{ "cells": [ { "cell_type": "markdown", "id": "bb98be55", "metadata": {}, "source": [ "# Soil Heat‑Flux Estimation & Validation \n", "This notebook demonstrates how to derive **surface ground‑heat flux (G₀)** from a SoilVUE profile using the helper functions included in the project repository, and then compares the derived values with the *in‑situ* heat‑flux‑plate measurements (“G”) available in the eddy‑covariance flux file.\n", "\n", "Data files used:\n", "\n", "| File | Contents | Native resolution |\n", "|------|----------|-------------------|\n", "| `21026_Statistics_AmeriFlux0.dat` | SoilVUE profile statistics (T, VWC, κ etc.) | Site‑logger native (≈ 5–10 min) |\n", "| `21025_Flux_AmeriFluxFormat_30.dat` | 30‑min AmeriFlux‑format flux file (includes **G**) | 30 min |\n", "\n", "The analysis proceeds as follows:\n", "\n", "1. **Load & tidy** the two datasets. \n", "2. **Estimate** ground‑heat flux from the SoilVUE temperatures and soil‑moisture–dependent conductivity using `soil_heat.compute_heat_flux_conduction`. \n", "3. **Merge** the estimated series with the measured 30‑min “G” record. \n", "4. **Evaluate** performance using RMSE & NME (functions in `gao_et_al.py`) and quick visualisations.\n", "\n", "> **Note** – The SoilVUE statistics file shipped with this example has a single timestamp header (`2024‑07‑11`). Rows are therefore back‑filled with that value and treated as measurements for **11 July 2024**. If your logger exports full timestamps, simply remove the forward‑fill block below.\n" ] }, { "cell_type": "markdown", "id": "23d73e0c", "metadata": {}, "source": [ "## Import relevant libraries" ] }, { "cell_type": "code", "execution_count": null, "id": "d65311a5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 2, "id": "94e3ab7d", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from pathlib import Path\n", "import sys\n", "import micromet\n", "# Project helper modules (all live in /mnt/data after upload)\n", "sys.path.append('../../src')\n", "import soil_heat # gradient & calorimetric methods\n", "#import gao_et_al as gao # RMSE & NME helpers\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "f622aee6", "metadata": {}, "outputs": [], "source": [ "station_path = Path(\"G:/Shared drives/UGS_Flux/Data_Downloads/Dugout_Ranch/\")" ] }, { "cell_type": "markdown", "id": "a839f1aa", "metadata": {}, "source": [ "## Load SoilVUE Data" ] }, { "cell_type": "code", "execution_count": 4, "id": "0eef8837", "metadata": {}, "outputs": [], "source": [ "dfs = {}\n", "\n", "for file in station_path.rglob(\"*21031_Statistics_AmeriFlux*.dat\"):\n", " fileno = file.stem.split(\"_\")[-1].replace(\"AmeriFlux\", \"\")\n", " dfs[fileno] = pd.read_csv(file, na_values=['NAN'], engine='python',)\n", "df_sv = pd.concat(dfs,ignore_index=True).iloc[50:,:57]\n", "\n", "# Back‑fill the one timestamp so that every row carries a datetime label\n", "df_sv['TIMESTAMP_START'] = df_sv['TIMESTAMP_START'].ffill()\n", "\n", "# Parse to pandas datetime (format YYYYMMDDhhmm)\n", "df_sv['datetime'] = pd.to_datetime(df_sv['TIMESTAMP_START'], format='%Y%m%d%H%M')\n", "\n", "# For this demo we keep only the channels needed for the gradient method\n", "df_sv = df_sv.astype({'T_1_1_1': float,\n", " 'T_1_2_1': float,\n", " 'T_1_3_1': float,\n", " 'T_1_4_1': float,\n", " 'T_1_5_1': float,\n", " 'T_1_6_1': float,\n", " 'T_1_7_1': float,\n", " 'VWC_1_1_1': float,\n", " 'VWC_1_2_1': float,\n", " 'VWC_1_3_1': float,\n", " 'VWC_1_4_1': float,\n", " 'VWC_1_5_1': float,\n", " 'VWC_1_6_1': float,\n", " 'VWC_1_7_1': float,\n", " 'T_CANOPY': float, \n", " 'NETRAD': float,\n", " 'SW_IN': float,\n", " 'SW_OUT': float,\n", " 'LW_IN': float,\n", " 'LW_OUT': float,\n", " })\n", "df_sv = df_sv.set_index('datetime').sort_index().drop_duplicates()\n", "df_sv = df_sv.loc[pd.to_datetime('2023-07-01'):]\n", "\n", "#df_sv['datetime'] = pd.date_range(start='2024-07-11 05:30', periods=589, freq='30min')\n", "# Package expects the DataFrame columns to be named explicitly\n", "df_grad =df_sv.rename(columns={\n", " 'T_CANOPY':'T00cm',\n", " 'T_1_1_1':'T05cm',\n", " 'T_1_2_1':'T10cm',\n", " 'T_1_3_1':'T20cm',\n", " 'T_1_4_1':'T30cm',\n", " 'T_1_5_1':'T40cm',\n", " 'T_1_6_1':'T50cm',\n", " 'T_1_7_1':'T60cm', \n", " 'VWC_1_1_1':'VWC05cm',\n", " 'VWC_1_2_1':'VWC10cm',\n", " 'VWC_1_3_1':'VWC20cm',\n", " 'VWC_1_4_1':'VWC30cm',\n", " 'VWC_1_5_1':'VWC40cm',\n", " 'VWC_1_6_1':'VWC50cm',\n", " 'VWC_1_7_1':'VWC60cm',\n", "})\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "b75ed660", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "datetime", "rawType": "datetime64[ns]", "type": "datetime" }, { "name": "TIMESTAMP_START", "rawType": "float64", "type": "float" }, { "name": "TIMESTAMP_END", "rawType": "float64", "type": "float" }, { "name": "ALB", "rawType": "float64", "type": "float" }, { "name": "NETRAD", "rawType": "float64", "type": "float" }, { "name": "SW_IN", "rawType": "float64", "type": "float" }, { "name": "SW_OUT", "rawType": "float64", "type": "float" }, { "name": "LW_IN", "rawType": "float64", "type": "float" }, { "name": "LW_OUT", "rawType": "float64", "type": "float" }, { "name": "T00cm", "rawType": "float64", "type": "float" }, { "name": "T_SI111_body", "rawType": "float64", "type": "float" }, { "name": "PPFD_IN", "rawType": "float64", "type": "float" }, { "name": "VWC05cm", "rawType": "float64", "type": "float" }, { "name": "Ka_1_1_1", "rawType": "float64", "type": "float" }, { "name": "T05cm", "rawType": "float64", "type": "float" }, { "name": "BulkEC_1_1_1", "rawType": "float64", "type": "float" }, { "name": "VWC10cm", "rawType": "float64", "type": "float" }, { "name": "Ka_1_2_1", "rawType": "float64", "type": "float" }, { "name": "T10cm", "rawType": "float64", "type": "float" }, { "name": "BulkEC_1_2_1", "rawType": "float64", "type": "float" }, { "name": "VWC20cm", "rawType": "float64", "type": "float" }, { "name": "Ka_1_3_1", "rawType": "float64", "type": "float" }, { "name": "T20cm", "rawType": "float64", "type": "float" }, { "name": "BulkEC_1_3_1", "rawType": "float64", "type": "float" }, { "name": "VWC30cm", "rawType": "float64", "type": "float" }, { "name": "Ka_1_4_1", "rawType": "float64", "type": "float" }, { "name": "T30cm", "rawType": "float64", "type": "float" }, { "name": "BulkEC_1_4_1", "rawType": "float64", "type": "float" }, { "name": "VWC40cm", "rawType": "float64", "type": "float" }, { "name": "Ka_1_5_1", "rawType": "float64", "type": "float" }, { "name": "T40cm", "rawType": "float64", "type": "float" }, { "name": "BulkEC_1_5_1", "rawType": "float64", "type": "float" }, { "name": "VWC50cm", "rawType": "float64", "type": "float" }, { "name": "Ka_1_6_1", "rawType": "float64", "type": "float" }, { "name": "T50cm", "rawType": "float64", "type": "float" }, { "name": "BulkEC_1_6_1", "rawType": "float64", "type": "float" }, { "name": "VWC60cm", "rawType": "float64", "type": "float" }, { "name": "Ka_1_7_1", "rawType": "float64", "type": "float" }, { "name": "T60cm", "rawType": "float64", "type": "float" }, { "name": "BulkEC_1_7_1", "rawType": "float64", "type": "float" }, { "name": "VWC_1_8_1", "rawType": "float64", "type": "float" }, { "name": "Ka_1_8_1", "rawType": "float64", "type": "float" }, { "name": "T__1_8_1", "rawType": "float64", "type": "float" }, { "name": "BulkEC_1_8_1", "rawType": "float64", "type": "float" }, { "name": "VWC_1_9_1", "rawType": "float64", "type": "float" }, { "name": "Ka_1_9_1", "rawType": "float64", "type": "float" }, { "name": "T_1_9_1", "rawType": "float64", "type": "float" }, { "name": "BulkEC_1_9_1", "rawType": "float64", "type": "float" }, { "name": "WS", "rawType": "float64", "type": "float" }, { "name": "WD", "rawType": "float64", "type": "float" }, { "name": "LWmV_1_1_1", "rawType": "float64", "type": "float" }, { "name": "LWMDry_1_1_1", "rawType": "float64", "type": "float" }, { "name": "LWMCon_1_1_1", "rawType": "float64", "type": "float" }, { "name": "LWMWet_1_1_1", "rawType": "float64", "type": "float" }, { "name": "LWmV_1_1_2", "rawType": "float64", "type": "float" }, { "name": "LWMDry_1_1_2", "rawType": "float64", "type": "float" }, { "name": "LWMCon_1_1_2", "rawType": "float64", "type": "float" }, { "name": "LWMWet_1_1_2", "rawType": "float64", "type": "float" } ], "ref": "9ef0070d-207e-45a4-97b5-b5337473e35b", "rows": [ [ "2023-07-20 09:41:00", "202307200941.0", "202307201000.0", "28.26583", "318.8813", "637.4134", "180.1522", "357.5272", "495.9071", "32.17941", "28.71401", "1411.436", "0.0136386", "2.771102", "23.57", "0.0074917", "0.0582224", "4.228928", "22.58157", "0.0054145", "0.1226994", "6.880218", "22.81857", "0.0547476", "0.1007037", "5.903605", "23.02734", "0.0362762", "0.0889185", "5.411079", "22.87811", "0.0299398", "0.0706616", "4.690443", "22.58157", "0.0165667", "0.0796858", "5.040216", "21.73529", "0.0131326", "0.1071956", "6.184079", "20.76797", "0.0254701", "0.1340948", "7.415563", "19.74359", "0.0550575", "2.701577", "306.6066", "257.1425", "62.5", "0.0", "0.0", "255.5927", "62.5", "0.0", "0.0" ], [ "2023-07-20 10:00:00", "202307201000.0", "202307201030.0", "28.1589", "356.0205", "707.7589", "199.2483", "358.8571", "511.3472", "34.38037", "29.93085", "1567.31", "0.0134196", "2.764697", 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28638 rows × 57 columns

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" ], "text/plain": [ " TIMESTAMP_START TIMESTAMP_END ALB NETRAD \\\n", "datetime \n", "2023-07-20 09:41:00 2.023072e+11 2.023072e+11 28.26583 318.8813 \n", "2023-07-20 10:00:00 2.023072e+11 2.023072e+11 28.15890 356.0205 \n", "2023-07-20 10:30:00 2.023072e+11 2.023072e+11 27.51952 412.0310 \n", "2023-07-20 11:00:00 2.023072e+11 2.023072e+11 27.00862 456.5611 \n", "2023-07-20 11:30:00 2.023072e+11 2.023072e+11 26.51160 498.9389 \n", "... ... ... ... ... \n", "2025-05-13 09:00:00 2.025051e+11 2.025051e+11 23.49375 446.7189 \n", "2025-05-13 09:30:00 2.025051e+11 2.025051e+11 22.89209 509.1336 \n", "2025-05-13 10:00:00 2.025051e+11 2.025051e+11 22.35525 563.4611 \n", "2025-05-13 10:30:00 2.025051e+11 2.025051e+11 21.78752 605.3776 \n", "2025-05-13 11:00:00 2.025051e+11 2.025051e+11 21.38042 637.4340 \n", "\n", " SW_IN SW_OUT LW_IN LW_OUT T00cm \\\n", "datetime \n", "2023-07-20 09:41:00 637.4134 180.1522 357.5272 495.9071 32.17941 \n", "2023-07-20 10:00:00 707.7589 199.2483 358.8571 511.3472 34.38037 \n", "2023-07-20 10:30:00 787.1783 216.5737 362.4536 521.0272 35.60567 \n", "2023-07-20 11:00:00 858.3252 231.7979 364.8067 534.7730 37.48657 \n", "2023-07-20 11:30:00 917.5994 243.2511 371.8264 547.2357 39.28394 \n", "... ... ... ... ... ... \n", "2025-05-13 09:00:00 761.8327 178.9415 289.9461 426.1184 19.63299 \n", "2025-05-13 09:30:00 835.5638 191.2458 294.1239 429.3082 20.33200 \n", "2025-05-13 10:00:00 901.9198 201.5875 297.2929 434.1642 21.22629 \n", "2025-05-13 10:30:00 951.9034 207.3797 300.8767 440.0228 22.18126 \n", "2025-05-13 11:00:00 990.0894 211.6744 301.4280 442.4090 22.66282 \n", "\n", " T_SI111_body ... WS WD LWmV_1_1_1 \\\n", "datetime ... \n", "2023-07-20 09:41:00 28.71401 ... 2.701577 306.6066 257.1425 \n", "2023-07-20 10:00:00 29.93085 ... 2.064533 281.3860 256.7885 \n", "2023-07-20 10:30:00 30.57986 ... 3.209229 283.3472 256.8130 \n", "2023-07-20 11:00:00 30.97627 ... 2.742912 299.0038 256.7047 \n", "2023-07-20 11:30:00 32.05534 ... 2.307465 340.5045 256.3628 \n", "... ... ... ... ... ... \n", "2025-05-13 09:00:00 21.44107 ... 5.782328 148.2818 258.6791 \n", "2025-05-13 09:30:00 21.40081 ... 6.696503 144.6211 258.6787 \n", "2025-05-13 10:00:00 21.79152 ... 6.626107 142.0318 258.4643 \n", "2025-05-13 10:30:00 22.40828 ... 5.935644 149.8918 258.2034 \n", "2025-05-13 11:00:00 22.57568 ... 6.051284 149.1903 258.0860 \n", "\n", " LWMDry_1_1_1 LWMCon_1_1_1 LWMWet_1_1_1 LWmV_1_1_2 \\\n", "datetime \n", "2023-07-20 09:41:00 62.5 0.0 0.0 255.5927 \n", "2023-07-20 10:00:00 100.0 0.0 0.0 255.1927 \n", "2023-07-20 10:30:00 100.0 0.0 0.0 255.2341 \n", "2023-07-20 11:00:00 100.0 0.0 0.0 255.3200 \n", "2023-07-20 11:30:00 100.0 0.0 0.0 255.1371 \n", "... ... ... ... ... \n", "2025-05-13 09:00:00 100.0 0.0 0.0 258.3070 \n", "2025-05-13 09:30:00 100.0 0.0 0.0 258.4439 \n", "2025-05-13 10:00:00 100.0 0.0 0.0 258.7210 \n", "2025-05-13 10:30:00 100.0 0.0 0.0 258.9913 \n", "2025-05-13 11:00:00 100.0 0.0 0.0 258.5698 \n", "\n", " LWMDry_1_1_2 LWMCon_1_1_2 LWMWet_1_1_2 \n", "datetime \n", "2023-07-20 09:41:00 62.5 0.0 0.0 \n", "2023-07-20 10:00:00 100.0 0.0 0.0 \n", "2023-07-20 10:30:00 100.0 0.0 0.0 \n", "2023-07-20 11:00:00 100.0 0.0 0.0 \n", "2023-07-20 11:30:00 100.0 0.0 0.0 \n", "... ... ... ... \n", "2025-05-13 09:00:00 100.0 0.0 0.0 \n", "2025-05-13 09:30:00 100.0 0.0 0.0 \n", "2025-05-13 10:00:00 100.0 0.0 0.0 \n", "2025-05-13 10:30:00 100.0 0.0 0.0 \n", "2025-05-13 11:00:00 100.0 0.0 0.0 \n", "\n", "[28638 rows x 57 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_grad" ] }, { "cell_type": "markdown", "id": "fe8ce43d", "metadata": {}, "source": [ "## Plot SoilVUE data" ] }, { "cell_type": "markdown", "id": "08f50cad", "metadata": {}, "source": [ "Include data from the SI-111, which is technically measuring Temperature of the canopy top, but is T0cm for the timeframe being examined." ] }, { "cell_type": "code", "execution_count": 6, "id": "e5c65600", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_grad[['T00cm','T05cm', 'T10cm', 'T20cm', 'T30cm','T40cm','T50cm']].plot(title='SoilVUE temperatures', ylabel='Temperature (C)', figsize=(12, 6))\n", "plt.legend(loc='upper left', fontsize='small', ncol=2)\n", "plt.grid(True)\n", "plt.savefig('soilvue_temperatures.png', dpi=300, bbox_inches='tight')\n" ] }, { "cell_type": "markdown", "id": "8e73aba1", "metadata": {}, "source": [ "## Initial Estimate of G0" ] }, { "cell_type": "code", "execution_count": 7, "id": "b5e9df45", "metadata": {}, "outputs": [], "source": [ "# ---------- Parameters ------------------------------------------------------\n", "DEPTH_TOP = 0.05 # m (sensor 1)\n", "DEPTH_LOW = 0.10 # m (sensor 2)\n", "\n", "# ---- Call helper – returns a pd.Series (W m‑2, positive downward)\n", "G0_est = soil_heat.compute_heat_flux_conduction(\n", " df_grad,\n", " depth1=DEPTH_TOP,\n", " depth2=DEPTH_LOW,\n", " col_T1='T05cm',\n", " col_T2='T10cm',\n", " col_theta1='VWC05cm',\n", " col_theta2='VWC10cm',\n", " porosity = 0.5,\n", " k_dry = 0.45,\n", " k_sat = 2\n", ")\n", "\n", "G0_est_2 = soil_heat.compute_heat_flux_calorimetric(df_grad,depth_levels=[0.05,0.1,0.2,0.3],T_cols=['T05cm', 'T10cm','T20cm','T30cm'],theta_cols=['VWC05cm', 'VWC10cm', 'VWC20cm', 'VWC30cm'], )\n", "\n" ] }, { "cell_type": "markdown", "id": "1068e5ef", "metadata": {}, "source": [ "## Calculate amplitude and lag of data" ] }, { "cell_type": "code", "execution_count": 