBCt995551A4WM0pKSk8NFHH/HFF1/Qp08fIHcQy2bNmrF27Vo6derE77//zq5du1i8eDHh4eG0adOG559/nieeeIKpU6disViYNWsWsbGxvPHGGwA0a9aMlStXMn36dPr371+2Fy2EEEJUsrJ4mCY/ocXlKv1UNvt/T8D6dyum82mahl8NC0mHMzi84jQN+oRXUpSiohjNBq598QrajYplz6/xZCY5CIyw0fy6KILr+FZ2eGXu0IEkHhz9E8ePpmLzMWGxGElJzuajmZtZ8nscMz+5jjp1Ays7TCHKjwwG7pVLeoymTZs2kZOTQ9++fd3rmjZtSt26dVmzZg2dOnVizZo1tGrVivDwf77o+/fvzwMPPMDOnTu58sorWbNmjUcaefs8+uijhZ7bbrdjt9vdr1NTUwFQShVroNM8eceV5NjLieSTdySfiiZ55B3Jp6KVVR5VZB6XRdc36TonLlepJ7Jw2l3YgswFbjdZjSiXg5QTWRUcmahMtRoHUKtxQGWHUa6UUrwydQXHj6YSHumH0Zj7PeAfYMHp1Ik7kMT0V9bwxvvyoF5UYzJGk1cu6YqmhIQELBYLwcHBHuvDw8NJSEhw73N+JVPe9rxtF9snNTWVrKwsfHzy9xl/+eWXPaYFzpOSklLiiqb09NzmpppW/W+8kpJ88o7kU9Ekj7wj+VS0ssqjvAcWQoiqzRpoxmA04MpRmAoYu1p35rb3swZc0sVsIfLZt+csmzfEExRsdVcy5TGZDPgHWFi57AjHj6ZSO7p6V7oJIS5OvgFLaPLkyUycONH9OjU1lejoaIKCgggMLH5z0bzKqaCgIPkxdxGST96RfCqa5JF3JJ+KVlZ5VJH5qyutDGadk/tBXJ5C6/sRcUUQx9adxeJnzPfezUrKwbeGhfq9alVShEKUj8OHksnOdhISaitwu6+fmTOnMzl6OEUqmkT1JS2avHJJVzRFRETgcDhITk72aNWUmJhIRESEe5/169d7HJc3K935+1w4U11iYiKBgYEFtmYCsFqtWK35H2NpmlbiHwt5x8qPuYuTfPKO5FPRJI+8I/lUtLLIowqtaEJDp3TnK+3xQlQmpXRI3wX2k2CwQmBbNJO/V8dqmkbXRxrz7b0bSIvPxq+GFaPFgO5SZCU50F2KDmMb4hNsKeerEKJi2awmDAYNp1NhNuf/DnC5dIwGDavNWAnRCVExND13KW0a1d0lPcBC27ZtMZvN/PHHH+51e/fu5ejRo3Tu3BmAzp07s337dk6dOuXeZ9GiRQQGBtK8eXP3PuenkbdPXhpCCCGEEKJ6UOl7UDsfRO1+BHXgedS+f6O23o5+4rPcCigvNOgdznVvXUVgbR8yztpJPZlFWkI2Fl8TPSY1pdODDcv5KoSoeG07RhFWw5eU5OwCt6ck24mICqBVGxkEX4jLXaW2aEpPT+fAgQPu13FxcWzZsoXQ0FDq1q3LuXPnOHr0KCdPngRyK5EgtwVSREQEQUFB3HPPPUycOJHQ0FACAwN5+OGH6dy5M506dQKgX79+NG/enDvvvJPXXnuNhIQEnn76acaNG+dukXT//ffz3nvv8fjjj3P33XezZMkS5s2bx88//1zBOSKEEEKUP11puErZbFu6zolLkcqMQ+2bDI4zYAoCUwjgAmcqHP8IpdvRosd4lVaz66JoeHUtDi49ReqJLGxBZhr2Dcc3tICBm4SoBvwDLIwY3Yp3X19HclI2gUFWDAYNXVckJ2WjFIwc0xqLxSiTiIjqS7rOeaVSK5o2btxI79693a/zxjwaNWoUn3zyCT/88AN33XWXe/utt94KwJQpU5g6dSoA06dPx2AwcOONN2K32+nfvz/vv/+++xij0chPP/3EAw88QOfOnfHz82PUqFE899xz7n1iY2P5+eefmTBhAm+//TZ16tThww8/pH9/mTFBCCFE9aMwoErZqLm0xwtRGVT8l+A4DZZw0PLuYROYQyEnGRK+QdUagmb1bnwls4+JptdGAeBy6sTvTuX04QxqxPrjFyJd56oj5cxGHV2COvoHZJ0GaxBadG+0mL5oluKP03qpufv+K0lLdTD3s+0kxmegaaBUbiXUmAev4taRLSs7RCHKl/p7KW0a1VylVjT16tXrorXdo0ePZvTo0RdNw2azMWPGDGbMmFHoPjExMfzyyy9FxvLXX39ddB8hhBBCCHFpUs4MSFoFRt/zKpnOYwrMrYRKWgERN3qfrlKs/fwIy2cf5OyRDJSusAWYuXJYHfo91gR/aeFUbShHOvraF+DMdhQa2dkaOVkJcHAXZzK+IaHWBNoPbYPN95IeBveijEYDEyd3Zvhtzflj4SHOncmiZi1f+g5sQFQdGQBcCJGr+n4KCiGEEKJArjLoOlfa44WocK500HPAYC54u2YATcvtRlcMi6bv5fc394JS+ARbMBjAnuFi5UcHOb41iXu/6IJPYCHnFJcUffdncGYbujmIhKMOsjNyABsGoyLU/yTHNs7gxfm3M+nD7gRW8wrGuvWCuOu+Kys7DCEqngJKO5j3ZdCiSdq9CyGEEJcZhVYmixCXFFMgGG2gOwrerly5fYAsYV4nefpQOkvfP4DJYiAo0geLjxGT1YhfqIWAWjaObEpi7f8Ol038olIpewoc+xOMNs4lOslKz8FoNGAyGzAYjNhzbDRveJKUA/v47HnpJSFEtZU3RlNpl2pOKpqEEEIIIUS1pxl9IKwv6Nm5lUoXykkGcxCE9PA6zb++P4E93YlvSP4WSyaLAc2osf6ro6WIWpS17LQctsw7yu/P7eSPl3cRt+o0uu5F84LUo5CTgQsb6ckODAbNowemPceC1eykfmwK6389wZkTGeV3EUIIUcVJ1zkhhBDiMuNSBlyqdM+aSnu8EJVBi7wFlbwOso+C0Q8MttxKJ2cqGExotUejmYO9Ti8lPgtQaFrBT6fNNgOpidk4c3RMZnnPVLYDy07x4/9tIeVkFmiAgtWzDhDdLpQb329HQLit8IP/7lrpsDvRdYXR5Pn3zLsDzFYzWek5HNqWRI3afuV2LUKISiKDgXtFvvGEEEKIy4yOViaLEJcazRqO1nRabssmFDhTQM8E33po9Z+A8BuKlZ5vsBnQCp3cxuXQsfqbMJrk/VLZEnal8M24TaSczMI/3EpQlA+BUTYs/ibiVp/h6/s24HJeZOCV4AZgDcGoZxa42Wa1k2W3EhcfCYDBKH9zIaol6TrnFWnRJIQQQgghLhuaLQqt0RSUPRHsJ8HgA36N0DRjsdNqOSCS5bMPYk93Ygvw7D6nuxROh6Ld8OhCWzyJirPps8NknrMTVNvH/ffQNA2LrwlN0zi+KYlDy0/TqE94gcdrJhta/esw7ZiDn4+LzGyzu1WTxeTAas5h7a4rSEiw4BdkpOGV3o/1JYQQ1Y1UNAkhhBCXmbJokSQtmsSlTrOGg7XgSgVv1b0yhCuui2LTN8dxORU+QWY0DRyZLjKTHITV86fzyHplE7AoMaUUu3+Jx2wzFljpZ/YxknHWzsFlpwqtaALQGg3DkJmIX/qvWMzpaAYwaBpO3cDOuAZ8v6wT9kwnfW6rT3DNi3TDE0JcspSuofTSlYFKe/ylQCqahBBCiMuMjgG9lL3nS3u8ENWBpmnc/PqV+AZb2Pj1MVJOZgNgshqo36kGw19rTUht30qOUigFTruOoYgujDnZF5+zXDOYMLQZh09Eb3Z+8hVZp06SnGZj67767DkUicEI7QfUYcS/Wpdl+EKIKkWDUj9sk4omIYQQQgghRCHMNiPDXriCPg814sDqMzjtOhFNAqh7ZYh0masiDAaNmk0COL7xHD7B+bfreu6A7jUaFD14t6ZpWCJb0OmJ59i2PIG9PxzFXDuTHlf50GVwXVr3isBolIp4IcTlTSqahBBCiMuMrjT0Ug5EWdrjhahugiJ8aHtDdGWHUaUppdi1+TTLfz1CalI2YbV86T04lgbNQ8v93FeNiOH4piQcGU4sfv/8BFJKkXHKjk+wmZZD63idnsGg0aZXJG16RZZHuEKIqkr/eyltGtWcVDQJIYQQlxlVBmM0qcug2bcQouzYs5288a/VLPspDofdhVKgaTD/o50MuaMp9z/dHoOh/D5XrrixDoeWn2bH98fJTs3B4mdCuRSOTBcWXyMDn29FQLiMqySEKIL6eyltGtWcVDQJIYQQQgghytVH0zaz6NuD+AWYCQ6zoWkaSinSUxzM/2gnNSJ8uXlsy3I7v9FkYOhbVxLTMZRNnx/hXFwGBpNG8+siaT+6PrFdapTbuctK+tEUTi6KIzM+HZO/hYhu0YRdFYFWjhV0QghRElLRJIQQQlxmdGVAV6UcDLyUxwshLh/nTmfx27z9WG1G/AIs7vWaphEQbMXhcPHdJ7u5fmRTrLby+3liNBtoNzKWtnfWw57uxGg2YLYZy+18ZUUpxcHPdrDvk604M3NyW0NocPibPdTsEMVVU3tgPi9fhRDlSGm5S2nTqOaklCiEEEJcZvQyWoQQRdOzs3GeO4uelVXZoVSa7esTSUt24B9UcGVIQJCV0wkZ7N9xtkLi0TQNW4D5kqhkAjjx+yH2/OcvlEvhE+6Hb6Q/PuF+mHxNJK46xrZpayo7RCEuH3kVTaVdqjmpaBJCCCGEEKKMOc+dJfm7eZx69VlOv/kyp159lqR5n5OTmFDZoVU4Z46OrlShYzAZDBpKz91PeFK64tBXu1AuHWuIzT2ToaZpmHzMmP0tJK44SlpccuUGKoQoVydOnOCOO+4gLCwMHx8fWrVqxcaNG93b09PTeeihh6hTpw4+Pj40b96cWbNmVVq80nVOCCGEuMzkzjpX2q5z1f9pnBAl5Tx9irMfz8J19gyaxYJmNqOcTrI2rsOxfw8ho8ZiqXP5zFAX2zQEH18Tmek5Hl3n8mSkO/D1N1O3YXDFB1fFZZ5MIy0uGbN/wa3BTH5msk9lcmZTPAGxwRUbnBCXIx3QS1kGKmadelJSEl27dqV37978+uuv1KxZk/379xMSEuLeZ+LEiSxZsoT//e9/1KtXj99//50HH3yQqKgohgwZUrp4S0BaNAkhhBCXmbwxmkq7CCEKlvrrD7jOnsEQFIzBzx/NYkW3+nEsuyb79zmIn/stSl0G0w79rX7TENp0jiQ9xYHL6fkLK8fhIjvDSc9B9Qit6VNJEVZdulPPHZOpkNZgeS2clFNagwlRXb366qtER0czZ84cOnToQGxsLP369aNBgwbufVavXs2oUaPo1asX9erVY+zYsbRu3Zr169dXSszSokkIIYQQQogy4jx7Bvv+vWg2HzSDAV2HP7f68scmP86kGFF6DXwWuuh5fAl3TO1e6LhFl7oTB1LZv+kMSkHDK8N45PlOxB9L48j+FEwmDbPFiN3uROnQ/Kqa3PtE28oOuUryjfDHEmTFnpSNqYCB0l3ZTjSjRkD9kAKOFkJUZampqR6vrVYrVqs1334//PAD/fv356abbuLPP/+kdu3aPPjgg9x7773ufbp06cIPP/zA3XffTVRUFMuWLWPfvn1Mnz693K+jIFLRJIQQQlxmymIwb3l2LkTBXOfOonJyMPgHALBgRQC/rfcDwNemo2mQnaXxyxfHOHr0T57+tBe+/uZKjLhspZ7N5uMnN/PXkpPYM10AWH2NtOwWzpT3erNq8VEWfXuA5LPZRMWEMODmRgy8uRH+gdWzwq20jDYTdYc0Yu+HW3DZnRit//x8U7rCnpxNcJMwarSLrMQohbh8KF1DlbLrXN7x0dGeXainTJnC1KlT8+1/6NAhZs6cycSJE3nyySfZsGED48ePx2KxMGrUKADeffddxo4dS506dTCZTBgMBv7zn//Qo0ePUsVaUlLRJIQQQlxmdAzopew9X9rjhaiuNIsVzWAA3cWJc1b+2OyHyaTw9/m7q5xSmH119AAzu9afYsm8Q1x3d5PKDbqMOLKdvHnvKnavO41foJmw2rld4bLSnWxceIKU09k89VUv7hzfGqWUu9uXuLgGt7ckaccZTq8/AdgxWk3oTh09x4VvpD+tn+qKVkjXOiFEGVN/L6VNAzh27BiBgYHu1QW1ZgLQdZ127drx0ksvAXDllVeyY8cOZs2a5VHRtHbtWn744QdiYmJYvnw548aNIyoqir59+5Yy4OKTiiYhhBBCCCHKiLlONMbQGjjPnGLDnlCyczRCA85rA6jrYDBgDfAhPTObP+YdrDYVTet/PcHeDWcIrmnDbDW61/sGmDFbDRzcco41Px6jz231pZKpGEw+Ztq/0ptjvx7g6I/7yTyehiXERu1rYom5vjG+UQGVHaIQogQCAwM9KpoKExkZSfPmzT3WNWvWjG+++QaArKwsnnzySb777jsGDRoEwBVXXMGWLVt4/fXXpaJJCCGEEOVPRyv1rHE68iNRiIJoRiP+vfuS8s1XnD3nAqXQNECp3EomwBgQCJoBi9XIqeMZ1aZ1z7qfj6F0PCqZ8pgtRhSw5sej9LmtfsUHd4kz2kzUG9aUesOaVpv7RYhLktJyl9KmUQxdu3Zl7969Huv27dtHTEwMADk5OeTk5GAweLY2NxqN6HrlDHYg7d6FEEKIy4yOViaLqBzLly9n8ODBREVFoWkaCxYs8NiemJjI6NGjiYqKwtfXlwEDBrB//36PfWbPnk2vXr0IDAxE0zSSk5M9th8+fJh77rmH2NhYfHx8aNCgAVOmTMHhcHjso2lavmXt2rXldemXDJ+r2hN43VD8fQ2gFMrpAt0FmoYhMBCDvz8AzhydgBBrtak0SD1jx2gq/FpMZo3U09kVGFH1VF3uFyEuSXkVTaVdimHChAmsXbuWl156iQMHDvDFF18we/Zsxo0bB+S2jOrZsyeTJk1i2bJlxMXF8cknn/Df//6XYcOGlUcuFEkqmoQQQgghLiEZGRm0bt2aGTNm5NumlGLo0KEcOnSI77//nr/++ouYmBj69u1LRkaGe7/MzEwGDBjAk08+WeA59uzZg67rfPDBB+zcuZPp06cza9asAvdfvHgx8fHx7qVtW5k9TNM0/Lr0oM+Um7EE+OKw+GMMDsUUHokxIAjQcLl0nDk6vW6Irexwy0x4PT9czsKfnjsdivB6/hUYkRBCXPrat2/Pd999x5dffknLli15/vnneeutt7j99tvd+3z11Ve0b9+e22+/nebNm/PKK6/w4osvcv/991dKzNJ1TgghhLjMKFX6rnOqtM3GRYkNHDiQgQMHFrht//79rF27lh07dtCiRQsAZs6cSUREBF9++SVjxowB4NFHHwVg2bJlBaYzYMAABgwY4H5dv3599u7dy8yZM3n99dc99g0LCyMiIqKUV1U9Ne9el06D67Pqx6Mohwk/n9wWTtmZTtKTHUTVD+Ca2xpUdphlpsv1MaxecJSs9Bx8LphJLzvDicGo0W1YvQqNSdcVJ7cnk5WSQ1CUD7UaFjyeUXZ8MmdX7sNxJg2jn5WQjg3wbxwhrYeEEJ6UBqWcda4kXe+uu+46rrvuukK3R0REMGfOnNJEVaakokkIIYS4zCgMqFI2ai7t8aJ82O12AGw2m3udwWDAarWycuVKd0VTSaSkpBAaGppv/ZAhQ8jOzqZx48Y8/vjjDBkypMgY8+IESE1NBXJbYylV2ql8ylZeTCWNS9Pg4dc7ERBsYcX3RziXkAmAxWakZZeaPPBSR0LDfSrsukt7PUVp1SOcLsPqsnL+EexZTnwDLQBkpuXgcuh0HFSHq66JLLPzF3U9O3+NZ+nbe0ncm4buVJisBup1DKPfv5pRu1WwO42T32zgxDcbcGX90zX05I+bCe3UgPrjrsFoNReYflkr779PRapO1wJyPVVZRV+DUrlLadOo7ryqaMorABSHN6Oni6rHpetsPHWCI2lJWI0mOkVEE+4rM1kIIYQQl4KmTZtSt25dJk+ezAcffICfnx/Tp0/n+PHjxMfHlzjdAwcO8O6773q0ZvL39+eNN96ga9euGAwGvvnmG4YOHcqCBQsuWtn08ssv8+yzz+Zbn5KSUuV+9CilSE9PB0o3Ls5tTzRh4N11Obj9HM4cRWS9AKIbB6JpipSUlLIKt0hldT0Xc8tTjand1MraX46Rdi634iY02kL7AXXocVM90jPSyuxcF7uefX+eYskbe3HadYIbmjCYNZx2neP7TzHv8WSGvHQFNer7c27dQU4s3IQWaMIY6YemaSilcNlzSNgRR87/llF7eIcyi7mk13OpqU7XAnI9VVlJ6ipE+fOqoik4OLhYN6Cmaezbt4/69WVGiUvJ9rMJvLRxKYdTk3ApHQX4mSxcV68pD7fugtUoDeCEEKI6cCkNVym7vpX2eFE+zGYz3377Lffccw+hoaEYjUb69u3LwIEDS1yJc+LECQYMGMBNN93Evffe615fo0YNJk6c6H7dvn17Tp48ybRp0y5a0TR58mSP41JTU4mOjiYoKKjKPajMy7OgoKBS/xgLCgoipmHldjEsy+u5mCFjQxgwsiXH96WiFNRuFIjNt+zLkYVdT062i2UvrSf1hE5ghBVXioYLACMW3cSpLdmsnXGCER+04/BPOzGdtWMJDYBU13mpG3BmKtL/2I/t+k5Ya5T/g9eK+vtUhOp0LSDXU5VVfPza30tp06hc5d2YyOtP/Pnz5xfYXPpCSimuvfZarwMQVcOhlHNMWvULZ7MyCLH5YjWa0JUizWFn7v5tZLucPN2+T2WHKYQQogxIs+/qrW3btmzZsoWUlBQcDgc1a9akY8eOtGvXrthpnTx5kt69e9OlSxdmz55d5P4dO3Zk0aJFF93HarVitVrzrc+bta6qOX9GvfKglCL+eDrOHJ3wKD+stvJ9sFfe15PH6mOmQeuwcj0HFHw9B5afJvl4Fn5hVjQMoDz3twWa2f/naU5tjscen4zJ11bgzz6Trw3H2TTSth3DdnWLcr+WvPiq6nuhuKrTtYBcT1VV4fHrfy+lTaOSlXdjIq++yWJiYujRowdhYd59WdSvXx+zuWL6Mouy8dX+rZzJyiDcNwDD3zecQdMIstowaBoLj+7j1sataRhU/gUGIYQQQpReUFAQkDtA+MaNG3n++eeLdfyJEyfo3bs3bdu2Zc6cORgMRY/LtWXLFiIjI0sU7+VGKcWSn+P44sPtHNxzDl1XhIT5MPjmJtx+Xyt8fKUsXVJpidkoHUyWgu9Zs9VAVkoOGaeyQFdohkJ+bP29Ws9xFbxdCCEuYeXZmMiriqa4uLhiJbpjx45i7S8ql93lZMnxg/iYzO5KpvP5my0kZqaz/EScVDSVs9SMbJZtOsCa7XFkZDuIjQzj6vaNadUw8pJ/2iCEqDp0DOilHMy7tMeLkktPT+fAgQPu13FxcWzZsoXQ0FDq1q3L119/Tc2aNalbty7bt2/nkUceYejQofTr1899TEJCAgkJCe50tm/fTkBAAHXr1iU0NJQTJ07Qq1cvYmJieP311zl9+rT72LwZ5j799FMsFgtXXnklAN9++y0ff/wxH374YUVkwyXvq4928P4rG8jJceEfaMFg0Dh7OpMPp29i++ZEXp19DTYfGbagJHxDraCBK0fHaM7/WeV06BjMBgIahJHkZ8WV5cBgyZ/Xut2JwWzEp66Uf4UQf1NaiWaNy5dGJSvvxkRef3vFxcURGxvrdcLi0pHtdJKjuzAV8qQyt0klpOXYC9xe3g4dP8PitXvZc/gUZpOBdk0j6NWhOTVDq9cg5ccSk3juw4UcS0xGM2gYNY19R0+zdNN+hnRvyd1DOmEo7ImbEEIUg46GXsrxAUp7vCi5jRs30rt3b/frvPGORo0axSeffEJ8fDwTJ04kMTGRyMhIRo4cyTPPPOORxqxZszwG5O7RowcAc+bMYfTo0SxatIgDBw5w4MAB6tSp43Hs+WM9Pf/88xw5cgSTyUTTpk2ZO3cuw4cPL/Nrrm5OHk3lP29uAg3Co/zd6318zdiznaxfcYKf5u1l+KiK6a5V3TTuXYvAcBvpZ+wEhts8timlyErOofHV4dRqFkpmz6bE/7AZPceFwWz8Zz9dx5mWhX+TSAKaRlX0JQghqqpqUtFU3o2JvK5oatCgATExMfTu3du9XFjwEJcmf7OFYIuNU1kZ+Jvzj5mg/z0weGQlzD730/KdzFmwlix7DkajAXRFfMJpfli+j3/d05cWDapH83yXrvPaf//gWGIyYUF+uddKbmEoI8vBgj+3Uy8qjL4dGldypEIIISpbr169Ljqw9/jx4xk/fvxF05g6dSpTp04tdPvo0aMZPXr0RdMYNWoUo0aNuug+omC//3CIjPQcakX65duWO0aTnR/mVlxFkzPbxfE/40k9nIbRaqR2twiCG1atgdmLw+pnos+Exvz4zA5SE7LxDbVgNGvkZOtknnXgG2rh6gm5ZaraN3ckfX8i6XtOgqZhsJpQTh09x4m1ViD1H+xbeNc6IYQQBfK63fuSJUsYNWoUhw4dYuzYscTExNCoUSPuu+8+vvrqKxITE8szTlGOjAYDg2Ob4dR1cvT8fdDPZWcRaLbSp06DCo1rx4GTfPzdGpwunZoh/oQF+REW4k9wgC9JKRm8NucP0jKyKzSm8vLX3uPEnTxHcICPu5IJcluT+ftacek6P63cWeWmfRZCXJp0pZXJIoQomfjjaaBUoS2VbT4mTh5Nw+Uq/xFjT65O5PvrF/LnY2v4690dbHhtCz/dvJgVT6wjJyOn3M9fXjrcWY/rX76CoNo+ZJx1kHw8C3uak6grgrjjow7EtM/tLmIO9KHpv4dSd3R3bLVD0AwapkAbtW9sT/MXbsIvtmYlX4kQokrJa9FU2qUKWLJkCc2bNy9wBrqUlBRatGjBihUrSpS21y2aevXqRa9evQDIzs5m9erVLFu2jGXLlvHpp5+Sk5ND06ZN2blzZ4kCEZXrpoZXsDL+CDvOJmAzmfE1mXHpOqkOOxajkQdadaKGT/6nbuXpt1V7yHY4qRni7zE+kcGgERLkx5mkDFZsPsS13ZtXaFzlYe/hU7h0hcVc8FvS12blSMI5UjKyCfb3qeDohBDVjVIaqpSFnNIeL8TlzM/fDJqGUqrAMRidTh3/ANtFu8yfTshg1aKjpKbYqRHuS/d+MQQE5W+ZfjFndybx52NrsKfm4BNmxWg2opQiJz2Hgz8eQXfq9Hi9U5UZJ9LlcHFieTzxaxJwOXSC6gcQ1iPEPfD9+TRNo/2IGNrcUIe4NWfISskhKMqHuu1C8+Wryc9K1LB2RA5ti3LqaCZDlbnm4lIuF46De3Ac2IXKycFUoxbWVu0wBgZXdmhCVAvVqQz11ltvce+99xIYmL8Fa1BQEPfddx9vvvkm3bt3L3baJRph0Gaz0adPH7p160bv3r359ddf+eCDD9izZ09JkhNVQJDVxvRu1/Hx7g38dmQ/6TkODJpGi7Bw7mxyJVdHN6zwmLbtO4HVbCrwi95oNKCUzu64hGpR0SSEEEKIy0fXq+syb85OsjKd+Pp5Dq6q6wpHtotrhtQvsAyk64o5b23m6493kpaaW15TShFSw4exk9ox+LYmXsex+/P92JMd+EX6us+laRqWAAtoGseWnOTc7mTCmoeU7oLLQPqJDJZPWMW5PUkolwIFGMD2o5W2d19J/evqFXic2Wakce9wr86haRraeeM0lSWXU2ff8tOc2JY7FmdsxzDqtc9f6VWqc6SlkDrvI3KOxoHuAqVA08j4cyEB1w7H1qZjmZ1LCHHp27p1K6+++mqh2/v168frr79eorSLVdHkcDhYu3YtS5cuZdmyZaxbt47o6Gh69OjBe++9R8+ePUsUhKgaQmw+PHZlD8a26EhCZhpWo4k6/kEFzkQnylaTerUwGjTsOU6sBbRqysy20yQmnCA/WwFHCyFE8VSXwcCvuuqqYu2vaRo//PADtWvXLqeIhPDOlR0j6dijDisXH0V3KfwCzGiahj3bSdLZbGpF+jHs9mYFHvv5zG188s4WzGYDNSP8MBg0XE6dpLPZTP/3anz9zVw9uH6RMTiznBxbehKTb8EP9cx+JjLTHBxfFl/pFU16js6Kx1Zzduc5bGE2jNbcyiCldByZDta/sImAOv7UbFOjUuMsTPyeVL54aBOJe1LRdYVSYLIYiGkbwoj32hEcVfrW6krXSf36E3Li9qP5B6CZLe71Kj2NtB+/whAUgiVWxvsUolT0v5fSplEFJCYmXnQmOZPJ5DHrbHF4XdHUp08f1q1bR2xsLD179uS+++7jiy++IDKyegzGLP4RYLESYCle0+vycEXj2ixZv6/AZuUul46mGWhaz7snVFXdlU3qEBsVyv5jZ/INBp6e5cBgMHBdtxaXbDNuIUTVoitKPcaSXgWGjNuyZQuPPfYY/v7+Re6rlOKVV17Bbq+cGVSFOJ/BoDH17V689uQqli86wqn4DDQttzK0YdMQnprWk+jY/N3B0lPtzP1wB0aTgeCwfyonjCYDNcJ9OXUynf+9v5Xeg2KLbCnjsrvQnQqDqfBZh9E0cjKdpbrWsnByZTxndyV5VDIBaAYNS4iFzONZ7P1yf5WsaEo9lc2c0es4ezgD/xoWzLbc7omOLBcHV5/hk7vX8eB33bD4lKijiVvOkQPkHD2I5ufvrmQC0AwGCAhET0kia81SqWgSQrjVrl2bHTt20LBhwb2Xtm3bVuL6Hq8/0VasWEFkZCR9+vShV69e9OzZk7CwsBKdNM/y5cuZNm0amzZtIj4+nu+++46hQ4e6tyulmDJlCv/5z39ITk6ma9euzJw5k0aNGgGwbNkyj+l9z7d+/Xrat2/P4cOHiY2Nzbd9zZo1dOrUyf3666+/5plnnuHw4cM0atSIV199lWuvvbZU1ydKZ0DXpqzecojktCyCA3zclSy6rkhKyaBGiD892lbsAOXlxWgw8PjIq3nuw4UcP5UMaBgNGi5dx2wyMqzXFfRp16iywxRCiCpn0qRJ1KpVy6t933jjjXKORgjvBQRaef69PsTtS2LDqhPkOHRiG4fQoXttTIVU/mxceZLks1mE1vItOM1gK4f3J3Nw9zkatbh4Od0cYMYnzEb6yQws/vmfaOsuHRQERFfsGJ0FSVh/CuXSPSqZ8miahsnHxMkVCeguHYPR67mOCuRMzyZt+xF0uwNLrWD8m9bOrawpoQ1zj3L2cAZBkTYMxn+6J1p9TRhNBo5vS2bHr/FcdUN0qeJ2HNoLLieY888SrWkamtWKI24fymFHqwIPlIUQle/aa6/lmWeeYcCAAdhsnj1nsrKymDJlCtddd12J0va6oik5OZkVK1awbNkyXn31VW677TYaN25Mz5493RVPNWsWb1aGjIwMWrduzd13380NN9yQb/trr73GO++8w6effkpsbCzPPPMM/fv3Z9euXdhsNrp06UJ8fLzHMc888wx//PEH7dq181i/ePFiWrT4Z4rY8yvJVq9ezW233cbLL7/MddddxxdffMHQoUPZvHkzLVu2LNY1ibLTsmEUdw/rzJwFazmdlJ7bykdX6P5GQoL8mDT6agKqUVey6PAQ3nx0KH9uPsjq7XFkZudQLzKEPu0b06pBpLRmEkKUGVUGs8ZVhYEs4+LiilX22LVrF1FRUeUYkRDFF9s4hNjG3nVNy0zPQSkwGgt+/5lMBlwuRaYXs8UZjAYa3ViPzdO347K7PCpxlFJkn7VjDbUS06+OdxdSjnRnEf1MDLnjVCmXghIOsaR0nYQF6zj180acqZmgFJrZhE/dmkTf3Rf/JiXrcrv955MYjLgrmc5nshhQCnYsTCh1RRMuJ2ha4eVFzQBKoVyuKtDxWYhLl9I1lF7KMlQpjy8rTz/9NN9++y2NGzfmoYceokmT3DH+9uzZw4wZM3C5XDz11FMlStvriiY/Pz8GDBjAgAEDAEhLS2PlypUsXbqU1157jdtvv51GjRqxY8cOr08+cOBABg4cWOA2pRRvvfUWTz/9NNdffz0A//3vfwkPD2fBggXceuutWCwWIiIi3Mfk5OTw/fff8/DDD+f7kA0LC/PY93xvv/02AwYMYNKkSQA8//zzLFq0iPfee49Zs2Z5fT3lTSnFoe1H2bX2AM4cF3WbRtK6RzNMhcxUVh1c16MFzWLDWbx2L3viEjGbjbRvFkHPDs2pFZr/ic2lLsDPxnXdW3Bd9xZF7yyEECWk0FCl/KlR2uPLQkxMTLH2j44u5Q85ISpZVEwAZrMBe7YLWwFdrbKznFhtRiLqFN2dFKDJrQ05sTKBxA2nMZiNmHxNKJeOIz0Hk4+J9o+3xhZS+a1fghsFg6YV2mLJleUktE0NjJaSD+R9ct4qEr5dg2Y0YA7xz628cjjJPJjAwWnf0ejpm/Gt513ryfNlpeZgMBfeIkrTIDut6IrBophqRf1TkWQsIB/sdowRtdGs1echrRCVQmm5S2nTqALCw8NZvXo1DzzwAJMnT0ap3HERNE2jf//+zJgxg/Dwkg1VU+IaCj8/P0JDQwkNDSUkJASTycTu3btLmlw+cXFxJCQk0LdvX/e6oKAgOnbsyJo1a7j11lvzHfPDDz9w9uxZ7rrrrnzbhgwZQnZ2No0bN+bxxx9nyJAh7m1r1qxh4sSJHvv379+fBQsWlNn1lFbq2XRmPvE5O1fvw2HPyW0Cq2lENajFA6/dToMrilfYvpQ0iK5Bg+jcPvdKKVJSUggK8q4AJYQQ4vKwbdu2AtdrmobNZqNu3bpYrZX/g1mI0riifQSxTUPYt/0slkg/j3GYXC6djDQH1wxtQHiUd+UkS4CZPu91Y9en+zjwXRzZSQ40A9TuFkGLUY2J6lrwQ9qKFtO/Dttm7iDrdDa+4T4eD5RzMp1oBo1GN5V8OAXH2TRO/7opt7It8J9uiZrVjLmGCcfpVBJ/WEfs+MHFTjuiSSBn4jIK3KaUQukQ3qj0D08tzVpjCApFTz0HgSEeeaT+HpvOp13XUnUDFEJUPzExMfzyyy8kJSVx4MABlFI0atSIkJDSTQLhdUWTruts3LiRZcuWsXTpUlatWkVGRga1a9emd+/ezJgxo9DxkkoiISEBIF8NWnh4uHvbhT766CP69+9PnTr/NPH19/fnjTfeoGvXrhgMBr755huGDh3KggUL3JVNCQkJxToPgN1u9xhQNDU1Ffj7C0MVf4TUvOMKOtbldPH2I3PYuWYffkG+BIT5oWkaOfYcTuxP4I0HP2LKF+OpFV26MbMuBRfLJ/EPyaeiSR55R/KpaGWVRxWZx9Vl1rnztWnT5qJdjM1mM7fccgsffPBBvnEIhLhUGAwaE57rwpP3LubUyXR8/S2YLbktnLIznUTHBnHv/7UrOqHzWALMtHmoBa3ubUrWmWyMViM+NarWe8QaZKXzcx1Y9a+1ZMZnYrQa0YwarmwXxtoG6g+rR+ygkj90Td6wH1emHXMBreU1TcPoYyFl00Gc6VmY/Is3Q1y7m6PZvTiB7LQcbAGeY2FlJuVg8TXS9sbSt7Y0WG0EDrudlHlzUClJKJMZDAbIcQAa1lZXYWvbpdTnEeJyp5RW6uEDqsLwAxcKCQmhffv2ZZae1xVNwcHBZGRkEBERQe/evZk+fTq9evWiQYOqMRjz8ePHWbhwIfPmzfNYX6NGDY/WSu3bt+fkyZNMmzbNo1VTcb388ss8++yz+danpKSUuKIpPT0dIF9Bee/GgySeSKROs3DMtvP/ZD6E1A4g5Uw6SxesZsDIHsU+76XmYvkk/iH5VDTJI+9IPhWtrPIo74FFRdDLYIym0h5f1r777jueeOIJJk2aRIcOHYDciUHeeOMNpkyZgtPp5F//+hdPP/00r7/+eiVHK0TJtWpbixfe7cPXn+xkw+oT2LOc2HzNDLqpESPuv4LI6JK1jjFajfjXrvyBvwtTu3sk13zcm/3zD3LsjxO47C5qtA6l9rAomg5ojFbELHsX48rIzh3fqJA0NLMR5XDiyrAXu6KpRf9I2t5cl41fHSE73YUtwARKkZ3mxGDUuHp8Y+pcEVzi2M9nadCMkLseIWvjSuw7/0I5nRijY/Fp2xVb6/Zoxuo73IYQFaYadZ3LM2zYsALLsHmtwhs2bMiIESPcYzh5w+tPm2nTptG7d28aN66YKTHzxlNKTEz0mFIvMTGRNm3a5Nt/zpw5hIWFeVV51LFjRxYtWuRxrsTERI99EhMTCx3TCWDy5MkeFVipqalER0cTFBREYGBgkTFcKK9yKigoKN8feefKQ5w5kkKNOkayU/P34U47ncnq7/7iloeL35z3UnOxfBL/kHwqmuSRdySfilZWeST5Wzovvvgib7/9Nv3793eva9WqFXXq1OGZZ55h/fr1+Pn58dhjj0lFk7gkKaXY9Ws8az86xMmtKViV4pqoKJoOjqTnmIYEhlZMKySlK9BAZaTgPLQVlZ2JITAUU/3WaJbyjSGkSTAdnmpLh6fauj97U1JSSlXJBOSOyaQUyqWjFTAGlHI4MVjNHt3q8u2jFI6jJ8jcuQc9244pLBT/q1phDPBn+KutqdMqiDWfHubs0Qw0DepeFUK3u+tz5bCyHWzdFFGbgOtuwX/QzbkDmktXOSFEEYKCgliwYAHBwcG0bdsWgM2bN5OcnEy/fv2YO3cur776Kn/88Qddu3b1Kk2vK5ruu+8+AJYuXVpoF7kZM2Ywbtw4b5O8qNjYWCIiIvjjjz/cFUupqamsW7eOBx54wGNfpRRz5sxh5MiRmM35p2e90JYtWzwqrzp37swff/zBo48+6l63aNEiOnfuXGgaVqu1wLEe8sZOKom8Yy88Pjs9G6WAQhpKGY1GstKyL5sfKYXlk/Ak+VQ0ySPvSD4VrSzyqCLztzo2+96+fXuBg4PHxMSwfft2ILd73YWz1QpxqVj1wUEWv7wbl0PHGmDCYDCQdiiT9W8fJPuInRvevhKjqXwqFZRSnFwRz4GvD3D6r9OorHRq1EqgbpOT1KiTBgoMASHYet2MuWnHconhQpqmlVmX4+AOjTjxxXKcqZm5lU7nUS4d3Z5DWJ8rMPpYCjxez7Zz+otvydy2E5XjdK9P+nkRYcOuJaBzO7qOrk/nkbGkJmRjMGoE1LKW6+e+pmm5I40LIcrWRX6XFyuNKiQiIoIRI0bw3nvvYfi7clrXdR555BECAgL46quvuP/++3niiSdYuXKlV2kW+9vohhtuYNOmTfnWv/3220yePLlYaaWnp7Nlyxa2bNkC5A4AvmXLFo4ePYqmaTz66KO88MIL/PDDD2zfvp2RI0cSFRXF0KFDPdJZsmQJcXFxjBkzJt85Pv30U7788kv27NnDnj17eOmll/j44495+OGH3fs88sgj/Pbbb7zxxhvs2bOHqVOnsnHjRh566KFiXU95CY+piab9/QSpAI5sB1H1SzYavBBCiMtPXte50i5VSdOmTXnllVdwOBzudTk5Obzyyis0bdoUgBMnTpR49hQhKtOp/WksfX0vaBBU2wdboBmrv4nAyNz/b//+BDt/Oul1ekoplMOOcrm82nfHBztZMWElJ/48iSstHVd6Bif2BbPht2YcPRiL5heInp5M1m9zyDlU8MD8VZnJ34fat3YHgwHHmVRc2TnoThfOtGzsCcm4dAPxK+PZ/Og3HPt2C47kLI/jz8z7noxNW9BMJowhQZhCgzEGB6JnZ3Nm3vdk7tgD5I6xFRzlQ2C4TR7eCHGJUqpslqrko48+4tFHH3VXMgEYDAYefvhhZs+ejaZpPPTQQ+zYscPrNIvdUXfatGkMHDiQ5cuXuwtub7zxBs899xw///xzsdLauHGjR+uovK5oo0aN4pNPPuHxxx8nIyODsWPHkpycTLdu3fjtt9/yDeL50Ucf0aVLF3c8F3r++ec5cuQIJpOJpk2bMnfuXIYPH+7e3qVLF7744guefvppnnzySRo1asSCBQto2bJlsa6nvHQd3Jaf/vMHqefSCarh2e8+O9OOpmn0vrnw1ldCCCFEdTdjxgyGDBlCnTp1uOKKK4DcVk4ul4uffvoJgEOHDvHggw9WZphClMj2745jT88hqHb+8YGsfiayU3LY/NVRrhh68W5YyuHAvm09ydvXoVLOgcGIpVkbfDr2whRR8LGnNp1m10e7MRg1bCE29LNnwEdh1sCRaWTnnzUJrp0FPiZM6ecwrP0JU2yrS64ipUbf1hh8LSR8t47sE2cgU+HMzMGRbcCJDc2eQdbJNFJ2xXPyp520nDoQv7qhOBJOkfHXDgw2Gwaff36jaAYDxsAAXEkpJP+xAp8WTS65PBFCXB6cTid79uzJN0zSnj17cP39QMJmK14FebErmsaMGcO5c+fo27cvK1euZO7cubz00kv88ssvXvfXy9OrV6+LNnnVNI3nnnuO55577qLpfPHFF4VuGzVqFKNGjSoylptuuombbrqpyP0qQ0S9mtz06LV8Oe1HzpxMwjfAhsFgICs9G13XaX/NFXQd0raywxRCCHGJUGioUs4aV9rjy1qXLl2Ii4vj888/Z9++fUDud/uIESMICMh9SHPnnXdWZohClNjpg+m5g1UXUsg3WQ2c2pt20TSUw07qvNlknTyOISsNzWIBp4PsTStx7NlCwE1jsNTP/9D20IJDuLJd+Eb4oOyZoOtgMKJpoNmcrEmAT2aGkYaOgZq0i83k9lo7ade3ajywLY7QLs0I6dSErKOnSVi8h6Nfb8Xo74PV758uc8qlk3ksid2vLqbtuzeRtXs/yuHAEBKULz1N0zD42LAfOYYrJRVTcP59hBCXmGo4GPidd97JPffcw5NPPumeeW7Dhg289NJLjBw5EoA///yTFi1aeJ1miaYeePzxxzl79izt2rXD5XKxcOFCOnXqVJKkhJeuvbs3NWqH8sucZRzeeRxXjpNa0WH0uaUL/Uf1wGyRWSSEEEJ4p7rNOpeTk0PTpk356aefuP/++ys7HCHKnNXPdNG+FrpTYfW/eFkwa+1Scg7sQgsJx2A2uquKlY9CT00i/YfPCRn3DJrZcxyiczvPYTAb/h4TSc9dqWk4dcXXCU72pOoYjQaCg124dI1lu/3Y+OBqnnnDh36Dq8bs1MWhGQz41K3F2Q1LQTNh8vPMD81owBzsQ3rcWZK2HMeQk3PRSkAMBnC6PMZuEkJcysqgoqmKPaybPn064eHhvPbaa+5J0sLDw5kwYQJPPPEEAP369WPAgAFep+lV7cQ777yTb13t2rXx9fWlR48erF+/nvXr1wMwfvx4r08uiqdD/9a073cFyadScTpdhNQKxGSWCiYhhBCXN7PZTHZ2dmWHIUS5adw3nM1zj+K0uzBZjR7bdF3hylG0HBxV6PHK5ST7r1W5lR4mE5w3lpmmaRj8A9GTz+DYuw1ry3YexxqtRvc4oZrRlNuaUSk2pujsTdfxMWj4WBV+NoXSdfxtcM6hmDZlFR261ia4gmbDK0v2s+lkxadg9C14kiGj1UROajZpe09Ro3nN3N+dTieaKX+5XNntGP39MQYVf1ZqIYSoCEajkaeeeoqnnnqK1NRUAAIDPT+z6tatW6w0vaqlmD59eqEBrVq1ilWrVgG5X1RS0VS+NE0jJNyz2W22K4edySexu5xE+4UQ7RdaSdEJIYS4FOh/L6VNoyoZN24cr776Kh9++CGmAn7sCXEpa9I3nOirQji64Ry+IRbMvkY0TcNpd5F+2k5QbR+uui3/rIt59PRU9LRUNEv+GZMhtwJJB1xnEvNtq92zNud2JuVWNllsYDShnA42JedWPpk1DbPViUKB0jH4+BPm78vphEwW/XyQm+70vqtFVaEV0dpAKeWeNcq3RRPMNcLIOX0GY3CQR8smleNEOV34d26LwVL0zNhCiEtANew6B7njNC1btoyDBw8yYsQIAE6ePElgYCD+/v5FHJ2fVyWxuLi4Yicsyp+udL458hdfH97IGXs6ulJYjWbahsXwYJOe1PELqewQhRBCVEFKaahSFnJKe3xZ27BhA3/88Qe///47rVq1ws/Pz2P7t99+W0mRCVF6JouRWz/swPyHNnF0/TmyknNAy30AWatxIDe+eyUh0b6FHq+ZLGgGDV0VXEWs8qZBMuWvDIkdUo8D8w+QeSoLnxo2DIGhZJ87RVKOE7PSMJh0zJYccOloJjMG/2AwGtA0OHoopayyoEJZwvzwrRtK2v5TmHwt+bbrdicGs4GglpFoJhM1bhvGqY++wHUuGc1qQTMa0R0OcOnYGsUS1Kd7JVyFEKI8KF1D6aUsQ5Xy+LJ25MgRBgwYwNGjR7Hb7VxzzTUEBATw6quvYrfbmTVrVrHTlEd+l7BPD6zhv4fWogGBZh+MmkaWK4eVifs5kn6GN9vfTLiPNNMVQghR/QUHB3PjjTdWdhhClJvAcBt3zevC0Q3nOLz2LLpTEdEikEa9a2GyGC96rMHPH1PdBjj27yx4B0c2mtmCpUGzfJv8a/vTdVpXVv9rDZkJmaAUTlcwGudQBh3fIDuaUUOzBWDwC8pt8aQUSoHVdmn+1NAMGnWGtGLP9CXkpGVj8re6WyrpOS5yUrIJviKKoBaRAPg0bkDE+DGk/rmajC07wKVjDg0hoEs7Art39piNTgghqppHHnmEdu3asXXrVsLCwtzrhw0bxr333luiNL369J84cSLPP/98vqeDhZk8eTKTJk0iNFS6cJWX+KwU5h3ZhFkzEmz5Z6pbf5MVH6OZY5lJfHNkMw827VV5QQohhKiSKmsw8OXLlzNt2jQ2bdpEfHw83333HUOHDgVyB/R++umn+eWXXzh06BBBQUH07duXV155haiowseeyTNnzpxixyPEpUbTNGI6hBHTIazonS/g0+lqHEcOoDLTUYbcQa+VUuCwo2dnYW1+FcaIOgUeW+uqmlz7zQCOLTrG2R3n0AwaPTefZNm6E5hrBaMZTbnjP/0tO8uJ2WKkS6/oEl9rZQu/pgkZx5I4/t1W7KfTc/Pr77GqAhrVpOnE3uT2n8v9LLTWjqTmiBupcfP16I4cDDYr2nl5IoQQVdWKFStYvXo1FotnC8569epx4sSJEqXp1aff22+/TWZmpteJzpgxg+Tk5BIFJLyzPGEfmU4Hgeb8T0iMmgGrwcTv8btw6DLDhRBCiAtpqFIuJZkxJSMjg9atWzNjxox82zIzM9m8eTPPPPMMmzdv5ttvv2Xv3r0MGTKkDK5XCGFp2Bz/a29Bs9hQacm4UpLQU5NQzhysTa7A//o7Cp85DbAEWGhwQwM6/Ls97Z9ux73PdiYw1IdTpx04/+6Rp5QiMyOH5HN22nWOok37iAq6urKnaRr17+5Em9eup/bgVgS1iqRG5xia3BROdMOjJM98jYTnppD8zdfkxJ/85ziTCaOvj1QyCVFN5fY01kq5VPZVeNJ1HZfLlW/98ePHCQgIKFGaXrVoUkrRuHHji375nC8jI6NEwQjvJTky0QBDIX8Ti8FItjOHTKcDi+XSbLYshBCiehk4cCADBw4scFtQUBCLFi3yWPfee+/RoUMHjh496tVsJ/Pnz2fevHkcPXoUx3mzagFs3ry55IELUU3Y2nQmIDwG29G96Eln0SwWLI1aYoqu73U5P0+zVjV54e0+vDh5OacTMsitwFZYzEa69anLc9N7YzBUrXFIikvTNIKaRxLUPBKVk8O5zz8je+cOnIBmMYM9m4w1q8jatpXQO0ZibdS4skMWQohi69evH2+99RazZ88Gcj/70tPTmTJlCtdee22J0vSqBqIkzdHDw8OLfYzwXrDFFwXoShVY2eTQXfiZrfia8g9gKIQQ4vJWWV3niislJQVN0wgODi5y33feeYennnqK0aNH8/3333PXXXdx8OBBNmzYwLhx48o9ViEuFQZfP3w69i52xVJBuvWpy9eLb2bpwjiOHEzBYjHSsUdtrrgqvEzSr0oy1qwie+d2DL6+aOd1L1FKoSenkPT1V9R67AkM1oJn9hNCVBO6lruUNo0q5I033qB///40b96c7OxsRowYwf79+6lRowZffvllidL0qqJp1KhRJUpclJ8e4Y345OAaUnOyPcZoAnApHbvuZGhkGywGac0khBDCk65yl9KmAZCamuqx3mq1Yi2DH1rZ2dk88cQT3HbbbQQGFj2xxfvvv8/s2bO57bbb+OSTT3j88cepX78+//73vzl37lyp4xHiUuQ4m8bZ5btJ2XoEXDp+zaKwtK8LQUFldg7/AAuDhzcps/SqIqXrZKxdA5rmUckEuU/+DQH+uJKSyN61E98rr6qkKIUQFSFvks7SplGV1KlTh61bt/LVV1+xbds20tPTueeee7j99tvx8fEpOoECSC3EJSrKN5ib6l7F/+LWcdaeQaDZhlEzkOVykOa0U9s3mBtj5ItOCCFE+YqO9hzsd8qUKUydOrVUaebk5HDzzTejlGLmzJleHXP06FG6dOkCgI+PD2lpaQDceeeddOrUiffee69UMQlxqUndcZSDb/5Mzrl0MGigQcqOo6jVOzHe1IMaPZtXdoiXDD0jHVdKMlohleiaKfcnlTMxoSLDEkKIMmMymbjjjjvKLr0yS0lUuLsadcHfbOXrI5s4a89AVwqr0USXmg0Y17QXET4le1pld6VyKO0PjqT/SbYrBT9TLeoHXE2Mf09MBmkOLIQQl7p/BvQuXRoAx44d82hxVNrWTHmVTEeOHGHJkiVetWYCiIiI4Ny5c8TExFC3bl3Wrl1L69atiYuLy51ZS4jLSE5yBgen/0JOUgbmGgFof4+VpCtFlt3J4f8sxrduDXxja1VypJcGzWRG07RCP0uUUqDInX1PCFGtlWUZqjL98MMPXu9bkolZ5NPwEmbQDNwS254h0a3ZkXwSu+6kjm8w9fxrlDjN9JxElie8QIrjCGDAqJnIcp7jTPYejqSvoHvEZMwG37K7CCGEEBWuLMdoCgwM9LoyqCh5lUz79+9n6dKlhIV5P4V7nz59+OGHH7jyyiu56667mDBhAvPnz2fjxo3ccMMNZRKfEJeKs8t3k3MuDXOYv7uSCXK7eZkCbbjOJHF68TZi7u1biVFeOgw+PlhiG5C9eyfKZss3/pRyONBMJqyNq3cXQiEE1WaMpqFDh3q8LqgyPe+zrqAZ6YoiFU3VgI/JQvsa9cokrY1nZpHsOIyPMRSD9s/t4dIdJGRtZfu5L7mqxj1lci4hhBCXl/T0dA4cOOB+HRcXx5YtWwgNDSUyMpLhw4ezefNmfvrpJ1wuFwkJud1QQkNDsVguPrnF7Nmz0fXcOdbHjRtHWFgYq1evZsiQIdx3333ld1HisqenJ+PYvoqcPRtQ9iyMNaKwtOqKqdGVaAZjpcSUtvM4AJrBUMBWDc1sJGXr0YoN6hLn170H9oMH0NPSMPj7oxkMuT/KcnJQmZnYmjbH7MXsmEIIURXklZkAFi9ezBNPPMFLL71E586dAVizZg1PP/00L730UonSL1ZFU05ODj4+PmzZsoWWLVuW6ISi6kqyx3EqawcWg79HJROA0WDBpCwcTl9Gy5BbsBj9KylKIYQQpaWUhipli6aSHL9x40Z69+7tfj1x4kQgd9KRqVOnuptxt2nTxuO4pUuX0qtXr4umbTAYMJz3o/rWW2/l1ltvLXaMQhSH69QxMr59Dz35NGgGMBrRk0+Tc2g7luad8Rk4Gs1Y8ZVNRXYX1ah6o9FWcbbGTQi+4UZSfvgePSXFvV4z5rZkCr5tRLWbaU8IUQD191LaNKqQRx99lFmzZtGtWzf3uv79++Pr68vYsWPZvXt3sdMsVkWT2Wymbt26JWo6Jaq+JMchXMqOxRBQ4HaTwReHnkZqznFqGJtWcHRCCCHKSmWNL9CrV6+L/gAu7VhKSUlJfPTRR+4CUfPmzbnrrrsIDQ0tVbpCFES5XGT+9CF60mm0gBCP1kPKkY1j52qMkfWwtr26wmMLaFab5A0HULry6Dr3d3Qoh4uAltEFHisK59uuA9bGTcja8hfOM2fQLBZsTZthqd+gkNZjQohqR2m5S2nTqEIOHjxIcHBwvvVBQUEcPny4RGkW+xPxqaee4sknn5Spgqshg7vesZCCvlJoaGjFv22EEEKIcrV8+XJiY2N55513SEpKIikpiXfeeYfY2FiWL19e2eGJash5eBeuMyfR/ALyVTJoFhugYf9rGUqv+Ae0YT2aYQ7yJedcukcFrlIKZ1o2Bh8LNa9uVeFxVRVKKdSZXei756Hv+hL95DqU7vTqWGNgEP49ehF8w3CCrhuCtWEjqWQSQlzS2rdvz8SJE0lMTHSvS0xMZNKkSXTo0KFEaRZ7jKb33nuPAwcOEBUVRUxMDH5+fh7bN2/eXKJAROWraWuG2eBLjp6BxZi/VZNDT8fXVINgS72KD04IIUSZ0QG9lM229aJ3qVDjxo3j5ptvZubMmRj/7qrkcrl48MEHGTduHNu3b6/kCEV140o8AkpHMxU8fphm9UGlnEGlp6AFVmyrOktYALEPD+TQ27+SczoNTAY0TUN3ujBE+lN3VDf8G0dWaExVhco6h77hDdSZneBy5nYjxACBdTC2n4gW0rCyQxRCVGHVZda583388ccMGzaMunXrEh2d29r12LFjNGrUiAULFpQozWJXNF04OrmoPvzMtYj278qh1EUYdDMmgw3IfeqTozJR6DQOGoTRcPEBWYUQQlRtlTVGU3k6cOAA8+fPd1cyARiNRiZOnMh///vfSoys7C1fvpxp06axadMm4uPj+e677zzKZ4mJiTzxxBP8/vvvJCcn06NHD959910aNWrk3mf27Nl88cUXbN68mbS0NJKSkvI1mz937hwPP/wwP/74IwaDgRtvvJG3334bf/9/xmnctm0b48aNY8OGDdSsWZOHH36Yxx9/vLyzoGrQNFC55aQCx+bJa0lUSa1dgtvWp/krt3Fm6U5SthxGOXX8m0dh7VyfWi3qV0pMlU25cnCtehE9cQeOTDO604BmMmL2N2JKOYJr9QsYe7+G5lurskMVQlRV1WTWufM1bNiQbdu2sWjRIvbs2QNAs2bN6Nu3b4nHnit2RdOUKVNKdCJxabgq7B6ynSnEZ23C7kxF+7u21ahZaBR4LY2DBldyhEIIIUR+V111Fbt376ZJE8/pxXfv3k3r1q0rKarykZGRQevWrbn77ru54YYbPLYppRg6dChms5nvv/+ewMBA3nzzTfr27cuuXbvcLdEzMzMZMGAAAwYMYPLkyQWe5/bbbyc+Pp5FixaRk