{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting MODFLOW listing file budgets\n",
"\n",
"This notebook shows how to \n",
"\n",
"* make stacked bar chart summaries of MODFLOW water budgets by stress period, including global budgets and budgets for advanced stress packages (SFR, Lake, etc).\n",
"* make stacked bar charts of net fluxes for each variable\n",
"* plot time series of individual terms (e.g. model packages, or advanced stress package variables)\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:11.756046Z",
"iopub.status.busy": "2024-09-05T16:09:11.755877Z",
"iopub.status.idle": "2024-09-05T16:09:12.824486Z",
"shell.execute_reply": "2024-09-05T16:09:12.823986Z"
},
"scrolled": false
},
"outputs": [],
"source": [
"from pathlib import Path\n",
"from mfexport.listfile import plot_list_budget, get_listfile_data, plot_budget_summary, plot_budget_term\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Example MODFLOW-NWT model with monthly stress periods"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:12.827115Z",
"iopub.status.busy": "2024-09-05T16:09:12.826652Z",
"iopub.status.idle": "2024-09-05T16:09:12.829678Z",
"shell.execute_reply": "2024-09-05T16:09:12.829168Z"
},
"scrolled": false
},
"outputs": [],
"source": [
"listfile = Path('data/lpr/lpr_inset.list')\n",
"model_name = listfile.stem\n",
"model_start_date='2010-12-31'\n",
"\n",
"output_path = 'output'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Example MODFLOW 6 model with biannual stress periods"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:12.831783Z",
"iopub.status.busy": "2024-09-05T16:09:12.831411Z",
"iopub.status.idle": "2024-09-05T16:09:12.834149Z",
"shell.execute_reply": "2024-09-05T16:09:12.833626Z"
},
"scrolled": false
},
"outputs": [],
"source": [
"mf6_listfile = Path('../mfexport/tests/data/shellmound/shellmound.list')\n",
"mf6_model_name = listfile.stem\n",
"mf6_model_start_date='1998-04-01'\n",
"\n",
"output_path = 'output'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Parse the listing file budget to a dataframe\n",
"* no ``budgetkey`` argument returns the global mass balance\n",
"* alternatively, use an identifying ``budgetkey`` (text string from the listing file) to get the terms for an advanced stress package"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:12.835992Z",
"iopub.status.busy": "2024-09-05T16:09:12.835712Z",
"iopub.status.idle": "2024-09-05T16:09:12.927981Z",
"shell.execute_reply": "2024-09-05T16:09:12.927429Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" STORAGE_IN \n",
" CONSTANT_HEAD_IN \n",
" WELLS_IN \n",
" RECHARGE_IN \n",
" STREAM_LEAKAGE_IN \n",
" TOTAL_IN \n",
" STORAGE_OUT \n",
" CONSTANT_HEAD_OUT \n",
" WELLS_OUT \n",
" RECHARGE_OUT \n",
" STREAM_LEAKAGE_OUT \n",
" TOTAL_OUT \n",
" IN-OUT \n",
" PERCENT_DISCREPANCY \n",
" kstp \n",
" kper \n",
" \n",
" \n",
" \n",
" \n",
" 2011-01-31 \n",
" 426492.593750 \n",
" 6.469874e+05 \n",
" 0.0 \n",
" 4.471989e+02 \n",
" 555.530518 \n",
" 1074482.750 \n",
" 0.000000e+00 \n",
" 394497.15625 \n",
" 81550.476562 \n",
" 0.0 \n",
" 598601.3750 \n",
" 1074649.000 \n",
" -166.250 \n",
" -0.02 \n",
" 4 \n",
" 0 \n",
" \n",
" \n",
" 2011-02-28 \n",
" 483469.062500 \n",
" 6.166172e+05 \n",
" 0.0 \n",
" 4.410000e+02 \n",
" 1439.527466 \n",
" 1101966.750 \n",
" 0.000000e+00 \n",
" 502048.40625 \n",
" 71357.640625 \n",
" 0.0 \n",
" 528673.3125 \n",
" 1102079.375 \n",
" -112.625 \n",
" -0.01 \n",
" 4 \n",
" 1 \n",
" \n",
" \n",
" 2011-03-31 \n",
" 198845.421875 \n",
" 6.208312e+05 \n",
" 0.0 \n",
" 2.617255e+05 \n",
" 1598.823853 \n",
" 1083001.125 \n",
" 1.075373e+03 \n",
" 494819.87500 \n",
" 73988.679688 \n",
" 0.0 \n",
" 513919.3125 \n",
" 1083803.250 \n",
" -802.125 \n",
" -0.07 \n",
" 4 \n",
" 2 \n",
" \n",
" \n",
" 2011-04-30 \n",
" 13266.375977 \n",
" 6.350020e+05 \n",
" 0.0 \n",
" 7.910498e+05 \n",
" 669.892212 \n",
" 1439988.000 \n",
" 4.185641e+05 \n",
" 384565.34375 \n",
" 69679.789062 \n",
" 0.0 \n",
" 567054.6250 \n",
" 1439863.750 \n",
" 124.250 \n",
" 0.01 \n",
" 4 \n",
" 3 \n",
" \n",
" \n",
" 2011-05-31 \n",
" 0.000000 \n",
" 1.154976e+06 \n",
" 0.0 \n",
" 2.851267e+06 \n",
" 0.000000 \n",
" 4006243.000 \n",
" 2.526834e+06 \n",
" 307455.37500 \n",
" 303679.531250 \n",
" 0.0 \n",
" 868731.3750 \n",
" 4006700.500 \n",
" -457.500 \n",
" -0.01 \n",
" 4 \n",
" 4 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" STORAGE_IN CONSTANT_HEAD_IN WELLS_IN RECHARGE_IN \\\n",
"2011-01-31 426492.593750 6.469874e+05 0.0 4.471989e+02 \n",
"2011-02-28 483469.062500 6.166172e+05 0.0 4.410000e+02 \n",
"2011-03-31 198845.421875 6.208312e+05 0.0 2.617255e+05 \n",
"2011-04-30 13266.375977 6.350020e+05 0.0 7.910498e+05 \n",
"2011-05-31 0.000000 1.154976e+06 0.0 2.851267e+06 \n",
"\n",
" STREAM_LEAKAGE_IN TOTAL_IN STORAGE_OUT CONSTANT_HEAD_OUT \\\n",
"2011-01-31 555.530518 1074482.750 0.000000e+00 394497.15625 \n",
"2011-02-28 1439.527466 1101966.750 0.000000e+00 502048.40625 \n",
"2011-03-31 1598.823853 1083001.125 1.075373e+03 494819.87500 \n",
"2011-04-30 669.892212 1439988.000 4.185641e+05 384565.34375 \n",
"2011-05-31 0.000000 4006243.000 2.526834e+06 307455.37500 \n",
"\n",
" WELLS_OUT RECHARGE_OUT STREAM_LEAKAGE_OUT TOTAL_OUT \\\n",
"2011-01-31 81550.476562 0.0 598601.3750 1074649.000 \n",
"2011-02-28 71357.640625 0.0 528673.3125 1102079.375 \n",
"2011-03-31 73988.679688 0.0 513919.3125 1083803.250 \n",
"2011-04-30 69679.789062 0.0 567054.6250 1439863.750 \n",
"2011-05-31 303679.531250 0.0 868731.3750 4006700.500 \n",
"\n",
" IN-OUT PERCENT_DISCREPANCY kstp kper \n",
"2011-01-31 -166.250 -0.02 4 0 \n",
"2011-02-28 -112.625 -0.01 4 1 \n",
"2011-03-31 -802.125 -0.07 4 2 \n",
"2011-04-30 124.250 0.01 4 3 \n",
"2011-05-31 -457.500 -0.01 4 4 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = get_listfile_data(listfile=listfile, model_start_datetime=model_start_date)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:12.958204Z",
"iopub.status.busy": "2024-09-05T16:09:12.958008Z",
"iopub.status.idle": "2024-09-05T16:09:13.013985Z",
"shell.execute_reply": "2024-09-05T16:09:13.013503Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" STO-SS_IN \n",
" STO-SY_IN \n",
" WEL_IN \n",
" RCH_IN \n",
" SFR_IN \n",
" TOTAL_IN \n",
" STO-SS_OUT \n",
" STO-SY_OUT \n",
" WEL_OUT \n",
" RCH_OUT \n",
" SFR_OUT \n",
" TOTAL_OUT \n",
" IN-OUT \n",
" PERCENT_DISCREPANCY \n",
" kstp \n",
" kper \n",
" \n",
" \n",
" \n",
" \n",
" 1998-04-02 \n",
" 0.000000 \n",
" 0.000000 \n",
" 0.0 \n",
" 358429.78125 \n",
" 1.019368e+06 \n",
" 1377797.250 \n",
" 0.000000 \n",
" 0.000000 \n",
" 0.000000 \n",
" 0.0 \n",
" 1.378546e+06 \n",
" 1378546.000 \n",
" -748.76062 \n",
" -0.05 \n",
" 0 \n",
" 0 \n",
" \n",
" \n",
" 2007-04-02 \n",
" 6.829200 \n",
" 2415.879150 \n",
" 0.0 \n",
" 358429.78125 \n",
" 1.288051e+06 \n",
" 1648903.875 \n",
" 0.000000 \n",
" 0.000000 \n",
" 500968.875000 \n",
" 0.0 \n",
" 1.147937e+06 \n",
" 1648906.125 \n",
" -2.27980 \n",
" -0.00 \n",
" 9 \n",
" 1 \n",
" \n",
" \n",
" 2007-10-02 \n",
" 1141.329956 \n",
" 381346.062500 \n",
" 0.0 \n",
" 253336.90625 \n",
" 7.053851e+05 \n",
" 1341209.375 \n",
" 27.621799 \n",
" 10508.920898 \n",
" 527275.625000 \n",
" 0.0 \n",
" 8.033984e+05 \n",
" 1341210.625 \n",
" -1.22870 \n",
" -0.00 \n",
" 4 \n",
" 2 \n",
" \n",
" \n",
" 2008-04-02 \n",
" 0.000000 \n",
" 0.000000 \n",
" 0.0 \n",
" 456429.18750 \n",
" 1.081024e+06 \n",
" 1537452.750 \n",
" 1518.002197 \n",
" 350718.281250 \n",
" 17584.275391 \n",
" 0.0 \n",
" 1.167628e+06 \n",
" 1537448.625 \n",
" 4.16440 \n",
" 0.00 \n",
" 4 \n",
" 3 \n",
" \n",
" \n",
" 2008-10-02 \n",
" 401.908112 \n",
" 112861.390625 \n",
" 0.0 \n",
" 320935.68750 \n",
" 1.216493e+06 \n",
" 1650692.375 \n",
" 44.325199 \n",
" 15359.580078 \n",
" 652556.437500 \n",
" 0.0 \n",
" 9.827312e+05 \n",
" 1650691.500 \n",
" 0.80590 \n",
" 0.00 \n",
" 4 \n",
" 4 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" STO-SS_IN STO-SY_IN WEL_IN RCH_IN SFR_IN \\\n",
"1998-04-02 0.000000 0.000000 0.0 358429.78125 1.019368e+06 \n",
"2007-04-02 6.829200 2415.879150 0.0 358429.78125 1.288051e+06 \n",
"2007-10-02 1141.329956 381346.062500 0.0 253336.90625 7.053851e+05 \n",
"2008-04-02 0.000000 0.000000 0.0 456429.18750 1.081024e+06 \n",
"2008-10-02 401.908112 112861.390625 0.0 320935.68750 1.216493e+06 \n",
"\n",
" TOTAL_IN STO-SS_OUT STO-SY_OUT WEL_OUT RCH_OUT \\\n",
"1998-04-02 1377797.250 0.000000 0.000000 0.000000 0.0 \n",
"2007-04-02 1648903.875 0.000000 0.000000 500968.875000 0.0 \n",
"2007-10-02 1341209.375 27.621799 10508.920898 527275.625000 0.0 \n",
"2008-04-02 1537452.750 1518.002197 350718.281250 17584.275391 0.0 \n",
"2008-10-02 1650692.375 44.325199 15359.580078 652556.437500 0.0 \n",
"\n",
" SFR_OUT TOTAL_OUT IN-OUT PERCENT_DISCREPANCY kstp \\\n",
"1998-04-02 1.378546e+06 1378546.000 -748.76062 -0.05 0 \n",
"2007-04-02 1.147937e+06 1648906.125 -2.27980 -0.00 9 \n",
"2007-10-02 8.033984e+05 1341210.625 -1.22870 -0.00 4 \n",
"2008-04-02 1.167628e+06 1537448.625 4.16440 0.00 4 \n",
"2008-10-02 9.827312e+05 1650691.500 0.80590 0.00 4 \n",
"\n",
" kper \n",
"1998-04-02 0 \n",
"2007-04-02 1 \n",
"2007-10-02 2 \n",
"2008-04-02 3 \n",
"2008-10-02 4 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mf6_df = get_listfile_data(listfile=mf6_listfile, model_start_datetime=mf6_model_start_date,\n",
" )\n",
"mf6_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get an advanced stress package budget\n",
"* in this case, for the SFR package\n",
"* this requires a package budget to be written to the listing file (MODFLOW 6)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:13.015839Z",
"iopub.status.busy": "2024-09-05T16:09:13.015685Z",
"iopub.status.idle": "2024-09-05T16:09:13.079995Z",
"shell.execute_reply": "2024-09-05T16:09:13.079521Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" GWF_IN \n",
" RAINFALL_IN \n",
" EVAPORATION_IN \n",
" RUNOFF_IN \n",
" EXT-INFLOW_IN \n",
" EXT-OUTFLOW_IN \n",
" STORAGE_IN \n",
" AUXILIARY_IN \n",
" TOTAL_IN \n",
" GWF_OUT \n",
" ... \n",
" RUNOFF_OUT \n",
" EXT-INFLOW_OUT \n",
" EXT-OUTFLOW_OUT \n",
" STORAGE_OUT \n",
" AUXILIARY_OUT \n",
" TOTAL_OUT \n",
" IN-OUT \n",
" PERCENT_DISCREPANCY \n",
" kstp \n",
" kper \n",
" \n",
" \n",
" \n",
" \n",
" 1998-04-02 \n",
" 1.378638e+06 \n",
" 0.0 \n",
" 0.0 \n",
" 390723.562500 \n",
" 52337480.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 54106840.0 \n",
" 1.019311e+06 \n",
" ... \n",
" 0.0 \n",
" 0.0 \n",
" 53087528.0 \n",
" 0.0 \n",
" 0.0 \n",
" 54106840.0 \n",
" -1.490100e-08 \n",
" -0.0 \n",
" 0 \n",
" 0 \n",
" \n",
" \n",
" 2007-04-02 \n",
" 1.147938e+06 \n",
" 0.0 \n",
" 0.0 \n",
" 213503.109375 \n",
" 56911972.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 58273412.0 \n",
" 1.288051e+06 \n",
" ... \n",
" 0.0 \n",
" 0.0 \n",
" 56985364.0 \n",
" 0.0 \n",
" 0.0 \n",
" 58273412.0 \n",
" 1.490100e-08 \n",
" 0.0 \n",
" 9 \n",
" 1 \n",
" \n",
" \n",
" 2007-10-02 \n",
" 8.033963e+05 \n",
" 0.0 \n",
" 0.0 \n",
" 238699.078125 \n",
" 19438356.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 20480450.0 \n",
" 7.053850e+05 \n",
" ... \n",
" 0.0 \n",
" 0.0 \n",
" 19775066.0 \n",
" 0.0 \n",
" 0.0 \n",
" 20480450.0 \n",
" 0.000000e+00 \n",
" 0.0 \n",
" 4 \n",
" 2 \n",
" \n",
" \n",
" 2008-04-02 \n",
" 1.167627e+06 \n",
" 0.0 \n",
" 0.0 \n",
" 227403.312500 \n",
" 52732372.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 54127404.0 \n",
" 1.081026e+06 \n",
" ... \n",
" 0.0 \n",
" 0.0 \n",
" 53046380.0 \n",
" 0.0 \n",
" 0.0 \n",
" 54127404.0 \n",
" 2.235200e-08 \n",
" 0.0 \n",
" 4 \n",
" 3 \n",
" \n",
" \n",
" 2008-10-02 \n",
" 9.827311e+05 \n",
" 0.0 \n",
" 0.0 \n",
" 386176.125000 \n",
" 51699144.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 53068052.0 \n",
" 1.216493e+06 \n",
" ... \n",
" 0.0 \n",
" 0.0 \n",
" 51851560.0 \n",
" 0.0 \n",
" 0.0 \n",
" 53068052.0 \n",
" -7.450600e-09 \n",
" -0.0 \n",
" 4 \n",
" 4 \n",
" \n",
" \n",
"
\n",
"
5 rows × 22 columns
\n",
"
"
],
"text/plain": [
" GWF_IN RAINFALL_IN EVAPORATION_IN RUNOFF_IN \\\n",