8, "id": "8e4e6a97", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "datetime", "rawType": "datetime64[ns]", "type": "datetime" }, { "name": "T00cm_amp", "rawType": "float64", "type": "float" }, { "name": "T05cm_amp", "rawType": "float64", "type": "float" }, { "name": "T10cm_amp", "rawType": "float64", "type": "float" }, { "name": "T20cm_amp", "rawType": "float64", "type": "float" }, { "name": "T30cm_amp", "rawType": "float64", "type": "float" } ], "ref": "2563a53f-3626-4830-b712-a8c1afe07f9f", "rows": [ [ "2023-07-20 00:00:00", "24.01", "14.31", "6.49", "2.49", "1.28" ], [ "2023-07-21 00:00:00", "26.98", "17.68", "7.84", "3.09", "1.55" ], [ "2023-07-22 00:00:00", "27.36", "19.15", "9.2", "3.77", "1.97" ], [ "2023-07-23 00:00:00", "32.12", "19.26", "9.13", "3.58", "1.84" ], [ "2023-07-24 00:00:00", "26.79", "16.73", "8.07", "2.93", "1.42" ], [ "2023-07-25 00:00:00", "29.49", "17.61", "7.85", "2.97", "1.49" ], [ "2023-07-26 00:00:00", "26.44", "15.46", "7.18", "2.84", "1.43" ], [ "2023-07-27 00:00:00", "24.11", "16.19", "7.61", "2.9", "1.45" ], [ "2023-07-28 00:00:00", "27.17", "18.6", "8.48", "3.21", "1.65" ], [ "2023-07-29 00:00:00", "23.16", "15.27", "6.75", "2.46", "1.24" ], [ "2023-07-30 00:00:00", "11.16", "9.19", "5.43", "3.0", "1.65" ], [ "2023-07-31 00:00:00", "18.16", "9.82", "5.3", "1.95", "1.78" ], [ "2023-08-01 00:00:00", "16.95", "8.22", "3.87", "1.13", "0.87" ], [ "2023-08-02 00:00:00", "17.56", "9.86", "5.31", "1.98", "0.83" ], [ "2023-08-03 00:00:00", "20.12", "11.18", "5.56", "1.73", "1.17" ], [ "2023-08-04 00:00:00", "21.1", "13.65", "7.16", "2.76", "1.27" ], [ "2023-08-05 00:00:00", "19.71", "12.41", "6.83", "2.6", "1.18" ], [ "2023-08-06 00:00:00", "13.52", "9.63", "4.73", "2.04", "1.43" ], [ "2023-08-07 00:00:00", "20.6", "12.62", "7.15", "3.25", "2.56" ], [ "2023-08-08 00:00:00", "17.53", "10.08", "5.63", "2.45", "1.15" ], [ "2023-08-09 00:00:00", "16.58", "11.9", "6.66", "2.85", "1.35" ], [ "2023-08-10 00:00:00", "15.77", "12.47", "6.5", "2.69", "1.31" ], [ "2023-08-11 00:00:00", "16.63", "10.61", "5.71", "2.18", "1.0" ], [ "2023-08-12 00:00:00", "13.22", "9.58", "5.01", "2.09", "1.01" ], [ "2023-08-13 00:00:00", "15.22", "12.04", "6.52", "2.82", "1.36" ], [ "2023-08-14 00:00:00", "9.06", "7.25", "3.99", "1.52", "0.68" ], [ "2023-08-15 00:00:00", "13.96", "10.49", "5.65", "2.22", "1.08" ], [ "2023-08-16 00:00:00", "14.6", "11.04", "6.09", "2.55", "1.2" ], [ "2023-08-17 00:00:00", "11.45", "7.82", "4.27", "1.82", "1.03" ], [ "2023-08-18 00:00:00", "11.1", "7.77", "3.87", "1.31", "0.62" ], [ "2023-08-19 00:00:00", "12.6", "10.1", "5.8", "2.42", "1.13" ], [ "2023-08-20 00:00:00", "11.17", "9.7", "5.17", "1.88", "1.16" ], [ "2023-08-21 00:00:00", "10.46", "8.37", "4.79", "1.95", "0.89" ], [ "2023-08-22 00:00:00", "12.42", "7.14", "3.85", "1.33", "0.72" ], [ "2023-08-23 00:00:00", "10.38", "6.48", "3.89", "1.61", "0.72" ], [ "2023-08-24 00:00:00", "6.15", "3.07", "1.65", "0.75", "0.53" ], [ "2023-08-25 00:00:00", "10.93", "8.5", "5.06", "2.37", "1.22" ], [ "2023-08-26 00:00:00", "11.17", "6.56", "4.18", "1.91", "0.9" ], [ "2023-08-27 00:00:00", "12.8", "7.73", "4.74", "2.08", "0.98" ], [ "2023-08-28 00:00:00", "11.6", "6.97", "4.32", "1.84", "1.01" ], [ "2023-08-29 00:00:00", "13.69", "8.01", "5.26", "2.35", "1.08" ], [ "2023-08-30 00:00:00", "12.86", "7.28", "4.65", "2.08", "1.0" ], [ "2023-08-31 00:00:00", "13.25", "7.69", "4.82", "2.08", "0.94" ], [ "2023-09-01 00:00:00", "11.09", "5.75", "3.6", "1.56", "0.72" ], [ "2023-09-02 00:00:00", "10.32", "5.29", "3.26", "1.39", "0.64" ], [ "2023-09-03 00:00:00", "11.61", "4.85", "2.88", "1.28", "0.61" ], [ "2023-09-04 00:00:00", "9.8", "4.82", "2.89", "1.44", "1.02" ], [ "2023-09-05 00:00:00", "15.86", "5.96", "3.79", "1.6", "1.23" ], [ "2023-09-06 00:00:00", "13.33", "5.87", "3.78", "1.69", "0.9" ], [ "2023-09-07 00:00:00", "13.89", "6.04", "4.01", "1.77", "0.87" ] ], "shape": { "columns": 5, "rows": 664 } }, "text/html": [ "
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T00cm_ampT05cm_ampT10cm_ampT20cm_ampT30cm_amp
datetime
2023-07-2024.0114.316.492.491.28
2023-07-2126.9817.687.843.091.55
2023-07-2227.3619.159.203.771.97
2023-07-2332.1219.269.133.581.84
2023-07-2426.7916.738.072.931.42
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2025-05-0916.6111.117.853.662.21
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664 rows × 5 columns

\n", "
" ], "text/plain": [ " T00cm_amp T05cm_amp T10cm_amp T20cm_amp T30cm_amp\n", "datetime \n", "2023-07-20 24.01 14.31 6.49 2.49 1.28\n", "2023-07-21 26.98 17.68 7.84 3.09 1.55\n", "2023-07-22 27.36 19.15 9.20 3.77 1.97\n", "2023-07-23 32.12 19.26 9.13 3.58 1.84\n", "2023-07-24 26.79 16.73 8.07 2.93 1.42\n", "... ... ... ... ... ...\n", "2025-05-09 16.61 11.11 7.85 3.66 2.21\n", "2025-05-10 18.50 9.19 6.55 3.04 1.83\n", "2025-05-11 14.63 7.97 5.55 2.48 1.39\n", "2025-05-12 14.91 9.42 6.57 2.96 1.73\n", "2025-05-13 11.74 3.12 1.94 1.52 1.00\n", "\n", "[664 rows x 5 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "amp_values = pd.concat([soil_heat.diurnal_amplitude(df_grad['T00cm']),\n", " soil_heat.diurnal_amplitude(df_grad['T05cm']),\n", " soil_heat.diurnal_amplitude(df_grad['T10cm']),\n", " soil_heat.diurnal_amplitude(df_grad['T20cm']),\n", " soil_heat.diurnal_amplitude(df_grad['T30cm']),\n", "],axis=1).round(2).rename(columns={\n", " 'T00cm':'T00cm_amp',\n", " 'T05cm':'T05cm_amp',\n", " 'T10cm':'T10cm_amp',\n", " 'T20cm':'T20cm_amp',\n", " 'T30cm':'T30cm_amp',\n", "})\n", "\n", "amp_values" ] }, { "cell_type": "code", "execution_count": 10, "id": "edb3b772", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Thermal diffusivity (T00cm to T10cm): 0.0000002 m² s⁻¹\n", "Thermal diffusivity (T00cm to T05cm): 0.0000001 m² s⁻¹\n", "Thermal diffusivity (T05cm to T10cm): 0.0000004 m² s⁻¹\n", "Mean Thermal diffusivity (T00cm to T10cm): 0.0000002 m² s⁻¹\n" ] } ], "source": [ "diff_00_10 = soil_heat.thermal_diffusivity_amplitude(amp_values['T00cm_amp'], amp_values['T10cm_amp'],z1=0.00,z2=0.10)#.median()#.plot(label='T00cm to T10cm')\n", "diff_00_05 = soil_heat.thermal_diffusivity_amplitude(amp_values['T00cm_amp'], amp_values['T05cm_amp'],z1=0.00,z2=0.05)#.median()#.plot(label='T00cm to T05cm')\n", "diff_05_10 = soil_heat.thermal_diffusivity_amplitude(amp_values['T05cm_amp'], amp_values['T10cm_amp'],z1=0.05,z2=0.10)#.median()#.plot(label='T05cm to T10cm')\n", "diff = pd.concat([diff_00_10, diff_00_05, diff_05_10], axis=1)#.plot(title='Thermal diffusivity (amplitude method)', ylabel='m² s⁻¹')\n", "diff['median'] = diff.median(axis=1)\n", "#soil_heat.thermal_diffusivity_amplitude(amp_values['T05cm_amp'], amp_values['T20cm_amp'],z1=0.00,z2=0.20).plot(label='T05cm to T20cm')\n", "#soil_heat.thermal_diffusivity_amplitude(amp_values['T05cm_amp'], amp_values['T30cm_amp'],z1=0.05,z2=0.30).plot()\n", "#soil_heat.thermal_diffusivity_amplitude(amp_values['T10cm_amp'], amp_values['T20cm_amp'],z1=0.10,z2=0.20).plot()\n", "print(f\"Thermal diffusivity (T00cm to T10cm): {diff_00_10.median():.7f} m² s⁻¹\")\n", "print(f\"Thermal diffusivity (T00cm to T05cm): {diff_00_05.median():.7f} m² s⁻¹\")\n", "print(f\"Thermal diffusivity (T05cm to T10cm): {diff_05_10.median():.7f} m² s⁻¹\")\n", "print(f\"Mean Thermal diffusivity (T00cm to T10cm): {np.mean([diff_00_10.median(),diff_00_05.median(),diff_05_10.median()]):.7f} m² s⁻¹\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "23dd63b8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diff['median'].plot(title='Thermal diffusivity (amplitude method)', ylabel='Thermal diffusivity (m² s⁻¹)')\n", "plt.axhline(y=diff['median'].mean(), color='grey', linestyle='--', label='Mean diffusivity')\n", "plt.xlabel('Date')\n", "plt.twinx()\n", "df_grad['VWC05cm'].resample('D').mean().plot(color='red')\n", "plt.ylabel('VWC05cm (m³ m⁻³)')\n", "plt.legend(['Thermal diffusivity', 'VWC05cm'])" ] }, { "cell_type": "code", "execution_count": 12, "id": "e9333a7c", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from soil_heat import (diurnal_amplitude, thermal_diffusivity_amplitude)\n", "\n", "import numpy as np\n", "import pandas as pd\n", "from soil_heat import diurnal_amplitude, thermal_diffusivity_amplitude\n", "\n", "def estimate_rhoc_dry(\n", " alpha: pd.Series,\n", " theta: pd.Series,\n", " porosity: float = 0.40,\n", " k_dry: float = 0.25, \n", " k_sat: float = 1.50,\n", " rhoc_w: float = 4.18e6,\n", " dry_quantile: float = 0.10,\n", ") -> float:\n", " \"\"\"Return volumetric heat capacity of *dry* soil (J m⁻³ K⁻¹).\"\"\"\n", "\n", " # keep only days where both alpha & theta are available\n", " theta, alpha = theta.align(alpha, join='inner') # ⬅ key line\n", "\n", " frac_sat = np.clip(theta / porosity, 0.0, 1.0)\n", " lam = k_dry + (k_sat - k_dry) * frac_sat # W m⁻¹ K⁻¹\n", "\n", " # --- 3. Heat capacity & dry-soil estimate ------------------\n", " Cv = lam / alpha # J m⁻³ K⁻¹\n", " rhoc_dry = (Cv - theta * rhoc_w) / (1.0 - theta)\n", "\n", " dry_days = theta <= theta.quantile(dry_quantile)\n", " return float(rhoc_dry.loc[dry_days].median())\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "1a8bba84", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.6819569524012492" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alpha_daily = diff['median']\n", "theta_daily = df_grad['VWC05cm'].resample('D').mean()\n", "\n", "estimate_rhoc_dry(alpha_daily, theta_daily, porosity=0.40, k_dry=0.25, k_sat=1.50, rhoc_w=4.18e6, dry_quantile=0.10)*1e-6" ] }, { "cell_type": "code", "execution_count": 18, "id": "f39ade17", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G0 = soil_heat.compute_heat_flux_calorimetric(\n", " df_grad,\n", " depth_levels = [0.05, 0.10, 0.20, 0.30],\n", " T_cols = ['T05cm', 'T10cm', 'T20cm', 'T30cm'],\n", " theta_cols = ['VWC05cm', 'VWC10cm', 'VWC20cm', 'VWC30cm'],\n", " C_dry = 1.72e6,\n", " C_w = 4.2e6,)\n", "G0a = np.where(G0<-500,np.nan,G0)\n", "G0a = np.where(G0a>500,np.nan,G0a)\n", "G0 = pd.Series(G0a, index=df_grad.index, name='G0_calorimetric')\n", "G0.plot()\n", "plt.title('Dugout Calorimetric heat flux (G0)')\n", "plt.xlabel('Date')\n", "plt.ylabel('Heat flux (W m⁻²)')\n", "plt.grid(True)" ] }, { "cell_type": "code", "execution_count": null, "id": "6959cd88", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 78, "id": "c99073ed", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G0_est.plot(label='G0_est_grad', color='red')\n", "G0_est_2.plot(label='G0_est_calorimetric', color='blue')" ] }, { "cell_type": "code", "execution_count": 32, "id": "f12d2986", "metadata": {}, "outputs": [], "source": [ "eddy_station_path = Path(\"G:/Shared drives/UGS_Flux/Data_Downloads/Dugout_Ranch/Eddy\")\n", "\n", "dfs_edd = {}\n", "# ---------- SoilVUE data ----------------------------------------------------\n", "for file in eddy_station_path.glob(\"*Flux_AmeriFluxFormat*.dat\"):\n", " fileno = file.stem.split(\"_\")[-1].replace(\"AmeriFlux\", \"\")\n", " #print(file.stem)\n", " dfs_edd[fileno] = pd.read_csv(file, na_values=['NAN'], engine='python',)" ] }, { "cell_type": "code", "execution_count": null, "id": "347d751d", "metadata": {}, "outputs": [], "source": [ "met_w_g = pd.concat([G0, G0_est, G0_est_2,df_grad], axis=1)\n", "g = pd.concat([G0, G0_est, G0_est_2],axis=1)\n", "\n", "eddy = pd.concat(dfs_edd, ignore_index=True)\n", "eddy.drop(columns=['TIMESTAMP', 'RECORD'], inplace=True, errors='ignore')\n", "eddy['datetime'] = pd.to_datetime(eddy['TIMESTAMP_START'], format='%Y%m%d%H%M')\n", "eddy = eddy.set_index('datetime').sort_index().drop_duplicates()\n", "met_n_eddy_g = pd.merge(eddy, met_w_g, left_index=True, right_index=True, how='outer', suffixes=('_eddy',''))" ] }, { "cell_type": "code", "execution_count": 105, "id": "0a784c1b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NETRAD_eddy\n", "NETRAD\n" ] } ], "source": [ "for col in met_n_eddy_g.columns:\n", " if \"NET\" in col:\n", " print(col)" ] }, { "cell_type": "code", "execution_count": 106, "id": "4fd0776a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "g_vals = met_n_eddy_g[['NETRAD_eddy','G','G0_calorimetric','G_conduction','G_calorimetric']].dropna()\n", "g_vals = g_vals[g_vals.abs()<1000].dropna() # Filter out extreme values\n", "g_vals.plot(title='Dugout Ranch Heat Fluxes', ylabel='Heat flux (W m⁻²)', figsize=(12, 6))\n", "plt.legend(loc='upper left', fontsize='small', ncol=2)" ] }, { "cell_type": "code", "execution_count": 107, "id": "78c0a9d2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: G0_calorimetric R-squared: 0.625\n", "Model: OLS Adj. R-squared: 0.625\n", "Method: Least Squares F-statistic: 3.647e+04\n", "Date: Sun, 15 Jun 2025 Prob (F-statistic): 0.00\n", "Time: 21:09:52 Log-Likelihood: -1.0969e+05\n", "No. Observations: 21909 AIC: 2.194e+05\n", "Df Residuals: 21907 BIC: 2.194e+05\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "===============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "const -15.8099 0.258 -61.317 0.000 -16.315 -15.305\n", "NETRAD_eddy 0.2201 0.001 190.979 0.000 0.218 0.222\n", "==============================================================================\n", "Omnibus: 1191.533 Durbin-Watson: 0.252\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3759.978\n", "Skew: 0.231 Prob(JB): 0.00\n", "Kurtosis: 4.976 Cond. No. 236.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#new_df = g\n", "\n", "x = g_vals['NETRAD_eddy']\n", "y = g_vals['G0_calorimetric']\n", "plt.scatter(x, y, alpha=0.5)\n", "import statsmodels.api as sm\n", "\n", "X = sm.add_constant(x) # adds intercept term\n", "model = sm.OLS(y, X).fit() # fit the model\n", "print(model.summary()) " ] }, { "cell_type": "code", "execution_count": null, "id": "4eda2625", "metadata": {}, "outputs": [], "source": [ "ebal_g0 = met_n_eddy_g[['G0_calorimetric','NETRAD_eddy','LE','H','G','NETRAD']].dropna()\n", "\n", "ebal_g0_daily = ebal_g0.resample('D').sum(min_count=48).dropna()\n", "for col in ebal_g0_daily.columns:\n", " if col not in ['NETRAD_eddy','NETRAD']:\n", " ebal_g0_daily[col] = np.where(ebal_g0_daily[col].abs() > ebal_g0_daily['NETRAD_eddy'].abs(), np.nan, ebal_g0_daily[col])\n", "ebal_g0_daily = ebal_g0_daily.dropna()\n", "\n", "x = ebal_g0_daily['NETRAD_eddy'] - ebal_g0_daily['G0_calorimetric']\n", "y = ebal_g0_daily['LE'] + ebal_g0_daily['H']\n", "plt.scatter(x, y, alpha=0.5)\n", "plt.xlabel('NETRAD - G (W m⁻²)')\n", "plt.ylabel('LE + H (W m⁻²)')\n", "X = sm.add_constant(x) # adds intercept term\n", "model = sm.OLS(y, X).fit() # fit the model\n", "print(model.summary())\n", "plt.title('Energy Balance Closure: Dugout Ranch')\n", "plt.grid(True)\n", "\n", "plt.plot(x,model.predict(X), color='red', label='OLS Fit')\n", "plt.plot(x, x, color='green', linestyle='--', label='1:1 Line')" ] }, { "cell_type": "code", "execution_count": 109, "id": "4021c810", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.887\n", "Model: OLS Adj. R-squared: 0.886\n", "Method: Least Squares F-statistic: 2151.