5PDXXfdxdixY/niiy8ASE1NpV+/fvTt25dZs2axfft27r77boKDgxk7dmz5ZkIVYIpunDvQd44DLNZ825UjC2NkfTS/oEqILpctKpQ6t3enzu3dc2NSipTzBrK+3DgPrsR5dCuOdBNKV6C5wO7ClQFGXxM+6jQqbhFai9srO1QhhKhQmqbRr18/+vXrVybpFbuiCSA5OZn58+dz8OBBJk2aRGhoKJs3byY8PJzatWuXSWCicpgNvnSPmExi1jaOZazG7krBz1SLuv7dCbM2ltk0hBCiGsidMKW0zb4r37Zt29z/Hz9+PI888ggHDhygU6dOAKxdu5YZM2bwyiuvVFaI5WLgwIEMHDiwwG379+9n7dq17NixgxYtWgAwc+ZMIiIi+PLLLxkzZgyQO8MMwLJlywpMZ/fu3fz2229s2LCBdu3aAfDuu+9y7bXX8vrrrxMVFcXnn3+Ow+Hg448/xmKx0KJFC7Zs2cKbb755WVQ0GWs3xFinIc7Du8FgQDOZgb/H/8nOAM2Ate3VUnaqQlKW/YgvTtB80MznbdDBlenEaXVhOr4Sg1Q0CSEKoVTpJ+2sCpN+vvPOO4wdOxabzebV/rNm/T979x0fRZ0/fvz1mdm+STY9IUAg9N6RKk2UIgIW7CeenuXurHztCpaznN7Pep5iO9sdZ8WuKEWaFKnSW+ghhfRssnXm8/tjIRgSSuqGMM/HYx+amdmZ92zC7ux7Pp/3eybXXHMNkZFVNw47XrUTTRs2bGD06NHlFchvuukmYmNjmT17Nvv3729yw9PPRopQaeboTTNH77DFoOs6uzYcoCi3hKi4CNr3TK3QttpgMBgMNddUps716tULIUSFYsdVTdu6+uqrueKKKxoytLDx+XwAFS4cFUXBarWydOnS8kTTqSxfvpzo6OjyJBPA6NGjURSFlStXcvHFF7N8+XKGDRuGxXJsSv2YMWN49tlnKSgoICYm5oQxHo0TQiOj4EiCpjFcff/O0ZhOFJf9whsp/fJ1tMw9ocJnQgASYbZiHTwBU+dzGtU5nep86ou7yM+yb/axc10eQgja94lj8IRUnFGVyzFIKZGH05HFmaBaUVK6IqzOKvZ68vORUlJysIxAaRBnkg0R9OPLzsWepCKP78SngJQKAU8AxesO2+8sXL+f+tCUzgWM82nMGvocmso11N13381VV1112omm++67jwsuuKD+Ek3Tpk3j+uuv57nnnqtwkPHjx3P11VdXd3cGQyXrl2zjk5d/5OCuLIIBDZNZJaVNIpffMYbewzuHOzyDwWAwNBJ79uwJdwgnFRtbvQLQQgjWrl1Lq1atanzMTp06kZqayoMPPsgbb7yB0+nkxRdf5ODBg2RmZp72frKyskhMrFinxmQyERsbS1ZWVvk2aWlpFbZJSkoqX3eiRNMzzzzD448/Xml5UVFRo/vSI6XE7XYDnGBkkoocfwvBAzsI7t8GAR+KKx5Tm+744prhO5JEayxOfT51b8/mAmY9t4Giwx70I10Eflu+l3mfbuGa+3rSqkt0+bZ6USbB9V8hCw6CFgBFgCUCte1g1A7DEYpaYd8nOp/s3/LY8fl+8ncUIzUdk1WlWRcLSbYkTBY/Aar4YmUCk8lDGWlYwzS9MBy/n/rSlM4FjPNpzIob2fvsmUJKyXnnnYfJdHopIY/HU639VzvRtGrVKt54441Ky5s3b15+4WEw1NSGX7bzz3tm4XF7iYx2YLaaCfiD7N+eyav3/o+/PHsl7foY0zMNBoOhNnQp0Gt5N622z68LtUnINITCwkJeeuklXK5T1+iRUvKXv/wFTdNqdUyz2czs2bO58cYbiY2NRVVVRo8ezbhx4xpNEufBBx9k2rRp5T8XFxfTsmVLXC4XUVFRYYyssqOvmcvlOvmXsbh46DW4gaKqudM+n9PgLfKz87tDHN5chFAFzc+Jo835yZisx5JBuYfKeO3O3yjM8RCdaMNkCo1O1/w6u9eU8drdv/H0V+cTm2RHL8rEv/QVpDsfbE6wWUHq4M2CjZ9iwoN5QMWb2lWdz54fM1j2wCYCpUEsUSYUswl/jsah9BzMrRy0SilAKJJgoGKySVECKEE/etTlRJ7Gv9n6UJe/n3BrSucCxvk0Zmd6/OFS3drbkyZNqtYNtGonmqxWa5VZwx07dpCQkFDd3RnOIH5fgI2/7CA/u4gIl4MeQzvijLLX2f51Xefjl37E4/YSl3zsTc9qM2NJdpGXVcRnr/7EfW9PrbNjGgwGw1lJUvsiS40gZ/H1118zbtw4zGbzqTcGvv/+e0aOHIndXnefXady5ZVXVhoZdCK33357nRyzb9++rF+/nqKiIvx+PwkJCQwYMKDCNLhTSU5OJicnp8KyYDBIfn4+ycnJ5dtkZ2dX2Oboz0e3qYrVasVqrVw8WwjRKL8wHI2rMcZWE3VxPvuX5vDTtHW4szxIPdR1b+MHe4jrEMX41/sT2y4062HJ7L3kZ3mIa2ZHUUT5+4aqKsQm2cnNKGPpF/uY9OfOaJu+B3cuIiIOIY6USxAq2KOQ3hL0rT8hu5yPElXx39PvzyfoCbLimY0EyzSczezl52iymiDgovRwFAfXtye1z3asFjdBzQwIVDUAUlKY1YqEK8aG9XfdlP7emtK5gHE+jVVDxy91gaxl17jaPr8u1HeTt2oXvZk4cSJPPPEEgUAACP1i9+/fz/3338+ll15a5wEaGodf527k3gn/4IXb3uXdJ2bzz//7D/83/lm+f29xnd0h3b3pIAd2ZREZ7aj0hiGEIDLGyaE9Ofy2fCdrlu1k4+o9+LyBOjm2wWAwGM48F198MYWFhae9/ZVXXlmt6WO1pev6aSeZAEpKSmjTpu7azrtcLhISEti5cyerV69m0qRJp/3cQYMGUVhYyJo1a8qXLViwAF3XGTBgQPk2ixcvLr8mBJg7dy4dO3Y84bQ5w5mvYLebObetwZ3lwZloJaqFg8jmduxxVnK3FvHdLb/iLw0CsHbBIRSFUJLpOIoqUBRY+/MhZNCHvns5mK3Hkky/Z41ABjzoe389aWz7F2ZRmunBFm+t/OXTbMGjR3JgTSr7NgygtDgRRUgUoeN1R3FgQ3e8Kddjjq66HpTBYDAYTl+1RzQ9//zzXHbZZSQmJuLxeBg+fDhZWVkMGjSIp556qj5iNITZ+sVbef3+/+Hz+omKjcBsMaEFNUoKypj1/75FKIJx151b6+OUFJSiBYKYLY6qN1AVioLw6fvLKMzzIYQgJj6S8Zf1Z+wlfY1i4QaDwXCaJKDXwT7CTUrJ9ddfX+XomKp4vd56jujESktLcTrr5gus2+1m165d5T/v2bOH9evXExsbS2pqKp9++ikJCQmkpqayceNG7rzzTiZPnlyhZXFWVhZZWVnl+9m4cSORkZGkpqYSGxtL586dGTt2LDfddBMzZ84kEAhw2223ceWVV5KSkgKEiqw//vjj3Hjjjdx///1s2rSJl19+mRdffLFOztPQOG36317Kcn1EpNgQv0sgqRYFR5KNvJ0l7Pr+EF2mpBLwaygEwJN9pOaSCuaI0IPQSIqAXwd/2ZH1VY9OFEIghUB6S04am/tQGSBRzVVfE5aaE1EDQXJ32snblYjJ4UfoGsGgndgBbWl3beOf/mgwGMJNQK3LB4R/RFN9q3aiyeVyMXfuXJYuXcqGDRtwu9306dOH0aNH10d8hjCTUvLFzPl4Sn3Ep0SX3x1STSrRCZEUHi7m67cWMOKS/tgjTq9i/YlExUZgMpsI+INY7RW7kAQ0ncwiP0FFQTUpxMRHoAUlhXlu/jvzZzylPi6dOrRWxzcYDIazRVPpmDJ1avWmUl9zzTVhqwGUlJTE5Zdfzg033MDQobX7vFq9ejUjR44s//lovaOpU6fy3nvvkZmZybRp08jOzqZZs2Zcd911TJ8+vcI+Zs6cWaEg97BhwwB49913uf766wH473//y2233cZ5552HoihceumlvPLKK+XPcblc/PTTT/z1r3+lb9++xMfHM2PGDG6++eZanZ+hcdv9UxaKRVRIMh2lmhXQJfuX5tD50hTaNd/Nrl9B2stCDfk0IOAG1YZ0NEPTJO17xYHFCWYb+EqBylNbpdRBgnCefKScJdIcaj2uyyrj0wIK+XoK/e7sSPGGffjzSrEmRJAwvAMxfVuhmIyblgaD4RRkHSSaGsE1VH2rdqLJ6/Vis9kYOnRorS+UDI1fRno2e7ccrHI6G0BkjJPCwyVsXL6Tc87vXqtjpXVtTssOyaRvPEC8zVzheIVlAQKajs1mIsLlwF0YQDFDTFwExYVlfPfpKoaP7UF8UuMqImowGAyG+vPuu++GO4TT9p///If33nuPUaNG0bp1a2644Qauu+668tFB1TFixIiTTlu/4447uOOOO066j8cee4zHHnvspNvExsYya9ask27To0cPlixZctJtDE2L5tcQ6km+JAlB0KPBni8Z2WMRC38YSpHbjisqEEo2SYkMeinKzMPujGHElDSEyYLa7lyCG75B6lql7nJ4SxBWB2ragJPG1nJEMtZIM75CP7bYiiMdpZT4iwOkjkqm+fjONB9vdDI2GAyG+lLttH10dDTDhg1j+vTpLFiwoNpt7gxnltJiD1pQRzWrVa5XTSpSSkqLymp9LEVRuOLOcTgi7eRmFuLz+NE1HW+Zj6KyAIoQxCa5Kg00jIiy4ynz8euS7bWOwWAwGM4GElEnD8Ppmzx5Ml9++SUZGRnceuutzJo1i1atWjFhwgRmz55NMBgMd4gGw2lJ7B6N5q168q3UQwnQxC5O5L5vaZNWwlVXHEARkJtnpbjYTHGJhdx8Bwo+rrm7BWldQ6OUTN3HI6KbQ1k+0udG6kFk0I8szUNIian3JQjHyUc0ORPtdLm2LZpPx5PnQ9dC8Wh+jdJMDxaXmZ43d6zDV8NgMJxtmvI1lN/vZ/v27XVyTVLtRNO8efMYO3YsK1euZOLEicTExDB06FAefvhh5s6dW+uADI1LXHI0ZosJ/wmKbvt9AVRVJa5ZdJ0cr/vg9tz5wrW07dYST5mfgsPFlJX6MVlMxCRG4oisPD1PUUJz/IsLSuskhtoI6kE2Fm1k1v5ZvLX7Lb44+AX7y/Y3mpbSBoPBAISmltTBw1B9CQkJTJs2jQ0bNvDCCy8wb948LrvsMlJSUpgxYwZlZbW/cWMw1KeuV7ZCtSh4i/wVlkspKTvswxplpvNYAd5cMEcwflwmD9y3laGDD2O3azgcGucOzeWhu5Yzdlx++fOFMw7LuAdR2w5FIMBTjPCXIVwpmIb+CbX7hNOKr++dnen1546YrApl2R5KD5XhzfcTlRrBqBfOoVn/+Dp9PRoTqUty12Wz88PN7PxwM7nrssuTfwaDoW5IvW4ejUlZWRk33ngjDoeDrl27sn//fiDUDffvf/97jfZZ7alzR6fMPfTQQwSDQVatWsUbb7zBc889x9///nc0TatRIIbGKT4lhh5DO7Dyxw3YI6wVCm5LKSnOc9O8XRJdB7Srs2P2GNKBboPasXvTQYry3Dgi7bz89Dd4yvxVbq/rEiklUTHh7RLiDrp5b+97pLvT0aWOQCCRLMtbxtD4oVyUchFKVZ1UDAaDwXDWyM7O5v333+e9995j3759XHbZZdx4440cPHiQZ599lhUrVvDTTz+FO0yD4YRaj0yi1w1tWPdOOiWHPJjtKlJC0KNhdqgMf7Q7ESlBZPqx53TrWkS3rkXHFkgJnjyObyugRCZiOe9OpDsXvTgLYbIi4tIQ6ul/ZVFUhf53d6XrtW05sDiLQGmQyOZOWpybiGqpeoR+U1CaUcKax36hYEseeiD0fUwxq8R0jaPvo0NwNo8Mc4QGg6GxevDBB/ntt99YuHAhY8eOLV8+evRoHnvsMR544IFq77PaiSaAHTt2sHDhwvKHz+djwoQJjBgxoia7MzRyU+4YS/rGA+QeKsARYcNiMxMMaLiLPDij7Pzh/omoprr94FYUhXY9Ust/HjyqC99/tgpNq5z+dRd7sDusnHNueIdCf3LgE3aW7CTCFIFFCRUzl1Li0TwsPLyQeGs8Q+KHhDVGg8FggKZTDPxMMnv2bN59911+/PFHunTpwl/+8heuvfZaoqOjy7cZPHgwnTsbdWMMjZsQgqEPdSW5dyybZu0la30BQhG0G9uM7tem0fycOKTmA1ssePNAraIrpOYB1QLRnao+RkQ8akTtRh45Emx0vLR1rfZxpgiU+Flxz88U7SrEGm1FtYVec82rkbsuhxX3LGTYm2MwR1pOsSeDwXBKktq33m1kAw2//PJLPv74YwYOHFihTnLXrl1JT08/yTNPrNqJpubNm+PxeBgxYgQjRozg/vvvp0ePHlUWijY0DS3aJfPAWzcx+7V5rFu0hdJiD6pJpcfQDky+ZTRdzmlb7zGMu6wfa5bvIudQATaHQNclWlDHXexFSph49aCwFgLP9GSytXgrdtVenmSC0MWYw+TAH/CzNHcpg+IGGaOaDAZD2DX1RNPRxiWNyR//+EeuvPJKfvnlF/r371/lNikpKTz88MMNHJnBUH1CCNqPT6H9+JTyqVm/7/ImVCukjkdufxeCHjD9rpOcHgB/CST2h6j6v4Y8Gxz8aS/F6YXYE+wVOueZ7CYUk0JxegEH5+0l7eIOYYzSYGgi6uAaqrF1nTt8+DCJiYmVlpeWltY4z1PtRFNCQgLbtm0jKyuLrKwssrOz8Xg8OByOGgVgODO0aJfMHS9cS0FOMQU5RThdDpJaxjXY8ROSo7n/71P4z+sLOHQgm4JcN0IoxMZHMP6y/oy5pG+DxVKV9NJ0/LqfGHPVRSrtqp1cXy45vhySbckNHJ3BYDA0fbqu89RTTzFz5kyys7PZsWMHbdq0Yfr06bRu3Zobb7wxrPFlZmae8lrJbrfz6KOPNlBEBkPd+H2CqYK2l0LJXshcHEosKSaQwdCdfFd7RI+7jBvVdeTQwlA9ld8nmY5SzKFlhxbsNxJNBoOhSv369eO7777j9ttvByh/b3777bcZNGhQjfZZ7UTT+vXrKSwsZPHixSxatIiHHnqILVu20KtXL0aOHMlTTz1Vo0AMZ4aYxChiEsMzciilZRz3PnUZO7ftozjfj9VqpkO3Flht5rDE83u61E96sXS0XlM4i4Jn7M8j42A+JpNKx67NcTqrGMpuMBjOCnVRzLuxFQN/8sknef/993nuuee46aabypd369aNl156KeyJpt8nmbxeL35/xbqDUVHhG5VrMNQHoZih972QMgx5cD6UZoDFhUgZBikjEObw1tZsSvzFviqTTEcpJoVASdW1Tg0GQ/XURde4xtZ17umnn2bcuHFs2bKFYDDIyy+/zJYtW1i2bBmLFi2q0T5rVKMpOjqaiRMnMmTIEAYPHsxXX33F//73P1auXGkkmgz1LrFZNO07uRrVXbAW9haoQsUv/VhF5QSOV/MSZY4i3trwnU6yMwt5742f2bzhAD5vAKEIoqLsXDChFxdfPgD1JBcmhsZLSsm2jMNsy8hBAp2bJ9KpeUKj+ndhaLyaYHkBPvjgA958803OO+88br311vLlPXv2ZNu2bWGMLKS0tJT777+fTz75hLy8vErrjWYqhqZICBWSByOSB4c7lCYtMi2awq2V31eO0oM6kWmuBozIYGjCpKj91LdGNnVu6NCh/PbbbzzzzDN0796dn376iT59+rB8+XK6d+9eo31WO9E0e/bs8iLgW7ZsITY2lqFDh/L8888zfPjwGgVhMJzp0pxppDpS2e3ejclsQhXHiqP7dT8aGgPjBmJWGnb0VUGem78/9gUZB/JxOq3Exkei6zqlbh+f/Xc5xUVl3PDn8xo0JkPt5RS5ee6rRWzcn4k/GPpyajapdE9N5r5JI0hyRYQ5QoOh4WVkZNCuXeUOqLquEwgEwhBRRffddx8///wzr7/+On/4wx/417/+RUZGBm+88UaNWwcbDAYDQOq4NDLm7iVQ4q9U8DtQ4kcxq7Qc1yZM0RkMhsYsEAhwyy23MH36dN56660622+1hzLceuutHDp0iJtvvpl169aRk5PD7NmzueOOO+jZs2edBWYwnEmEEFzV8iqSbEkUBYooDBTiDrop8BdQppXRPao7oxJHNXhc8374jUMH8omNi8DhtKIoApNJxRXtwGo3s3DuZvbvOdzgcRlqrszn55GPfmR1+kGsZhMJUU4SopzYzCZWp2cw/aMfKfUaw+MNJ3e0GHhtH41Jly5dWLJkSaXln332Gb179w5DRBV98803vPbaa1x66aWYTCbOPfdcHnnkEZ5++mn++9//hjs8g8FwCkFvEF+hr7z4eWOS0L8ZrSa1I+gJ4skpI1gWIFgWCP2/J0jrye1I6G/UCDUY6oQu6ubRSJjNZj7//PM632+1E005OTl89tln3HbbbTUeRnXU4sWLueiii0hJSUEIwZdffllhvZSSGTNm0KxZM+x2O6NHj2bnzp0VtmndujVCiAqP4+8MbtiwgXPPPRebzUbLli157rnnKsXy6aef0qlTJ2w2G927d+f777+v1bkZzj6JtkRub3c7k5pPIsWWQqQ5kg6RHbgm9Rqmtp7a4KOZpJQsmr8Vk1lFVSv/U3c6rfh8AVYu21nFsw2N1c+bd7MzM4/YSDt2i7n8fc9uMRMXaWdnZi4Lt+wOd5iGRq4pJppmzJjBbbfdxrPPPouu68yePZubbrqJp556ihkzZoQ7PPLz82nTJjSiICoqivz8fCA0XH3x4sXhDM1gqBdS6kjdF9b6lHUhf0sev874he/Gzub7i75kziVfs+29zQRKj42UlFJH96xBK/4UreQLZCBUnDuQV8ThLxeS/vBr7LznJfa/OIvi1VuRul6nMQpF0POec+h57wAi01xofh3NrxPZJpqe9w6gx/+dY0ytNxjqyNE6l7V9NCaTJ0+ulIuprRrVaNI0jS+//JKtW7cCobuIkyZNQlXVUzyzotLSUnr27MkNN9zAJZdcUmn9c889xyuvvML7779PWloa06dPZ8yYMWzZsqVC2+InnniiQuHPyMjI8v8vLi7mggsuYPTo0cycOZONGzdyww03EB0dzc033wzAsmXLuOqqq3jmmWeYMGECs2bNYvLkyaxdu5Zu3bpV65wMZ7dIcySjEkdVa/TSvi0HWDd/Ez6Pn+TWCfQf1xtHpP2kzykJ5LLbvRafXkakKZY2Ef2wqhW7GQWDOmVlPszmqv9dCiFAQnGR57RjNYTf4i27AYm5ivfbo8sWbk7nwj6dGjgygyG8Jk2axDfffMMTTzyB0+lkxowZ9OnTh2+++Ybzzz8/3OHRpk0b9uzZQ2pqKp06deKTTz7hnHPO4ZtvviE6Ojrc4RkMdUb6MpG5X0DhT6CVgSkG4i6EuMkI05lV9D5r2SFWPrwUf5Efk8OEUAWlh9xsenUd2csPMfiFEajmvWi5TyP9u4DQdHZN2NCD/TjwZiyBLA+oKkJRCOQW4t64i+ihvWg2dQKiihuBNSUUQdqlHWg1uR2e7DIA7EkOlDo8hsFgaJrat2/PE088wS+//ELfvn1xOis2a7jjjjuqvc9qJ5p27drF+PHjycjIoGPHjgA888wztGzZku+++462bdue9r7GjRvHuHHjqlwnpeSll17ikUceYdKkSUCo0GdSUhJffvklV155Zfm2kZGRJCdXPRz0v//9L36/n3//+99YLBa6du3K+vXreeGFF8oTTS+//DJjx47l3nvvBeBvf/sbc+fO5dVXX2XmzJmnfT5nIl2XbNl0kEMH87FYTHTrmUp8QuSpn2ioNU+pl7fu+5Bff1iH3xs4kviRxPz9C/745FUMGN+n0nN0qbE891M2Fs7Dr3sQQiClxGH6iCHxV9LZNax8W5NJITLCRl6uu8rjH73D6Io+ebttQ+NS7PGhKie+aFQVhRKPrwEjMpyJmlox8GAwyNNPP80NN9zA3Llzwx1Olf74xz/y22+/MXz4cB544AEuuugiXn31VQKBAC+88EK4wzMY6oT07kHuvhd8h0CxgDCDPxN56A0oXAxt/4EwxYQ7zNMS9AZZ+/RK/CV+7MmO8hFB5ggLmk8jZ3U2e2YvpfWIV0DLAiUaodhC11d6CbLsR6LPSaJgyQUI5djNIc3jo3DJOuxpKcSM7FfncSuqgjPlzKvV6C/ykjl/N4eX7UfzBIhsF0fKmHZEd0kMd2gGQ5P3zjvvEB0dzZo1a1izZk2FdUKIGiWaqp3ivuOOO2jbti0HDhxg7dq1rF27lv3795OWllajAE5kz549ZGVlMXr06PJlLpeLAQMGsHz58grb/v3vfycuLo7evXvzj3/8g2AwWL5u+fLlDBs2DIvlWGG8MWPGsH37dgoKCsq3+f1xjm5z/HGaml07snhw2iyefvQL3pm5gNde/ol7bvuQd9/4Gb8/eOodGGrlrfs+ZOnslZjMJuJSYohLiSE6yUVhThGv3/Uu236tPKXt17zZrC34Fh2NCFMMEaZYnKZoPFoJP+e8S7p7dfm2QgiGje5CMKgRDFbuZlTq9mKzWRg0tEO9nqehbrWMiyZ4kiH3mq7TIs7oLGM4haMdU2r7aCRMJhPPPfdchc//xubuu+8uv04aPXo027ZtY9asWaxbt44777wzzNEZDLUnpUQe+EcoyWROAFMsqJFgjg/9f9kWZObb4Q7ztGUuPkhZdhm2WHulaWeqVUUxKQTzZ0MwE9REhBKabSGEQPdaCJaacLTJwZaSU/G59lB34oKFa+p8Ct2Zyr23gJV/+YatLy0j99eDFG7JYf/szay683vSP1x/xk+/NDQt4So/kJGRwbXXXktcXBx2u53u3buzevXqCtts3bqViRMn4nK5cDqd9O/fn/37959y33v27DnhY/fumpXkqPaIpkWLFrFixQpiY2PLl8XFxfH3v/+dIUOG1CiIqmRlZQGQlJRUYXlSUlL5Ogglvvr06UNsbCzLli3jwQcfJDMzs/zuYFZWFmlpaZX2cXRdTEwMWVlZpzzO8Xw+Hz7fsVEDxcXFwJEP2Rq8GR59XkO9kWYczOf/PfUNBQVuIqLsWC1mdF1SWuZlzvfr8Xr93HrHBQ0SS3U09OtUX/ZtOcCqOetxuBw4oo5Nk1PNKjHNosnPyOe7t+bRsf+xDkplwWI2FMxFxYRdOTLqTIKCilOJxh0sYE3eN6Q5QiOhpJScN7YHK3/Zyf49udidFmw2C7rUKSvxoes64yf3JaVl7Bn/etbEmfq3NLp7WxZu3kWZ14/TVrGzTKnPj1lVOL9H+zo7rzP1dWpIdfUaGa9x7Zx33nksWrSI1q1bhzuU09KqVStatWoV7jAMhrpTtjX0UF0gjpverZhBsUPhAmSzP50Ro5pK9oWu7RVz1fflTQ4T8V02IKUZRVTcRvf7kQEV4Qhga3kAX1azCusVmxV/Vh6a24MpquIUlbON7tf47bEFlO4vwhLvQDGFXkspJYFiH+nvrSUiNZqk4a3DG6jBEEYFBQUMGTKEkSNH8sMPP5CQkMDOnTuJiTn2Xpqens7QoUO58cYbefzxx4mKimLz5s0VSg41pGonmqxWKyUlJZWWu93uCqOGGsq0adPK/79Hjx5YLBZuueUWnnnmGaxWa70d95lnnuHxxx+vtLyoqKjGiSa3OzTFqSGK9c37cS1S+GnVJgbld4eLjonA4wmwZfMetm3ZS7PmjetCoKFfp/ry2y+bcCbYccVHVnkeZqfKgfQDZGVkYY8IJaL2lf6GXmbBocZVuqABcOpWivxFHLDvIsqcgNvtJiIigtvuGc0PX69j26aD+AMBVAQt0lwMGdaRISM6U1RUVO/n2xidqX9L7eIiuahHW37ZvheCPuzmUJF5TyCAU4Hze7ShfVxknf1ez9TXqSHV1Wt09IaFoWbGjRvHAw88wMaNG6usLzBx4sQGj+mVV1457W3rclS4wRAWvr2g+8EcXfV6xQFaMXgPQETjur6simo1ld9EqOq9Xdc1THY/iKq+xInQQ4BiCVReLSUIgTjJVPizxeGVB3DvLcQSay9PMkHo89TisuHNdrP/q61GosnQaNRFQ5TqPv/ZZ5+lZcuWvPvuu+XLjh9M8/DDDzN+/PgKjc9Ot6zRDTfccNL1//73v6sRbUi1E00TJkzg5ptv5p133uGcc84BYOXKldx66611ehF3tOZSdnY2zZoduwuQnZ1Nr169Tvi8AQMGEAwG2bt3Lx07diQ5OZns7OwK2xz9+egxTrTNieo+ATz44IMVklzFxcW0bNkSl8tFVFT1Cx2W18txuer9y1wgoLF0YTper46qVJ5SJaUgP9/D5o1ZdOrSul5jqa6GfJ3qk68oQOHBYhS96kLdHrcXLaBhUa24XKFpUEIG8FsLsZoVKv/WQNcD+PQyrJEKLmvoOS6Xi+joaG65I4XDOcVkHMjDbDbRrkMyVlvFLniFuSWs/2U73lIfCSmx9BjcHrOlRv0Czghn8t/SrRcOp1liPF+v3kpmUSjBkeiKYGK/zkzq3xVTHRb+PJNfp4ZSV69RQ76+4bhIqm9/+ctfAKqsdySEQNOqeuesXy+++GKFnw8fPkxZWVl58e/CwkIcDgeJiYlGoslw5hOWUH4FyZH/OY4GQoRqN50Bkgc1Y/MbKsHSAOaIijFLKQmWaGiBBITIq/RcxXbktZAQdFcesaR7fTg6tUZxhmekQWNSuDkHqUsUS9XXxKrDTNHWHIKeACZ7w3ZwNhiqInWQei2voao5a/brr79mzJgxTJkyhUWLFtG8eXP+8pe/lDdE03Wd7777jvvuu48xY8awbt060tLSePDBB5k8efIp93+0pNBRgUCATZs2UVhYyKhRp9/k6veq/S3ylVdeYerUqQwaNAjzkTvpwWCQiRMn8vLLL9coiKqkpaWRnJzM/PnzyxNLxcXFrFy5kj//+c8nfN769etRFIXExFDhuEGDBvHwww8TCATK4507dy4dO3YsH2o2aNAg5s+fz1133VW+n7lz5zJo0KATHsdqtVY5Yupoq/GaOPrchkg0BfwaphN0CTzajays1N8ov1g21OtUn5LTEkMXKX4NUxVd4XylPuKaxRAVd2zEU7QlCUVRCEo/piou0oL4MKsWoswJFV6jo89PTHKRmFS5do8W1Pjs9XnM+3gFpSXe0D04IUhoEcPUBybSa2jHuj35RuRM/Vsym1QuG9SDSed0JbMgNMK0WUxklZ3o6sKZ+jo1pLp4jYzXt3b0RljrZM+ePeX/P2vWLF577TXeeeed8mYq27dv56abbuKWW24JV4gGQ92J6A1KJGglYKqiVqBWAtaWYG9XeV0DkLoPWfYLetmvIL0IS2uUiAsQ5pQqt3e1jyFleEsO/LgXhAh1nRMCXdPx53sxOUyYYiYB7yB1H0I59r1AtVkwRWroPpXSHanHYpASraQMYTIRO3pAjd73A24f/gIPJqcZa2wTmHZ3OhNB6qKDhcHQCB0/mv1EOYbdu3fz+uuvM23aNB566CFWrVrFHXfcgcViYerUqeTk5OB2u/n73//Ok08+ybPPPsucOXO45JJL+Pnnnxk+fPhJ4/jiiy8qLdN1nT//+c/Vavb2e9VONEVHR/PVV1+xc+dOtm7dihCCzp07065d9T803G43u3btKv95z549rF+/ntjYWFJTU7nrrrt48sknad++PWlpaUyfPp2UlJTyrNzy5ctZuXIlI0eOJDIykuXLl3P33Xdz7bXXlieRrr76ah5//HFuvPFG7r//fjZt2sTLL79c4S7jnXfeyfDhw3n++ee58MIL+eijj1i9ejVvvvlmtc/pTGC3W4hy2cnNdeNwVv5D1nWJlBjd5+pR/7G9iE2OoSC7kJjk6AoXGgFfgGBAY8QVQzBbjt25aeHoQowlhTzfASJEbIXn6FLDr3vp6hqBw+Sq1vTNT/81l2/eXYTZYiY2MQpFUQj4g2QfyOfVBz7i3n9OpWPv1nVy3oa6ZVZVUuOjwx2G4QwkZehR230YTt/06dP57LPPypNMAB07duTFF1/ksssu45prrgljdAZD7QlzHDLuQjj8EWgqKM7QCCaph6bMIRAJVyBEw4+WloFMtKyHkb7tgAYIJKAX/Bc1/jaUqElVPq/vQ+cgNUnmkoN4SvyII6OUrLE2ev5fX6J7JBPM+Q3pXYWUFhAOQAfdjSnSRsHKbvgyTCALj7wWEsVmJX7ScCL7dqrWOXhz3Oz7eB3ZC3eie4MIVSGmdwtaXdELV5cTz8Jo7FydQzdIdb9W5agmrSxAbK9mmBzGaCZD09OyZcsKPz/66KM89thjlbbTdZ1+/frx9NNPA9C7d282bdrEzJkzmTp1avnNtkmTJnH33XcD0KtXL5YtW8bMmTNPmWiqiqIoTJs2jREjRnDfffdV+/k1fqdv3759eXKppndhV69ezciRI8t/PjoVberUqbz33nvcd999lJaWcvPNN1NYWMjQoUOZM2dOeUErq9XKRx99xGOPPYbP5yMtLY277767wpQ2l8vFTz/9xF//+lf69u1LfHw8M2bM4Oabby7fZvDgwcyaNYtHHnmEhx56iPbt2/Pll1/SrVu3Gp1XY6coghHndeXj/y4jGKg8oqa4qAxnhI2BQ4xuZPXFHmHnhqev5l93/Ju8jHxsETZUk4q31IcW1OgysAPj/nRehecoQmV44lR+OPQyJcE8LIodVagEpZ+A7ifO0pwBcZdWK4787CLmfbISs8VMVMyxu2Jmi4m4JBe5mYV8+95iI9FkMDQxTTHR9MQTT5x0/YwZMxookqplZmZW2RVP07RK0/cNhjOVaHYLMlgMhfMh8Ltua6oDkXQdxDV8rTQpNbTsGUjfVlBjEcJyZLkOWgFa7ktgSkFx9K/0XHOEhYF/H0rhtnwyl2YQ9ASJaBFJ81GpWKNDN2tNic+gF/0Hzf0d6EWAgrC0R426kviLR2FL2477t51oXh+2lASiBvXA1iKxWufgzSlh/QPfUrqvANVmQrGakEGdw0t3U/hbBl0fuYC4fi1PvaNGKGFwSxwtXZTuK8Ca4ESox4qBB0v8CJNCy8mdwxylwfA7ddF598jzDxw4UKHszolqTDdr1owuXbpUWNa5c2c+//xzAOLj4zGZTFVus3Tp0hqHmZ6eXuOOvjVKNL3zzju8+OKL7NwZar/evn177rrrLv70pz9Vaz8jRow46cgLIQRPPPHECS8e+/Tpw4oVK055nB49erBkyZKTbjNlyhSmTJlyyn01FWMu7MmaVbvZuT0Lq9WEzW5B13RKS32YTAqXXz2Q2LiIcIfZpPUf04sH/3MH3789j98WbkELaMSnxDDyyqGMvXEUjkh7pee0cHRmUov7WZv/HXvL1hOUASyKnW6u8+gTcyER5tgqjnRi65dsp8ztJTaxcl0xIQSOSBubf02n4HAxMQnVrz1mMBgMDeX4Yd+BQIA9e/ZgMplo27Zt2BNN5513Hrfccgtvv/02ffqEuoOuWbOGP//5z4wePTqssRkMdUUoFkh9CBIug6LFSK0EYY6H6FEIa4uwxCQ9q5G+baBElyeZAIRQkGosaNnoRZ9XmWgKbSeI6RxHTOe4qtcrTtSYW1Bc10HwEAgzmFogjjRucQ3sjmtg91qdw57/rAklYuKPJWIAVKcFX24pO/+1lJg3L0epohxDY6daTPR8dCTrHpmHJ7MkVCRdFciAjmJVSbuqB8kj0069I4PhDBQVFXVa9Z2HDBnC9u3bKyzbsWNHefdai8VC//79T7rNyfx+oA6EEr2ZmZl89913TJ069ZTPr0q1E00zZszghRde4Pbbby+vYXR0ytr+/ftPeUfR0DhERNp44NHJfP7RSn5ZvA1PmQ8hBGltE5l4SV8Gn9t06/I0Jh37t6Nj/3aUFpfh9waIjHFiMp/8n2WiLY2xKbfh0Urw6x4cahRmpWbFJMvcXoQQKCfoemIyqXg9fjxur5FoMhiakjq8G9dYrFu3rtKy4uJirr/+ei6++OIwRFTRv//9b6ZOnUq/fv0q1LgcM2YMb7/9dpijMxjqjhACHB3B0bHKkuANTXrWgtQQauVrJSEEUjiQnjVI3Yuo4fUUgFDsYKlZLZOT8Rd5OLw4HdVurpBkgmOd2coOFVGwLoO4c1JPsJfGLap9HANfv4hDP6WTs3QvmidIZLtYmo/tQEyvZKOGoaFRCUdDlbvvvpvBgwfz9NNPc/nll/Prr7/y5ptvVij1c++993LFFVcwbNgwRo4cyZw5c/jmm29YuHDhKfd//DWUoigkJCTw/PPPn7Ij3YlUO9H0+uuv89Zbb3HVVVeVL5s4cSI9evTg9ttvNxJNZ5CoKDt/vHkEl189kJzsYsxmlZQWsSiK8Wbe0JxRDpzVzOPY1Ujsau3qaMU3iwaocgolgM8bwGa34Io36nUZDE1JXdRVbWQz56oUFRXF448/zkUXXcQf/vCHsMaSkJDA999/z44dO9i2bRsAnTp1okMHY5q64cwmg35kST6oKiIyvvElBeQppn0cLbxEzaaH1DdfjhvNF8TkrLpbn2Ixge7Fk1nUwJHVLWusg7Qru5N2Ze1GfxkM9S0c5Qf69+/PF198wYMPPsgTTzxBWloaL730UoX6jhdffDEzZ87kmWee4Y477qBjx458/vnnDB069JT7//nnn6t7CqdU7URTIBCgX79+lZb37du3xvP3DOHljLCRFmG0Vz0b9Tq3E7FJUeRnFxGbWLE1uxbU8Hn8DJ/cF2cV0/gMBoPhTFBUVERRUfi+gJ177rlMmjSJiRMn0qFDh/KHwXCmkwEvgTXfE9i8COkJTXlS4lOx9B6LqcOAcIdXTlhDNWWlDFZdiFz3IGydQTTODm6qIzSSSQ/qVNF0GKnrSAmqo+pElMFgaBomTJjAhAkTTrrNDTfcUKMRSKNGjWL27NlER0dXWF5cXMzkyZNZsGBBtfdZ7UTTH/7wB15//XVeeOGFCsvffPNNo2OKwXCGsTks/OHeCcx85FNyswqJiLSjmlR8Xj/eMj8t2iYy8YbqdykwGAyNXBMc0vTKK69U+PlofYEPP/yQcePGhSkquOmmm/jqq694/PHHadGiBRMnTmTixIkMHjy48Y38MBhOkwz48H77Ctq+jaCoYLGD1NEyd+HNmYnFXYClz9hwhwmAcA4H05sQzEaqCeW1kwCkXgoIlKhJ9frvUUod6VuD7l8PMogwd0SxD0GIqgv//p49xUVk+wQKNx4KTZ87Ls5AsQ9zpPWMLQZuMJxpwjF1rr4tXLgQv99fabnX6z1lresTqXEx8J9++omBAwcCsHLlSvbv3891111XoZDU8ckog8HQ+Jwzuht2p5Wv/72IXRv24/cFsNgtnDehF+0v7c7Sokys7sP0S2lOvMMR7nANBkOdqIMaTY2i+soxL774YoWfj9YXmDp1Kg8++GCYooLrrruO6667Dp/Px/z58/nqq6+YMmUKmqZx4YUXMnHiRMaMGYPdbowcNZw5gpsXoe3fCPZIhOl3BbYtdmRZEf4VszG17YPiql53tfogFAdq0nS0rOmg5SCFGVBB+kAoiKgLEZHj6+34MphFIP9RZGArSO1oVAhTc0yxM1AsXU8evxC0vqoPG3cexp9XijnagWJSkLokWOJFBjSaT+mJJca4RjMYGkbTuYbasGFD+f9v2bKFrKys8p81TWPOnDk0b968RvuudqJp06ZN5d1S0tPTgVA7vfj4eDZt2lS+nXGXztBQcrwZ7Cj5DZ/uIcocS+eoPkSYXOEO64zSfVB7ug1sx+GMAjylPnItQV7duIp3V/5MQA9dFEVarEzq2Jlb+56DRT3zupoYDIambc+ePeEO4aSsVivjx49n/PjxvPHGG6xcuZKvv/6a6dOnc/XVVzNq1CgefPBBhgwZEu5QDYZTCmxZTChZUsV0LXsUuPMI7liBpf/EBo+tKoq9D6L5a+jFXyNLF4YKf1t7okRdhHCOrDDKqS5J6SOQ/yDSvw3UGISwHVkeQAYPEMx7GHPCawhTykn3E3dOKp3/byS73lyGL7c09B1Vl6gRVlpd0oM211XdMc9gMBhOplevXgghEEIwatSoSuvtdjv//Oc/a7Tvaiea6qNQlMFQE0E9wJys/7GpaCUB/dhQv4U5XzIy8WL6xY4IX3BnICEEiS1i2V9UyKM/fEO220203YZNtSOBYp+X/2z8DU8gwP1DhoU7XIPBUBtNcOrc8YqLi1mwYAEdO3akc+fO4Q6nkgEDBjBgwACeeuop0tPT+frrr8nMzAx3WAbDKUldQy86DKaqp30JIdABvTi3YQM7BWFphRp/O8Tf3mDH1D2Lkf6doMYhxO9GfgkzUk1EajloZd9hirrplPtKGtmOuIGp5K3YhzfHjclpIX5ga6zxjbO2lMHQVIWjGHh92bNnD1JK2rRpw6+//kpCQkL5OovFQmJiImoNBxjUaOqcwdAYzM/+nHUFS7AoNiJNMaELG6lTppUwN+sTHGoEXVyVC9cbTu7jLZvIdrtJiohAOTIyUQDRNjvFPh/f7drOlC7daBMTG95ADQZDjTXF+gKXX345w4YN47bbbsPj8dCvXz/27t2LlJKPPvqISy+9NNwhVpCdnY3P5yM1NZW2bdty9913hzskg+H0CAVhtoYKgFdBSokgNI3ubBf0/UjQUYw0+UAqqMFIlEAEAgUhFKQwoXt+htNINAGY7BaSRrav15ilLslak0fW2nwAEnvFkNI/HmF0pTYYQmQdTJ1rJNdQrVq1AkDX9Trft5FoMpyRigL5/Fb4C2bFgk09NiddEQoRJhfFgXyW5/1Ep6g+KPU0HLop8msac3fvwmYylSeZfi/SYiG71M2i/XuNRJPBYGhUFi9ezMMPPwzAF198gZSSwsJC3n//fZ588smwJZpKSkr485//zJIlSxgxYgRvvfUWd999N6+//jpCCIYOHco333xDVFRUWOIzGKpLCIGpw0ACa79HSr3ytLOAD1QzprReYYmvsfBps/DZfkJSBsILgGYpQNEcWEpbIuTRWlHe8Ab6O8UHS1lwzxqy1uWjB0JfPBWTQmKPGM57vi+uVhFhjtBgMNSnLVu2sH///kqFwSdOrP40aCPRZDgj7XFvxad7iTRFV7nepjrI8R4k359NvLVZwwZ3BvMGA/g1DfMJhkgKIRAISny+Bo7MYDAYTq6oqIjY2FACfM6cOVx66aU4HA4uvPBC7r333rDF9dBDD7FmzRruueceZs+ezeWXX056ejpLlixB0zT+/Oc/8+yzz/LUU0+FLUaDobrMPUYR3LEC6c5H2qMQJgtSSvB7wF+G2qYPSvOO4Q4zbAL6z/i010AooAmEMAMg0dFNZfgdB7GUtgbpR5jahDfYI/zuAD/cvILcLYXYYqyY7KFrwaBHI3N1Hj/csoKLPx6G1VVFXS6D4SwiEchaFvOu7fPr2u7du7n44ovZuHEjQojQ+znH6m5rmnayp1fJGOphOCMFZSjLeqLijQoqEklQDzRkWGc8p9lClNWKLxiscr0uJRJIcBj1AAwGQ+PSsmVLli9fTmlpKXPmzOGCCy4AoKCgAJvNFra4vvrqK1577TVuv/12/vvf//L111/zzDPPMGTIEIYNG8Zzzz3H559/Hrb4DIaaUKKTsU24CyW+JfhKke58cOeD1DB1HIRtzK0VrtFKD3tZ8eoO3j1vAa/3/ZFZlyxh40f7CHir/+WlsZNS4tc+AQIIJRmBWt5tTqCAriJNZehKPggFxTkhvAEfseu7DPK2FuFItGN2mMoLBJsdJpyJNvK3F7Pz64PhDtNgMNSDO++8k7S0NHJycnA4HGzevJnFixfTr18/Fi5cWKN9VntE0+LFixk8eDAmU8WnBoNBli1bxrBhRpFgQ/2LtSShCJWA7sesVL6z4te9WBUbLktcGKI7c6mKwoT2HXlr3WoCuoZZqTiyqdDrIdJi4by0xnH3zWAw1JSg9q11G9fduLvuuotrrrmGiIgIWrVqxYgRI4DQdUv37t3DFldOTg7t2rUDICUlBbvdTocOHcrXd+vWjQMHDoQrPIOhxtTkNtivfhJt/yb0vAxQTZhadkWJq9gKO3+3my/+uJK8XSUoJgXVLHD/6iVjVT7bvztEn7s68OucgxzaVYI9wkzv85vR54LmWGxnZodbSQG63IrAGSoAriYgtcMgg4Tu8Uuk0NBNRZjMV6DYGsd3pz0/HgJANVe+iauYFRCQ/kMG3f5gXAMazm5Nsc7l8uXLWbBgAfHx8SiKgqIoDB06lGeeeYY77riDdevWVXuf1U40jRw5kszMTBITEyssLyoqYuTIkTUaVmUwVFdrZ0fiLc3I8R3AJGLLh/UBaDJIQPrp7ToXu2qMvKmuy7t0Y8n+fWzLPYzdbMZhNqPpOsU+H6qicGPvviQ6jTn6BsMZrQl2nfvLX/7COeecw4EDBzj//PNRlNCXpTZt2vDkk0+GLa64uDgOHz5My5YtAZg0aRLR0dHl691uN1Zr1d27DIbGTigqptY9oXXPKtdLKfnxvvXk7SohMtmGYjqWxPCXaWz99hBLfzxIrlkiFIHUJcu/3E9azxjueHMwcSmOKvfbuGmE3iCPNFRRY0BYQC9A6h4EIIUJxT4Kk+2+E47Ob2i+Ij9CPfGXX0VV8BUbMwUMhqZUDPwoTdOIjIwEID4+nkOHDtGxY0datWrF9u3ba7TPar+zSSkrfKk/Ki8vD6fT+FJvaBiKULkw5VqcJhfFwXzKgm58mgd3sAh3sIgUW2vOTbiwRvuWUpLv28OB0jVke7ahy7MreRpts/PiBeO5pFMXzIpCsc+LJxigbWwsDw8dzlVde4Q7RIPBYKhSv379uPjii4mIiEDTNNavX8/gwYMZMmRI2GLq0aMHq1atKv951qxZFW7WrVq1is6dO1d7v4sXL+aiiy4iJSUFIQRffvllhfXZ2dlcf/31pKSk4HA4GDt2LDt37qywjdfr5a9//StxcXFERERw6aWXkp2dXb7+vffeK58+c/wjJycHgIULF1a5Pisrq9rnZGh6MtcVkLm2AHuMpUKSCcDv1/CUBbGX6MQl24lLcRDfwklknJX0dfm8cdev6Hojy2ifBkEsQqQgKT22THEiTC0Q5rZgbolQYjBZJyFE4xm1Fd02El2T5bVZjqcFdWLaRTZwVAaDoSF069aN3377DYABAwbw3HPP8csvv/DEE0/Qpk3NRjGe9oimSy65BAgVhLr++usr3H3TNI0NGzYwePDgGgVhODtlHcxn9eLtuEu8xMRHMmBEJ6LjTn+kTAtHW65tNY1V+fPZWrwWTQaJNEXTM3ow/WNH4jBV/8PwsHcHq/M+JNe7E00GUYRKlDmFXrGX0zpiULX3d6aKdzh4cOhwbu17DhklxVhNJtpEx6AqjeOum8FgqKUmOKLprrvuonv37tx4441omsbw4cNZtmwZDoeDb7/9tnwqXUP773//Wz66qipJSUk1KgReWlpKz549ueGGG8qv0Y6SUjJ58mTMZjNfffUVUVFRvPDCC4wePZotW7aU3xi8++67+e677/j0009xuVzcdtttXHLJJfzyyy8AXHHFFYwdO7bCvq+//nq8Xm+lke3bt2+v0Dnv+PWGs9PhLcVofh1HfMUyB1JCca4PCZgQqAGJfuRbidmqEhFrZeeqPHauyqXjgISGD7wWhFCxKJPxai8iZRlCHD8qqwhFtMYkGtd1ZcdLUtn51QH8xYFKBb/9JQFUs0LHi1NPuo+CQ2UUZHiwR5lJam+Mfjc0TVIPPWq7j8bkkUceobQ0lBx/4oknmDBhAueeey5xcXF8/PHHNdrnaSeaXC4XELp4iYyMxG63l6+zWCwMHDiQm266qUZBGOqXJ7CXssBuFGEiwtITs+oKazxaUON/M39mwdfr8Hr8Ryrbw2fvLObi64cybkr/KkfNVSXR1pwLU67jguQrCeg+rKoDtYZ3h3K9u5iX+QxerQirEoFFiUSXAQr8+1mS8wq6DNIm8twa7ftMFWO3E/O7f+sGg6GJaIKJps8++4xrr70WgG+++YY9e/awbds2PvzwQx5++OHy5ElDO9oJ70TGjRtXo/2OGzfuhM/duXMnK1asYNOmTXTt2hWA119/neTkZP73v//xpz/9iaKiIt555x1mzZrFqFGjAHj33Xfp3LkzK1asYODAgdjt9grXe4cPH2bBggW88847lY6ZmJhYYUqgwQAgVFHlCBktqOP3aAjl6AySitd9VrtKaYGf7b+eeYkmALNyCZrcTECfi5QlgJXQlLoAgiTs6mOh+k2NSMqAeLpcncamD3cT9HgwR5oQCPwlASTQ9arWtDy36gRy9q4Svv/HVrYsyCbo01BMCi26RTH89pb0Hh3e7x0GQ11rgpdQjBkzpvz/27Vrx7Zt28jPzycmJua0v5cf77QTTe+++y4ArVu35p577jGmyZ0BfMFD7C14kSLfanTdA0JgVlwkOCfSwvUnlDB9wM1+byk/fPIrVpuZuIQohCLQdZ2SQg8fzVxAZJSdc8dWr3CrWbFUWRS8Otblf4xXK8Kpxpf/g1KEFaewUKbnszZ/Fq2cA1BreRyDwWAw1L3c3FySk5MB+P7775kyZQodOnTghhtu4OWXXw5zdCFer5cNGzaQk5ODrle8nTlx4sQ6O47P5wOo0G1PURSsVitLly7lT3/6E2vWrCEQCDB69OjybTp16kRqairLly9n4MCBlfb7wQcf4HA4uOyyyyqt69WrFz6fj27duvHYY4+ddLqiz+crjxGguLgYCN3MPNG0nXA5GlNji6umGvJ8gp4gNmsQh10jUOTFEvO77o9CggBFB2kT6PYjy46uFiCUUELqZLE23t+PCasyHVUMJqB9hyZ3I4QTszIKszIBRTSvMuZwn8+QR7oT0z6Szf/ZTdG+0OiGmA4RdL26DV2uag2CSrFlp5cw85pl5O0vwxZlwhFrRgtIdq8poOjpIvBY6H1RizCcTd0K9++mrjWl82kK5xBOgUAAu93O+vXr6datW/nyU90oO5VqFwN/9NFHa3VAQ8Pwa3lsO3wPnsBuVCUCi5oISIJ6MYeKPySgF9Am5qEaZyhrqqSwjHlfrsVsVomIOnaXVFEUXLFO8nKK+fZ/Kxh8fldUteGmaZUEssj2bsaiOCu9JkIIbEoU7sBhMjy/kers32BxGQwGQ32QMvSo7T4ak6SkJLZs2UKzZs2YM2cOr7/+OgBlZWWoavjroMyZM4frrruO3NzcSuuEEHXaTOVowujBBx/kjTfewOl08uKLL3Lw4EEyMzMByMrKwmKxVBqFlJSUdML6Su+88w5XX311hVFOzZo1Y+bMmfTr1w+fz8fbb7/NiBEjWLlyJX369KlyP8888wyPP/54peVFRUWN7guDlBK32w3Q4NdM9aEhzkfqkv3f72H/nH34Cn3EtAgQ9OpIiwU9Kgqpqqg6RPkU9KBOIMlMRHTFWIJ+jRiTIKWLhaKiorCeT+0MPPII0QAvAFWfU2M4nxbjY2k+Noayw6FI7fFWFFWhxF1S5fbz3tmMX5aR0seGUI7FHI1AV/3M/fdGWg5wYLaG/324NhrD76YuNaXzOXqzosE0sWLgZrOZ1NTUOm/qVu1EU3Z2Nvfccw/z588nJyen0gWB0XWucTjs/hpPYDcWNR4hjv2azWoMQd1NXulPJDkvJsLapUHj2rx2LyVFZcTEV10/KSLKTtaBfPan55DWIbnB4vJoRWgyiFWxVbleFWYkEq924osdg8FgMITPH//4Ry6//HKaNWuGEKJ8pM7KlSvp1KlTmKOD22+/nSlTpjBjxgySkpLq9Vhms5nZs2dz4403Ehsbi6qqjB49mnHjxtU4kbN8+XK2bt3Khx9+WGF5x44d6dixY/nPgwcPJj09nRdffLHStkc9+OCDTJs2rfzn4uJiWrZsicvlqlDnqTE4+nq5XK4z/ssYNMz5bPjnOnZ8sA2hCsxRFsxmM8WH3GieMnTpo0i40KWC1FSyvRo+VWI/NsANXZPkZ/po2TmKvqPaoJpOfOPR+P3Un+iYU29TnONlwxf5SN2E9/geU0LBEmvm0CY/h9Z66TE2pX4CbSCN6XdTF5rS+TR0/FIKZC0TRbV9fl17+OGHeeihh/jwww9rPZLpqGonmq6//nr279/P9OnTyy/mDI3P4bIfEMJUIcl0lCqc+PVs8j0LGzzR5PcFkRIUpeq/G1VV0HUdv7dh26falCgUYUKTAVRhrrRek0EEApvauC6ADYZT8fmDbNudhc8fJCXRRYvkU185Sqnj86/D51uOLv14vK2JjByNavz9Gxqxxx57jG7dunHgwAGmTJlS3rREVVUeeOCBMEcXulE3bdq0ek8yHdW3b1/Wr19PUVERfr+fhIQEBgwYQL9+/QBITk7G7/dTWFhYYVRTdnZ2+RTE33v77bfp1asXffv2PeWxzznnHJYuXXrC9VartUJTmaOOdqxrbH7fTa8pqM/zKdlXTPrHO1EtKtboY7/jmLZR+Ir8lOV4aNnKTOKINDpMaMbX7+9k+RcHKCsMYLapaEGJFtRJaOnklhcHYDKfehSM8fsJn+IcH0GPji3KXOUIDdWkImWAokzvGXE+p3Im/W5OR1M5nzM9/sbg1VdfZdeuXaSkpNCqVatKZZLWrl1b7X1WO9G0dOlSlixZQq9evap9MMOpBXQ3fr0EixKJRa1ZC1EpdYJawQlrMB39xxjUC2ocZ00lt4zFbFHxewNY7ZXj83r8WGxmElOiGzSuKEszkmydyChbh1nYK71hebUinKZ4Uuw9GzQug6GmdF3y/cJNfDF3A7kFbnRdYrWY6N4xhT9dPpjmSdFVPk/T8skrfAiffzVSBpBS4C1LRuc14qIfwW4b0aDnYagnTWzY91FHawd5vd7yZVOnTg1XOBVcdtllLFy4kLZt2zbocY82c9m5cyerV6/mb3/7GxBKRJnNZubPn8+ll14KhDrH7d+/n0GDKnbDcrvdfPLJJzzzzDOndcz169fTrFmzOjwLw5ni4Lz9BMuCOJIrdloTQmCLtoKmYzUHGP5wF4QiuKlHf/qe35xFH+8hY0cx9kgzAya04NzLWxPb7PhubdWTn17CgV9y0fw6cR0jaTk4HqUByzKcDRzRZhSzIBjQMdsqJwV1TQcJjmijvqmh6WiKI5omT55c5/usdqKpZcuWjW7+fFPgDhxiW+HXHC5ciI4PRZhIdgykg+syXJbW1dqXEApmNQFvcF+V64/+/sxqfG3DrrZ2XVJo3T6ZnZsziLOaK4xs0oIanjI/w8f1OOHUuvrUK/YKcn3plGq5WJVITMKKTgCvVowqLPSOvQKTUvkOrMHQGH06Zx2zvl4FQJTThqoKPL4gv27Yx4GsAp66+yKS4iuOUJJSJ6/wQby+5SiKC0XEAgpCiUbTtpNX+DAJsTOxWqpXrN/Q+AhZoe5ujffRmGiaxtNPP83MmTPJzs5mx44dtGnThunTp9O6dWtuvPHGsMb36quvMmXKFJYsWUL37t0xmyuOnr3jjjuqtT+3282uXbvKf96zZw/r168nNjaW1NRUPv30UxISEkhNTWXjxo3ceeedTJ48mQsuuAAIJaBuvPFGpk2bRmxsLFFRUdx+++0MGjSoUiHwjz/+mGAwWN7V7/deeukl0tLS6Nq1K16vl7fffpsFCxbw008/Vet8DE2DL9+H4MQjDBSLSsAdIOgJYnaaUVWF/he2oP+FdVcs2lcSYMH0Dez8/hDBMg1EqPtdfKcoLniuN0k9ouvsWGe7uJZO2p4Tz5YFWdgiTJV+757iIBHxFjqPapiRnAZDg2iCN+vqow53tRNNL730Eg888ABvvPEGrVu3rvOAzkbF/v38kjWDstIgJkcAVbGiywAH3PM57FnPoKRHibG2r9Y+E5zj2V/4L3QZQDluKpgmS1AUG7H2UXV5GqdFURT+OG0M/++BT8nLKcZqM2M2q/h9Qfz+IC3bJDDlpuENHhdAoq0j5yXfz6q8D8j37cGnu1GESpQ5hZ6xU2gbOazC9hmlhWwqCBVM7RydRGrEaUxmNxgawOF8N7N/XIdJVXBFHiva67RbsFlNZOYU89W8Ddx85dAKz/P51+Dzrz6SZArdSZYSBCZUJRFdz8Rd+rGRaDI0Sk899RTvv/8+zz33HDfddFP58m7duvHSSy+FPdH0v//9j59++gmbzcbChQsrfCETQlQ70bR69WpGjhxZ/vPRmkdTp07lvffeIzMzk2nTppGdnU2zZs247rrrmD59eoV9vPjiiyiKwqWXXorP52PMmDG89tprlY71zjvvcMkll1QqHA7g9/v5v//7PzIyMnA4HPTo0YN58+ZViM1w9rDGWEOtv6WsMtmk+zWsMTZM9mp/BTktUpfMuWstu37MxBppIiLFhhCCgEcjZ1MRX/1pJZd/OpToVkb37LpywZ0d2Ls2n8IMDxHx1iNTIHVKC/w4m0tG3doepzGiyWBo9AoLC/nss89IT0/n3nvvJTY2lrVr15KUlETz5s2rvb9qv8tfccUVlJWV0bZtWxwOR6U7cvn5+dUO4my3ueBdyoLZ2NR2KKpK6HPZhlk68Wi5bMh/g2HJ/6jW/NNE50TyyuZR6t+KqjhRhQOJTlAvAYIkRVyO01K95FVdSevYjIdfupofPl3FyoXbCPqDRLjsnDu2O2Mv6090XERY4gJIsnfhwuZPk+tLpyyYh0WNINHWCfV3ta4KfR5e3LSQJVm7KQv6AbCbzAxJSuP/uo8kxlq7od4GQ20tX7ebUk+A+OjKF9KqomCzmFi8ahdTLxmI1XLsb9vrW4aUARRhr/Q8IQQCOx7fIqQMIKqoZWY4g8gjj9ruoxH54IMPePPNNznvvPO49dZby5f37NmTbdu2hTGykIcffpjHH3+cBx54AEWp/fSdESNGnHSE+R133HHK5JXNZuNf//oX//rXv0663bJly0647r777uO+++47ebCGs0bz81qy9d+b8Rf7sboqjgLXNR3Np9FqQpsK3cnqUsaveez5ORtbtBmL83fNcOwqpmY2Sg55+O3DPQx/pNtJ9mKojrYD4vnjG+cwe8YGcna70YISISAy0cKIG1MZObVduEM0GOpUE7yEYsOGDYwePRqXy8XevXu56aabiI2NZfbs2ezfv58PPvig2vus0YgmQ91xBw6R41mPWYlAiIoXnkIoWJRICnw7KfTvJMba4bT3a1Kj6JjwPAcKXyPfs4iAng8oWNQ4kiIuo1nk1XV8JtWT0iqeG+8Zx7W3jcZT5sMZYcNsqZ+7W9UlhEKCrT1QORHn04I8tPpb1uQeJMJsIdEeiQDcQT/zMnZw2OvmpYGXYDcZX8IN4VNY4kGIExfdN5tVvP4gpR5/hUSTlD4EJy4KKVABzUg0NQVNcNh3RkYG7dpV/kKj6zqBQMM2mKiK3+/niiuuqJMkk8HQWEWluWh7WXt2/Gcr3oCOxWVBqArB0gD+En9o/ZT6u9GZPi8Lza/jiK88gkYoAtWisP3rDIY93NUoIFyHOg1P5P75o9i5LJeCg2XYXWY6nJuAXy874bWIwXCmaoo1mqZNm8b111/Pc889R2TksRI248eP5+qra5Y3qPY3+8ZSVLOpKA1koks/FqXqIbyqsOHXSygNZlUr0QRgUeNoGzedlsFbKAvuQcGM09IZVak8WiFcrDYzVtuZ84V1UeYu1udlEGt1YFWP/fOJNFuxKiob8jP5OXMn41s2bDc/w9nD7w/i9wVxOK0nvHhzRdiRUqLrssptAgENm82M87iC/GZT6yNTHjSEqFzUU8oyzKYOiCpGPBkM4dalSxeWLFlCq1atKiz/7LPP6N27d5iiOmbq1Kl8/PHHPPTQQ+EOxWCoV93v7IUl2squj7fjzfUidYnJbiJlREt63dMHR1L9jfz2lwThBNP2AFSzwO8OInWJUBvXF70znWpS6DQssfxnKSX+ojAGZDAYTtuqVat44403Ki1v3rw5WVlZNdpnjYaQpKen8+6775Kens7LL79MYmIiP/zwA6mpqXTt2rVGgZytTIoDIdTQF7sq1ks0BAomUfMPZYspEYsp8dQbGk5p/qEdSKiQZDrKcmTZvIwdRqLJUOf27T3M99+s59eV6WiajsvlYNTorowZ3wOHo+L0hMF90pj19SpKSr0VajQBaLqO1x/kgqGdK4xmArDbL0AtmYmu56IoiRUu1HXpAcDpuNS4C2xolGbMmMHUqVPJyMhA13Vmz57N9u3b+eCDD/j222/DHR6apvHcc8/x448/0qNHj0qlB1544YUwRWYw1C1FVeh8Q1faXdmBvPWH0fw6Ua2jiGwddeon11JUCwcIEUokVXGjJejRie8cYXSfMxgMNacfedR2H42I1WqluLi40vIdO3aQkJBQo31W+1120aJFdO/enZUrVzJ79mzcbjcAv/32W71UK2/qYqztcZqaEdBLqlzv14qxmeKItxlzyWtLSkleWRnZbjdBvWb/uvN8Zagn+ZJtEgp5vtKahmgwVGnzxoM8MWM2C+ZtJhgIoiiQe7iY//3nF/7+1NeUlvoqbJ8QG8nkC3oS1HTyi0oJBDV0XVLm8ZNbUEqz+Cgmnd+j0nFUJZoY10MI4UDTs9D1InS9BF3PR+rF2GwjiHBc3FCnbahPso4ejcikSZP45ptvmDdvHk6nkxkzZrB161a++eYbzj///HCHx8aNG+nduzeKorBp0ybWrVtX/li/fn24wzMY6pzZYSZ5cArNR7RokCQTQKdJzbFEmPDk+yutC3o1pJR0uyK1QWIJN787QPHBUnzF4Z86bDA0KUemztXm0djKD0ycOJEnnniivNSAEIL9+/dz//33c+mll9Zon9Ue0fTAAw/w5JNPMm3atArz90aNGsWrr75aoyDOZoow0cE1hXW5/8SvFWGWGqpQkVLHrxcjkbSPugSTYqv03IBWhF8vwKy4sKhGx7Pj6bokt6QUCWzNO8wnWzax5XAOUkJShJNJnTozpWs3LGrlKUInkuKIYlN+5gnXB6VGisNVB9EbDCGBgMYbr8+nuNhDfEJE+Wgih8NKIBBk6+YMvv5iDVddO7jC864Y3xe7zcJX8zaQX1iKrutYLCb6dWvJny4fQnJ81Rf9DvtoVDUed+lHeHxLQILJ1IJo1x+IdF6KEEbnGEPjEwwGefrpp7nhhhuYO3duuMOp0s8//xzuEAyGJs+V6mTQXR1Z+txWSg55sLrMCCU0XU7z67Q6N4FuV7Y69Y7OYEX7S/ntrR3s+i4DzauhWhXSxjSn15/aEdOuYRJ+BoPhzPL8889z2WWXkZiYiMfjYfjw4WRlZTFo0CCeeuqpGu2z2ommjRs3MmvWrErLExMTyc3NrVEQZ7vUiPMI6GVsOzQHn7YfoUskEosSQafoy2gbNbHC9mWBA+wr/pBcz1J06UfBRKx9IK2iriEiTJ3kGhNdl8zZsIMvft3EgbxC3H4/bt2PEqniirNjUhUOFBXzz5Ur2JidzROjzjvtZNMFzTux4NBOyoJ+HKaKX7g9wQCKUBjTolN9nJbhLLVu7V6yswqJjnZUmrJmNpswm1UW/byFS6b0x2o9NhVHUQSTR/dg7Lmd2Zqejc8fICXRRWpK7CmPabX0wmrphS69SN1PcXGQSGeMMWWuKWliLVNMJhPPPfcc1113XbhDMRgMYdb3lnZEJNtZ8/Yu8raXIHWJI85C1yta0f/WdpgdjaP5TH0oSC/huz/+QvH+UkwOEyabiubT2frRXg4szmb824OI7xJ90n2UHSohb20melAnqm0M0d0Sjc9/g+F3JAJZZdGb6u2jMXG5XMydO5elS5eyYcMG3G43ffr0YfTo0TXeZ7XfaaOjo8nMzCQtLa3C8nXr1tG8efMaB3I2E0LQNuoiXMG+uM2b8OuFWFQXzRwDsB03Uqk0sJcNOffiDWahKg5U7OgEyCmdT6F3Hd0TniHKevbWB5JS8ub8lXy6ciO6lFjNJkr8fnRdIvM1/DJAbEoEDrMFTyDAor17+GnXLiZ07Hha+x+U2JoRzdoz79B2vFqQiCPJJnfQj18PMjK5HUOT2tTnKZ7R/IEgi5fvZP7SbWQdLibSaWXYwPacN7QTMdFVF8Q/22VmFCBlqFNcVWw2MyUlXvLzSmmWEl15vdVM7y4tanRsRdiQihUhjGqeTU4T7Dp33nnnsWjRIlq3bh3uUMpdcsklvPfee0RFnd4ogmuuuYYXX3yRxESjrqLBIDWdsl2H0Eq9mOMisaWeXsJDCEGnyS3oOLE5hftK0QM6US0cTTrBdNTyZzdRvL8UZzMHypFi52YHWF1mSg6V8eWfV3CwlYW8bA/xzRwMn9yaweNSsVhVgqV+tryykswFewh6ggAoZoXozgl0u3cwkWnG7AmDAZpm17mjhg4dytChQ+tkX9V+x73yyiu5//77+fTTTxFCoOs6v/zyC/fcc49xJ7GWzKqT1pEXnPRDNL1gJt5gFlY1ESFCJbZUbJiEE5+Ww86CV+iT9PpZe+dh04FsZq/ahMWkEmm3kltWhhQSs1lF13TcBT4cUVbskRbsZjMlPh9fb9962okmVVGY3vsCWkfE8NX+TRT4ygCItti5KLUvU9v3x2S0rq6S1xfguX/9yNqN+wGwmFWKisr48LMVLPhlO4/cOZ6U5OjwBtkIWSwmpJTIE3TR0XUdRRFYLKc/BdRgaIrGjRvHAw88wMaNG+nbty9OZ8Xk9cSJE0/wzPrz1Vdfcfjw4dPaVkrJN998w9/+9jcj0WQ46xWu2EbW50vwZ+YjNR1hVnG0TaHZ1SNxtj+9G9tCEcSkRdRzpI1H4R43Gb/kYHVZypNMR0kJJWVBCtbmsXWHxGtT2LOlgNULDjH/3N3c/6+hbH9uCVmL92NymLAlOECA5g2S/1sWax6Yx4B/jseeaNwUPBHpL4WyPDBZwWmMAjOceebPn8+LL77I1q1bAejcuTN33XVXjUc1VTvR9PTTT/PXv/6Vli1bomkaXbp0QdM0rr76ah555JEaBWE4PWWBgxT61mJSIsqTTEcJoWBWXLj9Oynxbz1rRzXN3bgTX0Aj0RWqaRXQtPLZHYqqoAU03AVe7JGhkUhWk4k9hYXVOoZVNfGnToO4qm1f0ktykVLSNiqeCLP11E8+i33+3VrWbNhHVKS9QrczTdM5mFnAq//+macenGx8MB+nZ+9W2Gxmykr9OCMq/o1JKSkt9dO9R0ti486ei2lD7QkZetR2H9W1ePFi/vGPf7BmzRoyMzP54osvmDx5cvl6KSWPPvoob731FoWFhQwZMoTXX3+d9u1PPS38L3/5C1B19zYhBJqmVT/gWpJS0qFDhwY/rsFwJitYuokDb/2A7g9ginAgzCq6P4h7y372/ONT2tx/BY62zcIdZqNTvL+UoE/HEWmutC43q4wyTxC7ECRGW3FHhW5O+bxB1i7K5H8PLKXF9oOYIy2YHMeeb7KbUS0qpRnFHPx2B+1v6N1g53OmkN5CtE2foe9dCoEyEAoith1q18kozfuFOzxDPZAy9KjtPhqT1157jTvvvJPLLruMO++8E4AVK1Ywfvx4XnzxRf76179We5/VTjRZLBbeeustpk+fzqZNm3C73fTu3fu0LgINteMNZqFLP2al6qGrirAR0IvwBjPP2kTTvtwCVEWUJysUISrOgBWCgO/Ylw1N6jjNlQutnw6n2UKP2JRaRHv28PoCzFuyDbNZrZBkAlBVhSinjR17ctixO4eObZPCFGXjlNI8hkGD2/Pzgi0IAXaHpXw0aWGhB6vVxIRJfc7aBJ0udfaV7Wa3eyc6Os1szekU2Q2T0vSnSJyJSktL6dmzJzfccAOXXHJJpfXPPfccr7zyCu+//z5paWlMnz6dMWPGsGXLFmy2k79X6zXsJlqfalIA3ChDYDib6f4AWZ8sRvqDmGOjyj/bVJsFxWomkFtE1mdLaHP/5WGOtPExO1UURaAHJb//CAwGdNyFPlQl9FrK392rttpM2BwaWYv2kRytY4mp/D4rVAXFpJDxU7qRaDqO9BYTXPA3ZH46qFYw2UFqyJzNBPN3ofa/GbXtqHCHaahrTbD8wNNPP82LL77IbbfdVr7sjjvuYMiQIeUDjaqrxlfiqamppKaeHe1BGwuT4kCgIglS1a9OEkQIFVVxNHxwjUSEzYquH0sROy0WCjxeJBKBABkqkgygS4lf0zivTdtwhXvWOJRVSEmJB4e96o5lVquJklIfe/YfNhJNVbjh5pEEgzorV+yiNNeNIgS6lERF2bl26rn06Zt26p00QcWBIj4+8D57S9PRZBAQCAHxlkQub3kdLR2twx2i4Tjjxo1j3LhxVa6TUvLSSy/xyCOPMGnSJAA++OADkpKS+PLLL7nyyisbMtQ6MXz48HCHYDCcUUo27sWfW4Tqcla6gSKEQHXacW/Zhy+nEGtidHiCbKQSe8QQ2dJB8b5STMn28uU+TxBdk1iFIGgSlDkqzopwRpoRhUG0oDjhTSthVgkU++o1/jORvu2bUJLJHov4XXZPmuzgyUdb9yFKi/4Ia+RJ9mIwhF9hYSFjx46ttPyCCy7g/vvvr9E+q51oklLy2Wef8fPPP5OTk1PpDuLs2bNrFIjh1CItHbGbWlAa2ItqqnzHIaAXYVHjiLb2avjgGomhHVvzy/a9BDQNs6oSYbbgMJspC/hDiSYkDpcVv6ZR4Ckj0elkcqfO4Q67yVMUBY4kR05GNepbVclmM3P73WOYsLsPa1fvwePxk5gUxcDB7XG5zs7EclAP8p99b7OvLB2nKQKziEQIQVAPctiXzX/2vcUtbe8m1hIf7lANp2nPnj1kZWVVqAXgcrkYMGAAy5cvP61EU13XFzAYDA0rWFSK1CWKqeq6g8Ksovv8BItKjUTTcVSLSu+bO7B4xnrKDnuxxVpRVIGUEpMOqFAQa0IqlZNJpVIFoZ+4HqRPI6KVqwHO4swhtQDa7p9BsVRIMkEoKSpt0eApQD+wArXd+eEJ0lAvJLUv5t3IZs4xceJEvvjiC+69994Ky7/66ismTJhQo31WO9F011138cYbbzBy5EiSkpLO2uka4SCESivXtWzLfxaflotFiUYIE1JqBPRQV6jUqKtRFfsp9tR0De/Shs9/3cTOzFxcDitWs4mUyEgOFhXh8QURZoHHEsTn1WgVHc2MESNp6TI+OOtbi5QYkhIiOZRVhM1auXZAmcePzWqia0djKuKJCCFo0zaRNm2NIsEA20o2ccCzlwhTFGbld/UkFBNR5mgKAwWszl/OBckXhTHKRkxS+6ucI88vLi6usNhqtWK1Vr9mXVZWFgBJSRVHNSYlJZWvO5n6qC9gMBgalinSEZoeHtSqTDbJgIYwqZgiz86bLKfS6fJW+EuDrHl1G2U5ntBNvqAOqiDDKSiLqfyauov9HHY4sET4CRT7sLgq3szW/BpISYtx1SuTIqUksG87JdtWomfsAUXF3K471j7DMKU0gZHYvmLwu0PFv6sgFDU0O6r09BpCGM4gTXDqXJcuXXjqqadYuHAhgwYNAkLXUL/88gv/93//xyuvvFK+7R133HFa+6x2ounDDz9k9uzZjB8/vrpPNdSBJOf5aNLLnsJ38On55fWHTEoUqVFX0zyics2Ls4nDYubJyy/g6S9/ZmtGDsUeHwKIMlvpkBRPv+6pRDittIuJZXBqKhbV6NTVEEyqwoTRPXjzP0socXuJcFrLk9ReX4Ayj5/hgzoYXecMp21byWZ0qVVIMh2lCAWTMLGhaK2RaGoALVu2rPDzo48+ymOPPdbgcdRHfQGDwdCwInukYY6LJJDvRomtON1ISolW6iGqV1usyVXXKz3bCSHoeUM7OkxqyZ6fDlF22Is9zsqi1Vms+HQ3Lq+G1X7s65+3LIjPo9H/6k60bSFI/88GvIdLMUdaQUCwLIDu14nr04wW408/0SSlxPPzF3g2rEQpLUCYLSAlvvVL8G9djXP8dVi69q+Pl6DhmOygmEAPVrlaHq0YbTaSoobG75133iEmJoYtW7awZcuW8uXR0dG888475T8LIeov0eRyuWjTpk11n2aoQykRF5HoGEmuZxl+LQ+zEk2cfRAWNTrcoTUKydGRvHTdRWw6mMWmA9lIKemUkkDv1s3L6zMZGt6YEV3JyS3hu3kbyc13A6HPX5NJoU/3Vtx87bAwR2g4k/g0L3Dif8+KUPHpRj2JE5LUwd240H8OHDhAVFRU+eKajGYCSE5OBiA7O5tmzY51lMrOzqZXr16nfH591BcwGAwNS7GaSZ4yjIPvzCGQV4waGeo6J30BgiUeTJEOki47N9xhNnr2OCtdrjo2aihtUkty8n2sWXiI4nwfikmgaxKhCM4Z3Zzr7uuJzWHCnhzB3k82U5pRAlJijrTSfGw72l3XE5O98o2dEwns2ojv13ngiEZxxZZ/Wkspke4iSuf8F1PLtihRsXV85icmg0G827bh2boN6fdjSkzA2acPpri4Gu1PWBwozfui71mEtERUnuXjLwWTFaXFOXUQvaExkVLUfupcIxvRtGfPnjrfZ7ULojz22GM8/vjjeDyeWh988eLFXHTRRaSkpCCE4Msvv6ywXkrJjBkzaNasGXa7ndGjR7Nz587y9Xv37uXGG28kLS0Nu91O27ZtefTRR/H7/RW2EUJUeqxYsaLCsT799FM6deqEzWaje/fufP/997U+v/pkUiJIdl5AatRVNIsYZySZjqMogh6pzbh6SC+uGdqbvm1aGEmmMFMUwXVTBvLMQxdz8bjeDO7XljEju/LwneN55K7xRDhr9uXUcHZKtCUBMnTHsAoBPUCS1Wh/fUKyjh5AVFRUhUdNE01paWkkJyczf/788mXFxcWsXLmyfBj3yRytL3C82tQXqEujRo2isLCw0vLi4mJGjTK6EhkMR8UO70HLm8djaRaLVuohkFeM7vPjbJ9C63suw9ne6MxYXY4IMw+/NYwHZ57LkAmt6NArniEXtuKhN4bx8FvDsTvNCCFIvagjQ9+dzJC3LmLwzAkMn3Upnf/SH3NE1c1cTsS/filSCyKsFct5CCEQEVFIjxv/5l/r8hRPKlhURM5rr5H77nu4ly2jdNUqir7/gaznX8C9bFmN96t0mgjWKCjLRWqh759S6khfCQQ9KG1GIKKMshBNzdHBarV9NHXVHtF0+eWX87///Y/ExERat26N2Vwxu7127drT3ldt2xxv27YNXdd54403aNeuHZs2beKmm26itLSU//f//l+Ffc2bN4+uXbuW/xz3u+z1smXLuOqqq3jmmWeYMGECs2bNYvLkyaxdu5Zu3bqd9vkYDIaTE0LQtnUCbVsnhDsUwxmup6sfSw8voFRzE2GqOL3Cp3kRQtAvdmCYojOciNvtZteuXeU/79mzh/Xr1xMbG0tqaip33XUXTz75JO3bty//3E9JSWHy5Mmn3Hd91BeoSwsXLqxwI+wor9fLkiVLGjweg6ExixnaDdfAzpRtP0iw1IslNhJ7m2REAzUN0QNB3L/toHRTOjIQwJKSgGtQD8yxjb+u54kKepstKoPHpTJ43Mm7hismhai2tRtpFDy0B8xVj4ASQkECwaz9tTrG6ZK6Tv5//otvz17UiAjEkbiklOhuN4VffY0aE4O9c/WbAylxbTGdey/ar28gSzKP3PwKTZdTOl6I2mdqHZ+NwVA/6qPhW7UTTVOnTmXNmjVce+21tS4GXts2x2PHjq0wTL5NmzZs376d119/vVKiKS4urnxY/vFefvllxo4dW15l/W9/+xtz587l1VdfZebMmTU+P4PhTLG9eB8/56xiS9FuALq42jAysT8do1qFOTKDoWqJtmTOT57AnKyvKfQXYFWtCBR8emi0bS9Xf7q7+oQ5ykasDouBV8fq1asZOXJk+c/Tpk0DQtcW7733Hvfddx+lpaXcfPPNFBYWMnToUObMmYPNVrnT6vHqo75AXdiwYUP5/2/ZsqVCYXNN05gzZw7NmxsjNAyG4ykmlYiuDX8dEsgr5OC/PsG79xBSC33ZEkKQ9/0vJF01luihvRo8plORpTuROV9B4VLQA0hne0TCBIgdhRBh6Oirmk49ZEOt9tfQGvHt3o1v714Up7M8yQSh36kSEYFWWIh7ydIaJZoAlOTuiAtfRGauR5ZkgsmGktIb4TRuqjZVdTEiqbGNaKqPhm/V/hf+3Xff8eOPPzJ06NBaH/xkatrmuKioiNjYyln4iRMn4vV66dChA/fddx8TJ04sX7d8+fLyi92jxowZU2kq3+/5fD58vmP1P4523ZHyxFM5Tubo82ry3LOJ8Tqdnuq8TvOzf+V/++bg0/zlhZWX5qzj17zNXJU6htHJA+o73LAw/pZOT2N+nYbEjSTaFMvyvEUcLNuHjkaipRnnxA5hQNwQFJQGibuuXqOGfI0FJ6twdfr7qK4RI0ac9DyFEDzxxBM88cQT1d53fdQXqAu9evUqn7Zf1RQ5u93OP//5zzBEZjAYjic1nYzXPsWTfhCTKwLFHPqqJHVJsNhN9offYY534ewU/q5pUuroh7Yi8xYjSj9FCB+oNhAKFK1FFq+H4nXQ+v8aPNlkbt8TbdU8ZBV3JKQWBCEwp9UssVNdvl3poGkVkkxHCSFQbDZ8e/agezwo9pp17haqGdHiDC9ubqiGcF1F1Z/6aPhW7URTy5YtKxT9rC81aXO8a9cu/vnPf1YYzRQREcHzzz/PkCFDUBSFzz//nMmTJ/Pll1+WJ5uysrKq3U75mWee4fHHH6+0vKioqMaJJrc7VCC5LjKITZXxOp2e032dMj25/LB7MZHSSrIajTjypieFpDTgYc7uJTQnjhR707srY/wtnZ7G/jq1oDWXxbbCG+1Blzp21YEiFNzFpQ0WQ129RkdvWBialj179iClpE2bNvz6668kJBx7P7VYLCQmJqIaHVANhkahdEs6nr2HMEU5y5NMAEIRmFwRBPOLKViwKuyJJi1rO4El7yGL9mButR1MQXTNirDbEQ5X6BtesBQOfweRPSH+ggaNz9b7XHybliNLS5AmUT7lUWpBpLsINT4FS8eGGXUsNQ04yeezEKDr5dsZDGej+mj4Vu1E0/PPP899993HzJkzad26dZ0GUxsZGRmMHTuWKVOmcNNNN5Uvj4+PrzBaqX///hw6dIh//OMfFUY1VdeDDz5YYb/FxcW0bNkSl8tVo0Tc0eSUy+VqlF/m6orfFyAvuxiTWSU+ufrnera8TrV1uq/TtwVLyRaFxFpduEXF2iFSKuT6C1nt2cYfktvVa7zhYPwtnZ4z53WKDtuR6+o1avDXt/ENUmuSWrVqRSAQYOrUqcTFxdGqlTEl2WBorMq27gVNR7GcYPSL1UzppnT0QLBCIqoh6Yf34J/zPNJThJroQZh1pGYFKZFl+YBEOGPA5ASfG5nzNaKBE01qYnOcF/2R0nlfIAsOoUsZ+sxRFNSE5kRccgvC0jBNYCwpocYgMhhEmCr/zqTPh7lZMorD0SDxGM58TbHr3NGGb//+97+x13Bk3/Gq/Q557bXXUlZWRtu2bXE4HJWKgefn59dJYNVpc3zo0CFGjhzJ4MGDefPNN0+57wEDBjB37twKx8rOzq6wTXZ29glrOkGofXNVnXWODo+vid93xTtTHCosZmdOHqoQdE1JIsZZ9R+mt8zPt7OWs+jb9RQXlqEIQWr7JMZdMYCB53Wp1jHPxNepvu0qyuWrvZtZnrWPoNTpEduMcQmtGRgdfdLXaVdpBoqiIKroyCeEQFEU0ksPNtnX+vi/pUDwEEWeHwloGSjCSYTtXByWPuGpb9CIGP/mTq0uXqMGfX3DVKPpbGU2m/niiy+YMWNGuEMxGE5KenehF34Lpb8CGjh6obgmIBzdwx1ag5CadvIZLUKEiqscVyi3IQXWf4P0FCEi4lGs6UeWKqFe4roWWmeLDNVAUu1Qlo6UQYRo2MSYpX1PnJEJ2PdvRcs5iFBVTKkdsHTo1WBJJgBb166ocbFoefkox90Q0o+UQXEOHNRgheYNZ76mmGiqy4ZvR1X7Heell16q9kFq4vdtjo8mlo62Of7zn/9cvl1GRgYjR46kb9++vPvuuyin8Saxfv36CsmrQYMGMX/+fO66667yZXPnzj2tdspnq/zSMl5dsJyl6fvw+AMIBJE2C2O6duCmc/tj/92dIK/Hz4sPfcrGlbsxmRXsDiu6rrNz00H2bs+kILeEcVc0zTpADeHnjF08uWY+xQEvFsWEEDDnwHa2HNrPJH8Jf+jY74TPNQm1yvnzR0kkJiU8d+waWr77Iw6XvIaulyAJXWcWlP4Pp3UgKTFPoir1P2XYYDA0XZMmTeLLL7/k7rvvDncoBkOVZPEC9MxnQS8BYQYEFH6DXjQPkfhnlNjL6uW4us+Pe902fIdyECYTzi5tsLVtGZabG9YWoVIaUtMQVUxp1X1+7G1aIKoY8dQQpKcYff86hNl+5PU57jVSVNCDSH8Zwh4FUgfFTCgL1fAUuxPbOeeF9UaVYrEQd9VV5L7/AVphYWhUk6IgAwGEEDh69yZioPE9xHB2q8uGb0fVqOtcXaltm+OMjAxGjBhBq1at+H//7/9x+PDh8n0dHY30/vvvY7FY6N27NxBqzffvf/+bt99+u3zbO++8k+HDh/P8889z4YUX8tFHH7F69erTGh11Nir1+Xlw9o9sPpSD02omIcKJRFLi9fPpmo0cLnFz1wVDsZhUIi1WFn37G5t+3U1UjB2L9dgHs91ppSi/lM/eWkRyqzj27D5MWamPhMQoBgzrSHSMM4xneWbILivh6bULKA36SbZHHntT0CUENN7a+itdYpPpm9Ciyuf3iG7P1uI96FJHOW7Uji51dCnpGd2hvk8j7Eo8C8gpfgmkxKQkhVrvSonEQ4l3MZmFT9Ii9rlwh2kw1BkhQ4/a7sNw+tq3b88TTzzBL7/8Qt++fXE6K37GNWQnPIPheNJ/CD3zOdBLwZQUGrkDodE7WgEy53WkvTPC3rVOj1u6OZ2s978imF905HCS/O8WY++URrM/XYIpsmGvBSP7debwFz8TLCjCFBNV4cuW5vGBEESP6Be2xIn0l4GugckCgO6NRonIBHQqJJOkfmTklRdiR571I7OtbdqQeNtfcS9fjue3DUi/H3NqKs4BA3D07lVlUtFgOJGmOKKpPhq+1WiogqZpfPHFF2zduhWALl26MGnSJExVzHs9mdq2OZ47dy67du1i165dtGhR8Yv07wty/+1vf2Pfvn2YTCY6derExx9/zGWXHbsrM3jwYGbNmsUjjzzCQw89RPv27fnyyy/p1q1b9V6Ys8RPW3ayNTOHuAg75vI3ZkGUw0qm5ueTzM38+EU6drOJXgnNKFmyH4SokGQ6KiLKTsa+XJ6+5yNUpxUhBFLCpx8u48o/nsvoC3s27MmdYX44sJ1Cv5cke0SFix4hBJFmKwe8Hr7au+WEiaYh8b34KWsFBYFios1RqEcuRDSpU+gvJsYSxZD4Xg1xKmEjpSTP/V906cOiHhvpKIRA4EAVOm7vEryBndjM7cMYqcFQh5ro1LklS5bwxhtvkJ6ezmeffUbz5s358MMPSUtLq/duuafyzjvvEB0dzZo1a1izZk2FdUIII9FkCCtZNAe0YjAnHksyQej/1RgIZKMXfotah4km74EsDr35Kbrbg+pyIkxq6CaPL0Dpxh1kvvkZLe7+Q4NOaVLtNlJunETGzM8I5hcjzGpo9Is/1CktemhvXIPDd20q7FFgskLQB2Yb0huD9DsRFjdSOzIKDUK/t0AuqE5E0uQGiy9w6ADe9asJZmeA1YY/rSN6736otrqp+VIb5oQEYiZOJKYWNXoNBgjlcGvbKLixNXOuj4Zv1U40bd68mYkTJ5KVlUXHjh0BePbZZ0lISOCbb76pVnKmtm2Or7/+eq6//vqTHmPq1KmnNQprypQpTJky5ZTbGeDHzTsB8bskE+hI9itFFKpeNF3i9QexmU0szdiHu00pbd1m4goq76sg343fF8Sk6cQlhEbk6LpOcaGHD2YuwBXtoP8Q48v9iWzNz0YAygnurFlUld/yDp3w+XFWF7e1v4LXdn1Cvq+4fBqdQBBrdfGXdlOIs7rqI/RGI6jn4AtsRRWRVa5XhJOgnkWZb6WRaDIYGrHPP/+cP/zhD1xzzTWsW7cO35HaG0VFRTz99NN8//33YY1vz549YT2+wXAy0rM5lJyoauSLEEhhRh5YBYU/gcmK0rwHwhFTq2MW/vwrWkkpprhjdXOEEAibBQSUbd9L2fa9ODvXbSekU3F2bUurB/5IwcLVlKzdhvQHsLVtiWtYH6LO6RrWWj7C4kBtN4jgph9B1xCKSjCvM6b4rQizOzSSSRUI4QE1GtH6bkRE3Y5Cq4qUkrLF8yj9+Qek3x/6m5E6pXvSUVctIfqamzDFNb0OxgZDU1EfDd+qnWj605/+RNeuXVm9ejUxMaEPmIKCAq6//npuvvlmli1bVieBGRqvvNIyLKaKH7IFwkuh8KIgEDI0eDfKYiXSbGFXfhm7u0LzVRK771hCJBDQKC7yhEY72czlFxmKouCKcZB32M03n62i3+B2RhHiE1AV5aSDCqQE0ymGS3eKas1T3W9jZd5Gdrr3A9AuIpWBcd2JNDf9DhxSBpHISlMHjwr97Sno0l/leoPB0Dg8+eSTzJw5k+uuu46PPvqofPmQIUN48sknwxhZZUdvshmfbYZGQyicaJiiXqihb1WRnmI0JVR6QlgcKJ3Ox9T3CoRa/QkSUtdxr92KYjVX+e9AWMzg9lC6cWeDJ5oArM0TSb5mPMnXjG/wY5+KqddF6Ac2oBdlgtkOZhuBgx0R5iyUCA9q8y6IFsMg7jyEJb5BYvJt2YB7/nehRjKumNAMBUAxWwhmZVD08XvE3vp/FZJ0Ukoo3Q3BYrDEIxwtGyRWg6HWpAg9aruPRqQ+Gr5V+5Nh/fr1FZJMADExMTz11FP079+/2gEYzjyJEU6yi90VluWLMgBUqRBAKx/tJIQgxmojlzIOJWm03X/sT85T5kdqEkUVOFwVExpCCJwRVval55CTVURSs+j6PakzVN+EFsw7uBNN11GPu8Mmkfh1jUFJp26lHWl2MDp5AKM5+4ohmtQETEocQS0HRa2cWNNlqCaD1dwuDNEZDPWjKdZo2r59O8OGDau03OVyUVhY2PABVeGDDz7gH//4Bzt37gSgQ4cO3HvvvfzhD38Ic2SGs51w9kW6fwGpgTg2Yl2WaGgbPOAHbA6ELR4pdaTPjbbxK9CDmAdWv36r1HRkUIMTjA46WkpB+gM1PaUmS4lMwDLhIQKrPkHfuwa8JaHXMbIXaveJqG0HNmg8Uko8KxaBFkRxxVZYJxQTijOSYOZB/Lu2Ye0Q6jQt83+F/e+BexfIIAgz0tUDWv8JEdmxQeM3GKqrKdZoqo+Gb9VONHXo0IHs7Gy6dq04DDMnJ4d27YwvYmeDMd06sDEjG39Qw2IKdS3ziiACgS4lCoJI27G2pa6YCPJyvOQLPy19YLGakFLiK/MjpY4jyok1onKbU0UV6D6J3xc8rbh2lWTxU+YGNhUeQCDoF9eG0cndaemMq7Nzb2zOb9GeD3esIaO0mESbszzZpEtJoc9DpMnKpLT6HzJ9OnQZAARKA7fXPRVFWIh2TuZw8Wvo0osibOXrpNTR9HwspjZEWI0ulAZDY5acnMyuXbsqDfleunQpbdo0/IiI473wwgtMnz6d2267jSFDhgCh2G699VZyc3ONbnSGsBJRFyDzPoLgYTDFlyebtH0+8AfBqiAsoespIRSwRSG9Jejb5yO7jEVEJVXreIrZhDkxFt/+THBWrt8jdR0hwJwYW8WzDUpUItbzbkO689BLDiMsdkRsy7AU/ZZeL4GM/QiLrcr1wmxBlrkJ7NuNtUMXZN4vsO0p0ErBFAUiAnQf5P8K7l3Ibs8gIjs18FkYDGe3umz4dlS1v/E988wz3HHHHTz22GMMHBjKmK9YsYInnniCZ599luLi4vJt67qglKHu+DQvO92bKA2W4DRF0j6iG1a16g+I453fuR0/bd7J+gOZ2C0mnFYLQhHoUgMpiLLbcPxuuJ3ZouKMtBEdqVNaXEKJHqoEJBSBJcKGq3lMlcOmvZ4ADqeV+MSqa+f83pxD63lj5zzKgn7MIpT8Si/J4vuMddzd+UIGJzTNzmlRFhtPDxjHQyt/4FBpceh1PfJoa47g9j7n0t7VMMOmqyKlTlbZQg6WfEtJIHQHP87Wl5aRk4i19Q5bXMeLdV5DmX89pd7laBShCDuSILr0YVYTSIl5FCHC08q4MdB1yeodB1iwPp2DhwtxOW2c260Nw3q0wV5FkX/DGaAJFgO/6aabuPPOO/n3v/+NEIJDhw6xfPly7rnnHqZPnx7u8PjnP//J66+/znXXXVe+bOLEiXTt2pXHHnvMSDQZwkqYYlGaP46e8Wgo2YREBgUy1wqqgrA0A+W4m4LWCGRpHtr+VZi6Taj2MaOH9SX7P9+i+/woVkv5ciklWlEpSoSDqAHda3lmTZuIiEONCPMN1aMd7k6V5NJ1pB6APW+AVgaW3xWeV0ygOsCXDXv/Dd2NTr+GxqspjmgCSE9P59133yU9PZ2XX36ZxMREfvjhB1JTUysNMjod1U40TZgQ+iC5/PLLy5MDR2sNXHTRReU/CyHQNK3aARnq35qCpfyc8y0lgSI4kpqINLsYmTiBvjGn7spjt5h5+uILmLnoV37evpv8Ug8Wm0LAphNrtRMfGVHe9ALAGwxiNZt46OaxRI7XOLj7MGaLic69WvLPf/zA/n25WG0V5+gHAhp+X5AxF/XG7qg82un3dhZn8sbOeQR0jURrVIW/y1x/CS9t/Y62EUkk2ZtmUesuMUl8MOpK5h7cyZrDBwnqOp2jExgW05w2SSlhi0tKne0Fr9l0hukAAN+TSURBVHGg5CskGqqwA5KsskXkelbSMeY2WkReGLb4fk9R7LSI+QeFZV9TVPYlfi0DVUQRbbuA2IgpWEynnn7YVAU1nVkL1vL92t0EtNAUTV3X+XXbfr5esZnHrruABFdEuMM0VFNTnDr3wAMPoOs65513HmVlZQwbNgyr1co999zD7bffHu7wyMzMZPDgwZWWDx48mMzMzDBEZDBUJBw9UdLeRRbPRZatgzIPiL1giQS18k0/IQRSCPCV1uh4UUN6U7ppF+7129DLvCg2K1LX0b2hxFPiFWMxuU59s9EQXsLuwJTYjMDBfVBFdzkZDHXsM7VIhaLfwJMB5uiK3Q0h9LMpEop+I3DgN3Q9FjXahcllDFwwNC5NMdG0aNEixo0bx5AhQ1i8eDFPPfUUiYmJ/Pbbb7zzzjt89tln1d5ntRNNP//8c7UPYmg81heu4LtDH6FLHacpClWoaFLDHSjmu0MfoQoTvaJPPbc7ym7jvrHDuHFoP9IP55HlcfPKluUU+rwE9VCNJiklXi1IoddL36TmDGreClNLhV6Djk2xvPGO83nxb1+Tm1OC1WbGZFLw+YJoQY32nVOYdOWpawb9mPkbZUF/hSQThC6A4iyR5PqKmZ+1iavThtTsRWtEArqfPN8hdCTx1mZYlNAotCiLjUvbdOfSNqE7f1JKioqKwhkqhz0rOFDyNYqwYlaOJSJMMhK/ns+OgteJtfXCYW4exiiPURQ7sRFXEBtxBVIGAdUo1At8tWwTy7fuw2Y2ERN57I5zIKix/cBhXvhsMU/fMM54rQxhJ4Tg4Ycf5t5772XXrl243W66dOlCRETjSIS2a9eOTz75hIceeqjC8o8//pj27Y2OlobGQZhiELGXQ+zlyKAfbdVtSH/ViSSpayAlIqJmI6cVs4lmt0yhcOEqihavJpBXhFAEkb07EX3ewHopAi4DeZD3HbJgfqgItbUlIm48xIxCKJZT78BQiRAC+4BzCWTsR/eWodiO1buUUkd3F2NKSMLasRvkzQvVZDrBa60HQHoKyX1vJr68aITJhKNbZ6LHnY85yehaZzDUlwceeIAnn3ySadOmERl5LME/atQoXn311Rrts9qJpuHDh9foQIbw02SQxYd/QJMaUeZjxdxVoRJpjqY4UMDiwz/Q3dUP9TTr6MRFOIiLCH2gpMRF8bcVP3PIHZo+KQGzojAwpSWPDzoPUxUFHzt1a8HDz05hzpdr+XXpToJBjbj4SEaM6caYib1xRpx6Ot/GwgOYlaqTAooQCARbig6c1vk0VpoM8mveT6wrWIg7WAiAXY2gZ/S5DIofj/n44eyNwCH3D0iCmJXjCkMKgUWJxaflkFk6j7bRdT8nuLZEI6sjFS6BoMa3K7YihMBhs1SYKWU2qUQ6rGzYk8nOjFw6tDAuAM8oTXDq3FEWi4UuXbqEO4xKHn/8ca644goWL15cXqPpl19+Yf78+XzyySdhjs5gqEyYLCjtzkXb8BVSDyKUY5+NUkrwFiFsUSita95IRDGbiD1/EDHnDUAr9SBMKqr99Eo5VJf07kOmPwC+A4AKwgSBdUj3eihcBGmPIRrh9dSZwNarP4GM/XhWLUUrykeoJnRdR7c5+f/s3XV4FNf6wPHvmZnVyMYFSEJwl0LRQilQKFKDW791Lu2vXmq3t0ap09tSd791pa6UluLuDsEjEN9kdeb8/lgIpAkSI8J8ePI8ZOXMO5tkd+adc95XiY7Bdf7lCE1DapGAGsooKeWX3hseL8GCXIQwkLod1eHACARwL16GL2M7iddNMJNNpgahKR5CrVq1ig8//LDC7QkJCezbt69aYx7T2dTKlSvp0qULiqKwcuXKIz62W7du1QrEVPd2lm4lz78Xp1r51V2HGk6efy87S7fSMqzqNY16JzbnkzEX8OeubWwpzMOiKJyc2ILu8UlHnO2Q2jKeibeM5IrrhuH3BXA4bajqsRczFIgj/rXKA49ppAxp8HPm/1hZMBshFOyKExB49BLm7PuWvb7dnN38GjSlYdXKKfJvQqHyK1YHfh+K/VuPZ0imKtqTW8S+QjfJLjueSlZCO6wabo+P9Ttz6iTRZBhF+P3LgACamo5maV3r2zA1Heeee27lbdKFwG6306ZNGy6++GLat6+fjkbjx49nwYIFTJs2jenTpwPQsWNHFi5cSM+eDadmncl0KK3rWOSu5Rh525EWB1hsYOjgcyNUK9rJFyFsNZ81KBQFLSKsFiKunJQGcvtj4N0B1vhynfUwvFA4G7I/guQr6iyGpkwoChFjxmNr1wnP0vkEs/agWK04O3Qjplc/tKj9F7ijeoEtHnx7wXbITDgJwYICVM2P3x2PYcQhLALVoqHYbQRy8yj48Vfir7i40u17PUFmfbeN36dnkJtVSnzzMIad24pBo9Ow2tRKn2M6fmRJFnLXb8i9ywGJiO2CSDkdEd6ivkOrHilCXzUdowGJiooiMzOT9PT0crcvW7aM5s2rt/rkmBJNPXr0ICsri4SEBHr06LG/5WjFM3uzLlPD5tU9GNJAEZW/4apCxZAGXt1T7W3YNQsjW4aWAJQG9pDtmc2mgiJsaixJYYOxqYfvHmK1alitVZ9JclJMSzLcOWW1wQ5lSAOQdItuvDV2dpRuYHXhPKyKA5t6cO27plgIGD42FS9nU/EyOrr61GOUFSnCisQ44mNU88phg1bZ+3zlj6vt7QZwu9/AU/ophlEAGAhhx2rtQ0TkXWhaIz0wMdUpl8vF9OnTiYqKolevXgAsXbqUgoICRowYwSeffMITTzzBjBkzymYUHW+9evXi/fffr5WxZs2axZNPPsmSJUvIzMzkq6++4pxzzim7Pzs7m7vuuotffvmFgoICBg8ezPPPP19umZ7X6+W2227j448/xufzMXLkSF566SUSEw92EKsseffRRx9x4YUXln3/xx9/MGnSJNasWUNKSgr33nsvV1xxRa3sp6l+CWc0ljPuIbjsM4yM+UhfCUIoiPi2qN3PRq3BbKbjqmQ1lG4AzVU+yQSg2EGUIHO/g8SLzFlN1SQUBVv7ztjah4oGHyjjoLoO1kgVqg2ZdjlsnhZKNlmiQGgYnmIUzY1hWHHv7sihxV6FoqDY7ZSuXkewsKhCzaaifB8PTpzJqgU5AGgWhW2bClny5x5+/XwL971yKmER5rLI+iKzF2Isewp8BaG/PQEydw1y2/co3W5ENDdXSzUEF154IXfddRefffYZQggMw2DOnDncfvvt5ZqYVMUxndVnZGQQHx9f9n9T4+SyxKAJjYD0YxMVpyUHpB9NaLgsNWslK6XOxvw32eH+Bl16OPBhsbnwHVq7/klaxPharecyIrkbP+9ZSa7fTaw1vGxsQxrs8xUTYwtnaFLVK+U3FGsL56PLIE61YjFEi2LDo7tZXTivwSWaEpynkFH40WESgAEQglh773qKznQsmse5iHOF4/F7QK14kObxB7FqGh1TE2p1u8VF/6W09BOEsKIosYCClKX4fH8SzN9JTMxrqGrtbvOE0wTnfSclJXHxxRfzwgsvoOxfqm0YBjfffDMRERF8/PHHXHvttdx1113Mnj27XmLUdZ2vvvqKdevWAdCpUyfOPvtsNK3qF1lKSkro3r07V111FePGjSt3n5SSc845B4vFwtdff01kZCRPP/00w4cPZ+3atYSFhWaO3HrrrXz//fd89tlnuFwubrjhBsaNG8ecOXPKjff2229zxhlnlH0fFRVV9v+MjAzGjBnDtddeywcffMCMGTOYMGECycnJjBw5ssr7ZWp4RFgMllOuQfa+COneB5oV4WqGOFqXsYakdBPIACjRld+vhkEgD3y7wVH7taFMh0gcBQjY8V6oy5zUQTcIusNx7+mBv7Di57tisaB7POj5BRUSTa89vJgV87KJjneUm73k8wZZMmsPb09dxg0PNZKEaBMjS7NDSSZ/ITgO6TIoJXhzMVY+hxKRhohsWa9xVlVTLAb+6KOPcv3115OSkoKu63Tq1Ald17n44ou59957qzXmMR3ZpKWlVfp/U+OSZG9Bc0dLtpVuwips5U7+pZR49BJaOtuSZK/ZbIEthR+QUfwpqrBjUxL2z4AzCBiFbMh/HU0Jp0X4GUcf6Bi1DE/g5g6jeG7Dj+z1FYX2S4KBJMYWxp2dziLW1ni7lhQE9iJQDpucU4VGvj/nOEd1dM3DR7PH/RM+Yy9WJQZlf90jQ/rxGflEWFqR4BxUz1GajsSiqYzt24GvZi3F4/XjsJcvBl5c6qN3+xa0bV69QrCVCQQ24vFMRwgninLwYFKIcKS0owczKC39jIiI62ttm6am4c0332TOnDllSSYARVG48cYbGTBgAI8++ig33HADgwbVz/vOmjVrOOuss8jKyipbvvfEE08QHx/Pt99+S5cuXao03qhRoxg1alSl923atIn58+ezevXqspbEL7/8MklJSXz00UdMmDCBwsJC3nzzTT788EOGDh0KhBJKHTt2ZP78+fTrd7AxSFRUFElJSZVu65VXXiE9PZ2nnnoKCC0HnD17NtOmTTMTTU2MsEci7I20A9jRkmIyVGihwmwnU60TQkDSKGT8UChcBoEi/Nvyyf5mEWpEVKU/AqkHEaqC4izf1W7vnhL++nEHznBLhSVyNruGzaHx+/QMLrm5G9FxFTvimeqW3DUDfIXgiCvfZVAIsMeCJwe581dE53/VX5DVIA2BNGqYaKrh82ub1Wrl9ddf5/7772fVqlW43W569uxZo2YlVb6E9t577x3x/upOrTLVPSEEI5PG8+GOlygM5GJXnWjCQlAG8OqlRFhcjEyq2WyjgF7EjuKvUbBgKXeSqGBVo/Hqe9lW9CnNwoaXJR5qw+DEjrSJSGJG1mrWFO5EEQo9otMYmtSFuEacZAJwqpFHXIJmSJ0wreEd+IVZWtAt/n5W73scr57DgekPApVIS1u6xd+PpjT+D33dKMAX2IJAwWbpgNIE9ulQZw3swp6cffy0LINirx9NUdCN0O9juxZx3Db+1FqdoejzzkBKL4pS8aQ2VKTdgtfzLeHh15md7kzlBINB1q9fT7t25WsMrl+/vmxZv91ur7ffmwkTJtC5c2cWL15MdHRoVkV+fj5XXHEFEydOZO7cubW2LZ/PB4T29wBFUbDZbMyePZsJEyawZMkSAoEAw4cPL3tMhw4dSE1NZd68eeUSTddffz0TJkygVatWXHvttVx55ZVlr+O8efPKjQEwcuRIbrnlliPGdyBGgKKi/U1EpDzmJbvHy4GYGlpc1XWi7o8M64YUDtBLobJapcEScLQEa/PaXw9eBU3p53PUfVGsEB2aaWQJ96CEb0AvKUGNLH/cLqUkWOrB0a4NalxsufE2rNyHx+0nLimMyt7aw11WCvZ62Lw6l96n1qzLcVP62cDx2R9j7ypACX1V2IwAYUHmLEd0qlkMTeVnUp+mTJnC7bffTkpKCikpKWW3ezwennzySe6///4qj1nlM/2bb7653PeBQIDS0lKsVitOp9NMNNUiQxqsLtzJvL3rKQiUEGeL5JT4jrSLaFbtA+UWznT+mXYjf+79gS3udXiNUlSh0cl1EqfGj6aZI7VGMef5VuA3CrEpsZXeb1EiKQ3sodi/GZetQ4229XfNnNFc2qrpzZDpENmb9UWLCBp+tL+1g9VlEImkUwNbNndAjL0HA5q9SXbpLIr9mxEoRNu7E+foiyIaVvHyqtINN7lFL1Pk+QFDFgECVYklKuwfxIRfgWjk+3eARVX557Be9O3SlhnLN7N7XyERThundm3Nqd1a4bTXbt0Dw8gHKq8LE7rdimEUA37ArKNRbU1w6dyll17K1VdfzX/+8x9OPvlkABYtWsSjjz5admzy559/ls3wOd6WL19eLskEEB0dzSOPPFIWb205kDC6++67efXVVwkLC2PatGns2rWLzMxMALKysrBareWWwQEkJiaSlZVV9v2UKVMYOnQoTqeTX375heuuuw63281NN91UNs6hNZ0OjFFUVITH48HhqJh8f+yxx3jwwQcr3F5YWNjgThiklLjdbuDw70uNyYm7P7EY1tOgaDFoYaEkR2iAUPJJJiBixyOK3HUf9BE0pZ9PVfdFGTIQ96y5CMNAcdhBVSCoo3tKEXExhJ3avywpfYCOl/gUlcgYUCuZCRUMCjSbQtDwUFhYeFz3p6E7HvujB8OAWJBRh3mEAkYEag1/Nn//vah7AlnjRlMN63fowQcf5Nprr8XpdJa7vbS0lAcffPD4JJry8/Mr3LZp0yb+7//+jzvuuKPKAZgq59UDPLvhO+btW0/AOFhg/bvdSzg9qRsT24xAU6o3vbeZI5WLUq+lMJBHSdBNmBZe47pMB+iGD6RBKHtdkUBFYqBLb61s70TQJrw7qWEd2FayFpt0Yts/Y8ZvePHqJSQ7WtIxsuGuPdeUMJqHV768o7EypJc9ebdT6puPIuyoIhqJRNfz2Ff0EoHgbhKj7m9c9SuOQFEEfTqk0rdj3S+dVvYnqSur7RW63Y+qJsJhOhqajo2Qoa+ajtGQTJs2jcTERKZOnUp2djYQSnjceuut3HXXXQCMGDGiXK2h46ldu3ZkZ2dXSHTl5OTQpk2bWt2WxWLhyy+/5OqrryYmJgZVVRk+fDijRo2qciLnvvvuK/t/z549KSkp4cknnyxLNFXH3XffzaRJk8q+LyoqIiUlBZfLRWRkw5qhe+D1crlcTebkEk7M/ZFh/4fMeBCKl4MM7l/KI8HqgPh/IJqNqffP7ab086nqvkQOG0K4qlE040/0rP0lIRSBFhtLzDljcHbtVOE5XXpa8RQtpTjXT2R0xYtPBbk+nOEWOvdMIcJVs4tTTelnA8dnf4zEVsiCOYCsuHxVSpB7EQkDUA4pGF8dx/vnIWXNJz42sGsqhz3uXrFiBTEx1csT1MrapbZt2/L444/zz3/+k/Xr19fGkCe89zJmMitnDeGanShLWFmnvxLdxw97lhJvj+S81Jp1zXFZYmotwXSA09IcRbFhSC+qqHgVU5ceVGHHoTWr1e02ZZpi4dzm/8cvWe+z2b2C4mAeABZhpW1ED0YmX4pddR5lFFNtKvb8jMe3EFWJQRGhAxcBKGocuuGmyPMDkc6xOG29KfB4WLt3L1JC+/g44pzmz+pI7I7TKSl5GymLEKL8gYeUQSCAw3l2kzjIM9UuVVW55557uOeee8qubv49aZGaWrNZuzXx2GOPcdNNNzF58uSyZWnz589nypQpPPHEE+WuyNZGsqVXr14sX76cwsJC/H4/8fHx9O3bl969Q00YkpKS8Pv9FBQUlJvVlJ2dfdh6TAB9+/bloYcewufzYbPZSEpKKkvsHTpGZGRkpbOZAGw2GzZbxZM+IUSD/Ns+EFdDjK06TtT9EZZoZJsnoXghsuAvCBaDLRkRczrC2f44RXt0TennU5V9EapK1LBTiejfB++6DRgeL2qUC0eHtojDNEyITXQy5Kx0vn1vAxarit158HGe0gA+T5CzLu9AZHTFJkh1vT+NQV3vj5I6FGPb1+DLBfshdZqkBH8eWJwoaafXePtN5edRH6Kjo8t+B9q1a1futdR1HbfbzbXXXlutsWutSI6maezZs6e2hjuh5fnczMhaiV214NQOHogJIQjX7ASMIN/vXsKZzU/GXkknqPrksnYg0tqOAu9qFGErd2XIkDq6UUKz8NNxaGbHqKpwaOGc3eJa8nxZ7PZsQSJJsrckoYaF203VU1T6HRJZlmQ6lCLCCBrF5Lt/5LXFfn7YuJHi/bVIwqxWhrduzfX9+hJRyUmWCTStFQ7nhZSWvIuuB/YXBA91nZPSjaa1x+EYX99hNn5NcOncoRrarBiAsWPHAnD++eeXHcgduKJ85plnln0vhCirKVUbXPuvFG/atInFixfz0EMPAaFElMViYcaMGYwfH/qb2rBhAzt27KB///6HHW/58uVER0eXJYr69+/PDz/8UO4xv/766xHHMJnqi1As4BqIcFW8WCulpGTjbopXbUP6g9hbxOE6uR2qo2Edazd1qtNBWK8ex/z4CXf3Yu+eEhbO3E1RvhdFVTB0A1VTOGVUGpdN6l53wZqOSDiTUHrcGuo858kBRQUEGEGwhKN0ux4RmV7fYVaZpBZmNNVKJDX3zDPPIKXkqquu4sEHHyw7ZoBQgfCWLVtW+/O8yommb775ptz3UkoyMzN54YUXGDiwZjNsTCHrinbhDnoP2yktTLOT7y9hS3EWnaPq7+psZYQQdIq5kaU59+IJ5qAKB4qwYEgfBn7CrS1pG3VVfYfZaMXYkoixHf5Ks+nYSCnZlrGXtWsyMAyNlukJdO7SAkU5tisiAT0TISo/8AydQAqW7lnORyvjsWsaMU4nAnD7/Xy1di07Cwt5evQobNVoaX4iiIi4CVWNpbTkA3R9L2AghAO7YwwREbegqpXXgDOZPv/8cz799FN27NiB3+8vd9/SpUvrKaqQmTNn1up4brebzZs3l32fkZHB8uXLiYmJITU1lc8++4z4+HhSU1NZtWoVN998M+eccw4jRowAQgmoq6++mkmTJhETE0NkZCQ33ngj/fv3L5tx9e2335KdnU2/fv2w2+38+uuvPProo9x+++1l27322mt54YUXuPPOO7nqqqv4/fff+fTTT/n+++9rdX9NproULCpl+0vfU7wqAxnQ95dPEVhiI0idOIrIHq3qO0TTYTjDLdz/2hAWzdzDH99mkJtVSnyzME47K53eQ5qhqk2jjEFjJZL6oQx6BrlrBnLvMpAGIrYrIvV0RETj7GYvpUDKGnadq+Hza8vll18OQHp6OgMHDkSrxXOTKo90zjnnlPteCEF8fDxDhw4ta21rqhldhq5kKocpEqYgkEiC8vCdyOpTpLUNJyc+yfaiL8ks/RND+rGoETQLO520iHOxa7XXCt104vIFgizavIs8dymRDht92qbgtB39qmNhYSmvvjSDlSt2EBauUJAfQFEEaS3juf7G00lJPXoSQ1NiCQQPP4MzoAfZkg8uux2H5WBRcJfdjl3TWLpnD79v3cqov3XHMoUIoRAWdilO5z8I+FcjCaBpLVFVc8mt6fCee+457rnnHq644gq+/vprrrzySrZs2cKiRYu4/vrr6zs8Tj311Fodb/HixZx22mll3x+oeXT55ZfzzjvvkJmZyaRJk8jOziY5OZnLLrusXL0lCNW1UhSF8ePH4/P5GDlyJC+99FLZ/RaLhRdffJFbb70VKSVt2rTh6aef5l//OtiKOj09ne+//55bb72VZ599lhYtWvDGG28wcuTIWt1fk6muSMNg2/PfULQiAzXcjhrpDJWsCOoEcovY9tzXtLnvYpzpiUcfzFQvLBaVASNSGDAi5egPNh13Irw5osNl0MFsGtZQ1fYxClQj0WQYDTO50ZSkhyViV62U6n7CtIrLa0p1Hw7VRmpYw03YhFlS6BR7M+2jryEoS7EoEQ2iy5iUktVFG5m7byk7S/dgU630jOrMwLheRFtrVojOdPzMXLWF139dQHahGylDS75jwh3889STOOvkToddqx0M6kz774+sWbWTsHA7UVF2FGHF7w+yZVM2Tzz6LVMe+QcxsZW0Pj5EhGMUHv8KpAxU6C5nSA/eoGR5VptySaYDbJqGRPLTxk1moukohHBgtdVuNy5TSFMsBv7SSy/x2muvcdFFF/HOO+9w55130qpVK+6//37y8vLqOzwmT57M/fffj6KUv7peWFjItddey0cffVSl8YYMGXLEwt433XTTUQt22+12XnzxRV588cVK7z/jjDOOqXj6kCFDWLZs2VEfZzI1RO51O3Gv2YEWbkc5pJOq0FS0mAgCucXs+3kJqdeOrscoa0ZKSXDXFnyrFmDk7AGbHWv7Hlg79UKxm7UjTaaqaEozmuqSOZewAUoJi6NHVDolQS9Bo3ydhoARxKsHGJzQiWjrkU+GGwJVsWNTYxpEksmQBp/u/J4XNr3HwrwV7PXlsaMkk692/8yj615mW8mu+g7RdAz+WpfB1Ol/kF3oJirMToIrjOgwBwUlXl78cR7fLzl8Q4JlS7ezbu1uXC4nTqcVQaj4nc1mISY2jOysQmb+vvaoMUQ6x2C3dCRo7EU3ipFSIqWBbhSiGwVsL2rL5oLDrznXFJUcd/22UDad4GQtfTUgO3bsYMCAAQA4HA6Ki4sBuPTSS6ucxKkLb775Jqeccgpbt24tu+2PP/6ga9eubNmypR4jM5lObMXLt2IEdYSt4rGqEALFqlGwaCNSbxgX2/VSH/l/rST7y7/Y+9NCfNkVO4IfSkqJ5/evKH7/GXyL/yS4ayuBzasp+f59it55Ej1/73GK3GRqGiSiVr6auirPaDq0He3RPP3001Ud3rTftW1Hku0rYJs7B0UILIqK39CRUtLZlcKl6bU/va2pW5C3ghk5c7EICy7LwfpXhjTI8+fz+taPmdz5ZixK/SfFGgMpJTvzCyn2+YgLDyMxou4Tn4Yh+d8fS/EFgsRHhpXNXNJUhdgIJ/uKS/hg1jJO794Wm6Xi29vihVsxdInVVvE+VVVQNYU5szcy/rw+R4xDVSJoHvssOQVPUOKbS9DIBASKEk6UYxxr804ioB8+cRk0dBLCG36i2GRqTJKSksjLyyMtLY3U1FTmz59P9+7dycjIOOLMn+Nl5cqVXHPNNfTo0YOnnnqKjRs38uyzz3LHHXfw4IMP1nd4JtMJy/AHERy+c5VQFaRuIIM6op7r/RTMXcOeD38jkO9GiFBB4uzP/iB6cHeSLx6GUsmxj3/VArzzfwXVghIZc7AZgR5Ez9mN+6s3ibziToRizj8wmRqy3bt3c9ddd/Hjjz9SWlpKmzZtePvtt8u6yR7q2muv5dVXX2XatGnccsstxz9YqpFoWrZsGcuWLSMQCNC+fagV6MaNG1FVlZNOOqnscWabwZqJt0fySPdLmJG1kt+zV1HgLyHVGcmwpG4MTexarhud6eiklPyRMx9DGoRZyrdbVoSCS4sg25vL8oJ1nBzTrZ6ibDwW7djFOwuWsS4rh6BhYNVU+qalMKF/b9Jjo+tsu5uz9rF9bz6RDnul7zEup529hW6Wb9tD37YVC+WXlHg50luTpiqUlviOKRZNTaBZ7FP4g9vw+tcihIbd2g2LmsSQVtv4cdMePIFAheVzvmAQgWBk27bHtB2TqS40xaVzQ4cO5ZtvvqFnz55ceeWV3HrrrXz++ecsXryYcePG1Xd4REdH8+mnn/Kf//yHa665Bk3T+PHHHxk2bFh9h2YyndBsyaHjFmkYlSZbDF8AR2oCwlrzIrm+XDe624clyonF5Tj6Ew5RvGILO9/4HhkIYokKQ6gqUkr0Ei/7fl2MUBWa/fP0cs+RUuJdNBNpGKjhYeXuE6qG4oxAz9xBcPsGLOkda7x/JtOxkNKAghWQtxgMPzhTIGEIwtLwOsZWSgI1XfpWxWOo/Px8Bg4cyGmnncaPP/5IfHw8mzZtIjq64nnXV199xfz582nWrOq1TTdv3syWLVsYPHgwDoejrBtudVT5HfPMM88kIiKCd999t2zH8vPzufLKKxk0aBC33XZbtQIxVeSyOBmX0o9xKf3qO5RGz2v42OXJwq5UnqDTlFDdnO0lu5tcounAlfzaSv7O3rKdB3/6HbffT6TdilO14AsE+X3jFtZk5TDt3NF1lmwq9vjQdQPNXvlVN01RCBqSYk/lyaLkZtFIyWHfNP3+IMnNqha7VWuJVWtZ7rb+qakMTE1l1rZt+IJBwm22sq5znkCA3s2bM7RV3bdz9QaCzM7Yzta8PCyqSp+U5nRKTDAvBJhqZ+lbA0s0vfbaa2V1JK+//npiY2OZO3cuZ511Ftdcc009Rxfy/PPP8+yzz3LRRRexZMkSbrrpJj788EO6dzfbb5tM9SWqf0cyP59DsLAULSqs3Gek4QsAEDu0e40+O4s3ZLHr00UUrNiJ1A0Uq0bsgDa0OL83juSooz5fSknOd/MwfH4sMZFlsQgh0MIdBN2Q98dy4kb1xRp78GRdlhSh781E2A6T1NIsSI+b4M6tZqLpb4LGSgL6N+jGMkBBEX3QjdMB8/26JqQ/H9Y+AgUrwQjAgSVkGe8i292MSBhcr/EdC2mEvmo6RlU88cQTpKSk8Pbbb5fdlp5e8Vxi9+7d3Hjjjfz888+MGTPmmMfPzc3lggsu4Pfff0cIwaZNm2jVqhVXX3010dHR1Wr6VuU5kk899RSPPfZYuexZdHQ0Dz/8sNl1ztRgCQSCo58XNaUT8C1F+3h0+c+c9dtrjPnlFe5c9DWzs7bUaAmJX9d54a/5lAb8JEWEEWa1YlVVIuw2EiPDyS4q5q35S455PCklG/ftY+aWrczdsQNPIHDExye6wrFoKr5gsNL7fUEdq6aQ6Iqo9P5TBrXDbrfgLvZWuM/rDSAUwWlDa36gpSkKU4YP44KuXbFqKnmlpewrLUVTFM7u2JHHR47AXkmh8Nq0ZNduLvnwM+7/eQbvLFrG6/MXcd2X33Lbtz+S7/HU6bZNpvqwa9cuVFUt+/7CCy/kueee44YbbiArK6seIws544wzePDBB3n33Xf54IMPWLZsGYMHD6Zfv35MnTq1vsMzmU5YFlcYLS4fjmLRCOQWE3R70Ut9BPKK0d1eXL3aEDu0+smFghU7WfvA1+TO24JQBKrDigwaZP+8hjX3Tsez+8g1lgACuUWUbtmD6qx8RrfqtKN7fBSvqLze2+GObg+O1cCuHNQzf/BzSgO3ENC/x5D7MGQOAf0rvMEnCOg/1Xd4jZaURijJlLcEVCfYEsCeALZYCBTA+qnIwjX1HeZxVVRUVO7L56v8Yvk333xD7969Oe+880hISKBnz568/vrr5R5jGAaXXnopd9xxB507d65SHLfeeiuaprFjxw6czoMNAi644AJ++ql6v/NVntFUVFTE3r0Vi8bt3bu3rPCmydTQ2FUbrcJSWVO0iTAqXtUJGAEUodAmvOXxD+4ICjxeflq/kd82bKHI5yUlKorRHdsxuHVLLIecUP3dz7vX8e6qv9ihl2DVNBQhmJO1hQU527i4dW8mth9QraTakh272V1YSLTDUeH5ihCE26zM27aD7GL3UWs2bdqXyzNz5rIqOxtfMIiqCGKdYVzcvRsXdOuKUkl8LeKi6N4ymfkbd+CwWso9RkpJYamXdslxdE6pvAVxWst4zjz7JL78YhF5uW6sNider46n1I+uG/Tp14b+A2unE5zDYmHSKQO54qSTWLc3BymhfXwc8WFhR39yDW3NzeO+n2ZQ4PES47Rj2T+93hMIMnfbTh74eQbPnD2m0tfYZGqs0tPTyczMJCEhodzteXl5pKeno+v6YZ55fOi6zsqVK8umsjscDl5++WXGjh3LhAkTuPPOO+s1PpPpRBYzqDOWmHD2/riY4tXbwZDYmsUSN6w7caefhFLNZXNSN8h47U+CxV5sCRFlx06qTUMLs+LNLGDHB/Npf+eoI45jeP1gGIddvieUUHMTw+cvf7szAjU2gWD2LtRKZjXJgB+hKKjNWlZr/5oi3ViHT38JpI4gsexnZkhABvAGp6EqnVCVtPoNtDEqWBn6skSCaj94u1DBGge+HNg9HVxVS5Icb7XZdS4lJaXc7Q888ACTJ0+u8PitW7fy8ssvM2nSJP7zn/+waNEibrrpJqxWK5dffjkQmvWkadpRO85W5pdffuHnn3+mRYsW5W5v27Yt27dvr/J4UI1E07nnnsuVV17JU089RZ8+oYK5CxYs4I477mgQNRBMpsM5LaE/G4ozKA64CdcOTo0OSp3CoJuWzuZ0cTWcujm7Cgq569uf2ZaXH5oarSjsLihiwfadnNo6nQdGnoZVq/gnnFlayDOr/yBcQqIjApTQfrqsDor8Xj7aupjuMc3pl9CyyjHluEswDIlVqzzJZbNoFHl87HOXHDHRtL2ggNt++JFst5tImw2X3Y5uGOR7PDw/bz4FXg9JceH8sSsDt99HuiuGMS3b0yM+mQnD+7AlK4+cwhLC7RasmkYgqFPs9eNy2vi/M/qjKId/8z/vwr4kJEby4/crKCktxu8PEhsXwbDTOzPmzJ5YLIdP4FVHjNPBwLTjezDy1eq15Hs8JIaHlZte79yfnFu2O5Mlu3ZzckqLo4xkaqqaYo2mwy2Jdbvd2O32Sp5xfP3666+V3j5mzBhWrVp1nKMxmUx/F9E5jYjOaegeHzKgo4bba1wgu3D1bjy78rG4Kl6gE6qCFmYlf+E2fHuLscVXPhsbwBITgWK3YXj9KNaKM6KNQGimtzWh/PJ/oSjYeg9B//4DDG8piv3gTAVp6BilxWjJaVhadarJbh4cU0ryNxRSsKUYxarg7GAFV/XH090llK7egF7iQYuOxNm5PYrNWiuxHo5f/x4pPeWSTHBg9pcLKfcQNH5CVY68JFtKA4J+0KwIYRZaB/bXZAqApZIyFUKA6oB985FGANGAmzPVRte4A8/fuXMnkZEHl7vabJWXeTEMg969e/Poo48C0LNnT1avXs0rr7zC5ZdfzpIlS3j22WdZunRptSYTlJSUlJvJdEBeXt5hYzqaKieaXnnlFW6//XYuvvhiAvuXuWiaxtVXX82TTz5ZrSBMpuOhR1RHzm1+Ot/smUFeoAAFBQMDEDR3JDGx9cWoonaTDNUlpeSx32axNS+f+DAn2iEHOp5AgD82Z9AuPpbL+5xU4bm/7F5Psd9Lc1s0BUIvNxk60monq7SI73aurlaiKcJmBSEIGka5mA4I6qHbI47yhvTh8hVku90khIeXzapRVJVYp5O9HjfPrp6L0xFKiqhCsHxvJj9s28AFbbtxY4/+PH7pKP7351IWbdqJ2+tDUxX6tU/ln4N70iU16YjbFkIwZGgnBp3agW3b9mC3O0lIcNV6gqm+SCmZuTkDm6pW+kFjt2gUeLzM27bzhEo0GYbB1o3ZFOaVEOFy0KZjMorZYadJONANVwjBfffdV+5ASdd1FixYQI8ePeopuvL++usvXn31VbZs2cLnn39O8+bN+d///kd6ejqnnHJKfYdnMpkA1WGjksnv1eLLLsIIGiiVdLsFUGwWgsXeoyaaVKedqAGd2PfTolD3u0Mu+EkpCRaVYEuKIaJbqwrPtXUfgJ69C9/SWehFeQhFRRqhGZ5qXBLh51xZKx3nCrYWM++h5WQv2UfQoyNUgbODhbZDW3HSdZ1QtGPfhjQMCn6dReGvf6GXlO6/VaBFRxI7bjThveuunqpurAQslR5DhW5TCBqrONyRrvQUYGz4CX3LTPC7weJEbT0Epf0ZCGdsncXdKBh+QHDYzjxCAWQoGdWAE021KTIyslyi6XCSk5Pp1Kl8Qrhjx4588cUXQOj4Iicnh9TUg82QdF3ntttu45lnnmHbtm1HHH/QoEG89957PPTQQ0Dod90wDKZOncppp51Wxb0KqXKiyel08tJLL/Hkk0+yZUtoHXDr1q0JOw7LQUymmhBCcEbyqXRytWX+vmXs9GRiU2x0j+pA75iuONT6v+J9wJqsHNZkZRNlt1VI6DgsFkr9Ab5Zs54LT+qG7W+zmjYU5ux/D6/8TdymaqwtqF69kj5pKcQ4HRR6vMSGlc96Sykp8vo4qUUzUqIPf/mq1B/g961bsVssFZZuSSkp0rz4ZJAoYSPOGVZ2e3HAx4cbVtDaFcPYVh2YfMHp5BS6yXOX4nLaSY6uWqcKRRHExobjcrkabG0uKYMEjXwEFjQ16pieo0u5fyniEQ7oBHiCR66H1ZSsXradj9/4kx1b9xII6GiaSvPUWM674hR6DWhT3+HVjyZUDHzZsmVA6H1i1apVWK0Hr3ZbrVa6d+/O7bffXl/hlfniiy+49NJLueSSS1i2bFlZHYbCwkIeffRRfvjhh3qO0GQy1TbVaUWI0BI6oVb8XJbBUKc71Xn0WToJZw+kZP1OPNuyUCwawmZB6jqGx48a7qD5FWegWCqe2glFwTnifKxtu+FbOQ997x6EzY61w0lYu/ZFcR651MGxcO8u4ZeJsynaXoI9yoI92oo0DIKeICteWk+gMED/+3oe83iFv80m/+tfQVFQXZEIRUEGdYIFRez93xcIq4WwbnVTvFwIFY5Yz1QiDnMKLd17Cc54BFmwA1QVVCt4C9FXfo6xfR7a0HsQkcl1EnejELZ/hr/UQ8vl/k73QHir0MymBqw2l84dq4EDB7Jhw4Zyt23cuJG0/asmLr30UoYPH17u/pEjR3LppZdy5ZVXHnX8qVOnMmzYMBYvXozf7+fOO+9kzZo15OXlMWfOnCrFekC1+3RmZmaSmZlZK63vTKbjKdXZjNTUqrd7PJ7W5+wloBtEOyr/Ew2zWsktKWVXQRGt42LK3WdR1CN+PhpSYlGqN3sn3Gbln7178OJf88ktKcXlsKMpCv6gTr7HQ5jVyuV9ex7xvaDY78Ov61jVivtWIv14CaJIwaGlK4UQRFrtZJe6+XTTKkant0cRggRXOAmumh8gNTSG9LLP/Rm5JV8TMHIAQZi1O/HhFxJpH3DE52qKQmq0i/U5+4is5Hqbsf+XIyWqBnPZG5G1y3fwzOTpuN1eIiKdRLhUAn6d7VtyeOHRb7n+7rH0HthwlsweVw0kUVRTM2fOBODKK6/k2WefPaYrg/Xh4Ycf5pVXXuGyyy7j448/Lrt94MCBPPzww/UYmclkqitRPVOxRDkJFHmxRle8QBco9hLRPgln6tFnulhc4bS66yJyfphPwezV6KVehKoQ1a8T8aP74mzT/LDPFYqCpXUnLK1rZ4nc3639cAtF20sIS3KgqPuX7GsKNpcV6Qyw8fPtdLioNdFtjv7+rJd6KPjtL1AEauTBYzyhqaiuSPT8AvJ/momza4c6OffUlH7oxnqkNCoseZPSACSqcnLlsS95D1mwHZwxiEOOtaWhIwt3E1z0FpZh99R6zI1G/GDIeBv8eaGaTIf+/PT9jWqSxzb4nEJ9JJpuvfVWBgwYwKOPPsr555/PwoULee2113jttdcAiI2NJTa2/PuIxWIhKSmJ9u3bH3X8Ll26sHHjRl544QUiIiJwu92MGzeO66+/nuTk6iVHq5xoys3N5fzzz2fmzJm11vrOZGroDMMgL6cIQ5fEJkaiHqZG0bE6WmJWEQJ5hLNAiUQIKi3mfHJ8KjN2b0CXFQvfSikJGDqnJFacWn2szu/ZBSHgf4uWk1viQUqJqghSoqK4YVA/Tk498nKsSJsNu6bhDQRx/q3zmkcG9u+3rHRGTrjFSkZRHvs8JSTUwhW4hsiQPrbl3kOR9y8QCopwAgZF3nm4fctoEXU7sWFnH3GMMzt1YH3ObDyBAI5DXmMpJXmlHiJtNk5v2/Rn8kgp+eTtv3C7vcQlHGwHbbMrWG0auXuL+fjNWfTs26rGf9Om+ndoy18INS/5/fff6dChAx06dKinqA7asGEDgwdXbNvscrkoKCg4/gGZTKY6p4XZaH7uSWx7dy7+glIsEXaEqmAEdQKFHlS7RsoFJyOOUFuy3HiuMJpdNIykcYMJFpei2K1o4fU7+8PQDbZ8vRPNrpQlmQ5ljdQo2eNl28+7jynR5Fm/Gb3YjRpZcSmhEAIlzIl/VyaBzByszSpv/lITFmU0fvE1Uu4FGV+WbJJSB/IRIh6LekaF58nibIzdS8DiLJdkAkLLFa1hyKzVyIJdiKgTp3TBoYQlAtnuVlj3eKjwt2oPzWw6kGSKHwTNRtdvkA3UySefzFdffcXdd9/NlClTSE9P55lnnuGSSy6ptW24XC7uuaf2EqFVTjTdeuutWCwWduzYQceOB6csXnDBBUyaNMlMNJmaFCkls79fwc+fzGd3xl6klMQlRTF0XG9GnN8XrQp1fUoKS/n9k7nM+nw++dmFRMZGMHh8H4ZeOJDI2PIfpt2bJWPXNEr8AcIrKXro9vlJiY6qdInakKS2fBi2mAK3G91uQdvfnU6XBvu8JbisDsamdKniK3GQEILze3ZldKf2LNqxi2Kvj/jwMHqlNsd6hE54BzgsFoa3bs3nq9egG0aFhNKBGVcR1sNPI28iEzEqlVfyHUXev1CVSBTl4MGjIsIJGrnsKXyOSHt/LGrCYccY3bE987fvZNbW7bh9fpxWC4aUlPgD2DWNG07pR3x401/uvH3LXjI2ZhMRWUkRViGIdDnJ2p3P+lW76NzzBOse04SWzh1w/vnnM3jwYG644QY8Hg+9e/dm27ZtSCn5+OOPGT9+fL3Gl5SUxObNm2nZsmW522fPnk2rVtVP/ptMpoat2bknIXWD3V8uxZ9XEprFIcEaF0bLKwYS07fqf/+KzYLV1jBmJgc9OoHSIMphjomFECDAV+Cv9P6/MzxekCAOc0wpVBXp9YUeVwcUJQWHdj+e4ENIGTr2h/3Fm0VHHJYbUETFGWiyaDcEfeCIqnxgix1K8pCFJ26iCUDED0TapsLub2Df3NAyuvDW0GwsJI9q0EXAD5DyKKsrj3GMqho7dixjx4495scfrS7ToVauXFnp7UII7HY7qampVS4KXuVEU120vjOZGqrPXpnBt+/8haFLnOF2hICsnbl8MO0ntq3fwzWTx6FWsub+7wr2FvHkVS+zZeV2FFXBarOQvX0vH0/9hjlfL+bf71xPbLODHRhax8XQJ60Ff27ZhkVVyuowSSlx+/1IYHy3zpUW5A632JjSawxPL/qJlZ59HCgHLgTE2sL4T/cRpEfUvBhhuM3KaW2rd3J0SY/uzNuxk11FRURYrTgsFoKGgc+vIzRwVVKbCqAk4KdddBzxjqabJMktnQ6IckkmYH/nwRgCeg75pb+SEHH4KxhWVeXBkcP4avVavl69jmx3CYoQDGyZynndutA3LeWwz21KigpKCAZ1wq2V11+zWFWCAZ2igtJK7zc1LrNmzSq7EvfVV18hpaSgoIB3332Xhx9+uN4TTf/617+4+eabeeuttxBCsGfPHubNm8ftt9/OfffdV6+xmUymuiMUQYvzTyZxZGfyFm1Dd/uwxoYRfXI6qr3hn1QfjcWpYXNZKM3xAhX3Rxqh41BH/LHVQtViokKzvgIBFEslHfb8AYRFQztCPdCa0tR+hCnvEdB/RjdWAwJV9EC39ENTDpMkUq37k4gGUEmSTBr7O6s1/p95TYnIjhDZEWkEQAZBsTf45XKHqo+lc3WtR48eZT+DA8nVQ38mFouFCy64gFdfffWYO/lWOdFUF63vTKaGKGPdHn54fy6aRSMi7uDvvN1pw1PiY+7Pq+g9pCN9hnU+6lgfPj6dLSu2EZXgQrMe/LMLBnR2rN/NO5M/5bbXyrdJvXPoYIq9flbsycSQXhQhMKTEpqn8o3sXzu12+HX2rSPjeKDnKJZ5cliRtwfdMGjnSmB48/ZEWeu/wF6zyEimjR3NC3Pns2j3bnJLS1GEID0imni7g72+kgqd7Yr9PhCC8W27VLpksCkwZABfcBdCqfwNXOzvxuHTdx51LJumcWGPbpzXrQsFHi9WVSXCfmK9R0dGhaFpKgF/ENVRcYZcIKCjWVQioyp+ppkan8LCQmJiQjXrfvrpJ8aPH4/T6WTMmDHccccd9Rwd/Pvf/8YwDIYNG0ZpaSmDBw/GZrNx++23c+ONN9Z3eCaTqY5ZXE4Sh9dNjaT6JBRB23EtWfb82lCHvb91l/MVBrA4NdLPOHwNqUM52rXCkhiHf082Ijqq3MmuNAykx0vYyd3RYqJqczcqUEQsNu3ig9uWEo8oPOzjRVxbcMSAJx+c0RUf4HOD3YVIqJsi5o1RaPaSmXhrCL766ivuuusu7rjjDvr06QPAwoULeeqpp3jggQcIBoP8+9//5t577+W///3vMY1Z5URTXbS+M5kaojk/rcDnCRCXVPGKiSPMRkmxhz+/XXbURFPunnwW/7wCe7i9XJIJQLOoOCOdrPxrPZlbc0hudXA5VIzTwbRzRzMnYzt/btlGkcdLiygXp7dvTZekxKNm/m2qxsjmHTmjRcM8qEmLiuLJ0Wewo6CAXUVFOC0WOiUkkFlSxG2zfmBbcQECUIVCUBpYFIV/tOnC2a0a5v7UBoGKIqzoRkml9x+4wqCIY08WqopSoUNgUyelxG8EaNEqhvS2iWxYswubvXyrYiklxQWlNEuNpUPXE28Ku5Chr5qO0ZCkpKQwb948YmJi+Omnn8oKbufn5x/z1be6JITgnnvu4Y477mDz5s243W46depEeHjTrDdnMplOHB0vasW2n3eTt6EQa7iGJUzDMAz0vAC6H7pf04HI1GN7rxOqSuz5Z5L92ofoeQUoTjuoGjIQQPp8aPExRJ95eh3vUdUJzYbacUyoILivGKzhCCFCx27+EjB0lPZnIKwn1jFZk9QEyw888sgjPPvss4wcObLstq5du9KiRQvuu+8+Fi5cSFhYGLfddlvdJZrqovWdydQQ7cnYh6KIwyZ0LFaN3Rl7jzrOrk2ZeEt8uOIrFjUEcITbycvMZ8eG3eUSTRBaAnVam1ac1qbp1u9IjYoiNSqq7Pu0yGjeOH0cP23fxMydW3D7/bSKimFMy/b0SUppsrOZIDRjyWUfyr6Szw7T7cSLIixE2gfWU4QNW8AI8kfOMn7LXky2Nw9VKLS8sBmWtwS5GcVEuBxYrBqBQJDiAg82h4Xzrxx0YhYCb4IHSbfccguXXHIJ4eHhpKamMmTIECC0pK5r1671G9whrFYrnTo13YS5yWQ68Tji7Ix4fSCLn17NjhmZeHJ9CFUQnuag0+Vt6XRJ1RqQODu0Ifn6y8n/aSbejRnIoA9h0Qjv34voUadhSYiroz2pGaXTmUhvEcaGH6EkFykIfVZqNpQOY1C7jqvvEE21oCkunVu1ahVpaRXrlaalpbFq1SogtLwuMzPzmMescqKpLlrfmUwNkTPCXjaDpDJ60MAZfvSr5JpFRQgwDFnZim2kYYTq75yIJ7uHEWVzcGG7blzYrlt9h3LcxYX/g0LvDAJ6DpoaiyIsSCkxZCm6UUSkvT/h1pPqO8wGJ2AEeWHTFyzIXQuATbHgN4KsklvQLlOJnRlL0TwfxYUeNE0htVU8511xCr0Htq3nyE215brrrqNv377s2LGD008/HWX/0ttWrVrx8MMP13N0JpOpLnl37KF49hJK121GSomjbTquU3rhaHOCNXqoR+HJToY82Qd3ZimFGW4Uq8CaphATF1Ot+jv21mkkX38FwbwC9FIPmisCNaJhzwAVQkHrdSmyzVCM7fOQngKEPRIlrT8i6sSoj2lqnDp06MDjjz/Oa6+9hnV/Q6ZAIMDjjz9e1rl39+7dJCYee6fHKieaoPZb35lMDVGvUzsw7+dVBPxBLH9b8qbrBoZh0O/0o3dva909DVdCJEW5bqLiK7Z1LSksJSI6jHa9W9da7KbGy2FpTVrMY+zMfwh/cA+6CC3zUoQVl30QqdEPVJjpZIKZOUtZkLsWp2rHrh6sxxQuJfmBYgKjS7n9H+fhLwgSEemgTadmx1TIv8lqgjOaAHr16kWvXr2YM2cOvXv3xmazMWbMmPoOy2Qy1aGSNRvZ+8nPSI8XYQkdrxXNWYJ78Srixo0gamj/eo7w8KR7OxRvBkUFVxew1bxZS30LT3YSnuxESklh4eFrGh0rLSaqzusx1Tbhao7a7R/1HYapjhhSYNRwRlJNn1/bXnzxRc466yxatGhBt26hC/2rVq1C13W+++47ALZu3cp11113zGNWK9F0QNeuXfnhhx9ISTEztKamp9fgDrTu3JxNq3YR4XJgc1gRQuD3BigqKCGxRQyDx/Y46jj2MDsjLh3MJ09+S0lhKc79rdallHjcXvzeAKOuOo2I6KbbSc1UNRG2XnRI/JhCz194gxkowkKErQ8OS6dG1ZXjeJFS8lvWEoBySSYI1cVxWcIpCBSzNy6PYZ171UeIDY7Y/1XTMRqqUaNGsXz5clq1arrLjk0mE/hzcsn/cRZWvx8txlWua5JeXMK+L3/Bnt4Ce3rDOleR3mzk+uchbxno3tCNlnBk4lBkwoX1G5zJZDqiprh0bsCAAWRkZPDBBx+wceNGAM477zwuvvhiIiJC5V8uvfTSKo1Zo0TTtm3bCAQCNRnCZGqwrHYLtzx5Ea9M/pINy7bjLvIghEBRFdI7NOP/powjKq7yukt/d+Y1p5OXXcgfn8wjd08+UkqEEFhsFk79Rz/+cevYOt4bU2OjCDvRzoZX7LIh8up+sn152JSKneUgVFAeBLtLj15TzdQ0HGnZs8lkajqK5y9D9/pQXRHlLsQIIVAjwgjmF1I4Z2mDSjRJfyFy+b1QvAUsEWBJACQE3bDzW2SxFxl9O0KYJRVMJtPxExERwbXXXltr49Uo0VRTs2bN4sknn2TJkiVkZmby1Vdfcc4555TdL6XkgQce4PXXX6egoICBAwfy8ssv07btwZoaeXl53HjjjXz77bcoisL48eN59tlny3VxWblyJddffz2LFi0iPj6eG2+8kTvvvLNcLJ999hn33Xcf27Zto23btjzxxBOMHj26zl8DU8PiN4KsLNhCgb+ESIuTbrGtuPvFy9myehfrl2/H0CXpHZvR+eT0svofx0LVVK588HxOO78/879fRn5OIa7YCPqM6kGbHi3NWSomUw1oioqCQpBgpfeHkg4STTEP2ss00aVzDc0333xzzI8966yz6jASk6lp8mzdhRCVN24RQiBUFe/m7fUQ2RFk/gzurWCLA+XAqZgASyRghYJVkL8cYmtnBq7UAwQ3LyWwfiGypAARGYulY3+09G4I83PRZDIdYu3atezYsQO/31/u9uoco9Qo0TRo0CAcjmNvs/13JSUldO/enauuuopx4ypW4Z86dSrPPfcc7777Lunp6dx3332MHDmStWvXlrUqvuSSS8jMzOTXX38lEAhw5ZVXMnHiRD788EMAioqKGDFiBMOHD+eVV15h1apVXHXVVURFRTFx4kQA5s6dy0UXXcRjjz3G2LFj+fDDDznnnHNYunQpXbocvQaPqWmYs3c1H2yfwV5vAQYSgSDWFsn5KacyrOtJtOlas6thQgjSu6SS3iW1liI2mUwAFkWjR3Rb5uxdSbgqK5xw+I0AqlDpHlW1rjdNWVNfOvfqq69WqWBlXTn04tmRCCHQdb1ugzGZmiChKkeewSiBKlwYPB5k1gxAPSTJdAjNAf4gMnt2rSSapLcEz7cvEty5DgwjVAtqz2aCGxejtemJY9REhMVW4+2YTCeSprh0buvWrZx77rmsWrWqrMQLUHZMXZ1jlBolmn744YeaPJ1Ro0YxatSoSu+TUvLMM89w7733cvbZZwPw3nvvkZiYyPTp07nwwgtZt24dP/30E4sWLaJ3794APP/884wePZr//ve/NGvWjA8++AC/389bb72F1Wqlc+fOLF++nKeffros0fTss89yxhlncMcddwDw0EMP8euvv/LCCy/wyiuv1GgfTY3Dwtz1vLjpa/xGkEiLE4uiETR08nxFvL71BxShcFpij/oO02QyHcYZSX1Ylr+B/EAxLks4qgidfPiNAMXBUrq6WtMx0uw+dKK4+OKL6zsEAAzDqO8QTKYmzdmhNbk7doc6+P4toSSlROo6YV3a1VN0h+EvAMVylMfkoweXEAh8j6GvAyxo2kA06xgUpcUxb8r750cEt69BOCMQ2sHl5TLgI7hxMb6oROyDz6/efphMpibj5ptvJj09nRkzZpCens7ChQvJzc3ltttu47///W+1xqxyoulw08CFENjtdtq0aUN6enq1gjlURkYGWVlZDB8+vOw2l8tF3759mTdvHhdeeCHz5s0jKiqqLMkEMHz4cBRFYcGCBZx77rnMmzePwYMHl7XpAxg5ciRPPPEE+fn5REdHM2/ePCZNmlRu+yNHjmT69OmHjc/n8+Hz+cq+LyoqAvZ/qFWjNsSB55l1JY6sLl4nQxp8sv0P/MEAMbbIUOZWgiZUYqyR5PmK+GzHnwyM64ylsqtPDZD5+3R05mt0bBrL69QuIoVrWp3NWxnfU+gvRkpAhP6Ou0S24oa24xGIOtmP2nqNjutr3ESWzlU2G/pwvvzyyzqMxGQy1YeIPt3Q5i8huCsHS1RkWbJJGgbBgmLUcCeRA0+q5yj/xp4AvrzK79v/OWBoe/CX3gH4AQsg8fu3EAx8h83xAKrWu/LnH8IoyiW4cTHCai+XZAIQFhsy4COw5i9sfccibM6a7ZPJdAKRtdB1rqHNaJo3bx6///47cXFxKIqCoiiccsopPPbYY9x0000sW7asymNW+az5nHPOKTed6oADtwkhOOWUU5g+fTrR0dFVDuiArKwsgApT3xMTE8vuy8rKIiEhodz9mqYRExNT7jF/T3wdGDMrK4vo6GiysrKOuJ3KPPbYYzz44IMVbi8sLKx2osntdgOY9XqOoC5epx0l2ZQUu2mhRGEJVrzC5BTRlJb6WL57A+0ij/0qUn0yf5+Orim9RlJK/AEdi6aiKLW7L43pdepoacHkVpexqnAre70FaEKlXUQK6eHJCI9OoafmbZYrU1uv0YELFsdFE0k0uVyusv9LKfnqq69wuVxlF6CWLFlCQUFBlRJStem5555j4sSJ2O12nnvuuSM+9qabbjpOUZlMTYfmiiDu3BG43/+WYH5hufclLTKcxCvGYU2Mq78AKyGSRyAL14Hhh783sQiWIIUDf/R6wIpQDjk/kQaG3IfP8wiO8HcRIvKI29GztiJ9HkRE5edjwuZEetzoOdvRUjrWcK9MphOHlGU54RqN0ZDoul7WXS4uLo49e/bQvn170tLS2LBhQ7XGrHKi6ddff+Wee+7hkUceoU+fPgAsXLiQ++67j3vvvReXy8U111zD7bffzptvvlmtoBqDu+++u9wsqKKiIlJSUnC5XERGHvmNvzIHklMul6vBn8zVp7p4nXRjL7lKCS5rOKqo+FcvpSTXcOO3y3InNQ2Z+ft0dE3hNXJ7fPw0Zx0/L9xAQVEpNovGoJ6tGHtKZ5onRNXKNhrb6+TCRbPYpOO6zdp6jRrD69vQvP3222X/v+uuuzj//PN55ZVXUNVQgVtd17nuuuuq9blcG6ZNm8Yll1yC3W5n2rRph32cEMJMNJlM1WRLSSb23utwL1pF6aZtYEjsrVKI7NsdLap+/vaPKHk4ZP8BectBtYPmBCQEisEwkDHxGGESVSl/zCmEAsQi5T6Cgd+xWM858naO9Uy2gZ3wmkym469Lly6sWLGC9PR0+vbty9SpU7Farbz22mu0atWqWmNWOdF0880389prrzFgwICy24YNG4bdbmfixImsWbOGZ555hquuuqpaAR2QlBQ6UcjOziY5Obns9uzsbHr06FH2mJycnHLPCwaD5OXllT0/KSmJ7Ozsco858P3RHnPg/srYbDZstorF8w7X+eJYHHiuebJxZLX9OsXaXGiqht8I4NAq/kz9RhBN1YizN44T7QPM36ej+/trpEuDv7K28MOutWx35xFhsTE0uR1ntOhETAObVl5c4mXy6z+xNiMLRVGwWTWKPX6m/7maOSu3cf+EkbRNia+VbZm/S0dXG6/R8Xx9hQx91XSMhuStt95i9uzZZUkmAFVVmTRpEgMGDODJJ5887jFlZGRU+n+TyVS71PAwoob2J2po//oO5aiE6oBuDyK3vgtZMyBQCAiwxULzswlYv8cu7OWf5NdRs9woOaWIgA+cbyBTbdBsKEKtvJi3mpSOsNrB5wF7WIX7pc+DsIehJtSs2Y3JdMKRIvRV0zEakHvvvZeSkhIApkyZwtixYxk0aBCxsbF8/PHH1Rqzym0YtmzZUumVwcjISLZu3QpA27Zt2bdvX7UCOiA9PZ2kpCRmzJhRdltRURELFiygf//Qh0j//v0pKChgyZIlZY/5/fffMQyDvn37lj1m1qxZBAKBssf8+uuvtG/fvmxpX//+/ctt58BjDmzH1LSlOONpH9ECd9BTYdmjlJKiQCkpzgTaRVRv2dzefcUsX7WD1et24/MFjv4EU70IGDqPrPiF+5Z+z+zsrWR7illfmM0L62Zx/bxP2e4+TD2FevLxr8tYszWLqAgnsa4wwh02oiIcxEWFszffzbMf/4lhNLBMgKnhkLX01YAEg0HWr19f4fb169c3qKLc+/btq/ExkslkatyEJRyl/fWI/m8jTvovotdTiP5vIdLOI3R6dvANVpQGsK7IRttWiPAEQJeIwjzkmmnIpZORQU+l21Bc8WhteyH9XmSw/PGnDPgg6MfSeSDCHl6He2oyNT0SUdZ5rtpfDax378iRI8vKDLRp04b169ezb98+cnJyGDZsWLXGrHKiqVevXtxxxx3s3bu37La9e/dy5513cvLJJwOwadMmUlKOnh13u90sX76c5cuXA6GrfcuXL2fHjh0IIbjlllt4+OGH+eabb1i1ahWXXXYZzZo1K2sX3LFjR8444wz+9a9/sXDhQubMmcMNN9zAhRdeSLNmzYBQ5xmr1crVV1/NmjVr+OSTT3j22WfLLXu7+eab+emnn3jqqadYv349kydPZvHixdxwww1VfXlMjZAQgn+2HE6UNZy9vkJKg14CRpDSoI+9vkLCLXYuTx+BIqr255Kb52bai79w810fMeWJb5n82NfceOeHfPPDcjMB0AB9sW05v+xeR5hmJckRQYzNSYI9gnhbONvceTy8/GeMBrKgusTj5/fFG7FaNCyaWu4+RRG4wh1sy8xj5eY99RShyXT8XXnllVx99dU8/fTTzJ49m9mzZ/PUU08xYcIErrzyynqNraCggOuvv564uDgSExNJTEwkLi6OG264gYKCgnqNzWQy1R9hdSGiuyGiuiBUO0IIFK0z4Atd/JQSbVMeeAJIqwJWBSwKOGLBEgn7FsPWw882sA+5GLVFe6SnGKM4D6OkAKM4F+krRWvdE9uAc4/fzppMpgbrqquuori4uNxtMTExlJaWVnulWpWXzr355pucffbZtGjRoiyZtHPnTlq1asXXX38NhBJI995771HHWrx4MaeddlrZ9weSP5dffjnvvPMOd955JyUlJUycOJGCggJOOeUUfvrpJ+z2g9NJP/jgA2644QaGDRuGoiiMHz++XMFNl8vFL7/8wvXXX0+vXr2Ii4vj/vvvZ+LEiWWPGTBgAB9++CH33nsv//nPf2jbti3Tp0+nS5cuVX15TI1Um4jm3NP5Ej7Z/gerC7fhC3pQhUqPqNacnzaEjpGpVRqvoLCUh6Z+y7YduTgdVqJdTgxDkp9fyjsfzqWgyMNlF5oz5hqKgKEzfcdKBALn3zqzqIpCtNXBxqIcluft4qTY+p9inpVXRInHj8NurfR+m1WjqMTLzux8erRrfpyjM5nqx3//+1+SkpJ46qmnyMzMBCA5OZk77riD2267rd7iysvLo3///uzevZtLLrmEjh1DRXfXrl3LO++8w4wZM5g7d26NGqiYTKamQ9OGgPgVZB4UhyGKfaApIEASRGBDEA6qAooFuetnaHUhQnNUGEs4wnGOv43gpsUE1i9AugsQrjgsHfujte6BUCs2wTGZTEdmyNBXTcdoSN59910ef/zxsoLgB3g8Ht577z3eeuutKo9Z5URT+/btWbt2Lb/88gsbN24su+30009H2d9S9MCMo6MZMmTIETu0CSGYMmUKU6ZMOexjYmJi+PDDD4+4nW7duvHXX38d8THnnXce55133pEDNjVprcOb8Z/OF5PtzafA7ybC4iTZHlOtuik/z1jDth15xESFoWmhvwtVhegoJ8VuLz/+spKhgzvQopl5YtEQZHuKyfYUE15JjS4Am6JRKL2sK8huEIkmq6YihDjszDhDSqSUFWY7mUxlmkjXuUMpisKdd97JnXfeWdbBr76KgB9qypQpWK1WtmzZUqHD7ZQpUxgxYgRTpkw5YrFwk8l04lDVtlhtNxHwP4/izkUYOoYmCP2zoijN4MAse80JgSIo3Q2RbSodT1hsWDoNxNJp4HHcC5Op6WpKXeeKioqQ+88biouLy03o0XWdH374gYSEhGqNXeVEE4QO5s444wzOOOOMam3UZGrIEu3RJNqrnwCSUjLzr/VYNKUsyXSo8DAb+/JKmLtgM+efe3JNQjXVEkWEDt/kEc6cJaAep2LNRX4f8/bsoNjvI8EZRt/kFGzqwbfr5vFRpCVFs2nnXhy2ilcjS0p9OO0WerarXl2x2mTIIDmeZRT4NyNQiLV3IdbWySwsbqpTDSHBdMD06dN59dVXKySZINSMZOrUqVx77bVmoslkMpWxWMegWbqjW58HZiGEDSHCESLyYJIJCB2dCBDmhSWTyVR1UVFRZc1s2rVrV+F+IQQPPvhgtcauVqJpxowZzJgxg5ycnAoFNqszrcpkakr8AZ3iYi8WS+Uf+gdOsAsKKy/eaDr+khyRpIZFs6l4b4WlcwAePYBVUekW06xO45BS8uG6Fby3Zhl5Xg9CgACSwyO5+aQBnJYaai+qKIJzT+vG0x/8QUFxKZFhDhRFIKWk1BvA6w8wekAnEmMjjrzBOlbo38qinP9SHNixP4knUYRGrK0TveNvx6HF1Wt8J7Km2HUuOzub22+/vez45O8zpnVdr5e4MjMz6dy582Hv79KlC1lZWccxIpPJ1BgoSgoi4SbkpvUIQ4ClkqLdATeEtYCw+p9tbTKdMJpQ17mZM2cipWTo0KF88cUXxMTElN1ntVpJS0srq31dVVVOND344INMmTKF3r17k5ycbF6VNpn+xqKpOJ1WCgpLK73/wMlPZIS90vtNx58iBONbdmfqqhkU+b1EWGxl721+PUhhwEu/+DQ6upLqNI6P1q/k+WXzUBDEOZxoioJf19njLmLy3BnYNY3+zUL1woac1IaCYg8f/LiY3EJ32RhWTeO0Xm351zn1WwPME9zHvOyHKA1mYVOjUIUVKSW69JHjXcGCnEcYlPQ4qlL5ckVTHWuCS+euuOIKduzYwX333degjk/i4uLYtm0bLVpUPsMwIyOj3IGdyWQyHSDCWiATB8CeGSA00PYfO0oJgVDhXpF2LkKp1twBk8lUDQYCo4Zd42r6/Npy6qmnAqFjkdTU1Fo9dqryu9Irr7zCO++8w6WXXlprQZhMTYmiCE4b1IFPv1qErhuoavnlcyWlfmxWjf59WtdThHVHSolHD2BRFCyN7KBnTEoXdpYU8Nm2ZWR7i1GEwJASRQi6RCVzT/eRdXriWuz38d6apQgEsQ5n2e1WVSXBEUZWqZu3Vi2hX3JK2RTXc4d045Turfhz2RZy8ooJd9ro37UlbVrE1ftJ9nb3r5QGs3CocYj90/yFEGjCjhAK+b6NZHoW0CJscL3GaWo6Zs+ezV9//UWPHj3qO5RyRo4cyT333MOvv/6K1Vp+xqTP5+O+++6rVimCWbNm8eSTT7JkyRIyMzP56quvytXIzM7O5q677uKXX36hoKCAwYMH8/zzz9O2bduyx3i9Xm677TY+/vhjfD4fI0eO5KWXXipb5rdixQoef/xxZs+ezb59+2jZsiXXXnstN998c9kYf/zxR7nGLgdkZmaSlFS3yXmT6UQgOt2ADLhh35JQPSYAJKh2SD8PUkbXa3wmk6nxW7duHTt37uSUU04B4MUXX+T111+nU6dOvPjii9VqWFLlM0G/38+AAQOqvCGT6UQyclhn5i7YzK49+YQ7bTgcFnRD4i7xEQzqnDG8K2kpsfUdZq3x60G+372S73etIMtTiCIU+se35tzUk+jgSq7v8I6JIgT/1+EUTk1qwy+717OjJI9wi43BiW0YnNSmXI2k2ub1BvjkjyUUbCjCFetE2mW5RJEQgkirjXW5OWwrKiDddfDNPj46nH8M7V5nsVXX7pLZCNSyJNOhVGFFYpBZaiaa6k0TnNGUkpJyxAYj9eXALPC2bdty/fXX06FDB6SUrFu3jpdeegmfz8f//ve/Ko9bUlJC9+7dueqqqxg3bly5+6SUnHPOOVgsFr7++msiIyN5+umnGT58OGvXriUsLAyAW2+9le+//57PPvsMl8vFDTfcwLhx45gzZw4AS5YsISEhgffff5+UlBTmzp3LxIkTUVWVG264odw2N2zYUK42VnWLh5pMx5uhGxTt86FZFMJjGt4sW2EJh14Pwr5lyOw5EChGOJMgeQjiMAXATSZT3WlKxcAPuOOOO3jiiScAWLVqFZMmTeK2225j5syZTJo0ibfffrvKY1b5zGnChAl8+OGH3HfffVXemMl0ooiNCeeeO8by5nt/sXrtbvbluUPJgggHZwzvwj/O7lXfIdYavx7koVXfMjdnMwAO1ULA0PklczVz927m7i5jGJDQOA6EhBB0jk6mc/TxSY5JKfnpp5V8/fVSducUYvf5CFr8GLEalr6RqHEHC31bFBVPMIjb7zsusdVUwChBOWJxUkHQqHx5qanuif1fNR2jIXnmmWf497//zauvvkrLli3rO5wyLVq0YN68eVx33XXcfffdZckwIQSnn346L7zwAikpVa+vMmrUKEaNGlXpfZs2bWL+/PmsXr26rD7Uyy+/TFJSEh999BETJkygsLCQN998kw8//JChQ4cC8Pbbb9OxY0fmz59Pv379uOqqq8qN26pVK+bNm8eXX35ZIdGUkJBAVFRUlffDZKovAZ/On+9u5a/3M8jbE6qL2Lp3LMP+1YYuQxvWbDwhVIjvjYjvXd+hmEwnPCkFsoY1lmr6/NqWkZFBp06dAPjiiy8488wzefTRR1m6dCmjR1dv1mSVE01er5fXXnuN3377jW7dumGxlO949PTTT1crEJOpqUlOdHHvHWPZuSuPnbvzsFhUOrZvRnhYw7taVhPf7V7B3JzNRFjs2NWD7weR0s4+n5tp636hW3QLwi21V5MqdKIWACz1vkSsJr75ZhkffDgPISA80k5RiR9pgJ4dwPgtH/uIaJSY0Gvq1YOhZXTOSoqBNkCRljSygjll30tZCjIIKCCcgCTcUv9d8UxNxwUXXEBpaSmtW7fG6XRWOD7Jy8urp8ggPT2dH3/8kfz8fDZt2gRAmzZt6qw2k88XSkgf2qZYURRsNhuzZ89mwoQJLFmyhEAgwPDhw8se06FDB1JTU5k3bx79+vWrdOzCwsJK4+7Rowc+n48uXbowefJkBg48fCt1n89XFiOE2isDZS2WG5IDMTW0uKqrOvsjpQGGjlArdjmtb9X9+QT9Om9et5BlP2ehKGAPVzEMWPNnNpsW7uO8yV0Z/M9WdRT14TWl37emtC9g7k9D1hT2ob5ZrVZKS0MXgH/77Tcuu+wyAGJiYso+o6uqyommlStXltU/WL16dbn7GvMJn8lUV1JaxJDSomkWejWkwfe7VgCUSzJB6P0g2hpGrs/NrJyNjG7erebb0/MIeL4k4PkGjEJQIrE4xmJxjEdRG1cHs8JCD19NX4KiCKKinEgp2efT8OtBtDAFWWIQWF2CbXAUhpSUBPycntaGxLDGkWhKizidbM8SAsFcVApB+jnQhtkvVVQlgtTwinVdTMdJE1w698wzz9R3CEcVHR1Nnz596nw7BxJGd999N6+++iphYWFMmzaNXbt2kZmZCUBWVhZWq7XCLKTExMTDdsGbO3cun3zyCd9//33ZbcnJybzyyiv07t0bn8/HG2+8wZAhQ1iwYAEnnXRSpeM89thjlbZLLiwsbHAnDFJK3O5Qw4WmcJxblf0x8nYT3LwAY886MCQiMg6tVW+UtJ4I9UgzVo+f6v58lv24m61rs0jsqGG1H9wXKTVKCvz8+s5qWvYLwxV/fBu3NKXft6a0L2DuT0NW3URIdTXFGU2nnHIKkyZNYuDAgSxcuJBPPvkEgI0bNx62mcnRVDnRNHPmzGptyGQyNT0lQT9ZniKcmrXCfTIokWs9qKvdfPfDLPw9ChkwogsJzapeTA7A0LPw5N+MEdwMaCCsoOfgd79G0PsrjqhnUbTmNdyj42fx4q243V5iYkK1UoQQJDrD2e0uIigNVA2CO3z4ijyUKEGSwyO4pnvdn6DWlmRnf1o4OrGz5E8CSDShIoGglCjotNGKCNPXAMf/irEJkCCaWKLp8ssvr+8QGgyLxcKXX37J1VdfTUxMDKqqMnz4cEaNGlXtRM7q1as5++yzeeCBBxgxYkTZ7e3bt6d9+/Zl3w8YMIAtW7Ywbdq0w9aeuvvuu5k0aVLZ90VFRaSkpOByucrVeWoIDrxeLper0Z+MwbHvj56xFN+MV7B6SxEWKwgFmZ2FyF6NmrMe6/BrEHVYu/BYVffns+DDpRTuBLWZRqDwb2MaVnIyvKz7pYCR17WvfIA60pR+35rSvoC5Pw3Z8Y6/KdZoeuGFF7juuuv4/PPPefnll2nePHRO9eOPP1arYQlUI9FkMplMB1gUFUUIdGmUu93ID+J5Nwd9hx9VN9ijZvLJ/Fy+e38uF10/nGHnVr1Gla/4GYzgJlDiEeLgW5eUQfTgVnzFT+OIfqrG+3S8FBZ5EEKgKAeLZYdbraRERLLPU0qp7oegBL/kjE7t+Fe33qRFVi9JVx8ECl0seYTbDHYGbJTKUCPXGNVCms1OkigkWPIGqn0EQjSt5aSm+qPrOtOnT2fdunUAdO7cmbPOOgu1gcy+OJ569erF8uXLKSwsxO/3Ex8fT9++fendO1TjJSkpCb/fT0FBQblZTdnZ2RW6xa1du5Zhw4YxceJE7r333qNuu0+fPsyePfuw99tsNmy2in/3BzpqNjQH4mqIsVXH0fZH+krw//kW+D0oETGHPC4MGfBibJmP3qIjli7Djl/QR1DVn49hSLI2ubE5VKhkVoEiBOiwN6O0Xn7mTen3rSntC5j701A19vgbgtTUVL777rsKt0+bNq3aYx5TomncuHG88847REZGVuhs8ndffvlltYMxmUyNi1210Du2JX9krSdCsyOEQBoSz//2om/zI8MFaCpxYVE4hIXC/BL+9+zPxDeLolvf1se8HSO4m6BvDoiwckkmIPS9iCDoX4DhXxZKWohwUFMa9AdPdFQYUkp03UBVDyabnBYrqRYr+bIU4RQ8ce75pMXX7dLLvMJS1mzag25I0prFkN6i5h0Rpb4VoW+gpdVFS5sDrzQQCGz7D2ikVJF6NoZ/IaptUC3shalK6mHpnK7rTJ48mffff5+srCyaNWvGFVdcwb333lsrf6ubN29m9OjR7N69u2yGzWOPPUZKSgrff/89rVsf+3tOU+JyuYBQgfDFixfz0EMPAaFElMViYcaMGYwfPx4IdY7bsWMH/fv3L3v+mjVrGDp0KJdffjmPPPLIMW1z+fLlJCc3jo6jpor0LQuRJQWIsKgKf5vCYsfwlRJc8zta56EN+nP2cIQAqyO0RO7wDwKb88RLUJtMpqNrijOaDjVmzBjeeOONGn+OH1Oi6dApdZGRkY3yQ8VkMtWNcam9WLQvg30+NzG2MORmH/p2HzJMYGgQpllxqBYEAldMGLnZRfzy+aKqJZr0bSA9oFReh0lgwSL3IQtuBFQQKmgdwXkZwta3dnb0QCyGZPWuLOZv2YnHHyA5OoKhHVsTFxFWpXFOPjmdyEgHRUUeoqPLP9cwDIK+IMOHd67TJJPPH+TdrxcwY94G3KWhwrw2q0aXtsn834WDSY6vwRIWowgpg6CEI4TA8bcOdEJYkOhIo/AwA5jqkqiFpXNVff4TTzzByy+/zLvvvkvnzp1ZvHgxV155JS6Xi5tuuqlmwQA33XQTrVu3Zv78+WXFqnNzc/nnP//JTTfdVK6uUFPgdrvZvHlz2fcZGRksX76cmJgYUlNT+eyzz4iPjyc1NZVVq1Zx8803c84555Qte3O5XFx99dVMmjSJmJgYIiMjufHGG+nfv39ZIfDVq1czdOhQRo4cyaRJk8pqN6mqSnx8PBCqjZWenk7nzp3xer288cYb/P777/zyyy/H+RUx1RYjbzcAQqk80SIsdmRhNgR8YD2+NYxqgxCCXmObM+ONzUhDIpTy5zV+TxDVotBlWMPqPGcymRqGplij6VCzZs3C4/HUeJxjSjS9/fbbZf9/5513arxRk8nUdHSNbsHtnc/g+fUzyPW5UdeXouoGWFTCNCvJjijE/kboQgjsTivrlm3H6/Fjd1Ss7VQ5DVAAHfhbwkIGsMpsBMH9N0QAQQgsRRath4h7EfbaKTrt9vp4+JuZLN66i4Cul93+3uylXDu0H2N7dDjmscLD7Zx/Xh/eeXc2ubluIiLsqKqCzxfA7faRkBDJ2WdXfYnhsZJS8vz7f/LHok3YLBpxUeEIAR5fgMVrdvLgSz/w6C1nER3pqN4GlLhQMkn6QFTsVCSlH9AQh0kempqeuXPncvbZZzNmzBgAWrZsyUcffcTChQtrZfw///yzXJIJIDY2lscff/yIHdAaq8WLF3PaaQff2w7UPLr88st55513yMzMZNKkSWRnZ5OcnMxll13GfffdV26MadOmoSgK48ePx+fzMXLkSF566aWy+z///HP27t3L+++/z/vvv192e1paGtu2bQPA7/dz2223sXv3bpxOJ926deO3334rF5upkTladzlpgKJCI16SOviydBZ9vYv8TA+R8XY0q4KUEl+pTkm+n46DEuhwSnx9h2kymUyNlnL0h5Q3dOhQCgoKKtxeVFTE0KFDayMmk8nUyAxJ6sDbA67ilo4j6BzRDLtqpUVYDM2d0aii/NuMooSW1+lB/TCjVaRauiGUWDCKK9ynGQUI/Ei00GOEFYQTRBJIH7LkxVCyo4aklEz9fhZzN23HbtVIiAwj0RVOfEQYpf4Az/0yh/lbdlRpzJEju3LtNafRrFkUJSU+CgpK0XWDk3unc89/zqJZs6gax30467ZmM2fZFsLsViLD7ShKaEmb024lzhXGzsx8fpmzrtrjK1oKwtITZFGoNfYhpJRg5CHUFijWukummY6PoqKicl+Htq0/1IABA5gxYwYbN24EYMWKFcyePZtRo0bVShw2m43i4orvEW63G6v1WJPajceQIUPKtac+8HXgguBNN93Ezp078fv9bN++nYceeqjC62C323nxxRfJy8ujpKSEL7/8slx9psmTJ1e6jQNJJoA777yTzZs34/F4yM3NZebMmWaSqZFTU7ogFBUZqPi3LKVE+r2oqT0QR0tINWDJbSO55vW+xLcMpzjXR/4eD/l7PPhLdboOS2LCy31Q1CqfJplMphPAgaVzNf1qqNLS0rBYav7+XuVi4H/88Qd+f8U1zV6vl7/++qvGAZlMpsYp0urgrJQexPZTeennLKyGilArTgv1lPpp2S4JZ/ixT7cXigNr2IX4ip8PLbUSkfvrQQVRKUYCQomh3GwnIYBo0LPAPw9sQ2q0f1tycpm/ZQcRditO68E3X0URxIY5yCkq4fOFq+jXOvXY90sIhgzpyKBB7dm0KRuv109CgqtOE0wHzFu2FX9AxxVeccaSqipoqsLMBRu5YFTl7cmPhSX8WvwFG5BGFlK4QNhA+kEWIoQTS8QNiEpmO5mOk1o6yElJSSn3/QMPPMDkyZMrPO7f//43RUVFdOjQAVVV0XWdRx55hEsuuaRW4hg7diwTJ07kzTffpE+fUIfGBQsWcO2113LWWWfVyjZMphOB0rwjSnJ79F1rABCWUOF2aRhQWoiwOtG6nV6fIdaKtn3jeGDmcFb+msme9UVoVoX2pySQ3jPaLBNiMpkOy0BgULP3iJo+vy6tXr26VsY55kTTypUry/6/du3asnX6ECrw+dNPP5W1wTOZTCeuXoPbE58cRc6eAmLjI8vVPvCU+hAChp1zUpUP4izOf2LoeQQ8n4ORHUouoQMSIVwolS3BEpbQJQM9p2Y7BSzauhtfMIjLUbEWkxCCMJuV1buyyXOXEhPurNLYqqrQocPxLZxbWOJFysN36rBoKoVuT7VboQMolo5Yo54m4H4ZGViBNEoQQkNYuqCF/QvVNqDaYzcUpcFiCv378Pt1IuWJWcNw586d5VrSV9ZNDODTTz/lgw8+4MMPP6Rz584sX76cW265hWbNmnH55ZfXOI7nnnuOyy+/nP79+5ddiQsGg5x11lk8++yzNR7fZDpRCKFgG3E9vp+fx8jahPS4Q3lpAcIRgXXwFajJ7eo7zFphsan0GtuCXmPrOxKTyWQ6vg7N7xxNt27dqjz+MSeaevToUdb+sLIlcg6Hg+eff77KAZhMpsZhd3YBOfuKcTqstEmLL9cp7VB2h5Vr7jmL5+79gn05hVgsGqqm4PcGEIrglDO6cuqZPau8fSFU7JG3YnGeTdD7G9LIRaAhvN8isENlVwbk/uV5SkSVt/d3fl1HcPgWsIoiCAYNArpR6f0NTawrDCFCyyAq2ydfIEhSfEyNEyeKpRO26OcxgtuQxl6EcCG0to0+IVMcyGfOvq/ZULSYgOHD7ovCVeKiX9xo2kZUfxbYcVOLXeciIyPLJZoO54477uDf//43F154IQBdu3Zl+/btPPbYY7WSaIqKiuLrr79m8+bNrFsXWvbZsWNH2rRpU+OxTaYTjQiLwnbOfzB2rUXfuQqCfkR0M7S2/RCOGjSKMJlMpkauqXSdO5Df+fu5QGXnBrp+7CVPDjjmRFNGRgZSSlq1asXChQvLuo0AWK1WEhISUBtxUUCTyVS57bvzePeL+axavxt/IIiqKjRLjOK80Sdxat+2lT6n40ktuf+VK/j966UsmrkOnzdA264tGHJmT/oO7XTYJNWxULVWqOETy743jCzwzQUZtn+53CFkEYhIsPanplrGRQEQCOpYtIrvdaX+AAkR4USHVbN49nE2uHcbvv59Je5SHxFh5ZcxBoI6UkpO73/sxc2PRtFaAi1rbbz64gkEmLt9A0s9b+MTe3FoDmyKE1Vo7PFs4Zvdr3J60j/pFjWovkM9ovroOldaWoqilP/bV1UVw6jd5GybNm3M5JLJVAuEoqKmdkVN7VrfoZhMJlPDIYGado1rAImmjIyMsv8vW7aM22+/nTvuuIP+/UPnTfPmzeOpp55i6tSp1Rr/mBNNaWlpALV+QGgymRquXZn5TH7mO/bmuQlz2ohyOAnqBjt25/HcOzPx+YOMGNSx0ucmp8ZyyY2nc8mNdVvHQTgvRQZWg8wBokPFwKUOshDQEc4LEUpUjbfTv00qzaIj2Z1XSHxkGMohSS1fIIhuGIzt0QFrJUkogLXr9zDj97Ws35iJoghO6pHGsCGdSE2NrXFs1ZHeIpbRgzvz9e8rCRSWEO60IYTA4w3g8QXo1CaJ4f3b10tsDZGUkm9Xr+edBUtxxi2nWYtdBPxWNCVAQriNaMVGhBZDiV7ArJzPaRtxEg614jLLE9mZZ57JI488QmpqKp07d2bZsmU8/fTTXHXVVbUy/vjx4+nTpw933XVXudunTp3KokWL+Oyzz2plOyaTyWQymUyN3YH8DsB5553Hc889x+jRo8tu69atGykpKdx3332cc845VR6/ysXAD1i7di07duyoUBjcLLhpMjUdn36/lL15buKiw1H211pSVQVbTDh5BSW8P30BA3u3JsxRfx2dhLUHRE5Gup8DfVeo7TKAcCGcF4Lzn7WyHaumcefowUz+6jdyikqwW1RURcHrDyKBPq1SGH9yl0qf+813y/jo0wX4/AEsFg2k5NsfljPzz/Vcf+1Q+p7culZirKqrxvUnLjqcb2euYl9BCVJKnHYrw/q345IzTybMaatRjaam5NvV63n69zlIEaBVUg5CaihCw6/r7Ckswm6PQLMLnFokJcFCNhYvoXvU4PoOu0F5/vnnue+++7juuuvIycmhWbNmXHPNNdx///21Mv6sWbMqLUI+atQonnrqqVrZhslkMplMphOblGA0gaVzh1q1ahXp6ekVbk9PT2ft2rXVGrPKiaatW7dy7rnnsmrVqrI1fXCwoGx11u+ZTKaGp6jYw8IV23DYLWVJpkO5IhzkF5ayaMU2hvSr36KgwtYfrL3BvxiMLBBhYO2LUFy1up0eac2YdslYpi9Zyx/rthLQddLioxnbowNje3TEbqn4lrp23W4++nQBEoiLjSh7r5RSkpdfwsuvzaR1qwTiYmteR6qqFEVwzrBujB7ciS079hHUDVKSooiKrFox86bOGwjyzoKlGNIgKcqCquoYhopAYFEUArpBgddLXIRAUUIz2ooDefUc9ZHVx9K5iIgInnnmGZ555pmabfgw3G43VmvFpLfFYqGoqKhOtmkymUwmk+nE0lRqNB2qY8eOPPbYY7zxxhtlx1J+v5/HHnuMjh0rX71yNFVONN18882kp6czY8YM0tPTWbhwIbm5udx2223897//rVYQJpOp4Sko9hAI6thtlbefV1UFBOQXlh7nyConhAVsR67FlO3dy5L8lRQF3ISrTtprrXBRtWRUenwMt55xCjePGEhA17Fq6hELW/82cx0+f6BckikUryA6KozcvGJmzd7IuLN7VSmO2mS1aHRsnVRv22/oFu/Yzd7iEqKcdgzDQEqBEMb+5fUCVQj8QR2fDlahIpHYVDNZd7x17dqVTz75pMIMqY8//phOnTrVU1Qmk8lkMplMDdsrr7zCmWeeSYsWLco6zK1cuRIhBN9++221xqxyomnevHn8/vvvxMXFoSgKiqJwyimn8Nhjj3HTTTexbNmyagViMpkalogwG5qqEAjq2KwV3yp0wwAJkRH2Sp7dsBjSYPrun/gjZy4+wx9KEEiI06Po4e3M+NSxqKJqzQwURWBTjv4Wun7DHqwWrdJklKIIBIJNm7OrtO2GwG942VmyHK9ejEOLIsXZDYtSeVv7xq7I68WQEouqYugq7sJEImN2YegW2N+JUCLRDfAaJVgVO23Dq95Z8biS1MLluFqJpNbcd999jBs3ji1btpR1x50xYwYfffSRWZ/JZDKZTCZTrZAIZGXdrqs4RkPSp08ftm7dygcffMD69esBuOCCC7j44osJC6tezdEqJ5p0XSciIrTEIy4ujj179tC+fXvS0tLYsGFDtYIwmUwNT7QrjJO6pPLXos2EOawVEiVFbi+R4XZO7tayfgKsghk5s/kl608sioVoiyuUGDAkQocZOXMJs4QxptnwOtm2oogjns9LZI268B1vUkrWFc1kce7nlATzAQlCEK7F0jf2AtpFNuxua9URHx6Gqij4g0GsmkZ+TivCIveiWT3oARu6IRBAkFKEodMrZgRR1vijjluf6mPpXF0788wzmT59Oo8++iiff/45DoeDbt268dtvv3HqqafWd3gmk8lkMpmagKa2dC4QCNChQwe+++47Jk6cePQnHKMqJ5q6dOnCihUrSE9Pp2/fvkydOhWr1cprr71Gq1atai0wk8lU/84b3ZPVG/ewL89NRLgdm1VD1w2K3F6EgH+MPonI8IY9o8mv+/k9ezaKUAjXDi5nEkLgUO1ows2fe+cxNPEUHGrt70vP7ml8/+MKpJQVknW6biAQdOnUvNa3W1c2FP/JXzlvIzFwai4UoaHLIO5gHn/kvIEqLLSO6FffYR4zXTfw+QLYbJbDJvx6pjSjRVQk2/MKSIgIw+dxsSejF4kpq7HY3FgUA4cWhl210j16CIMSzj2+O2EqM2bMGMaMGVPfYZhMJpPJZDI1ChaLBa/XW+vjVjnRdO+991JSUgLAlClTGDt2LIMGDSI2NpaPP/641gM0mUz1p1VqPPfeMIrXP57N1h37KHJ7UVWF2Kgwxp/Rg9GnVd5lrSHZWrKDgkAR4YepmROmOSgKuNns3kZXV4da3/6w0zrx518byMsvIToqrKywuq4b5OWXkBAXwcD+bWt9u3VBlwGW5H6FRCdMiym7XRUaYWo07mAei/O+JD38ZJQqLkU83nLz3Pz462r+mL2BUo8Pp8PGkFPaM+r0LsTGhJd7rKYo3DC4H5N/+J3s4hIi7TYChVHsze2L5sgmLspgaMeTGNi6PxGW6HraoyqS1HzpWwO6GndAQUEBn3/+OVu3buX2228nJiaGpUuXkpiYSPPmjSehazKZTCaTqWFqajOaAK6//nqeeOIJ3njjDTStyimiSlV5lJEjR5b9v02bNqxfv568vDyio6OPWBDXZDI1Tu1bJfLk3ePYmJFDTm4xTruVLu2SsR2mSHhDE5TB/bOJKp+toqBgIAkagTrZfsu0OP5v4lBeef13cvPcCELn5wJIiItg0s0jiWgEda4A9njWUxzch12t2CEvNEMsnAL/HvZ6t5LoaLjJs+ycIh6a+i279uRjtahYLCpFRaV8/vVi5i/awr13jCUpsXyR+AGt0njkzNN5a/4SNmTvo9QfwKIqdI/pydX9epNktxCu1W6Xw7rUFJfOrVy5kuHDh+Nyudi2bRsTJkwgJiaGL7/8kh07dvDee+/Vd4gmk8lkMpkaOUOGvmo6RkOyaNEiZsyYwS+//ELXrl0r1GX68ssvqzxmlRNNV111Fc8++2xZnSaAmJgYSkpKuPHGG3nrrbeqHITJZGrYhBC0b5VI+1aJ9R1KlSXZE7AqFny6D6fmqHC/1/BhU6wk2RNqdbuGIQkaOhZVpX/f1rRpFc+sORvZuCkbVRV07dyCgf3bEhlZMaaGyq+XYEgd5TAfHYrQMNDxGSXHObKqefuD2ezak09sdFi55XK6brBrTz5vfzCHuyeNrvC8k9Na0Du1ORm5+RR5fcSFO2kR5UJKSWFh4fHcBVMlJk2axBVXXMHUqVPLHaOMHj2aiy++uB4jM5lMJpPJZGq4oqKiGD9+fK2OWeVE07vvvsvjjz9e7iAOwOPx8N5775mJJpPJ1KDE2WLo4urAorwV2FRrue5yujQo1T10i+pIsqN2kmhb9+bx1ZI1/Lkhg4Cuk+SKYGz3Dozt3oHx5/SulW3Ul3AtFlVYCEo/FlGxw1xQ+lGFhXAtth6iOzZ7MgtYvmonYU5rhZpMqqoQ5rSyYvVO9mQW0Cw5qsLzhRC0ioupcHuj0wSXzi1atIhXX321wu3NmzcnKyurHiIymUwmk8lkavjefvvtWh/zmBNNRUVFSCmRUlJcXIzdfnCph67r/PDDDyQk1O6MAJPJZKoN41uMIdObzW5PNppQsQiNoBEkELSRGB7P+Sln1cp2lm3fwwPTfyO/1INdU1EVhYy9eTz321wWbN3Jg+cMx2FtHEsOK5Ngb02cLY1s7yY0EVduubSUEp/upoWzK9HWFvUY5ZHtzszH7wsSE115zS6H3Upufgm7M/MrTTQ1GU0w0WSz2SgqKqpw+8aNG4mPb9hdAE0mk8lkMjUOBrWwdK5WImnYjjnRFBUVhRACIQTt2rWrcL8QggcffLBWgzOZTKbaEGuL5pZ2/+LPnPnMy11Mqe4lwhJOv8ieDE4bQIwtqsbb8AWCPPHjnxSUekmMCCtLwkTYbXgDQRZs3cmXS9ZwSf8eNd5WTUgp8fqDIDhi0ssT9LC0YDnL81ahlwaJdkVzcmwv+sVdws+ZT+MO7sOqhKEKC7r04zdKcWpR9I+7uEHX67NaNIQi0A2JUknZLsMwUBSBxdKwi5mbKjrrrLOYMmUKn376KRA6LtmxYwd33XVXrU8HN5lMJpPJZGrMTjrpJGbMmEF0dDQ9e/Y84vH70qVLqzz+MSeaZs6ciZSSoUOH8sUXXxATc3DpgNVqJS0tjWbNmlU5AJPJZDoeXJZIzmo+grHNhhMwgmhCpbioGJe1dgo4z928ncyCYmLC7BXeqO0WDbfPz3cr1nN+n65Y1OOfxJBS8ueqrXyzYC2b9+wDoGNKAmf27cTATi3LxbzPl8vrW99mtycTIcEVjGBj3maWFCxjQGxfRiXfwbL86ez2rMVvlKAIjVbhfegVM554e8vjvm9V0b5tEtFRTgoLPURHVZzVVOz2ER3lpEPb5HqI7jhqgi1TnnrqKf7xj3+QkJCAx+Ph1FNPJSsri/79+/PII4/Ud3gmk+kEJ6Ufw78Yqe8B4US19kWoDXepuclkqpxEIKnZRdWaPr82nH322dhsoVIY55xzTq2Pf8yJplNPPRWAjIwMUlJSUCq7FGwymUwNnCIUbKoVWcsnydtzCwAOm0RyWi3kukvIL/GQEBleq9s+Giklb/68kM9mr0Q3JA5r6K1/8eZdrMjI5LJhvbh4SE8ADGnwv20fsat0D1HWSFRUnDhQrCoew8PsffNIdiQxuvmdFAVy8OrFOFQXEZa447pP1WW3Wxgzsjv/+3guxW4v4WE2hBBIKXGX+NANgzEju2O3N94ljsdC7P+q6RgNicvl4tdff2XOnDmsWLECt9vNSSedxPDhw+s7NJPJdILTfQsJFE9D6rs4sHY5KCJQHeeihV+NELXTTtxkMtW9plJ94IEHHqj0/7Wlyu9qaWlpFBQU8Oabb7Ju3ToAOnfuzFVXXYXL1XhaO5tMJlNtsmpqWR27yqaeGoaBIgRW7fjPZlqRkckXc1dh1VQiHAeLeEc4bBSWePlg5lJ6tWlB+xbxZJRsY3vpDsI1Z6hw+iGfhA7VgVf389feuQyM60+kJYFIS+OrzXf26B4Uu738+Msq9uUd7JBnt1k4Z0xPzh7do/6CM9XYwIEDGThwYH2HYTKZTAAYgdUECu9HymJQohHCipQGUhYRLH0fMLBE/F99h2kymUz4/X5ycnIwjPJVpFJTU6s8VpWnJS1evJjWrVszbdo08vLyyMvL4+mnn6Z169bVWrtnMplMTUGvls2xahql/kCF+6SUlPgDdGmRRJTTcdxj+2XJBvwBnXC7tcJ9kU4bXn+QX5dtBCCjZDtBGcSqVHwsgEO1s8+fS54//4jblFIS1BtmqUNFEVx2YX+eeuR8Ljm/H2PP6MYl5/fjqUfO57KLBqAoDW2uTh2QtfTVAMybN4/vvvuu3G3vvfce6enpJCQkMHHiRHw+Xz1FZzKZTnTBkg+QsgiUBIQIfbYKoSCUKBBWdM9XSD27foM0mUzHrAkdQpXZuHEjgwYNwuFwkJaWRnp6Ounp6bRs2ZL09PRqjVnlGU233norZ511Fq+//jqaFnp6MBhkwoQJ3HLLLcyaNatagZhMJlNj1i4xjr6tWjBr4zYUIbBbNIQQGIYkr9SDzaJx3sld6yW2zZm5WFSl0plWQghURbAlM7dWtpWZXchPM1fz14LNeH0BEuIiOH1wJ4YN6oDd1rCWozVLjuIfZ/eq7zDqhZChr5qO0RBMmTKFIUOGMHbsWABWrVrF1VdfzRVXXEHHjh158sknadasGZMnT67fQE0m0wlHGnkY/sUgwiovtCsikMY+dN88NOc5xz0+k8lUdYasha5zDeQY6oArr7wSTdP47rvvSE5OrpXGPlVONC1evLhckglA0zTuvPNOevfuXeOATCaTqTESQnDX6FMJGgaLM3ZT5D04gyLSYeP/TutH31Yp9RKb3WpBP8InmiFlWQe6lmFpaELDbwSwqRVnNXl0L8n2RGKs0RXu25yRw6PP/8i+PDdWi4qmKmzflcfrH/zFgmUZ/PuGM3A6Kp8pZTJV1/Lly3nooYfKvv/444/p27cvr7/+OgApKSk88MADZqLJZDIdd9IoAXQQ9krvF0IJzWyQ7uMZlslkMpWzfPlylixZQocOHWptzConmiIjI9mxY0eFIHbu3ElEREStBWYymUyNTaTDzmPjz2DVrizmbdmBJxCgeVQkwzq1ITa8Yoez42Vgp5as2Z6Fbhiof2vkoO9f3tavQ2jtdauwlqQ5U9ns3oqmqKgcrCnl0T0IYFD8ABRRcZzn35pJbp6buOjwsuVn4WHg9wdZsWYXX/24jEvG9a3DPTUdsybUdS4/P5/ExMSy7//8809GjRpV9v3JJ5/Mzp076yM0k8l0ghNKDAgHSE+lySYpg6HHqYkV7msqpDSQe9dD4U5QrYjEboiwxtFAxGSqTFMpBn6oTp06sW/fvlods8o1mi644AKuvvpqPvnkE3bu3MnOnTv5+OOPmTBhAhdddFGtBgdQXFzMLbfcQlpaGg6HgwEDBrBo0aKy+4UQlX49+eSTZY9p2bJlhfsff/zxcttZuXIlgwYNwm63k5KSwtSpU2t9X0wmU9OnKILuqclce1pfbh1xCuf36VavSSaA03u2JSkmgn1FpQSCetnt/qDOvuJSWsRFMaRbayDUle/SlhfR3JFMYaCYfH8B7qCbPH8+ASPIwLj+DIzrX2EbK9fuYueePFwRjgo1jqxWDU1TmDF7PT5fxRpWpuPvwNK5mn41BImJiWRkZAChIpZLly6lX79+ZfcXFxdjsTSsZZsmk+nEIJQwFNtwkN6ypNIBUkow8hFKPIq1aTYwkIW70H++C33GA+gLX0Gf9xzB728iuOhVZNCsnWdqnA5cq6vpV30rKioq+3riiSe48847+eOPP8jNzS13X1FRUbXGr/KMpv/+978IIbjssssIBkNvmBaLhf/7v/+rkLypDRMmTGD16tX873//o1mzZrz//vsMHz6ctWvX0rx5czIzM8s9/scff+Tqq69m/Pjx5W6fMmUK//rXv8q+P3T2VVFRESNGjGD48OG88sorrFq1iquuuoqoqCgmTpxY6/tkMpkan6BusHj7LtZl7UUIQddmifRMadYoCkfHRDiZfPEIHv1kBrtyC0MHt4QS9a2SYrj3wuFEOg9eaY2zxXJruxtYWrCcZXkr0UuDtHe14+TY3rSLaFNhNhPAzj35GIbEaq38Y8Vht1Bc7CUn101Ks4rL7kym6ho9ejT//ve/eeKJJ5g+fTpOp5NBgwaV3b9y5Upat25djxGaTKYTmSXsEgz/EqS+FSkcoZlNMgjSjRAOLBHXI5T6vSBVF2TxHvSlbyNLtyBskaBaAQn+EuTGH9GDXtR+N9VKLRiTyVR1UVFR5f7+pJQMGzas3GMOdNPWdf3vTz+qKiearFYrzz77LI899hhbtmwBoHXr1jidTjweT5UDOBKPx8MXX3zB119/zeDBgwGYPHky3377LS+//DIPP/wwSUlJ5Z7z9ddfc9ppp9GqVatyt0dERFR47AEffPABfr+ft956C6vVSufOnVm+fDlPP/20mWgymUxk7Mtnyg+/s3VvHoaUSCSaotA+MZ77xwyleVRkfYd4VG2bx/HqjeOZv34H63flIISgU2oifdqlYNHUCo93aA4GxvVnQGw/CgsLcblcRzwYVDVl/xUaWenjDtxutVTclslUEw899BDjxo3j1FNPJTw8nHfffRer9WAtsLfeeosRI0bUY4Qmk+lEJtQEbNFPESh5F8M7E4wSECrC0hMt7J+otn5HH6QR0jf+BJ58cMYiyi5QCbBFIIWC3D4H2o+FGPNCgKlxaSpL52bOnFmn41c50XSA0+mka9dQByWfz8fTTz/N1KlTycrKqrXggsEguq5jt5df0+xwOJg9e3aFx2dnZ/P999//f3v3Hd9U9f4B/HMzm450b7qgUMqmjFJAKFBp+SJDURRQijJEUQQUsKCynCDg+CIIauGrCIqIouxVZplSNoWWslvQ7p31/P6ozY/QFWjahPR588pLk3tz8pyTpPfkueeeg1WrVlXY9vHHH2PevHnw9/fH8OHDMXnyZP2E5omJiejRo4dBxzQ6OhqffPIJsrOz4ezMZ98Za6iyC4sR99s23MzOhZOtDeQSCYgIpRotzt6+gxm/bcOSYYNgL7f8Sa5lUgl6tG6MHq0b17zzA2oT2ghyuQRFxSrY2corbC8sUqFpYw+4u/JcfpbAmladc3Nzw759+5Cbmwt7e3uIxYbJzHXr1sHe3t5M0THGWNkcTDLlNJD9yyDtXUCwhSD2sdrRPKTTgq7tB8Q2EIRKRkJIbYGif6C7eRRiTjSxRwwB0JmgDHPr2bMn5s6di7feegu2tqYfVWl0oqm0tBSzZ8/Gjh07IJPJMG3aNAwePBjx8fGYOXMmxGIxJk+ebNLgHBwcEBERgXnz5iE0NBSenp5Ys2YNEhMTERwcXGH/VatWwcHBAU899ZTB4xMnTkRYWBhcXFxw6NAhxMXFIT09HYsWLQIAZGRkICgoyOA55ROLZmRkVJpoKi0tRWnp/19bXH7tIhHpL0t5EOXPe5jnNiTcTsbhdqqZsW207fwl3MrJhbu9rX4ibUEQoJBKIBEpkPZPNvYkp+KJ1qZbpcGSGNtOjbyd0CUsEHsTL0MsEkEul0AQBBAR8vKLIRWLMLBvWwgCrO5zaarvm7W1S31zdHSs9HEXF5d6joQxxioniBwhiCr/W2VVdGpAqwZEdgAqJpoEQSj7oa3i1fYYM6c5c+Zg/Pjx5k00vffee/j6668RFRWFQ4cO4ZlnnsGLL76Iw4cPY9GiRXjmmWcqnEU0he+//x4vvfQSfH19IRaLERYWhmHDhuHEiRMV9v3uu+8wYsSICiOgpkyZov//Nm3aQCaT4eWXX8ZHH30EubzimXdjfPTRR5gzZ06Fx3Nzcx860VRQUPbH1lrPbpgCt5NxuJ1qZmwbnUy9Ck+5FM6VzT0kEUGiUeNkahoe8/euq1DN6kE+S8MHtwdIjYuX06HRlkIHQADg5iJHTGQLtGrmhtzc3LoPup6Z6vv2sJMtPhQdld1qWwZjjDF2P7GsbF6mYhVQyVoMRP+OB7Hl1ecYM6e6PMlpdKJp3bp1+N///oeBAwfi7NmzaNOmDTQaDU6dOlWnP2SbNGmCvXv3orCwEHl5efD29sazzz5bYQ6m/fv3Izk5GT/99FONZYaHh0Oj0eDq1asICQmBl5cX7ty5Y7BP+f2q5nWKi4szSGDl5eXBz88Pjo6OUCoffL6W8je5pnlQGjpuJ+NwO9XM2DZKL1EhS60FNJUPkv1HrcXfpZoqR1M86h7ks+QI4I2x/XAhJR3Hkq6iuFgFD1cluocHw9Pd8uexelim+r7V+3eV80SMMcbqgCCIIDSJAs5sBmm1EMT3ZZtK8wGpLUQB1rnaHrNuOtT+0rnaPt+U6qr/aXSi6ebNm+jQoQMAoFWrVpDL5Zg8eXK9dYzt7OxgZ2eH7OxsbNu2DfPnzzfY/u2336JDhw5o27ZtjWUlJSVBJBLBw8MDABAREYGZM2dCrVbrl0DesWMHQkJCqpyfSS6XVzoaShCEh26T8udyYqB63E7G4XaqmTFt1NjNBVf+yar0NzkRQasjBLq6WHU7P8hnSSwW0CrEF61CfOshMsthiu+bNX+GGGOMNSyipn0h3DgLZJ4ESWSAVAGQDigtAERiiFoNhWDnYe4wGWvwmjVrVmMfNCsr64HLNTrRpNVqDSbLlkgk9TK55rZt20BECAkJQUpKCqZOnYrmzZvjxRdf1O+Tl5eHdevWYeHChRWen5iYiCNHjqBXr15wcHBAYmIiJk+ejOeff16fRBo+fDjmzJmD0aNHY/r06Th79iw+//xzLF68uM7rxxizbDEtm2HvpTQUlKoqTPidX1IKuVSC6JZNzRQdY4wxxpjlEWT2EIWNgXB9C3BtH6AqBAQRBOdAiEIHQQjsae4QGXsoZass174MSzFnzpw6uTLD6EQTEWHUqFH6UTwlJSUYP3487OzsDPb79ddfTRpgbm4u4uLicPPmTbi4uGDIkCH44IMP9COPAGDt2rUgIgwbNqzC8+VyOdauXYvZs2ejtLQUQUFBmDx5ssFlb46Ojti+fTsmTJiADh06wM3NDe+99x7GjRtn0rowxh49nQMaYUCb5vj91HkUq9SwlZX97SlUqSESCRjRqS1aevMZOfaIsZa1eRljzAhEBB1dAenSAcEWYlErCILlrxb7qBPkdpB0HA20fQ7IvwOIpYBjIwiCyNyhMfbQrK0L9dxzz+mv9DIlo7/lsbGx8PDwgKOjIxwdHfH888/Dx8dHf7/8ZmpDhw5FamoqSktLkZ6ejv/+978VXmfcuHEoKiqq9PXDwsJw+PBh5OTkoLi4GOfPn0dcXFyFy97atGmD/fv3o6SkBDdv3sT06dNNXhfGWP3TEeFsZgb23U7D2cwM6B7wFIJIJGBS72546/EeCPZwhZYIWiK08PbAzJhIjO3eiS95YozVu3379mHAgAHw8SlbIv23334z2H7nzh2MGjUKPj4+sLW1RUxMDC5fvmywT0lJCSZMmABXV1fY29tjyJAhFeasvH79Ovr37w9bW1t4eHhg6tSp0Gg0BvskJCQgLCwMcrkcwcHBWLlyZV1UmbGHotWloLh0MopKxqJY9TaKSyejsGQk1Jo/ebXPeiLI7CG4NoHg5M9JJsYe0q1bt/D888/D1dUVCoUCrVu3xvHjxwEAarUa06dPR+vWrWFnZwcfHx+MHDkSt2/frrbMuvwNY/SIpvj4+DoLgjHG6sKhjGtYeiYRqXlZ0Oi0kIjECHZ0xautIhDu6Wd0OSKRgAFtmqN/qxBkFxUDAFzsFJxgYo8sgcputS2DmU9hYSHatm2Ll156CU899ZTBNiLC4MGDIZVK8fvvv0OpVGLRokWIiorC+fPn9aPRJ0+ejE2bNmHdunVwdHTEa6+9hqeeegoHDx4EUDZtQv/+/eHl5YVDhw4hPT0dI0eOhFQqxYcffggASEtLQ//+/TF+/HisXr0au3btwpgxY+Dt7Y3o6Oj6bRTG7qPVpaG45C0Q3QUEJQAlAA2IbqFE9Snk0hLIpE+bO0zG2CPEHCOasrOz0a1bN/Tq1QtbtmyBu7s7Ll++rJ8KqKioCH/99RfeffddtG3bFtnZ2XjjjTcwcOBAfTKq0jgsYdU5xhgzl3x1CYo1ajjJbSETiY16zqH0q5hxeBsK1Co4yW0gF9ugVKvF+aw7eDtxCz7qEoNQxYONwhSJBLja2z5MFRizLNY27rsB6tevH/r161fptsuXL+Pw4cM4e/YsWrZsCQBYunQpvLy8sGbNGowZMwa5ubn49ttv8eOPP6J3794Ayk4qhoaG4vDhw+jSpQu2b9+O8+fPY+fOnfD09ES7du0wb948TJ8+HbNnz4ZMJsOyZcsQFBSknyczNDQUBw4cwOLFiznRxMxOpf7+3ySTxz0jaWQA3EGUCZV6JaSSvhAE610ZlTFmWuZYde6TTz6Bn5+fweCfoKAg/f87Ojpix44dBs/573//i86dO+P69evw9/evPA5d3a1/x4kmxpjFOpN9Gz+nncDRv69BSzo4yhT4T6OWGBoUBgepTZXP0xFhyZlEFKhV8LK11488UkhEsBFLkFGUj6VnD+Ozjn3rqyqMMVZvSktLAQA2Nv//d1IkEkEul+PAgQMYM2YMTpw4AbVajaioKP0+zZs3h7+/PxITE9GlSxckJiaidevW8PT01O8THR2NV155BefOnUP79u2RmJhoUEb5PpMmTao2vvIYgbJFXYCyM6uWdilTeUyWFtfDakj1IcqBRnMIBDsIEFeYfJfIGUSZUGv2Qyr5Tz1FXD1ren+sqS4A18eSPcp1KD/+latqZfuNGzciOjoazzzzDPbu3QtfX1+8+uqrGDt2bJVl5+bmQhAEODk5mTpso3CiiTFmkQ7dvYK5SZuRry6FrUQGqUiMrNJCxF8+jGP/XMP8jk9CKas82XQmMwNpeVlwlttUuLxNEAQ4yRVIzcss28dMf3wZMyeBCEItO2a1fT6rO+UJo7i4OHz99dews7PD4sWLcfPmTaSnpwMAMjIyIJPJKnRAPT09kZGRod/n3iRT+fbybdXtk5eXh+LiYigUigrxffTRR5gzZ06Fx3Nzcy3uBwMRoaCgAEDdzmVRXxpSfXS6DBSrHAHIq5z4m3QSlJbkQSrJretQjWJN74811QXg+liy+5M1dc2Ug8L9/Ayn8pg1axZmz55dYf8rV65g6dKlmDJlCmbMmIFjx45h4sSJkMlkiI2NrbB/SUkJpk+fjmHDhkGpNM+ITU40McYsTrFGjYVnd6FQo4KnjYP+AGgrkUGl0+Js9m38lHYCY0O6Vfr8rNIiqHU6yMSV/4mTi8XIV5UgV1VSZ3VgzKLxpXNWTSqV4tdff8Xo0aPh4uICsViMqKgo9OvXzyISOXFxcQar/+bl5cHPzw+Ojo5m6xBXpby9HB0dH/kfY0DDqg8RQVqcA4Ku0kvjiLQAZcJGroRUYvoFjR6GNb0/1lQXgOtjyeo7flN2oW7cuGFw3KtsNBNQdolbx44d9fMjtm/fHmfPnsWyZcsqJJrUajWGDh0KIsLSpUtrGenD40QTY8ziHLp7BXdL8uEss61w8JCJxJCKxNhy8xxGBodDXkkyyVmugEQkgkqrgY1EWmF7qbZsYnDHKkZEMcbYo65Dhw5ISkpCbm4uVCoV3N3dER4ejo4dOwIAvLy8oFKpkJOTYzCq6c6dO/Dy8tLvc/ToUYNyy1elu3ef+1equ3PnDpRKZaWjmYCqLw0QBMEif/CUx2WJsT2MhlIfQXCGRNIVGs02AHaVrHaWDUFQQirpblFtYU3vjzXVBeD6WKpHOX6lUmnUCRZvb2+0aNHC4LHQ0FCsX7/e4LHyJNO1a9ewe/dus5684fUlGWMW51ZRDgQA0iom/laIpchTlyCztLDS7W1cvRGkdEFOaUmFs/dEhJzSEjR2cEGQ0sXUoTP2SCi/dK62N2b5HB0d9avTHD9+HIMGDQJQloiSSqXYtWuXft/k5GRcv34dERERAICIiAicOXMGd+/e1e+zY8cOKJVKfYc3IiLCoIzyfcrLYMycZNIXIAjuAN0FURGIdCBSgehvAAJk0lEQBMsYzcQYezToTHR7EN26dUNycrLBY5cuXUJAQID+fnmS6fLly9i5cydcXV0fvHImxCOaGGMWRy6WQEdlSaHKzlJoiSASBCjEFUcrAYBIEPBqqwjMPLIVd4oK4CS3gUwsgUqrQXZpCeylMoxvFQ7RI3wGhLFa4UvnHnkFBQVISUnR309LS0NSUhJcXFzg7++PdevWwd3dHf7+/jhz5gzeeOMNDB48GH37li2C4OjoiNGjR2PKlClwcXGBUqnE66+/joiICHTp0gUA0LdvX7Ro0QIvvPAC5s+fj4yMDLzzzjuYMGGCfkTS+PHj8d///hfTpk3DSy+9hN27d+Pnn3/Gpk2b6r9RGLuPWNQYCpv5KFX9F1rdOQAFAEQQBG/Ipc9DIh5g7hAZY48Y+vdfbct4EJMnT0bXrl3x4YcfYujQoTh69CiWL1+O5cuXAyhLMj399NP466+/8Oeff0Kr1ernUnRxcYFMVvk8dXWJE02MMYvTxT0IK8QHUaAprbC6HBGhUFOKbp5N4Cy3rbKM7j6B+CA8Bl+dTcTVvCzklJZAKhKhubM7Xm3VBRFeAcjNtYzJPxlj7EEdP34cvXr10t8vn/MoNjYWK1euRHp6OqZMmYI7d+7A29sbI0eOxLvvvmtQxuLFiyESiTBkyBCUlpYiOjoaX331lX67WCzGn3/+iVdeeQURERGws7NDbGws5s6dq98nKCgImzZtwuTJk/H555+jUaNG+OabbxAdHV3HLcCYccSiECjkX0BHKSBdOiDYQixqU+UE4YwxZmk6deqEDRs2IC4uDnPnzkVQUBA+++wzjBgxAgBw69YtbNy4EQDQrl07g+fu2bMHkZGR9RwxJ5oYYxYowN4FfXyaY9ONsxAgwE4igyAI0Oh0yFYVwVYiw7NBHWosp7tPILp6B+BMZgaySovgKrdFK1cviATBIibEZcxsiFBhre+HKYOZTWRkZLV/xyZOnIiJEydWW4aNjQ2WLFmCJUuWVLlPQEAANm/eXGMsJ0+erD5gxsxIEASIhaaAqKm5Q2GMPeLMNSj8iSeewBNPPFHptsDAQIv7bcOJJsaYRZrcsheICLvTk/F3aQEElP2udbWxwxsteiHM1a/GMoCyy+jaunnXbbCMPWKEf2+1LYMxxhhjrCHh2QeMw4kmxphFshFLMaNtNIY17ojEu1dQrFXD19YJ3T2bwF5a+dKfjDHGGGOMMcbMixNNjDGLFuTgiiAH866awJjV4UvnGGOMMcYe2MOsGldZGdaOE02MMcas1t2SPOzOOI9bRVmQiSXo7NoYHVyCIBGJzR2aeXEviTHGGGPswfH8A0bhRBNjjDGrtOXWKSxP2YMCdQkIBAECNt1MQqijD95tPRgucntzh8gYY4wxxpjVEZk7AMYYY8zUTmSmYcmlnSjRqOAmd4CnjSM8bJSwl8hxJucGPjr3B3TUgIfkkIlujDHGGGMNCOH/B4Y/7K0hdKE40cQYY8zqbLhxHKVaNZxldhAJ/z8+WS6WQilV4FzOTZzNuWXGCBljjDHG2KOGz9UZhxNNjDHGrEqhphRncm5CIZZBECpeBG8jkkJDWiRlXzNDdIwxxhhjjFk3nqOJMcaYVdHotCCQwUime5Unn9Q6TX2GZVEEIgi1XDWuts9njDHGGHvU0L//aluGteNEE2MNhFqrxa7rV/BnykVcy82BvUyGvkFN8USTELjb2pk7PMZMxkFqAy8bR1wr/Ad2EnmF7WqdFoCAIHuP+g/OUhCV3WpbBmOMMcZYA8IL9xqHL51jrAFQabV478AuzNq/C0fTbyK7tBhpudlY8tdhjNv6G67kZJk7RMZMRiSI0N+3HQCgWKsy2EZEyFYXwsvGERHuwWaIjjHGGGOMMevGI5oYawB+unAau66lQimTQyGV6h/X6nS4kZ+L2Qd3Y+V/hlR5qRFjdaFIrcaRWzeQW1oKd1tbdPJpBJlYbJKy/+PbDudyb2HvnQsoUJdALpZCSzqodFo4y+zwZov/QCGWmeS1Hkl8Oo4xxhhj7IGVTeZd20vnrB8nmhizciqtFhsun4dIEAySTAAgFongbKPA5axMnMi4hU7ejcwUJWtIiAjrk8/ju1Mn8E9REYgIIpEIvg4OeL1DF/QKbFzr15CKxJjaoj86ugZh6+3TuFbwD+RiCR7zCEF/33bwt3MzQU0eXQIIQi27ObV9PmOMWROiYug0ZwEqhSAOgEjsZ+6QGGN1wBSrxjWEHhQnmhizcncK83G3qBD20spHb8jFYuSSDhez/uFEE6sXvyafx6IjB6EjgqvCFhKRCCqtFjfz8jBr/27IJRJ0beRf69eRisTo690afb1bg4gqXYGOMcYYqw0iHTQlP0NT8jNAmSDSQRDkEEk7QWr7GkRiX3OHyBhj9Y7naGLMyokEEQQI0FWTOyciiPlHOKsHxWo14k//BR0R3G3tIBGVHYZkYjE8bO1QpFZjRdJxkIknmuYk033KJwOv7Y0xxho4dfE30BR/BVAWIDhCELkCEEOr2gdV/lvQae+YO0TGmAmRYJqbteNEE2NWztveAYGOTihQqSrdXqRRQy6WoL2nTz1HxhqiY+m3cLewEE42NhW2CYIAR7kNLmVlIjWbJ6ivc1TLG2OMNXA67U1oS34BIIMgcoUgSCEIYggiewgid+i0N6At3WDuMBljJqQDmeRm7TjRxJiVEwkCnm3eGiJBQE5JicFIkVKNBnmlpejo3QjNXRr2nDWsfuSVlkJHBKmo8km/pWIRtDodclWlVZah0xEu3f4bx1NuIu1OlslHPzHGGGPG0Kr2gqgIEBwqbBMEMQRBCk3pVhBpzBAdY4yZD8/RxFgD0L9JCG7m52H1+VPIKCyASBCg+/dyufae3ni3ayRfWsTqhaedHaQiEUo1GsglFQ9BpRoNpP9eRleZI5euY+Xu40i7kwWNVgepRIzQRh4YHdUJLf29HjourVaH88fTcOdGJuQ2MrTu0gRObhV/OFgNXnWOMcZqj7IBCBCEqs7dywAqAqi40mQUY+zRw5OBG4cTTYw1AIIgYHz7zugVEIStVy7jZn4u7KRy9PQLRLdGASZbUp6xmoR5+SDA0Rkp2ZnwsrM3SHDqiJCnUqGHXwD8lI4Vnnvo4jV8+MsuFJWqobSVQyYWo1Sjxckrt/DO6ix88HwMWvh5PnBMF09eRfzHf+L21b+h1eoAAuwcFOgzpCOeHt8HEqn1fT941TnGGDMBwRkA/TsBeGXJJhUgOAKCor4jY4zVEfr3X23LsHacaGKsAQlxcUeIi7u5w2ANmFgkwhudIzAjYQcyCguglEkhsysEybOgE5XCy8kG3Zu2hlqnhlQk1T9Po9VhxfbDKFap4eFop09Q2YpFUMgkuJNTiO92HsOCUf0faHTe1eR0fDZ1LfKyC6F0toNMLoVOq0NBXjH+WHUAGo0Wz0/uZ/J2YIwx9ugTy3pCU7wSoPyyhNI9iLQgUkFqEwNB4J9cjLGGhedoYowxVq8ifP3wae9odPD2gsTlGkROVyFR5MFeoYWjQyl+z9iChcn/Q5GmWP+c01dv41ZmHpxsbSokkgRBgNJWhnM37uD6PzkPFMvmHw4iN7MArp6OkMnLElsisags6WQjxe5fT+Durexa19ni8KpzjDFWayJxI4htngaRCqTLBJEaRDqQrgCk+xsisT/E8ifNHSZjzIR0JrpZO040McYYq3cdvH3RI1QGN2cNvBVOCHLwRKDSHZ4KZzhIbXEuNxVrrm/R759VUAyNrmxOpsrIJBJotFpk5hcZHUNhfgn+2pcMhZ280lFQ9g4KlBSX4njChQevoKXjRBNjjJmEVDEWUttXAMEFoByQ7m8AWohlj0HmsAAi8YNf0s0Ys1y1XbS3oSzey+M4GWOM1bt8dSEOZibBViyDg9Rw7gqZSAobsQxHM89isG8fuModobS1gVgk6CcAv59ao4VELIaTrY3RMZQUlkKr0UEqqzx5JYgECIKAooKSB6scY4yxBkMQRJAqhkFiMxg6zVmASiGI/SES+5s7NMYYMxse0cQYY6zeXStKR6GmGApx5YkhW7ENirUlSCu8CQBoH+QDTycH5BRWTPoQEXKLS9HMxw1Bni5Gx+DgZAuFnQylJepKt5dPDO7qWXFi8kcej2hijDGTEgQFxNJOEMu6c5KJMStGgmlu1o4TTYwxxiyeVCLGqN4dIZWIcTe3ACqNFkSEUrUGd3MLYW8jQ2yvDg80EbjMRopu/2kLVakGGo3WYBsRIS+rAEpnO3TqFWrq6pgfj/tmjDHGGHtgBIKuljdedY4xxhirA4G2PrCTKFCkLYFSZFdhe5G2BAqxDRrbN9I/FtW2KQRBwKrdx5Genf/vZXQiNPFyxdi+4Qhr0qhCOTXp/3w3nE5MwfXLGbBRyCFXyKDTalGQVwyZXIpnX38c9o62taorY4wxxhhjDQknmhhjjNU7e6kturu1x5b0AyjVqiAXy/TbVDo1SrQqRHp0govM8LK1Pm2C0aNFEE5fS0deUSlcHWzRyt8LItHDjUF2cnPA9C9H4tcVe3BkxzkUFRRDJBIhuFUjDBj1GDr1alGreloqgcputS2DMcYYY6xhMcWwbuvvRHGiiTHGmFk81SgKGSWZOJWTjHxNMcSCCDrSQRAEtHZsimH+MZU+TyoRo8NDjF6qiouHEmNmDsKzE6LwT3ou5AopvAPcHugyvEeOKeZY4jmaGGOMMdbA6P691bYMa8eJJsYYY2ZhI5ZhYtPhSMq5iEP/nEKmKgfOMiUiXNsizDkUUlH9HqIcnOzg4FTxMj5mOrdu3cL06dOxZcsWFBUVITg4GPHx8ejYsaO5Q2OMMcYYYyZi8ZOB5+fnY9KkSQgICIBCoUDXrl1x7Ngx/fZRo0ZBEASDW0yM4VnwrKwsjBgxAkqlEk5OThg9ejQKCgoM9jl9+jQee+wx2NjYwM/PD/Pnz6+X+jHGWEMmEYnR0aUlJjYbjjmtXsWkZs8j3LV1vSeZGhwdmeb2ALKzs9GtWzdIpVJs2bIF58+fx8KFC+Hs7FxHlWSMMcYYM63aTgRefrN2Ft+THzNmDM6ePYvvv/8ePj4++OGHHxAVFYXz58/D19cXABATE4P4+Hj9c+RyuUEZI0aMQHp6Onbs2AG1Wo0XX3wR48aNw48//ggAyMvLQ9++fREVFYVly5bhzJkzeOmll+Dk5IRx48bVX2UZY4yxelO/nZxPPvkEfn5+BsfroKCgeo2BMcYYY4zVPYse0VRcXIz169dj/vz56NGjB4KDgzF79mwEBwdj6dKl+v3kcjm8vLz0t3vPjl64cAFbt27FN998g/DwcHTv3h1ffvkl1q5di9u3bwMAVq9eDZVKhe+++w4tW7bEc889h4kTJ2LRokX1XmfGGGPsUZKXl2dwKy0trXS/jRs3omPHjnjmmWfg4eGB9u3bY8WKFfUcLWOMMcYYq2sWPaJJo9FAq9XCxsbG4HGFQoEDBw7o7yckJMDDwwPOzs7o3bs33n//fbi6ugIAEhMT4eTkZDD/Q1RUFEQiEY4cOYInn3wSiYmJ6NGjB2Sy/1/1KDo6Gp988gmys7MrHdZfWlpq0JnOy8sDABAR6CEmSC1/3sM8tyHhdjIOt1PNuI2Mw+1UM1O1Ub22sQknA/fz8zN4eNasWZg9e3aF3a9cuYKlS5diypQpmDFjBo4dO4aJEydCJpMhNja2drEwxhhjjNUDU1z6xpfOmZmDgwMiIiIwb948hIaGwtPTE2vWrEFiYiKCg4MBlF0299RTTyEoKAipqamYMWMG+vXrh8TERIjFYmRkZMDDw8OgXIlEAhcXF2RkZAAAMjIyKgzf9/T01G+rLNH00UcfYc6cORUez83NfehEU/m8UVa90lEtcTsZh9upZtxGxuF2qpmp2qj8hEW9MOHKvDdu3IBSqdQ/fP/l6+V0Oh06duyIDz/8EADQvn17nD17FsuWLeNEE2OMMcYeCbzqnHEsOtEEAN9//z1eeukl+Pr6QiwWIywsDMOGDcOJEycAAM8995x+39atW6NNmzZo0qQJEhIS0KdPnzqLKy4uDlOmTNHfz8vLg5+fHxwdHQ063MYqT045Ojryj7lqcDsZh9upZtxGxuF2qpmp2uhRbV+lUmnUcc/b2xstWrQweCw0NBTr16+vq9Cs1r59+7BgwQKcOHEC6enp2LBhAwYPHqzfXlBQgLfffhu//fYbMjMzERQUhIkTJ2L8+PH6fVJTU/HWW2/hwIEDKC0tRUxMDL788kv9ibaEhAT06tWr0tc/evQoOnXqhKtXr1Y6z1ZiYiK6dOli2kozxhhj7JFh8YmmJk2aYO/evSgsLEReXh68vb3x7LPPonHjxpXu37hxY7i5uSElJQV9+vSBl5cX7t69a7CPRqNBVlYWvLy8AABeXl64c+eOwT7l98v3uZ9cLq/0rG35yncP496V81jVuJ2Mw+1UM24j43A71cwUbVSv7fsQq8ZVWsYD6NatG5KTkw0eu3TpEgICAmoXRwNUWFiItm3b4qWXXsJTTz1VYfuUKVOwe/du/PDDDwgMDMT27dvx6quvwsfHBwMHDkRhYSH69u2Ltm3bYvfu3QCAd999FwMGDMDhw4chEonQtWtXpKenG5T77rvvYteuXQbTEQDAzp070bJlS/398ukLGGOMMdYwWXyiqZydnR3s7OyQnZ2Nbdu2Yf78+ZXud/PmTWRmZsLb2xsAEBERgZycHJw4cQIdOnQAAOzevRs6nQ7h4eH6fWbOnAm1Wg2pVAoA2LFjB0JCQnjZZcYYswBEWqhViVCV7AVRHkRiX8ht+kEibWru0B5R9T/we/LkyejatSs+/PBDDB06FEePHsXy5cuxfPnyWsbR8PTr1w/9+vWrcvuhQ4cQGxuLyMhIAMC4cePw9ddf4+jRoxg4cCAOHjyIq1ev4uTJk/rRaKtWrYKzszN2796NqKgoyGQyg5NtarUav//+O15//fUKSVFXV9cqT8wxxhhj1oTnaDKOxSeatm3bBiJCSEgIUlJSMHXqVDRv3hwvvvgiCgoKMGfOHAwZMgReXl5ITU3FtGnTEBwcjOjoaABlw/JjYmIwduxYLFu2DGq1Gq+99hqee+45+Pj4AACGDx+OOXPmYPTo0Zg+fTrOnj2Lzz//HIsXLzZn1RljjAHQ6XKRnxMHjeooCBr94