"1998-04-02 1.378638e+06 0.0 0.0 390723.562500 \n",
"2007-04-02 1.147938e+06 0.0 0.0 213503.109375 \n",
"2007-10-02 8.033963e+05 0.0 0.0 238699.078125 \n",
"2008-04-02 1.167627e+06 0.0 0.0 227403.312500 \n",
"2008-10-02 9.827311e+05 0.0 0.0 386176.125000 \n",
"\n",
" EXT-INFLOW_IN EXT-OUTFLOW_IN STORAGE_IN AUXILIARY_IN \\\n",
"1998-04-02 52337480.0 0.0 0.0 0.0 \n",
"2007-04-02 56911972.0 0.0 0.0 0.0 \n",
"2007-10-02 19438356.0 0.0 0.0 0.0 \n",
"2008-04-02 52732372.0 0.0 0.0 0.0 \n",
"2008-10-02 51699144.0 0.0 0.0 0.0 \n",
"\n",
" TOTAL_IN GWF_OUT ... RUNOFF_OUT EXT-INFLOW_OUT \\\n",
"1998-04-02 54106840.0 1.019311e+06 ... 0.0 0.0 \n",
"2007-04-02 58273412.0 1.288051e+06 ... 0.0 0.0 \n",
"2007-10-02 20480450.0 7.053850e+05 ... 0.0 0.0 \n",
"2008-04-02 54127404.0 1.081026e+06 ... 0.0 0.0 \n",
"2008-10-02 53068052.0 1.216493e+06 ... 0.0 0.0 \n",
"\n",
" EXT-OUTFLOW_OUT STORAGE_OUT AUXILIARY_OUT TOTAL_OUT \\\n",
"1998-04-02 53087528.0 0.0 0.0 54106840.0 \n",
"2007-04-02 56985364.0 0.0 0.0 58273412.0 \n",
"2007-10-02 19775066.0 0.0 0.0 20480450.0 \n",
"2008-04-02 53046380.0 0.0 0.0 54127404.0 \n",
"2008-10-02 51851560.0 0.0 0.0 53068052.0 \n",
"\n",
" IN-OUT PERCENT_DISCREPANCY kstp kper \n",
"1998-04-02 -1.490100e-08 -0.0 0 0 \n",
"2007-04-02 1.490100e-08 0.0 9 1 \n",
"2007-10-02 0.000000e+00 0.0 4 2 \n",
"2008-04-02 2.235200e-08 0.0 4 3 \n",
"2008-10-02 -7.450600e-09 -0.0 4 4 \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sfr_df = get_listfile_data(listfile=mf6_listfile, model_start_datetime=mf6_model_start_date,\n",
" budgetkey='SFR BUDGET')\n",
"sfr_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Basic summary of MODFLOW water balance"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:13.082012Z",
"iopub.status.busy": "2024-09-05T16:09:13.081729Z",
"iopub.status.idle": "2024-09-05T16:09:13.548160Z",
"shell.execute_reply": "2024-09-05T16:09:13.547664Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_budget_summary(df, title_prefix='Little Plover example',\n",
" xtick_stride=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot just the net fluxes for each component\n",
"* add a secondary axis with other units\n",
"\n",
"Note: `model_length_units` and `model_time_units` are needed to convert units to the secondary axis units."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:13.550132Z",
"iopub.status.busy": "2024-09-05T16:09:13.549955Z",
"iopub.status.idle": "2024-09-05T16:09:13.871930Z",
"shell.execute_reply": "2024-09-05T16:09:13.871439Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_budget_summary(df, title_prefix='Little Plover example', term_nets=True,\n",
" model_length_units='feet', model_time_units='time',\n",
" secondary_axis_units='mgal/day')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot a subset of results\n",
"\n",
"This can be useful for models with many stress periods"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:13.874359Z",
"iopub.status.busy": "2024-09-05T16:09:13.873918Z",
"iopub.status.idle": "2024-09-05T16:09:14.156977Z",
"shell.execute_reply": "2024-09-05T16:09:14.156383Z"
},
"render": {
"image": {
"width": "500px"
}
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_budget_summary(df, title_prefix='Little Plover example',\n",
" xtick_stride=2,\n",
" plot_start_date='2011-05', plot_end_date='2011-09')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plot budget sums by calendar year\n",
"* with percentages"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:14.159080Z",
"iopub.status.busy": "2024-09-05T16:09:14.158767Z",
"iopub.status.idle": "2024-09-05T16:09:14.404783Z",
"shell.execute_reply": "2024-09-05T16:09:14.404250Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plot_budget_summary(df, title_prefix='Little Plover example', \n",
" annual_sums=True, plot_pcts=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plot budget sums for an arbitrary grouping\n",
"``plot_budget_summary`` and ``plot_budget_term`` can take any DataFrame with column names structured like those output by ``flopy.utils.MfListBudget`` (i.e. with ``_IN`` or ``_OUT`` suffixes), and a datetime index. So pandas ``groupby`` (or any other manipulations) can be performed on the data beforehand to achieve the desired result.\n",
"\n",
"In this case, we group the data into growing season vs. non-growing season based on month:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:14.407069Z",
"iopub.status.busy": "2024-09-05T16:09:14.406888Z",
"iopub.status.idle": "2024-09-05T16:09:14.420132Z",
"shell.execute_reply": "2024-09-05T16:09:14.419639Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" STORAGE_IN \n",
" CONSTANT_HEAD_IN \n",
" WELLS_IN \n",
" RECHARGE_IN \n",
" STREAM_LEAKAGE_IN \n",
" TOTAL_IN \n",
" STORAGE_OUT \n",
" CONSTANT_HEAD_OUT \n",
" WELLS_OUT \n",
" RECHARGE_OUT \n",
" STREAM_LEAKAGE_OUT \n",
" TOTAL_OUT \n",
" IN-OUT \n",
" PERCENT_DISCREPANCY \n",
" kstp \n",
" kper \n",
" \n",
" \n",
" growing_season \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" Growing season (May - Sept) \n",
" 625680.937500 \n",
" 757334.25 \n",
" 0.0 \n",
" 1.117286e+06 \n",
" 684.561279 \n",
" 2500986.00 \n",
" 681521.0000 \n",
" 406225.3750 \n",
" 746160.937500 \n",
" 0.0 \n",
" 667186.375 \n",
" 2501093.750 \n",
" -107.687500 \n",
" -0.00500 \n",
" 4.0 \n",
" 6.5 \n",
" \n",
" \n",
" Non-growing season (Oct - April) \n",
" 148805.484375 \n",
" 845780.50 \n",
" 0.0 \n",
" 7.841528e+05 \n",
" 532.971741 \n",
" 1779271.75 \n",
" 611469.8125 \n",
" 360034.9375 \n",
" 110107.578125 \n",
" 0.0 \n",
" 697856.500 \n",
" 1779468.875 \n",
" -197.078125 \n",
" -0.01375 \n",
" 4.0 \n",
" 5.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" STORAGE_IN CONSTANT_HEAD_IN WELLS_IN \\\n",
"growing_season \n",
"Growing season (May - Sept) 625680.937500 757334.25 0.0 \n",
"Non-growing season (Oct - April) 148805.484375 845780.50 0.0 \n",
"\n",
" RECHARGE_IN STREAM_LEAKAGE_IN TOTAL_IN \\\n",
"growing_season \n",
"Growing season (May - Sept) 1.117286e+06 684.561279 2500986.00 \n",
"Non-growing season (Oct - April) 7.841528e+05 532.971741 1779271.75 \n",
"\n",
" STORAGE_OUT CONSTANT_HEAD_OUT \\\n",
"growing_season \n",
"Growing season (May - Sept) 681521.0000 406225.3750 \n",
"Non-growing season (Oct - April) 611469.8125 360034.9375 \n",
"\n",
" WELLS_OUT RECHARGE_OUT \\\n",
"growing_season \n",
"Growing season (May - Sept) 746160.937500 0.0 \n",
"Non-growing season (Oct - April) 110107.578125 0.0 \n",
"\n",
" STREAM_LEAKAGE_OUT TOTAL_OUT IN-OUT \\\n",
"growing_season \n",
"Growing season (May - Sept) 667186.375 2501093.750 -107.687500 \n",
"Non-growing season (Oct - April) 697856.500 1779468.875 -197.078125 \n",
"\n",
" PERCENT_DISCREPANCY kstp kper \n",
"growing_season \n",
"Growing season (May - Sept) -0.00500 4.0 6.5 \n",
"Non-growing season (Oct - April) -0.01375 4.0 5.0 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['growing_season'] = 'Non-growing season (Oct - April)'\n",
"df.loc[(df.index.month > 5) & (df.index.month < 10), 'growing_season'] = 'Growing season (May - Sept)'\n",
"gs = df.groupby('growing_season').mean()\n",
"gs"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:14.422076Z",
"iopub.status.busy": "2024-09-05T16:09:14.421791Z",
"iopub.status.idle": "2024-09-05T16:09:14.695039Z",
"shell.execute_reply": "2024-09-05T16:09:14.694512Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plot_budget_summary(gs, title_prefix='Little Plover example',\n",
" plot_pcts=True)\n",
"ax.xaxis.set_tick_params(rotation=45)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### This can be done for net fluxes too"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:14.697038Z",
"iopub.status.busy": "2024-09-05T16:09:14.696863Z",
"iopub.status.idle": "2024-09-05T16:09:15.001391Z",
"shell.execute_reply": "2024-09-05T16:09:15.000857Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['growing_season'] = 'Non-growing season (Oct - April)'\n",
"df.loc[(df.index.month > 5) & (df.index.month < 10), 'growing_season'] = 'Growing season (May - Sept)'\n",
"gs = df.groupby('growing_season').mean()\n",
"ax = plot_budget_summary(gs, title_prefix='Little Plover example',\n",
" term_nets=True,\n",
" plot_pcts=True)\n",
"ax.xaxis.set_tick_params(rotation=45)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot a budget term\n",
"Two plots are produced\n",
"* absolute values, optionally with secondary axis as above\n",
"* as a fraction of model or advanced stress package (e.g. SFR) budget"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:15.003344Z",
"iopub.status.busy": "2024-09-05T16:09:15.003181Z",
"iopub.status.idle": "2024-09-05T16:09:15.533846Z",
"shell.execute_reply": "2024-09-05T16:09:15.533381Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_budget_term(sfr_df, 'RUNOFF_IN', title_prefix='Shellmound SFR')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Any column in the listing file budget dataframe (``df``) can be plotted, \n",
"by specifying the first part of the column name (without the `_IN` or `_OUT` at the end)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:15.535809Z",
"iopub.status.busy": "2024-09-05T16:09:15.535636Z",
"iopub.status.idle": "2024-09-05T16:09:15.539347Z",
"shell.execute_reply": "2024-09-05T16:09:15.538846Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['STORAGE_IN', 'CONSTANT_HEAD_IN', 'WELLS_IN', 'RECHARGE_IN',\n",
" 'STREAM_LEAKAGE_IN', 'TOTAL_IN', 'STORAGE_OUT', 'CONSTANT_HEAD_OUT',\n",
" 'WELLS_OUT', 'RECHARGE_OUT', 'STREAM_LEAKAGE_OUT', 'TOTAL_OUT',\n",
" 'IN-OUT', 'PERCENT_DISCREPANCY', 'kstp', 'kper', 'growing_season'],\n",
" dtype='object')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### For example"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:15.541078Z",
"iopub.status.busy": "2024-09-05T16:09:15.540930Z",
"iopub.status.idle": "2024-09-05T16:09:15.930483Z",
"shell.execute_reply": "2024-09-05T16:09:15.929952Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_budget_term(df, 'WELLS', title_prefix='Shellmound SFR')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot term by stress period instead of time\n",
"\n",
"Can be useful for models with long spin-up periods that obscure shorter periods of interest when whole simulation time is plotted."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:15.932696Z",
"iopub.status.busy": "2024-09-05T16:09:15.932331Z",
"iopub.status.idle": "2024-09-05T16:09:16.261886Z",
"shell.execute_reply": "2024-09-05T16:09:16.261470Z"
},
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/runner/work/modflow-export/modflow-export/mfexport/listfile.py:670: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