\n", "Date: Sun, 15 Jun 2025 Prob (F-statistic): 4.97e-132\n", "Time: 21:10:36 Log-Likelihood: -2090.7\n", "No. Observations: 277 AIC: 4185.\n", "Df Residuals: 275 BIC: 4193.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 323.2827 46.499 6.952 0.000 231.744 414.822\n", "0 0.5654 0.012 46.378 0.000 0.541 0.589\n", "==============================================================================\n", "Omnibus: 21.781 Durbin-Watson: 1.000\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 76.449\n", "Skew: -0.115 Prob(JB): 2.51e-17\n", "Kurtosis: 5.563 Cond. No. 6.41e+03\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 6.41e+03. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ebal_g0 = met_n_eddy_g[['G0_calorimetric','NETRAD_eddy','LE','H','G']].dropna()\n", "\n", "ebal_g0_daily = ebal_g0.resample('D').sum(min_count=48).dropna()\n", "for col in ebal_g0_daily.columns:\n", " if col != 'NETRAD_eddy':\n", " ebal_g0_daily[col] = np.where(ebal_g0_daily[col].abs() > ebal_g0_daily['NETRAD_eddy'].abs(), np.nan, ebal_g0_daily[col])\n", "ebal_g0_daily = ebal_g0_daily.dropna()\n", "\n", "x = ebal_g0_daily['NETRAD_eddy'] - ebal_g0_daily['G0_calorimetric']\n", "y = ebal_g0_daily['LE'] + ebal_g0_daily['H']\n", "plt.scatter(x, y, alpha=0.5)\n", "plt.xlabel('NETRAD - G (W m⁻²)')\n", "plt.ylabel('LE + H (W m⁻²)')\n", "X = sm.add_constant(x) # adds intercept term\n", "model = sm.OLS(y, X).fit() # fit the model\n", "print(model.summary())\n", "plt.title('Energy Balance Closure: Dugout Ranch')\n", "plt.grid(True)\n", "\n", "plt.plot(x,model.predict(X), color='red', label='OLS Fit')\n", "plt.plot(x, x, color='green', linestyle='--', label='1:1 Line')\n" ] }, { "cell_type": "code", "execution_count": 110, "id": "7805f7f5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "r-squared for 2023-11: 0.431\n", "Slope for 2023-11: 0.597\n", "r-squared for 2023-12: 0.431\n", "Slope for 2023-12: 0.500\n", "r-squared for 2024-11: 0.708\n", "Slope for 2024-11: 0.793\n", "r-squared for 2024-12: 0.308\n", "Slope for 2024-12: 0.315\n", "r-squared for 2024-1: 0.945\n", "Slope for 2024-1: 0.500\n", "r-squared for 2024-2: 0.784\n", "Slope for 2024-2: 0.575\n", "r-squared for 2024-3: 0.730\n", "Slope for 2024-3: 0.483\n", "r-squared for 2024-4: 0.549\n", "Slope for 2024-4: 2.261\n", "r-squared for 2024-7: 0.519\n", "Slope for 2024-7: 0.753\n", "r-squared for 2024-8: 0.099\n", "Slope for 2024-8: 0.179\n", "r-squared for 2024-9: 0.412\n", "Slope for 2024-9: 0.668\n", "r-squared for 2024-10: 0.369\n", "Slope for 2024-10: 0.613\n" ] }, { "data": { "image/png": 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ll5OZmcltt93Grl27YtZ59913mz3+tNNOAxon/e9t+fLlrFu3jtNPPz3qGEVROOaYY3jiiSdITEzk+++/BxqDRLPZzE8//RRR/3//+1+z199XU76yXbt2xXwWgwcPbvW5WmvBggW88MILnHTSSZx88snh8tzc3Kh7+eKLL2hoaIgoGzVqFF988UVEb3EoFOI///lPRL22POtY1964cWPUar/26g267bbbKCgo4O9//3t4AUVTOpm9/0Fyu928+uqrB3ydM888k4ULF8qqRSE9X+LQsXr1agKBQFR5fn5+uJeltf7xj39w8sknc8opp3DVVVeRm5tLfX09RUVFfPDBB+FklM3R6XTcd999TJ06lfPPP58//vGP1NbWct9995GVlYVOF/1/zdixYxk4cCALFy7koosuCgdNrVFbWxueh+b3+1m3bh0zZszAZDKFe+8SEhI49dRTeeSRR0hNTSU3N5evvvqKF198MWouy74O5tjm5ObmMm3aNO6//37cbjcXXnghdrudtWvXUlVVxX333UdcXByzZs1iypQpVFdXc/7555Oenk5lZSU//vgjlZWVLQZvdrud//3vf0ycOJFjjz02Isnqpk2beO211/jxxx8577zzYh7fr18/rrzySmbNmoVOp+PMM89k27Zt3HPPPeTk5HDTTTcBjXOxnn76ac4991zy8vLQNI13332X2tpaxo4dCxCeq/XSSy+Rn5/PMcccw7Jly5g7d26rn9nIkSO58sorueyyy1ixYgWnnnoqNpuN0tJSvv32WwYPHsxVV10FNM61Ov3007n33ntbNe8rFAqFf4a8Xi87duzgk08+4e2332bAgAFR/0hcfPHF3HPPPdx7772MGjWKtWvXMnv27HCKkyZ33XUXH3zwAaeffjp33XUXFouFZ599NjxXr+l3obXPuunaF110EVdffTW/+c1v2L59OzNnzoz6Pc/Pz8disfD6668zYMAA4uLiyM7ObvPwqcFgYMaMGVxwwQX84x//4O677+bss8/m8ccfZ/LkyVx55ZXs3r2bRx999KB6H//2t7/xySefcOqppzJt2jQGDx5MbW0t8+bN4+abb46ZRFocprpwsr8QrdLSakdAe/7558N1Ae2aa66JOkes1VNbt27V/vjHP2o9evTQDAaDlpaWpp100knaAw88EK7TtPLoP//5T8y2Pffcc1pBQYFmNBq1vn37ai+99JL2q1/9Sjv22GNj1p8+fboGaEuWLGn1/e+72lFVVa1Xr17a+eefr/3www8RdXfu3Kn95je/0ZKSkrT4+HhtwoQJ2urVq6PuP9Zqx9Ye2/T9WL58ecS1m1tB+e9//1sbOnSoZjabtbi4OO3YY4+NWp321VdfaWeffbaWnJysGQwGrUePHtrZZ5/d7HPfV1lZmXb77bdrRx11lGa1WjWTyaQVFBRoU6dO1X7++edwvX1XO2pa4yq2hx9+WOvbt69mMBi01NRU7aKLLtKKi4vDddavX69deOGFWn5+vmaxWDS73a6deOKJ2pw5cyLO5XA4tD/96U9aRkaGZrPZtHPOOUfbtm1bs6sd914huLeXXnpJGzZsmGaz2TSLxaLl5+drl1xyibZixYpwnabnHWtF4r6mTJkS8TNksVi0Xr16aeecc4720ksvaV6vN+oYr9er3XbbbVpOTo5msVi0UaNGaatWrYr5u/TNN99ow4YN00wmk5aZman95S9/0R5++GEN0Gpra9v0rDVN00KhkDZz5kwtLy9PM5vN2gknnKB98cUXUasdNU3T3njjDa1///6awWDY7/PY3+/zsGHDtKSkpHCbX3rpJa1fv36ayWTS8vLytIceekh78cUXI1Zxalrj7+jZZ58ddb5Y7S0uLtb++Mc/apmZmZrBYNCys7O1Cy64QCsvL2+xjS2tphWHHkXTDmKZixAiQm1tLX379uXcc8/lueeei3r9hBNOQFEUli9f3gWtE6LzjBs3jm3btrFx48aubooQ3Y4MOwpxgMrKynjwwQcZM2YMKSkpbN++nSeeeIL6+npuuOGGcL26ujpWr17Nhx9+yMqVK3nvvfe6sNVCtL+bb76ZY489lpycHKqrq3n99ddZsGBB1E4GQohGEnwJcYBMJhPbtm3j6quvprq6GqvVyvDhw3n22Wc56qijwvW+//77cID217/+lXPPPbfrGi1EBwgGg9x7772UlZWhKAoDBw7k1VdfjdrxQAjRSIYdhRBCCCE6kaSaEEIIIYToRBJ8CSGEEEJ0Igm+hBBCCCE6UZdOuP/666955JFHWLlyJaWlpbz33nsRk5E1TeO+++7jueeeo6amhmHDhvHUU09FTGb2er3ceuutvPHGG7jdbk4//XSefvrpiO0rampquP7668NbaEyaNIlZs2ZFJI/csWMH11xzDV988QUWi4XJkyfz6KOPtphde1+hUIiSkhLi4+Ojtg0RQgghRPekaRr19fVkZ2fHTJLdERfsMh9//LF21113ae+8844GaO+9917E63//+9+1+Ph47Z133tF+/vln7Xe/+52WlZWl1dXVhev8+c9/1nr06KEtWLBA+/7777UxY8ZoxxxzjBYIBMJ1JkyYoA0aNEhbtGiRtmjRIm3QoEHaxIkTw68HAgFt0KBB2pgxY7Tvv/9eW7BggZadna1de+21bbqf4uLiFpOByod8yId8yId8yEf3/dg34W9H6TarHRVFiej50jSN7OxsbrzxRm6//XagsZcrIyODhx9+mKlTp+JwOEhLS+PVV1/ld7/7HdC4QWtOTg4ff/wx48ePZ926dQwcOJAlS5YwbNgwAJYsWcKIESNYv349/fr145NPPmHixIkUFxeHt6V48803ufTSS6moqCAhIaFV9+BwOEhMTKS4uLjVxxzJ/H4/8+fPZ9y4cRgMhq5uziFNnmX7kufZfuRZth95lu1n32dZV1dHTk4OtbW1UVtodYRum+dr69atlJWVMW7cuHCZyWRi1KhRLFq0iKlTp7Jy5Ur8fn9EnezsbAYNGsSiRYsYP348ixcvxm63hwMvgOHDh2O321m0aBH9+vVj8eLFDBo0KGI/sPHjx+P1elm5ciVjxoyJ2Uav14vX6w1/3bQhq8ViwWKxtNuzOFzp9XqsVisWi0X+kBwkeZbtS55n+5Fn2X7kWbaffZ+l3+8H6LQpQ902+CorKwMgIyMjojwjI4Pt27eH6xiNRpKSkqLqNB1fVlYWcwPj9PT0iDr7XicpKQmj0RiuE8tDDz3EfffdF1U+f/58rFbr/m5R/GLBggVd3YTDhjzL9iXPs/3Is2w/8izbT9OzdLlcnXrdbht8Ndk3CtU0bb+R6b51YtU/kDr7uvPOO7n55pvDXzd1W44bN06GHVvB7/ezYMECxo4dK//FHSR5lu1Lnmf7kWfZfuRZtp99n2VdXV2nXr/bBl+ZmZlAY69UVlZWuLyioiLcS5WZmYnP56Ompiai96uiooKTTjopXKe8vDzq/JWVlRHnWbp0acTrNTU1+P3+qB6xvZlMJkwmU1S5wWCQX4w2kOfVfuRZti95nu1HnmX7kWfZfpqeZWc/z26b56tPnz5kZmZGdK/6fD6++uqrcGB1/PHHYzAYIuqUlpayevXqcJ0RI0bgcDhYtmxZuM7SpUtxOBwRdVavXk1paWm4zvz58zGZTBx//PEdep9CCCGEOLJ0ac9XQ0MDRUVF4a+3bt3KqlWrSE5OplevXtx4443MmDGDwsJCCgsLmTFjBlarlcmTJwNgt9u5/PLLueWWW0hJSSE5OZlbb72VwYMHc8YZZwAwYMAAJkyYwBVXXMG//vUvAK688komTpxIv379ABg3bhwDBw7k4osv5pFHHqG6uppbb72VK664QoYPhRBCCNGuujT4WrFiRcRKwqb5U1OmTGHOnDncdtttuN1urr766nCS1fnz5xMfHx8+5oknnkCv13PBBReEk6zOmTMHVVXDdV5//XWuv/768KrISZMmMXv27PDrqqry0UcfcfXVVzNy5MiIJKtCCCGEEO2pS4Ov0aNH01KaMUVRmD59OtOnT2+2jtlsZtasWcyaNavZOsnJybz22msttqVXr158+OGH+22zEEIIIcTB6LZzvoQQQgghDkcSfAkhhBBCdCIJvoQQQgghOpEEX0IIIYQQnUiCLyGEEEKITiTBlxBCCCFEJ5LgSwghhBDd2q5du3jnnXcIBoNd3ZR20W33dhRCCCHEkU3TNJYuXcqCBQsIhUKkp6dzyimndHWzDpoEX0IIIYTodtxuN//73//YsGED0Lhd4NChQ7u4Ve1Dgi8hhBBCdCvFxcW88847OBwOVFVl3LhxDB06FEVRurpp7UKCLyGEEEJ0Gz/++CPvv/8+oVCI5ORkzj//fLKysrq6We1Kgi8hhBBCdBs9e/ZEVVUGDhzIxIkTMZlMXd2kdifBlxBCCCG6VF1dHQkJCQCkpKTw5z//maSkpMNmmHFfkmpCCCGEEF1C0zS++eYb/vnPf7J169ZweXJy8mEbeIH0fAkhhBCiCzidTt599122bNkCwMaNG+nTp08Xt6pzSPAlhBBCiE61bds23nnnHRoaGtDr9Zx11lkMGTKkq5vVaST4EkIIIUSnCIVCfP3113z99ddomkZaWhq//e1vSUtL6+qmdSoJvoQQQgjRKTZu3MhXX30FwJAhQzjrrLMwGAxd3KrOJ8GXEEIIITpFv379OPbYY8nNzeXoo4/u6uZ0GVntKIQQQogOEQqF+Pbbb3G73QAoisKkSZOO6MALpOdLCCGEEB2grq6Od955hx07drBz505+97vfHdbpI9pCgi8hhBBCtKulS5eycOFCvF4vRqORQYMGSeC1Fwm+hBBCCNEuPB4PDz/8cPjrzMxMzj//fFJSUrqwVd2PBF9CCCGEOGi7du3ipZdeCn9tsVi4/PLL0esl1NiXPBEhhBBCHJQNGzbw3//+l1AoBECvXr247LLLurhV3ZcEX0IIIYQ4IH6/n/nz57NixQoA0tLSOOuss8jNze3ahnVzEnwJIYQQos22bdvG3Llz8fv9ABx//PGceeaZqKraxS3r/iT4EkIIIUSbvPzyy+zYsSP89W9/+1sGDhzYhS06tEjwJYQQQohWqaur44knngh/rSgKl156Kb169erCVh16JPgSQgghxH4tWLCARYsWRZTddtttmM3mLmrRoUuCLyGEEEK06Omnn6aysjL8dX5+PhdddFEXtujQJsGXEEIIIWKqrKzk6aefjig7/fTTOfnkk7uoRYcHCb6EEEIIEeWNN95g48aNEWW33367DDO2Awm+hBBCCBHh4YcfxuPxhL+2WCzcdtttXdiiw4sEX0IIIYQAoKamhn/+858RZaNHj2bUqFFd1KLDkwRfQgghhOCtt95i/fr1EWV33HEHJpOpi1p0+JLgSwghhDiChUIh7r///oiynj17cvnll3dRiw5/EnwJIYQQR6iNGzfyxhtvRJSdc845HHfccV3UoiODBF9CCCHEEeif//wnNTU1EWXTpk3DYDB0UYuOHBJ8CSGEEEeQWMOMiqJw7733dlGLjjwSfAkhhBBHiE2bNjF37tyIsjFjxnDqqad2UYuOTBJ8CSGEEEeAZ555hoqKioiyO++8E6PR2EUtOnJJ8CWEEEIcxmINM8bHx3PzzTd3UYuEBF9CCCHEYSrWMOOvf/1rjj766C5qkQAJvoQQQojD0r5bBAHcfffdqKraRS0STST4EkIIIQ4jwWCQBx54IKIsLS2Nq6++uotaJPYlwZcQQghxmPj222/5/PPPI8okaWr3I8GXEEIIcRi47777osruuecedDpdF7RGtESCLyGEEOIQFggEePDBByPKVFXl7rvv7qIWif2R4EsIIYQ4RP3888+8++67EWUyzNj9SfAlhBBCHIJkmPHQ1a2/Q4FAgLvvvps+ffpgsVjIy8vjb3/7G6FQKFxH0zSmT59OdnY2FouF0aNHs2bNmojzeL1errvuOlJTU7HZbEyaNImdO3dG1KmpqeHiiy/Gbrdjt9u5+OKLqa2t7YzbFEIIIVrN7XZHBV55eXn89a9/lcDrENGtv0sPP/wwzz77LLNnz2bdunXMnDmTRx55hFmzZoXrzJw5k8cff5zZs2ezfPlyMjMzGTt2LPX19eE6N954I++99x5vvvkm3377LQ0NDUycOJFgMBiuM3nyZFatWsW8efOYN28eq1at4uKLL+7U+xVCCCFasn37dp544omIsosvvljerw4x3XrYcfHixfzqV7/i7LPPBiA3N5c33niDFStWAI29Xk8++SR33XUX5513HgCvvPIKGRkZzJ07l6lTp+JwOHjxxRd59dVXOeOMMwB47bXXyMnJ4bPPPmP8+PGsW7eOefPmsWTJEoYNGwbA888/z4gRI9iwYQP9+vXrgrsXQggh9pgxY0ZUmQwzHpq6dfB18skn8+yzz7Jx40b69u3Ljz/+yLfffsuTTz4JwNatWykrK2PcuHHhY0wmE6NGjWLRokVMnTqVlStX4vf7I+pkZ2czaNAgFi1axPjx41m8eDF2uz0ceAEMHz4cu93OokWLmg2+vF4vXq83/HVdXR0Afr8fv9/fno/isNT0jORZHTx5lu1Lnmf7kWd58Nxud1Rvl6qq3H777QSDwYhRHNE6+/5cdvbPZ7cOvm6//XYcDgf9+/dHVVWCwSAPPvggF154IQBlZWUAZGRkRByXkZHB9u3bw3WMRiNJSUlRdZqOLysrIz09Per66enp4TqxPPTQQzEnPM6fPx+r1dqGOz2yLViwoKubcNiQZ9m+5Hm2H3mWB6asrCzqfahPnz7Y7XY+/vjjLmrV4aPp59LlcnXqdbt18PXWW2/x2muvMXfuXI466ihWrVrFjTfeSHZ2NlOmTAnXUxQl4jhN06LK9rVvnVj193eeO++8M2JX+Lq6OnJychg3bhwJCQn7vb8jnd/vZ8GCBYwdOxaDwdDVzTmkybNsX/I82488ywP30EMPoWlaRNmQIUPkWbaDfX8um0auOku3Dr7+8pe/cMcdd/D73/8egMGDB7N9+3YeeughpkyZQmZmJtD4n0FWVlb4uIqKinBvWGZmJj6fj5qamojer4qKCk466aRwnfLy8qjrV1ZWRvWq7c1kMmEymaLKDQaD/GK0gTyv9iPPsn3J82w/8ixbz+FwhKfXNOnfvz/nnXceH3/8sTzLdtT0LDv7eXbrWXoulytqIqGqquFUE3369CEzMzOiO9vn8/HVV1+FA6vjjz8eg8EQUae0tJTVq1eH64wYMQKHw8GyZcvCdZYuXYrD4QjXEUIIITra008/HRV4XXXVVfzud7/rmgaJDtGte77OOeccHnzwQXr16sVRRx3FDz/8wOOPP84f//hHoHGo8MYbb2TGjBkUFhZSWFjIjBkzsFqtTJ48GQC73c7ll1/OLbfcQkpKCsnJydx6660MHjw4vPpxwIABTJgwgSuuuIJ//etfAFx55ZVMnDhRVjoKIYToFLHmEP/1r3/tgpaIjtatg69Zs2Zxzz33cPXVV1NRUUF2djZTp07l3nvvDde57bbbcLvdXH311dTU1DBs2DDmz59PfHx8uM4TTzyBXq/nggsuwO12c/rppzNnzhxUVQ3Xef3117n++uvDqyInTZrE7NmzO+9mhRBCHJGqqqp46qmnIsoMBgPTpk3rohaJjtatg6/4+HiefPLJqC7YvSmKwvTp05k+fXqzdcxmM7NmzYpIzrqv5ORkXnvttYNorRBCCNE27733Hj/99FNE2YUXXkjfvn27qEWiM3Tr4EsIIYQ4XMkw45FLgi8hhBCiE5WUlPD8889HlOXm5kakUBKHNwm+hBBCiE7yyCOPRCX0vPrqq0lLS+uiFomuIMGXEEII0QlkmFE0keBLCCGE6EA7duzg5ZdfjihLSEjgpptu6qIWia4mwZcQQgjRQf71r39F7c14xRVXkJ2d3UUtEt2BBF9CCCFEB5BhRtEcCb6EEEKIdrR9+3bmzJkTUSarGcXeJPgSQggh2skDDzxAMBiMKLvppptISEjoohaJ7kiCLyGEEKIdyDCjaC0JvoQQQoiDsGrVKv73v/9FlPXu3ZtLL720axokuj0JvoQQQogD9Nxzz1FaWhpRdsMNN5CYmNg1DRKHBAm+hBBCiAMgw4ziQEnwJYQQQrRBrL0Zhw0bxoQJE7qoReJQI8GXEEII0UqxkqZOmzYNg8HQRS0ShyIJvoQQQoj9CIVC3H///RFlycnJXHfddV3UInEok+BLCCGEaEGs1YxnnnkmJ554Yhe1SBzqJPgSQgghmvHMM89QUVERUXbHHXdgMpm6qEXicCDBlxBCCLGPWMOMIKsZRfuQ4EsIIYTYy7Zt23jllVciysaPH8/w4cO7qEXicCPBlxBCCPGLN954g40bN0aU3X333aiq2kUtEocjCb6EEEIc8QKBAA8++GBEWX5+PhdddFEXtUgcziT4EkIIcUR7//33+eGHHyLKpkyZQm5ubtc0SBz2JPgSQghxxIq1RZAMM4qOJsGXEEKII47P5+Ohhx6KKpfVjKIzSPAlhBDiiLJo0SIWLFgQUTZ69GhGjRrVRS0SRxoJvoQQQhwxZs+eze7duyPK7rnnHnQ6XRe1SByJJPgSQghx2PN4PDz88MMRZUlJSVx//fVd1CJxJJPgSwghxGEtVu6uP/zhDxQUFHRRi8SRToIvIYQQhy1ZzXh40LQQHk8JwaATVbVhNmejKIfuULEEX0IIIQ47TqeTRx99NKpcVjMeepzOIioq5+NybiYY8qLqTFht+aSnjcNmOzR7LyX4EkIIcViZO3cumzZtiiibMGECw4YN66IWiQPldBZRXPwKPn81ZlMWZtVKMOiivn4NXk8pOTlTDskATIIvIYQQh41Yw4zS23Vo0rQQFZXz8fmrsVkLURQFAL0+Hpsah9O1icrKBViteYfcEOSh1VohhBAiBqfTGRV4qaoqgdchzOMpweXcjNmUFQ68miiKgtmUhdNZhMdT0kUtPHDS8yWEEOKQ9tZbb7F+/fqIsosuuoj8/PwuapFoD8Ggk2DIi1m1xnxdVS14veUEg85ObtnBk+BLCCHEIWvf3i6j0cidd97ZRa0R7UlVbag6E8GgC70+Pur1YNCNTmdEVW1d0LqDI8GXEEKIQ05VVRVPPfVURFlGRgZ//vOfu6hFor2ZzdlYbfnU16/BpsZFDD1qmobHW0pC/CDM5uwubOWBkeBLCCHEIeX555+npCRyno8kTT38KIqO9LRxeD2lOF2bMJuyUFULwaAbj7cUoyGZtLSxh9xke5DgSwghxCFEVjMeWWy2AnJypoTzfHm95eh0RhLiB5GWNvaQTDMBEnwJIYQ4BOzevZvZs2dHlNntdm688cauaZDoNDZbAbnWPMlwL4QQQnSWV199lS1btkSUXXzxxeTl5XVRi0RnUxQdFkvPrm5Gu5HgSwghRLclw4zicCTBlxBCiG5ny5YtvPrqqxFlAwYM4IILLuiiFgnRfiT4EkII0a08+uijOJ2RiTOvuOIKsrMPvZQCQsQiwZcQQohuQ4YZxZFAgi8hhBBdbuvWrfz73/+OKEtNTeWaa67pohYJ0XEk+BJCCNGl3nzzTTZs2BBRds0115CamtpFLRKiY0nwJYQQosvIMKM4EknwJYQQotMtX76cjz/+OKLslFNO4bTTTuuiFgnReST4EkII0ali9XbdfPPNxMfHd0FrhOh8EnwJIYToNDLMKAR0+42Rdu3axUUXXURKSgpWq5UhQ4awcuXK8OuapjF9+nSys7OxWCyMHj2aNWvWRJzD6/Vy3XXXkZqais1mY9KkSezcuTOiTk1NDRdffDF2ux273c7FF19MbW1tZ9yiEEIc9latWhUVeGVnZ0vgJY5I3Tr4qqmpYeTIkRgMBj755BPWrl3LY489RmJiYrjOzJkzefzxx5k9ezbLly8nMzOTsWPHUl9fH65z44038t577/Hmm2/y7bff0tDQwMSJEwkGg+E6kydPZtWqVcybN4958+axatUqLr744s68XSGEOCytXbs2an7XTTfdxBVXXNFFLRKia3XrYceHH36YnJwcXn755XBZbm5u+HNN03jyySe56667OO+88wB45ZVXyMjIYO7cuUydOhWHw8GLL77Iq6++yhlnnAHAa6+9Rk5ODp999hnjx49n3bp1zJs3jyVLljBs2DAAnn/+eUaMGMGGDRvo169f5920EEIcJvx+PzNmzIgql96uA6NpIQCczk2YTAmYzdkoSrfuQxHN6NbB1/vvv8/48eP57W9/y1dffUWPHj24+uqrw/8tbd26lbKyMsaNGxc+xmQyMWrUKBYtWsTUqVNZuXIlfr8/ok52djaDBg1i0aJFjB8/nsWLF2O328OBF8Dw4cOx2+0sWrSo2eDL6/Xi9XrDX9fV1QGNf3D8fn+7PovDUdMzkmd18ORZti95ngdvxYoVzJ8/P6LsuOOOY8KECfJcD4DLtYWy8oVAFlu2voBBr8di7UNa6mlYrXnheiFNo8TrxxkMYVN1ZJsM6BSl6xoeg6aF8HrLCAadqKoNkymz04PIfX/HO/tnslsHX1u2bOGZZ57h5ptvZtq0aSxbtozrr78ek8nEJZdcQllZGQAZGRkRx2VkZLB9+3YAysrKMBqNJCUlRdVpOr6srIz09PSo66enp4frxPLQQw/FnDw6f/58rFZr2272CLZgwYKubsJhQ55l+5LneWBWrVoVVXbUUUcRCoWihh9FW2QBULxj1F5l63/5iO2njm3QIa/pd9zlcnXqdbt18BUKhTjhhBPC3dbHHnssa9as4ZlnnuGSSy4J11P2ieo1TYsq29e+dWLV39957rzzTm6++ebw13V1deTk5DBu3DgSEhJavjmB3+9nwYIFjB07FoPB0NXNOaTJs2xf8jwPjN/v55FHHoko0+v1DBo0SJ7lAdK0EDuKX6KhYR0mYwEbN/amX78dqKqGpmm43JuJjxuIN2Uyr5ZUU+MPkGkyYFV1uIIhyrx+kgx6LumRSoHV1KX34nJtYefOufgDNZiMmaiqhWDQjddXhkGfRM+ekyN68TrSvr/jTSNXnaVbB19ZWVkMHDgwomzAgAG88847AGRmZgKNPVdZWVnhOhUVFeHesMzMTHw+HzU1NRG9XxUVFZx00knhOuXl5VHXr6ysjOpV25vJZMJkiv5hNhgM8kemDeR5tR95lu1LnmfrffbZZ3z33XcRZYMGDWLSpEl8/PHH8iwPkNu9E6+nCKslnaa+AFXVUFUNAKslHZd7E59WlVEZNNA33hruNLDpIc9oYKPTy4KaBvol2LpsCFLTQlTXfE4wVEV8XGG4jXq9DaMxD6drEzU1X5CQUNipQ5BNP5ed/bPZrWfqjRw5Mmq/r40bN9K7d28A+vTpQ2ZmZsTQgM/n46uvvgoHVscffzwGgyGiTmlpKatXrw7XGTFiBA6Hg2XLloXrLF26FIfDEa4jhBAitr/97W9Rgdcdd9zBb37zmy5q0eEjGHQSDHlR1dhTWVTVQlnASJHLQ7bZEDVaoygKWWYDm1xednp8ndHkmDyeElzOzZhNWTHbaDZl4XQW4fGUdFELO1e37vm66aabOOmkk5gxYwYXXHABy5Yt47nnnuO5554DGr9hN954IzNmzKCwsJDCwkJmzJiB1Wpl8uTJANjtdi6//HJuueUWUlJSSE5O5tZbb2Xw4MHh1Y8DBgxgwoQJXHHFFfzrX/8C4Morr2TixImy0lEIIZrh8/l46KGHIsoUReHee+/tohYdflTVhqozEQy6UJTo6SzBoBuPYsWn6bGqsftTrKqOsl8m4XeVpiDS3EIQ6fWWEww6O7llXaNbB19Dhw7lvffe48477+Rvf/sbffr04cknn+QPf/hDuM5tt92G2+3m6quvpqamhmHDhjF//vyIbSqeeOIJ9Ho9F1xwAW63m9NPP505c+agqmq4zuuvv871118fXhU5adIkZs+e3Xk3K4QQh5DvvvuOzz77LKLs+OOPZ+LEiV3UosOT2ZyN1ZZPff0azKbI7Zc0TcPjLSXFejxWvxVXMES8Xo06hysYwqzTYWsmOOsMeweRen30NlLBoBudzoiq2rqgdZ2vWwdfABMnTmzxl1lRFKZPn8706dObrWM2m5k1axazZs1qtk5ycjKvvfbawTRVCCGOCLFWed95550YjcYuaM3hTVF0pKeNw+spxeXeDOSiaQECARcebylGQzKDs06hsMrMz/Vu+tp0EcN6mqZR6vFzdLyFnuau+/7sHUTa1LioNnq8pSTED8Jszu6yNnamNgVfGzZs4I033uCbb75h27ZtuFwu0tLSOPbYYxk/fjy/+c1vYk5AF0IIcejzeDw8/PDDEWU2m41bb721i1rU/kKaxk6PL5wnq6fZ2OV5smy2AnJyplBa1jh32e3egV6vkhA/iLS0sdhsBZypeNjl9bPR6SXLvGe1Y6nHT4pRz4S0xC69j72DSKdrE2ZTVni1Y1MQmZY29ohJGtuq4OuHH37gtttu45tvvuGkk07ixBNP5Nxzz8VisVBdXc3q1au56667uO6667jtttu48cYbJQgTQojDyMsvv8yOHTsiyk455RROO+20LmpR+9vo9PBJZS1FLi+eUONQXYHVxJlpifS1mbu0bTZbAb1yclizeh69e18ZleG+r83Mn3qmhdtf5vVj1uk4Ot7ChG7QftgTRFZUzsfl3IzXW45OZ4wIIo8UrQq+zj33XP7yl7/w1ltvkZyc3Gy9xYsX88QTT/DYY48xbdq0dmukEEKIrnMkDDNudHp4YWcl1b4A2WYDVtWAKxji53o3u7x+/tQzrcsDmKZAy2YrjJkaoa/NTIE1o9v13O3NZisg15qHx1MSznB/JG6T1Krga9OmTa36JRsxYgQjRozA5+u65axCCCHaR0NDA4899lhU+eG2N2NI0/ikspZqX4C+NlN4PlK8XqWvTcdGp5d5lbUUWDO6VSATi05R6GXp3iNPiqLDYunZ5uOqq79jd/XXFBbc2QGt6lytCr7a+t/N4fTfkBBCHInmzp3Lpk2bIsqGDBnCr371qy5qUcfZ6fFR5PK2Kk9Wdw9sDkcNzk0UFf2d3bu/BCAlZTTJSSO6tlEHqdX9fK+88gojRowIJyI966yzOqxRQgghus59990XFXhNmzbtsAy8AJzBEJ5QqMU8WZ5QqEvzZB2JfL7drN/wV5YtO5vdu79EUfTk9LyU+Lj+Xd20g9bq1Y5///vfeeGFF7jrrrt48sknqamp6ch2CSGE6GTV1dUxU/IcbsOM+7KpOsw6XbfOk3UkCQa97Nw5h63bniYYbAAgLXUsBQW3Y7X26eLWtY9WB1/p6emMHDmSuXPnMnnyZJzOIyMLrRBCHAnmzJnD9u3bI8pOO+00TjnllC5qUefpaTZSYDV16zxZRwJN06io+IiizTPxeHYBEB9/FIUFd5GUNKyLW9e+Wh182Ww2gsEgaWlp3H///Zx66qkd2S4hhBCdJNZqxsO9t2tvOkXhzLTEbp0n63DncHzPxk0zqKv7AQCTKZP8vFvIzDz3sFwJ2erg6z//+U94O57hw4eza9euDmuUEEKIjldWVhbez7aJ2Wzm9ttv76IWdZ1DIU/W4cjtLqZo8yNUVHwEgKpa6d3rSnr1+hOqauni1nWcNvV8AaxevZpBgwaRlpbWYY0SQgjRsf75z39Gzd09++yzOeGEE7qoRV2vu+TJ6qws+12ZzT8QqGfbtqfZUTwHTfMBCtlZvyUv7yZMpvROaUNXavPejjNnzuTf//53R7RFCCFEJzjShxlb0tV5slrKst/HGL0YoCOu05G9fKFQgJKSN9my9R/4/dUAJCWdRGHBNOLjB3TYdbubNgdfmqZ1RDuEEEJ0sJKSEp5//vmIMp1Oxz333NNFLRJ721+W/csykzrlOh2RzV/TNHbv/pJNRX/H5SoCwGrNp7DgTlJSRkflVzvctTn4OtIekBBCHA5eeeUVtm3bFlH261//mqOPPrprGiQitCbL/mdVtfTqhOu0dzb/+ob1FG2aQXXNdwAYDMnk9bmB7OzfodNFb5N0JGhz8CWEEOLQIsOM3V9rsuxvdvkOOvjqzGz+Xm8FW7Y8QUnpfwANRTGSkzOF3N5XYzAkHNS5D3Uy7CiEEIepTZs2MXfu3IiyxMREbrjhhk5rQ+iX94wNTg8JplC32+i5u9iTZT92T5BV1VGlHXyG/dZcp8zrP6hs/sGgmx07XmD7jucIBl0ApKefRUH+bVgsOQd83sNJm4OvGTNmdEQ7hBBCtKOZM2fidrsjyn7/+9/Tr1+/TmvDRqeHeWVV9Aae2lGOXm/olEndh6LWZNk3tUO+q7Zm82/LikhNC1FW9j82b3kUr7cMgISEIRQWTiPRfvxBt/1w0ubgKydHolYhhOjOusMwY9Ok7jqPl95AH4uJBpR2n9TdlekS2lNrsuwfYz34DPttyebflhWRNTVL2VQ0g/r61QCYzT3Iz/8LGekTZa54DAc07Ph///d/LFy4kIqKCkKhyK7Jd999t90aJ4QQovW2bNnCq6++GlFmMBiYNm1ap7Zj70nd/a2N84ZURSFebd9J3V2VLqEjtCbL/hmpiWzshOtMSEukyOVt1YpIl2srRZtnUlk5HwBVjSM392pyel6KqnZdyo7urs3B1w033MBzzz3HmDFjyMjIkIhWCCG6gRdeeCFq55FLL72U3r17d3pbIid1R77WXpO6W5suIRQK4XA48Pl8GI1G7HY7Ol333K5mf1n2+xjVgw6+WnOdAquJWdvLW1wRuaBsB1rwLXbteh1N8wM6evS4kLw+12M0prZDKw9vbQ6+XnvtNd59913OOuusjmiPEEKINuoOw4x7i5jUHYqeuH2wk7pbmy7B7tSxYf16qqqqCAQC6PV6UlNTGTBgQLO7tPiDIercflLiuqbXpqUs+36/v1Ous8PtbXZFpD5Uz4WVje//O38pS0kZRUH+HcTF9W239h3u2hx82e128vLyOqItQggh2uDnn3+OmupRWFjI5MmTu6hFjfae1G2PMTiy76TutmpNuoSfqx3Er96M1VmP3W7HYDDg9/spLS3F4XAwfPjwiADM4w9y+SvL+a5oNwBvXjmc4XkpB9S+g9VZWfabu07MFZGaxjHbx6Nqroi6Q46ZQ0rKKR3d1MNOm4Ov6dOnc9999/HSSy9hsRy+m14KIUR3Fqu367rrriM5Ofmgz32wk9j3ntSdYI58m9l3UveB2F+6BItOodJRR63HS++0tHCAZjKZSEtLo7KykvXr15OSkoIvqHHZy8tZvGV3xDnS4o/c+Ur7rojMqZpJWv37UfXyT/yelDh7F7Tw0Nfm4Ou3v/0tb7zxBunp6eTm5mIwRP7wf//99+3WOCGEENE6cpixPSax7z2pu8jlpRAIaBoNgWDEpO4DnWy/v3QJtS4PIa+H1Li4mD1jCQkJlJRX8ttnvmNlcV3E60lWA5/edCrp8YfWhP321BQ811Z9ynF1f4t6/cOkOfRJKmSM7chOlHow2hx8XXrppaxcuZKLLrpIJtwLIUQnijXMmJCQwE033dQu5z+YPf/27S0rsJr4U8805pVVAbDN7UWvN4QndR/MasT9pUso8fpI93vItEYPa/qCGo//qLGp1gTsCbxSbEbm3XjqEd3j1cTj3s6gLadHla9J+Ss/6U456OBZHEDw9dFHH/Hpp59y8sknd0R7hBBCxPDoo4/idDojyq699lpSUtpnXlKsSeyapqG5A6T4QuxscPGJsYaC3MyoN92Wesum5qQzbzVc0yuDBJOxXfJw7S9dQqrRQGHQQ9BvQG9qDKa8QY1HV3gpqo2c5J8aZ2LejaeQGmciFNIornbh9AWwGfX0SLSg0x05AUYw6OXLrwZGlW+3nMni+FsaV0RaTVHBsycYYkWdk6+r6/m6poFV9Y3zwh7u25MpPWTlYywHlGQ1IUG6GoUQorN0xmrGfSexV9e42bK1lppaD8GgRkgHH2+v51jVxKm99swr219v2WWZSQD0s5mjpqkcjJbSJYxPSaC8toTS0lISklN5dIWPzY7IoCvRpLDgljGkJTTOXS6qqOfT1eVsrmzAEwhi1qvkp8UxflAGBenx7dbu7urzL/KjynQ6C6ee+iO7vAH6uLz83OBidb2HZ3duotof3O85n9xeLsFXM9ocfD322GPcdtttPPvss+Tm5nZAk4QQQgAsWbKETz/9NKKsoKCAP/zhD+1+rb0nsVfXuPnp50o8ngBxcQb0eh0+f4jy3S7eXLKdbLOBgvT4VqV8+Kyq9qA3g25OS+kSLAV9uefrOrY3eCKOSTCEmHacwuknnxgReL383TaqnT6y7GasRgsuX4DVJQ5KHG4uG5l72AZgy5ZPor5+DU5sfMCv+UD59Z4XNeCrnw/ovD3NBl4dLJkRmtPm4Ouiiy7C5XKRn5+P1WqN+k+murq63RonhBBHqli9XX/5y1+wWq0dcr2mSezOQJAtW2vxeAIkJe0JqBSDDnuiCac7wKeryzEco2NLvYefKurJTjQ3m/Jhs8vXrsFXKKSxq9YdMTS4d7oEly/A759bwk87HcCeNiUaQtw8yE+f7DT69+8fTjMRCml8urqcaqePwvQ9E/TjzQbiTHo2VTQwf005ealxh/wQ5NfV9TywpYSf6vfe8/Nvez+mNhmZGMepSfGckhzH0XFW9If48+lMbQ6+nnzyyQ5ohhBCCIBgMMgDDzwQVd7RSVObJrEvK3VQU+shLm5PDi1Ng/pAkAyjgWS9wkc/l/DTzlqcWogij5f6VBv5fRJJTopMP2RVdVRpB5ZINZaWhgaz7BYu+Ndi1pRErl7skWjhtUsGYVW1mBnud9W62VzZQJa9mQDSbqaoooFdtW5ykjsm8G0vJR4ff/hpC+ucnv1XboOzUu08UNiD7FamBjlc9tvsSG0OvqZMmdIR7RBCiCPeggULWLRoUURZZmYmU6dO7fBrN01iX1NaxyZvAKPVQEgDv6ZRHwhi0emw+UL8VFaPwx2gMD2e9AQLuyqDlFU6cTb4OXpwWkQA5gqGMCnts5VPc0ODq4preOHbLdS4IrO/5yRb+ODak0ncz2bUTl8ATyCI1Rg7b6XFqFJe58HpC7TLfRwMTdP4whjP1G/XtOt541Udd+VnMzkrGeNBbr10OO232ZHaHHwJIYRof7GGGW+99VZsNluntaGvzcxFvdIoXrsbpzeAy6BDrygkhIA6Hz/uduH0BtDrFIqrXQy06MmwmSjTK7idfrZsc5D0yxBkUzLVY/YT/LRGrKFBbyDI/34sYXeDL6Ju7xQr719zMnZr6yb324x6zHoVly9AvDn6GLcviEmvYjN2zttlscfHhT9upsjljV3BfGBJdE/UFvFb3iSbPft/jh61GlVtv2TpB5Oq5EgjwZcQQnShrhpmbM7JWYmc3SeV5cW19LBbcHmCFJXUUe/xEwiGMOh1WI0qDrePH4tryc2Mp06vUm8MUVHtorbei2o1hJOpnpGaeNCbQe89NOgLhvjPip3sdkYGXXEmlbenjmBgdtsyrvdItJCfFsfqEgdxJn1UzrBSh4fBPez0SGyfIEXTNJ4pruRvm0va5Xx7uyQ7hfsLe2D6pfdq7drbKC17J6re0BP+S0LC4Ha9dmv32yywZsgQJBJ8CSFEl1mxYgUfffRRRFlX782o0ylMGJRJqcPD7hovlfUe3L4AJoOKv8GH1aSSHmfGbNBR7fSxu9bDsdnxbFI8FFe72FLnIc2gCydT7WNUDzr4cvoC1Hv9LNxQETW8mGQ18JvjelDq8BzQhHidTmH8oAxKHG42VTQGeBajitsXpNThIdlmZNxRGW069za3lwtWbWaHx7f/ym2gJ8StznLG5/+A0WgmGHTh8ZZiNCSTkzMFmy0HgN27v2bVj5dFHd+nzw3k9bm+XdvUpDX7bW5yednp8XXKvpXdnQRfQgjRBWINM955550YjQc/THewCtLjuWxkLm8vL2ZNiQNVp0BQw2JUSbGZsBgbt/SJM+updvroF4SjrCaSgnBhnwzyUmzhSdZ+v38/V2uZw+3nyn+vZEd15IbOyVYjFwztiUmvUu/xH9TQYNP9Nk3mL6/zYNKrDO5hZ9xR0Xm+NE3j9dJqbt1QfMD31Zw/9Uzlr/k9MOj27oELsW37szgc69ledzp6fRyKoqHXx2NT43C6NlFZuQC9PpFvvxsWdU69PpFRp65s97bubX/7bVpVHWVeP85g+y3AOJS1+if1hRde4LTTTiMvT/J2CCHEgfL7/cyYMSOiTFVV7r777i5qUWwF6fGce1wPNlbUk5lgwazXsb6snqoGL5qmoSgKBlWH0xvAGwhS4/JzTA87p2YntUtKBofbz7lPfcfWqsis/ik2I789oTHogtYNDYZCoYgVjs3db97ouHAaCwcaM0sr+duazdCO89stOh3/Pa6AY+Jbv3LS4ynB5dyMyZgZ9ZqiKJiMmWze8iibtzwa9fppY4o6ZRvA/e236Qo2Tr63qe2zAONQ1+rg64YbbsDj8dCjRw/GjBnDmDFjOO200+jVq6PS5wkhxOHlrbfeYv369RFlxxxzDOeee26nXD9WjqyWAqV4k4FkqwmrUSXebKAwIx6nL0i100ecWU9I0whpjXOyeiZZ2zw8F4vD5WfSU9+yfXdkT1deqo0TeidR7w3gC4RQdUqrhgZLS0t59913GT9+PAUFBXuehaZxx8ad/Ltk90G1N5arc9KZlpfVbnmvgkEnwZAXgyE6uNxR/BLBYENU+SknL8Vo7Lzs8vvbb7PU4+foeAs9W5mu4nDX6uCrtraWJUuW8NVXX7Fw4UKuueYaPB4PvXv35rTTTgsHZNnZ2R3ZXiGEOCTFGmacNm1au26505ID2T5n38noyTYjQ3ISKapooMbppdbtJ8Vm5MTclIPehqfW5eOc2d9SXO2OKB+YlcDbfx5BnEkfcQ/7GxoE+KnOybj15TBwJPcXN0DxqgNu396OS7Dyj/69KOyklXuqakPVmQgG9zybWscKamoWRdU9evC/SEs7o1Patbf97bcpm3FHanXwZTAYOOWUUzjllFO4++678fv9LFmyhIULF/Lll1/yxhtv4PV6CQS6PheKEEJ0F7GGGaFzVzMe6PY5sSajJ1j09M+MY0uVQl56HJNP7MVJ+akH3ONV4/Qxcda37KqNDLoG9UjgrStHYDPteZvad2jQZFB5oryq3YcGAf6an82VOWmo3SBYMJuzsdrycTjWo9MlsqP4H1F14mz9OPHED1HaKa/agWhpv819N+M+0h3whPtgMIjP58Pr9YaDrj59+rRn24QQ4pD25ptvsmHDhoiyIUOG8Ktf/arT2nCw2+c0Nxl9WJ+UZnucWqPG6ePsf35DiSMyG/vRPe28ccXwcND1fZ2Ts1ZuOqBr7M+nJ/Rt09yrrqIoOlJTRrNly2NYbR9Fvd4jezI5OVO6NPBq0tJ+m2KPVgdfHo+HRYsW8eWXX/LFF1+wYsUK8vLyOPXUU7n22msZNWqUDDkKIcQvYg0z3nXXXej1nbvIvLjGxU87a7EYVeo9AeLNe3JZtXb7nH17nFozX6w51U4fZ/3jG8rqIoOukN2A74RUlul15C9a3fYbjWHQri2cU72Ta66+utOfe3v6/Iv8mOUZ6ZOIi+tLWtpYbLaCmHW6gk5RJJ3EfrT6pzExMZGMjAwmTZrEDTfcwKhRo0hPT+/ItgkhxCGnvr6exx9/PKq8K5KmFlXU89qS7fxc4sBiUDGoOpKsRgrS40i2NU58bu32OTqdst+9DWPt6QdQpJrI+eInTN9VoPgiUw00BV3oD6zX5n5fFQm1u7FarQwfPpy0tDQqKip49tlnCYVCnPWHP3Ro4KVpITyeEoJBJ6pqw2zObrceqFU//onduxdGlQ8e9DJWa0a7X68lsl9j+2r1T+QxxxzDqlWr+Oqrr1AUBZ1Ox+jRo0lJSenI9gkhxCHjgQceIBgMRpSdccYZjBw5stPb0jTPa2eNC4tBxWZS0Sk6Kus9NHgDDMlJJNlmbPX2OS2tlAyENO7bvIvnd1ZFH+gNYlqmYfaVRZ4v0YjvhBTYT+qBP+ekcW9+Nmga3377LaWlpaSlpe1ZTWdU0dLSqKysZP369SQnJ/PJJ58QCoXo168fhYWFrX9obeR0FlFROR+XczPBkBdVZ8Jqyyc9bdxB9USVl3/E6jXRyVDz86bx44+pJCWN6LSFGiD7NXaEVgdfS5cuxel08s0337Bw4UJmzpzJhRdeSN++fRk9ejSjRo2S3jAhxBGruwwzQuQ8r6N72PEHNCrqPSTbVJJtRqqdPjZXNpBoSWzV9jlFFfX8e3UJbwfd1Lb2drzBxp4u/z49XUlGfMengrqn1+SrE/vTr4U38VAoRHFxMcXFxTH3ulQUhYSEBCorK1m5ciVbt25FVVUmTJjQysa2ndNZRHHxK/j81ZhNWZhVK8Ggi/r6NXg9pb9knG9bAOZybWXxkuiVilZrASOGf4rf7+fHHz9ur1toFdmvsWO06a+CzWZjwoQJ4R/o+vp6vvnmGxYsWMAVV1xBQ0ODrHYUQhxRqqurmTVrVlR5V+3NCJF7Iep0OvLTbdR7/eH8XFaTnvI6Dz/tcoTzc2kKzK9y8GrJbhbsros+qULr3jG8QUzflaP4tYjiobmJvHr5cMyG6AScLamsrGTdunXs3LmTsrIyzGYztbW1pKamRgRiRqMRh8PB119/DcDJJ59MUlJSm67VWpoWoqJyPj5/NTZrYbgXbt+M81ZrXquGBDUtxBcLY/fQ/TfzCwqsJlKcHvoY2/bsDpbs19hxDuhfslAoxPLly/nyyy9ZuHAh3333HU6nk969e7d3+4QQott67rnnKC0tjSg78cQTOfPMM7uoRY2cvgCeQBCrsbE3K9lmYkhOIuuqnBSrIeriVOrjLKwxq0CQF9dsPqjrZRn1nGQx89l/i/D6IoddMzNt3NrbwfFnDDmgwGvJkiW4XC6sVitmsxlVVWloaMDr9dKjR49wAObz+aiurqahoYHExEROPvnkg7qnljRlnDebsmLuY2g2ZeF0FuHxlGCx9GzxXM1Npl+U/V8MxhSS9upluiyzY4LJ5sh+jR2n1cHX8uXLwzm9vv32WxoaGujZsyejR4/mn//8J2PGjCE3N7cDmyqEEN1HrGHGruzt2pvNqCdoVJllcONtes+0A/YDHx6aGDQyUFNR2PMmXO/xs2F3A0uKSvkoEDm82LNHPGdPyEdHCMPa79u8p18oFGLdunW4XC7S0tKAxmTfDQ0NWCwW3G43VVVVWK2NiwB27dpFRUUF0Njrpaod10vUlHHerMZegKCqFrzecoJBZ8zXAVZ+P5na2qVR5Yvi78SUchbmGL1Mn1XV0pl7ysh+jR2n1cHXsGHDyMrKYvTo0Tz++OOMHj06YqsGIYQ4ElRUVPDMM89ElXeXwAsaM9NvTNHjVfY/DWRwnIVTkuIZGGdmXKqdhL325VtfVsc/P99EXmpc4+bae2nwBnh1yXb8wcjhxZyejUGX+stE+gZPYxtMNV4CIQNqogmlFSkqHA4HVVVV2O32cK9LWloaXq8Xt9uNqqo4nU7q6uqoq6tj586d4WO3b9+Oy+ViwIAB4cCtPe3JOO9Cr4/OcxYMutHpjKjqnmHRplWRlZUL2FT0QNQxJmt/3kp4miSDGg68mjT1Mm12+To1+JL9GjtOq4OvdevW0a9fv45sixBCdGuxervOOusshg4d2gWtaZ5Op3BTXgbXbt6FhkavoI48RSXdC65aL8k2Y7NZ7fdmM+ox61VcvgDx5sbej7I6D28tL46qm5Jl4/yzCtDv9SYdbPCxs6KO4wDbolIcegOGNCuWQakY0ltOW+Hz+QgEAhGr+qxWKz179qSyshKn04nH46Gmpobi4j3t6dOnDzabjdLSUhwORzj9RHtqyjhfX78GmxoXtY+hx1tKQvwgzObG3JdOZxGlZe+zfftTMc93+mmbWdfgxrOtrMVepiqtc3uYmt2vUdPw++sodvkYHG+mh+nQzaHWVVr9xNoSeDXteC+EEIeL7jzMGMuk3DQGWs2NmelrGvAGvGj72QtxX3vv7fjTTgcrttdE1clLtfGPK4byalk1mz1+ssyNgYKz3suOsgZSvY1zwIwpVnR+8Jc0EHR4iRvZo8UAzGg0otfr8fv9mEx75hNZrVZ69epFXV0dTqcTk8lEKLQnKOnVq7FvKG2v9BMpKSnodO3XO6MoOtLTxuH1lOJ0bcJsykJVLQSDbjzeUoyGZNLSxqIoOpzOIpYsHR/zPNlZv6dXr8uA1vUymTo5g32s/RoNwVp2O3dQ4vWRoLgYoNvEjh1pB51e40jTqu/kgAEDmDt3Lj6fr8V6mzZt4qqrruLhhx9ul8bt66GHHkJRFG688cZwmaZpTJ8+nezsbCwWC6NHj2bNmshNvrxeL9ddd114dcykSZMiuqgBampquPjii7Hb7djtdi6++GJqa2s75D6EEIeO0tLSQy7walKQHs9Vo/O5aWxfrju9kJvG9uXPo/JbvSWQTqewubKBT1aXxQy8fj80h+cuOZ7Bdht/6pnG4HgLtf4gW5xeKne7GeDWuNDUGGApOgWdWY+abiXk9ONeU4UW0qLO2cRut5OamorD4UDTout5vV7S0tJYvXpPNvy9eyD3Tj/hcDhadb9tYbMVkJMzhfj4o/D7a3C5tuH315AQPyicZuLzL/JjBl49sv9Abu/r8AdqqaxcgKaFwr1MJR5/1P1qmkapx0++1dju97E/Tfs1Do63UOmuYW31VnZ7GhhgcjM5qY4Ci0p9/RqKi1/B6Szq9PYdqlrV8/XUU09x++23c8011zBu3DhOOOEEsrOzMZvN1NTUsHbtWr799lvWrl3Ltddey9VXX93uDV2+fDnPPfccRx99dET5zJkzefzxx5kzZw59+/blgQceYOzYsWzYsIH4+MY/MDfeeCMffPABb775JikpKdxyyy1MnDiRlStXhidlTp48mZ07dzJv3jwArrzySi6++GI++OCDdr8XIcShIdaG2OPHj2f48OFd0JoD05rM9LE88+VmHp63PuZrk47Oon9WQkQP2t57+jmq3Wjr3fQwW0HRUbLXsYqioLOb8Fe4CNZ60SfHXgSg0+kYMGAADoeDyspKEhISMBqN+Hw+6urqsNlsET1eQHjyfROj0Uh9ff1+Ow4OlM1WQK41LyrDfVHR39lR/GJUfbt9KMlJI8Jf77sqct9eJqva2BNW6vGTYtRzRmoiGzvkTlrW12Ym35LG0s0fURncSoq1J5l6L41T9w4svcaRrlXB12mnncby5ctZtGgRb731FnPnzmXbtm243W5SU1M59thjueSSS7joootITExs90Y2NDTwhz/8geeff54HHtgzUVHTNJ588knuuusuzjvvPABeeeUVMjIymDt3LlOnTsXhcPDiiy/y6quvcsYZjcnrXnvtNXJycvjss88YP34869atY968eSxZsoRhw4YB8PzzzzNixAg2bNggc92EOAKtWrUqquxQ6O2ClrPRx6y/19Yx73y3nRcWxk498b9rRmIy6Jo9Z9Oefn41gMMHaoKeINHzlBSjilbnQ9snLcW+0tLSGD58OOvWraOqqor6+nr0ej3Z2dn079+fp57aM4fq1FNPjTre5/Oh1+sxGjuux0hRdOF0EvX1a/hi4aiY9frkRmes33dVZFMvU1M2+TKvH7NOx9HxFiakJdLHqHZJ8AXg85Zi960l1ZaEXu+NeK2t6TVEG/N8nXTSSZx00kkd1ZZmXXPNNZx99tmcccYZEcHX1q1bKSsrY9y4ceEyk8nEqFGjWLRoEVOnTmXlypX4/f6IOtnZ2QwaNIhFixYxfvx4Fi9ejN1uDwdeAMOHD8dut7No0SIJvoQ4guzcuZMXX4zutThUAq+iivrGeV6VDXgCQcx6lfy0OMYPij3Pq2nrmI8WF7Pxx4qY57xuTAG/Oja71cOVilFF0esagytTdNCn+YIoegWlFUlD09LSSElJweFw4PP5MBqN2O12nnvuuXCdWNvcaZpGXV0d2dnZ2O32VrX7QIVCfhZ+2T/ma5kZ52IwxM7PFWtV5N49iPvuo+j3+zuk/a3RHuk1xB7dfonCm2++yffff8/y5cujXisra9wrLCMjI6I8IyOD7du3h+sYjcaoTMcZGRnh48vKymJui5Senh6uE4vX68Xr3fMfQF1dY1Zov9/fpb8kh4qmZyTP6uDJs2wfsYYZL7jgAgoKCrr9sw2FNJZu3c1/Vu7E5QuQm2zDZjLi8gVZV1JDmcPJRcN6kZcWFz6myOXl1g/XsObnGHsyAuOPzyTJoLK1so5XvvNEHd8czaZDSTXhK21AS22cLB/QGnu5NE0j6HBhyI4jZNO1+rnGxe25rtPpjPjb3Lt3byorK4mPjw8PTdbX12O1WikoKCAYDEbtudlevv4mdtB10ogVqKqVHcUv0dCwDqslPmpVpMtdQXzcQFQ1Leo5ZOl14c3Gg4EAQbr291zTzChY8fk86PXRPwOBgBewoGnmbv+7AtHPsrPb3K2Dr+LiYm644Qbmz5+P2dx8csB9V1a2ZrXlvnVi1d/feR566KGYE3Hnz58fNfdANG/BggVd3YTDhjzLAxdrmHHIkCFs3LiRjRu7arCn7c7Y+33xl/8NB//SYbV++TaaZnG9v13H5yWx5+Y8PDSAWQ/wy8KkGMe3SvyeNizxrI0srwfm/dSWs4X98MMP4c/79euHpmmYzeaIf3zNZjOhUIhly5Yd0DX2x2R6C4MxOkmq2/UngsGBzJ//9S8l2b98xJILwOrV89p07a77Pd//BvFbtqwCVnV0Q9pN07N0uVydet1uHXytXLmSiooKjj/++HBZMBjk66+/Zvbs2WzYsAFo7LnKysoK16moqAj3hmVmZuLz+aipqYno/aqoqAgPoWZmZlJeXh51/crKyqhetb3deeed3HzzzeGv6+rqyMnJYdy4cSQkJBzgXR85/H4/CxYsYOzYsRG5fETbybM8cOvWreO9996LKh8yZEirn2d1yS62fL+M6pKdBP1+VIOB5Oye5B13IsnZPTqi2WFbKht4bekOSmpdlNR4sJpUdIpCgyeAxagyuGciSVYDDZ4ADrcfRafj7ZW7Yp4rPy+eBhUerVNQFQgBGSYDvpCGGtTopRq4Y2w/eiQ1vwn33vyVbhrWVrDYuYbjG/pg0KsY0qyY+6dgSGvdOfa1adOmiODr/PPPp8jlZX5lLRvq6nEHglj0Kv0S4hmXlkiBtX23vamp+Y6fV18eVZ6cPJpBRz0b8xiXawuVVV/gdm0lFPKh0xmxWvNITR2D1ZrX6mt39e+5y7WFnTvn4g/UYDJmoqpmgkEPXl8ZBn0SPXtObtP9dKV9n2XTyFVn6dbB1+mnn87PP/8cUXbZZZfRv39/br/9dvLy8sjMzGTBggUce+yxQOMEy6+++iqc7uL444/HYDCwYMECLrjgAqBx6fjq1auZOXMmACNGjMDhcLBs2TJOPPFEAJYuXYrD4WhxjpvJZIrIP9PEYDDIG2AbyPNqP/Is2yZWz/X5559P3759+fjjj1v1PHfvLOan+R/hrq8jPiUVg9mE3+OlcutmGqoqOe7MSaT0zOmQ9odCGp+t302VM0CG3cb2Gi86VY9OUYi3qlQ7fWyqdHFC7ySW7WjM1RXLFX88hro6H58uKSZoVbGqKhrgCYUIKirxBh1VIT+bnT5cQa3VP2OGbAP6FDPMW0PyqN4YraZWZ7hvzttvvx3+/J577mGzx8/LZTVU+wJkx8eHVwj+7Pazq6yGP/VMo6/twLdVauL31/L1N8dHlev18Yw6dVWLx9rt/UhIKIxaFXmgqwK76vfcbu+HXn8xFZXzcTk3Ewg0BpKJ9gGkpY09JPN8NT3Lzn6e3Tr4io+PZ9CgQRFlNpuNlJSUcPmNN97IjBkzKCwspLCwkBkzZmC1Wpk8eTLQmCvm8ssv55ZbbiElJYXk5GRuvfVWBg8eHF79OGDAACZMmMAVV1zBv/71L6Ax1cTEiRNlsr0Qh6mWcne1dv6HFgpRtHwx7vo6UnrmhKcpmKxWjJYcdu8spmj5YpKze6C0Y5LPJrtq3WyubCDLbkbTQK/T4Q+GMOlVFEUhzqynqKKBRZt3xzz+zMkDSbMYMOpVvAoEFDCEQAECmoYOUFFQFDCjUI9GPc3n5oqlKdAyZFjRH+Qb3Ouvvx7+/LjjjkPR6fikspZqX4C+NlP4+e+9H+K8yloKrBnoDjDxt6ZpLFo8Bo8nOqv/aWOKWp1QfO9VkS1fL9RuQVpHaC69Rndq46Gg1cFXa7vkOnu47bbbbsPtdnP11VdTU1PDsGHDmD9/fjjHF8ATTzyBXq/nggsuwO12c/rppzNnzpyIjVdff/11rr/++vCqyEmTJjF79uxOvRchRMfbvn07c+bMiSo/kNWMdVWV7N5VTHxKatSbsKIoxKeksHtXMXVVldjTm5/CcKCcvgCeQBCr0YJOgWSrkYp6D0abjrI6Dzuq3TGPW3//BIx6HbO2l4e3jjHa9KjxBoJ1PkIGHT5Nw6bqMOkUNE3D6/JjsZuIi9t/2gYtpBGs9aL5ggR0bQvWmuP1etm0aVP460mTJrHD7aXI5SXbbIj5/LPMBja5vOz0+OhlafvwY9HmR9m+PXofz5NPXorJmNr2m9gPp7Mo3KsUDHlRdSastvxulz2+tYGkaF6rg6/ExMQWI/ymyekdtaKkyZdffhnxtaIoTJ8+nenTpzd7jNlsZtasWcyaNavZOsnJybz22mvt1EohRHcUq7fr6quvPuC9/3weN0G/D4M59hu7wWSmoboanyd2EHSw9t17MT/dxq5aF8u2RWejB/jo2pM5queetAt7J/WMU3XYsmw0uAPUO3wYrXoSjSo+fxBngx+9SU+PXgkxt77Zm7/ChXt1Ff5KF1ogRFCvgblx/pch+8B7vh566KHw55dd1rgljzMYwhMKtbgfYpnXjzPYtj0Rd+/+hlU/XhpVPvSE90hIODr6gHbgdBZRXPwKPn81ZlMWZtVKMOiivn4NXk8pOTlTMBp7d8i1RedrdfC1cOHC8OeapnHWWWfxwgsv0KNHx04mFUKI9tARWwQZzRZUgxG/x4spxgpnv9eDajBgNB/Y5PL92XvvRV8gxGtLd8SsNzUtgbGpdnI2OvAbDeE9FfdO6rnJ5cGYYETpHU9SlReDO4ivwU9QVUhNtaDLsHJctp2e5uZ7vvwVLhq+20XI6UdnNzUmU/X6QAPn0hIMI/X73VAbGnvO6qs9+L1BDCaV4vItEa/37t0YhLRmP0SzTodNbd2QmMdbxnffRa/o69/vAXr0uLDFY/dOVLt3bq7W0LQQFZXz8fmrsVkLwx0den1k9vjs7D+26nyi+2t18DVqVGTWXlVVGT58OHl5h8bKBiHEkenrr7+O+OcRGlc4T5069aDPnZCaRkqPHMq3bsZoyYnK41S/ezcZffJJSD2wnrX90ekUMu0mHpkfOx/h6fFWzs9JZlh6Aoo/FHNT672Teq5pcPNBRS2erCD2oIIa0gjqFOr0kGoyMCEtsdmAQgtpuFdXEXL6UdOt4WehM+vBTXg/R31qTosT7qtLnWz+oYKyXZX4fT70BgPfl3wSfv2OO+4If960H2LT0Om+z7/U4+foeEuLASNAKBRg4ZfR83tTU8/gmKP/1eKxsCdRbZHLiyfUGPAVWE2cmZbYqsn+Hk8JLudmzKasmMOnTdnjvd7m806KQ0u3nnAvhBAHI1Zv15VXXhmRmuZgKDodBUNHNM792llMfEoKBpMZv9dD/e7dWOITKBg6okMm2y/aXMXk56PzTFkMOk5LiSdXUzg9N5X8uF/e/FUdikklWOGKCoKatgXqZTGRbzWHA4mGXwKJY6wmJuwnkAjWevFXuhp7vGIEaLqE/e/nWF3qZPG81ZRV78CvOPFrXmqq9qQBUnUqy5YtY8CAAaSlpaFTlP3uh9hSwAiw6sfL2b37y6jyMaM3oNM1vkW2NAl+o9PDCzsrG1dbmg1YVUPjast6N7u8/lattpTs8UceCb6EEIeljhhmjCWlZw7HnTmJouWL2b2rmIbqalSDgYw++RQMHdHuaSYWFVUx+YXooCs70cwbVwynocpNaGkp2YkW9JbIuVCt2dS6pe1tWqL5gmiBULNbBilGFa0+2Ox+jlpI48fFm9heuR7FGERVVLwuNyFtz3ytjOTelJaW4nA4GD58OGlpafvdD7G5wGfnztfYsDH65+HkkYsxmfbseNLSJHiLNb9dVluqqg1VZyIYdKHXR2/hFGsbInFoO6jgq7VLbIUQorOsXLmSDz/8MKq8I/dmTOmZQ3J2D+qqKvF53BjNFhJS09q1x+vbTVVc9GJ00JWTbOGrW8eEN7n2+6FG1VFqUnARxAZko0NH4+ut2dS6qSesLfbez1ExR7+1aL4guhb2c6zb7Wbr9iJQA8SZEqlxVtDgrQ2/blTNOOsb6Nk7g3pXLevXryclJQWdTtemgLGu7meWrzg3qvzYIf8mOTlyvtf+JsEr6RdT5DId9GpLszkbqy2f+vo1WHRxVITMuEJ6rLoA6ToPHm8pCfGDMJkymz2HOLS0Ovg677zzIr72eDz8+c9/xmaLjMTffffd9mmZEEK00QMPPBC14vq6664jOTm5w6+t6HQdkk6iot7DjI/W8d9VJRHluSlWvrhldDjoalIUCvDfhBBbFTc+nYIJyNNUxmpG8lHbtKl1W6iJJgxpVvwlDSimxjxjwTof7p8qON6bjD+tlrjjMlETYwch1btrcPnqsMXZCIT8uLwNEa9bjDZ8Pg9ej4eEhAQqKytxOBzhnUv2FzAGAvV89fWQqPLc3GvJz7spqrw1k+ArqhbjCZ6C1Xxwqy0VRUd62jg21jfw5W4rJVoWPowY8ZGtlDLa2pv8tLGSS+sw0urga99d4S+66KJ2b4wQQhyIQCDAgw8+GFXe1t6uUEhjV62bOpcn/HVXqaj38K+vtvDaku14A3vevPPSbHx+86iYIw8bnR5erquj3KYjoyGA1WrAoyisVYKU4uF3ziC9yr0YsqzoEto3o7eiU7AMSsVX0kDDF9EJSTVnEMtRqc1Otg8RRCOEEtIRVAJ4/HvmN9ltqRAEFA0NDaPRSH19PT6fb7/t0jSNb74dit8fmX7DZitk+LDm91RszSR4xbMZvTIUV9B40Kstd9GTT5WzKKWMZK0CE168mNim5POpkkEfetJnv2cRh4pWB18vv/xyR7ZDCCEOyFtvvcX69ZHbPQ8cOJDf/va3bTpPUUU9n64uZ3NlA/6AnzPi4MVvtzJucDYF6dHzcDpKRZ2HZ7/awutL9wRdx/ZK5MYz+nJqYXQy1yYhTWucf+QPMCAtDr+3Ac0ZwGbW0zvgZ73XzQe1Hn5TWkmts5K4D1a325y0kDtAyX2Lm33dZQ2Q/fuBUWkmQqEQDocDn8+H3qxhthrxuH341ciJ5Tp0+AJ+9AYVi83UWF+vx2hseRXjhg3T2bnr1ajy0aNWo6otp/9ozST4VMrJM4XY4PEf3GrLX753dZqNY1MHEAzmENL86BQDvdU4Nrp8zKusZWp2x/fgis4hE+6FEIesWJPqb7rppjbvtFFUUc/L322j2ukjy24mzmAEL6wtrWNXnY/LRuZ2eABWXufhmS8388ayHeGg67hfgq5TWgi6muz0+MLZ3lW9ipITj7/Chc/hxlNXR4qisT1Bz658HfFBI+VbN1N3EHtPappG+ZPfEyh3NVvHenw6llE9WLn4c/r0ifyeVFZWsm7dOqqqqggEAqiqis4cpMHZgMNVEa5nt6Th9wYJKQGSkpIwmoxUVVWRnZ0dNSLT2K4QVVUL+ennK6NeGz5sPjZbfqvurzWT4PWqkQmpcVRWqge82hIiv3eKTodeF/msmuaOlXhbt+2V6P4k+BJCHHKCwSAPPPBAVPmBTKoPhTQ+XV1OtdNHYXociqKgaI3zxvLTbGysdDN/TTl5qXFR86vaQ5nDw7NfbWbush34fgm6ju+dxI1nFHJywf6Drib7ZnvX2QwYeyewe20JbrUOfbwNt1HBqYPUYOTek0mZ2YTq/I3zwYxq1ObXTcOxTl8A2+JylKXN55vSp1nIuOn48PGx9smsrKxkyZIluFwu7HY7BoMBv9+P0+nEFdgzPGjU2fD4XKh6HXFxFpJTE6mqqsJms9G/f390+yxoqKv7mU1Ff6e2dklEeUH+7fTuHR2MtWTvSfA2NS6qV6tpEnzvpF78yeRr82rLvXVUpn7RfUnwJYQ4pHz66acsWRL55hoXF8ctt9xyQOfbe3PqmCvW7GaKKhrYVesmJ3n/2dlbq8zh4Zkvi3hjeXE46DqhdxI3ntGXkQUpLQZdEcGQUU+PREvMbO8+twunqxZDnAmPQcGAhuWX1A1Ne082bKuk6pMNqC5dY6oIvQ5DmhXLoFQM6VaKKur5YeF2RvxQQ1wL95N973B01v3PIwuFQqxbtw6Xy0VaWtqezchNJtLS0tiyZcsv7dORmZWG2+tCpyrExTVePTs7m/79+0dsCaVpQbZtf5Zt254hFNqzlZPVmo/NVojbXYzTWdSm/RGbJsF7PaU4XZswm7JQVQvBoBuPtxSjIZm0XybBH2h6jibtnalfdH8SfAkhDhkPPvgggUAgouzWW2+NWnXdFntvTh2LxahSXufB6QvEfL2tSh1unvlyM28uK8b3S0/G0NzGoOuk/Miga+8Nqpt6pDZXNYTnpnkCQcx6lfy0OMYelRGV7T0Y8KOFgih6PbsVA3lBN6mhPT1RVi0eY52Kv9SFISupMQ2FL4i/pAF/hRP3qirMwIhm7sX7h77kD27bCk+Hw0FVVRV2uz0qwFy6dE8qjcmTLyQhIQGDoTGg8/v9GI1G7HZ7RI9XdfV3bCqaQUND47w/vT6B5KSTsVrzUZTGTcGbtuexWvPatGLQZisgJ2dKOM+X11uOTmckIX4QaWljI4K5A0nP0aS1mfqzTQZ+OqArtKylJLKiY0jwJYTo9vx+PzNmzIgqb4/cXftuTr0vty+ISa9iMx7cn8uS2sag663le4KuE3OTufGMQkbkR/d07btBtaLXUWzR8VaDk9pQiCy7GavRgssXYHWJgxKHmzHHZrPLuCfbu17V49EbKcdAohZgmK+e8FuqBqbdRvSo6NPM6Mx6tGAI53eRKS32tbJfPJt7WNhU0cDgqnr+HEpv03Csz+cjEAiEg6omVVVV4c/jSGf+Y8UcN743I34de46W07mZoqK/U7X7CwAURU9CwrEkJQ5FUfZ8r/bensfjKcFi6dnqtkJjAJZrzevQ4KQ9MvUfqJaSyLalp1C0zUH9Ndm5cyfZ2dlR4+5CCNFeYq1mHDNmDKeeemq7nH/vzanjTProXgeHh8E97PRIPLDNsUtq3Tz9ZRFvL9+5J+jq80vQlRd7eDHWBtVBb4AFm8up8AUY0DcF9ZdAMd5sIM6kZ1NFAxu31vDHoT34tMrRuM8gevwJiWRXljLGotIztCc1g86rQ6nTUJNM+JfW4Kcmqh1NdqaZWHx0YvhrBQ54ONZoNKLX6/H7/ZhMjT1FmqaxZs2acB1LWX8Avv90e1Tw5fNVs3XbP9m1ay6aFkRRVNLTzyYQcBIf1x9FiR62O9jteRRF1+agra1ak6k/1vy5g7G/JLI5OVMkAOsgBxV8DRw4kFWrVsnm2kKIDhFrNeO0adOiek0Ohk6nMH5QBiUON5sqGud+2X45/eZKJ8k2M+OOymjzZPtdtW6eXljE2yuK8Qcb84UN65PMjWf0ZUR+SrPHNbdBdTka29HIUHQEqtyoNgP88trec9PO8Wlc13vP/CN/nELpjtVUri1i8eZNJGZk0fvoIWTsyCbJlwot7NV8f3yA/P6pGBKih9MOdDjWbreTmppKaWkp8YY0ir+BauN6+CW2tVcPDtc979bjwp+HQl6Kd/6bbdueIhCoBxo3vi7Ivx2dzsiWLU8c8tvzHOzcsbZoTRLZAxmqFa1zUMGXpnVdAkIhxOHL6/Xy97//Paq8o7YIKkiP57KRueG5VFUBPwVxcFR2AmMHtS3P184aF09/uZn/7BV0Dc9L5obTWw66mjS3QbUrGMIb0rBa9YScfkKeIDrLnj/hewdDTfOPAn4/8z/8P9Z9+yUA2dYCTrH+Boqav751WCZqnJGdtS70WypwhzRihboHOhwb8IWo/dlG1c9pVAEhxY/Xvie1REpWHOOmHEVmduNcMk3TqKj8hKKimXg8jclb4+IGUlg4jeSkEb/UCbVqZaLZnN2mtnaFg5k71hatSSJ7oEO1Yv9kzpcQolt58cUX2blzZ0TZoEGD+M1vftOh1y1IjydvdFw4w33RyhL+OLIPJlPLCTKb7Kxx8dTCzfzfyj1B14i8FG44o5DhefsPupo0t0G1VdVhUhXcgDWkwT5pB/YOhmpKdzH37lvxNNRjUeP4XZ/bW7ymsW8ippw9uaW0UIjUOj994s1sqvcQn2CM2KeyrcOxmgZrvi7hu/9sjnptd8ae5KynnHIKRx99dHglo8Oxik1FD+JwfN/YTmM6+fm3kJX564jhxbasTBSNWpNE9mCGakXL2hR8ff311xFfB4NBli1bFvGHsr3mYQghjjydMczYEp1OISfZij/eQNEvX+9PcbWLp78s4v9W7gwHXSflp3DD6YUMa0PQ1aS5DaqzzAb6WM2srXWRZ1BBjQ6GBjg38fZVd6OgcEGf2yAt1hV+udd4A4YMK8E6H4oGIU+gcW5ZrRf/rnq0oMYpcXpKd7tYV1tJjx4J2BJNuH1BSh0ekm3G/Q7HVmyv4/1/rsLrjGcX0YHXMb+289kvsVffvn0ZM2YMOp0Ot3sXm7c8Qnn5B41t1Vno3esKeve+ArWZYKEtKxNF65LIHgpDtYeqNgVfU6ZMifja6/Xyl7/8Bb2+8TSKooRztAghRGs5nU4effTRqPKOGmZsD8XVLp5a2Bh0BX7ZA3JkQQo3nN6XE/sc+DYwsTaohsbhqDFp8ZTUuNimhcghhCUUwu32Evr6LQp2/cR5fW6H/fRyxZ2WEz6npmmwow7QGocyK1wEqj0oegVjr3j6JZqZXGvhi5Iatu1wUN5gxhJnZHAPO+OOyog5HOtx+vni3+vY+mNV1GsAQ8b2Yviv8lD1OqZPnx4uv/DCCwkGG9iy9VmKi18iFPIBClmZ55GXfzNmU+Z+n11nrEw8XLQ2ieyhMFR7KGpT8LV169aIr+Pj4/nqq69kwr0Q4oDNnj2b3bt3R5SddtppnHLKKV3UopYVV7uY/UUR73y/J+g6uSCVG84oZGhuZNAVK09XcxtLN1F0CuaBKfjLXfh31KOzm1DjDWj+EL2dQSbnJPNdvI7iihLMC//F+KQz6WE7E/qc2ew5TUclo09sTCcRcS1FQZ9hI+j0YTsxE/fPVaCAvkdceBV7QbKNPokWdu2qw5tqIWNkD3okWSN6vDRN48fPi/nu/2JPJjPag5x/ywiS0vekaf3444/Dn19wwfnsKnmDLVuewO+vBiApcTiFhdOIjz+qxecV9fw6YWXi4UCGaruWzPkSQnSZWMOMd911V7g3vTvZsdvF7IWbePf7XeGg65TCVG44vZATcqN7umLl6do7c3xz/BUuPGt3E/IFCNR70Xa70Rl1qMkWTL3iMTjXkvbOPM7L+A30vL7Z8xh6xWPpn4wh04rzh4qoOWRNFKMKdYA/RMgTQJ9mjUofpOp09EyLI+TyY1fUcOBVWlTL+/9cRcAXe9ubidceQ3a/BD7++GPikvZMIvd4PCxbtgyApKRd1NXfSmnZJgCs1j4U5N9Baurprd5aSRwYGartOt3vL5wQ4rBXXV3NrFmzosq74zDj9t1OZn9RxLs/7CK4V9B14xmFHN879vBirDxdTZnjgw4vcSN7xAzA9j5On2xBn2EjVO/DX+Nk8U/vcNy6MSRj45SM2IsPFKMO69DMyEz15S6CrgBKjQelaXVkSENRdSjmxnqKXkGDmBP995xbRavz4arx8NVr69mxtjpmvRPOymXo2bnofpmTFis31eOPP47VWkOfvO9JTi7B6QS9PpG8PtfTo8dkdLrOmeMnZKi2qxxU8HXRRReRkJCw/4pCCPGLhx56CJ/PF1F21FFHcf7553dRi2KrdMPt767mfz+WhoOuU/umccPphRzfO6nZ45rL06WY9SgmlWCFC/eaKvSpORFDkLGOczjK0a30AnCcYUyz10wY1xt/SUPU9bRACN9WB0F3AH9pQ3jFomLQoTOp6KwGFB2Y8hPRp1piTvSHxmHFn9fs5qeNDvimNOr6PfomMvbyo7DZ958iYcuWVfTq/TWZmUUoioaiGMjpeQm5uddgMNj3e7xofzJU2/kOKvh65pln2qsdQogjQKxhxnvvvbdbDS9tq3Lyj8838r9VKiEat9oZ3S+N608v5LhezQddTZrL0wWNc6x0dhP+ChfBWi/6ZHPM4xq+aMxn1VLfQ/Z9J6EzqQSqPTgWbIu6Xsjpx7+zvrE3SwEtqKH5Ayg6XWMvl6oQqHKhM+sxZNrQJ5mjJvqXVbj4LEawBY1z0ybdMISe/fb/TACCQQ+7dj3PpqJ/kJXVmJg1LW0CBfm3YbX2btU5hDhcyLCjEKLDORwOnnzyyajyDh1mDIXAUQy+BjDGgT0H9rMV2t8/Wc/z32z5padLYVTfVG4a248hOYmtvmxzebqaNA3fab5gRHnNh0V41za/xQ+AMc9O0qR8DJl7lv/HvJ6m4a9woflCKPEGQpUedCYVdAohXxD8QUKAmmZG1av4y5yY+yVjGZRKQ4WLbz8rprIu9lY2w8/N47hxvfe7cGBPU0Lo9StZsfIRvN5S9Hqor0uhZ8+bOXrw71t1DiEONxJ8CSE61COPPILL5YooO+OMMxg5cmTHXbRyA6z7AKo2QcADejOkFsKAcyCtX7OHZSeaCYY0RvdN5ThjGVf97rg25xhrLk9Xk6Y5VopRxbu9jspnfmzxfGqyGeux6YQ8AUIuf1RQF+t6IU+wsa5ZRfOG0EIaqs2IztQ4FKn5g2hBMGXGgU7BW+Zk9dsb+eHLXbGfS5aVMy4ZQHyftg0L1tauYOPGBzBbfsbrBY/HyrZtx1JZ0Ydzz5XASxy5JPgSQnSYWMOMHT6pvnIDLHkWXLvB3gNNb0VrqIet36NV7EB3ytUoGf1jHnrBCTkMyUlkQIYtIhVCWzSXpwsa504Fazx41lbj/qGyxfPEn94r4riQw4uhRxxqYuS8qpjXCzYGXOgUNG8QRVXAqILSON8LvYLmCrCr3MVX38fOx2Uw6jjr4v5k5ie2KkXG3lyu7RRtnkll5bxf2m+irPRYtmzpQyik5/rrm1+lKcSRQIIvIUS727VrFy+88EJUeYcHXqFQY4+Xazek9SfoChAocRJ0BSGYgVq1Fa3hddQzb8eQERd1uNmgcnTPxJgr9FpL0SlYBqUSdHgJVrjCqx0bFhbv91j71H4EVjl+2bsxEF61GKj1UGFQ0NLN2Gvd9Ei0hNM9xLqepiigaWj1jT1lOlVB+SUYc/mCLNpST407GLMNJ/+2kKNP63lA8/D8fgfbtj1F8c5/o2l+QEdm5vn8/HMeRUWNvWo9e/YkOfnAk9AKcTiQ4EsI0a4eeOABgsHIN/azzz6bE044oeMv7ihuHGq09yDoCuArrmuc92RWG1f/+bKgaiOuL1diHTO0xXxbB8OQbiVuZA/KH1+537rlx1Zx3AXnhoMdvy1uT36wOh/bAn6+DvjYEQLfqmLMq1Xy0+IYP2hPhvmm64WP8zfmFUOnYewdj6/Czapt9RTV+mK2oVdPG2NvPBZzXOv2sdxXKORn1665bNn6TwKBWgCSk0+hsOBOTKY8/vP2g+G6l1122QFdQ4jDSauDr5kzZ3LddddhsTRuovr1118zbNgwTKbGLvD6+npuv/12nn766Y5pqRCi2+uoYcZWZ4r3NUDAg6a3EihxovlC6GwGaKpqtKELVqE1OGKme2gPdZ/voG7B9hbr/Fi9kOP+8juyCvux7wJ/Q7oV/egcgrVeNpXV8c6PJdTqFLISzViNely+AKtLHJQ43Fw2MjciAGs6TvMFCdb72PDZDr6dvzO6AYDe6OGY49bSK+lY0kYMxnAAgZemaVRVfU7R5r/jcjXugGKzFVJYcCcpKaMA+Oabb8L1zzrrLFQ19kIEIY4krQ6+7rzzTi699NJw8DVx4kRWrVoV3lrI5XLxr3/9S4IvIY5AO3bs4OWXX44qb4/Aq02Z4o1xoDejNdQTdAbQ6V0o/gDojGhqHATdoDOi2JNipns4UIFqD2Uzl7dYJ6gFWWqbz69uvYuzrS1vnaToFHSJJr5YVUdtMEhhxp699+LNBuJMejZVNDB/TTl5qXERQ5DOYIiPn1tNdYkz5rnz+v5Adq8KMAcIWKupTdqN3dYbA23LZl5fv4ZNm2ZQU7sEAIMhmby8m8jOugCdrvGtJRAI8Pnnn4ePOfHEE9t0DSEOV60OvjRNa/FrIcSR6emnn6ayMnLy+IQJExg2bNhBn3vfTPEYdITqfXi31OKvcBI/phfGjD1pF7DnNK5q3Pg1emc9qlIPBEFRCamJoNMTSByKFtcDbbc3Kt1DW2iaxq47v91vvbe2Psypf7iME845j97K6Faff1etm82VDWTZzTHzhWXZzRRVNLCr1k1WvIlv/1PEmq9jr1bM6ldL7xO/IN7e+5cJ+akoqg5MPXG5i6isXIDVmteqrOYebxlbNj9Oadm7gIZOZyQn53Jye09Fr4/caPv5558Pf37llVe2+t6FONzJnC8hxAHryNWM+2Z8D7kCBErrCbn8jQlDK92EnJuxn52PsSnvlU4HGYPgh7dQ/dWEDMko+gQIudF5tqPp4whZC9H8WjjdQ1vtvOOb/dZ5Z9vjBDQ/kx94jFsKP2zzNQCcvgCeQBCr0RLzdYtRxV1Ux/vTlsR8PT7ZzNnXHI01uZYtW57AYMhEr48eWjSbsnA6i/B4SlrMch4Muti+/Xm273ieUMgNQEbGOeTn/QWLpUdU/aqqKsrLywEwmUykpaXt956FOFJI8CWEaLONGzfyxhtvRJQlJSW1awqBvTO+h1wB/MX1hHxBdGYVxayg6RX8FW7qFxaTcHqvxiHIUAjKV6Mk9SAUSkRxVaNQBzqVkCUXTVHROTcR8h2HoWdCVNqG5lQ8vQrfjvoW63xT/g4lriJyBg7mzy+9hslqa7H+/tiMesx6FZcvQLx5r1xjdX4Mi6owOoPEXC5wYjLjJ+aH54I1NOwiGPJiVmMvLlBVC15vOcFg7GFKTQtSWvoeW7Y8jtfXGEzZ7cdRWHAXdvuQZts/e/bs8Of9+8dO7SHEkapNwdcLL7xAXFzj8uxAIMCcOXNITU0FGifcCyEOf3//+9/xer0RZZMnT6awsHD/B7cy67wWClFXWoGnrgFVb0K3W2sMvGz6PUNwRhW8QQLVHpwrykgYl4uuvnG1o5I+ACXJjH97CZrPi2IygzEB/PUo1RvR5+zGclRei5Pt7TUGyu+J3avUZLe3hM9KXgXg1D9cxu/PeQI0qK/20FDTgMGkEp9sPqBJ/T0SLeSnxbG6xEGcqkP/owN1uytmXU+OBW1IIq5QiFKHh5LvtoUn46uqDVVnIhh0RQ0LAgSDbnQ6I6oaHSxWVy9iU9FDNDSsBcBszqGg4HbS0ya0mIpixYoV4c9Hjx6Nw+Fo6+0LcVhrdfDVq1eviPH7zMxMXn311ag6QojDV2uHGUNaiFJnKU6/E5vBRpYtC13VplZlnd+9s5ii5Yup215Oek0WlCjEk4QxwYaqNPYAab4QwXofIV+wcSXkz1WggS2vBkPAAwYbqkmF3B4EKlwEXX5wB0AxYTCHsB4dFzPNRMgXpOTeRQAUEB2oNHlr68Phzyc/8BhZhY3try51smVVJTVlToL+EKpBR1KmjbwhaSRnta0nTFHgKK8OvnUA0cFLgwmK+loYUJiMrmkyPmrUZHyzORurLZ/6+jXY1LiopK8ebykJ8YMwm7PD5U7nFoo2P0xV1WcA6PXx5OZeQ07PS9DpWu4tDIVCfPjhnqHWkSNHHnDCWiEOV60OvrZt29aBzRBCdGexhhmtVit/+ctfoupuqd3C5zs+Z6tjK96gF5Nq4ljFyrjyrdgDfrSEbLSgGc3bgLL9BxTHTpThV0FaP3bvLOb7T97HXV9HfHIqOsWA0WEk6PHhrPWiqCnoFQMBh6cxjYRFjy7BiOYM4C9twNXQQHxQj87vBFMCqs2ALjcBzRNEC4ZQAg0ooWSUzNSINrdmHtfeAVfOUUfzq1vvihharC518tMXxXicfuISTehNKgFvkKriehqqPRx9Wk6rArCqnfV8MOtHXI7YObnKjrJhzU9gc2UDvZKt+52Mn5NsJT1tHF5PKU7XJsymLFTVQjDoxuMtxWhIJi1tLIqiw++vYcvWf7Jr11w0LYCiqPToMZk+uddjNLYuMeorr7wS/lwm2QsRW7vN+SouLuavf/0rL730UnudUgjRDTzxxBPU1dVFlE2ZMoXc3Nyoultqt/D6utep8daQac3Eorfg9ruwrv+UXc46QumnYi2FoKseQhooGegdO1D176EbdytFyxfjrq8jpWcOiqLg1nkweIzo/UZ8fg+eujosurjGxKlGFV2cEUUDDDrUNCuBOh2+YDYmxzaUtAGAhtJQgRKfCZoGleWQfQzYc1oVcH1Y/C+cvyQNBTj1oj9ywsRfRw0txiWa2LKqEo/TT1LmnoDIaNGTZFapKXOxZVUlSRnWmEOQXneAL19bT9HKipjtGDy6B71O64EnFMJm1FPv8TN7YRFWY+w/4RajSnmdB6cvAIDNVkBOzhQqKufjcm7G6y1HpzOSED+ItLSxWCw5bN/xAtu2PUUg0Pi9Tk09nYL827HZ8oHGHi2Hw4HP58NoNGK329HtM2RcW1vL9u3bf7mmjezs7IPaLUCIw1W7BV/V1dW88sorEnwJcRhpy2rGkBbi8x2fU+OtId+eHw5AsgIB8v1BarERt70akz4JxaxHUXVowRBBVzLahh9xpy1n965i4lNSw8cGLAHqMutI2pmEwW1CcwUJ6QPoLIbGwMugEHIGUBOM6Cx6NJ0FT81JGLRy1K/39FRRMBYMVhyVp1L/Qz/46Ltm73l1zbesqY18fX9Di9YEI7XlLuyplpg9UbZEEzVlTuqrPcQnm6mv9uDzBNiyqpLlH26L2Y7UnDjOnDqYhNTo1Y7F1a7Yk/F/4fYFMelVbHsFZzZbAbnWPDyeEoJBJ6pqw2TKorJqPj/+eAVuzw4A4uIGUFhwJ8nJezY+r6ysZN26dVRVVREIBNDr9aSmpjJgwICIVYxPPvlk+PMbbrihmScshJDVjkKIKIsXL2b+/PkRZT179uTyyy9v9phSZylbHVvJtGZGBCCGgBd9KECytychX4BAnIZR39hjouh1EJcAtZX4N5YR9PkwmCPnFAWsAWp61pBQGg8NGiajgs7e2OMVcgbQGVX0aY29Tap/E/Fbfh/Vtuq1R+MKjWnxnvceVmxy2T+eJzkza895Sp389PkOgg4vCXEGdHYjXqBqZwOOCjdWu4lYmSEMRhVnrZeqnQ0seX8Lm5aVN9uOs64aTJ9jWk7LEDEZ36SPmsdV6vAwuIedHomRjVEUXTidhKPuR9asvRmHo3ELJKMxnfy8W8jK+jWKsicFR2VlJUuWLMHlcmG32zEYDPj9fkpLS3E4HAwfPpy0tDR+/vnn8DEjR47EaDywrYqEOBJI8CWEiHD//fcTCoUiyq666irS09NbPM7pd+INerHoI9/w/XoThEzE+TTq9D6CRJ6bkBtMFnCZMevi8Hu8mKx7TYbXQFM1HLZaTD4jcbokNGegcagxwYg+zYrZ9RnWVbfHbFeZ9ykCWu+Yr8UKuKz2RC6f/RKffPIJWihE5Y5tGM0W4pNT2f5dCXG76klQdSguP5pOwW8xoNqN1Ja5qN7VgDU+mX0XArrqfWz+vpLN31dGXQ8gpWccZ1w6gNSezU/y35tOpzB+UAYlDjebKhoTsVqMKm5fkFKHh2SbkXFHZYQz3+/N4ymhaPMjlJe//8u5zPTudQW9el2BXh85Jy0UCrFu3TpcLhdpaWnhIK8pb1dlZSXr168nOTmZd955J3zc2LFjW3UfQhypJPgSQoQdTNJUm8GGSTXhDriJM8aFy+utduotGSTurgBTMureWdQ1DZ2njJC5J3p8ZCaa2FpViTGnF4qioHfpse22YfAY8LvdGOIsGBOsaCENQ894rGVPYl71aozWwC7Pm2jERZX/37bHCGqBqPLT/vhnjh0/EYDy7dsAWPLeW4R8XlSDkURLTyy7MogzWgkZdGiqghLUMDT4SPIGSEkwsLvGi9flx2wzoGkaRSsrqC13N/vMjjmtJ4Zf5oRt+3k3KdlxrU5LUZAez2Ujc/l0dTmbKxsor/Ng0qsM7mFn3FF7Nt3eW23tCn5YdQmhkBdQyMr8NXn5t2A2Zca8hsPhoKqqCrvdHnM4NSEhgcrKSubOnRsul42zhdi/Vgdf5513Xouv19bWHmxbhBBd5Ouvv2bhwoURZampqVxzzTWtPkeWLYs+9j6sq15HvmHPnC8UHVsyB5JSUkdKsAajlg6aHoJudK7N6IL1EPRh1XZQmGzBrPgp3r4bm+U4kncno/p1BEMBTKoVo2rF53aRXn8dxsqiqDb4Qz0p9z0FRGau/7L0Lco922K2+4qnXiIhdU+v3u6dxfy44GNI64ElLgGj2Yjf7YUtHoLu3XjTVYy/ZIrX9ApBVUF1BehpVqlp8LNlVSXO2tgrFQF6D0omvXdCRNnec8JizfFqTkF6PHmj49hV68bpC2Az6umRaInZ4wWQkDAYozEdszmbwsJpJMQPavH8Pp+PQCCAwRA9rwzAaDRSU1PD5s2bAVBVld69Y/cyCiH2aHXwZbfb9/v6JZdcctANEkJ0rgcffJBAILIn6LrrriM5uXWpBZroFB2n9zqdMmcZmx2b96x2DLgpMtZgTzmV451l6PwV4KuAkBclWE9IjSdINrrEBEyZKr2UIuw1RTjL+6MFwKd6G1c24qJXw29jXrshMIHawLURZcEUP/+34vGY9a32RP78r1ejenO0UOiXFZf1kAZGqwUdYNXHE2dOoNpZyf+3d9/hcRXn4se/52xvWvUuy5Kb5N4Am2pjsEkoaSQkgIEUSEIPlwQI+SUk9wbDzQ1wQ+gBEkqA5AKhhBBsgk2xwY6NG+69qdfte3bP/P6QvfZaK1sGI7m8n+fR87Czc+bMDpL8ambOO/EOhc21T74sTaPNVPx7bc+JRHNLPWQXucgp9mQMjPbsCTNih37WpK5rVORmzl7fva6DiRP+it2ef8AkqXvY7XasViuGYeBwdM/vFY/HWbduXep1ptQjQojueh18Pfnkk59nP4QQfcwwDO68885u5Z/lbMbq7Gouqb0kleerIdyAw+KgNq+W6orTYTmEOnagu2M42v+BrqwkqERzWLAW+tCcNuwV48huX4zDtpKAfzgutZOS0JUZ79dq3Eg4eVZa2YaBC1j8zruwuXv9fZcWM+lsbup64jI3j33P7NBNHauuY3HYiUeCJOIRLHYXyzYHaAt1X8Lc48s3jaN0cDaB1igfvbaJRCyJ3dX9164RT2Kx6dgch37W5KFyOHp/xqLf7yc/P5+6urq0PV+w+2DxnXsP8p4wYQJOp/Ow9lWIY5Xs+RLiOPTGG2+waNGitLKqqqrDMntdnV3NQP/A7hnuNR0jK0xkpYvkzg0QbCJpLcSS5cBa4Mbi2Z29PmaSSObhYCn+4B8z3qMh9lsMtTcrfu5to3joqku7XmQIuq48x9+1tDj+wEcgxaMREvE4ptkVBMXDCRwuK6ZuonSFx+ehPmThk3VRIJqxjdpTSjhzZm1amS/XSU6xh+btAXKclm5BTKg9Rn6FD1/ukRW86LpObW0tHR0dNDU1kZWVhd1uJx6P09HRwY4dO1J1zz///H7sqRBHFwm+hDjOZNpU/6Mf/YisrKwMtT8dXdMp85Z1K7cVurFOqSC5oRn9QwvkFqO57WnBiLbyadzhzKkYdkWfxiQHgIg3worEB2xevRgyJFJ3Oa18+8LhOD1eNICmNbDmdcgbkvE8SYBwp6KjyaC1qYmcSbns3NCOy2XFneXn35scgAMybOK36RrnT6+g+IJBGTfMa7pG9dgCgq1R2urDeLId2OwWjHiSUHsMp9dG9diCT3UG5OetoKCASZMmpfJ8BQIBrFZr2nmNl1xyST/2UIijjwRfQhwnPo9lxk9D0zWsBXng9YI1BpqjK/v87qSo+4cfpvKwK/YMYCPuiGPqUf6x5hHiZuaZp9NqreS4kphmnB2rVuDK8pNbWo47qwya1nUd7J3TfVN4V/LUCJCNSjShkhBqH0xnU88b4M+ZVIQnaeLIceI9ufSAwVNuiYfRZ1akErSG2mNYbDr5Fb5PdfZjXyooKCAvLy+V4d40TR555JHU+706VF0IkSLBlxDHgWeffZYNG9KfDiwtLeXKKzPvpdqXaapeP02XukaZPLj0Qcp95Xxp0Je6b+72V0D+EBKb12HZ9Aia1n2juakc7Iq9SFJLEHcaGCrIP9Y82uM9v/6Dy7F/dB8dSR9WhxeL1UoykSDU1kosHKKkejDuRBTiwW7XKlOxaWkTsXCSgqpxbFnRws63MufcmjQ2i4E5XlRCoVk1bIU+XCPyMx7Uvb/cEg85RW4CrVGMWBKbw4Iv13lEznjtT9d1cnK6Zh3vuOOOVLlsshfi0EnwJcQxLtMy480334zHc/CZlg2NgVQeqWgiidNqYVCBlxkjM+eRAnh146vc/v7tqddnlJ9BjjMn9VopRf1PX6HE+Z9dv4D2izuiydE0G3fir1mDKxpm6dpVLN30do99vPykMHmVg6hb9ReUEcWbVYBp7do/ZrXZsGT5iXR20LFzE66SPDR792XDlp1BNi9rItgaI9xpAOlLsBZrAx5/M6d/6xwGDB9Msj2GiifR7BYs2Y5DCp40XTukdBJHms2b926qGzFiRK++jz6N3pwlKcTRSoIvIY5Rn2aZUZkqFVhsC0R4csUuWsMGJX4nbruLcDzByl0d7OqI8O1TBqYFYNs7t/PFl7+Y1t6YgjGpwKvxkWUkNm8n334HJc713e7dHP8peSOW4kxGKLc+wG9f6T5DtcfwkiSj81swHHm4qyYQU3G09hW4LTHMWD1By0D2pJnXNLC7XNC5k+ig0bj8FQCYSZPtq9tY82Edmz5uwkyqVPu+PAemO0BFeTa6lkDTBxEJDcebU9K1bHqEbYzvS3/6059S/33hhRd+Lvfo7VmSQhytjujga9asWbz00kusWbMGl8vFySefzN13382wYXufclJK8ctf/pJHH32UtrY2TjrpJB544AFGjBiRqhOLxbj55pt57rnniEQiTJs2jQcffJDy8vJUnba2Nq6//npefbXryI0LLriA+++/n+zs7D77vEIcLpmWGQsKCrj66qt7vMZoDBNZ2YzRFEYZJg0tIWrMJNGBPoK7D2/2OW14HVbWNwZ565MGqvO9xM0YJzx7Qrf2nv7C0wzeVMiOW9/Dou3CZ/kbbsfb6Fos/b6Xfog114Vr/Qc0LFnMs3MTQObAa9D4ExlmLiJbtZHMHkJhWQXuLD+h9jbak1lYrXFsiSCu6C7i9lySuh2LGcdpthHCSaTsNML1YdYuqGftwnrCHXuTodpdVvLKPBRW+rA6NBpUMx4tD12zEIsksBpGn6SCOJLNnz8/9d9f//rXe5Ur7FD19ixJIY5mR3TwNW/ePK655hpOOOEEEokEt99+O9OnT2fVqlWpqe7//u//5p577uGPf/wjQ4cO5b/+6784++yzWbt2LT5f11/lN954I6+99hrPP/88eXl5/Md//AfnnXceixcvxmLp+mV68cUXs2PHDt58800ArrrqKmbOnMlrr73WPx9eiE/BVGbGZcZbbrnlgDmYjMYwwQ92YoYMdL+DYNKkqSHJwCQkd0TYUKER8HT9utA0jRK/kw0NAc7+y3QaY/VpbV0UmMIVO74BqwOEtH+Ta3sJlz4fTeuaWTLMCpqtJSzPOZPs8kHktXXyz1m/JBrseabrpq/kQOlYAiWnY/9wLXiqcWQXoWka4c4OmrZtIRzspF7X8VsVobiG392Oy6phalaaqWR17CRif3PSumthql2nx8aQE4uoOamYrataaNkRxOawoPY5f/JITgXR1/ZkurdYLGl/4B4uvT1LMi8vT5YgxVHtiA6+9gRCezz55JMUFhayePFiTj/9dJRS3Hfffdx+++2p44/+9Kc/UVRUxJ///Ge+//3v09HRweOPP87TTz/NWWd1JWN85plnqKioYM6cOcyYMYPVq1fz5ptv8uGHH3LSSScB8NhjjzF58mTWrl2bNtMmxJHKMAzumnVXt/KZN8w8YOClTEVkZTNmyMBS6EbTNIxgjLCmcPhs+MMmpU1R1ro9qaW89vC7zI49mGrDbtp4Ze3/7n5l4tQ/wmd9GYe+MlUnoI1muWsE8cLx2FxO7NEY7z//VI/9slngexeNxJ3lh2gnNK8jq2QMOKzgL4DdgVfdhrUYsRh2p4tkPIqpGawNlpCMenFnj6YtUEFbiw/QgSi6rlE5Ko+aSSVUjsrDYu36R9zqsBBqi9FWH8adbQUHxKMJwu2JIzoVRF8aP348ZWVllJSUfC7t9/YsyY6OjtTmfyGORkd08LW/PXll9hx7snnzZurr65k+fXqqjsPh4IwzzmD+/Pl8//vfZ/HixRiGkVantLSUkSNHMn/+fGbMmMGCBQvw+/2pwAtg0qRJ+P1+5s+fL8GXOOI98cwT1G9Ln4GiEDpqO3h61TOcVfY18hwVGZ9WTLbHMJrC6H5H6h88m6Uro7thKsJOnaxQAnfUpM0R5tn6K1LXvr7691jYMwNh4La8g8/yMjZ9OwBKWWHMhayI1rClPkpeeQXJzk6WvPSXHj/LuJIAeR6FxWqlYdMGSgYPxeFyoQWigAKrE4wQyu6jddcOErEY7iw/CaeTWGsdrbFS2hOnEwoOhPa9QWd2kYORpw9gyAlFuLPs3e67byqI1voAOCAaShwVqSD6isViobS09HNrvzdnSQYCAeLxns/OFOJocNQEX0opbrrpJk499VRGjuw6DLa+vusfm6KiorS6RUVFbN26NVXHbrd3+yupqKgodX19fT2FhYXsr7CwMFUnk1gsRiy2d/9KZ2cn0DUDYRjGoX7E486eMZKx+mwybarPOScHm82GNZjFkh3r+WTTyxRyNi6bjYF5LsZUQV4WeGwe8sI+jISBxWYlHGvHMA2smo1sj4WmQAy724YzbvL7tm8AcE3dNzmv/fTUvTSCeC1v4LW+hkVrAyChO9npm8R6yziGDP0a2+fNZtvKZaz/6IMeP8d5Q5uJaw4MZSESjaCicYLhCJ2dAXLzssnJduHwV0PeMKhfScxlJRgMY/X4iZhedgVGsbNzIB3x4n1ajZJXGmfcObVUj6tOlfb0PefLtzP6zFLam0IsWLyJsWeXk13gQdM1+T79lA7l51zXdaxWK/F4PONZkrFYDKvViq7rx+X/D/mdefjsP5Z9PaZHTfB17bXXsnz5ct5///1u73U7HFepg24E3b9OpvoHa2fWrFkZ99e89dZbuN29O+hWwOzZs/u7C0eleDzOqlWrupWPHTsWdv/NUAqMdFR3JWbfUxiClpXQsu9FXmDfffAKKARPIbwVfZe25E7+sfpB9qcRocTxPXSta79WxJbDxoIZbM2fSsLSlU7h//7ztgN+jsEXd+UaW3OAOlv2/MeClcAgcA5CJSGaNYnQTivRJiuoPQddK1yFCdxlBs6CJJqusaZuDWvqDnSHzBYsfveQrxGZ9fbn3GKxEI/He5zdslgsaRv/j0fyO/Pw2TOW4XC4T+97VARf1113Ha+++irvvvtu2hOKxcVdf+HW19en7UFobGxMzYYVFxcTj8dpa2tLm/1qbGzk5JNPTtVpaOh+nElTU1O3WbV93Xbbbdx0002p152dnVRUVDB9+vTDelTLscowDGbPns3ZZ5/d4zKDyOyJJ57oNiubnZ2N4xQHu/RdKKVYsq2dpkCUbLeFQLKBKufJ7IovJ5oMEI/5KPb5qClxsrlzMyM3VjAoWk4yx4LVYiNhGjRHmzlzyzgm8OUe+5GwLSemu7Apk7B1AJ2WMThbT8RldPLxu8/0eF3l2Al0NDYSDQXY8vKfUcqkKEtR69iIXYsSNBwYpgW71STLkSSSsLIyUE72yCmMO+dy1s9bz4ZlHcTie79v/K5mckqieMqtWG2KeDhMZFeASV+5iKyC7jPbB9Kb7822hjBbljfT3hAmmTCxWHWyi9wMHJ1PTpH88bXHof6cNzc3s2jRIiKRCD6fL3WWZCAQwO12M3HiRPLz8/ug50ce+Z15+Ow/lntWrvrKER18KaW47rrrePnll5k7dy5VVVVp71dVVVFcXMzs2bMZN24c0DUbMG/ePO6+u+uokgkTJmCz2Zg9ezbf+EbXskldXR0rV67kv//7vwGYPHkyHR0dLFy4kBNPPBGAjz76iI6OjlSAlonD4cg4NW6z2eQH4xDIeB2aTLOtidMSDAwM7Aq8dEVHxKApFMXp0ImqKEk0dhmrCZhtZFsrsGsmzWGDuOmlM9HJe+7FFMRzGBAso2xn9u5WKzLeX3NZsVc2YKl7imSogebIQEyLB0syyT/W7qAzvqvHvp/01YvQdZ1oKEiwpYlkLEYyHsPqcNAed/FxRy6DvU3k2oNYrYqkstBu5LEpMoi2+DA6VlSydeWy3a3ZsNkNstxbKa02sWZ7QLMACqUUwZZmiqoGkVtcgvYpn4zr6XuztS7Eqnl1REMG3mwHVoeFRCxJ644w4bY6Rp9ZIXvE9tPbn/OSkhImT56cyvMVDAaxWq2UlpZSU1MjaSaQ35mH056x7OvxPKKDr2uuuYY///nPvPLKK/h8vtRf+n6/H5fLhaZp3Hjjjdx5550MGTKEIUOGcOedd+J2u7n44otTdb/73e/yH//xH+Tl5ZGbm8vNN9/MqFGjUk8/1tbWcs4553DllVemziu76qqrOO+882SzvThitLW18bvf/a5b+f/7+f/jiWVPQKDrDxYAI2mSME2suoUOsxmfpYhIsg2Pno+maVgtOpFYG0ua1lEX3sbFLecwuenAqQPK7jwVgIZXlmMufx2LasWwVZJUEV7csGe/ROYg54rfPsSSf7xK684d+PLysDmcWKw2kokEusWCrusk4nFaYy4WxirIssWwWTTiluEY9glAKbq9q21NVwweX8SwySW4fSGW/nMD7YFOfA4dm8OJEYsSaGnB5cti8AmTP3Xg1ZM9RxFFQwY5xe7U1gS7y0qO00JbfZhNS5vIKXIf909Hflr7nyUpGe7FseaIDr4eeughAKZMmZJW/uSTT3LFFVcA8JOf/IRIJMLVV1+dSrL61ltvpXJ8Adx7771YrVa+8Y1vpJKs/vGPf0zl+IKupJTXX3996qnICy64gN///vef7wcUopceeOABmpub08pGjx7NV77yFaDrCJ9VW1exuXMzBZ4CdM0KWpRWox6PzU+RvYaN4XkolSRithMxwgzptHPbqmsOeN9npr3Hm2sLqGso456V9XxxZBFNnR9RqrYTTBbx13U9T9VbTy3k/Jk/ozq7a6P7+C9cwIZFC2jZuZ2k0Yrd6cbmcGB1ONCAaCgEgGYpJWwbjsU+DE3bJ0WGaiARX8UpX5vMxPNG7i7MS2s32NqKxWajqGoQg0+YTF555tm7zyLQGqWtPoQ325ExHYIn20FbfYhAa/SoPkaov+17lqQQx5ojOvja81f8gWiaxh133JF20Ov+nE4n999/P/fff3+PdXJzc3nmmZ73qAjRXzItM952223Y7XvTJQz0D2QVqxiWM4xNgU3EEjEczjjxSAXD/acSNlvpTNZjDXdy/7prD3i/awfOoj3bILjpaprfHrO7VPH68l2cWqyz/OP3eavOBoQyXn/y0EbyinReGZjP29veZqB/ILqmk1deQW5pGZ3NTcSjEWKhEAtf/T+iwQDRECTVSHRHFbolN9WWMgPo+iYs+mbi4Xosmk5R9TfS7rd/u3ani6z8gsM+47WHEUuSNEysPWS7t9kthNpjGLHuh4ULIQQc4cGXEMezhoYGHn744bQyTdP4+c9/3uM1M4fPpDneTMgI0dwBry+JsL1lG5NaWrmx4Sc9Xve/xc/yZk5XGojA6ll0O+0aGPzaL/hDDwc+2CyKE0cHAYUtYmJiw+ctZXPHZupCdZR5y7r6r+v4C7seYolHDZzesbQ2JImF/YCGbgGlDMzERlRiNbrWgO50YkTjmGaSwoGVlA2t7Xb/fdv9vNkcFiw2nUQsid3V/VeoEU9isenH/VFEQoieSfAlxBHANBU72yOE4gk8disvPv0YHe3taXUqqqo4++RTibeGsWW7Mu4n0jU9FeiUb2tkwMIGIHv3V7p3fYuZVf546nVo0/WYsfQEmiX2Zi5c+9ce+107uIUcn23v8puRxKdFaPaVY/iKiAW2ETL2zpAppajb2MGaBXVsWNyIEd27PcDti+D01NG89R0S0QBoGprdQSIWw1QmnuwcTvzS19Gt/ftry5frJKfYQ/P2ADlOS9rSoxxFJIToDQm+hOhnGxoD/HNlAxubgkQTSYo2vN6tjtOr49oRZ+n/fYjf62FA9UDKJg7BVpie0sDYEaTp2bWYwcwJA9/JWsQ9pU+R0PYuiamkk+C6O9LqnRl+jRENO3rs89gJQxlsXUko1EHI9GLqDmzKwBsPEHV72VI1hkgyhsPiwGPz0NkcYe1H9az5sJ7Opkiqnax8JxW1bnQ2EGzbStIw0AcOINDShBGNogCL1UpeaTnjvnABgyac2IsR/Xxpukb12AKCrVHa6sN4sh3Y7BaMeJJQe0yOIhJCHJQEX0L0ow2NAZ54fws728PkJ1sp2ufQZwATxQBHFr6omxZbG42EcIXaia6KEW6OYplYhdtjx/6PLUzYkkvrgpXd7rG6ZDs/891L2BLt9l5gdfpZkNdtfqjHvlaNm8hXb72Dlh3bWfKPV9nYDk5LHHeiCZcWIZmARlseW4dPot1XSEPzFoa0TWDhogZ2rVubasfqsDB4QiE1k4opHZyNpmsoc3Tani1vdg51G9cT7mzHnZVN6ZBh/T7jta99jyJqqw8Rao9hselyFJEQoleOnN9mQhxnTFPx54+28e8trUwIzsep0jN6r3LtZIxejC/mZqt9FyZJUBYipofORITctVkUr+q6Zv95LluZl7xv1XDJh1ewqqV7FvzQ5msxo10Ji72JIN/e/nSP/Zx59+8oHLj3aJ688orUE4ZbN2XREl6JrkUgr4BYzVDisRyMf7qp2jGdZMLCLtpBg7KhOdROLqZ6XGG3/VCZ9myV1x449UV/yy3xkFPkJtAaxYglsTks+HKdMuMlhDgoCb6E6CfzNzbzzppGpoS7H2Hzfzl1VJstDGwfQZutFVNpKGWlJlbOxHBNxvaSuiL+pSqGnFTBts5tjHu5+xJdMlZAeNN/ADCj7X2Gtq/osX83Pf9aj8dr7XnCsKa5iU1N6/loywraNttwvVWMK+xmT4IFf4GLmsnFDD2pmKy8Yy/tgqZrkk5CCHHIJPgSoh+YpmLOhyuYEn4vrTyJyYdZdYzc3smQhIMCiwOdIKdZJ5GFN2Nbs7N12sb4GRTfyK5QEV/906iM9fYsMfZmabE3jJjJznVJNn/oIrlhGHsO1LI6dYZMLKJ2cinF1VkHPWdVCCGONxJ8CdEPfvM//4MWST/IdWn2Llr1ddRscWCP6QTddpSuM1gN7RZ4bbTV84l7E/nGKOZYvdTEFY8EHmF7+/Zu9wqu+xmeGFy3veega/+lxZ6YpmLnmjZWL6hj89ImEoYJgKZBRW0uwyYXUz2mAKtd0iwIIURPJPgSoo9lSpr699IN2MxsBm3PwmHEaPMaFODGixeX5qKNdpzKTpPWhrI6SGpJyo1CttlNdlq3sry9e6Z6o30CE1eWMq6z5/1cl53/32SfVYmt+MAbxNvqQ6xZUM/aj+oJtcdS5TnFbmomlzD0xGK8Od3PORVCCNGdBF9C9JFFixbxxhtvpJXFNcWreetRoUJ8sSS+DjthZwINk+HUEiWCjo4NG0ECqKQiaomQm8wCzcIjJbdlvNcVb1QCzbu/0jnzihh+8nlUOyvRkzpaD7NU0ZDBhsWNrFlQR8PmvccIOdxWhpxQRM2kEgoH+kApOpubaNr2+WeXF0KIY4EEX0J8jpRpYuyqY9bjf+j23mrvQNa45lJglKMn3FijnWiGhbjdS45uo1QV0m420qHZyLEU4NHcWDULcaW4uPRPWH1r0tpzRyx8453yHvviHDEF3Z0Lmsm6pp0olaC6dii52XtnrMykybZVraz9sJ7Ny5pJJnYvK+oaA0bkUjOphKrR+VhsXcFVy47t+5zXGMdis5NXVvG5nasohBDHAgm+hPicxDZuJDB7Dg801Hd7L/+0S7B/soIJzcPxh4uwYYVEJ/ZkEGcgyJC4lQKfnc6YAZpBxLqTj1253O9VeKoeTPvBPWFVDiO2ZHW7xx7Z46aRmywj7IyTsJhYkzqecBY7be2stSzi+9ooWneGWPNhPes+qifcuTflRV6Zh2GTShh6YhEef/qy4p58X5FAJ768fGxOB0Y0RsPmjXQ2NzH+CxdIACaEEBlI8CXEZ2Wa0LEd4kGwe8FfQWzzZt56+mmWZHjS7+KIwV+WrGN4zE8gXkjAESOsolgsVkoTLrLDbWgWRVyZYHVzp7uCjVY3vtqfsu/OrK6lxcySVdl0njuQuVv/TUF4EedEvZTEsrEmdBK6SWNWiAWWerwrvfz5owV07Ny7j8vptTH0hCJqJpeQX+HN+LSiMk02LFpAJNBJXnlFqo7D7cbuqkjNiOWWlskSpBBC7EeCLyE+i6a1sPo1aF4PiShYnajcwdw1L9z1COA+prjc1DqdNO1cTXbrTkJFNRge0AnjwwehDpxGOxqKQDLKJd4BAPhqb2XPCYieiIWvH2BpccuXCtnl6SChAkTrlxBKdmA4Deb411CcLMZhWLB1enE35jC2eTK60ukghq5rVI7Ko2ZyCZUj87BYDxwwdTY30bJzO768/G7BmaZp+PLyaNm5nc7mpj478FoIIY4WEnwJsdv+h1uXZbvQD5StvGktfPgwhFvAXwY2DxghfjUv3K3qVQo0w6A1qbGWfPSIojnQSVjlkbAFCKpWipo2k0iaPFR1BQDWrI9xlb0AHHxpkQnfZPAwH8sCr+G0OrHqVlqTAZIYGCqII+DA31hCfl0+NsOeuqzN08rwSVV84ZxRuHz2ntvfTzwaIWnEsTkzP+FoczgJtrYSj0Yyvn+kU6YCwGgIo7kdWLIdkrleCHHYSPAlBN0Pt3ZaLQwq8DJjZBGDC33dLzDNrhmvcAsU1ICm8ca6OIvqnWnVNNPkko+XEk4miSuNOhyEswdh1zV80Q40q58GI4dGrYU5OV+EHECL46v5OXDgpUXlK2P41O+zJbSJbW3bGIyP6l0TaXCsJurrJNvMI3tXNUOaxpIXLk1dF7fHaS5uZH3BMgyXn5lnnnNIgReA3enCYrNjRGM43O5u7xuxKBabDbvz6Mv+bjSGCa5oAKBz3jZsVhu2AjeukfndDjIXQohPQ4Ivcdzb0BjgyQ+20BqKU+J34ra7CMcTrNzVwa6OCN8+ZWD3AKxje9dSo78MNI1fvhvv1u6U99+hzNTQ84vAYqG9NYSrvYlB7UG2lhVSlgjwlhbnQ38BkA10LTG6ohYuOkDQ5RpzNknLADpcDWj2JEVaIRs71wNgidooXjMS3bCR3VSOrrqWD5Nagub8BlrL2mjKqSekmojFXUwpPI2KnEM/BDorv4C8sgoaNm/E7qpIW3pUShFoaaGoahBZ+QWH3HZ/MhrDBD/YiRGKgg+seW50A4xdQZIdMbynlEkAJoT4zCT4Esc101T8c2UDraE4Qwr3bi73OW14HVbWNwZ565MGqvO96UuQ8WDXHi+bJ2Pg9a1/vEIyECHp9aJn+TAcPuJxA58Rwxpr56lxhazy5abq684dTE4+xfgDBF0eI4xRkkNELyVhD2FiEjJCKKXITuTT9omD7PoKdHPvj3Ust5MNOVtYnjMXl8uPw+JAmVY0o5xa90lcNHbigZdWe6DpOoNPmNy192vHdnx5edgcToxYlEBLCy5fFoNPmHxUbbZXpiKyshkzZGApcEO0K8WG7rSgOSwkG8NEPmnGml8hS5BCiM9Egi9xXFKmSWdzE9sa2tiypY6S/Mwbx0v8TjY0BtnZHqEid58ZD7uXJ7aUsn11slvbV638K026RtRjx5qI4dm5FXKzcHYaPDp0Om9WnrTPTQyu27QnB1hOt7asiTjeaAgNGxYSfFBipawzRJtrB/5YLg2rTJRmkqsGEQJ0QFmSGNUt2McFcOYaZLcHKGwsx584DZVw4LJ4GFleyYyRJZmXVHspr7yC8V+4IJXnK9jaisVmo6hq0FGZ5yvZHsNoCqP7HZgZvhd0vwOjMUyyPYY119lDK0IIcXASfInjx+6UEC3bNrLhkw20tAZoC4TxNEdxF5WiBo5Gy0l/Ms9lt9DYESbevBkMUqkkfvm7PwLp/wCftWsh+e2NLI95acn1krBYsSQVeizJw4O/ydaxJam6nkSI72x/qseuumNB3HEDhUbcYgPNRFdxEhaNitYBVDAgVVdTOook7hKTDlsndrsV+wkBtCwDpRRR2vjCsDFMLz+XiGH27mGCXsorryC3tIzO5ibi0aM7w72KJ1EJc3fGf7Pb+5rdguqMo+LdA24hhDgUEnyJ48PulBAtm1axZE0HEaMrHYKWMxgCOsnG7WihdhhxeloA5unYyBc63qF4SRvoCRI4+fXq0m7Nz/zXXwnY7Hzsyidgz0FpPuod+TxRcVpavYlti5ncvrDHbpY37WBngZdOt52Qw4GGidISWLxfw7CO4dSt3a8pql/IoC0vs+2O29i2rI2sfAc2T5RIPEJ9uJ4cRw7TKqdRme3tfvFhoOn6MZFOQrNb0Kx6V3DlyJDbLJ5Es2o9HsckhBC9JcGXOPbtTgmhQs1saLATwUNengUt1oK9JUyJZyjb9Dxyo22orSsguwBN08kJbaJ6x3OU2sO4/UN5dYuLjxv3a9s0+dbf/0o0qthQkkeru5SV3uG8UTAirdp1mx/qsXvOeJCB9Z0UBSMEneBKGmwodqKco3G6ZvZ43ZD1f6Vi51wANk44DTSNpCNGXeE2zEAEh8VBbW4t0wZMozq7+tOO3nHDku3AVuDG2BVEFaSn0FBKYXbEsJV5sWTLAeJCiM9Ggi9xbNsnJUSnq4qWwHZ8Xgea1QpWB1qomUGOnTTZh9KecONpqcfS2UrE7qNq21vkECC3ciy/Wth9Ge3c92bja2snGYHtecN5aug0lvm6Nsz/2Po8l6s3eWTDSd2uS9HqOWW1SdKSIGaBsN2Kx8jik9r/pKd/3rM6NjF+6X2gkqwccxKLJ95EyOolN9vGIMCsbeVLE8+h0F2Ix+ahxFOCrh19S4D9QdM1XCPzSXbEiDeFwde1Cd80EpgdMXSPDdeIfNlsL4T4zCT4Ese2fVJCxIMmyaSJzbpn2UgDRxbuRAfjCzW2NEO4qQVt+yKKvHZGBtbidJdy/5Luwculs/+PZETRrrn48dTr2OrLY7S2kS2Oi1nXmcdrm4fzCJkDr8U1W7nxJQvuhIFFmSg0lo2+mtbc4T1+jHGL/4tFIwby+BR45MxpmEkn5dkunNFmkrFWsqqyIFKKnpOgyl9FmbfsMAze8cdW6MZ7ShmBFQ0QhERLBM1qxVbmxTVC8nwJIQ4PCb7EsW2flBB2m4HFomFEwzhsgGYBiw3CIbJbl1ETbCecDDCh7n30XXGeKT+XYCL9aUB3KMDXFr3JWlsRPzz1JnyEWeH8HgDPbRnNbyOnZegEbC4OcM0/u9Ysv7gMIMEnNZfTUHxij12v3Pkamq+J9a4C7jv7O4SKKzB5i6S+AzNRSFIpWrQgg21JCsJx0Eqp9A6gxFPSY5vi4GyFbrynlsGby8k6owK7ZLgXQhxmEnyJY5YyTYyWIGZzEt1oxOezkKc109AUw+5K7H4iT0MloiTiBp0BgzwtiloX5eFxF3dr75x//Z0l/mGcedLdbHFezBYuJpK08tvVmQMugNPXbMMbM2BZ1+s2/2A+HvejHuvbtVZcwffJ6mhmx+nn0J5XykdhK5tbIhjNEWzOGjR/M5qlDvsOF6dtamNwOAQqSfJroznlvVYM/2YcgwZ91uE7ru0JtGxFbqw2Wz/3RghxrJHgSxyTYhs3Epg9h9imTaidLWix9TiyEgwosdLpyKYl5sLnSGKJNhNLWmhOGnj0KL7WVh7LEHh17gjzyqmncqftcX7Iq6zrzOe1nbUZ7+2OGZyxZht75kmSuo15p993wP4OWXU/ocHV6D4vWqCVcPVQPsgeRFswQdRIUux3EogkCMULCTdPotpcyFkb1pGfSBAr8OHJKSUJuLc20Pr00+TOnCkBmBBCHKEk+BLHnNjGjbQ+/TTJtjasxSXo/gmYK98gWhfBEnQzcmSSbVFFU3scw3CCplHmbGe7ZxivlJyd1lbChP/U7oHdW6ie2zKaXRF/xvuO3N7IgNZA6vWyUT+gJW9Uj/0sqJ9H5aaXcCgLMY+fpHUQll3bCHj9lJ9/Dp2r4zQFYxRnObBbLTitFqxhjQJ9AOesWkdlooSy8YOwWx24HFksAmxV1SQ3rCcw523sVVVHZb4tIYQ41knwJY4pyjQJzJ5Dsq0N+6DBXVnrowl0XxaGs4DONvBsjjFhfJzNHgtmJIjNZuVpLujW1n+oB/BqMQJBO49u7/mpxTM/2YIz0ZV4c1vFNDYM+uoB+zh0w8+JonDHDTQLYGrYTQNnezMb8yuxnjaFE8aOoGDHKqy6RiieJByPY9F1ynLcjLaEGBptpcVVyEAtmyy7jcTueTZN07AWFRPbtBFjVx32ctl4L4QQRxoJvsQxxdhVR2zzJqzFJanjgjojVnbopxFwlZKwg27E2NahEbZtotb5AU8mz09rQzMTfP2F/2OVo5j3agZkug3umMGUNdsAiNn9/GvKnQfs1+C6/0YvtOBujaEBKuklanfQXhbH7s3FGzL5cPjpBEdN4NunVRM2ktitOpOq8wjHk8STJnaLjs9pxVfXid1MELPaMZLdM7HrbjeJxkbMUOhTjKAQQojPmwRf4phihkKoaAzd5QKgM2ZnXbCCOB24COO2JInFFS3BUtbaInxoTQ+8hq9YgX/XNt4Yk3m/1J6lxQfP1TGLHzhgX+yJFraW/JOYbwtV9U0EIx5aK8eiYgOIJLOIJTXimoE7kSSm7aRo5DC+flo1gwt9bG8N47RaiBhJslzpG76TDhdx3YojEcdm6b6saIbDaA47usdzKEMnhBCij0jwJY4puseD5nRgRiLoHi87On3ElROftQ4tEUQpO3nbFvOPgaPTL1SK6gVz2ZbthYrCbu16kyU8O3Ul9TsuZWDbSGoOMKk0sfFBnK4gbZUeNlcmadRN2vJdeJu8NLiGYHf4cDgjJBIBsnQfrmgu9soKLpg0ivzdB12XZbsYVOBl5a4OvA5r2qHf4ex8dmUVMbhjJz7HwP0+hiLZUI9z+AhspZJyQgghjkQSfImjljJNjF11mKEQuseDrbQEW2kJjqpqoqtXYVTUEgxC5YcP4WjdDkDCYuGlb3x9byPJBPaGHdjbm2jc7+xDV8KHU3lYPERneMc3uWhFz30Z6FmGFo8wxvY67ppG1mePwJE7kIlaiA5iLB6aZGx8FPa4lSQNxBQ4lEZ+wsTuNYkVlrFlRSt5pT40XUPXNWaMLGJXR4T1jUFK/E5cdguReJK6jigDx03m1I3vY2zaiLWoGLV7lsvYvAl7Ti6+s6bJZnshhDhCSfAljkqx9esJvP4Ssc2bUJEwmtONo7oa92lnYTQ0EJg9B8y32PdEw3VDh7B0woTUa3vDduwt9d3adqpcnIZJtOg7RIDhHZn7YLFAlieC29JBlj1BNAyOkjw+0QaTdOdh1zRK8DJNVbLS00FDQQmOUABnOIY36SDLnYW7sBh7dRUOp4+2+hCB1ihZ+V1LpoMLfXz7lIH8c2UDG5uCNHRGcVgtjCrzM33EUCoCQ7vSaWzeRKKlBQZW4qipJWfamZJmQgghjmASfImjTmzRHFofe4Bk0y40FSHeaBBrBXgXHvljxmvmnDWN1oKCtLKsjgTR3f/tNSwMCcRYP+BqEjZvqjwTu20R/tKpJGImVruX7JJCQp0DyM9bhc3noaMzi5x99mKVKA8DQgbL7EU0FhfR0RmlrCSXHL+vK6+XpqEnFaH2GEYsmXavwYU+qqd42dkeIRRP4LFbKct2oesaFPqwV1Vh7Koj3tkJ69eRe/ll2B1y8LMQQhzJJPgSRw2lFMHXn6Nh1v9gtEYOWt+eZeCrifLQoCvTyi3YqIyeSsg3CY8ZwJqAmD2X1d23eu1tq/MtYlo7SYsfu2cU8VAET44Xb66TqGHiLPBRPeZk9NUrKG/dSiReBHYvtmQEX6yBNkcZhqsEW9JDwuPFnp+HZZ+N9EY8icWmY3NYut1b1zUqcjOfKajpOvbyMjSjENavk6VGIYQ4CkjwJY5YZixGx99eoeWxxzB27DhofU9JlLzaIO6COJoG/2Iy72mT0+qUaydijWQRDsdJYgM9l6Q9c3utzi0U7ngLDQ2L00FeTiEW9zBynUHithZ0bw4A+RU+qscWkFviwcy/hnDwKbTmdeQkW0jqDhp9NWzImUJsWzbxhjC5RS6ynHsDL6W6Zr3yK3z4cp2feryEEEIcHST4EkeMREsLrU8/Tctjf4Bk8qD13WWKkrGN2H3d6/6ndiMm6bNAgzmbUEucaCx2wHYfnnwDP5o9hQFBJw5rKT6fB8+gEiJGPgW5YcYP3EqwfS3G+JHYCirw5TpTZwHqRTUUfOEWXp77EdFgB1n+HOLeUiKGotUZosRlpRAL8WgCm92CEU8Sao/h9NqoHlsghzcLIcRxQIIv0W9i69ZR/PzzbLjl1oPW1T0e8i7+Eh7rclo/asGSbCarvDMt8Aq0FrG1sYoXayYDe4MYjz0b19ZRtB9gJ5cruhOUht1o5vp3/x+6vRFrooWYO05WeTnRRC4uZ4Lq8jZ0p5ss2y7INWD35vh9DS7y85Wpk1Mb5WMtERxWC0OH5HLyKVkktoVpqw8Rao9hserk+hUDKpJ4k+0o0yVLh0IIcYyT4Ev0CaUUoXffpfmxx4j8e3GqPKuH+o6hQ8m78kqyvnAOmnX3t2nbVtTbv8aRHya6EYKtucTC2STiTkDjA28ty2or09rJbhqPNZE52agr30Kr1ojT4iQWcmEJgNOqsNGBPdlCzO2jLcuO1+qmMjtEdXkbuVlRiIbB6gS7N2O7cOCN8qpWEWiNEtqwhfhH87GsWUdifowmpwNHVTW+s8+SpxWFEOIYJsGX+FyY0SgdL79M86OPkairO2h97xlnkHfVlbj3SQXRjb8CrXAoviGtGI0u4o0hzGw3uh2eLTmVTsfeYMgWy8bf2v1Qa92qkV3kxmbTSegJ2oM6pjLRXC5Mq0aHrxQtYWIUbKXd0krAls15OYMYkmVF0wCloHMnlI4Bf0WPXVWmItgaxR0z8Tts+LL3Lk1quoajYxehN1/Asufwb5cLMxLpyk9WX0fuzJkSgAkhxDFKgi9xWCSammh96qmu/Vq9kHPxxWTNvJTZy5fzxS9+EZvNdvCLdB1qz8fRsZNcI0xgRZxAW4ynBl8I+t4zDn2ttThi+WmXjji9hPpNnbizHCQTSSKdBk6vDYfFScQI40rYwJ3E1B1QHiU5pJK67VupNcMMthejKQ/Ewl2BlycPas7r6k8GrXUhNi1toq0+RDKeREvE8Ps0qkbnUjh6IED3w78Bi9eLPmgw8Y0bCMx5G3tVlSxBCiHEMUiCL/GpxDZsoPmhh+n8+98PWlf3+8m/8ntkX3QRFp8vVW4YBixffmg3LhgGk36APes1loYUa3dOIK8hSVvBEkxrlNz6SejKhifbwaBxBTjcXd/iZlLh9tmxOy3EIwpNh0jAwKdnkYibRLUYVhS6K0m0vJG6ZAc5JWOZlnShdzZBsK5rqbF0TFfgVTAsY/da60Is/9d2oiEDpxbFsnMLsfZO6gw7Lf9OUls9l8ITa7od/r2HpmlYi4qJbdqIsasOe3nZoY2PEEKII54EX+KQRT75hC1fu7DH9x3Da8m/8kp806ejWbrnrfosdm1o59X/raPTkYtpieNFoWEhp3k8mrJQVbCd/CIrFAwF995vbyOexJVlp+akYhq2BmjY3EFnc4RkTCfblU3Q2U5H9i46S3ehuwxqsmo52Xc6flsJnUYjPlcUzenrWmrsYTZKmYpNS5uIhgx8jhjR5StR0QgOrw+H10pnxMmW9Q3YNv8FMxTEVlKasR3d7SbR2IgZOsABkkIIIY5aEnyJQxLbuJGOV15NK7NXV5N/9Q/xn3fe53LPcGecOU9+wvbVbSiStJTMT71ni/sZlNXC+Sfu4uPNQ2hudaICdWixTiifCO68tDxa5TW5lNfkEmiNEo8kiEcT2F1WrE6doL2NcDKM2WoluFajriHMDmMrFptOTrGX6rH55Ob0vAwYaI3SVh/C47djrFqDikaw5OTC7tkttwtCtlJC7Ruxt7SSDIex7jMTuIcZDqM57OiezA8KCCGEOLpJ8CV6LbZxI61PP02yrY2cyy9PbRJP1NcR/ve/cdbWHrZN4qapWPyPLSx8bXOqzLB10JGfvkx5zcR/4iwZCpqP6op2gpFi2mIVeCL12BrXYRROJNQR75ZHKytDiohsPF3Lhh92LRt6sx1YHRYSsSTN2wMEW6OMPrOC3JLMQZERS5I0TPR4hFh7G7rXlwq8ACy6iYkVSgZA4xaMzZuxjBqVtvSolCLRUI9z+AhspSWfaQyFEEIcmST4Er2iTLNPNolvX9PKq/ct7VYezFpP1LP3EGy/z8ONA9eDuyQV4ORmRRk9tJ5NO3Joa8sh1GxgsXeQP6AwlYH+wJ9x77JhTrE79RntLis5Tgtt9WE2LW0ip8idMRmqzWHBYtMxwmFIJPemyNgtaepYNIXD40DPz0d3u4lv3IC1qBjd7cYMh0k01GPJycV31jTZbC+EEMcoCb5Erxi76j63TeKhjhj/+uNy6jZ0dHtPYdJS8kFa2Ze//GXGFFth3gqwpQdUuVlRcmrrCAQtGM07sZ08Ht/Qyl5ljt+zbOjNdmT8jJ5sB231IQKt0YwzZ75cJznFHhrXhrBZLKhEAs3edXaRUhAxrOS4ojiNDsy8XPwXfInoihXENm8i0diI5rDjHD4C31nTJM2EEEIcwyT4Er1ihkKoaAzd1T3ogEPfJG4mTRa+upkds308+4+F3d6vHJnHsGk+/vyXp9PKf/zjH+N2u6Fta9fTh0YIHOmpWjUNsmxtkB2FIj/08siePcuG1gyHWwPY7BZC7TGMWOajjzRdo3psAcGWCB11RdgDDdhzbCSVhYhhxWFNUurrJLmja1nRM3kSnsmTMHbVYYZC6B4PttISmfESQohjnARfold0jwfN6cCMRLB4u2d27+0m8S0rmvn7A5nTS9idFs6/fizF1X4WL16cFniVlpZy5ZVX7q3sr4D8IVC3HArS91b1NhHq/vYsGyZiSeyu7j8aRjyJxaZj6yE4A8gt8TB62gDWa2EaFoWJthpYXRrZ7jAltkacO7Z0W1aUdBJCCHF8keBL9IqttARHVTXR1avQ99nzBQffJN7ZEuHNR1bStC2Qse3JX6tm3FmVaJpGIBDgl7/8Zeo9i8XCzJkzqaxMPzZoT8JVOnZC0xrIKgO7G+K9S4SayZ5lw+btAXKclm6fcc8Tk75c5wHbyS3xcOK3xtNS66V93nzMXRtwBTrRnXYcsqwohBDHPQm+9vPggw/ym9/8hrq6OkaMGMF9993Haaed1t/d6nearuM7+yyM+rpebRJPJkzmv7SB5f/akbG9QeMKOPWbg3l77luMmlKGpmm89957/Otf/0rVGTBgAJdddhmWnnKF7U64yurXoHk9BHb1KhFqz59x97Jha5S2+jCebAc2uwUjniTUHuv2xOTB2sofP4y8sUNkWVEIIUQaCb728cILL3DjjTfy4IMPcsopp/DII4/whS98gVWrVjFgwID+7l6/cwwaRO7MmQRmz+lxk/jGJY28+ejKjNe7suycf+0YCgZ05bYyDCP13h/+8Ad27tyZej1o0CAuvfTSg3eqYBjkDYGO7RAPdh12fYBEqAeTW+Jh9JkVqeOBQu0xLDad/Apfr56Y3J+m67KsKIQQIo0EX/u45557+O53v8v3vvc9AO677z7++c9/8tBDDzFr1qx+7t2RwTFoEPaqqrTZnJDVz4uPfEJb3daM10y5ZBjDTy3t9gQhdAVgd955Z1rZ+eefz/jx43vfKV2HnMqD1+ul3BIPOUVuAq1RjFgSm8OCL9fZqxkvIYQQ4mAk+NotHo+zePFibr311rTy6dOnM3/+/B6uOj5puo5eWMz8v67nk/fWZqwz7KRiTv/WUOzOnr/FVq5cySeffJJWdtttt2HfnZ6hP2m6ljGdhBBCCPFZSfC1W3NzM8lkkqKiorTyoqIi6uvrM14Ti8WIxWKp152dnUDXbM6+S2p9SZmKYFsMI57EZrfgzXEc1hmb9YsaeeepzAGXL9fBjO+PILd0z9Kc6nEcFi5cyJw5c1Kvhw0bxte+9jWAfhu7o9meMZOxOzxkPA8fGcvDR8by8Nl/LPt6TCX42s/+S2NKqYzLZQCzZs1KezJvj7feeqsrF9UxwgjoNC92kYxk3keVMzqCpywBBPhw6TxY2nNb8XicTZs2EY1GU2XV1dW4XC7eeOONw9vx49Ds2bP7uwvHFBnPw0fG8vCRsTx89oxlOBzu0/tK8LVbfn4+Foul2yxXY2Njt9mwPW677TZuuumm1OvOzk4qKiqYPn06WVlZGa/5vLQ1hPlk3g6i4QQevz11JmGoI47TbWXEGeXkFPU+IDRiSd5/YQPrFzVmfL/mlGJO/mo1VnvPOa/29/bbb7N06dLU68mTJxMKhZgxYwY2m63X7YjuDMNg9uzZnH322TKWh4GM5+EjY3n4yFgePvuP5Z6Vq74iwddudrudCRMmMHv2bL7yla+kymfPns2XvvSljNc4HA4cDke3cpvN1qc/GMpUbFvRRixkklvsTc3UWV1WHE47bfVhtq1oo6A064BLkEopVr2/i7nPZl5WzCl288Ufjib7EIK4Pe699960b+5TTz2V008/nTfeeKPPx+tYJmN5eMl4Hj4yloePjOXhs2cs+3o8Jfjax0033cTMmTOZOHEikydP5tFHH2Xbtm384Ac/6O+uHdBnPZOwaVuA13+/jHBnPGP70783giETM8/+HUxbWxu/+93v0sq+8Y1vUFtbK/sWhBBCHJck+NrHRRddREtLC7/61a+oq6tj5MiRvPHGG92zqx9hPs2ZhLFIgneeXs3GJU0Zrxl9Zjknf2UwFtunTwj65ptv8tFHH6Ve67rOLbfcckQ8zSiEEEL0Fwm+9nP11Vdz9dVX93c3DklvzyS02nWW/Ws77/9lfcZ2Cgb4OOeqkZ85xYJSiscee4y6urpU2bhx47jgggs+U7tCCCHEsUCCryOcMtVBk30e7EzClp1B6jd2su6jhoz3+OLVo6kanX9Y+hsOh/n73/+eFnhddtllVFVVHZb2hRBCiKOdBF9HsNa6UOqYm6RhYrHp5BR7uh1zk+lMQg3YtKyZQEs0Y9vjZ1Ry4gVVWCyH75zBuXPnMm/evNRrj8fDj370o57PZhRCCCGOQxJ8HaFa60Is/9d2oiEDb7YjlTqieXuAYGuU0WdWpAVguSUeRk0t54P/28DGHg6zLhnkZ/r3RuLN6f6E5mdhmiZ33nknyeTePWXf/va35TxMIYQQIgMJvo5AylRsWtpENGSQU+xOLSPaXVZynBba6sNsWtpETpEbTdfYtb6NV/53KWZCZWzvguvHUjE893Ppa2NjIw899FBa2ZVXXklpaenncj8hhBDiaCfB1xGoN6kjmrZ38tL/LKZ+U+bEcCecO5CJ51ahf46HQb/99tu8//77aX372c9+hq4fvqVMIYQQ4lgjwdcRqKfUEUopdq1vZ9f6jozXldfkcPZ3RuDO+nxTOSiluPvuu9POtZw8eTLTp0//XO8rhBBCHAsk+DoC7Z86IhZJsLyHfVwWq84FN4yldEh2n/Vv69ataYHXVVddRUlJSZ/dXwghhDiaSfB1BNo/dcSW5c3d6lQMz+W8q0ejW/tuiW/Hjh1kZ2eTn5/PkCFDaG1t5eqrr5ZlRiGEEOIQSPB1BNo/dYS/wEVncxRfvpO8Ug+ebAejp1b0WeBlmib33nsvwWCQgQMHctlll3HxxRf3yb2FEEKIY40EX0eo3BIPo8+sSOX5GjS+oMc8X5+nlpYWfv/736deb9myhUQiIYe6CiGEEJ+SBF9HsNwSDzlF7oNmuP+8fPDBB8yZMyf1uri4mKuuuqrbE5hCCCGE6D0Jvo5wmq595rMWD5VpmvzmN78hGt2bHf/LX/4yY8aM6dN+CCGEEMciCb5EN6+//npa4HXTTTfh8/n6sUdCCCHEsUMeUxPdnHzyyQCUl5fz85//XAIvIYQQ4jCSmS9BMpnkueeeY8iQIZx00knk5+dz2223Ybd/vslahRBCiOORBF/Hufr6eh555BEANm7cyNChQ8nJyZHASwghhPicSPB1HJszZw4ffPBB6vWwYcPIycnpxx4JIYQQxz4Jvo5DiUSCX//612llF110ETU1Nf3UIyGEEOL4IcHXcaazs5N77703rewnP/kJLlffprMQQgghjlcSfB1n1q9fn/rvYcOG8c1vfrMfeyOEEEIcfyT4Og6YpkkwGCQrK4vx48fT3t5OVVUV1dXV/d01IYQQ4rgjwdcxbvv27TzxxBN4vV6uu+467HY706ZN6+9uCSGEEMctCb6OYa+//jqLFy8GIBgM0tjYSHl5eT/3SgghhDi+SfB1DIrH48yaNSutbObMmRJ4CSGEEEcACb6OMVu2bOFPf/pTWtmtt96Kw+Hopx4JIYQQYl8SfB1Dtm3blhZ4jRkzhi9/+cv91yEhhBBCdCPB1zEkPz8fTdNQSnHFFVdQWVnZ310SQgghxH4k+DrK7dixg+3btzN58mTcbjfXXnstfr8fi8XS310TQgghRAYSfB3F/vrXv7Jq1SoA/H4/w4cPJzc3t597JYQQQogDkeDrKBSNRrn77rvTysrKyvqpN0IIIYQ4FBJ8HWXWrVvHc889l1Z2++23Y7XK/0ohhBDiaCD/Yh9FXnjhBdasWZN6PWnSJGbMmNGPPRJCCCHEoZLg6yjR1NSUFnhdeeWVlJaW9mOPhBBCCPFpSPB1lCgoKOD0009nw4YNfOc735GnGYUQQoijlARfR5GpU6cyderU/u6GEEIIIT4Dvb87IIQQQghxPJHgSwghhBCiD0nwJYQQQgjRhyT4EkIIIYToQxJ8CSGEEEL0IQm+hBBCCCH6kARfQgghhBB9SIIvIYQQQog+JMGXEEIIIUQfkuBLCCGEEKIPSfAlhBBCCNGHJPgSQgghhOhDEnwJIYQQQvQhCb6EEEIIIfqQBF9CCCGEEH3I2t8dOJYopQDo7Ozs554cHQzDIBwO09nZic1m6+/uHNVkLA8vGc/DR8by8JGxPHz2H8s9/27v+Xf88ybB12EUCAQAqKio6OeeCCGEEOJQBQIB/H7/534fTfVVmHccME2TXbt24fP50DStv7tzxOvs7KSiooLt27eTlZXV3905qslYHl4ynoePjOXhI2N5+Ow/lkopAoEApaWl6PrnvyNLZr4OI13XKS8v7+9uHHWysrLkF8lhImN5eMl4Hj4yloePjOXhs+9Y9sWM1x6y4V4IIYQQog9J8CWEEEII0Yck+BL9xuFw8Itf/AKHw9HfXTnqyVgeXjKeh4+M5eEjY3n49PdYyoZ7IYQQQog+JDNfQgghhBB9SIIvIYQQQog+JMGXEEIIIUQfkuBLCCGEEKIPSfAl+s2DDz5IVVUVTqeTCRMm8N577/V3l/rVrFmzOOGEE/D5fBQWFvLlL3+ZtWvXptVRSnHHHXdQWlqKy+ViypQpfPLJJ2l1YrEY1113Hfn5+Xg8Hi644AJ27NiRVqetrY2ZM2fi9/vx+/3MnDmT9vb2z/sj9otZs2ahaRo33nhjqkzG8dDs3LmTSy+9lLy8PNxuN2PHjmXx4sWp92U8eyeRSPCzn/2MqqoqXC4X1dXV/OpXv8I0zVQdGcvM3n33Xc4//3xKS0vRNI2//e1vae/35bht27aN888/H4/HQ35+Ptdffz3xePzQPpASoh88//zzymazqccee0ytWrVK3XDDDcrj8aitW7f2d9f6zYwZM9STTz6pVq5cqZYuXarOPfdcNWDAABUMBlN17rrrLuXz+dSLL76oVqxYoS666CJVUlKiOjs7U3V+8IMfqLKyMjV79my1ZMkSNXXqVDVmzBiVSCRSdc455xw1cuRINX/+fDV//nw1cuRIdd555/Xp5+0LCxcuVAMHDlSjR49WN9xwQ6pcxrH3WltbVWVlpbriiivURx99pDZv3qzmzJmjNmzYkKoj49k7//Vf/6Xy8vLU66+/rjZv3qz++te/Kq/Xq+67775UHRnLzN544w11++23qxdffFEB6uWXX057v6/GLZFIqJEjR6qpU6eqJUuWqNmzZ6vS0lJ17bXXHtLnkeBL9IsTTzxR/eAHP0grq6mpUbfeems/9ejI09jYqAA1b948pZRSpmmq4uJiddddd6XqRKNR5ff71cMPP6yUUqq9vV3ZbDb1/PPPp+rs3LlT6bqu3nzzTaWUUqtWrVKA+vDDD1N1FixYoAC1Zs2avvhofSIQCKghQ4ao2bNnqzPOOCMVfMk4HppbbrlFnXrqqT2+L+PZe+eee676zne+k1b21a9+VV166aVKKRnL3to/+OrLcXvjjTeUrutq586dqTrPPfeccjgcqqOjo9efQZYdRZ+Lx+MsXryY6dOnp5VPnz6d+fPn91OvjjwdHR0A5ObmArB582bq6+vTxs3hcHDGGWekxm3x4sUYhpFWp7S0lJEjR6bqLFiwAL/fz0knnZSqM2nSJPx+/zE1/tdccw3nnnsuZ511Vlq5jOOhefXVV5k4cSJf//rXKSwsZNy4cTz22GOp92U8e+/UU0/l7bffZt26dQAsW7aM999/ny9+8YuAjOWn1ZfjtmDBAkaOHElpaWmqzowZM4jFYmlL8QcjB2uLPtfc3EwymaSoqCitvKioiPr6+n7q1ZFFKcVNN93EqaeeysiRIwFSY5Np3LZu3ZqqY7fbycnJ6VZnz/X19fUUFhZ2u2dhYeExM/7PP/88S5YsYdGiRd3ek3E8NJs2beKhhx7ipptu4qc//SkLFy7k+uuvx+FwcNlll8l4HoJbbrmFjo4OampqsFgsJJNJfv3rX/Otb30LkO/NT6svx62+vr7bfXJycrDb7Yc0thJ8iX6jaVraa6VUt7Lj1bXXXsvy5ct5//33u733acZt/zqZ6h8r4799+3ZuuOEG3nrrLZxOZ4/1ZBx7xzRNJk6cyJ133gnAuHHj+OSTT3jooYe47LLLUvVkPA/uhRde4JlnnuHPf/4zI0aMYOnSpdx4442UlpZy+eWXp+rJWH46fTVuh2NsZdlR9Ln8/HwsFku3vxIaGxu7/UVxPLruuut49dVXeeeddygvL0+VFxcXAxxw3IqLi4nH47S1tR2wTkNDQ7f7NjU1HRPjv3jxYhobG5kwYQJWqxWr1cq8efP43e9+h9VqTX1GGcfeKSkpYfjw4WlltbW1bNu2DZDvy0Px4x//mFtvvZVvfvObjBo1ipkzZ/KjH/2IWbNmATKWn1ZfjltxcXG3+7S1tWEYxiGNrQRfos/Z7XYmTJjA7Nmz08pnz57NySef3E+96n9KKa699lpeeukl/vWvf1FVVZX2flVVFcXFxWnjFo/HmTdvXmrcJkyYgM1mS6tTV1fHypUrU3UmT55MR0cHCxcuTNX56KOP6OjoOCbGf9q0aaxYsYKlS5emviZOnMgll1zC0qVLqa6ulnE8BKecckq3lCfr1q2jsrISkO/LQxEOh9H19H92LRZLKtWEjOWn05fjNnnyZFauXEldXV2qzltvvYXD4WDChAm973Svt+YLcRjtSTXx+OOPq1WrVqkbb7xReTwetWXLlv7uWr/54Q9/qPx+v5o7d66qq6tLfYXD4VSdu+66S/n9fvXSSy+pFStWqG9961sZH6cuLy9Xc+bMUUuWLFFnnnlmxsepR48erRYsWKAWLFigRo0adVQ/hn4w+z7tqJSM46FYuHChslqt6te//rVav369evbZZ5Xb7VbPPPNMqo6MZ+9cfvnlqqysLJVq4qWXXlL5+fnqJz/5SaqOjGVmgUBAffzxx+rjjz9WgLrnnnvUxx9/nEpP1FfjtifVxLRp09SSJUvUnDlzVHl5uaSaEEePBx54QFVWViq73a7Gjx+fSqlwvAIyfj355JOpOqZpql/84hequLhYORwOdfrpp6sVK1aktROJRNS1116rcnNzlcvlUuedd57atm1bWp2WlhZ1ySWXKJ/Pp3w+n7rkkktUW1tbH3zK/rF/8CXjeGhee+01NXLkSOVwOFRNTY169NFH096X8eydzs5OdcMNN6gBAwYop9Opqqur1e23365isViqjoxlZu+8807G34+XX365Uqpvx23r1q3q3HPPVS6XS+Xm5qprr71WRaPRQ/o8mlJK9X6eTAghhBBCfBay50sIIYQQog9J8CWEEEII0Yck+BJCCCGE6EMSfAkhhBBC9CEJvoQQQggh+pAEX0IIIYQQfUiCLyGEEEKIPiTBlxBCCCFEH5LgSwgh+lBLSwuFhYVs2bKlv7vyqV144YXcc889/d0NIY5aEnwJIbq54oor0DSNu+66K638b3/7G5qmpV7PnTsXTdMyftXX1zNw4MAe39c0jSlTpgCk1XO5XNTU1PCb3/yGTAdwzJ8/H4vFwjnnnNPtvS1btqS17/P5GDFiBNdccw3r168/bOOzYcMGvvOd7zBgwAAcDgdlZWVMmzaNZ599lkQiccBrZ82axfnnn8/AgQMBKCkp4e67706rc8stt6BpGm+//XZa+bRp07j44osP2+c4mGuvvZZp06YxdOhQrrvuulT5z3/+c37961/T2dnZZ30R4lgiwZcQIiOn08ndd99NW1vbQeuuXbuWurq6tK/CwkIWLVqUev3iiy92q/vSSy+l2vjVr35FXV0dq1ev5uabb+anP/0pjz76aLd7PfHEE1x33XW8//77bNu2LWN/5syZQ11dHcuWLePOO+9k9erVjBkzplsw82ksXLiQ8ePHs3r1ah544AFWrlzJ66+/zne+8x0efvhhPvnkkx6vjUQiPP7443zve99LlU2ZMoV33nknrd7cuXOpqKhIK4/H4yxYsICpU6d+5s/QW7/97W95++23WbFiBU899RSBQACA0aNHM3DgQJ599tk+64sQx5RDO9pSCHE8uPzyy9V5552nampq1I9//ONU+csvv6z2/bWx57Db3hzYe6C6lZWV6t57700rGz9+vPrqV7+aVhYMBpXP51Nr1qxRF110kfrlL3+Z9v7mzZsVoD7++OO08mQyqaZMmaIqKytVIpE4aF97Ypqmqq2tVRMmTFDJZLLHOj158cUXVX5+flrZI488orxerzIMQynVdfiyzWZTDzzwgDrllFNS9d59910FqPXr12dse89nf+GFF9Spp56qnE6nmjhxolq7dq1auHChmjBhgvJ4PGrGjBmqsbExdd1VV12lLrnkkrSv559/PvW+YRjqe9/7nrr//vvT7nfHHXeo0047rcfPKoTomcx8CSEyslgs3Hnnndx///3s2LGjz+6rlGLu3LmsXr0am82W9t4LL7zAsGHDGDZsGJdeeilPPvlkxqXJ/em6zg033MDWrVtZvHjxp+7b0qVLUzNzup751+e+y7L7e/fdd5k4cWJa2dSpUwkGgyxatAiA9957j6FDh3LhhReyaNEiwuEwAO+88w7l5eUMHjz4gH38xS9+wc9+9jOWLFmC1WrlW9/6Fj/5yU/43//9X9577z02btzIz3/+81T9Rx55hGeeeSbt66KLLgKgrq6Or3zlK0yfPp1rr7027T4nnngiCxcuJBaLHbA/QojuJPgSQvToK1/5CmPHjuUXv/jFAeuVl5fj9XpTX8OGDTvke91yyy14vV4cDgdTp05FKcX111+fVufxxx/n0ksvBeCcc84hGAz2eimxpqYG4DNtdF+3bh1A2udrbGxM++wPPvhgj9dv2bKF0tLStLIhQ4ZQVlbG3Llzga4lxzPOOIPCwkKqq6v54IMPUuW9WXK8+eabmTFjBrW1tdxwww0sWbKE//f//h+nnHIK48aN47vf/W63Zc6enHPOOSxbtozf/va3TJo0iU2bNqXeKysrIxaLUV9f36u2hBB7SfAlhDigu+++mz/96U+sWrWqxzrvvfceS5cuTX3985//POT7/PjHP2bp0qXMmzePqVOncvvtt3PyySen3l+7di0LFy7km9/8JgBWq5WLLrqIJ554olft75kh62lm6gtf+EIqgBoxYsQB29q3jby8vNTnzs7OJh6P93hdJBLB6XR2K58yZUpa8LXnQYQzzjiDuXPnEovF+PDDDznzzDMP2C/o2o+1R1FREQCjRo1KK2tsbDxoOwDLli1j27ZtfPjhh3z44YdUV1en3nO5XACpmTkhRO9Z+7sDQogj2+mnn86MGTP46U9/yhVXXJGxTlVVFdnZ2Z/pPvn5+QwePJjBgwfz4osvMnjwYCZNmsRZZ50FdM16JRIJysrKUtcopbDZbLS1tZGTk3PA9levXp3qayZ/+MMfiEQiAN2WO/cYMmQIAGvWrGHs2LFA1/LsnqVAq/XAv1Lz8/MzPsAwdepUbrjhBlpaWvj44485/fTTga7g6/7772f69OlEIpFezXzt2/c9QeL+ZaZpHrSdg2ltbQWgoKDgM7clxPFGZr6EEAd111138dprrzF//vw+uV9OTg7XXXcdN998M0opEokETz31FL/97W/TZtiWLVtGZWXlQZ+6M02T3/3ud1RVVTFu3LiMdcrKylLBX2VlZcY648aNo6amhv/5n//5VAHMuHHjMs4gTp06lVAoxD333MOQIUNSM1ZnnHEG//73v/n73/9OVVVVj/3qDytXrqS8vJz8/Pz+7ooQRx2Z+RJCHNSoUaO45JJLuP/++zO+39jYSDQaTSvLy8vrcQapN6655hruvvtuXnzxRaxWK21tbXz3u9/F7/en1bvwwgt5/PHH0zaEt7S0UF9fTzgcZuXKldx3330sXLiQv//971gslk/dJ03TePLJJzn77LM55ZRTuO2226itrcUwDN59912ampoO2P6MGTO47bbbus3UVVdXM2DAAO6//34uueSSVHlpaSmVlZU8/PDDfP3rX//U/f48vPfee0yfPr2/uyHEUUlmvoQQvfKf//mfPT5ZOGzYMEpKStK+PstThdC1nDVz5kzuuOMOHn/8cc4666xugRfA1772NZYuXcqSJUtSZWeddRYlJSWMGjWKW2+9ldraWpYvX35YcmRNmjSJxYsXM2zYMK655hqGDx/OySefzHPPPce9997LD3/4wx6vHTVqFBMnTuQvf/lLt/emTp1KIBBI7ffa44wzziAQCPRpfq+DiUajvPzyy1x55ZX93RUhjkqa6s1z2kIIIQ6LN954g5tvvpmVK1f2mK7iSPfAAw/wyiuv8NZbb/V3V4Q4KsmyoxBC9KEvfvGLrF+/np07d1JRUdHf3flUbDZbj0vQQoiDk5kvIYQQQog+dHTOeQshhBBCHKUk+BJCCCGE6EMSfAkhhBBC9CEJvoQQQggh+pAEX0IIIYQQfUiCLyGEEEKIPiTBlxBCCCFEH5LgSwghhBCiD0nwJYQQQgjRh/4/YCS8l5/KMvgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy\n", "for year in range(2023, 2025):\n", " for month in ebal_g0_daily.index.month.unique():\n", " df = ebal_g0_daily[(ebal_g0_daily.index.month == month)&(ebal_g0_daily.index.year == year)].dropna()\n", " if df.empty:\n", " continue\n", " else:\n", " x = df['NETRAD_eddy'] - df['G']\n", " y = df['LE'] + df['H']\n", " slope, intercept, r, p, se = scipy.stats.linregress(x, y)\n", " \n", " plt.scatter(x, y, alpha=0.5, label=f'Month {month}')\n", " plt.xlabel('NETRAD - G (W m⁻²)')\n", " plt.ylabel('LE + H (W m⁻²)')\n", " print(f\"r-squared for {year}-{month}: {r*r:.3f}\")\n", "\n", " print(f\"Slope for {year}-{month}: {slope:.3f}\")\n", " plt.title(f'Energy Balance Closure: Dugout Ranch')\n", " plt.grid(True)\n", " plt.plot(x, x*slope + intercept, label='OLS Fit')\n", " plt.plot(x, x, linestyle='--', label='1:1 Line',color='grey')\n" ] }, { "cell_type": "code", "execution_count": 101, "id": "f4403545", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "r-squared