yVFa2BjOxK29uN5tNUjoFOnTtiwYQPi4uIwd+5cBAUF4bPPPsOIESPMHZrV6dq1KzZu3IiXXnoJPj4+SEhIwKVLl/T9mtLSUgiCYDAy28bGBiKRCAcOHEBUVFSFMjdu3IjMzEy8+OKLFbYNHDgQJSUlaNasGaZNm4aBAwdWG5+pF1SpS9a2IALXx7JZU32sqS4A18eSWUMdrJHFJ5pyc3MRFxeHmzdvwsXFBUOGDMEHH3wAqVQKjUaD06dPY9WqVcjJyYGPjw/69u2LefPmGXSeVq9ejddeew19+vSBSCTCkCFD8MUXX+i3Ozo6Yvv27ZgwYQI6dOgANzc3vPfeexg3bpw5qswYY+wehXkfQK06BJHICSJBAaC8g5SLksJvIZb4wEYxyMxRPmJMuOrcg3jiiSfwxBNP1O51WY2+/PJLjBs3Do0aNYJEIoFIJMKKFSvQo0cPAECXLl1gZ2eH6dOn48MPPwQR4e2334ZWq61wuVy5b7/9FtHR0WjUqJH+MXt7eyxcuBDdunWDSCTC+vXrMXjwYPz222/VJptMvaBKXbK2BRG4PpbNmupjTXUBuD6WrF4XUwGPaDKWxSeahg4diqFDh1a6TaFQYNu2bTWW4eLigh9//LHafdq0aYP9+/c/VIyMMcbqhkaTClXpfgiCPYR/k0xA+ZxITtBq76Ck8EfIbQZAEERmjPQRw0umWLUvv/wShw8fxsaNGxEQEIB9+/ZhwoQJ8PHxQVRUFNzd3bFu3Tq88sor+OKLLyASiTBs2DCEhYVBJKr4Pbp58ya2bduGn3/+2eBxNzc3g4VROnXqhNu3b2PBggXVJppMvaBKXbK2BRG4PpbNmupjTXUBuD6WrL7jN+HCvVbN4hNNjDHGGi6N6jiIiiESVT7/i0hwgFZ7DTrtDYglPKk0Y8XFxZgxYwY2bNiA/v37Ayg7mZaUlIRPP/1Uf1lc3759kZqain/++QcSiQROTk7w8vKqdLGV+Ph4uLq61nhJHACEh4djx44d1e5TFwuq1CVrWxCB62PZrKk+1lQXgOtjqR71+K0VJ5oYY4xZLCItgGo6EIIIIJ3B3E3MCGa6dI7VPbVaDbVaXWFkklgshk5XcRiam5sbgLKFUu7evVshmUREiI+Px8iRI/ULplQnKSlJvyALY4wxZm3o33+1LcPacaKJMcaYxZJIm0IQJABKACgqbCddAURiV4jFPvUe26ONB34/ygoKCpCSkqK/n5aWhqSkJLi4uMDf3x89e/bE1KlToVAoEBAQgL179+J///sfFi1apH9OfHw8QkND4e7ujsTERLzxxhuYPHkyQkJCDF5r9+7dSEtLw5gxYyrEsWrVKshkMrRv3x4A8Ouvv+K7777DN998U0c1Z4wxxsyL52gyDieaGGOMWSyJtAMkkuZQq89AJJJBEMT6bUQlIGggVzxpMH8TY9bu+PHj6NWrl/5++XxHsbGxWLlyJdauXYu4uDiMGDECWVlZCAgIwAcffIDx48frn5OcnIy4uDhkZWUhMDAQM2fOxOTJkyu81rfffouuXbuiefPmlcYyb948XLt2DRKJBM2bN8dPP/2Ep59+2sQ1ZowxxtijhBNNjDHGLJYgiGDnOBv52ZOg1d6AAAkgSECkAgDI5I9BYTfSzFE+ikxw6VwDOBtnqSIjI6tdnc3Lywvx8fHVlvHxxx/j448/rvG1qltMJTY2FrGxsTWWwRhjjFkLAkC1nBaqIfSgONHEGGPMokkkTeDo8i1KijdAVbIVOl0+JBJ/yBUDIVf0gyBUnFSY1UBHZbfalsEYY4wx1oAQar/wbkPoQXGiiTHGmMUTiT1ga/8ybO1fNncojDHGGGOMsWpwookxxhhraHjVOcYYY4yxB8arzhmHE02MMcbYPfKLSnDg7FXczsyDQiZBp+b+CPZxhSDU8oJ8i8KrzjHGGGO1RdocUH4CoE4HRLYQ7LtCkDc1d1isDnGiyTicaGKMMcb+tfdUKr7aeAhZ+UUQBAFEhB93n0REiwBMebonFHKpuUNkjDHGmAXQ5W2B7u8vAW3Ov+deCMhaCcGhN0Qeb0EQ8Yq4rOHiRBNjjDEGICnlFhau24tStQauSluIRSIQEYpK1Ug4lQqxSIS3h/U2d5imwZOBM8YYYw9NV5gI3Z0FAKkAsRsgiMsuKdcVgnK3QAcxxF4zzB0mqwM6EHS1HJFU2+c/CkTmDoAxxhizBL/sO40ilVqfZAIAQRBgZyODnY0MB86mIS0jy8xRmgYRmeTGGGOMNTREBMpaDeiK/z/JBACCAIjtAZEtKH8nSHXdvIGyOkEm+mftONHEGGOswcstLMGZtHTYyaWVzsVkK5dCpdbi2MUbZoiOMcYYYxZD8zeo5Dwgsi9LLt1PZA/oikGFR+o/NsYsBF86xxhjrMFTqTXQEUEqFle6XRAECAKg0mjqObI6wqvOMcYYYw+HSgDoAEFW+XZBAAQRQKX1GharH7p/b7Utw9pxookxxliD52SvgKOdApl5hZVO+K3WakEAfN0c6z+4usCJJsYYY+zhSNwBkRLQ5gKVTfhNqrL/ShvVb1ysXvAcTcbhS+cYY4w1eFKJGDGdQqDR6qDSaA22ERFy8kvg4WSPLi0CzBQhY4wxxiyBIFJApOxXllAqTyqVIwI02YDUB4J9V/MEyJgF4BFNjDHGGIAnu7dGUsptnLpyG2KRCAqZBBqdDsWlGjjYyjHxye5QyCqOdnok6XRlt9qWwRhjjDVAgsvzQHESUHwaEKSAyAYgDaArAsROEHtMg1DVpXXskUZC2a22ZVg7TjQxxhhjAOxsZJgzKhobD53DlqMXkVNQDLFIhKiwphjcrRWa+3uYO0TGGGOMWQBB7ACx76egnHXQ5W4CtDmAIIHg+B+InJ6FYBNi7hBZHeFL54zDiSbGGGPsX3Y2Mgzr3R5DI9siv6gUcpnEekYxMcYYY8xkBLEDBNeXILiMBLT5gMgGQmVzNjHWAHGiiTHGGLuPWCSCk731dhZJR6BaXvpGOus/G8cYY4zVRBAkgMTZ3GGwekL//qttGdaOE02MMcZYQ8OrzjHGGGOMPTAtCKJaJoq0DSDRxKvOMcYYY4wxxhhjjDGT4BFNjDHGWEND/95qWwZjjDHGWAPCXSjjcKKJMcYYa2hIV3arbRmMMcYYYw0IofarxjWERBNfOscYY4wxxhhjjDHGTIJHNDHGGGMNTNmqc7U8G8erzjHGGGOsgdEJOuiE2o3qru3zHwWcaGKMMcYaHBOsOtcgBn4zxhhjjP0/LQgCrzpXI750jjHGGGOMMcYYY4yZBI9oYowxxhoYIgLVckRTbZ/PGGOMMfao0f17q20Z1o4TTYwxxlhDw6vOMcYYY4w9MJ1A0Am1O9lW2+c/CjjRZCLlZ3bz8vIe+vl5eXkQBAGCIJgyNKvC7WQcbqeacRsZh9upZqZqo/LjR32MFFJpVRZRBmNA7ftQdcna/gZyfSybNdXHmuoCcH0sWX32nwBAqy22iDIsHSeaTCQ/Px8A4OfnZ+ZIGGOMPcry8/Ph6OhYJ2XLZDJ4eXnh+9NLTVKel5cXZDKZScpiDRf3oRhjjNVWXfafgP/vQx058aZJyrP2PpRAPMmCSeh0Oty+fRsODg4PlRXOy8uDn58fbty4AaVSWQcRWgduJ+NwO9WM28g43E41M1UbERHy8/Ph4+MDkaju1uooKSmBSmWa0UgymQw2NjYmKYs1XLXtQ9Ula/sbyPWxbNZUH2uqC8D1sWT11X8CuA/1IHhEk4mIRCI0atSo1uUolcpH/steH7idjMPtVDNuI+NwO9XMFG1Ul2fiytnY2Fh1x4Y9ekzVh6pL1vY3kOtj2aypPtZUF4DrY6nqo/8EcB/qQdRtyo8xxhhjjDHGGGOMNRicaGKMMcYYY4wxxhhjJsGJJgshl8sxa9YsyOVyc4di0bidjMPtVDNuI+NwO9WM24gx62Vt32+uj2WzpvpYU10Arg9jD4onA2eMMcYYY4wxxhhjJsEjmhhjjDHGGGOMMcaYSXCiiTHGGGOMMcYYY4yZBCeaGGOMMcYYY4wxxphJcKKpni1duhRt2rSBUqmEUqlEREQEtmzZot9eUlKCCRMmwNXVFfb29hgyZAju3LljxojrX01ttHz5ckRGRkKpVEIQBOTk5JgvWDOqrp2ysrLw+uuvIyQkBAqFAv7+/pg4cSJyc3PNHHX9qumz9PLLL6NJkyZQKBRwd3fHoEGDcPHiRTNGbB41tVM5IkK/fv0gCAJ+++23+g/UzGpqp8jISAiCYHAbP368GSNmjAFAfn4+Jk2ahICAACgUCnTt2hXHjh3Tbx81alSF725MTIxBGVlZWRgxYgSUSiWcnJwwevRoFBQUGOxz+vRpPPbYY7CxsYGfnx/mz59vlvrcX5fy24IFC/T7BAYGVtj+8ccf13l99u3bhwEDBsDHx6fSYwkR4b333oO3tzcUCgWioqJw+fJlg31M9V6sW7cOzZs3h42NDVq3bo3NmzfXe32uXr2K0aNHIygoCAqFAk2aNMGsWbOgUqkM9qns/Tx8+LDF1Qcw3WfLEuqTkJBQ5fep/DtnSe/Pr7/+ir59+8LV1RWCICApKalCGcb81rx+/Tr69+8PW1tbeHh4YOrUqdBoNAb7JCQkICwsDHK5HMHBwVi5cuUD14dZN0401bNGjRrh448/xokTJ3D8+HH07t0bgwYNwrlz5wAAkydPxh9//IF169Zh7969uH37Np566ikzR12/amqjoqIixMTEYMaMGWaO1Lyqa6fbt2/j9u3b+PTTT3H27FmsXLkSW7duxejRo80ddr2q6bPUoUMHxMfH48KFC9i2bRuICH379oVWqzVz5PWrpnYq99lnn0EQBDNFaX7GtNPYsWORnp6uv9XVD03GmPHGjBmDHTt24Pvvv8eZM2fQt29fREVF4datW/p9YmJiDL67a9asMShjxIgROHfuHHbs2IE///wT+/btw7hx4/Tb8/Ly0LdvXwQEBODEiRNYsGABZs+ejeXLl9d7fe6tR3p6Or777jsIgoAhQ4YYlDN37lyD/V5//fU6r09hYSHatm2LJUuWVLp9/vz5+OKLL7Bs2TIcOXIEdnZ2iI6ORklJiX4fU7wXhw4dwrBhwzB69GicPHkSgwcPxuDBg3H27Nl6rc/Fixeh0+nw9ddf49y5c1i8eDGWLVtWaR93586dBu9Xhw4dLK4+5Wr72bKU+nTt2rXC92nMmDEICgpCx44dDcqyhPensLAQ3bt3xyeffFJlGTX91tRqtejfvz9UKhUOHTqEVatWYeXKlXjvvff0+6SlpaF///7o1asXkpKSMGnSJIwZMwbbtm17oPowK0fM7Jydnembb76hnJwckkqltG7dOv22CxcuEABKTEw0Y4TmV95G99qzZw8BoOzsbPMEZYEqa6dyP//8M8lkMlKr1fUclWWpro1OnTpFACglJaWeo7I897fTyZMnydfXl9LT0wkAbdiwwXzBWZB726lnz570xhtvmDcgxpiBoqIiEovF9Oeffxo8HhYWRjNnziQiotjYWBo0aFCVZZw/f54A0LFjx/SPbdmyhQRBoFu3bhER0VdffUXOzs5UWlqq32f69OkUEhJiwtoYV5/7DRo0iHr37m3wWEBAAC1evLjK16mP+tx/LNHpdOTl5UULFizQP5aTk0NyuZzWrFlDRKZ7L4YOHUr9+/c3iCc8PJxefvnleq1PZebPn09BQUH6+2lpaQSATp48WeVzLKk+pvhsWVJ97qVSqcjd3Z3mzp2rf8xS3p97VRWTMb81N2/eTCKRiDIyMvT7LF26lJRKpf49mzZtGrVs2dKg7GeffZaio6Mfuj7M+vCIJjPSarVYu3YtCgsLERERgRMnTkCtViMqKkq/T/PmzeHv74/ExEQzRmo+97cRq5wx7ZSbmwulUgmJRFLP0VmGmtqosLAQ8fHxCAoKgp+fnxkitAyVtVNRURGGDx+OJUuWwMvLy8wRWoaqPk+rV6+Gm5sbWrVqhbi4OBQVFZkxSsaYRqOBVquFjY2NweMKhQIHDhzQ309ISICHhwdCQkLwyiuvIDMzU78tMTERTk5OBiMYoqKiIBKJcOTIEf0+PXr0gEwm0+8THR2N5ORkZGdn13t9yt25cwebNm2qdETzxx9/DFdXV7Rv3x4LFiwwuDSmvupzr7S0NGRkZBj0gx0dHREeHq7vB5vqvUhMTDR4nfJ9TNnfNqY+lcnNzYWLi0uFxwcOHAgPDw90794dGzduNNhmafWp7WfL0upTbuPGjcjMzMSLL75YYZu53x9jGPNbMzExEa1bt4anp6dBrHl5efoR3JZSH2bZGuYvTjM7c+YMIiIiUFJSAnt7e2zYsAEtWrRAUlISZDIZnJycDPb39PRERkaGeYI1k6raiBkytp3++ecfzJs3z2BoeUNRUxt99dVXmDZtGgoLCxESEoIdO3YYdH4aiuraafLkyejatSsGDRpk5ijNr7p2Gj58OAICAuDj44PTp09j+vTpSE5Oxq+//mrmqBlruBwcHBAREYF58+YhNDQUnp6eWLNmDRITExEcHAyg7LK5p556CkFBQUhNTcWMGTPQr18/JCYmQiwWIyMjAx4eHgblSiQSuLi46PtnGRkZCAoKMtin/IdaRkYGnJ2d660+91q1ahUcHBwqTMMwceJEhIWFwcXFBYcOHUJcXBzS09OxaNGieq3Pvcrb8t4fuOX3721nU7wXGRkZ1b5OfdXnfikpKfjyyy/x6aef6h+zt7fHwoUL0a1bN4hEIqxfvx6DBw/Gb7/9hoEDB+pfy1LqY4rPliXV517ffvstoqOj0ahRI/1jlvL+GCMjI6PG35pVxVq+rbp98vLyUFxcDIVCUUc1YI8STjSZQUhICJKSkpCbm4tffvkFsbGx2Lt3r7nDsihVtREnmwwZ0055eXno378/WrRogdmzZ5svWDOpqY1GjBiBxx9/HOnp6fj0008xdOhQHDx4sMLZYmtXVTulpKRg9+7dOHnypLlDtAjVfZ7uTeS2bt0a3t7e6NOnD1JTU9GkSRMzRs1Yw/b999/jpZdegq+vL8RiMcLCwjBs2DCcOHECAPDcc8/p923dujXatGmDJk2aICEhAX369DFX2FWqqT73+u677zBixIgKx7QpU6bo/79NmzaQyWR4+eWX8dFHH0Eul9d5HVhFt27dQkxMDJ555hmMHTtW/7ibm5vB+9WpUyfcvn0bCxYs0CcyLIm1frZu3ryJbdu24eeffzZ4/FF7fxirL3zpnBnIZDIEBwejQ4cO+Oijj9C2bVt8/vnn8PLygkqlqrCK2p07dxrc5SpVtREzVFM75efnIyYmBg4ODtiwYQOkUqkZozWPmtrI0dERTZs2RY8ePfDLL7/g4sWL2LBhgxkjNo+q2mn37t1ITU2Fk5MTJBKJ/tLLIUOGIDIy0rxBm8GD/G0KDw8HUHaGmjFmPk2aNMHevXtRUFCAGzdu4OjRo1Cr1WjcuHGl+zdu3Bhubm76766Xlxfu3r1rsI9Go0FWVpa+f+bl5VVh5aby+6buwxlbn/379yM5ORljxoypsczw8HBoNBpcvXpVH3N91adcebmVve697WyK96KqfUxZN2PqU+727dvo1asXunbtatSE6+Hh4QbHFkurz/2xPuhnyxLrEx8fD1dXV6OSR+Z4f4xhzG/N2rw/SqWSRzMxPU40WQCdTofS0lJ06NABUqkUu3bt0m9LTk7G9evXG/z8ROVtxKp3bzuVr+ohk8mwcePGBjdCpyrVfZaICETEnzX8fzu9/fbbOH36NJKSkvQ3AFi8eDHi4+PNG6QFqO7zVN5W3t7e9RgRY6wqdnZ28Pb2RnZ2NrZt21bl5cA3b95EZmam/rsbERGBnJwcgxFDu3fvhk6n0yeUIyIisG/fPqjVav0+O3bsQEhISJ1cZmZMfb799lt06NABbdu2rbGspKQkiEQi/WVp5qhPUFAQvLy8DPrBeXl5OHLkiL4fbKr3IiIiwuB1yvcxZX/bmPoAZSOZIiMj9SvhikQ1/zxLSkoyOLZYUn0qi/VBP1uWVh8iQnx8PEaOHGnUSVtzvD/GMOa3ZkREBM6cOWOQ0N2xYweUSqX+agBLqQ+zcGaejLzBefvtt2nv3r2UlpZGp0+fprfffpsEQaDt27cTEdH48ePJ39+fdu/eTcePH6eIiAiKiIgwc9T1q6Y2Sk9Pp5MnT9KKFSsIAO3bt49OnjxJmZmZZo68flXXTrm5uRQeHk6tW7emlJQUSk9P1980Go25Q6831bVRamoqffjhh3T8+HG6du0aHTx4kAYMGEAuLi50584dc4der2r6zt0PDXTVueraKSUlhebOnUvHjx+ntLQ0+v3336lx48bUo0cPc4fNWIO3detW2rJlC125coW2b99Obdu2pfDwcFKpVJSfn09vvfUWJSYmUlpaGu3cuZPCwsKoadOmVFJSoi8jJiaG2rdvT0eOHKEDBw5Q06ZNadiwYfrtOTk55OnpSS+88AKdPXuW1q5dS7a2tvT111/Xa33K5ebmkq2tLS1durTC8w8dOkSLFy+mpKQkSk1NpR9++IHc3d1p5MiRdV6f/Px8OnnyJJ08eZIA0KJFi+jkyZN07do1IiL6+OOPycnJiX7//Xc6ffo0DRo0iIKCgqi4uFhfhinei4MHD5JEIqFPP/2ULly4QLNmzSKpVEpnzpyp1/rcvHmTgoODqU+fPnTz5k2D/lq5lStX0o8//kgXLlygCxcu0AcffEAikYi+++47i6uPqT5bllKfcjt37iQAdOHChQqvYUnvT2ZmJp08eZI2bdpEAGjt2rV08uRJg89TTb81NRoNtWrVivr27UtJSUm0detWcnd3p7i4OP0+V65cIVtbW5o6dSpduHCBlixZQmKxmLZu3fpA9WHWjRNN9eyll16igIAAkslk5O7uTn369DH4MVdcXEyvvvoqOTs7k62tLT355JMGfxwagpraaNasWQSgwi0+Pt58QZtBde20Z8+eStsIAKWlpZk38HpUXRvdunWL+vXrRx4eHiSVSqlRo0Y0fPhwunjxopmjrn81fefu11ATTdW10/Xr16lHjx7k4uJCcrmcgoODaerUqZSbm2vmqBljP/30EzVu3JhkMhl5eXnRhAkTKCcnh4iIioqKqG/fvuTu7k5SqZQCAgJo7NixBkt7E5X9gBs2bBjZ29uTUqmkF198kfLz8w32OXXqFHXv3p3kcjn5+vrSxx9/XO/1Kff111+TQqGo8DgR0YkTJyg8PJwcHR3JxsaGQkND6cMPPzRIrNVVfarqn8TGxhJR2ZLz7777Lnl6epJcLqc+ffpQcnKyQRmmei9+/vlnatasGclkMmrZsiVt2rSp3usTHx9fZX+t3MqVKyk0NJRsbW1JqVRS586dDZant6T6mPKzZQn1KTds2DDq2rVrpa9hSe9PVZ+nWbNm6csw5rfm1atXqV+/fqRQKMjNzY3efPNNUqvVFWJp164dyWQyaty4cYP7HcZqJhARmWx4FGOMMcYYY4wxxhhrsHiOJsYYY4wxxhhjjDFmEpxoYowxxhhjjDHGGGMmwYkmxhhjjDHGGGOMMWYSnGhijDHGGGOMMcYYYybBiSbGGGOMMcYYY4wxZhKcaGKMMcYYY4wxxhhjJsGJJsYYY4wxxhhjjDFmEpxoYowxxhhjjDHGGGMmwYkmZlEiIyMxadIkc4fB2CMlMjISgiBAEAQkJSUBABISEiAIAnJycswSU/nrC4KAwYMHmyUGxhhjlm/UqFFWdZy4evWqwfGYmd/KlSv1fZJ7f2cEBgbis88+M/nrBQYG6l/PXP0wxsyNE02s3o0aNUr/x/feW0pKCn799VfMmzevVuULgoDffvutVmXMnj0b7dq1q1UZrAx3uOrH2LFjkZ6ejlatWpk7FABA165dkZ6ejqFDh5o7FMYYY/+6tw8mlUoRFBSEadOmoaSkxOgyHvZERlX9gc8//xwrV658oLIsmZ+fn0Udj2tibYm+qiiVSqSnpxv9O2PZsmVwcHCARqPRP1ZQUACpVIrIyEiDfcu/E6mpqQCAY8eOYf369SaLnbFHkcTcAbCGKSYmBvHx8QaPubu7QywWV/s8lUoFmUxWl6ExI5njvVCr1ZBKpRZXlqnUJiZbW1t4eXmZOKKKjH3fZTIZvLy8oFAoUFpaWudxMcYYM055H0ytVuPEiROIjY2FIAj45JNPzBKPo6OjWV63rojF4no5HrOKquujCILwQO9Lr169UFBQgOPHj6NLly4AgP3798PLywtHjhxBSUkJbGxsAAB79uyBv78/mjRpAqDsN42Li0sta8PYo41HNDGzkMvl8PLyMriJxeIKl84FBgZi3rx5GDlyJJRKJcaNGweVSoXXXnsN3t7esLGxQUBAAD766CP9/gDw5JNPQhAE/f3KJCQkoHPnzrCzs4OTkxO6deuGa9euYeXKlZgzZw5OnTqlP+tXfqZt0aJFaN26Nezs7ODn54dXX30VBQUFBuWuWLECfn5+sLW1xZNPPolFixbBycnJYJ/ff/8dYWFhsLGxQePGjTFnzhyDMybGxmpseYIgYOnSpejXrx8UCgUaN26MX375xeA1pk+fjmbNmsHW1haNGzfGu+++C7Vard9ePsrrm2++QVBQkP7gunXrVnTv3h1OTk5wdXXFE088oT+jAwBBQUEAgPbt20MQBP1ZIJ1Oh7lz56JRo0aQy+Vo164dtm7dqn9e+ZnPn376CT179oSNjQ1Wr15dafvUVL/qyvrmm28QGhoKGxsbNG/eHF999ZX+edV91ogIs2fPhr+/P+RyOXx8fDBx4kSDmO4fWefk5KT/LD1sTA/q4MGDaNOmDWxsbNClSxecPXtWvy0zMxPDhg2Dr68vbG1t0bp1a6xZs8bg+ZGRkXjttdcwadIkuLm5ITo6GgCwceNGNG3aFDY2NujVqxdWrVrFQ8QZY+wRUN4H8/Pzw+DBgxEVFYUdO3bot5eWlmLixInw8PCAjY0NunfvjmPHjgEoO3b16tULAODs7AxBEDBq1CgAD98fuH9ETWRkJCZOnIhp06bBxcUFXl5emD17tkEdLl68iO7du8PGxgYtWrTAzp07jRrRfvbsWfTr1w/29vbw9PTECy+8gH/++Ue/vbCwECNHjoS9vT28vb2xcOHCCn1TY4/v91/KvmnTpiqPxytXroSTkxP+/PNPhISEwNbWFk8//TSKioqwatUqBAYGwtnZGRMnToRWqzV4r9566y34+vrCzs4O4eHhSEhIqFDutm3bEBoaCnt7e8TExCA9PR1AWd9u1apV+P333/V93nuff6/y/sBrr70GR0dHuLm54d133wUR6ffJzs7GyJEj4ezsDFtbW/Tr1w+XL18GUNZvcnd3N+iftWvXDt7e3vr7Bw4cgFwuR1FREQAgJycHY8aMgbu7O5RKJXr37o1Tp07p96+qb/qwvvnmGzg5OWHXrl0ICQmBt7e3QXskJCRg0KBBCAoKwuHDhw0eL/9eMMb+RYzVs9jYWBo0aFCl23r27ElvvPGG/n5AQAAplUr69NNPKSUlhVJSUmjBggXk5+dH+/bto6tXr9L+/fvpxx9/JCKiu3fvEgCKj4+n9PR0unv3bqWvo1arydHRkd566y1KSUmh8+fP08qVK+natWtUVFREb775JrVs2ZLS09MpPT2dioqKiIho8eLFtHv3bkpLS6Ndu3ZRSEgIvfLKK/pyDxw4QCKRiBYsWEDJycm0ZMkScnFxIUdHR/0++/btI6VSSStXrqTU1FTavn07BQYG0uzZsx84VmPLA0Curq60YsUKSk5OpnfeeYfEYjGdP39ev8+8efPo4MGDlJaWRhs3biRPT0/65JNP9NtnzZpFdnZ2FBMTQ3/99RedOnWKiIh++eUXWr9+PV2+fJlOnjxJAwYMoNatW5NWqyUioqNHjxIA2rlzJ6Wnp1NmZiYRES1atIiUSiWtWbOGLl68SNOmTSOpVEqXLl0iIqK0tDQCQIGBgbR+/Xq6cuUK3b59u9I2qql+VZX1ww8/kLe3t/6x9evXk4uLC61cuZKIqNrP2rp160ipVNLmzZvp2rVrdOTIEVq+fLlBTBs2bDCI09HRkeLj42sVU2Xu/94QEe3Zs4cAUGhoKG3fvp1Onz5NTzzxBAUGBpJKpSIiops3b9KCBQvo5MmTlJqaSl988QWJxWI6cuSIQdn29vY0depUunjxIl28eJGuXLlCUqmU3nrrLbp48SKtWbOGfH19CQBlZ2cbxFHd950xxlj9uv9v8pkzZ8jLy4vCw8P1j02cOJF8fHxo8+bNdO7cOYqNjSVnZ2fKzMwkjUZD69evJwCUnJxM6enplJOTQ0QP3x+4P6aePXuSUqmk2bNn06VLl2jVqlUkCAJt376diIg0Gg2FhITQ448/TklJSbR//37q3Llzpcfde2VnZ5O7uzvFxcXRhQsX6K+//qLHH3+cevXqpd/nlVdeIX9/f9q5c6f+uOng4GBwjDX2+H7y5EkiMu54HB8fT1KplB5//HH666+/aO/eveTq6kp9+/aloUOH0rlz5+iPP/4gmUxGa9eu1b/umDFjqGvXrrRv3z59H1kul+v7UuXlRkVF0bFjx+jEiRMUGhpKw4cPJyKi/Px8Gjp0KMXExOj7vKWlpZW2X3l/4I033qCLFy/SDz/8QLa2tgZ9n4EDB1JoaCjt27ePkpKSKDo6moKDg/X1fOqpp2jChAlERJSVlUUymYwcHR3pwoULRET0/vvvU7du3fTlRUVF0YABA+jYsWN06dIlevPNN8nV1VX/2amqb3q/+Ph4g754uYCAAFq8eDEREX3yySfk6upq0AcaPnw49e3bV3+/U6dOtG7dOho/fjy99957RERUVFREcrm8Qj+t/H2/v1/EWEPBiSZW72JjY0ksFpOdnZ3+9vTTTxNR5YmmwYMHGzz/9ddfp969e5NOp6u0/Jo6GkREmZmZBIASEhIq3T5r1ixq27ZtjXVZt24dubq66u8/++yz1L9/f4N9RowYYXBw69OnD3344YcG+3z//ffk7e39ULEaUx4AGj9+vME+4eHhBkmy+y1YsIA6dOigvz9r1iySSqVVJu/K/f333wSAzpw5Q0QVO1zlfHx86IMPPjB4rFOnTvTqq68aPO+zzz6r9vWMqV9VZTVp0kSfOCo3b948ioiIIKLqP2sLFy6kZs2a6TtPlcVkTEf0QWOqTHWJpns7pJmZmaRQKOinn36qsqz+/fvTm2++aVB2+/btDfaZPn06tWrVyuCxmTNncqKJMcYs3L19MLlcTgBIJBLRL7/8QkREBQUFJJVKafXq1frnqFQq8vHxofnz5xOR8T+gje0PVJZo6t69u8E+nTp1ounTpxMR0ZYtW0gikVB6erp++44dO2rs/82bN88gaUBEdOPGDX3SLD8/n2QyGf3888/67eXHTVMkmqo7HsfHxxMASklJ0e/z8ssvk62tLeXn5+sfi46OppdffpmIiK5du0ZisZhu3bplEEufPn0oLi6uynKXLFlCnp6e+vvGHqd79uxJoaGhBn2i6dOnU2hoKBERXbp0iQDQwYMH9dv/+ecfUigU+jb94osvqGXLlkRE9Ntvv1F4eDgNGjSIli5dSkRliaUZM2YQEdH+/ftJqVRSSUmJQRxNmjShr7/+moiM75vWlGiaNm0aeXt709mzZw22r1ixguzs7EitVlNeXh5JJBK6e/cu/fjjj9SjRw8iItq1axcB0J8ALseJJtbQ8aVzzCx69eqFpKQk/e2LL76oct+OHTsa3B81ahSSkpIQEhKCiRMnYvv27dW+1vXr12Fvb6+/ffjhh3BxccGoUaMQHR2NAQMG4PPPP9cPI67Ozp070adPH/j6+sLBwQEvvPACMjMz9UN8k5OT0blzZ4Pn3H//1KlTmDt3rkFM5RM5l5dzr5piNba8iIgIg3IjIiJw4cIF/f2ffvoJ3bp1g5eXF+zt7fHOO+/g+vXrBs8JCAiAu7u7wWOXL1/GsGHD0LhxYyiVSv3livc/9155eXm4ffs2unXrZvB4t27dDGICKr7/VampfveXVVhYiNTUVIwePdqg7d5//339UP/qPmvPPPMMiouL0bhxY4wdOxYbNmyo9vLHqjxoTA/q3nZxcXFBSEiIvl20Wi3mzZuH1q1bw8XFBfb29ti2bVuF965Dhw4G95OTk9GpUyeDx+7/nDPGGLNM5X2wI0eOIDY2Fi+++CKGDBkCAEhNTYVarTY4PkulUnTu3LnCMfV+D9MfqEqbNm0M7nt7e+Pu3bsAyo5Bfn5+BvPt3H8MKr88zt7eHi1btgRQ1l/as2ePwfG1efPm+nqnpqZCpVIhPDxcX075cdMUqjseA2VzLZbP8QMAnp6eCAwMhL29vcFj5e1w5swZaLVaNGvWzKBOe/fuNegz3F/uvW35oLp06QJBEAzqdPnyZWi1Wly4cAESicSg/VxdXQ3q2bNnT5w/fx5///039u7di8jISERGRiIhIQFqtRqHDh3SX1J56tQpFBQUwNXV1aB+aWlpBvWrrG/6IBYuXIgVK1bgwIED+s9KucjISBQWFuLYsWPYv38/mjVrBnd3d/Ts2VM/T1NCQgIaN24Mf3//h46BMWvEk4Ezs7Czs0NwcLDR+94rLCwMaWlp2LJlC3bu3ImhQ4ciKiqqwpxD5Xx8fAxWOCmfnC8+Ph4TJ07E1q1b8dNPP+Gdd97Bjh079BP+3e/q1at44okn8Morr+CDDz6Ai4sLDhw4gNGjR0OlUsHW1tao+hQUFGDOnDl46qmnKmyr6try6mJ9mPLul5iYiBEjRmDOnDmIjo6Go6Mj1q5di4ULFxrsd/97AQADBgxAQEAAVqxYAR8fH+h0OrRq1Qoqlcqo165JZa9pirLK59ZasWKFQacIgH5S+uo+a35+fkhOTsbOnTuxY8cOvPrqq1iwYAH27t0LqVQKQRAM5i0AYDDn1cPGZEoLFizA559/js8++0w/99ikSZMqvHemfA8YY4yZ1719sO+++w5t27bFt99+i9GjR9eqXFP2B+5fGEMQBOh0OqOf/80336C4uNigrIKCAgwYMKDSSc+9vb2RkpJiVNnGHt8fVGV1rq4dCgoKIBaLceLEiQp9hHuTU5WVcX/89aX8xNbevXuxd+9efPDBB/Dy8sInn3yCY8eOQa1Wo2vXrgDK6nf/HEnl7p37tLZ9lMceewybNm3Czz//jLfffttgW3BwMBo1aoQ9e/YgOzsbPXv2BFD228LPzw+HDh3Cnj170Lt371rFwJg14kQTeyQplUo8++yzePbZZ/H0008jJiYGWVlZcHFxgVQqNZgoUSKRVJnUat++Pdq3b4+4uDhERETgxx9/RJcuXSCTyQzKAIATJ05Ap9Nh4cKFEInKBgP+/PPPBvuEhIToJ8wsd//9sLAwJCcnG51oqylWY8s7fPgwRo4caXC/ffv2AIBDhw4hICAAM2fO1G+/d7LxqmRmZiI5ORkrVqzAY489BqBsIsd7la/+cW97KpVK+Pj44ODBg/qDNlA2cfXDjoyprn6V8fT0hI+PD65cuYIRI0ZUuV91nzWFQoEBAwZgwIABmDBhApo3b44zZ84gLCwM7u7uBiPPLl++XOmItYeJ6UEcPnxYf5YtOzsbly5dQmhoKICy9h40aBCef/55AGUTtF+6dAktWrSotsyQkBBs3rzZ4LH7P+eMMcYsn0gkwowZMzBlyhQMHz4cTZo0gUwmw8GDBxEQEACgLIly7Ngx/YTYlR3XH7Y/8DBCQkJw48YN3LlzB56engAqHoN8fX0rPC8sLAzr169HYGAgJJKKP4GaNGkCqVSKI0eOVDhu3ttXeZjjO1D98fhhtG/fHlqtFnfv3tW3+cOorM9blSNHjhjcP3z4MJo2bQqxWIzQ0FBoNBocOXJEnywq/1yU9ysEQcBjjz2G33//HefOnUP37t1ha2uL0tJSfP311+jYsaM+cRQWFoaMjAxIJJJqF/eprc6dO+O1115DTEwMJBIJ3nrrLYPtvXr1QkJCArKzszF16lT94z169MCWLVtw9OhRvPLKK3UWH2OPKk40sUfOokWL4O3tjfbt20MkEmHdunXw8vLSn90IDAzErl270K1bN8jlcjg7O1coIy0tDcuXL8fAgQPh4+OD5ORkXL58WZ+oCAwMRFpaGpKSktCoUSM4ODggODgYarUaX375JQYMGICDBw9i2bJlBuW+/vrr6NGjBxYtWoQBAwZg9+7d2LJli8Ew4/feew9PPPEE/P398fTTT0MkEuHUqVM4e/Ys3n///QeO1djy1q1bh44dO6J79+5YvXo1jh49im+//RYA0LRpU1y/fh1r165Fp06dsGnTJmzYsKHG98LZ2Rmurq5Yvnw5vL29cf369Qpngzw8PKBQKLB161Y0atQINjY2cHR0xNSpUzFr1iw0adIE7dq1Q3x8PJKSkqpcWa4m1dWvKnPmzMHEiRPh6OiImJgYlJaW4vjx48jOzsaUKVOq/aytXLkSWq0W4eHhsLW1xQ8//ACFQqHvmPfu3Rv//e9/ERERAa1Wi+nTp1c4q/gwMT2ouXPnwtXVFZ6enpg5cybc3Nz0q/s0bdoUv/zyCw4dOgRnZ2csWrQId+7cqTHR9PLLL2PRokWYPn06Ro8ejaSkJP1qO/d+1hljjFm+Z555BlOnTsWSJUvw1ltv4ZVXXsHUqVPh4uICf39/zJ8/H0VFRfoRTwEBARAEAX/++Sf+85//QKFQ1Ko/8KAef/xxNGnSBLGxsZg/fz7y8/PxzjvvAKj+GDRhwgSsWLECw4YN069ol5KSgrVr1+Kbb76Bvb09Ro8ejalTp8LV1RUeHh6YOXOm/uRiuYc9vld3PH4YzZo1w4gRIzBy5EgsXLgQ7du3x99//41du3ahTZs26N+/v1HlBAYGYtu2bUhOToarqyscHR2rrM/169cxZcoUvPzyy/jrr7/w5Zdf6ke/N23aFIMGDcLYsWPx9ddfw8HBAW+//TZ8fX0xaNAgfRmRkZF488030bFjR/3Iqx49emD16tUGiZyoqChERERg8ODBmD9/Ppo1a4bbt29j06ZNePLJJ42eWsEYXbt2xebNm9GvXz9IJBKDVQZ79eqFCRMmQK1WGyQce/bsiddeew0qlYpXnGOsMmaeI4o1QA+66lz5ahDlli9fTu3atSM7OztSKpXUp08f+uuvv/TbN27cSMHBwSSRSCggIKDS18nIyKDBgweTt7c3yWQyCggIoPfee0+/MkpJSQkNGTKEnJyc9KvYEZWtlObt7U0KhYKio6Ppf//7X4WJ/pYvX06+vr6kUCho8ODB9P7775OXl5fB62/dupW6du1KCoWClEolde7c2WDVjgeJ1ZjyANCSJUvo8ccfJ7lcToGBgRUmhJ46dSq5urqSvb09Pfvss7R48WKDiROrmiB9x44dFBoaSnK5nNq0aUMJCQkVJspcsWIF+fn5kUgkop49exIRkVarpdmzZ5Ovry9JpVJq27YtbdmyRf+cqiYNrUxN9auurNWrV1O7du1IJpORs7Mz9ejRg3799Vciqv6ztmHDBgoPDyelUkl2dnbUpUsX2rlzp77cW7duUd++fcnOzo6aNm1KmzdvrnayUGNjqkx1k4H/8ccf1LJlS5LJZNS5c2eDFVkyMzNp0KBBZG9vTx4eHvTOO+/QyJEjK0zKen/ZRES///47BQcHk1wup8jISFq6dCkBoOLiYoP9eDJwxhizHFX9Tf7oo4/I3d2dCgoKqLi4mF5//XVyc3MjuVxO3bp1o6NHjxrsP3fuXPLy8iJBECg2NpaIHr4/UNlk4PcfdwYNGqR/HSKiCxcuULdu3Ugmk1Hz5s3pjz/+IAC0devWaut/6dIlevLJJ8nJyYkUCgU1b96cJk2apJ/gOj8/n55//nmytbUlT09Pmj9/foV4HvT4bszxuLLJqivrd93fViqVit577z0KDAwkqVRK3t7e9OSTT9Lp06erLHfDhg1070/Au3fv0uOPP0729vYEgPbs2VNp2/Xs2ZNeffVVGj9+PCmVSnJ2dqYZM2YYTA6elZVFL7zwAjk6Our7yuUr4JU7efIkAdBP7k5UtqpzZe9fXl4evf766+Tj40NSqZT8/PxoxIgRdP369SrbqDLGrDpHRLR3716ys7OjL774Qv9Y+fvZvHlzg+devXqVAFBISEilr8mTgbOGTiAy00W6jDUQY8eOxcWLF7F//36zxSAIAjZs2FCrM2eWzNrrV5PIyEi0a9cOn332mdli+OCDD7Bs2TLcuHHD4PFRo0YhJycHv/32m3kCY4wxZvUOHjyI7t27IyUlxWDia1Oo7TE2ISEBvXr1QnZ2tsHcQo8aS+hrPKyVK1di0qRJyMnJqbfXtJb3nbGHxavOMWZin376KU6dOoWUlBR8+eWXWLVqFWJjY80dFrNyX331Fezt7XHmzJl6e71jx47hypUr+P7777FgwQKDz/n+/fthb2//0JdCMsYYY1XZsGEDduzYgatXr2Lnzp0YN24cunXrZvIkE7Meubm5sLe3x/Tp0+v8tVq2bIl+/frV+eswZsl4jibGTOzo0aP6OQMaN26ML774AmPGjDF3WMyKrV69Wr+6Tn0tr3v58mW8//77yMrKgr+/P958803ExcXpt3fs2FG/2uO9q98wxhhjtZWfn4/p06fj+vXrcHNzQ1RUVIWVchkrN2TIEHTv3h0A6mV00ebNm/UrESqVyjp/PcYsEV86xxhjjDHGGGOMMcZMgi+dY4wxxhhjjDHGGGMmwYkmxhhjjDHGGGOMMWYSnGhijDHGGGOMMcYYYybBiSbGGGOMMcYYY4wxZhKcaGKMMcYYY4wxxhhjJsGJJsYYY4wxxhhjjDFmEpxoYowxxhhjjDHGGGMmwYkmxhhjjDHGGGOMMWYSnGhijDHGGGOMMcYYYybxf8ZhD2bASGgQAAAAAElFTkSuQmCC",
"text/plain": [
""
]
@@ -2583,45 +1820,45 @@
" \n",
" \n",
" mean \n",
- " 10135.686607 \n",
- " 19082.723082 \n",
- " 0.000262 \n",
+ " 10135.770412 \n",
+ " 19082.731931 \n",
+ " 0.000061 \n",
" \n",
" \n",
" std \n",
- " 343.615741 \n",
- " 41.090473 \n",
- " 0.000346 \n",
+ " 343.638436 \n",
+ " 41.083399 \n",
+ " 0.000339 \n",
" \n",
" \n",
" min \n",
- " 9400.423308 \n",
- " 18966.672662 \n",
- " -0.000277 \n",
+ " 9400.472872 \n",
+ " 18966.694449 \n",
+ " -0.000145 \n",
" \n",
" \n",
" 25% \n",
- " 9896.120764 \n",
- " 19053.065290 \n",
- " -0.000074 \n",
+ " 9896.129241 \n",
+ " 19053.127536 \n",
+ " -0.000034 \n",
" \n",
" \n",
" 50% \n",
- " 10113.873856 \n",
- " 19083.751428 \n",
- " 0.000285 \n",
+ " 10113.848903 \n",
+ " 19083.760938 \n",
+ " 0.000046 \n",
" \n",
" \n",
" 75% \n",
- " 10340.207942 \n",
- " 19115.800699 \n",
- " 0.000480 \n",
+ " 10340.308418 \n",
+ " 19115.830717 \n",
+ " 0.000090 \n",
" \n",
" \n",
" max \n",
- " 11157.975648 \n",
- " 19160.709740 \n",
- " 0.001336 \n",
+ " 11158.086187 \n",
+ " 19160.710428 \n",
+ " 0.003330 \n",
" \n",
" \n",
"\n",
@@ -2630,16 +1867,16 @@
"text/plain": [
" total_power_kw oil_export_m3_day mass_balance_percent\n",
"count 100.000000 100.000000 100.000000\n",
- "mean 10135.686607 19082.723082 0.000262\n",
- "std 343.615741 41.090473 0.000346\n",
- "min 9400.423308 18966.672662 -0.000277\n",
- "25% 9896.120764 19053.065290 -0.000074\n",
- "50% 10113.873856 19083.751428 0.000285\n",
- "75% 10340.207942 19115.800699 0.000480\n",
- "max 11157.975648 19160.709740 0.001336"
+ "mean 10135.770412 19082.731931 0.000061\n",
+ "std 343.638436 41.083399 0.000339\n",
+ "min 9400.472872 18966.694449 -0.000145\n",
+ "25% 9896.129241 19053.127536 -0.000034\n",
+ "50% 10113.848903 19083.760938 0.000046\n",
+ "75% 10340.308418 19115.830717 0.000090\n",
+ "max 11158.086187 19160.710428 0.003330"
]
},
- "execution_count": 21,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
@@ -2718,8 +1955,17 @@
" calculation_thread.interrupt()\n",
" calculation_thread.join()\n",
" raise TimeoutError(\"A Latin-hypercube process case timed out.\")\n",
+ " metrics = extract_process_metrics(process)\n",
+ " if abs(metrics[\"mass_balance_percent\"]) >= 1.0e-2:\n",
+ " converged = process.runUntilConverged(50)\n",
+ " metrics = extract_process_metrics(process)\n",
+ " if not converged or abs(metrics[\"mass_balance_percent\"]) >= 1.0e-2:\n",
+ " raise RuntimeError(\n",
+ " \"Latin-hypercube case did not reach the 0.01% mass-closure gate: \"\n",
+ " f\"{metrics['mass_balance_percent']:.8f}%\"\n",
+ " )\n",
" row = {name: parameters[name] for name in variable_names}\n",
- " row.update(extract_process_metrics(process))\n",
+ " row.update(metrics)\n",
" case_rows.append(row)\n",
" return pd.DataFrame(case_rows)\n",
"\n",
@@ -2731,7 +1977,10 @@
"\n",
"assert len(scenario_df) == 100\n",
"assert np.isfinite(scenario_df.select_dtypes(include=[np.number])).all().all()\n",
- "assert scenario_df[\"mass_balance_percent\"].abs().max() < 1.0e-2\n",
+ "max_scenario_mass_balance_percent = scenario_df[\"mass_balance_percent\"].abs().max()\n",
+ "assert max_scenario_mass_balance_percent < 1.0e-2, (\n",
+ " f\"Worst Latin-hypercube mass imbalance was {max_scenario_mass_balance_percent:.8f}%\"\n",
+ ")\n",
"\n",
"figure, axes = plt.subplots(1, 2, figsize=(12.0, 4.8))\n",
"power_scatter = axes[0].scatter(\n",
@@ -2786,13 +2035,13 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 26,
"id": "f7c46549",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -2835,17 +2084,17 @@
" Base \n",
" 31.5 \n",
" 8.000 \n",
- " 10431.428 \n",
- " 19130.518 \n",
+ " 10431.534 \n",
+ " 19130.542 \n",
" 9.579 \n",
" \n",
" \n",
" 1 \n",
" Direct SLSQP \n",
" 35.0 \n",
- " 9.158 \n",
- " 9909.852 \n",
- " 19133.180 \n",
+ " 9.157 \n",
+ " 9909.949 \n",
+ " 19133.216 \n",
" 9.594 \n",
" \n",
" \n",
@@ -2854,13 +2103,13 @@
],
"text/plain": [
" Case Psep1 [barg] ... Oil [m3/day] RVP [psia]\n",
- "0 Base 31.5 ... 19130.518 9.579\n",
- "1 Direct SLSQP 35.0 ... 19133.180 9.594\n",
+ "0 Base 31.5 ... 19130.542 9.579\n",
+ "1 Direct SLSQP 35.0 ... 19133.216 9.594\n",
"\n",
"[2 rows x 6 columns]"
]
},
- "execution_count": 22,
+ "execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
@@ -2962,13 +2211,13 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 27,
"id": "2e2167cb",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -3006,37 +2255,37 @@
" \n",
" 0 \n",
" Held-out R2 \n",
- " 0.794 \n",
+ " 0.796 \n",
" - \n",
" \n",
" \n",
" 1 \n",
" Held-out MAE \n",
- " 102.372 \n",
+ " 101.716 \n",
" kW \n",
" \n",
" \n",
" 2 \n",
" Candidate predicted power \n",
- " 9610.111 \n",
+ " 9604.674 \n",
" kW \n",
" \n",
" \n",
" 3 \n",
" Candidate NeqSim power \n",
- " 9298.135 \n",
+ " 9430.934 \n",
" kW \n",
" \n",
" \n",
" 4 \n",
" Candidate prediction error \n",
- " 3.355 \n",
+ " 1.842 \n",
" % \n",
" \n",
" \n",
" 5 \n",
" Candidate RVP \n",
- " 10.774 \n",
+ " 10.509 \n",
" psia \n",
" \n",
" \n",
@@ -3045,15 +2294,15 @@
],
"text/plain": [
" Metric Value Unit\n",
- "0 Held-out R2 0.794 -\n",
- "1 Held-out MAE 102.372 kW\n",
- "2 Candidate predicted power 9610.111 kW\n",
- "3 Candidate NeqSim power 9298.135 kW\n",
- "4 Candidate prediction error 3.355 %\n",
- "5 Candidate RVP 10.774 psia"
+ "0 Held-out R2 0.796 -\n",
+ "1 Held-out MAE 101.716 kW\n",
+ "2 Candidate predicted power 9604.674 kW\n",
+ "3 Candidate NeqSim power 9430.934 kW\n",
+ "4 Candidate prediction error 1.842 %\n",
+ "5 Candidate RVP 10.509 psia"
]
},
- "execution_count": 23,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
@@ -3193,72 +2442,15 @@
"justify concurrency. Each process owns its streams and thermodynamic systems; no mutable object is\n",
"shared. The first example preserves direct `runAsThread()` use. The second uses NeqSim's managed\n",
"`NeqSimThreadPool`, which centralizes pool size, queueing, shutdown behavior, and returned futures.\n",
- "Timing from a shared notebook runtime is illustrative rather than a formal benchmark. Concurrent results are checked within 1e-6 kW; this is below one microwatt and covers only floating-point scheduling noise."