" ax2.set_xticklabels(datetime_labels, rotation=90)\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA84AAAMkCAYAAABpynm8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVxVdf7H8dcF7mVRQBQFSVRccglXKJfcSsVMM3NK2zQnLR3bCM0ymzKn0cZJtHTULFNb/OlMpVm5oblmmguWe5uKC0gogguynt8fjHe6gohcrgfh/Xw87uPBPed7vt/3/aLih+9ZLIZhGIiIiIiIiIhIodzMDiAiIiIiIiJSlqlwFhERERERESmCCmcRERERERGRIqhwFhERERERESmCCmcRERERERGRIqhwFhERERERESmCCmcRERERERGRIqhwFhERERERESmCCmcRERERERGRIqhwFhGRMm/r1q3cd9991K5dG09PT4KCgmjXrh0jR450aFe3bl169+5dqmNbLBbGjRtnf79u3TosFgvr1q0r1XHKmmv5nMX9/nTp0gWLxVLoa8+ePQ7jXnq5u7tTvXp17rnnHrZv316s7PPmzXPow8PDg5o1a/Lggw/y888/F2hf1J+b7du3Y7FYmDdvnn3buHHjsFgs1KhRg7Nnzxa7v1OnTjFmzBiaNm2Kj48Pfn5+tG3bln/9619kZ2cXaH+luQoMDCyQpbDX9OnTizNdIiJSDB5mBxARESnK119/TZ8+fejSpQuTJk2iZs2aJCYmsn37dhYuXMjkyZPNjlihXev3p169enzyyScF+qlfv77D+wkTJnDHHXeQnZ1NfHw8r7/+Op07d2bXrl00bNiwWNnmzp1L48aNuXjxIt9++y1///vfWbt2LQcOHCAgIKDkH/q/fv/9dyZNmsTf/va3q7Y9cOAAUVFRnDt3jpEjR9K+fXsyMjL46quveO655/jPf/7DsmXL8PHxcTju/vvvL/ALCKvVWqD/FStW4O/v77AtLCysBJ9KREQKo8JZRETKtEmTJhEWFsbKlSvx8Pjfj60HH3yQSZMmmZhM4Nq/P97e3rRt2/aq/TZs2NDermPHjlSpUoXHHnuMjz/+mNdff71Y2cLDw4mMjATyV7tzc3N57bXXWLJkCX/+85+L1UdR7rrrLqZMmcJTTz1FcHDwFdvl5ubypz/9ifT0dL7//ntuvvlm+767776bzp078+CDDxITE8OsWbMcjg0KCirWfEVERDisRIuISOnSqdoiIlKmnTp1isDAQIei7BI3t8J/jK1YsYLWrVvj7e1N48aN+eCDDwq0SUpKYtiwYdSqVQubzUZYWBivv/46OTk515xx8ODBVK5cmQMHDtCjRw8qVapEzZo1efPNNwHYsmULHTp0oFKlStx8883Mnz+/QB979uzh3nvvJSAgAC8vL1q2bFmg3aVTkA8fPuywvbDTqrt06UJ4eDjbtm2jY8eO+Pj4UK9ePd58803y8vIcjj9w4AB33XUXPj4+BAYGMnz48EJPQS5MSb4/JXGpAD558qSpffzRG2+8QU5OjsOp/IVZvHgx+/bt46WXXnIomi8ZMGAAUVFRzJkzh6SkpFLJJiIipUuFs4iIlGnt2rVj69atPPvss2zdurXQa0H/6IcffmDkyJE8//zzfPHFFzRv3pwhQ4awYcMGe5ukpCRuu+02Vq5cyauvvsry5csZMmQIEydO5IknnihRzuzsbPr160evXr344osv6NmzJ2PGjOHll1/mscce4/HHH2fx4sU0atSIwYMHs2PHDvuxBw8epH379uzdu5d33nmHzz//nKZNmzJ48GCnVtWTkpJ45JFHePTRR1m6dKk908cff2xvc/LkSTp37syePXuYMWMGH330EefOnePpp58u1hjX+v0ByMnJcXhdXsgX5tChQwCFFp7FVRp9/FGdOnUYMWIEc+bM4aeffrpiu7i4OAD69u17xTZ9+/YlJyenwDXlhmEUmC/DMAocn5ub69AmNze3RJ9JRESuwBARESnDUlJSjA4dOhiAARhWq9Vo3769MXHiROPs2bMObevUqWN4eXkZR44csW/LyMgwqlatagwbNsy+bdiwYUblypUd2hmGYbz11lsGYOzdu9e+DTBee+01+/u1a9cagLF27Vr7tscee8wAjM8++8y+LTs726hevboBGDt37rRvP3XqlOHu7m7ExMTYtz344IOGp6enkZCQ4JCnZ8+eho+Pj3HmzBnDMAxj7ty5BmAcOnTIoV1hmTp37mwAxtatWx3aNm3a1OjRo4f9/YsvvmhYLBZj165dDu26d+9eoM/CXMv351Kmy1+PPPJIgc+yaNEiIzs727hw4YLx7bffGo0aNTKaNm1qpKamFpnnj/O0ZcsWIzs72zh79qyxYsUKIzg42OjUqZORnZ3t0L5OnTpGr169Cu1r27ZtBmDMnTvXvu21114zAOP33383UlJSDH9/f+NPf/rTFfu76667DMC4ePHiFTMvX77cAIx//OMf9m2FzRVgvPfeewWyXP666aabrjpPIiJSfLrGWUREyrRq1aqxceNGtm/fzpo1a9i+fTvr1q1jzJgxvPvuu2zbts3h2s6WLVtSu3Zt+3svLy9uvvlmjhw5Yt/21VdfcccddxASEuJwanbPnj0ZNWoU69evp2nTpteU02KxcPfdd9vfe3h40KBBAzw8PGjVqpV9e9WqValRo4ZDnm+++YauXbsSGhrq0OfgwYNZvnw53333HXfdddc15QEIDg7mtttuc9jWvHlzdu3aZX+/du1abrnlFlq0aOHQ7uGHH7avlBblWr8/9evXZ+HChQX6uNyAAQMc3tesWZPNmzdTpUqVq2a65PJrg5s0acIXX3xR6GnlJVWtWjVefPFFXn75ZbZu3UqbNm1K1I/x31Vki8XisL1///688MILDtvq1q1b4PjVq1c73BzMZrOVKIeIiBROhbOIiNwQIiMj7deoZmdn8+KLLzJlyhQmTZrkcDpzYUWYp6cnGRkZ9vcnT57kyy+/LPTuxAApKSnXnM/HxwcvLy+HbTabjapVqxZoa7PZuHjxov39qVOnqFmzZoF2ISEh9v0lUZy5OHXqVKF3Xy7qZleFKe73x8vLy96uKP/4xz+48847uXDhAqtWrWLixIn07duXrVu34unpWaxMH374IU2aNOHs2bMsWrSId999l4ceeojly5c7tPPw8Ljiqc2XfrFypT8rANHR0UyfPp3Ro0ezfv36Avsv/SLn0KFDNG7cuNA+Ll23fvkvT6pXr16s+WrRooVuDiYi4kK6xllERG44VquV1157DcD+/N9rERgYSFRUFNu2bSv0NWTIkNKOXKRq1aqRmJhYYPuJEyfseQF7YZ6ZmenQriSF/h/HLuyGVM7cpMrZ7w/kP7YqMjKSTp068cYbbzB+/Hh++OEHpk2bVuw+mjRpQmRkJHfccQezZs1i6NChrFixgk8//dShXVBQEMePHy+0j0vbg4KCrjiOt7c348aNY8OGDXz99dcF9nfv3h2AJUuWXLGPJUuW4OHhQZcuXa7yqURExAwqnEVEpEwrrKAE2L9/P/C/Vdlr0bt3b/bs2UP9+vXtK6V/fJWkT2d07dqVb775xl4oX/Lhhx/i4+NjP+X40im6P/74o0O7pUuXlnjsO+64g7179/LDDz84bF+wYEGxjnfF96cwo0ePpkGDBrz55pvFvuP35SZNmkRAQACvvvqqww3JunXrxp49e9i3b1+BY/79739TuXLlq56C/fjjj9OkSRNeeumlAjc7u++++2jatClvvvlmoTcRW7RoEatWrWLo0KHXvNIvIiLXh07VFhGRMq1Hjx7UqlWLe+65h8aNG5OXl8euXbuYPHkylStX5rnnnrvmPsePH09cXBzt27fn2WefpVGjRly8eJHDhw+zbNkyZs2aRa1atVzwaQr32muv2a+7fvXVV6latSqffPIJX3/9NZMmTbJfu3rrrbfSqFEjRo0aRU5ODgEBASxevJhNmzaVeOzo6Gg++OADevXqxRtvvEFQUBCffPIJBw4cKNbxrvj+FMZqtTJhwgT69+/P22+/zSuvvHLNfQQEBDBmzBhGjx7NggULePTRRwF47rnn+PDDD+nSpQsvv/wyzZo1IzU1lUWLFvHpp58SGxuLr69vkX27u7szYcIE7rvvPiD/WvI/7vvss8/o3r077dq1Y+TIkbRr147MzEy+/PJLZs+eTefOnZk8efI1fyYREbk+tOIsIiJl2iuvvEJAQABTpkyhT58+9OzZk3feeYdu3brx/fff06xZs2vus2bNmmzfvp2oqCj++c9/ctdddzFw4EA++OADWrZsSUBAgAs+yZU1atSIzZs306hRI5566in69u3Lnj17mDt3rsONodzd3fnyyy9p3Lgxw4cPZ9CgQXh6ejJ9+vQSjx0cHGy/Gdpf/vIXHn30Uby8vIrdpyu+P1fywAMP0KZNG2JjY0lLSytRH8888wy1a9dm/Pjx9uuaq1atypYtW7j//vuZMmUKd911F48//jhJSUn85z//4fnnny9W33379qV9+/aF7mvcuDG7du3iySef5KOPPuLuu+/mgQceYPv27UydOpW4uDh8fHxK9JlERMT1LIZRyMMARURERERERATQirOIiIiIiIhIkVQ4i4iIiIiIiBRBhbOIiIiIiIhIEVQ4i4iIiIiIiBRBhbOIiIiIiIhIEfQc5zIsLy+PEydO4Ovri8ViMTuOiIiIiIjIDcMwDM6ePUtISAhubs6tGatwLsNOnDhBaGio2TFERERERERuWEePHqVWrVpO9aHCuQzz9fUF8r/Rfn5+JqepWAYMGMCiRYvMjlEhae7No7k3h+bdPJp782juzaO5N4fm3Rzp6emEhoba6ypnqHAuwy6dnu3n56fC+TqzWq2ac5No7s2juTeH5t08mnvzaO7No7k3h+bdXKVx2atuDiYiIiIiIiJSBBXOIiIiIiIiIkVQ4SwiIiIiIiJSBF3jLCIiIiIiUkbl5uaSnZ1tdowyyWq14u7ufl3GUuEsIiIiIiJSxhiGQVJSEmfOnDE7SplWpUoVgoODS+UGYEVR4SwiIiIiIlLGXCqaa9SogY+Pj8sLwxuNYRhcuHCB5ORkAGrWrOnS8VQ4i4iIiIiIlCG5ubn2orlatWpmxymzvL29AUhOTqZGjRouPW1bNwcTEREREREpQy5d0+zj42NykrLv0hy5+jpwFc4iIiIiIiJlkE7PvrrrNUcqnEVEhNzcPLMjiIiIiJRZKpxFRCq4DT/+RuOxX5HasBcXs/S4CxEREZHLqXAWEang5m84QDbuHLXW4t5/fs3ZCxfNjiQiIiJSpqhwFhGp4HYlZdq/PnjWSu9/LudU2nkTE4mIiMiNavDgwfTt29fsGKVOhbOISAW270gSp3JsWDBoemoDVnI5kmGjd+wqjqecMTueiIiISJmg5ziLiFRgX3z/MwCh3tl4nNzPu089wYhFe0nMtNHn7bUsHN6BhjdVNzmliIhIxWYYBhnZuaaM7W11L/Gdq7t06ULz5s3x8vLi/fffx2azMXz4cMaNG1e6Ia8DFc4iIhXYpl9OAx7cFlqZn3bAnS0b8KGXjT9/uJNT2Tb+NONbPhnahmZhNc2OKiIiUmFlZOfS9NWVpoy9b3wPfGwlLxvnz59PTEwMW7du5bvvvmPw4MHcfvvtdO/evRRTup5O1RYRqaAyMrP5KS3/N8h3tw6zb7+tcW3+/WRb/N2zSc+18uB7W/lu32GTUoqIiMiNrHnz5rz22ms0bNiQQYMGERkZyZo1a8yOdc204iwiUkGt3PET2bjjbcmhc7N6TP3DvlvqBrP4qQ4MmLmR37NtDP7oB6bfn0X3iJvNiisiIlJheVvd2Te+h2ljO6N58+YO72vWrElycrJTfZpBhbOISAW18sejADStasHdveAJSPVCAln6fFfuf2cNxy/aGPGfA/wjI4t+HcKvd1QREZEKzWKxOHW6tJmsVqvDe4vFQl5enklpSk6naouIVFA7T2QA0PnmK9/8q2ZVP74a2YN6lbLIxp0XvjrEvLid1yuiiIiISJmgwllEpAL67UQKJ7NsgMF97RoX2TbA14cvR91NU79scnHj9TUneOeL765PUBEREZEyQIWziEgFtGTrQQBqemYTWiPgqu0reXuy5IXeRAbmYmAh9rtTvLFwvatjioiIiJQJN+aJ8iIi4pQNP58C3Im4yafYx9isHix6vjeP/2s5609YeH/XOdIyVvPPP3dzXVARERG5ocybN8/+9bp16wrsX7JkyXXLUpq04iwiUsFk5+SyP9UAoGeL2td0rLu7G3Of7knvevm/d/3PwUyGz1xxQ97kQ0RERKS4VDiLiFQw3+z6hUzDAxu5dG/d8JqPd3NzY/qTPXikqTcAK47kMvCdZWTn5JZ2VBEREZEyQYWziEgFs3zXEQAaVzGwWUt+xc7fB93JXyL9AYNvkyw8EPs1F7OySymliIiISNlRJgvnunXrYrFYCryeeuopAAzDYNy4cYSEhODt7U2XLl3Yu3evQx+ZmZk888wzBAYGUqlSJfr06cOxY8euOvaMGTMICwvDy8uLiIgINm7c6LDflWOLiFwP246dB6BDg2pO9/Xi/R14qWMN3Mhj12l37v3n15y9cNHpfkVERETKkjJZOG/bto3ExET7Ky4uDoAHHngAgEmTJhEbG8v06dPZtm0bwcHBdO/enbNnz9r7iI6OZvHixSxcuJBNmzZx7tw5evfuTW7ulU8lXLRoEdHR0YwdO5b4+Hg6duxIz549SUhIsLdx1dgiItfDiZQ0Tly0AtC3baNS6XN4r9v4W1Qo7uRx8KyV3v9czqm086XSt4iIiEhZUCYL5+rVqxMcHGx/ffXVV9SvX5/OnTtjGAZTp05l7Nix9OvXj/DwcObPn8+FCxdYsGABAGlpacyZM4fJkyfTrVs3WrVqxccff8zu3btZvXr1FceNjY1lyJAhDB06lCZNmjB16lRCQ0OZOXMmgEvHFhG5HpZsOYCBhUBrFjfXql5q/T5yZ0um3FsfG7kcybDRa/IqjqecKbX+RURERMxUJgvnP8rKyuLjjz/m8ccfx2KxcOjQIZKSkoiKirK38fT0pHPnzmzevBmAHTt2kJ2d7dAmJCSE8PBwe5vCxtmxY4fDMQBRUVH2Y1w19iWZmZmkp6c7vEREStO6g8kAtK7pVep992nXlNkP3YKXJYekLBt9pq7l5+O/l/o4IiIiItdbmS+clyxZwpkzZxg8eDAASUlJAAQFBTm0CwoKsu9LSkrCZrMREBBwxTaXS0lJITc396r9umLsSyZOnIi/v7/9FRoaWmR7EZFrkZeXx55T+Y+NimpWyyVjdGlRn48Ht6aSWzancmz8aca3/PDrCZeMJSIiInK9lPnCec6cOfTs2ZOQkBCH7RaLxeG9YRgFtl2uOG2K06+rxh4zZgxpaWn219GjR4tsLyJyLb7de5gLeR54kEvPW0vn+ubCRDYK5d9PtqWKezbpuVYemrON7/Yddtl4IiIiIq5WpgvnI0eOsHr1aoYOHWrfFhwcDFBg9TY5Odm+EhwcHExWVhapqalXbHO5wMBA3N3dr9qvK8a+xNPTEz8/P4eXiEhp+WrHIQAa+OVRycvm0rFuqRvMkmc6Ud2axYU8DwZ/9AMrtx906ZgiIiIirlKmC+e5c+dSo0YNevXqZd8WFhZGcHCw/U7bkH998vr162nfvj0AERERWK1WhzaJiYns2bPH3uZyNpuNiIgIh2MA4uLi7Me4amwRketha0L+fRPahwVcpWXpqBtclS+f78pNXllkGh489elBPtu057qMLSIiIuY5evQoQ4YMISQkBJvNRp06dXjuuec4depUsfs4fPgwFouFXbt2uS7oNfAwO8CV5OXlMXfuXB577DE8PP4X02KxEB0dzYQJE2jYsCENGzZkwoQJ+Pj48PDDDwPg7+/PkCFDGDlyJNWqVaNq1aqMGjWKZs2a0a1btyuOGRMTw8CBA4mMjKRdu3bMnj2bhIQEhg8f7vKxRURc6VT6eY5cyH8M1b23Nbxu4wZX9eOrkT3409SV/HbexuivDpF+IZM/R0VctwwiIiJy/fz222+0a9eOm2++mf/7v/8jLCyMvXv38sILL7B8+XK2bNlC1apVzY55zcps4bx69WoSEhJ4/PHHC+wbPXo0GRkZjBgxgtTUVNq0acOqVavw9fW1t5kyZQoeHh7079+fjIwMunbtyrx583B3d7e36dKlC3Xr1mXevHkADBgwgFOnTjF+/HgSExMJDw9n2bJl1KlTp9THFhG5npb+9zFUVdyzaVE/5OoHlKIAXx++HHU3/aeuYG+aB+O/SSQ94zueu7fddc0hIiJywzIMyL5gzthWH7jKvZr+6KmnnsJms7Fq1Sq8vb0BqF27Nq1ataJ+/fqMHTuWmTNnYrFYWLx4MX379rUfW6VKFaZOncrgwYMJCwsDoFWrVgB07tyZdevWldrHulYlLpxXrlxJ9+7dcXNzzdneUVFRGIZR6D6LxcK4ceMYN27cFY/38vJi2rRpTJs27YptDh8+bL9b9yUjRoxgxIgRVzymtMYWEbme1uxLBCy0CLKaMn4lb08Wj+rFI28vZ1uKG1O+O83ZjPW88mBnU/KIiIjcULIvwITr+4tvu5dPgK1SsZqePn2alStX8ve//91eNF8SHBzMI488wqJFi5gxY8ZV+/r++++57bbbWL16Nbfccgs2m2vvz3I1Ja567777blJSUkozy3V14MABfH19GTRokNlRRERcKi8vjx9/zwGg2y0m/dAFbFYPFj7fiy435b9/f9c5Xpi7mry8PNMyiYiISOn5+eefMQyDJk2aFLq/SZMmpKam8vvvv1+1r+rVqwNQrVo1goODTT+9u8QrzldaDb5RNG7cmN27d5sdQ0TE5Xb+cpz0XCtu5HFPm8amZnF3d+ODp3oS/X4cS3/L4T8HM0mftZKZw3u47AwmERGRG57VJ3/l16yxS8mlGvJqj+kti/S/FBGRcm7ptl8ACKuUS5XK3ldp7Xpubm6882QPHr0lP8vKhDwefXsZ2Tm5JicTEREpoyyW/NOlzXhdQ5HboEEDLBYL+/btK3T/gQMHCAgIIDAwEIvFUmAxNjs726lpciWnCufp06ezcuXKG/qUbRGR8u67Q2kAtK1Ttp4N/8bAOxkR6Y8Fg80nLTww+SsyMsvuD0wREREpWrVq1ejevTszZswgIyPDYV9SUhKffPIJAwYMwGKxUL16dRITE+37f/75Zy5c+N8N0C5d05ybWzZ+se5U4Txz5kx69uxJUFAQtWvXpm/fvvztb3/j66+/dpgEERExx9kLF/ntXP4d/XtH1jc5TUGj7+/Ai51q4EYeu1I96PvW16Sfv2h2LBERESmh6dOnk5mZSY8ePdiwYQNHjx5lxYoVdO/enZtuuom///3vANx5551Mnz6dnTt3sn37doYPH47V+r+bmNaoUQNvb29WrFjByZMnSUtLM+sjAU4Wznv37uXYsWMsXbqUJ554AovFwvvvv88999xDrVq1CAkx7yY0IiICX31/kFzcqOyWTZvGoWbHKdTwu2/jjR61cSePg2et3PPWck6lnTc7loiIiJRAw4YN2b59O/Xr12fAgAHUr1+fJ598kjvuuIPvvvvOfpOvyZMnExoaSqdOnXj44YcZNWoUPj7/u57aw8ODd955h3fffZeQkBDuvfdesz5Sfp6SHnjpgu6QkBBCQkLo1auXfd/p06fZvn07u3btcjqgiIiUXNye4wA0r+5Rpm++9fAdLfDzsRGz+GeOZNjoNXkVnz17BzcFVjE7moiIiFyjOnXqMHfu3CLbhISEsHLlSodtZ86ccXg/dOhQhg4dWtrxSqTE/4sq6q7aVatWJSoqitGjR5e0exERKQW7kjIBuLNJsMlJrq53mybMfugWvCw5JGXZ6DN1LT8fv/rjKkRERERcrcSF8/Lly/H39y/NLCIiUor2Hk7idI4NCwb3tjX3MVTF1aVFfT4e3JrKbtmcyrHxpxnfsuvX42bHEhERkQquxIXz+vXr+eGHH0ozi4iIlKIvvv8JgFDvbKpXqWxymuKLbBTKv4e1JcA9i/RcKw+/v51v9x4yO5aIiIhUYCUunBMTE+nduzc1a9bkySef5OuvvyYzM7M0s4mIiBO+/TUVgDa1fU1Ocu2a1glm8TOdqW7N4oLhweMf/8iK7QfNjiUiIiIVVIkL57lz53Ly5En+/e9/U6VKFUaOHElgYCD9+vVj3rx5eraziIiJMjKz+Skt/yaOvVqHmZymZOoGV+XL57tSyyuLTMODpz89yKcbd5sdS0RE5LrJy8szO0KZd73mqMR31Yb8O2t37NiRjh07MmnSJPbv38+XX37Je++9x7Bhw2jTpg19+vThoYce4qabbiqtzCIichUrtv9ENu54W3LoGH5jFs4AwVX9+HJkD+6fuopfz1sZ/fVhzmZk8eeoCLOjiYiIuIzNZsPNzY0TJ05QvXp1bDab/alGks8wDLKysvj9999xc3PDZrO5dDynCufLNWnShCZNmjB69Gh+//13li5dytKlSwEYNWpUaQ4lIiJFWPnjUQBuqWbB3b3sPoaqOAJ8fVj6wt30n7KcvWkejP8mkbQLm4nu297saCIiIi7h5uZGWFgYiYmJnDhxwuw4ZZqPjw+1a9d2+WM3S7Vw/qPq1aszZMgQhgwZ4qohRETkCnaeyABsdL65htlRSkUlLxuLR/XikbeXsy3FjalbUknPWM+rD3U2O5qIiIhL2Gw2ateuTU5ODrm5uWbHKZPc3d3x8PC4Lqvx11w4p6amYhgGVatW5ffff2fDhg00atSI8PBwV+QTEZFr9OuJFJKzbYBB37aNzI5TamxWDxY+34uhM5az9jh88MM50jPimDS4q8t/yywiImIGi8WC1WrFarWaHaXCu6b/abz//vtERkYSERHBzJkzue+++1izZg0PPvggs2fPdlVGERG5Bku25N99uqZnNqE1AkxOU7rc3d2Y81RP7q2f/x+IT3/KYvislbp5ioiIiLjUNa04T5s2jb1793LhwgVq167NoUOHqF69Ounp6XTq1Iknn3zSVTlFRKSYNv6cAnhw600+ZkdxCTc3N95+Igq/j9fy0Z4LrErI446/fUEVrxtz1Tnl5nu59x9fmB2jQtLcm0dzbx7NvTk07+bIvnih1Pq6psLZ3d0dLy8vvLy8aNCgAdWrVwfAz89Pd3kTESkDsnNy2X8m/+u7WtYxNYur/e3RO/D77FtmbEvlSIaNIxlmJyohj2BOpJodooLS3JtHc28ezb05NO+myMssvVt6XVNPHh4eXLx4ES8vL9avX2/ffvbs2VILJCIiJbdm1y9kGh7YLLl0a9XA7Dgu98Kfbiei/i9s2n/c7CgltmnTJjp06GB2jApJc28ezb15NPfm0Lyb4+IFCxNLqa9rKpy/+eYbPD09AfD397dvz8jIYM6cOaUUSURESmp5/BEAGlcxsFld9uCEMuXOlg24s+WN+0uCPv83mVcfGmt2jApJc28ezb15NPfm0LybIz09nYlDS6eva/pfVeXKlQvdXqNGDWrUKB+PPBERuZFtP3YesNGxQaDZUURERETKDZfdSeWnn37i9ttvd1X3IiJymRMpaRzPzL/bdN+2N5ucRkRERKT8cFnhnJ2dzZYtW1zVvYiIXGbxlgOAherWLBreVN3sOCIiIiLlxo357A4RESlg3YFkAFrX9DI5iYiIiEj5UuLCefjw4bz33nts376drKys0swEwPHjx3n00UepVq0aPj4+tGzZkh07dtj3G4bBuHHjCAkJwdvbmy5durB3716HPjIzM3nmmWcIDAykUqVK9OnTh2PHjl117BkzZhAWFoaXlxcRERFs3LjRYb8rxxYRKYnc3Dz2nsoDIKp5qMlpRERERMqXEhfOP/74IzExMdx22234+vrSqlUrhgwZwowZM9iyZQvnz58vcajU1FRuv/12rFYry5cvZ9++fUyePJkqVarY20yaNInY2FimT5/Otm3bCA4Opnv37g6PxoqOjmbx4sUsXLiQTZs2ce7cOXr37k1ubu4Vx160aBHR0dGMHTuW+Ph4OnbsSM+ePUlISHD52CIiJfXt3sNcMDzwIJe7InV9s4iIiEhpKvGzSjZv3oxhGBw4cICdO3faX59//jlpaWkAWCyWEvX9j3/8g9DQUObOnWvfVrduXfvXhmEwdepUxo4dS79+/QCYP38+QUFBLFiwgGHDhpGWlsacOXP46KOP6NatGwAff/wxoaGhrF69mh49ehQ6dmxsLEOGDGHo0Pz7lk+dOpWVK1cyc+ZMJk6c6NKxRURK6qudvwHQ0C+PSl42k9OIiIiIlC9OXeNssVho0qQJjzzyCJMnT2bt2rWkpqby888/s3DhQl588cUS9bt06VIiIyN54IEHqFGjBq1ateK9996z7z906BBJSUlERUXZt3l6etK5c2c2b94MwI4dO8jOznZoExISQnh4uL3N5bKystixY4fDMQBRUVH2Y1w1NuSf3p2enu7wEhEpjq1H8s94ub1egMlJRERERMofl9wcrH79+vTv358JEyaU6PjffvuNmTNn0rBhQ1auXMnw4cN59tln+fDDDwFISkoCICgoyOG4oKAg+76kpCRsNhsBAQFXbHO5lJQUcnNzr9qvK8YGmDhxIv7+/vZXaKiuUxSRqzuVdp6EjPzHUN3bRqdpi4iIiJS2MnlX7by8PFq3bs2ECRNo1aoVw4YN44knnmDmzJkO7S4/FdwwjKueHl6cNsXp1xVjjxkzhrS0NPvr6NGjRfYnIgLwxZYDGFgIcM+iWVhNs+OIiIiIlDtlsnCuWbMmTZs2ddjWpEkT+w26goODAQqs3iYnJ9tXgoODg8nKyiI1NfWKbS4XGBiIu7v7Vft1xdiQf8q3n5+fw0tE5GrW7E8EoEWwrm0WERERcYUyWTjffvvtHDx40GHbTz/9RJ06dQAICwsjODiYuLg4+/6srCzWr19P+/btAYiIiMBqtTq0SUxMZM+ePfY2l7PZbERERDgcAxAXF2c/xlVji4iURF5eHj8m5wDQ7ZYQk9OIiIiIlE8luqv2jz/+SHh4OG5urqm7n3/+edq3b8+ECRPo378/33//PbNnz2b27NlA/mnS0dHRTJgwgYYNG9KwYUMmTJiAj48PDz/8MAD+/v4MGTKEkSNHUq1aNapWrcqoUaNo1qyZ/U7XhYmJiWHgwIFERkbSrl07Zs+eTUJCAsOHD3f52CIi12rnz8c5m2fFnTx639bY7DgiIiIi5VKJCudWrVqRmJhIjRo1qFevHtu2baNatWqlFurWW29l8eLFjBkzhvHjxxMWFsbUqVN55JFH7G1Gjx5NRkYGI0aMIDU1lTZt2rBq1Sp8fX3tbaZMmYKHhwf9+/cnIyODrl27Mm/ePNzd3e1tunTpQt26dZk3bx4AAwYM4NSpU4wfP57ExETCw8NZtmyZfbW7NMcWEXHW0m2/AFC3Ui5VKnubnEZERESkfCpR4VylShUOHTpEjRo1OHz4MHl5eaWdi969e9O7d+8r7rdYLIwbN45x48ZdsY2XlxfTpk1j2rRpV2xz+PBhBg8e7LBtxIgRjBgxwuVji4g467vDaYCVdnV1TwQRERERVylR4fynP/2Jzp07U7NmTSwWC5GRkVdcSf3tt9+cCuhKBw4cwNfXl0GDBpkdRUTkmp29cJHfzuX/23vPrQ1MTiMiIiJSfpWocJ49ezb9+vXjl19+4dlnn+WJJ55wOE35RtG4cWN2795tdgwRkRL5cutBcnGjsls2t95cy+w4IiIiIuVWiQpngLvuuguAHTt28Nxzz92QhbOIyI1s9Z7jADSv7uGymzWKiIiIiBOF8yVz587lzJkzTJ48mf3792OxWGjatCmPP/44/v7+pZFRREQKsetkJmDjzibBZkcRERERKdecXqLYvn079evXZ8qUKZw+fZqUlBRiY2OpX78+O3fuLI2MIiJymT2HEjmdY8OCwb1t9RgqEREREVdyesX5+eefp0+fPrz33nt4eOR3l5OTw9ChQ4mOjmbDhg1OhxQREUdffP8zAKHe2VSvUtnkNCIiIiLlm9OF8/bt2x2KZgAPDw9Gjx5NZGSks92LiEghvv31NGClTW3dX0JERETE1Zw+VdvPz4+EhIQC248ePaobhomIuEBGZjY/p+f/892rdZjJaURERETKP6cL5wEDBjBkyBAWLVrE0aNHOXbsGAsXLmTo0KE89NBDpZFRRET+YPm2g2Tjjrclh47hKpxFREREXM3pU7XfeustLBYLgwYNIicnBwCr1cpf/vIX3nzzTacDioiIo5W7jwJwSzUL7u56DJWIiIiIqzldONtsNt5++20mTpzIr7/+imEYNGjQAB8fn9LIJyIil9l54iJgo/PNNcyOIiIiIlIhOF04X+Lj40OzZs1KqzsRESnErydS+D3bBhj0bdvI7DgiIiIiFYLO8RMRuYEs/u4gADU9swmtEWByGhEREZGKQYWziMgNZOMvKQDcWkuXw4iIiIhcLyqcRURuEFnZORw4k/91z5Z1TM0iIiIiUpGocBYRuUGs2fULmYYHnpYcurZsYHYcERERkQrD6cI5IyODCxcu2N8fOXKEqVOnsmrVKme7FhGRP1i+6wgAjauAzVpq93YUERERkatwunC+9957+fDDDwE4c+YMbdq0YfLkydx7773MnDnT6YAiIpJv+7H8X1J2bBBochIRERGRisXpwnnnzp107NgRgE8//ZSgoCCOHDnChx9+yDvvvON0QBERgeMpZziRaQXgvnZ6DJWIiIjI9eR04XzhwgV8fX0BWLVqFf369cPNzY22bdty5MgRpwOKiAgs/u4AYKG6NYv6IVpxFhEREbmenC6cGzRowJIlSzh69CgrV64kKioKgOTkZPz8/JwOKCIisP7g7wC0DvEyOYmIiIhIxeN04fzqq68yatQo6tatS5s2bWjXrh2Qv/rcqlUrpwOKiFR0ubl57D2VB0CPZqEmpxERERGpeJy+Lettt93G4cOHOXnyJC1atLBv79q1K/369XO2exGRCm/jnkNcMDzwIJeet+r6ZhEREZHrzekV57CwMDw8PGjVqhVubv/rrn79+jRt2tTZ7kVEKryvdx4CoKFfHt6eVpPTiIiIiFQ8ThfOhmEUuv3cuXN4eelaPBERZ32fcBaA2+sFmJxEREREpGIqceEcExNDTEwMFouFV1991f4+JiaG5557jgEDBtCyZcsS9T1u3DgsFovDKzg42L7fMAzGjRtHSEgI3t7edOnShb179zr0kZmZyTPPPENgYCCVKlWiT58+HDt27Kpjz5gxg7CwMLy8vIiIiGDjxo0O+105tojI5X4/c46EjPxV5nvb3GxyGhEREZGKqcSFc3x8PPHx8RiGwe7du+3v4+PjOXDgAC1atGDevHklDnbLLbeQmJhof+3evdu+b9KkScTGxjJ9+nS2bdtGcHAw3bt35+zZs/Y20dHRLF68mIULF7Jp0ybOnTtH7969yc3NveKYixYtIjo6mrFjxxIfH0/Hjh3p2bMnCQkJLh9bRKQwX2w5gIGFAI8smoXVNDuOiIiISIVU4puDrV27FoA///nPvP3226X+6CkPDw+HVeZLDMNg6tSpjB071n7zsfnz5xMUFMSCBQsYNmwYaWlpzJkzh48++ohu3boB8PHHHxMaGsrq1avp0aNHoWPGxsYyZMgQhg4dCsDUqVNZuXIlM2fOZOLEiS4dW0SkMGv3JwEWWgbZzI4iIiIiUmE5fY3z3LlzXfK85p9//pmQkBDCwsJ48MEH+e233wA4dOgQSUlJ9udFA3h6etK5c2c2b94MwI4dO8jOznZoExISQnh4uL3N5bKystixY4fDMQBRUVH2Y1w19iWZmZmkp6c7vESk4srLy+PH33MA6HbLTSanEREREam4SrTiHBMTw9/+9jcqVapETExMkW1jY2Ovuf82bdrw4YcfcvPNN3Py5EneeOMN2rdvz969e0lKSgIgKCjI4ZigoCCOHDkCQFJSEjabjYCAgAJtLh1/uZSUFHJzcwvt99Ixrhr7kokTJ/L6668X2UZEKo7tPx3jbJ4Vd/K4p01js+OIiIiIVFglKpzj4+PJzs62f30lFoulRKF69uxp/7pZs2a0a9eO+vXrM3/+fNq2bVto34ZhXHW84rQpTr+uGnvMmDEOv4hIT08nNDS0yGNEpPz6cvuvAIRVzsWvkp5SICIiImKWEhXOl65vvvxrV6lUqRLNmjXj559/pm/fvkD+ym7Nmv+7UU5ycrJ9JTg4OJisrCxSU1MdVn6Tk5Np3759oWMEBgbi7u5eYFX48n5dMfYlnp6eeHp6FtlGRCqO7w6nAVba1fU3O4qIiIhIheb0Nc7XQ2ZmJvv376dmzZqEhYURHBxMXFycfX9WVhbr16+3F6YRERFYrVaHNomJiezZs+eKxavNZiMiIsLhGIC4uDj7Ma4aW0TkcunnL3LonDsA90TWNzmNiIiISMVW4rtq/9GaNWtYs2YNycnJ5OXlOez74IMPrrm/UaNGcc8991C7dm2Sk5N54403SE9P57HHHsNisRAdHc2ECRNo2LAhDRs2ZMKECfj4+PDwww8D4O/vz5AhQxg5ciTVqlWjatWqjBo1imbNmtnvdF2YmJgYBg4cSGRkJO3atWP27NkkJCQwfPhwAJeOLSLyR19uPUAubvi6ZRN5cy2z44iIiIhUaE4Xzq+//jrjx48nMjKSmjVrlvi65j86duwYDz30ECkpKVSvXp22bduyZcsW6tSpA8Do0aPJyMhgxIgRpKam0qZNG1atWoWvr6+9jylTpuDh4UH//v3JyMiga9euzJs3D3d3d3ubLl26ULduXfvzpgcMGMCpU6cYP348iYmJhIeHs2zZMvu4pTm2iEhRVu89DkDz6h64ud0QJweJiIiIlFtOF86zZs1i3rx5DBw4sDTyALBw4cIi91ssFsaNG8e4ceOu2MbLy4tp06Yxbdq0K7Y5fPgwgwcPdtg2YsQIRowY4fKxRUSKsutkFmDjjiYFn2cvIiIiIteX08sYWVlZN+S1uwcOHMDX15dBgwaZHUVExMHuQ4mk5tiwYHBvWz2GSkRERMRsThfOQ4cOZcGCBaWR5bpq3Lgxu3fv1imQIlLmfLH1JwBqe2dTvUplk9OIiIiIiNOnal+8eJHZs2ezevVqmjdvjtVqddgfGxvr7BAiIhXKt7+lAlZuq+171bYiIiIi4npOF84//vgjLVu2BGDPnj0O+0rjRmEiIhXJ+YtZ/JyefyZMr9ZhJqcRERERESiFwnnt2rWlkUNERIAV238iB3d8LDl0DFfhLCIiIlIW6AJfEZEyZNWPRwG4pZob7u76J1pERESkLHB6xXn8+PFF7n/11VedHUJEpMLYmXgRsNG5UXWzo4iIiIjIfzldOC9evNjhfXZ2NocOHcLDw4P69eurcBYRKaafj//O79k2wOC+dnoMlYiIiEhZ4XThHB8fX2Bbeno6gwcP5r777nO2exGRCmPJlvzHUIV4ZnNTYBVzw4iIiIiInUsuoPPz82P8+PH89a9/dUX3IiLl0sZfUgCIrOVjchIRERER+SOX3XnmzJkzpKWluap7EZFyJSs7hwNn8h/h17NlHZPTiIiIiMgfOX2q9jvvvOPw3jAMEhMT+eijj7jrrruc7V5EpEJYHf8LWYY7npYcurZsYHYcEREREfkDpwvnKVOmOLx3c3OjevXqPPbYY4wZM8bZ7kVEKoQVu44A0LgK2KxO/9MsIiIiIqXI6f+dHTp0qDRyiIhUaNuOXwBsdGwQaHYUEREREbmMy65xFhGR4jmanEpiphWA+9o1MjmNiIiIiFxOhbOIiMmWbDkIWKhuzaJ+iFacRURERMoaFc4iIiZb/1MyAK1DvExOIiIiIiKFUeEsImKi3Nw89p4yAOjRLNTkNCIiIiJSGBXOIiIm2rjnEBmGBx7k0vNWXd8sIiIiUhaV6K7aMTExxW4bGxtbkiFERCqEr3fmP5mgoV8e3p5Wk9OIiIiISGFKVDjHx8cXq53FYilJ9yIiFcbWhLOAjdvrBZgdRURERESuoESF89q1a0s7h4hIhfP7mXMczchfZe7b5maT04iIiIjIlZTKNc4bN27k0UcfpX379hw/fhyAjz76iE2bNpVG9yIi5dIXWw5gYKGqRxbhYTXNjiMiIiIiV+B04fzZZ5/Ro0cPvL292blzJ5mZmQCcPXuWCRMmOB1QRKS8+mZ/EgAtgzxNTiIiIiIiRXG6cH7jjTeYNWsW7733Hlbr/25s0759e3bu3Ols9yIi5VJeXh4//p4DQLfwm0xOIyIiIiJFcbpwPnjwIJ06dSqw3c/PjzNnzjjbPQATJ07EYrEQHR1t32YYBuPGjSMkJARvb2+6dOnC3r17HY7LzMzkmWeeITAwkEqVKtGnTx+OHTt21fFmzJhBWFgYXl5eREREsHHjRof9rhxbRCqGbT8d41yeFXfyuKeNHkMlIiIiUpY5XTjXrFmTX375pcD2TZs2Ua9ePWe7Z9u2bcyePZvmzZs7bJ80aRKxsbFMnz6dbdu2ERwcTPfu3Tl79qy9TXR0NIsXL2bhwoVs2rSJc+fO0bt3b3Jzc6843qJFi4iOjmbs2LHEx8fTsWNHevbsSUJCgsvHFpGK48tt+f9u1quci6+Pl8lpRERERKQoThfOw4YN47nnnmPr1q1YLBZOnDjBJ598wqhRoxgxYoRTfZ87d45HHnmE9957j4CA/z2qxTAMpk6dytixY+nXrx/h4eHMnz+fCxcusGDBAgDS0tKYM2cOkydPplu3brRq1YqPP/6Y3bt3s3r16iuOGRsby5AhQxg6dChNmjRh6tSphIaGMnPmTJePLSIVx3eH0wFoV9ff5CQiIiIicjVOF86jR4+mb9++3HHHHZw7d45OnToxdOhQhg0bxtNPP+1U30899RS9evWiW7duDtsPHTpEUlISUVFR9m2enp507tyZzZs3A7Bjxw6ys7Md2oSEhBAeHm5vc7msrCx27NjhcAxAVFSU/RhXjQ35p3enp6c7vESk/DlzLoND590B6HNrA5PTiIiIiMjVlOg5zpf7+9//ztixY9m3bx95eXk0bdqUypUrO9XnwoUL2blzJ9u2bSuwLykp/060QUFBDtuDgoI4cuSIvY3NZnNYqb7U5tLxl0tJSSE3N7fQfi8d46qxIf9a7tdff/2K+0WkfPjq+wPk4YavWzatG+rGYCIiIiJlXakUzgA+Pj5ERkaWSl9Hjx7lueeeY9WqVXh5XfnaP4vF4vDeMIwC2y5XnDbF6dcVY48ZM4aYmBj7+/T0dEJDQ4vsU0RuPKv3ngCgeQ0P3NycPvFHRERERFysRIXzH4u7q4mNjb3m/nfs2EFycjIRERH2bbm5uWzYsIHp06dz8OBBIH9lt2bNmvY2ycnJ9pXg4OBgsrKySE1NdVj5TU5Opn379oWOGxgYiLu7e4FV4cv7dcXYkH/Kt6ennucqUt79kJQF2OjapOZV24qIiIiI+Uq01BEfH+/wev/993n33XdZt24d69atY/bs2cyZM4ddu3aVKFTXrl3ZvXs3u3btsr8iIyN55JFH2LVrF/Xq1SM4OJi4uDj7MVlZWaxfv95emEZERGC1Wh3aJCYmsmfPnisWrzabjYiICIdjAOLi4uzHhIWFuWTsonwTX/Cu5SLl0Vdb95NXpZbZMVzqh19PkJprw4LBvW0bmx1HRERERIqhRCvOa9eutX8dGxuLr68v8+fPt6+upqam8uc//5mOHTuWKJSvry/h4eEO2ypVqkS1atXs26Ojo5kwYQINGzakYcOGTJgwAR8fHx5++GEA/P39GTJkCCNHjqRatWpUrVqVUaNG0axZswI3G/ujmJgYBg4cSGRkJO3atWP27NkkJCQwfPhwAPvzpF0x9pWM/fIA7Zs3pEaA7zUfK3KjmL18GxPWJ0PI3Tz73kom/7kbVg93s2OVui+3/QxAbe9sqvlXMjmNiIiIiBSH09c4T548mVWrVjmckhwQEMAbb7xBVFQUI0eOdHaIQo0ePZqMjAxGjBhBamoqbdq0YdWqVfj6/q+4nDJlCh4eHvTv35+MjAy6du3KvHnzcHf/33/Gu3TpQt26dZk3bx4AAwYM4NSpU4wfP57ExETCw8NZtmwZderUKfWxi+tsrpUh737DF6Pv0fWQUi6t++FXJq1PBNwBC0t/zWH/m18yb3gXbgqsYnK60rXpt1TASps6+kWYiIiIyI3C6SosPT2dkydPFtienJzM2bNnne3ebt26dUydOtX+3mKxMG7cOBITE7l48SLr168vsErt5eXFtGnTOHXqFBcuXODLL78scLOtw4cP06VLF4dtI0aM4PDhw2RmZrJjxw46derksL+0xi4uN/LYfcaDNxZtLNHxImXZ4aTTPL1oNzm406ByNo3PfI87efx8zspdsetYvfNnsyOWmvMXs/glPf+f3d6t65mcRkRERESKy+nC+b777uPPf/4zn376KceOHePYsWN8+umnDBkyhH79+pVGRpc5cOAAvr6+DBo0yOwoRRrQNP90znk/pLPuh19NTiNSes5nZPLIrPWcy7NS1SOLBU91xXYinvmPhlPFPZuzeVae/PcBJvx7A3l5eWbHddrybQfJwR0ftxw6hNc1O46IiIiIFJPThfOsWbPo1asXjz76KHXq1KFOnTo88sgj9OzZkxkzZpRGRpdp3Lgxu3fvLvOnP495oANN/LLJw43of+/mVPp5syOJOC0vL4/H/rWS4xdteFpymDP4Vvt1/B3Cw4h7oRu3+OeQhxuzd55lQOzXpJ+/aHJq56zafQyAW6q6lfl/d0RERETkf5z+n5uPjw8zZszg1KlTxMfHs3PnTk6fPs2MGTOoVEk3vikNbm5ufDD8Tiq7ZXMm18rQWWvKxeqbVGxjPlzL9hR3LBi80bMerRo43k27epXKfPniPTzYxAsLBttS3Oj65nJ2/XrcpMTO25mYX/h3aVzD5CQiIiIici1KbcmjUqVKNG/enBYtWqhgdoGaVf2Y1LcxFgziT7vzz883mx1JpMTmxe1k0YEMAIa09OWBTs0Kbefm5sabj3Ul9p4wvC05/J5to/97O5i7asf1jFsqfjr2OynZNsDgPj2GSkREROSGUiqF85kzZ5g8eTJDhw7liSeeIDY2lrS0tNLoWv7g7tsa07+xNwCzt6fy3b7D5gYSKYFv9x7i72uOARY61oRXHux81WPuu/0Wlj7dnlpeWWThzuvfJPGXWSvIys5xfeBSsmTLQQBu8swmJNDf5DQiIiIici2cLpy3b99O/fr1mTJlCqdPnyYlJYUpU6ZQv359du7cWRoZ5Q8mDLyDhpWzycWNpxfEc+ZchtmRRIrtaHIqwz/5gWzcCfPJ5r2/RBX72IY3VWf1y7258yYLAMsP59Jj4lckJKe6Km6p2vTLKQAia+mMHBEREZEbjdOF8/PPP0+fPn04fPgwn3/+OYsXL+bQoUP07t2b6OjoUogof+Tu7sYHT3amkls2p3JsPPnuarMjiRRLRmY2j8xcx9k8K/7u2Sx4+k68bNZr6sPLZuWDZ+5mdIdAPMjl0AUrPaeuZ/m2Ay5KXTqysnM4cCa/4O/Zqs5VWouIiIhIWVMqK84vvvgiHh4e9m0eHh6MHj2a7du3O9u9FCK0RgB/790QCwbf/+7GlCW63lnKtry8PAZPX0FChg0bubw3sDU1q/qVuL8RvdvwyeCWVPXI4nyelRGf/cK4BevK7E3z4nb+TBbueFpy6NqygdlxREREROQaOV04+/n5kZCQUGD70aNH8fX1dbZ7uYK+7W+hbwNPAP61JYXtB4+anEjkyl5bsJ6tv7thwWBcjzrc1ri20322aVybuNFRNA/IwcDCvB/P86e3viL17IVSSFy6lv+Q/29kkypg9XA3N4yIiIiIXDOnC+cBAwYwZMgQFi1axNGjRzl27BgLFy5k6NChPPTQQ6WRUa5g0uA7CfPJJgd3/vLxds5euLGfcSvl0yff7OLjPfnPHh8YXomH72hRan1X86vEkhfuYVC4j/2O890mrSxzv0jacTy/mO/YMNDkJCIiIiJSEk4Xzm+99Rb9+vVj0KBB1K1bl9q1azN48GDuv/9+/vGPf5RGRrkCq4c7c4Z2sD+mZ/hsXe8sZcvWAwm8vioBAwtta+Qx7uGr30H7Wrm5uTH+0TuYdl/9/Gv/s208NDee2cu3lfpYJZGQnEpipg2A+9o2MjmNiIiIiJSE04WzzWbj7bffJjU1lV27drFr1y5Onz7NlClT8PT0LI2MUoR6IYGMuysMMPg2ycKMr7aaHUkEgBMpaTz50U6ycKe2dxZzn7oLN7dSe3R8Ab3bNOHrZztRxzuLbNyZsD6ZJ/61nItZ2S4bsziWfJd/47Ia1izqhWjFWURERORGVCr/i7148SJ79uzhyJEjHD58mNWrV7N06VKWLl1aGt3LVQzo3JzeYfl3J56y6SQ//HrC5ERS0V3MyubhGd+QlmvFzz2bT/7SBW/Pa7uDdknUDa5K3Mv30KN2/j9tcUfziJr4Fb+dSHH52Fey/qffAWgd4m1aBhERERFxjsfVmxRtxYoVDBw4kFOnThXYZ7FYyM3NdXYIKYbYx7vy44QvSciwMWz+Vta83ItKXjazY0kFlJeXx5AZKzl8wYaVXN59pCWhNQKu2/g2qwfvjujJ+yu28491J0jIsNF7+re8eU9D+rRret1yAOTm5rHvtAFAj+ah13VsERERESk9Tq84P/300/Tv35/ExETy8vIcXiqarx+b1YP3h3TAy5JDUpaNp9+LMzuSVFBvLNrIt0kWwOCv3WrRrmldU3IMvSuSRUNaE2jN4kKeB8998RtjP/zmuj6yav3u38gwPLCSy12RN1+3cUVERESkdDldOCcnJxMTE0NQUFBp5BEn3FyrOmO75T/mZ+1x+GDlDpMTSUWzaP2PzP3hLAAPNfFmULfWpuZp3bAWq1+8i9bVcjGw8Mm+DO6d9CWn0s5fl/GX7TwEQEO/vOtyqrqIiIiIuIbThfP999/PunXrSiGKlIaBXVsR9d/rO99cd5x9R5JMTiQVxc6fj/HXFYcxsHBrYB5/H3iH2ZEAqFLZm09H9mZoy8q4kcfuMx50++cqvtt3xOVjf3/0HAC316/q8rFERERExHWcvsZ5+vTpPPDAA2zcuJFmzZphtTquqjz77LPODiHX6O0h3eg24SuOZ9p4Yu53rHm5N142rXaJ6ySdTmfI/G1kGTZqeWUx76m7XXoH7Wvl5ubGKw925tYGBxn5+X5Sc2wM/PAHom9P5Ol72rpkzOTUsxzNyP97d+9tDV0yhoiIiIhcH04XzgsWLGDlypV4e3uzbt06LBaLfZ/FYlHhbAJvTyuz/9yO+979nuMXbTz3/mreHdHT7FhSTmVl5/DIv74hNcdGZbdsPh7emUreZfNRdD0iG9G0dg0Gv7ueX89beevbU2w79DWzhkWV+qnUS7YcwMBCVY8swsNqlmrfIiIiInJ9Ob0k9MorrzB+/HjS0tI4fPgwhw4dsr9+++230sgoJXBL3WBGdw4BYGVCHh9/E29yIimvnpy1kl/PW/EglxkPNqducNk+LTm0RgArxtxD77D83xuuPwHdJn7FT8d+L9Vx1u7Pv0yiZVDZ/CWCiIiIiBSf04VzVlYWAwYMKFOnZUq+oXdF0uWm/K/fiEso9cJAZMK/N7DueP7XL3UJoVPzeuYGKiarhzvTh/VgfLea2Cy5HL9oo8+/NvPpxt2l0n9eXh67U/KfKtAt/KZS6VNEREREzON0tfvYY4+xaNGi0sgiLvCvJ7oTbMviouHB0DmbyMrOMTuSlBOLv93LezvTAbj/ZhtD74o0OdG1G9StNZ89eStB//078sLXR3hh7mpyc517ZNXWA0c5l2fFnTzuadOolNKKiIiIiFmcvsY5NzeXSZMmsXLlSpo3b17g5mCxsbHODiFOqORlY9Zjt/HAeztIyLARM3cN05/sYXYsucH98OsJXvrqFww8aFU1l0mDu5odqcSahdVk9Us9GTozjq2/u/Gfg5ns+cdS5v+lKzUCfEvU51fbfwWgXuVcfH28SjOuiIiIiJjA6RXn3bt306pVK9zc3NizZw/x8fH2165du0ohojirZf2biO6Q/5ztr37L5j8bSud0VKmYTqWd5/G5W8k0PKjpmcWHT0fd8Jdq+Pp4sWjkPfwl0h938tifbqX7W2vYuLtk92nYciR/Jb5dXf/SjCkiIiIiJnF6xXnt2rWlkUNc7Knebdj881d8e9LCq8t/49abbyrzN3GSsic7J5eHp8dxKsdGJbdsPh7WsVytqL54fwdubfAL0f/ZQ1qulcGf7OWpNonE3Hd7sfs4cy6DQ+fdAehzawNXRRURERGR66hMLhPNnDmT5s2b4+fnh5+fH+3atWP58uX2/YZhMG7cOEJCQvD29qZLly7s3bvXoY/MzEyeeeYZAgMDqVSpEn369OHYsWNXHXvGjBmEhYXh5eVFREQEGzdudNjvyrFdbdawblS3ZpFhePDn2RvIzsk1O5LcYEa8u4qDZ/Ov3Z3WP5z6IYFmRyp1d7ZswMqRd9LIN5tc3Hhn6xkemfIV5zMyi3X8l1sPkIcbvm7ZtG6oG4OJiIiIlAdlsnCuVasWb775Jtu3b2f79u3ceeed3HvvvfYCddKkScTGxjJ9+nS2bdtGcHAw3bt35+zZs/Y+oqOjWbx4MQsXLmTTpk2cO3eO3r17k5t75WJx0aJFREdHM3bsWOLj4+nYsSM9e/YkISHB3sZVY18Pvj5ezHw0Eg9yOXTByksffmNqHrmxvPXZt8Qdzb9p1gsdg7izZfldTa1Z1Y9lL/WhX0MbYPDtSQvd3lzGviNJVz129d4TADSv4XHDn8IuIiIiIvnK5P/q7rnnHu6++25uvvlmbr75Zv7+979TuXJltmzZgmEYTJ06lbFjx9KvXz/Cw8OZP38+Fy5cYMGCBQCkpaUxZ84cJk+eTLdu3WjVqhUff/wxu3fvZvXq1VccNzY2liFDhjB06FCaNGnC1KlTCQ0NZebMmQAuHft6iWwUylNt81cJP/8pkyWb917lCBH4aut+Zmw7DcC99a0M73WbyYlcz93djdgh3Zl4VyielhwSM23cN2sr/7fuhyKP++FkNgBdm9S8HjFFRERE5Dook4XzH+Xm5rJw4ULOnz9Pu3btOHToEElJSURFRdnbeHp60rlzZzZv3gzAjh07yM7OdmgTEhJCeHi4vc3lsrKy2LFjh8MxAFFRUfZjXDX2JZmZmaSnpzu8XOH5vu25NTAPAwtjv/qZo8mpLhlHyoe9h5N4YclP5OFG8yo5xD7ezexI19VDXVqweHgbanpmkWl4MGbFUaLfX1XoI6t2/XqcM7lWLBjc27axCWlFRERExBXKbOG8e/duKleujKenJ8OHD2fx4sU0bdqUpKT8UyWDgoIc2gcFBdn3JSUlYbPZCAgIuGKby6WkpJCbm3vVfl0x9iUTJ07E39/f/goNDS2yvTPeG96Nqh5ZnM+zMmT2eqefWyvl06n08wye8x0ZhgdBtvw7aLu7l9l/NlymaZ1gVo/pRYdgA7Cw5Jds7pq4lBMpaQ7tln7/CwC1vbOp5l/JhKQiIiIi4gpO31UbYM2aNaxZs4bk5GTy8hwLsA8++KBEfTZq1Ihdu3Zx5swZPvvsMx577DHWr19v32+xWBzaG4ZRYNvlitOmOP26auwxY8YQExNjf5+enu6y4rlKZW+mPdSSQR/t4adzVsZ+vJY3H7txn8UrpS83N49Hp8fxe7YNH7ccPnqyA1Uqe5sdyzSVvGx8HN2bKUs2M33LKX4+Z6VH7Fre7h9uv977299SAStt6/iZG1ZERERESpXTS0evv/46UVFRrFmzhpSUFFJTUx1eJWWz2WjQoAGRkZFMnDiRFi1a8PbbbxMcHAxQYPU2OTnZvhIcHBxMVlZWgfH/2OZygYGBuLu7X7VfV4x9iaenp/1O4pdernT7LWE8EVEFgEX7M1j2/QGXjic3lqffW8X+9Pw7aE/p15iba1U3O1KZ8Hzf9sx75Bb83bM5m2dl6ML9vPmfjZzPyOTXs/n/pPaOCDM5pYiIiIiUJqcL51mzZjFv3jy2bt3KkiVLWLx4scOrtBiGQWZmJmFhYQQHBxMXF2ffl5WVxfr162nfvj0AERERWK1WhzaJiYns2bPH3uZyNpuNiIgIh2MA4uLi7Me4amwzjf7T7bSqmouBhReXHCDxtGuuq5Yby9tffMfyw/l3gX+uXSA9IhuZnKhs6disHnGjutLUL5s83Ji1I52ek5aRgzs+bjncfktdsyOKiIiISCly+lTtrKysUi8IX375ZXr27EloaChnz55l4cKFrFu3jhUrVmCxWIiOjmbChAk0bNiQhg0bMmHCBHx8fHj44YcB8Pf3Z8iQIYwcOZJq1apRtWpVRo0aRbNmzejW7co3NoqJiWHgwIFERkbSrl07Zs+eTUJCAsOHDwdw6dhmcXNz4/1hXek6KY4zuVaGzPqGr17qo8foVGArth/kne9SADfuruvOs/e2MztSmVQjwJcvX+zDyx+t5d8HMkjIsAEQXs1Nf39EREREyhmnC+ehQ4eyYMEC/vrXv5ZGHgBOnjzJwIEDSUxMxN/fn+bNm7NixQq6d+8OwOjRo8nIyGDEiBGkpqbSpk0bVq1aha+vr72PKVOm4OHhQf/+/cnIyKBr167MmzcPd3d3e5suXbpQt25d5s2bB8CAAQM4deoU48ePJzExkfDwcJYtW0adOnXsx5TW2GVJNf9KTO3fjMf/bx/70q2M+7/1jH/kDrNjiQkOHk0m5rMD5OJBU79spj3R0+xIZZq7uxv/GNyV2zbt4ZWvfyXD8OCu8BCzY4mIiIhIKXO6cL548SKzZ89m9erVNG/eHKvV6rA/Njb2mvucM2dOkfstFgvjxo1j3LhxV2zj5eXFtGnTmDZt2hXbHD58mMGDBztsGzFiBCNGjHD52GVNlxb1GbzvGB/8cI6Pd5+jc/wvdG3VwOxYch2dOZfBoPe+5YJho7o1i0+e6VEh76BdEn/qEM5tN9/E5v1HeaBjuNlxRERERKSUOV04//jjj7Rs2RKAPXv2OOy72l2kzXTgwAF8fX0ZNGiQ2VHKjFcGdOT7I1+y54wHMZ/uYXVYMNWrVDY7llwHubl5DJy+ipNZNrwtOcwf2o4AXx+zY91QQmsEMKBGwNUbioiIiMgNx+nCee3ataWR47pr3Lgxu3fvNjtGmeLm5sYHw+6k21trSMu1MuTdNSx54R5dr1kBPP9BHLvPeOBGHm/1vZmmdYLNjiQiIiIiUmaoIhIHNQJ8+ed9TbBg8GOqBxP/s8nsSOJiM77aytJfcwB46raq9GrTxOREIiIiIiJlS4lWnGNiYvjb3/5GpUqViImJKbJtSa5xFnP1iGzEI/uP8/HeDD6IT6NT09/o2Kye2bHEBdbE/8LkTcmAG1G13RjZ73azI4mIiIiIlDklKpzj4+PJzs62f30lZfkaZyna+Ee6sP3NpRxIt/Lsoh/4pm6wrnktZ349kcKz/9lDLlYa+WbzryfvMTuSiIiIiEiZVKLC+Y/XNd+o1zhL0dzc3PjgyTuIil1Lao6NobNW85+RvXW9czlx9sJFHn13I+fzbFSzZrHg6SisHmXzcWkiIiIiImZTFSRXFBLoz5v3NsKCwY5T7sQu/s7sSFIK8vLy76CdmGnDy5LDvMfbUs2/ktmxRERERETKLBXOUqTebZpwfyMvAGZuO83WAwkmJxJnjZ63hl2n3bFgMLF3A5qF1TQ7koiIiIhImabCWa7qzUF30qByNrm48dQnO0g/f9HsSFJC76/Yzqc/ZQEwLMKf+26/xeREIiIiIiJlnwpnuSp3dzc+eLIzPm45pGTbePLdOLMjSQls+PE33lx3AoA7boKXHuhociIRERERkRuDCmcplto1Anjj7vqAwZZkN975Qtc730gOJ51mxMIfycGdBpWzeXd4D7MjiYiIiIjcMFQ4S7H16xDOvfVtAEz77nd2/nzM5ERSHOczMnlk1nrO5VkJ8MhiwVNdsVlLdEN9EREREZEKyaWFs5ubG3feeSc7duxw5TByHb31567U9ckiG3eGf7iN8xmZZkeSIuTl5TH4X6s4ftGGzZLLnMdupUaAr9mxRERERERuKC4tnD/44AM6d+7Ms88+68ph5DqyergzZ2hHvC05JGfb+Mvs1WZHKjV5eXn8eiKFj9bEk3VTBPPjdrJi+0F2H0ok9ewF8vLyzI54zV7+aC3bUtywYPD3nmG0bljL7EgiIiIiIjccl56vOXjwYABee+01Vw4j11n9kEBe7VGXMSuOsSERZi/fxpM9bzU71jXJzc3jx0Mn2HrwBD8cPc0vKRc5dt5ChvHfvxL+kby2JtHhGHfy8HHLpbLVwM9moYqXOwE+VgIr26ju501wlUrUDKjMTYF+hFTzx9vTasIn+5/5cTtZuD8DsPDnFr480KmZqXlERERERG5UutBRSuShLi3YcCCR5YdzeWt9Iu0aJ5bZ5wFnZGaz7eBRvv85kT0nzvDb6SwSM9zJxv0PrfKLXAsGVa3ZeGSm4+7tx7kcC+dz3cnFjVzcOJvnxtlMSMwEzgLkAhn/fZ12GNfTkoOPex6+VvDzdKOKlztVK1kJrOxFDf/8Qjukqi+1Av0JCvDF3b30TgD5du8h3lhzDHCnY0149aHOpda3iIiIiEhFUyqF88aNG3n33Xf59ddf+fTTT7npppv46KOPCAsLo0OHDqUxhJRBbw/pxp6/f8nRizaenLeFb17ubfoq66n083y3P4Htv55kf+JZDqfl8HuWB3kOVyXk3+DMnTxqeOZQr4qVpiF+RNYPol2TOvhV8qJPnz4sXbrUfsSZcxkc+/0Mx0+lk5R6npNpF/j97EVOnc/iTEYOaRfzSM8yOJ/rRkaeOwYWMg0PMnMgNYf8uhqAHODcf1+/2/u3YODtlksl9zz8bBb8vdyo4uVBtco2An29CPL3ITigEjdV86NWoD/+lbxwcyu80D6anMpfFvxANlbCfLJ47y+9S3GGRUREREQqHqcL588++4yBAwfyyCOPEB8fT2Zm/s2izp49y4QJE1i2bJnTIaVsslk9eH/I7fSZ8R2JmTaefi+OOU/ffd3GT0hO5dt9CcQf/p2DJ8+TkJ5Haq4VsPy3hRuXimSbJZcQ71zqV/WkWa0qtLk5hIiGtYp9d+kqlb2pUtmb8GKsqufm5nEy9SzHUtI4cfosSWfOk5yWQcq5i5w+n82Zi7mkZ+ZxLhvO57qRaXhgYOFCngcX8uD3bOA8gAFk/veV5jBGUaeNr/s1jfRcG/7u2Xwy4k68bOb+MkNERERE5EbndOH8xhtvMGvWLAYNGsTChQvt29u3b8/48eOd7V7KuEahNXj5zlBeW5PImmMG8+J2Mrh761IdIy8vj31HTrLl4HF2JZzi598zOHYezuf9sSD83x/lSm7ZhFaGBoHetKxdjbaNbqJpnaArrtCWNnd3N0IC/QkJ9C9W+4zMbE6cSuN4SjqJqedIOnOe39MzSDmXReqF/xbaWQbnsi1cyCvOaeM2bOTy3sDWxc4gIiIiIiJX5nThfPDgQTp16lRgu5+fH2fOnHG2e7kBPNa9NRt/WsbqowYTvzlK20Y30bh2UIn6ysrOYcfPx9j60wl2HzvDr6czOZHhTpZR8HpkMAjwyKaOrxuNgirTOqw67ZqEUrtGgNOf6Xry9rRSPySQ+iGBV22bl5dH2vmLHEtJczhtPOXsRU6dyyI1I4cL2XkM79KQ2xrXvg7pRURERETKP6cL55o1a/LLL79Qt25dh+2bNm2iXr16znYvN4hpQ7tz54SvSMy0MfSDzax+ufdVTxFOP3+R7/YfYfuvJ9l3Ip3fzmSTnOlBbiHXI7uRR3VbDnX9PbglxI+IejVo26Q21fwqufBTlT1ubm4E+PoQ4OtTZm/GJiIiIiJS3jhdOA8bNoznnnuODz74AIvFwokTJ/juu+8YNWoUr776amlklBuAt6eV9wa3pd+72zh20cbzH6xh5vC77PsTT6ezeV8CO39LZv/JcxxJz+V0thXDfj2yhUtFspVcanrnUq+qjfCQKtzWsCa3Ngo1/cZjIiIiIiJSMTldOI8ePZq0tDTuuOMOLl68SKdOnfD09GTUqFE8/fTTpZFRbhDhYTUZ1bkmE9Yns/xwLn+e9jXJ53JIOGtw1uF6ZPf/vsDbkkOtSgYNAr1oEVqVNo1CaB4WUqqPZhIREREREXGG04VzQkICf/vb3xg7diz79u0jLy+Ppk2bUqlSJRISEqhdW9dZViRP9ryVb3/+mvUnYO1x+OMfMX/3bGr7WmhUw4cWdQJp3ySUsOCq1+2mXSIiIiIiIiXhdOEcFhZGYmIiNWrUIDIy0r791KlThIWFkZub6+wQcoOZ8UQ3hs9ezcXsPJoEV6Z1vRq0b1KbGgG+ZkcTERERERG5Zk4v9RmGUej2c+fO4eXlVaI+J06cyK233oqvry81atSgb9++HDx4sMC448aNIyQkBG9vb7p06cLevXsd2mRmZvLMM88QGBhIpUqV6NOnD8eOHbvq+DNmzCAsLAwvLy8iIiLYuHHjdRu7PKjk7clHz/XiP6PuYfyjd9C3/S0qmkVERERE5IZV4sI5JiaGmJgYLBYLr776qv19TEwMzz33HAMGDKBly5Yl6nv9+vU89dRTbNmyhbi4OHJycoiKiuL8+fP2NpMmTSI2Npbp06ezbds2goOD6d69O2fPnrW3iY6OZvHixSxcuJBNmzZx7tw5evfuXeQq+KJFi4iOjmbs2LHEx8fTsWNHevbsSUJCgsvHFhERERERkbKnxKdqx8fHA/mrr7t378Zms9n32Ww2WrRowahRo0rU94oVKxzez507lxo1arBjxw46deqEYRhMnTqVsWPH0q9fPwDmz59PUFAQCxYsYNiwYaSlpTFnzhw++ugjunXrBsDHH39MaGgoq1evpkePHoWOHRsby5AhQxg6dCgAU6dOZeXKlcycOZOJEye6dGwREREREREpe0pcOK9duxaAP//5z7z99tv4+fmVWqjLpaWlAVC1alUADh06RFJSElFRUfY2np6edO7cmc2bNzNs2DB27NhBdna2Q5uQkBDCw8PZvHlzocVrVlYWO3bs4KWXXnLYHhUVxebNm106NuSf3p2ZmWl/n56eXuw5EhEREREREddw+hrnuXPnurRoNgyDmJgYOnToQHh4OABJSUkABAUFObQNCgqy70tKSsJmsxEQEHDFNpdLSUkhNzf3qv26YmzIv7bb39/f/goNDb1iWxEREREREbk+nL6r9iX79u0jISGBrKwsh+19+vRxqt+nn36aH3/8kU2bNhXYZ7FYHN4bhlFg2+WK06Y4/bpi7DFjxhATE2N/n56eruJZRERERETEZE4Xzr/99hv33Xcfu3fvxmKx2O+yfalAdOZmWM888wxLly5lw4YN1KpVy749ODgYyF/ZrVmzpn17cnKyfSU4ODiYrKwsUlNTHVZ+k5OTad++faHjBQYG4u7uXmBV+PJ+XTE25J/y7enpWcSMiIiIiIiIyPXm9Knazz33HGFhYZw8eRIfHx/27t3Lhg0biIyMZN26dSXq0zAMnn76aT7//HO++eYbwsLCHPaHhYURHBxMXFycfVtWVhbr16+3F6YRERFYrVaHNomJiezZs+eKxavNZiMiIsLhGIC4uDj7Ma4aW0RERERERMomp1ecv/vuO7755huqV6+Om5sbbm5udOjQgYkTJ/Lss8/a7759LZ566ikWLFjAF198ga+vr30F2N/fH29vbywWC9HR0UyYMIGGDRvSsGFDJkyYgI+PDw8//LC97ZAhQxg5ciTVqlWjatWqjBo1imbNmtnvdF2YmJgYBg4cSGRkJO3atWP27NkkJCQwfPhwAJeOLSIiIiIiImWP04Vzbm4ulStXBvJPdT5x4gSNGjWiTp06HDx4sER9zpw5E4AuXbo4bJ87dy6DBw8GYPTo0WRkZDBixAhSU1Np06YNq1atwtfX195+ypQpeHh40L9/fzIyMujatSvz5s3D3d3d3qZLly7UrVuXefPmATBgwABOnTrF+PHjSUxMJDw8nGXLllGnTh37MaU1toiIiIiIiJR9ThfO4eHh/Pjjj9SrV482bdowadIkbDYbs2fPpl69eiXq89J10kWxWCyMGzeOcePGXbGNl5cX06ZNY9q0aVdsc/jwYXsxfsmIESMYMWKEy8cWERERERGRss/pwvmVV17hwoULALzxxhv07t2bjh07Uq1aNRYtWuR0QFc6cOAAvr6+DBo0yOwoIiIiIiIiUkY5VThnZ2fz5ptv8u677wJQr1499u3bx+nTpwkICLjq45nM1rhxY3bv3m12DBERERERESnDnCqcrVYre/bsKVAgV61a1alQIiIiIiIiImWF04+jGjRoEHPmzCmNLCIiIiIiIiJljtPXOGdlZfH+++8TFxdHZGQklSpVctgfGxvr7BAiIiIiIiIipnG6cN6zZw+tW7cG4KeffnLYV9avcRYRERERERG5GqcL57Vr15ZGDhEREREREZEyyelrnEVERERERETKMxXOIiIiIiIiIkVQ4SwiIiIiIiJSBBXOIiIiIiIiIkVQ4SwiIiIiIiJSBKcL50ceeYTZs2cXeBSViIiIiIiISHngdOFcuXJlYmNjady4MSEhITz00EPMmjWLAwcOlEY+EREREREREVM5XTi/++67HDhwgBMnThAbG4u/vz9vv/02t9xyCzVr1iyNjCIiIiIiIiKmKbVrnH19fQkICCAgIIAqVarg4eFBcHBwaXUvIiIiIiIiYgqnC+cXX3yRtm3bEhgYyCuvvEJWVhZjxozh5MmTxMfHl0ZGEREREREREdN4ONvBP//5T6pXr85rr73GvffeS5MmTUojl4iIiIiIiEiZ4HThHB8fz/r161m3bh2TJ0/G3d2dzp0706VLF7p06aJCWkRERERERG5oThfOLVq0oEWLFjz77LMA/PDDD0ydOpVnn32WvLw8cnNznQ4pIiIiIiIiYhanC2fIX3Vet24d69atY+PGjaSnp9OyZUvuuOOO0uheRERERERExDROF84BAQGcO3eOFi1a0KVLF5544gk6deqEn59faeQTERERERERMZXThfNHH32kQllERERERETKLacL5969e5dGDhEREREREZEyqVSucT5z5gxz5sxh//79WCwWmjRpwpAhQ/D39y+N7kVERERERERM4+ZsB9u3b6d+/fpMmTKF06dPk5KSwpQpU6hfvz47d+4scb8bNmzgnnvuISQkBIvFwpIlSxz2G4bBuHHjCAkJwdvbmy5durB3716HNpmZmTzzzDMEBgZSqVIl+vTpw7Fjx6469owZMwgLC8PLy4uIiAg2btx43cYWERERERGRssXpwvn555+nT58+HD58mM8//5zFixdz6NAhevfuTXR0dIn7PX/+PC1atGD69OmF7p80aRKxsbFMnz6dbdu2ERwcTPfu3Tl79qy9TXR0NIsXL2bhwoVs2rSJc+fO0bt37yIfkbVo0SKio6MZO3Ys8fHxdOzYkZ49e5KQkODysUVERERERKQMMpzk5eVl7N+/v8D2vXv3Gt7e3s52bxiGYQDG4sWL7e/z8vKM4OBg480337Rvu3jxouHv72/MmjXLMAzDOHPmjGG1Wo2FCxfa2xw/ftxwc3MzVqxYccWxbrvtNmP48OEO2xo3bmy89NJLLh/74sWLRlpamv119OhRAzDS0tKKmh5xgXvuucfsCBWW5t48mntzaN7No7k3j+bePJp7c2jezZGWllZq9ZTTK85+fn4Oq7GXHD16FF9fX2e7L9ShQ4dISkoiKirKvs3T05POnTuzefNmAHbs2EF2drZDm5CQEMLDw+1tLpeVlcWOHTscjgGIioqyH+OqsQEmTpyIv7+//RUaGlrcKREREREREREXcbpwHjBgAEOGDGHRokUcPXqUY8eOsXDhQoYOHcpDDz1UGhkLSEpKAiAoKMhhe1BQkH1fUlISNpuNgICAK7a5XEpKCrm5uVft1xVjA4wZM4a0tDT76+jRo1dsKyIiIiIiIteH03fVfuutt7BYLAwaNIicnBwArFYrf/nLX3jzzTedDlgUi8Xi8N4wjALbLlecNsXp1xVje3p64unpWWQfIiIiIiIicn05veJss9l4++23SU1NZdeuXcTHx3P69GmmTJnisiIwODgYoMDqbXJysn0lODg4mKysLFJTU6/Y5nKBgYG4u7tftV9XjC0iIiIiIiJlk9OF8yU+Pj40a9aM5s2b4+PjU1rdFiosLIzg4GDi4uLs27Kysli/fj3t27cHICIiAqvV6tAmMTGRPXv22NtczmazERER4XAMQFxcnP0YV40tIiIiIiIiZVOJTtWOiYkpdtvY2NiSDMG5c+f45Zdf7O8PHTrErl27qFq1KrVr1yY6OpoJEybQsGFDGjZsyIQJE/Dx8eHhhx8GwN/fnyFDhjBy5EiqVatG1apVGTVqFM2aNaNbt25FfraBAwcSGRlJu3btmD17NgkJCQwfPhzIP0XbVWOLiIiIiIhI2VOiwjk+Pr5Y7a52zW9Rtm/fzh133GF/f6lYf+yxx5g3bx6jR48mIyODESNGkJqaSps2bVi1apXDnbynTJmCh4cH/fv3JyMjg65duzJv3jzc3d3tbbp06ULdunWZN28ekH+zs1OnTjF+/HgSExMJDw9n2bJl1KlTx35MaY0tIiIiIiIiZV+JCue1a9fy22+/UbduXdzcSu1sbwddunTBMIwr7rdYLIwbN45x48ZdsY2XlxfTpk1j2rRpV2xz+PBhBg8e7LBtxIgRjBgxwuVji4iIiIiISNlX4qq3YcOGpKSk2N8PGDCAkydPlkqo6+XAgQP4+voyaNAgs6OIiIiIiIhIGVXiwvny1eBly5Zx/vx5pwNdT40bN2b37t0uWzUXERERERGRG58qRhEREREREZEilLhwtlgsBW7+5czNwERERERERETKohLdHAzyT9UePHgwnp6eAFy8eJHhw4dTqVIlh3aff/65cwlFRERERERETFTiwvmxxx5zeP/oo486HUZERERERESkrClx4Tx37tzSzCEiIiIiIiJSJunmYCIiIiIiIiJFUOEsIiIiIiIiUgQVziIiIiIiIiJFUOEsIiIiIiIiUgQVziIiIiIiIiJFUOEsIiIiIiIiUgQVziIiIiIiIiJFUOEsIiIiIiIiUgQVziIiIiIiIiJFUOEsIiIiIiIiUgQVziIiIiIiIiJFUOEsIiIiIiIiUgQVziIiIiIiIiJFUOEsIiIiIiIiUgQVziIiIiIiIiJFUOEsIiIiIiIiUgQVziIiIiIiIiJFUOEsIiIiIiIiUgQVzi42Y8YMwsLC8PLyIiIigo0bN5odSURERERERK6Bh9kByrNFixYRHR3NjBkzuP3223n33Xfp2bMn+/bto3bt2sXvKOs8ZLm7LqgU4OmWmz/vct1p7s2juTeH5t08mnvzaO7No7k3h+bdJKU45xbDMIxS600ctGnThtatWzNz5kz7tiZNmtC3b18mTpxYoH1mZiaZmZn29+np6YSGhpL2ki9+npbrkllERERERKQ8SM808H/zLGlpafj5+TnVl07VdpGsrCx27NhBVFSUw/aoqCg2b95c6DETJ07E39/f/goNDb0eUUVERERERKQIOlXbRVJSUsjNzSUoKMhhe1BQEElJSYUeM2bMGGJiYuzvL604M/IgOPkbErk2D/Tvz3/+/W+zY1RImnvzaO7NoXk3j+bePJp782juzaF5N0l6OrwZUipdqXB2MYvF8RRrwzAKbLvE09MTT0/PgjtslfJfct1k5rlrzk2iuTeP5t4cmnfzaO7No7k3j+beHJp3k9hyS60rnartIoGBgbi7uxdYXU5OTi6wCi0iIiIiIiJllwpnF7HZbERERBAXF+ewPS4ujvbt25uUSkRERERERK6VTtV2oZiYGAYOHEhkZCTt2rVj9uzZJCQkMHz4cLOjiYiIiIiISDGpcHahAQMGcOrUKcaPH09iYiLh4eEsW7aMOnXqmB1NREREREREikmFs4uNGDGCESNGmB1DRERERERESkjXOIuIiIiIiIgUQYWziIiIiIiISBFUOIuIiIiIiIgUQYWziIiIiIiISBFUOIuIiIiIiIgUQXfVLsMMwwAgPT3d5CQVT3Z2tubdJJp782juzaF5N4/m3jyae/No7s2heTfHpTm/VFc5w2KURi/iEr/99hv169c3O4aIiIiIiMgN69dff6VevXpO9aEV5zKsatWqACQkJODv729ymoojPT2d0NBQjh49ip+fn9lxKhTNvXk09+bQvJtHc28ezb15NPfm0LybJy0tjdq1a9vrKmeocC7D3NzyL0H39/fXXzIT+Pn5ad5Nork3j+beHJp382juzaO5N4/m3hyad/Ncqquc6qMUcoiIiIiIiIiUWyqcRURERERERIqgwrkM8/T05LXXXsPT09PsKBWK5t08mnvzaO7NoXk3j+bePJp782juzaF5N09pzr3uqi0iIiIiIiJSBK04i4iIiIiIiBRBhXMZNWPGDMLCwvDy8iIiIoKNGzeaHancmzhxIrfeeiu+vr7UqFGDvn37cvDgQbNjVTgTJ07EYrEQHR1tdpQK4fjx4zz66KNUq1YNHx8fWrZsyY4dO8yOVe7l5OTwyiuvEBYWhre3N/Xq1WP8+PHk5eWZHa3c2bBhA/fccw8hISFYLBaWLFnisN8wDMaNG0dISAje3t506dKFvXv3mhO2nClq7rOzs3nxxRdp1qwZlSpVIiQkhEGDBnHixAnzApcTV/sz/0fDhg3DYrEwderU65avPCvO3O/fv58+ffrg7++Pr68vbdu2JSEh4fqHLWeuNvfnzp3j6aefplatWnh7e9OkSRNmzpx5TWOocC6DFi1aRHR0NGPHjiU+Pp6OHTvSs2dP/aVysfXr1/PUU0+xZcsW4uLiyMnJISoqivPnz5sdrcLYtm0bs2fPpnnz5mZHqRBSU1O5/fbbsVqtLF++nH379jF58mSqVKlidrRy7x//+AezZs1i+vTp7N+/n0mTJvHPf/6TadOmmR2t3Dl//jwtWrRg+vTphe6fNGkSsbGxTJ8+nW3bthEcHEz37t05e/bsdU5a/hQ19xcuXGDnzp389a9/ZefOnXz++ef89NNP9OnTx4Sk5cvV/sxfsmTJErZu3UpISMh1Slb+XW3uf/31Vzp06EDjxo1Zt24dP/zwA3/961/x8vK6zknLn6vN/fPPP8+KFSv4+OOP2b9/P88//zzPPPMMX3zxRfEHMaTMue2224zhw4c7bGvcuLHx0ksvmZSoYkpOTjYAY/369WZHqRDOnj1rNGzY0IiLizM6d+5sPPfcc2ZHKvdefPFFo0OHDmbHqJB69eplPP744w7b+vXrZzz66KMmJaoYAGPx4sX293l5eUZwcLDx5ptv2rddvHjR8Pf3N2bNmmVCwvLr8rkvzPfff28AxpEjR65PqArgSvN+7