for 2023-11: 0.850\n", "Slope for 2023-11: 0.815\n", "r-squared for 2023-12: 1.000\n", "Slope for 2023-12: -4.294\n", "r-squared for 2024-11: 0.869\n", "Slope for 2024-11: 1.319\n", "r-squared for 2024-12: 0.714\n", "Slope for 2024-12: 0.757\n", "r-squared for 2024-1: 0.910\n", "Slope for 2024-1: 0.845\n", "r-squared for 2024-2: 0.829\n", "Slope for 2024-2: 0.820\n", "r-squared for 2024-3: 0.817\n", "Slope for 2024-3: 0.679\n", "r-squared for 2024-4: 0.213\n", "Slope for 2024-4: 1.657\n", "r-squared for 2024-7: 0.140\n", "Slope for 2024-7: 0.438\n", "r-squared for 2024-8: 0.126\n", "Slope for 2024-8: 0.199\n", "r-squared for 2024-9: 0.339\n", "Slope for 2024-9: 0.355\n", "r-squared for 2024-10: 0.000\n", "Slope for 2024-10: nan\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\paulinkenbrandt\\.conda\\envs\\py313\\Lib\\site-packages\\scipy\\stats\\_stats_py.py:10729: RuntimeWarning: invalid value encountered in scalar divide\n", " slope = ssxym / ssxm\n", "c:\\Users\\paulinkenbrandt\\.conda\\envs\\py313\\Lib\\site-packages\\scipy\\stats\\_stats_py.py:10743: RuntimeWarning: invalid value encountered in sqrt\n", " t = r * np.sqrt(df / ((1.0 - r + TINY)*(1.0 + r + TINY)))\n", "c:\\Users\\paulinkenbrandt\\.conda\\envs\\py313\\Lib\\site-packages\\scipy\\stats\\_stats_py.py:10749: RuntimeWarning: invalid value encountered in scalar divide\n", " slope_stderr = np.sqrt((1 - r**2) * ssym / ssxm / df)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy\n", "for year in range(2023, 2025):\n", " for month in ebal_g0_daily.index.month.unique():\n", " df = ebal_g0_daily[(ebal_g0_daily.index.month == month)&(ebal_g0_daily.index.year == year)].dropna()\n", " if df.empty:\n", " continue\n", " else:\n", " x = df['NETRAD'] - df['G0_calorimetric']\n", " y = df['LE'] + df['H']\n", " slope, intercept, r, p, se = scipy.stats.linregress(x, y)\n", " \n", " plt.scatter(x, y, alpha=0.5, label=f'Month {month}')\n", " plt.xlabel('NETRAD - G (W m⁻²)')\n", " plt.ylabel('LE + H (W m⁻²)')\n", " print(f\"r-squared for {year}-{month}: {r*r:.3f}\")\n", "\n", " print(f\"Slope for {year}-{month}: {slope:.3f}\")\n", " plt.title(f'Energy Balance Closure: Dugout Ranch')\n", " plt.grid(True)\n", " plt.plot(x, x*slope + intercept, label='OLS Fit')\n", " plt.plot(x, x, linestyle='--', label='1:1 Line',color='grey')\n" ] }, { "cell_type": "code", "execution_count": null, "id": "5413faa4", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "datetime", "rawType": "datetime64[ns]", "type": "datetime" }, { "name": "G", "rawType": "float64", "type": "float" } ], "ref": "453b0d7d-69e5-444d-8ca3-040d753ca02d", "rows": [ [ "0", "2025-03-27 23:30:00", "-21.95325" ], [ "1", "2025-03-28 00:00:00", "8.787329" ], [ "2", "2025-03-28 00:30:00", "-7.845843" ], [ "3", "2025-03-28 01:00:00", "11.06537" ], [ "4", "2025-03-28 01:30:00", "-7.604448" ], [ "5", "2025-03-28 02:00:00", "-3.720861" ], [ "6", "2025-03-28 02:30:00", "-6.891517" ], [ "7", "2025-03-28 03:00:00", "0.07177878" ], [ "8", "2025-03-28 03:30:00", "-9.736723" ], [ "9", "2025-03-28 04:00:00", "-17.95205" ], [ "10", "2025-03-28 04:30:00", "-2.944058" ], [ "11", "2025-03-28 05:00:00", "-6.226482" ], [ "12", "2025-03-28 05:30:00", "1.109901" ], [ "13", "2025-03-28 06:00:00", "4.071853" ], [ "14", "2025-03-28 06:30:00", "8.158307" ], [ "15", "2025-03-28 07:00:00", "17.35947" ], [ "16", "2025-03-28 07:30:00", "19.68357" ], [ "17", "2025-03-28 08:00:00", "36.80931" ], [ "18", "2025-03-28 08:30:00", "47.70319" ], [ "19", "2025-03-28 09:00:00", "23.37336" ], [ "20", "2025-03-28 09:30:00", "42.69697" ], [ "21", "2025-03-28 10:00:00", "-45.72272" ], [ "22", "2025-03-28 10:30:00", "46.34581" ], [ "23", "2025-03-28 11:00:00", "-37.47646" ], [ "24", "2025-03-28 11:30:00", "88.37014" ], [ "25", "2025-03-28 12:00:00", "8.15045" ], [ "26", "2025-03-28 12:30:00", "-44.11441" ], [ "27", "2025-03-28 13:00:00", "58.85183" ], [ "28", "2025-03-28 13:30:00", "-46.15621" ], [ "29", "2025-03-28 14:00:00", "-34.60625" ], [ "30", "2025-03-28 14:30:00", "55.77628" ], [ "31", "2025-03-28 15:00:00", "-36.44588" ], [ "32", "2025-03-28 15:30:00", "3.252848" ], [ "33", "2025-03-28 16:00:00", "-5.77455" ], [ "34", "2025-03-28 16:30:00", "-49.72414" ], [ "35", "2025-03-28 17:00:00", "-44.11343" ], [ "36", "2025-03-28 17:30:00", "-33.16521" ], [ "37", "2025-03-28 18:00:00", "-35.23651" ], [ "38", "2025-03-28 18:30:00", "-31.66072" ], [ "39", "2025-03-28 19:00:00", "-18.17711" ], [ "40", "2025-03-28 19:30:00", "-18.33043" ], [ "41", "2025-03-28 20:00:00", "-6.45419" ], [ "42", "2025-03-28 20:30:00", "-6.870349" ], [ "43", "2025-03-28 21:00:00", "-19.47463" ], [ "44", "2025-03-28 21:30:00", "-10.05364" ], [ "45", "2025-03-28 22:00:00", "-16.67234" ], [ "46", "2025-03-28 22:30:00", "-5.369708" ], [ "47", "2025-03-28 23:00:00", "7.436282" ], [ "48", "2025-03-28 23:30:00", "-25.12535" ], [ "49", "2025-03-29 00:00:00", "-32.46862" ] ], "shape": { "columns": 2, "rows": 2232 } }, "text/html": [ "
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" ], "text/plain": [ " datetime G\n", "0 2025-03-27 23:30:00 -21.953250\n", "1 2025-03-28 00:00:00 8.787329\n", "2 2025-03-28 00:30:00 -7.845843\n", "3 2025-03-28 01:00:00 11.065370\n", "4 2025-03-28 01:30:00 -7.604448\n", "... ... ...\n", "2227 2025-05-13 09:00:00 -36.622820\n", "2228 2025-05-13 09:30:00 -21.398640\n", "2229 2025-05-13 10:00:00 -1.253632\n", "2230 2025-05-13 10:30:00 21.987450\n", "2231 2025-05-13 11:00:00 7.689254\n", "\n", "[2232 rows x 2 columns]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ---------- Eddy‑covariance flux data ---------------------------------------\n", "\n", "flux_path_1 = station_path / \"e20250513/21314_Flux_AmeriFluxFormat_22.dat\"\n", "flux_path_2 = station_path / \"e20250513/21314_Flux_AmeriFluxFormat_23.dat\"\n", "\n", "df_flux_1 = pd.read_csv(flux_path_1, na_values=['NAN'])\n", "df_flux_2 = pd.read_csv(flux_path_2, na_values=['NAN'])\n", "df_flux = pd.concat([df_flux_1, df_flux_2], ignore_index=True)\n", "# Parse timestamp and keep only ground‑heat flux variable ‘G’\n", "df_flux['datetime'] = pd.to_datetime(df_flux['TIMESTAMP_START'].astype(str),\n", " format='%Y%m%d%H%M')\n", "\n", "df_flux = df_flux[['datetime', 'G']].dropna(subset=['G']).astype({'G': float})\n", "\n", "# Sub‑set to 11 July 2024 (matches the SoilVUE example file)\n", "#mask_0711 = df_flux['datetime'].dt.strftime('%Y%m%d') == '20240711'\n", "#df_flux_0711 = df_flux.loc[mask_0711].set_index('datetime')\n", "#df_flux_0711.head()\n", "df_flux" ] }, { "cell_type": "code", "execution_count": 42, "id": "e2e80b13", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_grad['NETRAD'].plot(label='NETRAD', color='orange')\n", "G0.plot(label='G0_est_grad', color='red')\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "26098823", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "datetime", "rawType": "datetime64[ns]", "type": "datetime" }, { "name": "G_calorimetric", "rawType": "float64", "type": "float" } ], "ref": "f2d752f0-585a-4fc8-b22e-43990ee74a2c", "rows": [ [ "2025-04-17 08:06:00", null ], [ "2025-04-17 08:30:00", "30.251806038406414" ], [ "2025-04-17 09:00:00", "46.027718176083376" ], [ "2025-04-17 09:30:00", "66.3984868605217" ], [ "2025-04-17 10:00:00", "84.7172368472871" ], [ "2025-04-17 10:30:00", "109.62041350845222" ], [ "2025-04-17 11:00:00", "125.46866797767505" ], [ "2025-04-17 11:30:00", "136.213020314039" ], [ "2025-04-17 12:00:00", "131.6408004319837" ], [ "2025-04-17 12:30:00", "132.8381829998849" ], [ "2025-04-17 13:00:00", "130.22675816781847" ], [ "2025-04-17 13:30:00", "123.87257975084114" ], [ "2025-04-17 14:00:00", "108.79181581734434" ], [ "2025-04-17 14:30:00", "89.28184315876305" ], [ "2025-04-17 15:00:00", "52.97836624881513" ], [ "2025-04-17 15:30:00", "36.54557193363129" ], [ "2025-04-17 16:00:00", "10.766817004454698" ], [ "2025-04-17 16:30:00", "-12.7042211126139" ], [ "2025-04-17 17:00:00", "-11.431965841077746" ], [ "2025-04-17 17:30:00", "-28.9979150792008" ], [ "2025-04-17 18:00:00", "-41.72537773991959" ], [ "2025-04-17 18:30:00", "-62.53950978482188" ], [ "2025-04-17 19:00:00", "-84.86846551689808" ], [ "2025-04-17 19:30:00", "-89.29948590093113" ], [ "2025-04-17 20:00:00", "-89.12599690001163" ], [ "2025-04-17 20:30:00", "-102.01040818819682" ], [ "2025-04-17 21:00:00", "-108.28662136965653" ], [ "2025-04-17 21:30:00", "-95.30686705634629" ], [ "2025-04-17 22:00:00", "-90.65620451200219" ], [ "2025-04-17 22:30:00", "-93.68294102090611" ], [ "2025-04-17 23:00:00", "-90.73032912206283" ], [ "2025-04-17 23:30:00", "-85.20936881674726" ], [ "2025-04-18 00:00:00", "-79.59856350868515" ], [ "2025-04-18 00:30:00", "-74.86349962680049" ], [ "2025-04-18 01:00:00", "-70.28216543814871" ], [ "2025-04-18 01:30:00", "-63.883870281703075" ], [ "2025-04-18 02:00:00", "-59.73090887297239" ], [ "2025-04-18 02:30:00", "-61.25762458001118" ], [ "2025-04-18 03:00:00", "-59.107020318877645" ], [ "2025-04-18 03:30:00", "-55.03885971023591" ], [ "2025-04-18 04:00:00", "-54.41325813673396" ], [ "2025-04-18 04:30:00", "-55.07244576860485" ], [ "2025-04-18 05:00:00", "-52.37152178606419" ], [ "2025-04-18 05:30:00", "-53.07228224257568" ], [ "2025-04-18 06:00:00", "-53.16591383378936" ], [ "2025-04-18 06:30:00", "-47.39975188055297" ], [ "2025-04-18 07:00:00", "-37.4313610228955" ], [ "2025-04-18 07:30:00", "-22.06951148911624" ], [ "2025-04-18 08:00:00", "-2.0096970260608056" ], [ "2025-04-18 08:30:00", "9.264760681133712" ] ], "shape": { "columns": 1, "rows": 1255 } }, "text/plain": [ "datetime\n", "2025-04-17 08:06:00 NaN\n", "2025-04-17 08:30:00 30.251806\n", "2025-04-17 09:00:00 46.027718\n", "2025-04-17 09:30:00 66.398487\n", "2025-04-17 10:00:00 84.717237\n", " ... \n", "2025-05-13 09:00:00 10.241025\n", "2025-05-13 09:30:00 35.440317\n", "2025-05-13 10:00:00 43.507711\n", "2025-05-13 10:30:00 56.521603\n", "2025-05-13 11:00:00 67.905579\n", "Name: G_calorimetric, Length: 1255, dtype: float64" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G0" ] }, { "cell_type": "code", "execution_count": 43, "id": "d5ea4a3d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: G_calorimetric R-squared: 0.856\n", "Model: OLS Adj. R-squared: 0.856\n", "Method: Least Squares F-statistic: 7441.\n", "Date: Sun, 15 Jun 2025 Prob (F-statistic): 0.00\n", "Time: 08:23:29 Log-Likelihood: -5817.9\n", "No. Observations: 1254 AIC: 1.164e+04\n", "Df Residuals: 1252 BIC: 1.165e+04\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const -29.8550 0.796 -37.527 0.000 -31.416 -28.294\n", "NETRAD 0.2374 0.003 86.259 0.000 0.232 0.243\n", "==============================================================================\n", "Omnibus: 79.228 Durbin-Watson: 0.524\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 308.820\n", "Skew: 0.137 Prob(JB): 8.72e-68\n", "Kurtosis: 5.416 Cond. No. 325.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "df_NETRAD_G0 = pd.concat([df_grad['NETRAD'], G0], axis=1).dropna()\n", "\n", "x = df_NETRAD_G0['NETRAD']\n", "y = df_NETRAD_G0['G_calorimetric']\n", "\n", "import statsmodels.api as sm\n", "\n", "X = sm.add_constant(x) # adds intercept term\n", "model = sm.OLS(y, X).fit() # fit the model\n", "print(model.summary()) " ] }, { "cell_type": "code", "execution_count": 45, "id": "8bdf9271", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_flux.plot(x='datetime', y='G', label='G (eddy‑covariance)', color='blue')\n", "G0.plot(label='G0_est_grad', color='red',)\n", "plt.xlabel('Date')\n", "plt.ylabel('Ground heat flux (W m⁻²)')\n", "plt.title('Ground heat flux from SoilVUE (G0_est_grad) vs. Eddy‑covariance (G)')\n", "plt.legend()\n", "plt.grid(True)" ] }, { "cell_type": "code", "execution_count": null, "id": "832062ee", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "datetime", "rawType": "datetime64[ns]", "type": "datetime" }, { "name": "G_conduction", "rawType": "float64", "type": "float" }, { "name": "G", "rawType": "float64", "type": "float" } ], "ref": "abf71825-e19a-4b55-a827-72284d65af77", "rows": [ [ "2024-07-11 05:30:00", "-26.632567686499982", "-97.07862" ], [ "2024-07-11 06:00:00", "-23.820008113687525", "-42.72312" ], [ "2024-07-11 06:30:00", "-19.67698024812499", "-60.8281" ], [ "2024-07-11 07:00:00", "-14.842566705312505", "13.72619" ], [ "2024-07-11 07:30:00", "-6.595578369187523", "49.94262" ] ], "shape": { "columns": 2, "rows": 5 } }, "text/html": [ "
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G_conductionG
datetime
2024-07-11 05:30:00-26.632568-97.07862
2024-07-11 06:00:00-23.820008-42.72312
2024-07-11 06:30:00-19.676980-60.82810
2024-07-11 07:00:00-14.84256713.72619
2024-07-11 07:30:00-6.59557849.94262
\n", "
" ], "text/plain": [ " G_conduction G\n", "datetime \n", "2024-07-11 05:30:00 -26.632568 -97.07862\n", "2024-07-11 06:00:00 -23.820008 -42.72312\n", "2024-07-11 06:30:00 -19.676980 -60.82810\n", "2024-07-11 07:00:00 -14.842567 13.72619\n", "2024-07-11 07:30:00 -6.595578 49.94262" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Resample the high‑resolution SoilVUE estimates to 30‑min mean\n", "G0_est_30min = G0_est.resample('30min').mean()\n", "\n", "# Align indices (inner join)\n", "df_cmp = pd.concat([G0_est_30min, df_flux_0711['G']], axis=1).dropna()\n", "df_cmp.head()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "7db59ac5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_cmp.plot()" ] }, { "cell_type": "code", "execution_count": null, "id": "74e76b2f", "metadata": {}, "outputs": [], "source": [ "rmse_val = gao.rmse(df_cmp['G0_est_grad'].values, df_cmp['G'].values)\n", "nme_val = gao.nme(df_cmp['G0_est_grad'].values, df_cmp['G'].values)\n", "\n", "print(f'RMSE = {rmse_val:6.2f} W m⁻²')\n", "print(f'NME = {nme_val:6.2f} %')\n" ] }, { "cell_type": "code", "execution_count": null, "id": "56c0144c", "metadata": {}, "outputs": [], "source": [ "# ---------- Time‑series overlay --------------------------------------------\n", "plt.figure(figsize=(10, 4))\n", "df_cmp['G0_est_grad'].plot(label='Estimated G₀ (gradient)', lw=1.2)\n", "df_cmp['G'].plot(label='Measured G (plate)', lw=1.2)\n", "plt.axhline(0, color='k', lw=0.4)\n", "plt.ylabel('W m$^{-2}$')\n", "plt.title('11 Jul 2024 • 30‑min surface ground‑heat flux')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# ---------- Scatter plot ----------------------------------------------------\n", "plt.figure(figsize=(4, 4))\n", "plt.scatter(df_cmp['G'], df_cmp['G0_est_grad'], s=20)\n", "plt.plot([-150, 150], [-150, 150], 'k--', lw=0.7)\n", "plt.xlabel('Measured G (W m$^{-2}$)')\n", "plt.ylabel('Estimated G₀ (W m$^{-2}$)')\n", "plt.title('Gradient method performance')\n", "plt.tight_layout()\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "py313", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 5 }