+ "Timing from a shared notebook runtime is illustrative rather than a formal benchmark. After timing, every model is qualified sequentially with `runUntilConverged` before concurrent results are checked within 1e-6 kW; this is below one microwatt and covers only floating-point scheduling noise."
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 28,
"id": "748fe3ec",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " Runtime property \n",
- " Value \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " 0 \n",
- " Logical CPUs visible to Python \n",
- " 9 \n",
- " \n",
- " \n",
- " 1 \n",
- " Managed NeqSim pool size \n",
- " 9 \n",
- " \n",
- " \n",
- " 2 \n",
- " Default NeqSim pool size \n",
- " 9 \n",
- " \n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " Runtime property Value\n",
- "0 Logical CPUs visible to Python 9\n",
- "1 Managed NeqSim pool size 9\n",
- "2 Default NeqSim pool size 9"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"available_cpus = os.cpu_count() or 1\n",
"parallel_power_tolerance_kw = 1.0e-6\n",
@@ -3277,18 +2469,33 @@
" ],\n",
" }\n",
")\n",
- "parallel_runtime\n"
+ "parallel_runtime\n",
+ "\n",
+ "\n",
+ "\n",
+ "def qualify_parallel_models(models):\n",
+ " qualified_metrics = []\n",
+ " for model in models:\n",
+ " converged = model.runUntilConverged(50)\n",
+ " metrics = extract_process_metrics(model)\n",
+ " if not converged or abs(metrics[\"mass_balance_percent\"]) >= 1.0e-2:\n",
+ " raise RuntimeError(\n",
+ " \"Parallel case did not reach the 0.01% mass-closure gate: \"\n",
+ " f\"{metrics['mass_balance_percent']:.8f}%\"\n",
+ " )\n",
+ " qualified_metrics.append(metrics)\n",
+ " return qualified_metrics\n"
]
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 29,
"id": "238aaa29",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
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lpVU5B0TGxMKCyAicnJwAAFlZWTrtf+vWLchkMoSGhmpt9/LygrOzM27duqW1/dHiAYDmw6+/v3+p2x//z0gmkyE4OFhrW8OGDQGgzD679+/fR3p6OlauXAkPDw+tH/WHwqSkpIreagm3bt2Cj49PiSKsSZMmmucf9fh7BwAXFxej/Idb1Tzrck51saA+Vv1+H78WLC0tq7TWhr55DgoK0vm8ANCgQQOt7R4eHjoXQr6+viUGu0dGRuLy5cslrjX1daq+1qKjoyGTyXQqgiqrW7du6NmzZ5ljLaKioiCEwMyZM0vEO2vWLK14b926VSJXQPGH/sfJZDJMmDABZ86cQXJyMn777Tc888wz2L9/v1bBUBY/P78SxZVCoajS9fs4lUqFL7/8Eg0aNIBcLoe7uzs8PDxw8eJFZGRkaPZzd3dH7969sWnTJs22X3/9FZaWlhg6dKje56usiv79qT1+/et7/1u3bh1atGgBGxsbuLm5wcPDA3/88YfWe7h16xa8vb3h4OCg9VqPXwtyuRwLFizAzp074enpiW7dumHhwoVISEioZBaIjIezQhEZgZOTE3x8fBAREaHXcbp+w2phYaHXdqHDoOyKqKdjHTVqFMaOHVvqPi1atKjy61TEmO9R19eqSgzVGX9V2NramvS1VCoVmjdvjsWLF5d6zOMfjo1t1qxZ6NGjB1asWFFixi31v41p06ahX79+pR7/eKGoLzc3NwwaNAiDBg1Cjx49EB4ejlu3biEgIKDMY6rjPjFv3jzMnDkTL7/8Mj755BO4urpCJpNh0qRJJaZwfuGFFzB+/HicP38erVq1wqZNm9C7d2+4u7tX6nyVoet7f/ya1Of+t379eowbNw5DhgzB+++/j3r16sHCwgLz589HdHR0peKeNGkSBg4ciB07dmD37t2YOXMm5s+fj/3796N169aVOieRMbCwIDKSAQMGYOXKlTh27JhWt6XSBAQEQKVSITIyUvMNMlA8m0p6enq5Hx4qQ6VSISYmRvPtLwDcuHEDAMr8VtzDwwOOjo5QKpXo06dPuefXpwtKQEAA9u7di6ysLK1v069du6Z53hAM1S3G2NTvNyoqCj179tRsLyoqws2bNytdvBkrz+rjIiMjtVrB7t+/X6VWpJCQEFy4cAG9e/cu93cXEhIClUqFK1eulFif5FFV/f13794dPXr0wIIFC/Dxxx9rPad+31ZWVhX+2wgICEBkZGSJ7devX9c5lnbt2iE8PBzx8fEGvzfoa8uWLejZsydWrVqltT09PV2rYACAIUOG4I033tB0h7px4wamT59e6fOVxlj/zvW5/23ZsgXBwcHYtm2bVjzq1iu1gIAA7Nu3D9nZ2VqtFmVdCyEhIZg6dSqmTp2KyMhItGrVCosWLcL69eur8M6IDItdoYiM5N///jfs7e3x6quvIjExscTz0dHRWLp0KQCgf//+AIrnp3+U+tvaZ5991uDxqad3BIq/rfvmm29gZWWF3r17l7q/hYUF/vWvf2Hr1q2ltsQ8Oq++vb09AJQ6beLj+vfvD6VSqRUPAHz55ZeQJAnPPPOMLm+nQvrEZErt2rWDm5sbvv/+exQVFWm2b9iwoUof1I2V5z59+sDKygpff/211re+j1/L+hoxYgTi4uLw/fffl3guNzcXDx48AFD8YVUmk2Hu3LklvtF+NB57e/sq/+7VYy0eX1eiXr16mtaM+Pj4Esc9+m+jf//+OH78OE6ePKn1/IYNG7SOSUhIwJUrV0qcq6CgAPv27Su166QpWFhYlPi2f/PmzaWOAXF2dka/fv2wadMm/PLLL7C2ti6xkJ0+5yuNIX7PpdHn/qduFXn0fZw4cQLHjh3TOqZ///4oKirCsmXLNNuUSiW+/vprrf1ycnKQl5entS0kJASOjo6lTr1MZEpssSAykpCQEPz88894/vnn0aRJE62Vt48ePYrNmzdr5lhv2bIlxo4di5UrVyI9PR3du3fHyZMnsW7dOgwZMkTrm2tDsLGxwa5duzB27Fh07NgRO3fuxB9//IEZM2bAw8OjzOM+++wzHDhwAB07dsRrr72GsLAwpKam4uzZs9i7d69mLYeQkBA4Oztj+fLlcHR0hL29PTp27Fhqv/2BAweiZ8+e+M9//oObN2+iZcuW+Ouvv/Dbb79h0qRJWgO1q0KfmEzJ2toas2fPxrvvvotevXphxIgRuHnzJtauXYuQkJBKfyNrrDx7eHhg2rRpmD9/PgYMGID+/fvj3Llz2Llzp07fMJdl9OjR2LRpE958800cOHAAXbp0gVKpxLVr17Bp0ybs3r0b7dq1Q2hoKP7zn//gk08+QdeuXTF06FDI5XKcOnUKPj4+mD9/PgCgbdu2WLZsGf773/8iNDQU9erV0wwE11X37t3RvXt3hIeHl3ju22+/xZNPPonmzZvjtddeQ3BwMBITE3Hs2DHcvXtXsw7Dv//9b/z00094+umn8d5778He3h4rV65EQEAALl68qDnf3bt30aFDB/Tq1Qu9e/eGl5cXkpKSsHHjRly4cAGTJk2qUn4NZcCAAZg7dy7Gjx+Pzp0749KlS9iwYUOJMVxqzz//PEaNGoXvvvsO/fr1K9GtTN/zPa5t27bYu3cvFi9eDB8fHwQFBWkNVK8KXe9/AwYMwLZt2/Dcc8/h2WefRWxsLJYvX46wsDBkZ2drzjdw4EB06dIFH374IW7evImwsDBs27atxFiSGzduoHfv3hgxYgTCwsJgaWmJ7du3IzExUaexNkTVqppnoSKqc27cuCFee+01ERgYKKytrYWjo6Po0qWL+Prrr7WmpiwsLBRz5swRQUFBwsrKSvj7+4vp06dr7SNE8XSzzz77bInXwSPTY6qVNj3k2LFjhb29vYiOjtasE+Dp6SlmzZpVYppHPDbdrBBCJCYmigkTJgh/f39hZWUlvLy8RO/evcXKlSu19vvtt99EWFiYsLS01Jo68fGpXYUQIisrS0yePFn4+PgIKysr0aBBA/H5559rTRda1ntU56S0KSYfp2tMpeVNiH+m9dy8ebPW9tKmHy1rutnHj1W/1uNTfX711VciICBAyOVy0aFDB3HkyBHRtm1b8fTTT1f4PkubblaIque5LEqlUsyZM0d4e3sLW1tb0aNHDxEREVHi91LWtKilxSqEEAUFBWLBggWiadOmQi6XCxcXF9G2bVsxZ84ckZGRobXv6tWrRevWrTX7de/eXezZs0fzfEJCgnj22WeFo6OjTtP2lpUD9Xt4/PcthBDR0dFizJgxwsvLS1hZWQlfX18xYMAAsWXLFq39Ll68KLp37y5sbGyEr6+v+OSTT8SqVau0ppvNzMwUS5cuFf369RN+fn7CyspKODo6ik6dOonvv/9e63emT171uX88LiYmRgAQixcv1mzLy8sTU6dO1fzuu3TpIo4dO1bi+lfLzMwUtra2AoBYv359ief1Pd/jrl27Jrp166Z5DfX1p55u9tHptIX459/uo9P8lpcLXe5/KpVKzJs3T/Pvt3Xr1uJ///tfqfe+lJQUMXr0aOHk5CQUCoUYPXq0OHfunNY9ITk5WUyYMEE0btxY2NvbC4VCITp27Cg2bdpUYT6IqpskhJmNGCQioxo3bhy2bNmi9c0ZmT+VSgUPDw8MHTq01O5BVLOtXbsW48ePR2xsbJVm/zKmixcvomXLlvjhhx/wyiuvmDocIjJDHGNBRGRm8vLySvQz//HHH5GamooePXqYJiiq806dOgUARp3al4hqNo6xICIyM8ePH8fkyZMxfPhwuLm54ezZs1i1ahWaNWuG4cOHmzo8qmOOHTuGAwcOYOHChWjUqJHBxiwQUe3DwoKIyMwEBgbC398fX331FVJTU+Hq6ooxY8bgs88+K7GQHJGxrVixAps3b0bXrl3x9ddfl1jhnIhIjWMsiIiIiIioyvi1AxERERERVRkLCyIiIiIiqrI6N8ZCpVLh3r17cHR0rPRCU0REREREdYEQAllZWfDx8alwjFWdKyzu3bsHf39/U4dBRERERFRj3LlzB35+fuXuU+cKC0dHRwDFyXFycjJxNLWDEAIZGRlQKBRsBTIg5tU4mFfjYF4Njzk1DubVOJhX4zCHvGZmZsLf31/zGbo8da6wUP9SnJycWFgYiBACQgg4OTnxZmJAzKtxMK/GwbwaHnNqHMyrcTCvxmFOedXl9Tl4m4iIiIiIqoyFBRERERERVRkLCyIiIiIiqrI6N8aCiIiIqCxKpRKFhYWmDqPGEUKgoKAAeXl5Jh8LUJtUR16trKxgYWFhkHOxsCAiIqI6TwiBhIQEpKenmzqUGkulUiElJcXUYdQ61ZFXZ2dneHl5Vbl4YWFBREREdZ66qKhXrx7s7Oz4rbuehBBQKpWwsLBg7gzI2HkVQiAnJwdJSUkAAG9v7yqdj4UFERER1WlKpVJTVLi5uZk6nBqJhYVxVEdebW1tAQBJSUmoV69elbpFcfA2ERER1WnqMRV2dnYmjoTINNTXflXHF7HFgoiIqJZSqgQOx6QgPjMf3k5ydA12g4WM3yaXhd+0U11lqGufhQUREVEttO1iPN7bEYG7GXmabX4KGywd0gxDW1StHzURUWnYFYqIiKiW2XYxHsPWndYqKgAgLiMPw9adxraL8SaKjOqamzdvQpIknD9/vkrnOXjwICRJMsmsXT169MCkSZOq/XXVwsPDIZPJasSMZSwsiIiIahGlSuC9HREQpTyn3jbptwgoVaXtQVWlVAkcjErGxrNxOBiVXC15TkhIwLvvvovg4GDI5XL4+/tj4MCB2Ldvn9Ff2xhK+yDfuXNnxMfHQ6FQmCaoalLae+/UqRPu3btXI947u0IRERHVIodjUkq0VDxKALiTnofDMSnoEepefYHVAabofnbz5k106dIFzs7O+Pzzz9G8eXMUFhZi9+7dmDBhAq5du2aU161u1tbW8PLyMnUYlVZYWAgrK6tKHat+7zVhDBBbLIiIiGqR+Mx8g+5HujFV97O3334bkiTh5MmT+Ne//oWGDRuiadOmmDJlCo4fP67Z7/bt2xg8eDAcHBzg5OSEESNGIDExUfP87Nmz0apVK6xevRr169eHg4MD3n77bSiVSixcuBBeXl6oV68ePv30U63XlyQJy5YtQ//+/eHo6IiQkBBs2bKl3JgjIiLwzDPPwMHBAZ6enhg9ejSSk5MBAOPGjUN4eDiWLl0KSZIgSRJu3rxZaleorVu3omnTppDL5QgMDMSiRYu0XicwMBDz5s3Dyy+/DEdHR9SvXx8rV64sN7YHDx5gzJgxcHBwgLe3d4lzqt/zjh07tLY5Oztj7dq1AP7p/vXrr7+ie/fusLGxwYYNG5CSkoIXX3wRvr6+sLOzQ/PmzbFx40bNOcp676V1hTLGezcEFhZERES1iLeTXKf9tl68hzN30iEEu0SVRgiBB/lFOv1k5hZi4vbyu5+9tyMCmbmFOp1P199Jamoqdu3ahQkTJsDe3r7E887OzgCKV24ePHgwUlNTER4ejj179iAmJgbPP/+81v7R0dHYuXMndu3ahY0bN2LVqlV49tlncffuXYSHh2PBggX46KOPcOLECa3jZs6ciaFDh+LMmTN46aWX8MILL+Dq1aulxpyeno5evXqhdevWOH36NHbt2oXExESMGDECALB06VJ06tQJr732GuLj4xEfHw9/f/8S5zlz5gxGjBiBF154AZcuXcLs2bMxc+ZMzYd7tUWLFqFdu3Y4d+4c3n77bbz11lu4fv16mTl9//33ER4ejt9++w1//fUXDh48iLNnz5a5f3k+/PBDvPfee7h69Sr69euHvLw8tG3bFn/88QciIiLw+uuvY/To0Th58qRZvHdDYFcoIiKiWqRrsBv8FDbldocCgK2XErD1UgIa13PAqLa+GNnGD4GuXMdBLadACYcZOw1yLgHgbkYeFB/t0mn/7HnPwF5e8Ue0qKgoCCHQuHHjcvfbt28fLl26hNjYWM0H1R9//BFNmzbFqVOn0L59ewDFBcjq1avh6OiIsLAw9OzZE9evX8eff/4JmUyGRo0aYcGCBThw4AA6duyoOf/w4cPx6quvQqlU4pNPPsHevXvx9ddf47vvvisRyzfffIPWrVtj3rx5mm2rV6+Gv78/bty4gYYNG8La2hp2dnbldn1avHgxevfujZkzZwIAGjZsiCtXruDzzz/HuHHjNPv1798fb7/9NgDggw8+wJdffokDBw6gUaNGJc6ZnZ2NVatWYf369ejduzcAYN26dfDz8ys3v2WZNGkShg4dqrVt2rRpmr+/++672L17NzZt2oQOHTpAoVCUeO+lFZnGeO+GwhYLIiKiWsRCJmHpkGalPic9/JneOxTPt/KBjaUM15Ky8dHO6wj6dB+6fXsEK4/dQlpOQbXGTJWja8vG1atX4e/vr/Xtd1hYGJydnbVaFgIDA+Ho6Kh57OnpibCwMMhkMq1tSUlJWufv1KlTicdltVhcuHABBw4cgIODg+ZHXRhFR0fr9H7U76lLly5a27p06YLIyEgolUrNthYtWmj+LkkSvLy8SsSvFh0djYKCAq2iydXVtdIfxNu1a6f1WF14NW/eHK6urnBwcMDu3btx+/Ztvc5rjPduKGyxICIiqmV6N3CHtYWEAqX2B08/ZxssGfzPQOLMvEJsvRiP9WficCA6GYdjUnE4JhXvbo/AgLB6GNXWD/2b1IPc0sIUb8Ok7KwtkD3vGZ32PRSTgv4/nKxwvz9f7YBuwW46vbYuGjRoAEmSDDZA+/HBxZIklbpNpVJV+jWys7MxcOBALFiwoMRz3t6GH+Bu6PjV53i8qCttxerHu6d9/vnnWLp0KZYsWYLmzZvD3t4ekyZNQkGBcQp5Y7z3irCwICIiqmV+OR+HAqVAk3r2+HZocyRkFZS68raTjRXGd6iP8R3q4256Ln4+G4efztxFREIWtl1KwLZLCXCxtcKIVj4Y1cYXnQNdIasjK3dLkqRTdyQA6NuoHvwUNojLyCt1nIWE4qKub6N6Bl353NXVFf369cO3336LiRMnlvggm56eDmdnZzRp0gR37tzBnTt3NK0WV65cQXp6OsLCwqocx/HjxzF69Gitx61bty513zZt2mDr1q0IDAyEpWXp+bW2ttb65r00TZo0wZEjR7S2HTlyBA0bNoSFReUK4ZCQEFhZWeHEiROoX78+ACAtLQ03btxA9+7dNft5eHggPv6fwfiRkZHIycmp8PxHjhzB4MGDMWrUKADFXc9u3Lih9Tsw1Xs3FHaFIiIiqmVWn7wDAHilYwB6NvDAi2180SPUvdwPtX7Otvh3r1Bcer8HLkztjvd7hMDHyQZpuYVYcewWun57FCHz9+GjnddwLTGrut5KjfBo97PHM6x+vGRwM4MWFWrffvstlEolOnTogK1btyIyMhJXr17FV199pemi1KdPHzRv3hwjR47E2bNncfLkSYwZMwbdu3cv0V2nMjZv3ozVq1fjxo0bmDVrFk6ePIl33nmn1H0nTJiA1NRUvPjiizh16hSio6Oxe/dujB8/XvOBOjAwECdOnMDNmzeRnJxc6rfsU6dOxb59+/DJJ5/gxo0bWLduHb755hutMQz6cnBwwCuvvIL3338f+/fvR0REBMaNG6fVFQwAevXqhW+++Qbnzp3D6dOn8eabb+o0lWyDBg2wZ88eHD16FFevXsUbb7yhNTOXKd+7obCwICIiqkUi4jNx8nY6LGUSRrWt3KDTFj5OWDgwDLdn9sHeN57AuPb+cJBb4GZqLj7dG4kmCw+i/ZJDWHooBolZnLYWAIa28MaWse3gq7DR2u7nbIMtY9sZbR2L4OBgnD17Fj179sTUqVPRrFkzPPXUU9i3bx+WLVsGoLj15bfffoOLiwu6deuGPn36IDg4GL/++qtBYpgzZw5+/fVXtGnTBj/99BM2btxYZkuIj48Pjhw5AqVSib59+6J58+aYNGkSnJ2dNR/gp02bBgsLC4SFhcHDw6PUMQht2rTBpk2b8Msvv6BZs2b4+OOPMXfuXK3By5Xx+eefo2vXrhg4cCD69OmDJ598Em3bttXaZ9GiRfD390fXrl3x0ksvYdq0abCzq3jig48++ght2rRBv3790KNHD3h5eWHIkCFa+5jyvRuCJOrYPHOZmZlQKBTIyMiAk5OTqcOpFYQQyMjIgEKhqBGLt9QUzKtxMK/GwbwaXmVzOvX3y1gcHoMhzbywfXx7g8WTU1CE3y8nYv2Zu9h1/b5mRWkLmYS+DT0wqq0vhjTzgp11ye4tSpXA4ZgUxGfml9olqzqVlte8vDzExsYiKCgINjY2FZyhfOb0XquDJEnYvn07Bg8eDKVSCQsLC94DDEgIUS15Le/fgD6fnTnGgoiIqJYoKFLhpzN3AQAvdyg5/31V2Flb4oXWvnihtS+SsvLx6/l7WH/2Lk7eTsfOa0nYeS0JDnILDG3ujVFt/NCrQXHXK1OsRm1KFjKJK5pTncXCgoiIqJb435VE3M8ugJejHM80rme016nnKMe7XYPwbtcgXE/Kxoazd7H+TBxiU3Pw4+m7+PH0XXg7ydHezxn/dyWxxIBm9WrUxuwiRETVj4UFERFRLbH6ZHF/7LHt/GFpUT3DKBvVc8DcpxtjTr9GOHYzDT+duYtfz99DfGY+fr+SWOoxAsWDmif9FoHBzbxqdVeh2k7do76O9aynMnDwNhERUS1wLyMPO68VL3413sDdoHQhSRI6B7li2bAWSJjdF588Xf6iYgLAnfQ8HI5JqZ4AicjoWFgQERHVAj+evgOVALoEuqBRPQeTxmJtKUOIm33FOwJ45dcLmP7HVey7cR95heXP309E5o1doYiIiGo4IYRm7YqXO9Q3cTTFvJ3kOu0Xk5qDz/ZH4bP9UbCxlOHJIFf0aeiBPg3c0cpXUa3dpIy9KjGRuTLUtc/CgoiIqIY7EpuKyOQHsLe2wIhWPqYOBwDQNditwtWovZ3k+PSZxtgflYK9kfcRn5mPvZHJ2BuZDABwtbNCr1B39Gnojj4NPBDsZmeUKTetra0hk8lw7949eHh4wNramlOm6qm6pkWta4ydVyEECgoKcP/+fchkMlhbW1fpfCwsiIiIarhVD1srnm/lAwe5efzXrl6Neti605AAreJC/fHo6+eaY2gLb4zrUB9CCFxNzMbeyPvYeyMZB6NTkJpTiC0X47HlYjwAINDVFn0aFLdm9GrgDg8H3VpFKiKTyRAUFIT4+Hjcu3fPIOesi1QqVYlVqqnqqiOvdnZ2qF+/fpVfhwvkUZVxYSzjYF6Ng3k1DubV8HTNaVZeEbzm/IWcAiX+fqcLugS5VmOUFSttHQt/ZxssGVz+OhaFShVO3U5/2IJxH8dupqFIpf2RpZWPk6bbVNdg11IX53uUUiVwKDoZ0YlpCPF0QbcQd62uVkIIFBUVQankWA99CSGQlZUFR0dH3gMMqDryamFhAUtLyzLPzwXyiIiI6ohNF+4hp0CJhh726BzoYupwShjawhuDm3npvRq1lYUMnYNc0TnIFR/3bYjs/CIciknB3hvFhcal+Cycv5eJ8/cy8cXBaFhbyNA50EXTbaqtn0Jryl1dFuqTJAlWVlawsrIyTjJqMSEE8vPzYWNjw8LCgGpaXllYEBER1WDqtSte7lDfbD94GGI1age5Jfo38UT/Jp4AgMSsfOx/2Jqx58Z93EnPw8HoFByMTsFHO69DYWOJnqHu6NPAHSoBvLcjggv1ERkZCwsiIqIa6lpiFo7eTIOFTMKYdn6mDqdaeTrK8WIbX7zYxhdCCEQlPyjuNnXjPvZHpSA9txA7IhKwIyKhzHNwoT4iw2JhQUREVEOtOVU8aLt/43rwdrIxcTSmI0kSGng4oIGHA97qHAilSuDs3QzsjbyPzefv4dy9zDKPfXShvqq2qhDVdSwsiIiIaqBCpQrrTt8FALxsgpW2zZmFTEL7+s5oX98ZgS52eGnD2QqPic/Mr4bIiGo3zglGRERUA+28moTErHzUc7DGs2Gepg7HbOm6UJ+u+xFR2VhYEBER1UDqQduj2/rByoL/nZdFvVBfRaMnNpy9i5yComqJiai24p2IiIiohknIzMP/riYBKJ4NisqmXqgPQIni4tHHP5y4gw5L/8blhKxqi42otmFhQUREVMOsPxMHpUrgiQAXhHk5mjocsze0hTe2jG0HX4X2AHc/ZxtsHdsOe954Al6OclxOyEL7JYfw/fFbqGPrBxMZBAdvExER1SBCCKzSrF3BQdu6Ui/UV9bK2+endsfYjeew+/p9vL75IvbeSMbK4S2gsOVieUS6YosFERFRDXL8VhquJWXD1kqG51v5mDqcGkW9UN+wZvXQI9Rda90KT0c5/ny1IxYOaAJLmYRNF+6h1eJwnLiVZsKIiWoWkxcWcXFxGDVqFNzc3GBra4vmzZvj9OnT5R7z7bffokmTJrC1tUWjRo3w448/VlO0REREprX6ZPHaFcNb+sDJht+mG5JMJuH9nqH4+50uCHS1xc3UXDz5zREs3B8FlYpdo4gqYtKuUGlpaejSpQt69uyJnTt3wsPDA5GRkXBxcSnzmGXLlmH69On4/vvv0b59e5w8eRKvvfYaXFxcMHDgwGqMnoiIqHo9yC/CL+fjAACvcNC20XQMcMH5Kd3x+uaL2HThHj744yr2RyVj3Yut4enIaWmJymLSwmLBggXw9/fHmjVrNNuCgoLKPeann37CG2+8geeffx4AEBwcjFOnTmHBggUsLIiIqFbbcjEe2flKhLrbo2uwq6nDqdUUtlb4ZXQbPNXQHRN3RGD39ftouSgc619qjT4NPUwdHpFZMmlXqN9//x3t2rXD8OHDUa9ePbRu3Rrff/99ucfk5+fDxkZ7VgdbW1ucPHkShYWFxgyXiIjIpNRrV4xv7w9JqmhlBqoqSZLw6hMBODWpG5p6OSIxKx99Vx7HjD+volCpMnV4RGbHpC0WMTExWLZsGaZMmYIZM2bg1KlTmDhxIqytrTF27NhSj+nXrx9++OEHDBkyBG3atMGZM2fwww8/oLCwEMnJyfD29tbaPz8/H/n5+ZrHmZmZAIpn1eBUcoahziXzaVjMq3Ewr8bBvBre4zmNvJ+NQzGpkEnA6La+zHUlVeZaDfN0wImJT2LK75ex8vhtzN8XhYNRKfh5ZGsEuNoZMdqag/cA4zCHvOrz2iYtLFQqFdq1a4d58+YBAFq3bo2IiAgsX768zMJi5syZSEhIwBNPPAEhBDw9PTF27FgsXLgQMlnJBpj58+djzpw5JbZnZGTw4jcQIQSys7MBgN+gGRDzahzMq3Ewr4b3eE6X/30TANArxAWOUgEyMgpMGF3NVZVrdcFTAejka4f3/heJY7fS0GrxIXw1oAEGNXE3Rqg1Cu8BxmEOeVV/Ka8LkxYW3t7eCAsL09rWpEkTbN26tcxjbG1tsXr1aqxYsQKJiYnw9vbGypUr4ejoCA+Pkn0ep0+fjilTpmgeZ2Zmwt/fHwqFAk5OToZ7M3WYukBTKBS8mRgQ82oczKtxMK+G92hOlSqBXy8Vr7T9RudgKBQKU4ZWo1X1Wh3bSYFuDX3w0oazOHE7HWO3XMWbnQKwaFAYbK0sDB1ujcF7gHGYQ171eV2TFhZdunTB9evXtbbduHEDAQEBFR5rZWUFPz8/AMAvv/yCAQMGlNpiIZfLIZeXnMFBkiRe+AakzidzaljMq3Ewr8bBvBqeOp97Iu/jXmY+3O2tMaipF3NcRVW9VoPd7XH4nS74eNd1fLY/CsuP3cKRm6n4dXRbNPGsuyuh8x5gHKbOqz6va9LB25MnT8bx48cxb948REVF4eeff8bKlSsxYcIEzT7Tp0/HmDFjNI9v3LiB9evXIzIyEidPnsQLL7yAiIgITXcqIiKi2ka9dsWotr6wtjT5ElQEwMpChvnPNsHu1zuinoM1LsVnoe2Xh7D6xG12taY6y6R3p/bt22P79u3YuHEjmjVrhk8++QRLlizByJEjNfvEx8fj9u3bmsdKpRKLFi1Cy5Yt8dRTTyEvLw9Hjx5FYGCgCd4BERGRcd3PzsfvlxMAAC9z7Qqz07dRPVyY2h1PNXRHbqEKr2y6gJEbziEzjzNVUt0jiTpWVmdmZkKhUCAjI4NjLAxECIGMjAz2qzQw5tU4mFfjYF4NT53T1RdSMPX3K2jnr8CpSd1MHVaNZ6xrVaUS+PxgNP6z8xqUKoFgNzv8Mqot2td3NthrmDPeA4zDHPKqz2dntqcSERGZKSEEVp8o7gbFlbbNm0wm4YNeoTg8oTMCXGwRk5KDzl//jUUHo6FS1anvcKkOY2FBRERkps7FZ+NyYhZsLGV4obWvqcMhHXQKdMX5qd0xrIU3ilQC0/7vCgasOon72fkVH0xUw7GwICIiMlPrzxePrfhXC28421qZOBrSlbOtFTaNaYvlw5rDxlKGndeS0HJROPZHJmv2UaoEDkYlY+PZOByMSoaSrRpUC5h0ulkiIiIqXU6BElsi7gPgoO2aSJIkvNEpEJ0DXfH8T2dwNTEbfVYcw396N0ALb0dM+f0K7mbkafb3U9hg6ZBmGNrC24RRE1UNWyyIiIjM0LZL8cjKVyLQxRY9QtxMHQ5VUnNvJ5ye1BWvPVEfQgD/3RuJET+d1SoqACAuIw/D1p3GtovxJoqUqOpYWBAREZmhNQ/XrhjX3h8yGWfZqcnsrC2xcnhL/PxSa5T1m1R3hJr0WwS7RVGNxcKCiIjIzMSkPMCB6BRIKC4sqHbwVtigvJJBALiTnofDMSnVFRKRQbGwICIiMjNrTxW3VvQMdkZ9F1sTR0OGEp+p28xQuu5HZG5YWBAREZkRpUpoCouRrbxMHA0ZkreT3KD7EZkbFhZERERmZF/kfdxJz4OLrRX6N+Kg7dqka7Ab/BQ2ZY6zAAAJwJXELC6qRzUSCwsiIiIzsurhStsvtfGFjSX/m65NLGQSlg5pBgAligv1YwFgwrYIdP/uKK4lZlVneERVxjsWERGRmUh5UIAdEcWL4r3SgYO2a6OhLbyxZWw7+CpstLb7Odtg85i2WDqkKeytLfB3bCpaLjqEuX/dQEGRykTREumHC+QRERGZiZ/PxqFAqUJrXye08lUgIyPD1CGREQxt4Y3BzbxwOCYF8Zn58HaSo2uwGyweTis8uKkX3t52CX9eTcKs3dfx6/k4fD+8JToHuZo4cqLyscWCiIjITKw+eRsAV9quCyxkEnqEuuPFNr7oEequKSoAIMDVDv97pQM2jmqDeg7WuJKYjSe/PYIJWy8hM6/QhFETlY+FBRERkRk4dzcD5+9lwtpChpfa+Jo6HDIxSZLwQmtfXP2gJ8a394cQwHdHbyJs4UH89rC7HJG5YWFBRERkBtStFc8194KrnbWJoyFz4WpnjdUvtMK+NzshxM0OcRl5GLLmFIatO434zDxTh0ekhYUFERGRieUVKrHhbBwA4BV2g6JS9Grgjkvv98CHvUJhIZOw9WI8miw4gJXHbnFqWjIbLCyIiIhMbEdEAtJyC1HfxRa9GribOhwyU7ZWFpj/bBOcmdwV7f2dkZFXhDe2XETPZUdxPSnb1OERsbAgIiIyNXU3qHHt/LUG8RKVpqWPAscmPokvBxdPTXsoJhUtvgjHJ3s4NS2ZFgsLIiIiE7qVmoO9kckAgHHtuXYF6cZCJmFSt2Bcfr8HnmlcDwVKFT7edR1tvjyEYzdTTR0e1VEsLIiIiExo3em7EALoFeqOIDc7U4dDNUyAqx3+eLUDfh7ZBh4O1rickIUu3xzBu9suISuvyNThUR3DwoKIiMhEVCqBNaeKu0G90pGtFVQ5kiThxTa+uPrvnhj3cGrab47cRNjCA/i/y5yalqoPCwsiIiITORCVjJupuVDYWOK55t6mDodqODd7a6x5oRX2vPEEgt3scDcjD4NWn8KIH08jgVPTUjVgYUFERGQiq0/eAQC81MYXtlYWJo6Gaos+DT1waVp3/LtnCCxkEjZfiEeThQfxw/FbEIJT05LxsLAgIiIygbScAmy9FA8AeJlrV5CB2VlbYsGAMJx6ryva+imQnluI1zZfRM9lx3Dj/j9T0ypVAgejkrHxbBwORiVDyTUxqAosTR0AERFRXfTL+XvIL1Khubcj2vopTB0O1VKt/RQ4PvFJfPV3LGbuuo7w6BS0+CIcM59qgAbu9pj6+xXczfinm5SfwgZLhzTD0Bbsmkf6Y4sFERGRCajXrnilQ31IEteuIOOxtJBhSvcQREzrgX6NPJBfpMJHO6/j+Z/OahUVABCXkYdh605j28V4E0VLNRkLCyIiomp28V4mTt/JgJWFhJFtfE0dDtURQW522PlaR/z4QiuUtQ6juiPUpN8i2C2K9MbCgoiIqJqpWysGN/WCu4PcxNFQXSJJEvxdbFFezSAA3EnPw+GYlGqLi2oHFhZERETVKL9IifVn7gIAXu7AtSuo+sVn5uu03/l7GUaOhGobFhZERFQl6llltkQkcVYZHfzf5USk5BTCV2GDvo3qmTocqoO8nXRrJZv82xV0/upvfPN3LJKydCtGqG7jrFBERFRp2y7G470dEZxVRg/qtSvGtfeHRVkd3YmMqGuwG/wUNojLyENZXwPILWUoKFLh2K00HLuVhkm/XUafBu54qY0vhjTzgpONVbXGTDUDWyyIiKhStl2Mx7B1pzmrjB7upudi9/UkAMWFBZEpWMgkLB3SDADweGkrPfz5eWQb3Jv1FJYOaYoO9Z2hVAnsvn4fYzeeh+esvzDix9P4LSIB+UXK6g6fzBgLCyIi0ptSJfDejohSv+3krDJlW3f6DlQC6B7ihlB3e1OHQ3XY0Bbe2DK2HXwVNlrb/ZxtsGVsOwxt4Q0vJxtM7BqME+91ReT0Xpj7dCM08rBHXpEKmy/EY8iaU/CavQevbbqAA+wGSWBXKCIiqoTDMSklWioe9eisMj1C3asvMDOmUglNNygO2iZzMLSFNwY388LhmBTEZ+bD20mOrsFupXbRC3W3x8ynGuKjPg1wPi4TG87excZz93AvMw8/nLiNH07cho+jNV5o44eRbXzR2lfB9VnqIBYWRESkN11nlTl2M63MDyp1zeHYFMSk5MBRbol/Nef4EzIPFjJJr+JfkiS09lOgtZ8CCwaE4XBMCn4+F4fNF+JxL6sAi8NjsDg8Bo087PFSGz+81MaXrXN1CAsLIiLSm66zyszYeQ0LDkThySBXdA9xQ/cQN7T2VcDKou71xFW3VrzY2gf2cv73SzWfuijpEeqOr4Y0xbazt/Db9TT8fjkR1+8/wKzd1zFr93V0qO+Ml1r74vlWPvBysinzfEqV0Kn1hMwX72xERKQ3XWaVsbGUwVImISOvCH9cTcIfV4sHLdtbW6BLYHGh0S3YFe3rO0NuaVF9wZtAZl4hNl+4BwB4uUN9E0dDZHhySwv0b+SGFzsEIztfiR0R8dhwNg57I5Nx8nY6Tt5Ox5TfL6NXaPHMUkObe0Nh+8/MUpxhrnaQhBAVjrT56quv9D7x+PHj4ejoWKmgjCkzMxMKhQIZGRlwcnIydTi1ghACGRkZUCjYn9KQmFfjYF4NZ9vFePxr3ekS29VZ3TK2HQY19cT5e5k4FJOC8OgUHI5JRVpuodb+NpYyPBHgomnReCLABbZWtavQWHnsFt7YchFhng6IeL+HTtcer1XjYF6No6y8JmblY/OFe9hwNg7Hb6VptsstZRgQ5omXWvuiQKnCS+vPlviS4tF7SV0tLszhetXns7NOhYVMJoOfnx8sLHS70d+5cwc3btxAcHCwbhFXIxYWhmcOF31txLwaB/NqWG0Wh+NcXKbWNn9nGywZXPq3jCqVQERCFsKjUxAek4JDMSm4n12gtY+VhYQO/s4PWzTc0CXIFQ46dB0y524UTyw9jBO30/HFwDBM7RGi0zG8Vo2DeTUOXfIak/IAG8/FYcPZOFxNzNZsl4AyWz4lFM9UFfufPmbz77k6mcP1qs9nZ527Qp0+fRr16um2Qqg5tlQQEZFh5RUqcS2p+MPBDyNaQBTmI8TTBd1C3Mv8ACCTSWjh44QWPk54t2sQhBC4lpSN8OgUHIpJRXh0Cu5l5uHIzTQcuZmGefuiYCGT0NZPgW7BxS0aTwa5wtlWe3Euc+5GcTkhCydup8NSJmFUWz+TxkJkSsFu9vhPn4aY0bsBLsZnYsOZOKw5dRvJDwrLPIYzzNUsOhUWs2bNgoODg84nnTFjBlxdXSsdFBERmb/DManILVTBx8kG49v7a77V0udbNUmS0MTTEU08HfFm50AIIRCTkqPVonEzNVfTR/uLg9GQJKClt5Om61RGbiFe/vVCiW881Qv1mbobxZqTtwEAA8I84emo26B3otpMkiS09FE8/HHCqJ/PVXiMrjPRkWnpXFjoY/r06ZUKhoiIag71CtL9GnkYrIlekiSEuNsjxN0eL3csHuR8Oy1Hq0UjMvkBzt/LxPl7mVh6OLbMcwkUd6OY9FsEBjfzMkk3ikKlCj+euQsAeKUjB20TPe7xBfrKoutMdGRaes8KlZubCyEE7OzsAAC3bt3C9u3bERYWhr59+xo8QCIiMk+7r98HADzdWLduspVV38UOo9vZYXS74kXl7mUUd4sIj0nBn1cTcSut4oX6Vh6/ibHt/GFnXb2TIf5xJRH3swvg5SjH0408qvW1iWqCimaYU4+x6BrsVt2hUSXoPZH44MGD8eOPPwIA0tPT0bFjRyxatAiDBw/GsmXLDB4gERGZn7vpuYhIyIJMAvo0rN5+zz4KGzzf2hff/asF5vcP0+mYt7dGwHHGTjT+bD9G/Hgan+69gf+7nIDbaTnQYQ6TSlv1cO2Kse38YVkH1+4gqoiFTMLSIc0A/DML1KMEgJlPNayTA7drIr2/ujl79iy+/PJLAMCWLVvg6emJc+fOYevWrfj444/x1ltvGTxIIiIyL389bK1o7+8MVztro344L4+u3SMUNpbIyCvC9fsPcP3+A2y+EK95ztnWCi28HdHSR6H5s6mXQ6VbN9SzU11JzMIfVxIBAOM7+FfqXER1wdAW3tgytl2JCRgsZRKKVAJLD8fiXy284WpnbcIoSRd63zVzcnI0sz799ddfGDp0KGQyGZ544gncunXL4AESEZH52fVwfIWxu0FVRNduFLH/6YP72fm4GJ+JC/eKfy7GZ+JqYjbScwtxKCYVh2JSNcfJJKCBu31xseHzT9Hh72xb7niS0mansraQcDkhC43q6T4JClFdM7SFNwY389KaMrq+sy26fnsUlxOyMOCHk9j75hPV3p2R9KP3byc0NBQ7duzAc889h927d2Py5MkAgKSkJK4LQURUByhVAntvJAMoHrhtSupuFMPWnS4xF7764/+Swc1gIZPg5WQDLycb9G30TzGUX1Q8Ze6Fe5m4+LDguBCfifvZBZrWjU0X/jmni61V8XS53k5o+fDPZt6OsLWywLaL8Ri27nSJAqdAKcxidioic2chk0pMKfvXG0+g6zdHcOxWGob/eAY7xreHFbsVmi29C4uPP/4YL730EiZPnozevXujU6dOAIpbL1q3bm3wAImIyLycupOOtNxCONtaob2/s6nDKbMbhV85C/WpyS0tNNNeqgkhkJiVr2nVeLR1Iy23sHgq3OgUzf7q1o3b6bllLvIFmHZ2KqKaqqmXI/73Sgf0WXEMf15Nwsu/nse6F1pDxn9HZknvwmLYsGF48sknER8fj5YtW2q29+7dG88995xBgyMiIvOz61pxN6inGrqbzYDk0rpRVHblbUn6p3WjX2Pt1o2ridn/FBuPtW6Uh4t8EVVe5yBXbBnbDoNWn8L6M3HwsJdj0aAwrpxuhirVUc3LywteXl5a2zp06GCQgIiIyLypp5nt18i04yseV1o3CkOSW1qgla8CrXy1WzcSsvKx9FAMFhyIrvAcXOSLqHL6N/HEmudbYszG8/jyUAw8HeX4oFeoqcOix+j0VdPQoUORmZmp80lHjhyJpKSkSgdFRETmKTWnACdvpwEw/fgKcyBJErydbHQexM5Fvogqb3Q7fyweVDzF9Id/XMWqE7dNHBE9TqfC4rfffsP9+/eRmZlZ4U9GRgb+7//+D9nZ2caOnYiIqtneG8lQieJ+z37OtqYOx2yoZ6cqq2OGBMCfi3wRVdnk7iH48GFLxeubL2DHpfgKjqDqpFNXKCEEGjZsaOxYiIjIzO1+OM0sWyu06TM7FRFVzbz+jZGUnY/VJ+/ghfVnsfv1jugewrFL5kCnwuLAgQN6n9jX11fvY4iIyHwJITTjK542s/EV5qAqs1MRke4kScKKYS2Q8qAAv11OxKDVpxD+dmet8U9kGjoVFt27dzd2HEREZOYuJ2QhLiMPtlYydA12NXU4ZsmQs1MRUdksLWTYOLotnl55HIdiUvH09ydw5J0uCHG3N3VodZp5zBNIRERmT91a0T3EDTZWFiaOxnypZ6d6sY0veoS6s6ggMhJbKwv8/nIHtPRxQmJWPvquPI6EzLyKDySjYWFBREQ6Ua9fwW5QRGQuFLZW2PVaRwS72SEmJQdPf38CGbmFpg6rzmJhQUREFcopKMLh2FQAHLhNRObFy8kGf73+BDwd5bhwLxODVp9EXqHS1GHVSSwsiIioQuHRKcgvUqG+iy0a1XMwdThERFpC3O2x67WOcLKxxKGYVLy4/iyKlCpTh1XnsLAgIqIK7dLMBuUBSeKYASIyP618Ffj95faQW8qwIyIBb265BCFExQeSwehdWCQmJmL06NHw8fGBpaUlLCwstH6IiKj22X1NvX4Fx1cQkfnqHuKOX0a1gUwCVp28jRl/XjN1SHWKTtPNPmrcuHG4ffs2Zs6cCW9vb35zRURUy91MzcH1+w9gIZPQuwEXoSIi8zakuTdWDm+JVzddwGf7o+DhYI0p3UNMHVadoHdh8ffff+Pw4cNo1aqVEcIhIiJzo15tu1OACxS2ViaOhoioYq90rI/72fmY/uc1TP39CjzsrTG6nb+pw6r19O4K5e/vz/5qRER1iHr9Cs4GRUQ1yQe9QjG5WzAAYPyvF/DHlUQTR1T76V1YLFmyBB9++CFu3rxphHCIiMicFCpV2HsjGQDwdGOOryCimkOSJHwxMAyj2vpCqRIY/uNpHH04bTYZh05doVxcXLTGUjx48AAhISGws7ODlZV2s3hqKn9hRES1xfFbacjKL4K7vTXa+CpMHQ4RkV5kMgmrn2+F1JxC/Hk1Cc+uOonDEzqjmbeTqUOrlXQqLJYsWWK0AOLi4vDBBx9g586dyMnJQWhoKNasWYN27dqVecyGDRuwcOFCREZGQqFQ4JlnnsHnn38ONzc3o8VJRFQXqbtBPdXQAzIZJ+sgoprHykKGzWPa4qkVx3H0Zhr6rTyBo+92QYCrnalDq3V0KizGjh1rlBdPS0tDly5d0LNnT+zcuRMeHh6IjIyEi4tLmcccOXIEY8aMwZdffomBAwciLi4Ob775Jl577TVs27bNKHESEdVVux5OM/t0Y46vIKKay87aEv/3Sgd0+/YoLidkoe/K4/j7nS7wcJCbOrRaRe9Zof78809YWFigX79+Wtv/+usvKJVKPPPMMzqfa8GCBfD398eaNWs024KCgso95tixYwgMDMTEiRM1+7/xxhtYsGCBHu+CiIgqcj87H2fjMgAAfRuysCCims3Vzhq7X++Izl8fwY37D9D/hxPY/2ZnONro/XGYyqB3Jj/88EN89tlnJbarVCp8+OGHehUWv//+O/r164fhw4cjPDwcvr6+ePvtt/Haa6+VeUynTp0wY8YM/Pnnn3jmmWeQlJSELVu2oH///qXun5+fj/z8fM3jzMxMAIAQgrNbGYg6l8ynYTGvxsG86u6v6/chBNDKxwmejvJyc8a8Gh5zahzMq3HUlLz6ONlg92sd0fXbozh9JwPPrT2F/73SHnJL81zk2Rzyqs9r611YREZGIiwsrMT2xo0bIyoqSq9zxcTEYNmyZZgyZQpmzJiBU6dOYeLEibC2ti6z+1WXLl2wYcMGPP/888jLy0NRUREGDhyIb7/9ttT958+fjzlz5pTYnpGRYfYXf00hhEB2djYAcMFEA2JejYN51d3/XYoDAHQPdEJGRka5+zKvhsecGgfzahw1Ka9ecmDTC2EY9NMl7ItMxgvrTmHV0MawMMNxZOaQV/WX8rqQhJ6frr28vPDzzz+jV69eWtv37t2Ll156CUlJSTqfy9raGu3atcPRo0c12yZOnIhTp07h2LFjpR5z5coV9OnTB5MnT0a/fv0QHx+P999/H+3bt8eqVatK7F9ai4W/vz/S09Ph5MQZAQxBCIGMjAwoFAqzv5nUJMyrcTCvulGpBHw/2YvErHzse/MJ9Awtf8Vt5tXwmFPjYF6Noybmde+N+3h21UkUKgXe6BSA74Y2M7vYzSGvmZmZcHZ2RkZGRoWfnfVusRg8eDAmTZqE7du3IySkeHn0qKgoTJ06FYMGDdLrXN7e3iVaP5o0aYKtW7eWecz8+fPRpUsXvP/++wCAFi1awN7eHl27dsV///tfeHt7a+0vl8shl5ccmCNJktldPDWZOp/MqWExr8bBvFbsUkImErPyYW9tgSeD3HTKFfNqeMypcTCvxlHT8vpUo3pY/1IbvLD+DFYcuwUvRzlm92tk6rBKMHVe9XldvRfIW7hwIezt7dG4cWMEBQUhKCgITZo0gZubG7744gu9ztWlSxdcv35da9uNGzcQEBBQ5jE5OTmQybTDtrAo7hfHrk1ERIahng2qV6g7rC31/q+CiKhGGNHKB98ObQ4AmPPXDXz7dyyUKoGDUcnYeDYOB6OSoVTx86Wu9G6xUCgUOHr0KPbs2YMLFy7A1tYWLVq0QLdu3fR+8cmTJ6Nz586YN28eRowYgZMnT2LlypVYuXKlZp/p06cjLi4OP/74IwBg4MCBeO2117Bs2TJNV6hJkyahQ4cO8PHx0TsGIiIqSb1+Rb9GnA2KiGq3tzoHIikrH7P/uoF3tkfg493XkZpTqHneT2GDpUOaYWgL73LOQkAlCguguEmkb9++6Nu3b5VevH379ti+fTumT5+OuXPnIigoCEuWLMHIkSM1+8THx+P27duax+PGjUNWVha++eYbTJ06Fc7OzujVqxenmyUiMpCsvCL8HZsKAHi6cT0TR0NEZHwf922I47fTsOvafa2iAgDiMvIwbN1pbBnbjsVFBSpVWOzbtw/79u1DUlISVCqV1nOrV6/W61wDBgzAgAEDynx+7dq1Jba9++67ePfdd/V6HSIi0s2BqGQUqQRC3OwQ4m5v6nCIiIxOJYCI+KxSnxMAJACTfovA4GZeZjl7lLnQu+PsnDlz0LdvX+zbtw/JyclIS0vT+iEioppN3Q2KrRVEVFccjknB3Yy8Mp8XAO6k5+FwTEr1BVUD6d1isXz5cqxduxajR482RjxERGRiu64XD9zm+AoiqiviM/Mr3gnF3aKobHq3WBQUFKBz587GiIWIiEwsKvkBYlJyYGUhVbh2BRFRbeHtVHJpgtJ88L+r+O7ITTzILzJyRDWT3oXFq6++ip9//tkYsRARkYntfjjN7JNBrnCQV2oYHhFRjdM12A1+ChuUN3pCAhCXmYcJ2y7B/5O9mP7HVcRl5FZXiDWC3v9r5OXlYeXKldi7dy9atGgBKysrrecXL15ssOCIiKh67dJMM8vxFURUd1jIJCwd0gzD1p2GhOIxFWrqYuOnl1ojPbcQSw7HIir5AT7bH4UvDkbjhdY+mNwtGG38nKs/cDOjd2Fx8eJFtGrVCgAQERGh9VxNWWmRiIhKyi9S4kBUMgCOryCiumdoC29sGdsO7+2I0BrI7edsgyWD/1nH4s3OgfjflUQsDo/GoZhUrD8Th/Vn4tA9xA1TugVjQJgnZHV05ii9C4sDBw4YIw4iIjKxI7FpeFCghJejHC19nEwdDhFRtRvawhuDm3nhcEwK4jPz4e0kR9dgN60pZi1kEgY388LgZl44cycdXx6Kwa/n7yE8OgXh0Slo4G6PSd2CMbadH+zrWJdSvcdYEBFR7bT74WxQfRt5sAWaiOosC5mEHqHueLGNL3qEupe7bkVbf2esH9kGsf/pjQ96hsLZ1gqRyQ/q7DgMvcuonj17lvsfzv79+6sUEBERmYZm/QqOryAi0oufsy0+G9AEHz3VAOtO3SkxDuP5Vj6Y0r32j8PQu7BQj69QKywsxPnz5xEREYGxY8caKi4iIqpG8Zl5uHAvE5IEPNWQ08wSEVWGg9wSE54MKjEOY8PZOGw4W/vHYehdWHz55Zelbp89ezays7OrHBAREVW/vx62VrT1U8DdQbf53ImIqHQVjcMIdbfHpK5BGNfev1aNwzDYGItRo0Zh9erVhjodERFVI3aDIiIyjtLGYUQlP8A72yPKHYehVAkcjErGlogkHIxKhlIlSjm7eTFYiXTs2DHY2NgY6nRERFRNlCqBvx4O3OY0s0RExqHPOIxtF+NLTnursMHSIf9Me2uO9C4shg4dqvVYCIH4+HicPn0aM2fONFhgRERUPc7ezUBKTiGcbCzRMcDF1OEQEdVqFY3DCPN0wJXEksML4jLyMGzdaWwZ285siwu9CwuFQqH1WCaToVGjRpg7dy769u1rsMCIiKh6qKeZ7dPAHVYWnIWciKg6lDYO45dzcaUWFUDxauASgEm/RWBwM69yp8E1Fb0LizVr1hgjDiIiMpFd19TdoDi+gojIFNTjMAY39cSIn86WuZ8AcCc9D4djUtAj1Pxm8ONXU0REdVh6biGO304HwPEVRESmVqTSbb/4zHzjBlJJerdYKJVKfPnll9i0aRNu376NgoICredTU1MNFhwRERnXvsj7UKoEGtdzQICrnanDISKq07yddJvuW9f9qpveLRZz5szB4sWL8fzzzyMjIwNTpkzB0KFDIZPJMHv2bCOESERExqKeZpatFUREptc12A1+ChuUNXpCAuDvbIOuwW7VGZbO9C4sNmzYgO+//x5Tp06FpaUlXnzxRfzwww/4+OOPcfz4cWPESERERiCE+Gf9isYcX0FEZGoWMglLhzQDgBLFhfrxksHNzHLgNlCJwiIhIQHNmzcHADg4OCAjIwMAMGDAAPzxxx+GjY6IiIzmWlI2bqflQm4pQ7dgV1OHQ0REAIa28MaWse3gq9BeH87P2casp5oFKjHGws/PD/Hx8ahfvz5CQkLw119/oU2bNjh16hTkcvPs70VERCWpWyu6BbvCztpg66USEVEVDW3hjcHNvHAoOhnRiWkI8XRBtxB3s22pUNP7f5LnnnsO+/btQ8eOHfHuu+9i1KhRWLVqFW7fvo3JkycbI0YiIjIC9foV7AZFRGR+LGQSeoS6o7WHFRQKBSTJvIsKoBKFxWeffab5+/PPP4/69evj2LFjaNCgAQYOHGjQ4IiIyDhyC5U4GJUCgOtXEBGRYVS57btTp07o1KmTIWIhIqJqcjgmBXlFKvgqbBDm6WDqcIiIqBbQqbD4/fffdT7hoEGDKh0MERFVj13XHs4G1ahejWheJyIi86dTYTFkyBCdTiZJEpRKZVXiISKiaqAeX9GvMdevICIiw9CpsFCpdFxfnIiIzN6dtFxcScyGTAL6NHA3dThERFRL6L2OBRER1Wzq1oqO9V3gYmdt4miIiKi2YGFBRFTHqNev6NeI3aCIiMhwWFgQEdUhRUoV9kYmA+D6FUREZFgsLIiI6pCTt9ORnlsIVzsrtPN3NnU4RERUi7CwICKqQ9TdoPo08ICFjNPMEhGR4VR6gbykpCQkJSWVmDGqRYsWVQ6KiIiMY9fDgdtPc5pZIiIyML0LizNnzmDs2LG4evUqhBAAitevEEJwHQsiIjOW8qAAp+6kAwD6cuA2EREZmN6Fxcsvv4yGDRti1apV8PT05IqtREQ1xN4b9yEE0NzbEb4KW1OHQ0REtYzehUVMTAy2bt2K0NBQY8RDRERGskszzSxngyIiIsPTe/B27969ceHCBWPEQkRERiKEwF9cv4KIiIxI7xaLH374AWPHjkVERASaNWsGKysrrecHDRpksOCIiMgwIhKycC8zD3bWFngyyNXU4RARUS2kd2Fx7NgxHDlyBDt37izxHAdvExGZp13XimeD6hHiBhsrCxNHQ0REtZHeXaHeffddjBo1CvHx8VCpVFo/LCqIiMzTbnaDIiIiI9O7sEhJScHkyZPh6elpjHiIiMjAHuQX4XBMKgDg6cYcuE1ERMahd2ExdOhQHDhwwBixEBGRERyMTkGBUoVAV1s0cLc3dThERFRL6T3GomHDhpg+fTr+/vtvNG/evMTg7YkTJxosOCIiqjp1N6inG9Xj2kNERGQ0lZoVysHBAeHh4QgPD9d6TpIkFhZERGZGPXCb4yuIiMiY9C4sYmNjjREHEREZQWxKDiKTH8BSJqFXA3dTh0NERLWY3mMsHiWEgBDCULEQEZGB7b5e3FrROdAFTjZWFexNRERUeZUqLH788Uc0b94ctra2sLW1RYsWLfDTTz8ZOjYiIqqif7pBcTYoIiIyLr27Qi1evBgzZ87EO++8gy5dugAA/v77b7z55ptITk7G5MmTDR4kERHpr1Cpwv6oFAAcX0FERMand2Hx9ddfY9myZRgzZoxm26BBg9C0aVPMnj2bhQURkZk4djMNWflF8HCwRmtfhanDISKiWk7vrlDx8fHo3Llzie2dO3dGfHy8QYIiIqKq2/VwfEXfhh6QyTjNLBERGZfehUVoaCg2bdpUYvuvv/6KBg0aGCQoIiKqOvX6FewGRURE1UHvrlBz5szB888/j0OHDmnGWBw5cgT79u0rteAgIqLql5iVj7N3MwAAfTlwm4iIqoHeLRb/+te/cPLkSbi7u2PHjh3YsWMH3N3dcfLkSTz33HPGiJGIiPS050Zxa0VrXyd4OspNHA0REdUFerVYFBYW4o033sDMmTOxfv16Y8VERERVpF6/4unGbK0gIqLqoVeLhZWVFbZu3WqsWIiIyABUKsHxFUREVO307go1ZMgQ7NixwwihEBGRIZy/l4H72QVwkFugU4CrqcMhIqI6Qu/B2w0aNMDcuXNx5MgRtG3bFvb29lrPT5w40WDBERGR/tStFb1D3WFtqff3R0RERJWid2GxatUqODs748yZMzhz5ozWc5IksbAgIjKxXdeKx1f04/gKIiKqRjoVFpmZmXBycgIAxMbGGjUgIiKqvMy8Qhy9mQaA4yuIiKh66dRG7uLigqSk4m/AevXqhfT0dGPGRERElXQgKgVFKoEG7vYIdrOv+AAiIiID0amwcHBwQEpKCgDg4MGDKCwsNGpQRERUOZpuUGytICKiaqZTV6g+ffqgZ8+eaNKkCQDgueeeg7W1dan77t+/33DRERGRzoQQ2MX1K4iIyER0KizWr1+PdevWITo6GuHh4WjatCns7OyMHRsREekhMvkBbqbmwtpChh4hbqYOh4iI6hidCgtbW1u8+eabAIDTp09jwYIFcHZ2NmZcRESkp93XiqeZfTLIFfZyvSf9IyIiqhK9/+c5cOCAMeIgIqIq2q3pBsXxFUREVP34lRYRkR6UKoHDMSmIz8yHt5McXYPdYCGTTB0W8ouUOBBdPMlGv0YcX0FERNXP5EuyxsXFYdSoUXBzc4OtrS2aN2+O06dPl7n/uHHjIElSiZ+mTZtWY9REVBdtuxiPwP/uRc9lx/DShrPouewYAv+7F9suxps6NPwdk4qcAiW8neRo7u1o6nCIiKgOMmlhkZaWhi5dusDKygo7d+7ElStXsGjRIri4uJR5zNKlSxEfH6/5uXPnDlxdXTF8+PBqjJyI6pptF+MxbN1p3M3I09oel5GHYetOm7y42H29eHxFv0b1IEmmb0EhIqK6x6RdoRYsWAB/f3+sWbNGsy0oKKjcYxQKBRQKhebxjh07kJaWhvHjxxstTiKq25Qqgfd2RECU8pwAIAGY9FsEBjfzMlm3KPU0s1y/goiITKVShUV6ejpOnjyJpKQkqFQqrefGjBmj83l+//139OvXD8OHD0d4eDh8fX3x9ttv47XXXtP5HKtWrUKfPn0QEBBQ6vP5+fnIz8/XPM7MzARQPN+7EKV9TCB9qXPJfBoW82oclcnroejkEi0VWucEcCc9D4eik9Ej1N0AUernXkYeLsVnQZKAPg3cTXLN8Ho1PObUOJhX42BejcMc8qrPa+tdWPzf//0fRo4ciezsbDg5OWk1uUuSpFdhERMTg2XLlmHKlCmYMWMGTp06hYkTJ8La2hpjx46t8Ph79+5h586d+Pnnn8vcZ/78+ZgzZ06J7RkZGbz4DUQIgezsbABgFwwDYl6NozJ5jU5M02m/s7fuo7WHVaVjq6wd5xMAAG28HWFZlIuMjNxqj4HXq+Exp8bBvBoH82oc5pBX9ZfyupCEnp+uGzZsiP79+2PevHlVXiTP2toa7dq1w9GjRzXbJk6ciFOnTuHYsWMVHj9//nwsWrQI9+7dK3Ml8NJaLPz9/ZGeng4nJ6cqxU/FhBDIyMiAQqHgzcSAmFfjqExeD0Ylo9fy4zrt28LbEX0aeqBvQw90DXaFrZVFVcLVyYvrz+LX8/fwUZ8GmPt0I6O/Xml4vRoec2oczKtxMK/GYQ55zczMhLOzMzIyMir87Kx3i0VcXBwmTpxokJW3vb29ERYWprWtSZMm2Lp1a4XHCiGwevVqjB49usyiAgDkcjnkcnmJ7erZpMgwHp2hiwyHeTUOffPaLcQdfgobxGXklTrOAgCsLCQUKgUuxmfhYnwWFofHQG4pQ9cgVzzV0ANPNfRASx8nyAw8BkOpEthzo3jg9jONTTtwm9er4TGnxsG8Ggfzahymzqs+r6t3YdGvXz+cPn0awcHB+h5aQpcuXXD9+nWtbTdu3ChzvMSjwsPDERUVhVdeeaXKcRARlcdCJmHpkGYYtq7kVNjq2+0vo9riySBX7ItMxp4b9/HXjfuIy8jD3shk7I1Mxgd/XIWHgzX6NPDAUw3d8VRDD/g521Y5ttN30pGaUwiFjSU61Heu8vmIiIgqS+/C4tlnn8X777+PK1euoHnz5rCy0u5PPGjQIJ3PNXnyZHTu3Bnz5s3DiBEjcPLkSaxcuRIrV67U7DN9+nTExcXhxx9/1Dp21apV6NixI5o1a6bvWyAi0tvQFt54q3MAvjt6S2u7n7MNlgxuhqEtvAEAL7bxxYttfCGEwLWk7OIi4/p9HIxOwf3sAmw8F4eN5+IAAE08HdD3YWtG9xA3OMj1n09DPc1sn4YesLQw+dJERERUh+n9v5h6xqa5c+eWeE6SJCiVSp3P1b59e2zfvh3Tp0/H3LlzERQUhCVLlmDkyJGafeLj43H79m2t4zIyMrB161YsXbpU3/CJiCotI68IADCqjS/6N/Esd+VtSZLQxNMRTTwdMbFrMAqKVDh+Kw1/3biPPTfu4/SddFxNzMbVxGwsPRwLKwsJnQNdNa0Zbf2cy526Vr0C+PozdwEAfRtW/2xUREREj9J78HZNl5mZCYVCodMAFNKNOQwsqo2YV+OobF6FEPCZswcJWfnY/1Yn9KzitLKpOQXY/0i3qZup2jM5udhaoXeD4iKjbyMPBLr+M65t28V4vLcjQmsKXG9HOb4Z2lzTclLdeL0aHnNqHMyrcTCvxmEOedXns7NJF8gjIqopriVlIyErHzaWMnQKcKny+VztrDGspQ+GtfSBEALRKTmablP7o5KRlluILRfjseXhit6h7vbo29ADDnILfH4gusQg8oSsfAxbdxpbxrYzWXFBRER1W6UKi/DwcHzxxRe4evUqACAsLAzvv/8+unbtatDgiIjMxf7IZABAlyBX2Bh4CllJkhDqbo9Qd3u81TkQRUoVTt1Jx1/Xi7tNHb+djqjkB4hKflDmOcxlBXAiIqq79B7pt379evTp0wd2dnaYOHEiJk6cCFtbW/Tu3bvcheqIiGqy/VHFhUWvalhZ29JChk6BrpjVrxH+fvdJpMzthx3j22NIM89yj1OvAH44JsXoMRIRET1O7xaLTz/9FAsXLsTkyZM12yZOnIjFixfjk08+wUsvvWTQAImITE2lEjgQVfxhvVeD6h8krbC1wuBmXsgpUGJHRGKF+8dn5le4DxERkaHp3WIRExODgQMHltg+aNAgxMbGGiQoIiJzcuFeJtJyC+Eot0Q7P4XJ4vB2KrnYZ1X2IyIiMiS9Cwt/f3/s27evxPa9e/fC39/fIEEREZkTdTeobsGuJl0romuwG/wUNihr9IQEwN/ZBl2D3aozLCIiIgCV6Ao1depUTJw4EefPn0fnzp0BAEeOHMHatWu5rgQR1Uqa8RUm6Ab1qEdXAJcArZmh1MXGksHNOHCbiIhMQu/C4q233oKXlxcWLVqETZs2AQCaNGmCX3/9FYMHDzZ4gEREplSoVOHQw8HQ1TFwuyJDW3hjy9h2JdaxeHwFcCIioupWqelmn3vuOTz33HOGjoWIyOycvpOO7HwlXO2s0MLbPBbVHNrCG4ObeeFwTAriM/PLXQGciIiounCBPCKicqi7QfUMdYfMjD64W8gk9DCDFhQiIiI1nQoLV1dX3LhxA+7u7nBxcSl3SfHU1FSDBUdEZGr7Iqtv/QoiIqKaTKfC4ssvv4Sjo6Pm7+UVFkREtUVuoRJHb6YBAHqbeOA2ERGRudOpsBg7dqzm7+PGjTNWLEREZuXYzTTkF6ng42SDhh72pg6HiIjIrOk9IbuFhQWSkpJKbE9JSYGFhYVBgiIiMgf/TDPrxpZaIiKiCuhdWAghSt2en58Pa2vrKgdERGQu9nN8BRERkc50nhXqq6++AgBIkoQffvgBDg4OmueUSiUOHTqExo0bGz5CIiITyMorwsk76QBYWBAREelC58Liyy+/BFDcYrF8+XKtbk/W1tYIDAzE8uXLDR8hEZEJHI5NgVIlEOxmhwBXO1OHQ0REZPZ0LixiY2MBAD179sS2bdvg4uJitKCIiEyN3aCIiIj0o/cCeQcOHDBGHEREZkUzcJuFBRERkU4qtfL23bt38fvvv+P27dsoKCjQem7x4sUGCYyIyFRSHhTg/L1MAEDPUDcTR0NERFQz6F1Y7Nu3D4MGDUJwcDCuXbuGZs2a4ebNmxBCoE2bNsaIkYioWoVHp0AIIMzTAV5ONqYOh4iIqEbQe7rZ6dOnY9q0abh06RJsbGywdetW3LlzB927d8fw4cONESMRUbXax/EVREREetO7sLh69SrGjBkDALC0tERubi4cHBwwd+5cLFiwwOABEhFVt38WxmNhQUREpCu9Cwt7e3vNuApvb29ER0drnktOTjZcZEREJnAvIw/XkrIhSUCPEI6vICIi0pXeYyyeeOIJ/P3332jSpAn69++PqVOn4tKlS9i2bRueeOIJY8RIRFRtDjxsrWjjq4CLnbWJoyEiIqo59C4sFi9ejOzsbADAnDlzkJ2djV9//RUNGjTgjFBEVONxmlkiIqLK0auwUCqVuHv3Llq0aAGguFsUV9smotqE4yuIiIgqR68xFhYWFujbty/S0tKMFQ8RkcnEpuTgZmouLGUSngxyNXU4RERENYreg7ebNWuGmJgYY8RCRGRS6taKjvWd4SCv1PqhREREdZbehcV///tfTJs2Df/73/8QHx+PzMxMrR8ioppqfyS7QREREVWW3l/J9e/fHwAwaNAgSJKk2S6EgCRJUCqVhouOiKiaCCE4cJuIiKgK9C4sDhw4YIw4iIhM6lpSNhKy8mFjKcMTAS6mDoeIiKjG0buw6N69uzHiICIyKXU3qC5BrrCxsjBxNERERDWP3oXFoUOHyn2+W7dulQ6GiMhU9rEbFBERUZXoXVj06NGjxLZHx1pwjAUR1TRKlcDBqBQAQG8O3CYiIqoUvWeFSktL0/pJSkrCrl270L59e/z111/GiJGIyKgu3MtAWm4hHOWWaOunMHU4RERENZLeLRYKRcn/dJ966ilYW1tjypQpOHPmjEECIyKqLvsji1sruoe4wdJC7+9biIiICJVosSiLp6cnrl+/bqjTERFVm3+mmXUzcSREREQ1l94tFhcvXtR6LIRAfHw8PvvsM7Rq1cpQcRERVYtCpQqHYopbLLgwHhERUeXpXVi0atUKkiRBCKG1/YknnsDq1asNFhgRUXU4dTsdDwqUcLOzQnMvJ1OHQ0REVGPpXVjExsZqPZbJZPDw8ICNjY3BgiIiqi7qblA9Q90hk0kV7E1ERERl0buwCAgIMEYcREQmoRlfwW5QREREVaJXYaFSqbB27Vps27YNN2/ehCRJCAoKwrBhwzB69Git9SyIiMxdbqESR2+mAeDCeERERFWl86xQQggMGjQIr776KuLi4tC8eXM0bdoUt27dwrhx4/Dcc88ZM04iIoM7djMN+UUq+DjZoKGHvanDISIiqtF0brFYu3YtDh06hH379qFnz55az+3fvx9DhgzBjz/+iDFjxhg8SCIiY9gXeR8A0KuBG1tciYiIqkjnFouNGzdixowZJYoKAOjVqxc+/PBDbNiwwaDBEREZ0/6o4mlme4d6mDgSIiKimk/nwuLixYt4+umny3z+mWeewYULFwwSFBGRsWXmFeLUnXQAQE8ujEdERFRlOhcWqamp8PT0LPN5T09PpKWlGSQoIiJjOxyTCqVKIMTNDgGudqYOh4iIqMbTubBQKpWwtCx7SIaFhQWKiooMEhQRkbGpu0FxmlkiIiLD0HnwthAC48aNg1wuL/X5/Px8gwVFRGRsB9TrV3CaWSIiIoPQubAYO3ZshftwRigiqglScwpx/l4mgOIVt4mIiKjqdC4s1qxZY8w4iIiqzd+3MgAATb0c4elYeissERER6UfnMRZERLXFoZvpANgNioiIyJBYWBBRnXM4Nh0A0IvTzBIRERkMCwsiqlPuZeThRkouJAnoHsLCgoiIyFBYWBBRnbL/4WxQbXwVcLGzNnE0REREtQcLCyKqU9TrV3C1bSIiIsNiYUFEdYYQAvsji1ssenNhPCIiIoNiYUFEdUZsag5up+fCUibhyUBXU4dDRERUq7CwIKI6Q91a0c7XEfZynZfxISIiIh2wsCCiOkM9vqJboLNpAyEiIqqFWFgQUZ0ghNDMCNUtSGHiaIiIiGofFhZEVCdcTcxGYlY+bCxlaOfrZOpwiIiIah0WFkRUJ6hbK54McoXckrc+IiIiQ+P/rkRUJ6gLi56hnGaWiIjIGFhYEFGtp1QJHHw4cLsXF8YjIiIyCpMXFnFxcRg1ahTc3Nxga2uL5s2b4/Tp0+Uek5+fj//85z8ICAiAXC5HYGAgVq9eXU0RE1FNcz4uA2m5hXCUW6KtHwduExERGYNJJ3JPS0tDly5d0LNnT+zcuRMeHh6IjIyEi4tLuceNGDECiYmJWLVqFUJDQxEfHw+VSlVNURNRTaPuBtU9xA2WFib/PoWIiKhWMmlhsWDBAvj7+2PNmjWabUFBQeUes2vXLoSHhyMmJgaursUr5wYGBhozTCKq4dSFRe8GHF9BRERkLCb96u73339Hu3btMHz4cNSrVw+tW7fG999/r9MxCxcuhK+vLxo2bIhp06YhNze3mqImopqkoEiFwzGpAIBeHLhNRERkNCZtsYiJicGyZcswZcoUzJgxA6dOncLEiRNhbW2NsWPHlnnM33//DRsbG2zfvh3Jycl4++23kZKSotXyoZafn4/8/HzN48zMTADFi2UJIYzzxuoYdS6ZT8NiXg3j5O00PChQwt3eGk09HZhXI2FeDY85NQ7m1TiYV+Mwh7zq89omLSxUKhXatWuHefPmAQBat26NiIgILF++vMzCQqVSQZIkbNiwAQpF8SDMxYsXY9iwYfjuu+9ga2urtf/8+fMxZ86cEufJyMjgxW8gQghkZ2cDACRJMnE0tQfzahg7I+IAAE/Wd0JWVibzaiTMq+Exp8bBvBoH82oc5pBX9ZfyujBpYeHt7Y2wsDCtbU2aNMHWrVvLPcbX11dTVKiPEULg7t27aNCggdb+06dPx5QpUzSPMzMz4e/vD4VCAScnrr5rCOoCTaFQ8GZiQMyrYRy9W3xD7tvEGwqFgnk1EubV8JhT42BejYN5NQ5zyKs+r2vSwqJLly64fv261rYbN24gICCg3GM2b96M7OxsODg4aI6RyWTw8/Mrsb9cLodcLi+xXZIkXvgGpM4nc2pYzGvV5BYqcfRmGgCgd0N3TR6ZV+NgXg2POTUO5tU4mFfjMHVe9Xldkw7enjx5Mo4fP4558+YhKioKP//8M1auXIkJEyZo9pk+fTrGjBmjefzSSy/Bzc0N48ePx5UrV3Do0CG8//77ePnll0t0gyKiuu1obCoKlCr4KmzQwN3e1OEQERHVaiYtLNq3b4/t27dj48aNaNasGT755BMsWbIEI0eO1OwTHx+P27dvax47ODhgz549SE9PR7t27TBy5EgMHDgQX331lSneAhGZMfU0s71C3fkNGhERkZGZtCsUAAwYMAADBgwo8/m1a9eW2Na4cWPs2bPHiFERUW2wPyoFAKeZJSIiqg5cgpaIaqXMvEKcupMOAOgZ6mbaYIiIiOoAFhZEVCsdikmFUiUQ4maHAFc7U4dDRERU67GwIKJaaX9k8fiK3g3YDYqIiKg6sLAgolrp0YHbREREZHwsLIio1knOzseFe8UrhfZgYUFERFQtWFgQUa1zMLp4NqhmXo7wdCy5QCYREREZHgsLIqp1NN2gOL6CiIio2rCwIKJaRz1wm+MriIiIqg8LCyKqVeIycnH9/gPIJKB7CNevICIiqi4sLIioVjnwcLXtNn4KONtamTgaIiKiuoOFBRHVKuwGRUREZBosLIio1hBCYB/XryAiIjIJFhZEVGvEpOTgdlouLGUSngxyNXU4REREdQoLCyKqNdTTzD4R4AJ7uaWJoyEiIqpbWFgQUa2hHl/Rm+tXEBERVTsWFkRUKwgh/lkYj+MriIiIqh0LCyKqFa4kZiMpuwC2VjJ0DHA2dThERER1DjshVzOlSuBwTAriM/Ph7SRH12A3WMgkU4dFVOOpu0E9GeQKuaWFiaMhIiKqe1hYVKNtF+Px3o4I3M3I02zzU9hg6ZBmGNrC24SREdV87AZFRERkWuwKVU22XYzHsHWntYoKAIjLyMOwdaex7WK8iSIjqvmUKoGD0cUrbvfiwG0iIiKTYGFRDZQqgfd2RECU8px626TfIqBUlbYHEVXkfFwG0nML4WRjiTa+ClOHQ0REVCexK1Q1OByTUqKl4lECwJ30PPRefhQd/F0Q6GqHQFdbBLrYIcDF1ijz8XOsB9Um6m5Q3YPdYGnB70uIiIhMgYVFNYjPzNdpv/DoVIRHp5bYXs/BurjYcHlYcLjaIdCl+M8AF1vYWev3a+RYD6pt9j0cuM1uUERERKbDwqIaeDvJddpvQpdAWMok3EzNwc20XMSm5iAzrwhJ2QVIyi7AydvppR5Xz8EaQa52pRYfAa52sLX6Z4Yc9ViPxztdqcd6bBnbjsUF1SgFRSocji0uyDlwm4iIyHRYWFSDrsFu8FPYIC4jr9RxFhIAP+fiFoPHuyOl5xYWFxoPiw3132NTiwuPrPx/Co8TZRQeno5yBLrYor6LLXZdSypzrIeE4rEeg5t5sVsU1Rgnb6chp0AJd3trNPNyNHU4REREdRYLi2pgIZOwdEgzDFt3GhKg9cFe/fF9yeCSRQUAONtaoZWvAq1KGZAqhHhYeOTiZtrjxcc/hUdiVj4Ss/LLLDw050PxWI8P/ncFTzeuh0BXO9R3toW1pXH7rHO8B1XF/qiHs0GFukPG64aIiMhkWFhUk6EtvLFlbLuSYxucbbBkcOXGNkiSBBc7a7jYWaO1X+mFR5qmxSMX2y7FY8PZuArPuyg8BovCYx6+BuDrZIMgt+JuVkEPB5aru175KWyqVARwvAdVlWb9igZuJo6EiIiobmNhUY2GtvDG4GZe1fbtvCRJcLWzhqudNdr4OcPVzkqnwqJjfWdk5hfhZmoOcgtVuJuRh7sZeTiMkgPLLWQS/BU28FdYI8TDCcFuxWM71IWHj5NNmd8ic7wHVVVOQRGO3UwDwPEVREREpsbCoppZyCT0MNEHIF3Hehx590lYyCQIIZCUXfBwTEeO5s/Yhy0gt9JyUaBUFXe/SsvF4ZsZJc5pbSFDfRdbBD0cUB708Mff2RbvbL/E8R5UJUdvpqFAqYKfwgah7vamDoeIiKhOY2FRh+g71kOSJHg6yuHpKEfHAJcS51OpBOKz8hCTkoMrd1OQmCdw6+FsVjdTc3E7vbjwiEp+gKjkB3rFqh7vcTgmxWSFGJm/f7pBuUOSWIASERGZEguLOsaQYz1kMgm+Clv4ONmguasFFAqF1oe7IqUKcRl5mkIjNjUHN9OKWzwuJ2QhNaewwtcYsuYUmnk5IsTdHsGudghxt0eImx2C3exRz8HaoB8mOYi85tmvXr+CxScREZHJsbCog6prrIelhQwBrnYIcLUr8dzBqGT0XHaswnNk5BXhyM00HHnYj/5RDnILBLvaI9jNDiFu2kVHgIstrPRYgZmDyGuejNxCnLqTDgDoGcqB20RERKbGwqKOMuVYD0C38R4+ChtsHdsON1NzEJ2Sg5iUHESnPEB0ygPczchDdr4SF+MzcTE+s8TxFjIJ9Z1t/yk63NQFiD1C3O3gZGOl2ZeDyGumw7GpUAkg1N0e9V1KFq9ERERUvVhYkEnoMt7jqyHN0DHApdTxHflFStxMzS0uNJJzEJNa/Gd0ygPEpOQgr0ilGWi+L7Lk67vbWyPYrXgg+Z9XuWhgTbQv8j4AoBdbK4iIiMwCCwsymaqM95BbWqBRPQc0qudQ4jmVSiAhK19TZPxTfBT//X52AZIfFP+c1HHRwI92XsXTjeshwKV47Q5LPbpZVYZSJXAoOhnRiWkI8SxEtxB3FjaP2R/5z8J4REREZHosLMikjDHeQyaT4KOwgY/CBl2DS36bnZlXiJiHXau2XLyHjefuVXjOz/ZH47P90cXnlwBfhQ0CXOwQ4GL78Kd44cAAFzvUd7GFrZVFpePneI+K3c/O13SB68nCgoiIyCywsCCTq+7xHk42Vmjlq0ArXwVc7ax0Kiza+DohM1+J2w/X7riTnoc76Xn4O7b0/es5WJcoPAJcbBHwsPhwtrUq9TiO99DNweji1orm3o6o5yg3cTREREQEsLCgOk7XRQNPTuoGC5kElUogMTsft9JycSs1B7fScnEzrfjP4p8cZOcrkZRdgKTsAs2sRY9zsrHULjhcbOGvsMV7v0VwvIcOOM0sERGR+WFhQXWavosGymQSvJ1s4O1kgydKGVQuhEBabiFupRYXGY8WHOq/Jz8oQGZeES7FZ+FSfJbOsXLRwH9oFsar43kgIiIyJywsqM4z5KKBkiTB1c4arnbWaO2nKHWfB/lFuJ3+WMGRmovTd9JxQ4cVygevPonWfs5oXM8BTeo5oPHDH39nW8jqQEvG3fRc3Lj/ADIJ6BbCGaGIiIjMBQsLIlTfooEAYC+3RBNPRzTxdNTaruuigZn5SoRHpyD84TgDNTtrCzTysEeTeo5o7PlP0dHAwx5yy8oNJjfH1cgPPGytaOvnXOZYFSIiIqp+LCyIHqpJiwZGJj/AtaRsXE3MwrWkbEQmP0BOgRLn4jJxLk57wUCZBAS72Wu1cDTxLP7Txc66zHjMdXaq/VGcZpaIiMgcsbAgMhNVWTSwUFm8IODVxGytguNqUjYy84oQlfwAUckP8L8riVrHeTrKS3SpauLpgJO30zHixzNmNzuVEOKf8RUN2A2KiIjInLCwIDIjlR3vYWUhQ0MPBzT0cMDgR7YLUbxYYGkFR1xGHhKz8pGYlV+iW9XjhY3mfDDt7FQxKTm4nZYLKwsJXQJdq/W1iYiIqHwsLIjMjHq8xz8rb7tUeuVtSfpnFqteDbS7DmXlFeFaUjauJf1TbFxLysb1pGyoSqsqHlLPTjVw1Ql0C3ZDAw97NHB3QKi7HeysjXtL2fdwmtknAlxgL+fti4iIyJzwf2YiM6Qe79HawwoKhQKSZPiWAUcbS7Sv74z29Z21tv90+g7GbDxf4fE7r93Hzmv3tbb5KmzQwN3+YbHx8MfDASFudrCpwmrk6kHka07dBgD04GxQREREZoeFBRFp8Xe21Wm/se38UKgUiEx+gMjkB0jPLURcRh7iMvI0K2OrSVLxef8pNv4pPILd7GFtKSvzdUobRL786C208lFwFXIiIiIzwsKCiLTouhr5qudbabpnCSGQ8qBAU2RE3i8eLK5+nJlXhNtpubidlqvpzqQmk4AAFzvtguPhn+fiMvDCT2dLxJH8oMCkg8iJiIioJBYWRKRF39XIgeKxHO4Ocrg7yNHpsUHVQgjczy7QFByRydmP/P0BHhQoEZuag9jUHPx1Q7trVVlMPYiciIiISmJhQUQlGHo18nqOctRzlKNLUMmiIyErX1NkPFp4XE/KRoGy7FHk6kHkh2NSTLr+CBERERVjYUFEpaqO1cgfnbWq22MDsjecuYtRP5+r8BzxmfkGi4eIiIgqj4UFEZXJlKuR+ypsdNrP20lu5EiIiIhIF2VPxUJEZELqQeRltY9IAPydbdA1mFPPEhERmQMWFkRkltSDyAGUKC7KGkROREREpsPCgojMlnoQ+ePdovycbTjVLBERkZnhGAsiMmvVMYiciIiIqo6FBRGZPVMOIiciIiLdsCsUERERERFVGQsLIiIiIiKqMhYWRERERERUZSwsiIiIiIioylhYEBERERFRlbGwICIiIiKiKmNhQUREREREVcbCgoiIiIiIqqzOLZAnhAAAZGZmmjiS2kMIgczMTEiSBEniasiGwrwaB/NqHMyr4TGnxsG8GgfzahzmkFf1Z2b1Z+jy1LnCIisrCwDg7+9v4kiIiIiIiGqGrKwsKBSKcveRhC7lRy2iUqlw7949ODo6sqI2kMzMTPj7++POnTtwcnIydTi1BvNqHMyrcTCvhsecGgfzahzMq3GYQ16FEMjKyoKPjw9ksvJHUdS5FguZTAY/Pz9Th1ErOTk58WZiBMyrcTCvxsG8Gh5zahzMq3Ewr8Zh6rxW1FKhxsHbRERERERUZSwsiIiIiIioylhYUJXJ5XLMmjULcrnc1KHUKsyrcTCvxsG8Gh5zahzMq3Ewr8ZR0/Ja5wZvExERERGR4bHFgoiIiIiIqoyFBRERERERVRkLCyIiIiIiqjIWFlSu+fPno3379nB0dES9evUwZMgQXL9+vdxj1q5dq1l6Xv1jY2NTTRHXDLNnzy6Ro8aNG5d7zObNm9G4cWPY2NigefPm+PPPP6sp2pojMDCwRF4lScKECRNK3Z/XaukOHTqEgQMHwsfHB5IkYceOHVrPCyHw8ccfw9vbG7a2tujTpw8iIyMrPO+3336LwMBA2NjYoGPHjjh58qSR3oF5Ki+vhYWF+OCDD9C8eXPY29vDx8cHY8aMwb1798o9Z2XuJbVNRdfruHHjSuTo6aefrvC8vF7Lz2tp91pJkvD555+Xec66fr3q8pkqLy8PEyZMgJubGxwcHPCvf/0LiYmJ5Z63svdkY2BhQeUKDw/HhAkTcPz4cezZsweFhYXo27cvHjx4UO5xTk5OiI+P1/zcunWrmiKuOZo2baqVo7///rvMfY8ePYoXX3wRr7zyCs6dO4chQ4ZgyJAhiIiIqMaIzd+pU6e0crpnzx4AwPDhw8s8htdqSQ8ePEDLli3x7bfflvr8woUL8dVXX2H58uU4ceIE7O3t0a9fP+Tl5ZV5zl9//RVTpkzBrFmzcPbsWbRs2RL9+vVDUlKSsd6G2Skvrzk5OTh79ixmzpyJs2fPYtu2bbh+/ToGDRpU4Xn1uZfURhVdrwDw9NNPa+Vo48aN5Z6T12vFeX00n/Hx8Vi9ejUkScK//vWvcs9bl69XXT5TTZ48Gf/3f/+HzZs3Izw8HPfu3cPQoUPLPW9l7slGI4j0kJSUJACI8PDwMvdZs2aNUCgU1RdUDTRr1izRsmVLnfcfMWKEePbZZ7W2dezYUbzxxhsGjqx2ee+990RISIhQqVSlPs9rtWIAxPbt2zWPVSqV8PLyEp9//rlmW3p6upDL5WLjxo1lnqdDhw5iwoQJmsdKpVL4+PiI+fPnGyVuc/d4Xktz8uRJAUDcunWrzH30vZfUdqXldezYsWLw4MF6nYfXqzZdrtfBgweLXr16lbsPr1dtj3+mSk9PF1ZWVmLz5s2afa5evSoAiGPHjpV6jsrek42FLRakl4yMDACAq6truftlZ2cjICAA/v7+GDx4MC5fvlwd4dUokZGR8PHxQXBwMEaOHInbt2+Xue+xY8fQp08frW39+vXDsWPHjB1mjVVQUID169fj5ZdfhiRJZe7Ha1U/sbGxSEhI0LoeFQoFOnbsWOb1WFBQgDNnzmgdI5PJ0KdPH17D5cjIyIAkSXB2di53P33uJXXVwYMHUa9ePTRq1AhvvfUWUlJSytyX16v+EhMT8ccff+CVV16pcF9er/94/DPVmTNnUFhYqHXtNW7cGPXr1y/z2qvMPdmYWFiQzlQqFSZNmoQuXbqgWbNmZe7XqFEjrF69Gr/99hvWr18PlUqFzp074+7du9UYrXnr2LEj1q5di127dmHZsmWIjY1F165dkZWVVer+CQkJ8PT01Nrm6emJhISE6gi3RtqxYwfS09Mxbty4Mvfhtao/9TWnz/WYnJwMpVLJa1gPeXl5+OCDD/Diiy/CycmpzP30vZfURU8//TR+/PFH7Nu3DwsWLEB4eDieeeYZKJXKUvfn9aq/devWwdHRscIuO7xe/1HaZ6qEhARYW1uX+DKhvGuvMvdkY7Ks9lekGmvChAmIiIiosD9kp06d0KlTJ83jzp07o0mTJlixYgU++eQTY4dZIzzzzDOav7do0QIdO3ZEQEAANm3apNM3PlSxVatW4ZlnnoGPj0+Z+/BaJXNUWFiIESNGQAiBZcuWlbsv7yUVe+GFFzR/b968OVq0aIGQkBAcPHgQvXv3NmFktcfq1asxcuTICie/4PX6D10/U9U0bLEgnbzzzjv43//+hwMHDsDPz0+vY62srNC6dWtERUUZKbqaz9nZGQ0bNiwzR15eXiVmhUhMTISXl1d1hFfj3Lp1C3v37sWrr76q13G8Viumvub0uR7d3d1hYWHBa1gH6qLi1q1b2LNnT7mtFaWp6F5CQHBwMNzd3cvMEa9X/Rw+fBjXr1/X+34L1N3rtazPVF5eXigoKEB6errW/uVde5W5JxsTCwsqlxAC77zzDrZv3479+/cjKChI73MolUpcunQJ3t7eRoiwdsjOzkZ0dHSZOerUqRP27duntW3Pnj1a37bTP9asWYN69erh2Wef1es4XqsVCwoKgpeXl9b1mJmZiRMnTpR5PVpbW6Nt27Zax6hUKuzbt4/X8CPURUVkZCT27t0LNzc3vc9R0b2EgLt37yIlJaXMHPF61c+qVavQtm1btGzZUu9j69r1WtFnqrZt28LKykrr2rt+/Tpu375d5rVXmXuyUVX7cHGqUd566y2hUCjEwYMHRXx8vOYnJydHs8/o0aPFhx9+qHk8Z84csXv3bhEdHS3OnDkjXnjhBWFjYyMuX75sirdglqZOnSoOHjwoYmNjxZEjR0SfPn2Eu7u7SEpKEkKUzOmRI0eEpaWl+OKLL8TVq1fFrFmzhJWVlbh06ZKp3oLZUiqVon79+uKDDz4o8RyvVd1kZWWJc+fOiXPnzgkAYvHixeLcuXOa2Yk+++wz4ezsLH777Tdx8eJFMXjwYBEUFCRyc3M15+jVq5f4+uuvNY9/+eUXIZfLxdq1a8WVK1fE66+/LpydnUVCQkK1vz9TKS+vBQUFYtCgQcLPz0+cP39e636bn5+vOcfjea3oXlIXlJfXrKwsMW3aNHHs2DERGxsr9u7dK9q0aSMaNGgg8vLyNOfg9VpSRfcBIYTIyMgQdnZ2YtmyZaWeg9erNl0+U7355puifv36Yv/+/eL06dOiU6dOolOnTlrnadSokdi2bZvmsS735OrCwoLKBaDUnzVr1mj26d69uxg7dqzm8aRJk0T9+vWFtbW18PT0FP379xdnz56t/uDN2PPPPy+8vb2FtbW18PX1Fc8//7yIiorSPP94ToUQYtOmTaJhw4bC2tpaNG3aVPzxxx/VHHXNsHv3bgFAXL9+vcRzvFZ1c+DAgVL/3atzp1KpxMyZM4Wnp6eQy+Wid+/eJfIdEBAgZs2apbXt66+/1uS7Q4cO4vjx49X0jsxDeXmNjY0t83574MABzTkez2tF95K6oLy85uTkiL59+woPDw9hZWUlAgICxGuvvVaiQOD1WlJF9wEhhFixYoWwtbUV6enppZ6D16s2XT5T5ebmirffflu4uLgIOzs78dxzz4n4+PgS53n0GF3uydVFehggERERERFRpXGMBRERERERVRkLCyIiIiIiqjIWFkREREREVGUsLIiIiIiIqMpYWBARERERUZWxsCAiIiIioipjYUFERERERFXGwoKIiIiIiKqMhQURkQFIkoQdO3aYOgydzJ49G61atTJ1GFSNxo0bB0mSKrxOb968qdmP1wgR6YuFBRHVaePGjcOQIUNMHUaNt3btWjg7O5s6DCrH008/jfj4eDzzzDNl7uPv74/4+HhMnTq1GiMjotrC0tQBEBERlaegoADW1tamDqPGk8vl8PLyKncfCwsLeHl5wcHBoZqiIqLahC0WRESP6NGjByZOnIh///vfcHV1hZeXF2bPnq21T2RkJLp16wYbGxuEhYVhz549Jc5z584djBgxAs7OznB1dcXgwYNx8+ZNzfPqlpI5c+bAw8MDTk5OePPNN1FQUKDZR6VSYf78+QgKCoKtrS1atmyJLVu2aJ4/ePAgJEnCvn370K5dO9jZ2aFz5864fv26ViyfffYZPD094ejoiFdeeQV5eXkl4v3hhx/QpEkT2NjYoHHjxvjuu+80z6m7x2zbtg09e/aEnZ0dWrZsiWPHjmniGD9+PDIyMjTdaB7PmZq6G9aKFSvg7+8POzs7jBgxAhkZGSVy8+mnn8LHxweNGjUCAFy6dAm9evWCra0t3Nzc8PrrryM7O1vr/KtXr0bTpk0hl8vh7e2Nd955R/Nceno6Xn31VU2+e/XqhQsXLmiev3DhAnr27AlHR0c4OTmhbdu2OH36NADg1q1bGDhwIFxcXGBvb4+mTZvizz//LPU9AkB+fj4++OAD+Pv7Qy6XIzQ0FKtWrQIAKJVKvPLKK5rfa6NGjbB06VKt4w8ePIgOHTrA3t4ezs7O6NKlC27duqV5/rfffkObNm1gY2OD4OBgzJkzB0VFRWXGQ0RUHVhYEBE9Zt26dbC3t8eJEyewcOFCzJ07V1M8qFQqDB06FNbW1jhx4gSWL1+ODz74QOv4wsJC9OvXD46Ojjh8+DCOHDkCBwcHPP3001qFw759+3D16lUcPHgQGzduxLZt2zBnzhzN8/Pnz8ePP/6I5cuX4/Lly5g8eTJGjRqF8PBwrdf7z3/+g0WLFuH06dOwtLTEyy+/rHlu06ZNmD17NubNm4fTp0/D29tbq2gAgA0bNuDjjz/Gp59+iqtXr2LevHmYOXMm1q1bV+J1pk2bhvPnz6Nhw4Z48cUXUVRUhM6dO2PJkiVwcnJCfHw84uPjMW3atDLzGxUVhU2bNuH//u//sGvXLpw7dw5vv/221j779u3D9evXsWfPHvzvf//DgwcP0K9fP7i4uODUqVPYvHkz9u7dq1U4LFu2DBMmTMDrr7+OS5cu4ffff0doaKjm+eHDhyMpKQk7d+7EmTNn0KZNG/Tu3RupqakAgJEjR8LPzw+nTp3CmTNn8OGHH8LKygoAMGHCBOTn5+PQoUO4dOkSFixYUO63+mPGjMHGjRvx1Vdf4erVq1ixYoVmf5VKBT8/P2zevBlXrlzBxx9/jBkzZmDTpk0AgKKiIgwZMgTdu3fHxYsXcezYMbz++uuQJAkAcPjwYYwZMwbvvfcerly5ghUrVmDt2rX49NNPy4yHiKhaCCKiOmzs2LFi8ODBmsfdu3cXTz75pNY+7du3Fx988IEQQojdu3cLS0tLERcXp3l+586dAoDYvn27EEKIn376STRq1EioVCrNPvn5+cLW1lbs3r1b87qurq7iwYMHmn2WLVsmHBwchFKpFHl5ecLOzk4cPXpUK5ZXXnlFvPjii0IIIQ4cOCAAiL1792qe/+OPPwQAkZubK4QQolOnTuLtt9/WOkfHjh1Fy5YtNY9DQkLEzz//rLXPJ598Ijp16iSEECI2NlYAED/88IPm+cuXLwsA4urVq0IIIdasWSMUCoWoyKxZs4SFhYW4e/euVv5kMpmIj4/X5MbT01Pk5+dr9lm5cqVwcXER2dnZWu9VJpOJhIQEIYQQPj4+4j//+U+pr3v48GHh5OQk8vLytLaHhISIFStWCCGEcHR0FGv/v537jaXy/eMA/kYridqUjOZPK2fOGoaJo421cyStVf5EZaEQwinN2gxhbWyaavr3gDnKajzKA5RjRplizJyVhCQ0NUvrweGYxf170Nzr+NeR3/fb9u39enbu63Pd13Xu635wPuf6U16+ZH0XFxchNzf3l99PEAShr69PACA0NDQYFC8IgpCcnCyEhoYKgiAIExMTAgChubl5yVi5XC7k5+frXauoqBBsbGyWvf/C9/xXcnJy9N4RIiJDcI8FEdECrq6uep9tbGwwPj4OAOjt7YWdnR1sbW3FcplMphev0Wjw7t07WFhY6F2fnp7G4OCg+NnNzQ1mZmZ699FqtRgdHYVWq8XU1BQCAgL07jEzMwN3d/dl+2tjYwMAGB8fh729PXp7e5GYmKgXL5PJ0NTUBACYnJzE4OAgYmNjER8fL8Z8//4dW7ZsMagdZ2dnrIa9vT127Nih15+5uTn09fWJewBcXFz09lX09vbCzc0NmzZtEq/t27dPrGdkZISxsTHI5fIl29RoNNBqtdi6davedZ1OJ47JpUuXEBcXh4qKCigUChw/fhy7du0CACiVSiQlJUGtVkOhUCA0NHTRezKvu7sbJiYm8Pf3X/YZ3LlzB2VlZRgZGYFOp8PMzIx4CpOlpSViYmIQGBiIgIAAKBQKhIeHi89co9GgtbVVb4ZidnYW09PTmJqa0nunVhIUFISWlhYAgIODA3p6egyqR0S0HCYWREQLzC9/mWdkZIS5uTmD62u1Wnh6euLhw4eLyqysrAy+BwDU1tbq/QgHfmzCXa6/88tlDO3vfDslJSXw9vbWKzMxMfm/tbNaPycQhti4ceOK5VqtFjY2Nmhubl5UNn+aVW5uLk6dOoXa2lo8efIEOTk5qKysRHBwMOLi4hAYGIja2lqo1WoUFBSgqKgIqampq+5LZWUl0tPTUVRUBJlMBgsLC1y7dg3t7e1ijEqlglKpxNOnT1FVVYWsrCw0NDTAx8cHWq0WeXl5CAkJWXRvU1PTFdv+WWlpKXQ6HYDF7zwR0e9gYkFEtApSqRSjo6P49OmT+A9yW1ubXoyHhweqqqqwfft2bN68edl7aTQa6HQ68YdoW1sbzM3NYWdnB0tLS2zYsAEjIyMr/vNtSH/b29sRFRUlXvu5v9bW1rC1tcX79+8RGRn52+2sX78es7OzBsWOjIxgbGxMnPVpa2uDsbGxuEl7KVKpFOXl5ZicnBSTjtbWVrGehYUFHB0d0djYiP379y+q7+Hhgc+fP2PdunVwdHRcth2JRAKJRIK0tDScPHkSKpUKwcHBAH4cxZqYmIjExERkZGSgpKRkycTCxcUFc3NzePbsGRQKxaLy1tZW+Pr66u0r+Xkma567uzvc3d2RkZEBmUyGR48ewcfHBx4eHujr69PbP/I7FiasRERrxc3bRESroFAoIJFIEB0dDY1Gg5aWFmRmZurFREZGYtu2bTh69ChaWlowNDSE5uZmKJVKfPz4UYybmZlBbGws3rx5g7q6OuTk5CAlJQXGxsawsLBAeno60tLScP/+fQwODqKrqwu3bt1atKl6JRcuXEBZWRlUKhX6+/uRk5OzaMlLXl4eCgoKUFxcjP7+frx69QoqlQrXr183uB1HR0dotVo0Njbiy5cvmJqaWjbW1NRU7/kplUqEh4eveBRqZGSkWO/169doampCamoqTp8+DWtrawA/ZhyKiopQXFyMgYEB8XkBP8ZNJpPh2LFjUKvV+PDhA168eIHMzEx0dnZCp9MhJSUFzc3NGB4eRmtrKzo6OiCVSgEAFy9eRH19PYaGhtDV1YWmpiaxbKlnER0djbNnz6K6uloc//nN2U5OTujs7ER9fT36+/uRnZ2Njo4Osf7Q0BAyMjLw8uVLDA8PQ61WY2BgQGzvypUrePDgAfLy8tDT04Pe3l5UVlYiKyvL4PEiIvonMLEgIloFY2NjPH78GDqdDnv37kVcXNyi03jMzMzw/Plz2NvbIyQkBFKpVDzm9ecZDLlcDicnJ/j5+SEiIgJHjhzRO6b16tWryM7ORkFBAaRSKQ4ePIja2lrs3LnT4P5GREQgOzsbly9fhqenJ4aHh5GUlKQXExcXh9LSUqhUKri4uMDf3x/l5eWrasfX1xeJiYmIiIiAlZUVCgsLl43dvXs3QkJCcOjQIRw4cACurq6LTqpayMzMDPX19fj69Su8vLwQFhYGuVyO27dvizHR0dG4efMm7t69iz179uDw4cMYGBgA8GPpVl1dHfz8/HDmzBlIJBKcOHECw8PDsLa2homJCSYmJhAVFQWJRILw8HAEBQWJp3TNzs4iOTlZHAeJRLJin+/du4ewsDCcP38ezs7OiI+Px+TkJAAgISEBISEhiIiIgLe3NyYmJvRmL8zMzPD27VuEhoZCIpHg3LlzSE5ORkJCAgAgMDAQNTU1UKvV8PLygo+PD27cuAEHB4dfjBIR0T/LSBAE4U93gojobxMTE4Nv376hurr6T3flX5Wbm4vq6mp0d3f/6a78VVb7vnGciOh3cMaCiIjoL1BTUwNzc3PU1NQsGzMyMgJzc3Pk5+f/iz0jov8Kbt4mIiL6jyssLBT3YMwfOrAUW1tbcZZi4eljRES/wqVQRERERES0ZlwKRUREREREa8bEgoiIiIiI1oyJBRERERERrRkTCyIiIiIiWjMmFkREREREtGZMLIiIiIiIaM2YWBARERER0ZoxsSAiIiIiojVjYkFERERERGv2P0qgsC+ay0/NAAAAAElFTkSuQmCC",
"text/plain": [
""
]
@@ -3327,8 +2534,8 @@
" \n",
" 0 \n",
" 20 \n",
- " 3.3179 \n",
- " 3.1915 \n",
+ " 7.0457 \n",
+ " 6.7323 \n",
" 0.0 \n",
" \n",
" \n",
@@ -3337,10 +2544,10 @@
],
"text/plain": [
" Cases Wall time [s] Mean completion duration [s] Power spread [kW]\n",
- "0 20 3.3179 3.1915 0.0"
+ "0 20 7.0457 6.7323 0.0"
]
},
- "execution_count": 25,
+ "execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
@@ -3380,7 +2587,7 @@
"process_models, direct_thread_durations, direct_thread_wall_seconds = run_many_parallel(\n",
" number_of_process_simulations\n",
")\n",
- "direct_thread_metrics = [extract_process_metrics(process) for process in process_models]\n",
+ "direct_thread_metrics = qualify_parallel_models(process_models)\n",
"direct_power_values = np.asarray([metrics[\"total_power_kw\"] for metrics in direct_thread_metrics])\n",
"\n",
"assert len(process_models) == number_of_process_simulations\n",
@@ -3418,7 +2625,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 30,
"id": "65fd32bc",
"metadata": {},
"outputs": [
@@ -3452,10 +2659,10 @@
" \n",
" \n",
" 0 \n",
- " 10431.428486 \n",
- " 19130.517773 \n",
- " 2.900716 \n",
- " 0.000408 \n",
+ " 10431.534102 \n",
+ " 19130.542443 \n",
+ " 2.900748 \n",
+ " 0.000076 \n",
" \n",
" \n",
"\n",
@@ -3463,10 +2670,10 @@
],
"text/plain": [
" total_power_kw oil_export_m3_day gas_export_msm3_day mass_balance_percent\n",
- "0 10431.428486 19130.517773 2.900716 0.000408"
+ "0 10431.534102 19130.542443 2.900748 0.000076"
]
},
- "execution_count": 26,
+ "execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
@@ -3497,7 +2704,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 31,
"id": "a23bc26b",
"metadata": {},
"outputs": [
@@ -3530,7 +2737,7 @@
" \n",
" 0 \n",
" Original size \n",
- " 9 \n",
+ " 8 \n",
" \n",
" \n",
" 1 \n",
@@ -3548,12 +2755,12 @@
],
"text/plain": [
" Setting Value\n",
- "0 Original size 9\n",
+ "0 Original size 8\n",
"1 Example size 8\n",
"2 Maximum queue capacity 0"
]
},
- "execution_count": 27,
+ "execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
@@ -3578,7 +2785,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 32,
"id": "b60de9f5",
"metadata": {},
"outputs": [
@@ -3599,13 +2806,13 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 33,
"id": "98e8fac7",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
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",
"text/plain": [
""
]
@@ -3645,14 +2852,14 @@
" 0 \n",
" Direct runAsThread \n",
" 20 \n",
- " 3.3179 \n",
+ " 7.0457 \n",
" 0.0 \n",
" \n",
" \n",
" 1 \n",
" Managed NeqSimThreadPool \n",
" 20 \n",
- " 3.5181 \n",
+ " 7.8683 \n",
" 0.0 \n",
" \n",
" \n",
@@ -3661,11 +2868,11 @@
],
"text/plain": [
" Execution method Cases Wall time [s] Power spread [kW]\n",
- "0 Direct runAsThread 20 3.3179 0.0\n",
- "1 Managed NeqSimThreadPool 20 3.5181 0.0"
+ "0 Direct runAsThread 20 7.0457 0.0\n",
+ "1 Managed NeqSimThreadPool 20 7.8683 0.0"
]
},
- "execution_count": 29,
+ "execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
@@ -3685,8 +2892,9 @@
" future.get()\n",
"\n",
"managed_wall_seconds = time.perf_counter() - managed_start\n",
+ "managed_metrics = qualify_parallel_models(managed_models)\n",
"managed_power_values = np.asarray(\n",
- " [extract_process_metrics(process)[\"total_power_kw\"] for process in managed_models]\n",
+ " [metrics[\"total_power_kw\"] for metrics in managed_metrics]\n",
")\n",
"managed_pool.setPoolSize(original_pool_size)\n",
"\n",
@@ -3739,7 +2947,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 34,
"id": "0397483f",
"metadata": {},
"outputs": [
@@ -3775,25 +2983,25 @@
" \n",
" 0 \n",
" Base \n",
- " 10431.4285 \n",
- " 19130.5178 \n",
- " 9.5792 \n",
- " 0.0004 \n",
+ " 10431.5341 \n",
+ " 19130.5424 \n",
+ " 9.5793 \n",
+ " 0.0001 \n",
" \n",
" \n",
" 1 \n",
" Direct SLSQP \n",
- " 9909.8522 \n",
- " 19133.1796 \n",
- " 9.5942 \n",
- " 0.0004 \n",
+ " 9909.9486 \n",
+ " 19133.2158 \n",
+ " 9.5943 \n",
+ " 0.0000 \n",
" \n",
" \n",
" 2 \n",
" Surrogate candidate \n",
- " 9298.1349 \n",
- " 19126.2442 \n",
- " 10.7738 \n",
+ " 9430.9342 \n",
+ " 19100.7146 \n",
+ " 10.5094 \n",
" -0.0000 \n",
" \n",
" \n",
@@ -3802,12 +3010,12 @@
],
"text/plain": [
" Case Power [kW] Oil [m3/day] RVP [psia] Mass residual [%]\n",
- "0 Base 10431.4285 19130.5178 9.5792 0.0004\n",
- "1 Direct SLSQP 9909.8522 19133.1796 9.5942 0.0004\n",
- "2 Surrogate candidate 9298.1349 19126.2442 10.7738 -0.0000"
+ "0 Base 10431.5341 19130.5424 9.5793 0.0001\n",
+ "1 Direct SLSQP 9909.9486 19133.2158 9.5943 0.0000\n",
+ "2 Surrogate candidate 9430.9342 19100.7146 10.5094 -0.0000"
]
},
- "execution_count": 30,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}