Ngx46abbjL27Nlj1KlTx5gyZcp1z1beFTb3AwYM0L/z10Fhc3/LLbcY48ePd9jWunVr45VXXil2v1pxLmOysrLYsWMHUVFRDtujoqLYvHmzSakqprS0NACqVq1qcpKK4amnnqJXr15069bN7CgVxtKlS4mMjOSBBx6gRo0atGrVivfee8/sWBVChw4dWLNmDT/99BMAP/zwA5s2beLuu+82OVnFcujQIZKSkhx+5np6etK5c2f9zDVBWloaFotFZ724WF5eHgMHDuSFF17glltuMTtOhZGXl8fXX3/NzTffTI8ePahRowZt2rQp8lR6KT0dOnRg6dKlHD9+HMMwWLt2LT/99BM9evQodh8qnMuYlJQUcnNzCQoKctgeFBREUlKSSakqHsMwiImJoUOHDoSHh5sdp9xbuHAhO3fuZOLEiWZHqVB+++03Zs6cScOGDVm5ciXDhw/n2Wef5cMPPzQ7Wrn34osv8tBDD9G4cWOsViutWrUiOjqahx56yOxoFcqln6v6mWu+ixcv8tJLL/Hwww/j5+dndpxy7R//+AceHh48++yzZkepUJKTkzl37hxvvvkmd911F6tWreK+++6jX79+rF+/3ux45d4777xD06ZNqVWrFjabjbvuuosZM2bQoUOHYvfh4cJ84gSLxeLw3jCMAtvEdZ5++ml+/PFHNm3aZHaUcu/o0aM899xzrFq1Stf4XGd5eXlERkYyYcIEAFq1asXevXuZOXMmgwYNMjld+bZo0SI+/vhjFixYwC233MKuXbuIjo4mJCSExx57zOx4FY5+5porOzubBx98kLy8PGbMmGF2nHJtx44dvP322+zcuVN/xq+zSzd/vPfee3n++ecBaNmyJZs3b2bWrFl07tzZzHjl3jvvvMOWLVtYunQpderUYcOGDYwYMYKaNWsW+2xHFc5lTGBgIO7u7gV+052cnFzgN+LiGs888wxLly5lw4YN1KpVy+w45d6OHTtITk4mIiLCvi03N5cNGzYwffp0MjMzcXd3NzFh+VWzZk2aNm3qsK1JkyZ89tlnJiWqOF544QVeeuklHnzwQQCaNWvGkSNHmDhxogrn6yg4OBjIX3muWbOmfbt+5l4/2dnZ9O/fn0OHDvHNN99otdnFNm7cSHJyMrVr17Zvy83NZeTIkUydOpXDhw+bF66cCwwMxMPDo9Cfu1qoca2MjAxefvllFi9eTK9evQBo3rw5u3bt4q233ip24axTtcsYm81GREQEcXFxDtvj4uJo3769SakqBsMwePrpp/n888/55ptvCAsLMztShdC1a1d2797Nrl277K/IyEgeeeQRdu3apaLZhW6//fYCj1z76aefqFOnjkmJKo4LFy7g5ub4I9jd3V2Po7rOwsLCCA4OdviZm5WVxfr16/Uz9zq4VDT//PPPrF69mmrVqpkdqdwbOHAgP/74o8PP3JCQEF544QVWrlxpdrxyzWazceutt+rnrgmys7PJzs52+ueuVpzLoJiYGAYOHEhkZCTt2rVj9uzZJCQkMHz4cLOjlWtPPfUUCxYs4IsvvsDX19e+6u/v74+3t7fJ6covX1/fAteRV6pUiWrVqun6chd7/vnnad++PRMmTKB///58//33zJ49m9mzZ5sdrdy75557+Pvf/07t2rW55ZZbiI+PJzY2lscff9zsaOXOuXPn+OWXX+zvDx06xK5du6hatSq1a9cmOjqaCRMm0LBhQxo2bMiECRPw8fHh4YcfNjF1+VDU3IeEhHD//fezc+dOvvrqK3Jzc+0/d6tWrYrNZjMr9g3van/mL/8FhdVqJTg4mEaNGl3vqOXO1eb+hRdeYMCAAXTq1Ik77riDFStW8OWXX7Ju3TrzQpcTV5v7zp0788ILL+Dt7U2dOnVYv349H374IbGxscUfxMm7fYuL/Otf/zLq1Klj2Gw2o3Xr1nok0nUAFPqaO3eu2dEqHD2O6vr58ssvjfDwcMPT09No3LixMXv2bLMjVQjp6enGc889Z9SuXdvw8vIy6tWrZ4wdO9bIzMw0O1q5s3bt2kL/bX/ssccMw8h/JNVrr71mBAcHG56enkanTp2M3bt3mxu6nChq7g8dOnTFn7tr1641O/oN7Wp/5i+nx1GVnuLM/Zw5c4wGDRoYXl5eRosWLYwlS5aYF7gcudrcJyYmGoMHDzZCQkIMLy8vo1GjRsbkyZONvLy8Yo9hMQzDuLZ6XkRERERERKTi0DXOIiIiIiIiIkVQ4SwiIiIiIiJSBBXOIiIiIiIiIkVQ4SwiIlIG+fr6YrFY+Nvf/lbsYywWCxaLxYWpyp/SmLMuXbpgsVj0SBkRkXJMhbOIiMg1ulRsFVZwFbXPbPPnz3fId+nl6elpb1NWsxeW22KxMH/+fKf6nT17NiNHjiyllCIiUl6pcBYREXHC4sWL7V8vX77cxCRXN3jwYAA8PT3p3LkzNWvWBCA7O/ua+klISCAlJaW04xXLo48+yt13342bW/5/YS59pmt14cIFDhw4wBNPPMFbb71ViglFRKQ8UuEsIiLihD/96U/2r3v37l1om2+++abASmlwcLBDGy8vL4f958+fL9BP1apVnV5xtVgsXLx4kXXr1nHixAkMwyAvL8++74/tLr13c3Ozr0xfOiW5X79+bN68uUAeX19fex/dunUrsN/LywuA1157rcC+S8VwUT766CO+/vprcnNzHbZfuHChQH9Wq9W+/9Kp797e3lgsFipVqsStt95aYIU9JSWlQD/e3t4OYwUFBTns//bbb4s7/SIicoNS4SwiIuIEwzDsX18qQC/XtWtXIH+lt3HjxgCcPHmSl156CYBevXqRmZkJQPPmzbFYLA79AtSvX5/U1FQAWrduTUBAAHDtK66GYfCvf/2r0H0vvvii/etHH32URx991GF/VlYWAQEBNG/enCFDhnD77bcD4OfnR5s2bQA4d+4cERERAKxZswaAevXq0b59e2w2GzabDYDx48cDEBwcTOfOnfH29nYodK9VpUqVgPxfQLRv3x6LxUJOTg5+fn4O7S5evIi3tzdt2rRh2LBhBfqpXr06kP/LgubNm9uPufSZ5s+fT3JyMgCNGjXCZrORk5NT4twiInJjsBiX/2QWERGRIl1aoXz66aeZPn06nTt3xsPDgzVr1ti3QX6ROn/+fAYPHoybm5t9lXTnzp32QswwDHt/58+fx8fHx2GM8ePH89e//tX+/o8/tgMCAjhz5gzLli2jZ8+ehbb5Iz8/P86ePeuwrUqVKvaC/I/j/rEPNzc3DMOgTp06HD58GIC2bduydetW7r//fv7zn/8UenxRea6W9Wrtg4KC7AXsvHnzGDx4MFWrVuXUqVOFHuPr68u5c+fw8PBwODX98n4Ly1XYZ/q///s/HnzwQYf9tWvX5siRI8X6PCIicmNR4SwiInKNCiukLrm8YAwLC+Pw4cN07dqV1atXF9nHH38kW61WcnJyChTOhWnatCl79+4tVjG6c+dO7rjjDtLT0wvkvjzXJZcK5z8W9pfyXYlhGPbjLqlbty6HDh0C8leGL62yQ/4vAU6fPn3F/q70+YcOHcqXX37JyZMni8xyqXDu27evw3Xpf/y8sbGxjBw5El9fX4f5udr3qm7duhw5ckSFs4hIOeZhdgAREZEbmc1mIysrC8Dh7tSXXCqwPDxK50furbfeWmDb1KlTi31869atSUtLs7+/VAhu3ryZ9u3bF3nspaIZ/ndaevPmzQt87kaNGtnb9OrVi2XLlgFw+PBh+2noFy9e5C9/+QvvvvsuhmGQmppa6Cnql7v11lvx8/Nj0qRJtG7dGoAaNWoA+dcxXzoV/pJLp17/8fOLiIhcK604i4iIXKM/rjomJCTYn997adXxj/uv5VTtwk4PLupU7aJyFdellePJkycTExNT5IrzH7e1atWKXbt24efn51CIF8WZU7eL2v+vf/2Lp59+GovFcsXrzC+tOF+azyv1W9xTtT///HPuu+8+h/1acRYRKb90czAREREn1K5dm8mTJzN58mRq165dYP9jjz0G5K++ent706RJE3vR/OqrrwLQo0cPIL8Aa9GiBe7u7gX6qVu3rr1NnTp1iIiIwGazXdMzly/dBTokJIQuXbrg5eVlP906JibGoe19993HM888c8W+4uPjAUhPT8dqtdKpUyeCg4Md7px96Y7UnTp14qabbiqQxWq1cttttxVYJb5WTz31FPC/08Pbtm1r/wVGce7UXRh3d3datGhhn99LK9WzZ88GoF+/fjRp0sT+WUVEpHzTirOIiMg1utbV0eXLl3P33Xc7tAkKCiIpKcn+3tPT037K96U+DMNwWCENDg4u9FreolZLC8t1uZEjR9qfZRwYGOhwg60/Xqt8eb9/XDn/o3r16vHrr78WOt6lsQrb17FjRzZs2FBk9it9tgsXLtjvrP1Hl65XLu6Kc0pKSoHTu728vMjIyLC/v3yOPDw8yMnJ0YqziEg5psJZREREREREpAg6VVtERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIqgwllERERERESkCCqcRURERERERIrgYXYAubK8vDxOnDiBr68vFovF7DgiIiIiIiI3DMMwOHv2LCEhIbi5ObdmrMK5DDtx4gShoaFmxxAREREREblhHT16lFq1ajnVhwrnMszX1xfI/0b7+fmZnKZiGTBgAIsWLTI7RoWkuTeP5t4cmnfzaO7No7k3j+beHJp3c6SnpxMaGmqvq5yhwrkMu3R6tp+fnwrn68xqtWrOTaK5N4/m3hyad/No7s2juTeP5t4cmndzlcZlr7o5mIiIiIiIiEgRVDiLiIiIiIiIFEGFs4iIiIiIiEgRVDiLiIiIiIiIFEGF83/NmDGDsLAwvLy8iIiIYOPGjUW2X79+PREREXh5eVGvXj1mzZrlsH/evHlYLJYCr4sXL7ryY4iIiIiIiEgpU+EMLFq0iOjoaMaOHUt8fDwdO3akZ8+eJCQkFNr+0KFD3H333XTs2JH4+Hhefvllnn32WT777DOHdn5+fiQmJjq8vLy8rsdHEhERERERkVKix1EBsbGxDBkyhKFDhwIwdepUVq5cycyZM5k4cWKB9rNmzaJ27dpMnToVgCZNmrB9+3beeust/vSnP9nbWSwWgoODi50jMzOTzMxM+/v09PQSfiIREREREREpLRV+xTkrK4sdO3YQFRXlsD0qKorNmzcXesx3331XoH2PHj3Yvn072dnZ9m3nzp2jTp061KpVi969exMfH19klokTJ+Lv729/hYaGlvBTiYiIiIiISGmp8IVzSkoKubm5BAUFOWwPCgoiKSmp0GOSkpIKbZ+Tk0NKSgoAjRs3Zt68eSxdupT/+7//w8vLi9tvv52ff/75ilnGjBlDWlqa/XX06FEnP52IiIiIiIg4S6dq/5fFYnF4bxhGgW1Xa//H7W3btqVt27b2/bfffjutW7dm2rRpvPPOO4X26enpiaenZ4nyi4iIiIiIiGtU+BXnwMBA3N3dC6wuJycnF1hVviQ4OLjQ9h4eHlSrVq3QY9zc3Lj11luLXHEWERERKc8ST6fTauxizjS82+woIiLXpMIXzjabjYiICOLi4hy2x8XF0b59+0KPadeuXYH2q1atIjIyEqvVWugxhmGwa9cuatasWTrBRURERG4wn27aR2qujaPWmzifkXn1A0REyogKXzgDxMTE8P777/PBBx+wf/9+nn/+eRISEhg+fDiQf+3xoEGD7O2HDx/OkSNHiImJYf/+/XzwwQfMmTOHUaNG2du8/vrrrFy5kt9++41du3YxZMgQdu3aZe9TREREpKLZdugUAAZubNx72NwwIiLXQNc4AwMGDODUqVP8P3v3HRbVmb5x/DsVsGBDERQVsPeCGnuJXVPdrGmmmsSYstHNpmfTY9ovGpOo0ZjippleNWrsBY29d0EUQURUFIGpvz9QNq7GWICXgftzXVxhzjlzzj1PBOaZc877Pv/886SkpNC0aVOmT59O7dq1AUhJSTltTufo6GimT5/OyJEjeffdd4mMjGTcuHGnTUV15MgR7r77blJTU6lQoQKtWrVi4cKFtGvXrshfn4iIiEhxsO2QC3ACsGx7Cv3iGpgNJCJyntQ4nzRixAhGjBhx1nUfffTRGcu6devG6tWr/3R/Y8aMYcyYMQUVT0RERCSgHcrMIs3131va1idnGkwjInJhdKm2iIiIiBS6uWt34+e/s5LsPuIzmEZE5MKocRYRERGRQrdkewoA9cq5ATjidZCSobPOIhIY1DiLiIiISKHbkHICgG51K1GebADmr08wGUlE5LypcRYRERGRQuX2eEnKynvb2bVxFKGewwCs2JVmMpaIyHlT4ywiIiIihWrZlj24seHAS4fGtSmbcxCAzQeyDCcTETk/apxFREREpFAt2LQXgFplfTjsNpzH8u533nPMgs+nQcJEpPhT4ywiIiIihWr13qMANK1eBgDL0WSs+Mj229mSpMu1RaT4U+MsIiIiIoVq58mppzrWrw6AxechPMgDwKJNScZyiYicLzXOIiIiIlJodu9PJ9PrwIKfXi1j85fXq+wEYFXiIVPRRETOmxpnERERESk0v63Lm3KqqsNNlQpl85e3rFURgG3pOSZiiYhcEDXOIiIiIlJolu/KG0G7QZjztOWdG0UBsD/bhsvtKfJcIiIXQo2ziIiIiBSaLQdzAWhbp/Jpy9vUq4kTLx5sLN+q+5xFpHhT4ywiIiIiheLYiRxSch0A9Gxe57R1NpuVmmW9ACzZmlzU0URELogaZxEREREpFPPW7caPhbJWN41rh5+xvmHVEADW7T1SxMlERC6MGmcRERERKRSLtu4HIDbUgtV65tvOuOiqAOw8rHucRaR4U+MsIiIiIoViQ8pxAFrUDD3r+m7NagOQ7nZw+NiJIsslInKh1DiLiIiISIHzen0kHLMA0LVRjbNuExsZRlmrGz8WFm1MLMJ0IiIXRo2ziIiIiBS4NTuTyfXbseGjc9PoP90uOjSvuV62I7WooomIXDA1ziIiIiJS4OZu2ANAzRAPIUGOP92uSfVyAGxMOVYkuURELoYaZxEREREpcKv2HAagSXjIObdrXzdvtO2Eo/5CzyQicrHUOIuIiIhIgdtxcqTsy+pWO+d23ZpFA36O+RwkpmYUQTIRkQunxllEREREClRy+hEyPE4AerWMPee2VSqUpYrDDcCCDYmFHU1E5KKocRYRERGRAvXbmt0AVLa7iAyr8Jfb161oB2BFwsFCzSUicrHUOIuIiIhIgYrfmQZA/cr289q+ec285nprWnahZRIRuRRqnEVERESkQG0+2QC3qV35vLbv1DBvnuekLCs+n6/QcomIXCw1ziIiIiJSYLJz3SRn551p7tGs1nk957JGtbDhw+W3sW73/sKMJyJyUdQ4i4iIiEiBWbhhN16sBFs8tK5b47yeE+x0EBGcNwr3wk17CzOeiMhFUeMsIiIiIgVm0ZZkAKLL+7Faz/+tZv2wIADWJGlKKhEpftQ4i4iIiEiBWZt8DIDmkeUv6HmtT94PvSPdVeCZREQulRpnERERESkQPp+P3Zl533dqEHFBz+3SOO9+6JRcO9m57oKOJiJySdQ4i4iIiEiB2LTnACd8dqz46NEi5oKe2yy6OkEWDz6sLN28p5ASiohcHDXOIiIiIlIg5q5PBCAi2EP5MsEX9Fyr1Uqtsn4AlmxNLuhoIiKXRI2ziIiIiBSIFQmHAGhUNeiint84vAwAG5IzCyyTiEhBUOMsIiIiIgVi26G8e5Mvi612Uc9vG1sVgF1HPAWWSUSkIKhxFhEREZFLdvDIcQ66HQD0anlh9zef0q1pHQAyPE4OHjleUNFERC6ZGmcRERERuWS/rd0FWKhgc1OneuWL2kdUtUqE2vLOWi/YkFCA6URELo0aZxERERG5ZPE7UgGoW/HS3l7GhFoAWL7zwCVnEhEpKGqcRUREROSSbUw9AUDrWhUvaT/NaoQCsClFl2qLSPGhxllERERELonL7WFvlg2A7k2jLmlfl9WrDkDicQs+n++Ss4mIFAQ1ziIiIiJySZZu3oMbG068tGtQ65L21aVpNBb8nPDZ2bn/UAElFBG5NGqcRUREROSSLNy8D4Da5Xw47LZL2ldo2WCqOfMGCFu4cc8lZxMRKQhqnEVERETkkqzZexSAptXLFsj+6lbKm9ZqRcLBAtmfiMilUuMsIiIiIpdk55G8e5E7NaheIPtrWasSANsO5hTI/kRELpUa55PGjx9PdHQ0wcHBtGnThkWLFp1z+wULFtCmTRuCg4OJiYlh4sSJf7rtF198gcVi4eqrry7g1CIiIiJmbd93kGM+Bxb89GgRUyD77NyoBgDJJ2y4Pd4C2aeIyKVQ4wxMmzaNhx56iCeffJI1a9bQpUsX+vfvT1JS0lm3T0hIYMCAAXTp0oU1a9bwxBNP8OCDD/LNN9+cse2ePXt4+OGH6dKlS2G/DBEREZEiN3ddAgDVnG6qhBbMpdpx9aOw48WNjZXb9xXIPkVELoUaZ+DNN9/kzjvvZNiwYTRq1IixY8cSFRXFhAkTzrr9xIkTqVWrFmPHjqVRo0YMGzaMO+64gzfeeOO07bxeLzfddBPPPfccMTEF8wmsiIiISHGyfHfefcgNw5wFtk+H3UaNkLwzzUu2qHEWEfNKfePscrlYtWoVffr0OW15nz59WLp06VmfEx8ff8b2ffv2ZeXKlbjd7vxlzz//PFWrVuXOO+88ryy5ublkZmae9iUiIiJSnG1NdwHQNrpKge63YdVgANbsPVyg+xURuRilvnFOT0/H6/USHh5+2vLw8HBSU1PP+pzU1NSzbu/xeEhPTwdgyZIlTJkyhcmTJ593ltGjR1OhQoX8r6ioqAt8NSIiIiJF58jxbFJz80bA7tUiukD33SY6DICdGe6/2FJEpPCV+sb5FIvFctpjv99/xrK/2v7U8mPHjnHzzTczefJkwsLCzjvD448/ztGjR/O/9u7dewGvQERERKRozVu3Gz8Wylrd1K9ZtUD33a1pbQDSXA6OndDo2iJilt10ANPCwsKw2WxnnF1OS0s746zyKdWrVz/r9na7nSpVqrBp0yYSExO54oor8tf7fHnTNNjtdrZt20ZsbOwZ+w0KCiIoKOhSX5KIiIhIkViybT8AdStYsFoL9nxMvRphlLF6OOGzs2hjIgPaNSzQ/YuIXIhSf8bZ6XTSpk0bZs+efdry2bNn07Fjx7M+p0OHDmdsP2vWLOLi4nA4HDRs2JANGzawdu3a/K8rr7ySHj16sHbtWl2CLSIiIiXChpQsAFpFVSjwfVutVmqXy7uib9n2lALfv4jIhSj1Z5wBRo0axdChQ4mLi6NDhw5MmjSJpKQkhg8fDuRdQp2cnMzUqVMBGD58OO+88w6jRo3irrvuIj4+nilTpvD5558DEBwcTNOmTU87RsWKFQHOWC4iIiISiLxeHwnH887BdGlUs1CO0aR6WbZkuli//1ih7F9E5HypcQaGDBnCoUOHeP7550lJSaFp06ZMnz6d2rXz7q1JSUk5bU7n6Ohopk+fzsiRI3n33XeJjIxk3LhxDB482NRLEBERESlSv2/bi8tvw46XTk1qF8ox2saG8/X2vSQc9RXK/kVEzpca55NGjBjBiBEjzrruo48+OmNZt27dWL169Xnv/2z7EBEREQlUCzblnVSoWcZLsNNRKMfo0TwaZuzlqNdBcvoRaoRVLJTjiIj8lVJ/j7OIiIiIXLhVe44A0DS8TKEdo1ql8lS2580TPX99YqEdR0Tkr6hxFhEREZELtvOwB4DL6lUr1OPEVLQBsGJ3WqEeR0TkXNQ4i4iIiMgFSUo7zGGvE4BeLc+cYrMgNa+RN2L35tQThXocEZFzUeMsIiIiIhfktzW7AQhzuKheObRQj9WhfgQASVkWfD4NEiYiZqhxFhEREZELsnxX3mXT9SsXzqBgf9SxSR2s+Mjx29m050ChH09E5GzUOIuIiIjIBdmUlgNAXJ1KhX6sssFOqgfl3U+9cFPSX2wtIlI41DiLiIiIyHnLynGxPydvRtMezQpn/ub/Va9K3v3UqxMPFcnxRET+lxpnERERETlvC9bvxoeVEIuHFjGRRXLMVrXyzmxvS88tkuOJiPwvNc4iIiIict4Wb90PQHR5P1Zr0byV7Nw4CoCUHDs5LneRHFNE5I/UOIuIiIjIeVuXfAyAFjXKF9kxW8XWwGnx4sXKsi26z1lEip4aZxERERE5Lz6fj92Zed93aVSjyI5rs1mJKpM3FdXSbclFdlwRkVPUOIuIiIjIeVmfkEK2344VH92aRRfpsRtVCwFg3d6jRXpcERFQ4ywiIiIi52nu+kQAIoM9lA0JKtJjx8VUBWDXEU+RHldEBNQ4i4iIiMh5WpV4GIDG1YKL/Njdm9UBIN3t4FBmVpEfX0RKNzXOIiIiInJetmXkjWh9WWy1Ij92neqVKW91AxYWbkgs8uOLSOmmxllERERE/lLa4WOku50A9GoVYyRDdKgFgOU7U40cX0RKr4BsnGNiYjh06NAZy48cOUJMjJlf5CIiIiIl2ew1uwCoaHNTq1olIxmaRJQDYFPKcSPHF5HSKyAb58TERLxe7xnLc3NzSU7WFAUiIiIiBS1+xwEA6lWyGcvQvl51ABIy/cYyiEjpZDcd4EL8+OOP+d/PnDmTChUq5D/2er3MmTOHOnXqGEgmIiIiUrJtOnACcNK6dkVjGbo1i8byYwLHfQ527U8nNjLMWBYRKV0CqnG++uqrAbBYLNx6662nrXM4HNSpU4f/+7//M5BMREREpOTKcbnZeyLvTHP3JrWM5ahUvgxhDjcH3U4WbtyjxllEikxANc4+nw+A6OhoVqxYQViYflmKiIiIFLalm/fgwYbT4qVdgyijWWIr2TmYBisTDnK70SQiUpoE5D3OCQkJ+U1zTk6O4TQiIiIiJdvCzfsAqFPWh81m9u1ji6iKAGxN03tAESk6Adk4+3w+XnjhBWrUqEG5cuXYvXs3AE8//TRTpkwxnE5ERESkZFmz9ygAzSPLGk4CnRrUAGBvlhWv12c4jYiUFgHZOL/44ot89NFHvPbaazidzvzlzZo14/333zeYTERERKTk2XU0bxTrjvUjDCeByxrVwoYPFzbW7NRsKiJSNAKycZ46dSqTJk3ipptuwmb775QIzZs3Z+vWrQaTiYiIiJQsW5MOcNznwIKfni1jTcfB6bBTI8QDwKItew2nEZHSIiAb5+TkZOrWrXvGcp/Ph9vtNpBIREREpGSasz4RgHCnm4rlQsyGOal+WBAAa5MOG04iIqVFQDbOTZo0YdGiRWcs/+qrr2jVqpWBRCIiIiIl0++70wFoVNX5F1sWnda1qwCw/ZDLcBIRKS0CajqqU5555hmGDh1KcnIyPp+Pb7/9lm3btjF16lR+/vln0/FERERESoxt6S7ASfuYqqaj5OvapBavLU7nQK6drOxcyoYEmY4kIiVcQJ5xvuKKK5g2bRrTp0/HYrHw73//my1btvDTTz/Ru3dv0/FERERESoTDx05wwOUAoGeLaMNp/qtx7XCCLR58WFm8KdF0HBEpBQLyjDNA37596du3r+kYIiIiIiXWnLW78GOhvNVN/ZrF54yz1Wqldjk/245B/PYU+sY1MB1JREq4gDzjLCIiIiKFb+n2VABiKxa/t4yNw/PmlN6QnGk4iYiUBgF5xrlSpUpYLJYzllssFoKDg6lbty633XYbt99+u4F0IiIiIiXDhpQswEHrqAqmo5yhbWw1vtu5j91HvaajiEgpUPw+PjwP//73v7FarQwcOJDnnnuOZ599loEDB2K1WrnvvvuoX78+9957L5MnTzYdVURERCQgeb0+9hzPe6vYtXFNw2nO1L1ZHQAOe5ykZuiss4gUroA847x48WJefPFFhg8fftry9957j1mzZvHNN9/QvHlzxo0bx1133WUopYiIiEjgWrZ1Dy5s2PHSsXFt03HOEBlWgQo2N0e9DhZsSGRIt+amI4lICRaQZ5xnzpxJr169zlh++eWXM3PmTAAGDBjA7t27izqaiIiISIkwf+NeAGqV9eJ0FM9zLafuvf591wHDSUSkpAvIxrly5cr89NNPZyz/6aefqFy5MgBZWVmUL1++qKOJiIiIlAhr9h4BoGl4GbNBzqFpZN57vc2pWYaTiEhJVzw/PvwLTz/9NPfeey/z5s2jXbt2WCwWfv/9d6ZPn87EiRMBmD17Nt26dTOcVERERCQw7TjsA2x0qF/ddJQ/1aF+BFM37GLPMQs+nw+rNSDPCYlIAAjIxvmuu+6icePGvPPOO3z77bf4/X4aNmzIggUL6NixIwD//Oc/DacUERERCUyJqRkc9ToAP71axpqO86c6N6mD5ZudnPDb2b7vIA1rhZuOJCIlVEA2zgCdOnWiU6dOpmOIiIiIlDi/rc0bJ6aqw03ViuUMp/lz5csEE+50k+pyMn/jHjXOIlJoAqZxzsw8/2kGQkNDCzGJiIiISMm2fNdBAOpXcRhO8tfqVXGSmgKrEw+ZjiIiJVjANM4VK1bEYrGc17Zer7eQ04iIiIiUXJsP5gBO2tapbDrKX2oZVZFFKUfYdjDHdBQRKcECpnGeN29e/veJiYk89thj3HbbbXTo0AGA+Ph4Pv74Y0aPHm0qooiIiEjAO3Yih5ScvLeIl7eINpzmr3VuHMXbvx8hOduGy+0ptlNniUhgC5jfLH8cIfv555/nzTff5IYbbshfduWVV9KsWTMmTZrErbfeaiKiiIiISMBbsCEBH1bKWDw0qV387xluXbcGDtbixsaK7Xvp1KT4N/siEngCcsz++Ph44uLizlgeFxfH77//biCRiIiISMmwaMt+AGIqEBDTOznsNmqWybtNb/GWZMNpRKSkKv6/Dc8iKioqf77mP3rvvfeIioq6qH2OHz+e6OhogoODadOmDYsWLTrn9gsWLKBNmzYEBwcTExNzRp5vv/2WuLg4KlasSNmyZWnZsiX/+c9/LiqbiIiISFFZv/8YAC0iyxtOcv4aVgsBYN3eI2aDiEiJFTCXav/RmDFjGDx4MDNnzuSyyy4DYNmyZezatYtvvvnmgvc3bdo0HnroIcaPH0+nTp1477336N+/P5s3b6ZWrVpnbJ+QkMCAAQO46667+OSTT1iyZAkjRoygatWqDB48GIDKlSvz5JNP0rBhQ5xOJz///DO333471apVo2/fvpdWABEREZFC4PP5SDiWNxhrl8Y1DKc5f23qhDEj8QA7M9ymo4hICRWQZ5wHDBjA9u3bufLKK8nIyODQoUNcddVVbN++nQEDBlzw/t58803uvPNOhg0bRqNGjRg7dixRUVFMmDDhrNtPnDiRWrVqMXbsWBo1asSwYcO44447eOONN/K36d69O9dccw2NGjUiNjaWf/zjHzRv3pzFixdf9OsWERERKUyrdyaT47djw0e3ZjGm45y3bs1qA3DQ7eDI8WzDaUSkJArIM86Qd7n2yy+/fMn7cblcrFq1iscee+y05X369GHp0qVnfU58fDx9+vQ5bVnfvn2ZMmUKbrcbh+P0OQ/9fj9z585l27ZtvPrqq3+aJTc3l9zc3PzHFzJ3tYiIiMilmr8hCYAaIR5Cgor/HM6n1KtRlbJWN1k+B4s3JTKofSPTkUSkhAnIxnnhwoXnXN+1a9fz3ld6ejper5fw8NNHjQwPDyc1NfWsz0lNTT3r9h6Ph/T0dCIiIgA4evQoNWrUIDc3F5vNxvjx4+ndu/efZhk9ejTPPffceWcXERERKUgr92QAVhqfvGc4kNQpb2HTUYjflqLGWUQKXEA2zt27dz9jmcViyf/e6/Ve8D7/+HzIO0v8v8v+avv/XV6+fHnWrl3L8ePHmTNnDqNGjSImJuas+QEef/xxRo0alf84MzPzogc7ExEREblQOzI8gJPL6lYzHeWCNYkoy6ajuWxMOWY6ioiUQAHZOB8+fPi0x263mzVr1vD000/z0ksvXdC+wsLCsNlsZ5xdTktLO+Os8inVq1c/6/Z2u50qVarkL7NardStWxeAli1bsmXLFkaPHv2njXNQUBBBQUEXlF9ERESkIKRkZHLI4wSgd6vAub/5lPZ1q/Pl1j0kZPpNRxGREiggBwerUKHCaV9hYWH07t2b1157jUceeeSC9uV0OmnTpg2zZ88+bfns2bPp2LHjWZ/ToUOHM7afNWsWcXFxZ9zf/Ed+v/+0e5hFREREiovf1uwCoJLdRY2wimbDXISuTesAfjK9DpLSDv/V5iIiFyQgG+c/U7VqVbZt23bBzxs1ahTvv/8+H3zwAVu2bGHkyJEkJSUxfPhwIO8S6ltuuSV/++HDh7Nnzx5GjRrFli1b+OCDD5gyZQoPP/xw/jajR49m9uzZ7N69m61bt/Lmm28ydepUbr755kt/oSIiIiIFLH7HAQDqVwrICxKpWrEcVex501Et2JBoNoyIlDgB+Ztx/fr1pz32+/2kpKTwyiuv0KJFiwve35AhQzh06BDPP/88KSkpNG3alOnTp1O7dt7UBikpKSQlJeVvHx0dzfTp0xk5ciTvvvsukZGRjBs3Ln8OZ4CsrCxGjBjBvn37CAkJoWHDhnzyyScMGTLkIl+1iIiISOHZdCAbcNKmdiXTUS5aTEU7h9Jhxa40hl5uOo2IlCQB2Ti3bNkSi8WSPyDXKZdddhkffPDBRe1zxIgRjBgx4qzrPvroozOWdevWjdWrV//p/l588UVefPHFi8oiIiIiUpRyXG72Zee9LezetJbhNBevRc1QVqQfZ0ua5nIWkYIVkI1zQkLCaY+tVitVq1YlODjYUCIRERGRwLVoQwJerARZPLSpV9N0nIvWsWEN3l+7jaQsCz6fD6u1RN2VKCIGBWTjfOoSahERERG5dIu2JANQp5wfmy1wm80OjWpjYwu5fjvrE1JoGVvDdCQRKSEC9jfjnDlzGDRoELGxsdStW5dBgwbx22+/mY4lIiIiEnDW7ssEoHlkOcNJLk1IkIPqwR4AFm3aaziNiJQkAdk4v/POO/Tr14/y5cvzj3/8gwcffJDQ0FAGDBjAO++8YzqeiIiISMDw+XzsOjn3cacGEYbTXLr6VfLmol6955DhJCJSkgTkpdqjR49mzJgx3H///fnLHnzwQTp16sRLL7102nIRERER+XNbktLI8jmw4Kdni1jTcS5Z69pVmJd8iO2HXKajiEgJEpBnnDMzM+nXr98Zy/v06UNmZqaBRCIiIiKBac66vEFXI4LchJYN/IFWuzSJAiA1x052rttwGhEpKQKycb7yyiv57rvvzlj+ww8/cMUVVxhIJCIiIhKYViZmANCwapDhJAWjeXQEQRYPXqzEb9ljOo6IlBABc6n2uHHj8r9v1KgRL730EvPnz6dDhw4ALFu2jCVLlvDPf/7TVEQRERGRgLM13QU4uSy2qukoBcJqtVKrrJ8dx2Hp1mR6tqxrOpKIlAAB0ziPGTPmtMeVKlVi8+bNbN68OX9ZxYoV+eCDD3jqqaeKOp6IiIhIwDl0NIuDbgcAl7eINpym4DSqFsKO4x7W7dMtfCJSMAKmcU5ISDAdQURERKRE+W3tLvxYCLW5iY0MMx2nwLSNrcaPu/ez+4jHdBQRKSEC8h5nEREREbl0S7enAlC3Ysl6S9itWR0ADnkcHDxy3GwYESkRStZvSRERERE5bxtTTwDQOqqC4SQFq1a1SoTa3ICFhRsTTccRkRJAjbOIiIhIKeT2eEnKynsr2O3kFE4lSXSoBYDlO1MNJxGRkkCNs4iIiEgptGzLHtzYcODlska1TccpcE0jygOwKSXLcBIRKQkCpnG+9tpryczMGxlx6tSp5ObmGk4kIiIiErgWbNoLQK2yPhx2m+E0Ba9DgwgAEo/5DScRkZIgYBrnn3/+maysvE8Mb7/9do4ePWo4kYiIiEjgWr03771U0+plDCcpHJ2b1MGCnyyfgx3JB03HEZEAFzDTUTVs2JDHH3+cHj164Pf7+fLLLwkNDT3rtrfccksRpxMREREJLDuP+AAbHetXNx2lUFQsF0JVh5s0t5MFG/ZQr0ZV05FEJIAFTOM8ceJERo0axS+//ILFYuGpp57CYrGcsZ3FYlHjLCIiInIOu/ank+l1YMFPr5axpuMUmrqVHaQdgFWJ6QwzHUZEAlrANM4dO3Zk2bJlAFitVrZv3061atUMpxIREREJPHPWJQBQ1eGmSoWyhtMUnhZRFVl64Chb07JNRxGRABcw9zj/UUJCAlWr6nIbERERkYuxbFfePb8Nw5yGkxSuzo1qALDvhA23x2s4jYgEsoA54/xHtWvX5siRI0yZMoUtW7ZgsVho1KgRd955JxUqVDAdT0RERKRY23owF3ASV6ey6SiFql2DWtjZgBsbq3cm075hLdORRCRABeQZ55UrVxIbG8uYMWPIyMggPT2dMWPGEBsby+rVq03HExERESm2MrNySMl1AHB5i2jDaQqXw26jRkjemebFm/caTiMigSwgzziPHDmSK6+8ksmTJ2O3570Ej8fDsGHDeOihh1i4cKHhhCIiIiLF09x1u/BjoazVTaNaJX+8mAZVg9mT5GPt3iOmo4hIAAvYM86PPvpoftMMYLfbeeSRR1i5cqXBZCIiIiLF25JtKQDEhlqwWgPyreAFaV2nCgA7DrkMJxGRQBaQvy1DQ0NJSko6Y/nevXspX768gUQiIiIigWH9/uMAtKwZajhJ0ejetDYAB1wOjp3IMZxGRAJVQDbOQ4YM4c4772TatGns3buXffv28cUXXzBs2DBuuOEG0/FEREREiiWv10ficQsAXU6OOF3S1a9ZlTIWD34sLN6UaDqOiASogLzH+Y033sBisXDLLbfg8XgAcDgc3HvvvbzyyiuG04mIiJR8izcm8NrP6+lSL4x/De5kOo6cp1U79pHrt2PDR5dmJXtgsFOsViu1y/vZkgnx21Po37ah6UgiEoACsnF2Op289dZbjB49ml27duH3+6lbty5lypQxHU1ERKREy85189jUefy4y4UfO+tXHCHEuYz7r7jMdDQ5D/M35t3qVjPEQ7DTYThN0WlcvSxbMl1s3H/MdBQRCVABean2KWXKlKFZs2Y0b95cTbOIiEghm79uF11f/JkfdrnxY6GSPW+wpTeXHOTH+M2G08n5WLXnMABNwkMMJyla7WLDAdh1xGc4iYgEqoBunEVERKTwZeW4uO+9X7n98y0cdDsJtnj4V+cwfn/2SppU8ODDyr9+3MHKbZont7jbfjjvFrcO9cINJyla3ZrVAeCo18H+9KNmw4hIQFLjLCIiIn9q9qrtdH3pF35J8OLHQvNKHmaN7Mp9g9rjsNv4/MG+1Ahykeu3c8fUVSSmZpiOLH8iOf0Ihz1OAHq1ijWcpmhVrxyaf4XE/A2JZsOISEBS4ywiIiJnOHYih3vGz+Dur7ZzyO0kxOLhiW7V+PHRq6hVrVL+dqFlg/n8vu5UsLnJ9Dq4ccICMrM05U9xNHvNbgCq2F1EVC4dU1H9UUwFGwArdqUZTiIigUiNs4iIiJxm+u9b6fbyDGYm+fBjoXUVL3P+2Z27+7c96/a1qlXiw9viCLJ42J/r5Pq3fsXt8RZxavkry3bmNYz1Kgfk2LCXrFmNvA8LNh/IMpxERAJRwP7m3L59O/PnzyctLQ2f7/SBHv79738bSiUiIhK4MrNyeOjDuczd5wOclLW6+VePWtzWu/VfPrd1vZr839XH+Md3O9mc6eDuCb/y4QMDCz+0nLfNadmAk7jalU1HMaJD/Qg+Wr+TPcct+Hw+rFadPxKR8xeQjfPkyZO59957CQsLo3r16lgslvx1FotFjbOIiMgF+n7pJp75ZQdHvQ7AQruqPsbd3pPqF3BJ76D2jUg6mMlri9OZlwz//mQez9/co/BCy3nLynGRnJ33tq97s1qG05jRuUkdrF9vJ8dvZ/OeAzSNjjAdSUQCSEA2zi+++CIvvfQSjz76qOkoIiIiAe3wsRM89OE8FuwHcFDO6ubxXnW4qWfLi9rfiEHtSTo0hy+25DB1Yxa1fl3JsH5xBRlZLsKijQl4sRJs8dC6bg3TcYwoGxJEeJCHlFwnCzclqXEWkQsSkNeoHD58mOuuu850DBERkYD29aINdHtl1smmGTqG+5n3SK+LbppPeXloDzpX9wMWRs9P4deV2y45q1yaRZuTAYgu7y/VlyjXr5I3qvjqPYcMJxGRQBOQvzmvu+46Zs2aZTqGiIhIQDp0NIubxvzMw78kkel1UN7q5vUBtfhs5CCqVix3yfu3Wq18cF8/GpR348XKQ99sZd2u/QWQXC7Wuv3HAGgeWd5wErNa1sobEX57eq7hJCISaALyUu26devy9NNPs2zZMpo1a4bD4Tht/YMPPmgomYiISPH22bx1vDw7geO+vL+dXSNgzO29qRJatkCP43TY+eLBPvR/fSapLie3fbCcX0b2JDKsQoEeR/6az+dj99G877s0ijQbxrAujaJ4a9lhkrPt5LjcBDsdf/0kERECtHGeNGkS5cqVY8GCBSxYsOC0dRaLRY2ziIjI/0jNyOTBDxfw+0Er4KCCzc2zA+pxTacmhXbMSuXL8NnwLlz1zmIOe50MeWcuvz46gLIhQYV2TDnTpj0HOOG3Y8VHt2bRpuMY1apuDZyswYWN37fupWvzGNORRCRABGTjnJCQYDqCiIhIwPh49mpem5dEls8B+OlZw8qbt/elYrmQQj92TGQYk25uxa1T17E3x8mN437l24evwGYLyLvFAtKcdXnvmyKCPZQvE2w4jVk2m5Wosj52ZdlYsi1ZjbOInLeA/6vl9/vx+/2mY4iIiBQ7KRmZDH79R56Zk0KWz0Elu4t3r4nlgwcGFEnTfEqHxrUZPSgGKz7WHbYzYtLMIju2wIrEDAAaVy3dTfMpDavl1WHd3iNmg4hIQAnYxnnq1Kk0a9aMkJAQQkJCaN68Of/5z39MxxIRESkW3v91JZe/Po9Vh2xY8NOnlpWFT/RnYPtGRvIM7tyUBy6rAsDMPT5emrbQSI7SaPshNwDtY6saTlI8xEXn1WHXYY/hJCISSALyUu0333yTp59+mvvvv59OnTrh9/tZsmQJw4cPJz09nZEjR5qOKCIiYsTetMPc/+FC1h22A3aqOFy8fFVj+sY1MB2NkVd3JCl9Nt/tdPH+mkxqha1h6OWtTMcq0dIOH+OgO28ArF4tdVkyQLemtWFuKuluB4ePnaBS+TKmI4lIAAjIM85vv/02EyZM4NVXX+XKK6/kqquu4rXXXmP8+PGMGzfuovY5fvx4oqOjCQ4Opk2bNixatOic2y9YsIA2bdoQHBxMTEwMEydOPG395MmT6dKlC5UqVaJSpUr06tWL33///aKyiYiI/BWfz8f4n5fTe0xe02zBz8BoGwufHFgsmuZT/u+Oy2lX1YcfC8/N3svctTtNRyrR5qzbDVioYHNTp3pl03GKhZjIMMpZ3fixsGCDxs0RkfMTkI1zSkoKHTt2PGN5x44dSUlJueD9TZs2jYceeognn3ySNWvW0KVLF/r3709SUtJZt09ISGDAgAF06dKFNWvW8MQTT/Dggw/yzTff5G8zf/58brjhBubNm0d8fDy1atWiT58+JCcnX3A+ERGRc0lMzeCKV3/itcXp5PjtVHW4mHJ9Q969px9lg52m453GarUy9YF+xJZ148HG/V9uYvOeVNOxSqz47Xm1rVcpIN/yFZroUAsAy3fo356InJ+A/C1at25dvvzyyzOWT5s2jXr16l3w/t58803uvPNOhg0bRqNGjRg7dixRUVFMmDDhrNtPnDiRWrVqMXbsWBo1asSwYcO44447eOONN/K3+fTTTxkxYgQtW7akYcOGTJ48GZ/Px5w5cy44n4iIyNn4fD7e+iGevm8tYtPRvLPMV8U6WPjUIHq2rGs63p8Kdjr44oFeVHW4OOGzM/T9eNIOHzMdq0TakJoNQKuoimaDFDNNIsoBsCnluOEkIhIoAvIe5+eee44hQ4awcOFCOnXqhMViYfHixcyZM+esDfW5uFwuVq1axWOPPXba8j59+rB06dKzPic+Pp4+ffqctqxv375MmTIFt9uNw+E44zknTpzA7XZTufKfXyaVm5tLbm5u/uPMzMwLeSkiIlKK7Eg+yAMfL2FrpgOwE+508cZ1LejSLDDuY61asRyf3N2Jaycs5ZDbyZC3f2P6o4MICTrzb6hcHJfbw94TeedIujeNMpymeGlftzpfbEkkIVMzs4jI+QnIM86DBw9m+fLlhIWF8f333/Ptt98SFhbG77//zjXXXHNB+0pPT8fr9RIeHn7a8vDwcFJTz375Tmpq6lm393g8pKenn/U5jz32GDVq1KBXr15/mmX06NFUqFAh/ysqSn/kRETkdD6fjze+WcLAt+PZmunAio+/1Xey4KlBAdM0n9IgqhoTrm+OAy8JJ5wMfXsGPp/PdKwSY+nmPXiw4cTLZQ1rm45TrHRtVgfwc8znIDE1w3QcEQkAAXnGGaBNmzZ88sknBbY/i8Vy2mO/33/Gsr/a/mzLAV577TU+//xz5s+fT3Dwn8+h+PjjjzNq1Kj8x5mZmWqeRUQk39akAzwwNZ4dxx2AjYggF28OaU2HxoHbFHVtHsNzh47x5My9rEy38dCU2Yy7q6/pWCXCws37AKhdzofNFpDnSgpNldCyhDncpLudzN+QyG0aOE1E/kLANM6ZmZmEhobmf38up7Y7H2FhYdhstjPOLqelpZ1xVvmU6tWrn3V7u91OlSpVTlv+xhtv8PLLL/Pbb7/RvHnzc2YJCgoiKCjovLOLiEjp4PP5eOXrxXy4+ghuHNjwcV2jMjx/Y1+cjoD5U/6nbuzRgqT0TCauyuTHXR5qfbOEhwd3Mh0r4K3eexSw0SyirOkoxVJsRTvpB2Hl7oPcZjqMiBR7AfPxY6VKlUhLSwOgYsWK+dM8/fHr1PIL4XQ6adOmDbNnzz5t+ezZs886cjdAhw4dzth+1qxZxMXFnXZ/8+uvv84LL7zAr7/+Slxc3AXlEhERAdiUmEqvl35g0upjuLFRM9jFtNtb8sqtl5eIpvmUx67rwoA6NgDeXXGYrxZuMJwo8O06knfZe8f61Q0nKZ5aRFUAYEtatuEkIhIIAuYv7ty5c/MH1po3b16B7nvUqFEMHTqUuLg4OnTowKRJk0hKSmL48OFA3iXUycnJTJ06FYDhw4fzzjvvMGrUKO666y7i4+OZMmUKn3/+ef4+X3vtNZ5++mk+++wz6tSpk3+Guly5cpQrV65A84uISMnj9fp46ctFTF13FA9ObPi4sWk5/n19Pxx2m+l4heLtu/qQ8n8/sybDxpPTE4isUo5OTaJNxwpI2/cd5JjPgQU/l7eMNR2nWOrYoAaTVm9l7wkrXq8uZxeRcwuYxrlbt27530dHRxMVFXXW+4z37t17wfseMmQIhw4d4vnnnyclJYWmTZsyffp0atfOu2csJSXltDmdo6OjmT59OiNHjuTdd98lMjKScePGMXjw4Pxtxo8fj8vl4m9/+9tpx3rmmWd49tlnLzijiIiUHmt3JfOPT35nT7YTsFE7xMVbN7ejZWwN09EKlc1m5ZMH+zHg1V/Yk+3knk/X8d195ahXo6rpaAHnt7W7AQh3uqlUvozhNMXTZY1qYWMzLr+Ndbv307peTdORRKQYC5jG+Y+io6NJSUmhWrVqpy3PyMggOjoar9d7wfscMWIEI0aMOOu6jz766Ixl3bp1Y/Xq1X+6v8TExAvOICIipZvb4+WFLxby6cbjeHFix8stLSrw5N+7lJqzYWWDnXzxwOUMfHMOGR4nN01czIx/9aFKqO7TvRArEvJm+WgQ5jScpPgKdjqICPawL8fJwk1JapxF5JwC8q/wn414ffz48XOOWi0iIlJcrdy+lx4v/sjUjSfwYiW6jJvv72nLv2/oVmqa5lMiKocy9c7LCLF4SHM7uX7cbHJcbtOxAsqWgy4A2sWEGU5SvDUIyxuUdU3SYcNJRKS4C6gzzqemarJYLDz99NOUKfPfS4+8Xi/Lly+nZcuWhtKJiIhcOD8WHvt4Dl9tOYEXJw683NGmEo8O7oTVWroa5j9qGh3B29c15p4vt7LjuIM73p3JJ/8YUKprcr6OHM/mgCtvsNLLm9cxG6aYa12nCnP2pbPjkMt0FBEp5gKqcV6zZg2Qd8Z5w4YNOJ3/vfzI6XTSokULHn74YVPxRERELsi6XftJbnQ9G7bkAFbqlXPz9i0daFjr7NMhlja9WtfjqfRMnpubwtIDFh79eC6v397LdKxib+7aXfixUM7q1r+lv9C1SS1eX5xOaq6drBwXZYN1abuInF1ANc6nRtO+/fbbeeutty5ovmYREZHiJO3wMW794HeOWEJx4uXutlUYdU0HnVH9H7f3acOe9Pl8tD6Lr7blUuvHZTxw5WWmYxVrS7enABBb4czb2uR0TWqHE2zxkOO3E795D71a1zMdSUSKqYD86zx27Fg8Hs8ZyzMyMsjMzDSQSERE5Px5vT5unTCHI14HZcnh5/s78HApvzT7XJ69sTuX18xrAscsPciP8ZsNJyre1u/PAqDVyXmK5c9ZrVZqlfUDsHTbfsNpRKQ4C8i/0Ndffz1ffPHFGcu//PJLrr/+egOJREREzt+/PprDlkwHNnxEJ/9G/ZqabumvTLq3H00revBh5V8/7mDltguffrI08Hp9JGblvb3r2lijRJ+PxtXzxsxZn3zUcBIRKc4CsnFevnw5PXr0OGN59+7dWb58uYFEIiIi5+fTuWv5dkcuACPaVcZ6NNlwosBgs1n5/MG+1Ah2keu3c8fUVSSmZpiOVez8vm0vLr8NO146Nq5tOk5AaBuTN73p7iMXPp2piJQeAdk45+bmnvVSbbfbTXZ2toFEIiIif21DQgrPz94DWOhc3c8/r+1kOlJAKV8mmC9GdKeCzU2m18ENExZw5Lj+7v/R/E1JAESV8RLsdBhOExi6nxx5PMPjJO3wMbNhRKTYCsjGuW3btkyaNOmM5RMnTqRNmzYGEomIiJxbZlYOwz5cRq7fTo0gF+8N72M6UkCKqlaJD2+LI8jiISXXyQ3jZuL26EzhKav3HAGgSXiZc28o+WqEVaSCLW+e8AUbEs2GEZFiK6BG1T7lpZdeolevXqxbt47LL78cgDlz5rBixQpmzZplOJ2IiMjpfD4fd0yYxQGXkxCLhw/v6qxpby5B63o1efPqYzz43U62ZDq4a8KvfHBffw2uBuw47AWsdKinaaguRHQFK2szYPnOVK7r2sx0HBEphgLyL0ynTp2Ij48nKiqKL7/8kp9++om6deuyfv16unTpYjqeiIjIaV6ctoiV6TYs+Hl5UF0NBlYABrZvxL+65jWH85Phmc8WGE5kXmJqBke8eZdnX94yxnCawNI8sjwAm1KzDCcRkeIqIM84A7Rs2ZJPP/3UdAwREZFzmv77Vj5cdwywcFOTMlzTqYnpSCXG8AHtSEqfy2ebs/nPxiyiZqzg7v5tTccyZu66BADCHC6qVw41nCawXFY/gqkbd7HnmAWfz6erF0TkDAH/WyE7O5vMzMzTvkRERIqDxNQM/vX9VvxYaFnJw/M3dTcdqcR58ebudI0AsPDqglRmrNhqOpIxy3alAdCgsgYFu1BdmtbBgp8Tfjs7ktNNxxGRYiggG+cTJ05w//33U61aNcqVK0elSpVO+xIRETEtx+XmlvcWkOVzEOZw8eGI3jqLVQisVivvj+hLw1A3XqyM/HYba3eVzim+NqflANCmjt4LXajyZYKp5jw5QNjGPYbTiEhxFJB/wf/1r38xd+5cxo8fT1BQEO+//z7PPfcckZGRTJ061XQ8ERERRrw3m6RsJ068TLqlLZXKa5TjwuJ02Pniwb5Ud7rI8du5/YPfSU4/YjpWkcrKzmV/Tt4deD1PTq8kF6buyTP1qxJ0xllEzhSQjfNPP/3E+PHj+dvf/obdbqdLly489dRTvPzyy7rvWUREjHvnp2XMTfYD8HjPGrSuV9NwopKvYrkQvhjRjfJWN4e9Tq5/Zx5Z2bmmYxWZBRsS8GElxOKheXSE6TgBqVVU3pn6rQdzDCcRkeIoIBvnjIwMoqOjAQgNDSUjIwOAzp07s3DhQpPRRESklFuyKYGxS/LuNR0Ubef2Pm0MJyo96lSvzPu3tMaJl705Tm4Y9yter890rCKxaEve5ekxoeiWgIvUqVHeB1zJ2TbNDS4iZwjI36wxMTEkJiYC0LhxY7788ksg70x0xYoVzQUTEZFSLe3wMUZ8tg4PNuqVczPmzl6mI5U67RvW4pVBMVjxsf6wnRHvzTQdqUisSz4GQIsa5Q0nCVxx9WviwIsHGyu37zUdR0SKmYBsnG+//XbWrVsHwOOPP55/r/PIkSP517/+ZTidiIiURl6vj1smzOGo10Gozc3Hw3vgsNtMxyqVru3clH90CANgZpKPF78o2XM8+3w+Eo5ZAOjcMNJwmsDlsNuoUSbvTPPiLaVzgDkpeIcysxjz/VJO1O7Mrv26fz6QBeQ8ziNHjsz/vkePHmzdupWVK1cSGxtLixYtDCYTEZHS6uEP57A104ENH+P+3ozIsAqmI5Vq/7iqA0mHZvPNdhdT1h6jVthqbunV2nSsQrFu936y/Xas+OjWPMZ0nIDWoGowiXt8rE06bDqKBDCX28NXizbyzaok1h2y4MUKZZvQd9xSrqgbwjPXd6ZiuRDTMeUCBdwZZ7fbTY8ePdi+fXv+slq1anHttdeqaRYRESM+nbuW73bmDUR1X/vKdG8RaziRALx+2+VcVs2HHwvP/7aPuWt3mo5UKOZtyJs+KTLYQ9lgp+E0ga1tdFUAdh52G04igcbn8zF37U7ueGc6Lf/9C0/OSmb1IRterFSyuajkz8SDje92uuj08kze/G5JqRmDoaQIuMbZ4XCwceNGLBaL6SgiIiJsSEjhudlJgIUuETDqmk6mI8lJVquVj+7vR91ybjzYuP/LTWzek2o6VoFbmZh3drRJtWDDSQJf16a1AUhzOcjM0uja8tc270nlXx/+Rtt//8AdX2xj7j4/J/x2gi0eukXC5OvqseqFq6i55XMe61KVUJubLJ+DccuP0PG5H/h28UbTL0HOU8A1zgC33HILU6ZMMR1DRERKucysHO78YBkuv40awS4mDe9jOpL8j2Cng2kP9Kaqw8UJn52h78eTdviY6VgFaltG3tnR9rHVDCcJfHUjq1DW6saPhUUbE0zHkWLq4JHjvPb1Yro99x0DJqziq225HPI4seGjRSUPz/eKYO1zA/j4wYH0blMfq9WKBRg+sB3xT/XnhkbBOPFywOVk1M976P/y9xqQLgAE5D3OLpeL999/n9mzZxMXF0fZsmVPW//mm28aSiYiIqWFz+fj9vGzSHM7CbF4+OiuzoQEOUzHkrOoUqEsn97TmWvGL+GQ28mQt39j+qODTMcqEKkZmRxy512e3auV7m++VFarldrlYHMmLNuRysD2jUxHkmIiO9fNlws38M3qvWw6bM27b5m8n706ZVwMbFKN2y5vQdWK5c65n7IhQYy+9XJGpB3mqS+WsnC/ny2ZDq77YB1dI9fz8o2dqBFWsfBfkFywgGycN27cSOvWeQN8/PFeZ0CXcIuISJF4cdoiVh2yYcHP6CvqUq9GVdOR5Bzq16zKxBuac8enG0k44WTo2zPwmw5VAH5buwuASjYXtapVMpymZGgSUY7NmblsSM40HUUM8/l8zF69g8+W7mR5ioccv51T7VMVh4vLY8tzR89mNKwVfsH7jqpWiY8fHMjKbXt5+ptVbMl0sGA/9HhjIYMbleWpIV00ZkExE1CN8+7du4mOjmbevHmmo4iISCn2y/ItfLjuGGDh5qZlubpjE9OR5Dx0aRbD8/2O8cSve1mZbiM6tjeJqRnUqV7ZdLSLtmxHGgB1KwXUW7pirX3dcL7alsTuzJLw0YpcjA0JKXwwZyPzE45z2HuqebVTxuKhQw0HQ7s0oGuzaKzWS7/rNa5BFDOeiOKbxRt5bdYODricfL4lh19emM6IjpHc3T+uQI4jly6gfsvWq1ePlJQUqlXLu4dnyJAhjBs3jvDwC/+UR0RE5GLs3p/OIz9sw4+DlpU8PHdjN9OR5ALc0L0Fe9OPMX7lURKCYug+Np4wh4vm1YLo2rA6A9vW/8tLLYuTjQdOAE7a1K5oOkqJ0a1ZNPySRKbXwd60w0TpTH6pkJKRyQez1zJjyyH25Zxqlp3Y8dK8ClzXtjaDOzXB6Sic9mlw56ZceVkjxv24jA9WHiTT6+CVRQf5ZMUPPDWoMf3iGhTKceX8BVTj7Pef/snf9OnTGT16tKE0IiJS2uS43Nw2eRFZPidhDhcfjuirMwEB6JG/dcbnX8QXK/dzxFKOdLeTucl+5ian8Nyc/UQEuWkZEULPJjXo26Ye5csUz9Gqc1xu9p2wAdCtSS3DaUqOqhXLUdnuIsPjZMHGRG7uqca5pMrKcfH5/PV8tyaZLUet+E7et2zBT0xZD1c0q8atl7ekUvkyRZLHYbfxz2s7cWefbJ79YhE/78xhX46T4V/vpOWcrbw0pD1N6lQvkixypoBqnEVEREy6971ZJGU7ceJl8q1ti+zNlBS8x67rwtL/XMkvH0zllxU7WLjtAJsOujnsdbI/18n+RC/TE5N49JdEapXx0KZmOS5vFsXlLesW2hmnC7Vk0x482HBavLRrEGU6TokSW9FORjqs2HWQm3uaTiMFyefzMX3FNj5fuosVaT5cfhunWqJqDhe961Xgjl7NiY0MM5axYrkQxg7rwwP703ni83iWH7Sw9rCdKyeuoFdtOy/e0CWgrowpKYrHb/7zZLFYzhj8S4OBiYhIUXj7x2XMS877/onLa9Kqbk2zgaRA1AiryN3923J3/7zH2/am8cvKHSzddYgtGT6yfA4STjhJ2O7i6+27cHyznZjyPtrVrkDflnXo0Kg2NpuZqw4WbM6bvqZOWZ+xDCVVsxqhrEg/zuYDJ0xHkQKyesc+Ppi3iYV7ssn0OgALYKOs1U3nqCBu6dqQTk2iTcc8TWxkGNP+eQUL1+/m2R/WsTvLycw9Pha8Oocbm1fkkcEdCXZqNoeiElCNs9/v57bbbiMoKAiAnJwchg8ffsZ0VN9++62JeCIiUkIt3pjA2KUHASuDYuzc1ru16UhSSBpEVaNBVDVGkXdmavXOZH5dvZvliUfYfhRy/Xa2HbOxbeMJ/rNxMyGW9dSvCO2jKzGgTSzNoyOK7PL9dfsyATvNI8v+5bZyYTo1rMEH67aRlGXB5/PplowAtTftMFN+W8esbYfZn3vqvmUHDry0qmphSPtorrysEQ67zWjOv9K1eQy/Na3Dp/PWMWZeIhkeJx+sO873m37moe61ublnS/0bLQIB1Tjfeuutpz2++eabDSUREZHSIjUjk/s+X4cXB/XKuRlzRz/TkaSIWK1W4upHEVc/7zJor9fHoo0JzFq3hxVJmSQct5Ltt7PuMKw7fIxJq9dS3rqCRlVsdKobxqC29Qrtck+fz8fOo3ljv3RqEFkoxyjNOjaujZUt5PrtbEhIpUWsahwojp3I4T9z1/Hj+hS2ZdrxY+HUfcv1y3u4onl1bunZktCyxXPsgj9jtVoZenkrruvSlDe+Xcon646Q4XHy799S+Ch+D89d3YIuzTSXe2EKqMb5ww8/NB1BRERKEa/Xx60T5nLU6yDU5mbqiJ7F/syEFB6bzUr3FrF0bxELQHaumzlrd/Lbhr2sSc5ib7adYz4Hvx+E3w9mMCZ+OZXtLppVc9KlfjgD29UnonJogWTZvu8gWT4HFvz0aKE3ywUtJMhBRJCH5FwnizYnqXEu5rxeHz/Eb2ba8gRWH/TjxgbkXcIcEeSib4NK3NazeUBPPXdKsNPBU9d3455+x3n688XM2uNmd5aToZ9upn3VTbx8Qwej92eXZAHVOIuIiBSlf374G9uOObDhY9zfmxVY0yMlQ0iQg0HtGzGofSMAjhzPZsbK7czfsp91KTmkuhx5IzPvhwX7D/Di/FSqO920qB5M98aR9I+rT8VyIRd17N/WJQBQPch90fuQc6sX5iQ5GVbvyTAdRf5E/OY9fLxgC4v35nDc5wDyLlcub3XTrXYIt3VvTFwJHTivasVyTLy3H5sSU3nyy99Zm2Fj+UELfcctZVDdYJ69vot+NxQwNc4iIiJn8cncNXy/0wVYuK995fyzjCJ/pmK5EG7o3oIburcA8i7z//n37SzafoCNaS4OeZykupykJvmYmbSPJ39NomaIh9Y1ytKzSU16t65HSND5DfSzIuEQAA3DnH+xpVysVrUqMz85g+3puaajFJhDR7PwO8uQdvgYNpsVp92G3WbDabcFzABziakZefctbz/CAdd/71t24iUu3Mr1l8UwsF3DgHk9l6pJnep8/8iV/LpyGy/+vJl9OU6+3+lm9sszub1NVf5x1WW6UqqAqHEWERH5H+t27ef52XsBG10jYNQ1nUxHkgBUvXIow/rFMezkbfG79qfz84odLN2ZzuZDXo75HCRlO0na6eb7nQnYf9hJdDkfcVHl6duyDp2a1PnTN7xb012Ak/YxVYvuBZUyXZtEMSY+g5QcOzkud8COXuxye5g6Zy2frdjL7iwn1B1Ku1cXnnVbC36s+E/+FyyWvP9aLXl3ClstJ8eitvixWDi57r9ftlPrrWC1WLDlrzv5vdVycru8/9qtFqxWS/72dqvlv/+1gt1qxWa1YLPmzaKzau8xdh7/733LVnw0DPVydasa3NS9OWVDgoqkpsVRv7gG9Gldj0m/rmT8kv1keh28s+IIX637kUf61GNw56amIwY8Nc4iIiJ/kJmVw7CPluPyO6kZ7OK94YNMR5ISIjYyjH9cFcY/yBvca31CCjNW72bZ7gy2HYEcv50dx23s2JLD51u2EmTZSL0KcFmdivRrFUPrejWwWq0cyswizZXXxPVsUbymzylJWsRE4rSsxuW3sWxLUsBddZKYmsHb01cxc2fWycuY//rqBD8WvFj+uOD0/xYq/3kcKO/ffc1gF/0aVuaOXi2JDKtQ6MkChdVqZfiAdgzt6eKlLxfz9ebjHHA5+efPe5i8cCcvDm5TYi9dLwpqnEX+x2+rd5AT1Y7sXPd5XzInIiWDz+fjtvGzOOh2EmLx8OFdnfV7QAqF1WqlZWwNWsbWAPIGN4rfsoeZaxP5fc9Rdh+zkuu3s/EIbFx7nPfXrqesdRUNK1kJK+vAj4XyVjf1a+qMc2GxWq3UKutj53EbS7YmB0Tj7PP5mL5iG1MW7GBdhgUfVsBBsMVDj9pBPNC/JY8+cDdffvUNHq8Xl8eL1+vD7fXi9uT9N++xD8/JZV6fD7fHh8fnw+3x4vX58Xh9eE5ul/c4b7nb68N38r9enw+P14/Xn7e91+fH48tb7/H58f7vl//0730+/rAcfH4/tSqFcGuPxvk/N3J2ZYOdvHxLT+5LP8KTny9hQbKfrZkOrvtwHV0j1/Pi9R2JqlbJdMyAo8ZZ5A8mzVjBKwtS8ZVvxYBXf+bz+y+nugYDEik1nv9iIasP2bDgZ/QVdalXQ02JFA2bzUrnptF0bpp3BjnH5Wbeul3M2bCXVfuOk3TCTpbPwapDwCEfAHUrlo57OE1qWC2Encc9rN931HSUczpyPJsJM1by7fp0DrqdQN4l/jWCXfy9VXWG9W1D2eC8M84WOPmBoD4ULOlqhFXkowcGsnL7Xp7+ehVbMh0s2A+Xv7mIwY3K8tTfO5fqy9svlBpnkZNe+WoRE1cdJe+OHT8JJ5wMeHMOU++8jKbREabjiRQan8/Hryu343eUMR3FqJ+Xb+Hj9ccBC0ObluXqjk1MR5JSLNjpoH/bhvRv2xDIm5t25qodzN2UzLqUbA65rNx4maahKmxto6vy8+4Udh7xmI5yViu372X8zA0sTvbgwgY4seGjbTUYfnnjgDhLLoUvrn4UM56I4tvFG3l11g4OuJx8viWHX16cwfAOEQwf0BarVR/E/RU1ziLAox/NYdrWHMBCx3A/mat/ISGqLxkeJ9dN+p2xgxvSN66B6ZgiBW7X/nSGf7CYHccd2OvdyPAJv/LE4PbUKmWXcO3en84jP2zHj52Wlb08e2M305FETlO+TDB/69KMv3VpZjpKqdKtWR2Yk8Iht4NDR7OoUqGs6Ui43B4+mbuOT3/fy66sU2eNbVS0uRnUMJT7B8bpajk5q2s7N+WqDo1568d4pqw4SKbXwWuL0/ls5Q88ObBR/gd1cnZqnKVU8/l83DtxJjOT8i5761/Hxrt39+Hqqyfx/SuduPm9xRxwORnx9XYeTz/GsH5xhhOLFJxJM1bwfwv3k+vPe+Plwcave7zMfnMx3WraePyatqXiUuXsXDe3TlrECZ+TMIeLj0b00yfvIgJAneqVKW91c8znYMGGBK41ODJxYmoG70xfxa/5g305AD+NQj3c0jGav3dpVmqmYJKLZ7NZGXVNJ+7onc1zXyzmp53Z7Mtxcu83u2gxdxsv/b1dQF5p6fP5OJR5ggOHj3HgSBbpmSdIP5ZNStqhAjuGGmcptVxuD0PHzWD5wbw/Mjc2DuHlW3rmr69XoyrTH+7DjW/PZtsxBy/OTyUhbS4v3Nxdb6oloB08cpx735/LynQbYKe608VbN7bhuf97l8ORl5GS62TuPj/z315Gpwgrj1/dhsa1q5uOXWjunTSLvTlOnHiZfGtbKpYLMR1JRIqR6AoW1h+G5TsPFHnjfOpWmvcXbGftoTMH+7q/X0ua1Cm5v5+l8FQsF8KYYb15YH86T3wRz7I0C+sO27nyvZX0rmXnhRs6U61S+SLPdaoBTj18jLQ/NMCHjuVw5ISLI9luMnM8HMv1keX2c8IDJ7xWcv22k9OU/c/+ck8UWDY1zlIqZWXn8vexv7LpqB0Lfka0rcS/Bp85T2uV0LL89Mggho2fycIUC59uzibp7RlMGdEXp0M/PhJ4vl+6iad/3sExnwMLfgZGO3j9tj6EBDmwH9jCkvdG89Wijbw7fxdJ2U4WpcDiCStpV9XP41e3LnEjmb71Qzzzk/O+f/LymrSqW9NsIBEpdppGlGf94Ww2pR4vsmMeOZ7NxBkr+W5DOgdcfxjsK8jFda3CuatvGw3qJAUiJjKML0ZdwaINu3n2+/XsynIwM8nHgtfmcmPzijwyuONFzWHu8/lIP5rFgSPH8xvgg5knyDiee9YGOMsD2edogE9n49TPxJlrfIRYvYTY/JR1QFCwh70XnP7s9M7/pPHjx/P666+TkpJCkyZNGDt2LF26dPnT7RcsWMCoUaPYtGkTkZGRPPLIIwwfPjx//aZNm/j3v//NqlWr2LNnD2PGjOGhhx4qglcif+VQZhZ/GzubhBMOrPh4onvEOS/BdjrsfPRAf/796Xw+2XSCRSkWrnjtZz57oDdVQs3f6yRyPrJyXIz8YA6zkryAgwo2N6OvasiAdqffz2S1WhnSrTlDujXn+6WbGDdnO7uznCw/aOGayWtoVWUVj13RknYNa5l5IQVo0YbdjItPB6xcGWPn1t6tTUcSkWLosnrV+WxzAgmZhT+Z8eod+3hn5noW7zt9sK+4qnDP5Y3o2bJuoWeQ0qlLsxhmN6nDZ/PXMWZuIoc8Tj5Yd5zvN/3Mg91q06ZuBGlHskg7msWhY9n/bYBPuMnMLfgG2I6XYKuPEJufcg4o57RSPshGaLCdSmUcVCobROVywYSFhhBesSzVKpajWsVylC8TfNp+MjMzqfBcwdRIjTMwbdo0HnroIcaPH0+nTp1477336N+/P5s3b6ZWrTPfHCYkJDBgwADuuusuPvnkE5YsWcKIESOoWrUqgwcPBuDEiRPExMRw3XXXMXLkyKJ+SfInktOP8Le355GS68SBl9EDo89roBWr1cqLQ3tS59eVjJ6fwrZjDga8MYtP7ulcKu4BlcC2eGMCI6etPTlFiYUO1XyMv6sPlcqfexTtqzs24eqOTZixYitjZ21l2zEHqw/Z+PtH62lecQ3/GtiMLs0Cc1Tf1IxM7v9iPV4c1Cvn5v/u6Gc6kogUU12bRWP5YTdZPgc7kg8W+N99l9vDp/PW8cny0wf7qmBzM6hBKPcPiiNCg31JEbBardzcsxV/79KM175ZwqfrjpDhcfLsnBSYk3KOZ/51A1zm5Bngck4roUE2QkPsVAzJa4DDyocQFhpC1QplqFaxHNUrlS+WV1SocQbefPNN7rzzToYNGwbA2LFjmTlzJhMmTGD06NFnbD9x4kRq1arF2LFjAWjUqBErV67kjTfeyG+c27ZtS9u2bQF47LHHiuaFyDlt33eQGyYu5pDHSbDFwzvXNaZX63oXtI9h/eKoXXU7D369hQMuJ1e/u4SJNzQP2OZBSja3x8szny3gi81Z+HASYvHwaM8obrvAM6unpsSZv24Xr0/fyKajdtYfsTP00y00Cl3PP/s1ueCfJZO8Xh+3TpjLUa+DUJubqSN64rCf/Q++iEjFciGEOdwcdDtZtDGpwBrnpLTDvP3LKn7dcZxjfxjsq2Goh1s6RDOkqwb7EjOcDjtPXd+Ne/od599fLOa3RBd+OK0BLn/qDPDJBrhyuWCqnDwDXLVCWcIrliW8mDbAF6vUN84ul4tVq1ad0dz26dOHpUuXnvU58fHx9OnT57Rlffv2ZcqUKbjdbhyOi5tQPjc3l9zc3PzHmZmZF7UfOdPqHfu49cOVHPM5KWt18+EtrS/6UtPeberzVeXy3DplGYc8Tu74dCPP9snkpp4tCza0yCXYvCeVez+KZ0+2E7DSKNTNe8O6XdI0U91bxNK9RSxLNiXw+i8bWJthZUumg2Ffbqfe9E38o3cDBrVvVHAvopCM+uA3th1zYMPHuL8305kcEflLdSvZOZgGKxMOcscl7Mfn8zFz1XYmzz9zsK9utZw80K9lQI5oLCVT1YrlmDC8Hz6fTwPjosaZ9PR0vF4v4eHhpy0PDw8nNTX1rM9JTU096/Yej4f09HQiIi7uF97o0aN57rkCughf8s1ft4t7v9hItt9BJbuLT+/qcMkjBDeNjuCXUZdzwztzSDjh5KlZ+0g8mMmTQ7oWUGqRi+Pz+Xjrx2VMWJaOCyd2vNwVV5l/XduxwP7odWoSTacm0azcvpdXf1zLynQLO447uP+73bz+61Ye6FmXazs1KZZ/ZKf+tpofdrkBeOCyKnRvEWs4kYgEghZRFYlPy2TrweyLen5mVg4TZqzk2/UHTxvsK/LkYF93a7AvKcaK499zE0p943yKxXL6zet+v/+MZX+1/dmWX4jHH3+cUaNG5T/OzMwkKirqovcneSMI/+vHXbixE+508dX93S/pjNsfVa8cyvRHB3HL27+yIt3K5DXH2HNoBhPu6atLq8SI/elHGf7+fNYfsQM2aga7eHdoe1rERhbK8eLqR/HVw1FsSEhh9PerWHbAz55sJw//ksTYOTsZ3rUON3ZvUWz+4K7dlcyLv+0DbHSLhIeu7mg6kogEiE4NazBxVSb7smx4vb7z/ju/Zuc+3vl1PYuSPbj8pw/2dXfPRlzeSoN9iQSKUt84h4WFYbPZzji7nJaWdsZZ5VOqV69+1u3tdjtVqlS56CxBQUEEBenTxoLy8ezVPD8nGS82aoe4+PofvalasVyBHiMkyMG0UQN5+MM5fLvDxawkH1e//hOfPdj3jFH9RArTZ/PW8dLsBLJOTjM1uH4QLw8tmmnTmkVH8NnIQWzbm8bo71ewKNnHvhwnT83azzvzExnWMYrbe7c2+oHSkePZ3PXR77hwUjPYxcR7BhnLIiKBp33DWtjZiAsbq3bsO+ftXm6P9+RgX0nsPH76YF8DG4Ry/4A2RIZVKJrgIlJgSn3j7HQ6adOmDbNnz+aaa67JXz579myuuuqqsz6nQ4cO/PTTT6ctmzVrFnFxcRd9f7MUrDHfL2Xcsgz8J+/t/PKh/oXWyFqtVt68szd1fohnbHw6G47Y6ffqDD6/r+DObov8mcysHO5/fw4LUwAcVLa7eONvzYxMWdIgqhofPTCQxNQMXv52OXOT3KS6nLw4/wATl/zAHe0juatfXJEPxOXz+bhjwmwOup2UsXj4+O4uhATpd7WInD+nw05kiJekbBuLt+w9a+O8N+0w484y2FeD8h5u6VCH67s11xVpIgGs1DfOAKNGjWLo0KHExcXRoUMHJk2aRFJSUv68zI8//jjJyclMnToVgOHDh/POO+8watQo7rrrLuLj45kyZQqff/55/j5dLhebN2/O/z45OZm1a9dSrlw56tbVZTmF6d+fzmPqhhOAhbZhPj79x6AiOev24FUdqFNtM//6cQfJuU4GvbWAD25pQ1wDXW4vheO31Tv417cbOexxAtCjBoy7s/A+JDpfdapXZtKI/iSnH+Hlb5YxK8FFutvJa4vTeX/ZjwyNC+e+ge2K5OcS4PkvFrL6kA0Lfl65sh6xkWFFclwRKVkahAWTtNfH2qQj+ct8Ph+zVu9g8rxtrDnLYF/392tJMw32JVIiqHEGhgwZwqFDh3j++edJSUmhadOmTJ8+ndq1awOQkpJCUlJS/vbR0dFMnz6dkSNH8u677xIZGcm4cePyp6IC2L9/P61atcp//MYbb/DGG2/QrVs35s+fX2SvrTTx+Xw89P5sftztAaBnTQuT7x1YpJ/uXtmhMZFVynPnx6s46nVw40dreHVQJtd0alJkGaTkc7k9PPrxPL7fmYufvJHi/903hiHdmpuOdpoaYRV5955+pGZk8uq3y5m+6wQZHidvLTvMhyt+5saWVXjgivaUDXYWWoYf4zfz8frjgIWhzcpyZYfGhXYsESnZ2tSpwuy9B9mR4SIzK4eJM1byzf8M9hUR5OK6ltW4q28b4x9iikjBUuN80ogRIxgxYsRZ13300UdnLOvWrRurV6/+0/3VqVMnf8AwKXxer4/b35lx8nJVGFzfyeu3XW5kUKK4+lH8/I9y3DB+PvtynPzzp93sOXhUAxFJgVizcx/3/2cFyblOwEKLSh4m3tWzWE+pVL1yKGOG9eapzCxe+3YZP247TqbXwcRVmXyyZjp/b1aJkVe1L/A3mbv2p/PYjzvwY6d1FS/P3tCtQPcvIqVLlya1eGXRQVJzHbR9cSa5fjunBvtqUxXu7tEwoOa0F5ELo8ZZAl52rpsb35rBmgwb4GdYy/I8db3ZN8hR1Sox45H+3PT2TNYftjN22WESDs5izJ29is0IwxJYfD4fr3y9mA9WH8GDEydeHuhYjfsGtQuYf1NVQsvy6m2X8/jxbN78fhnfbD7KcZ+DD9Yd54sNM7mmYXkevuYyKpUvc8nHys51c+ukRZzwO6nqcPHBvf0Cpk4iUjw1qlWNEIuHbL+dXL+dUJubgfXL88DAOA32JVIKqHGWgJaZlcPfxvzK9uN5Iwn/s1MY919xmelYAJQvE8x3D1/BfZNm8eseLz/scpP85s/854H+GphILkhiagb3TFnItmMOwEZ0GRcTb+9Eg6hqpqNdlIrlQnj+5h48mp3LmB+WMW39YY75HHy6OZtvtszmivpleezaDlSpUPaijzH8vVnsy8n7gGHybe2oWC6kAF+BiJRGVquVf3SJYM7mA1zZqibXd2te5IMdiog5+vhdAlba4WMMfH0G2487sOHjxT41i03TfIrNZmXivf0Y3iYUC35Wptvo/+rPpGZkmo4mAeKDmavo99Yith3L+3c+tGkZfnvyqoBtmv+obEgQT13fjd+fGch9bStSweYmx2/nq225dHhlDg9OnknKRfysjP1+KQv2533/VK+atIytUcDJRaS0Gj6gHV89fAVDL2+lplmklFHjLAEpMTWDgW/+xt4cJ06Ll3HX1OWmni1Nx/pTj13XhZf7ReHAS+IJJwPenMOGhBTTsaQYO3Q0iyH/9xPPz0slx2+nmsPFJ7c044Wbe5S46UxCghz8a3AnVjw7iFEdKlPF7sLlt/HjLg9dX5vP8Am/kpR2+Lz2tXD9bt5edgiAK2Pt3NKrdWFGFxERkVKiZL37klJhY0IKV729MH9O1g9uasbA9o1Mx/pLN3RvwYc3N6Oc1U2Gx8nfJ/3Oryu3mY4lxdDPy7fQ47XZLD9oBfz0q21j3pMD6dC4julohcrpsPPgVR34/bmreKJbNao5XLix8eseLz3eXMyd70xn1/70P31+SkYm909bjxcr9cu5GXNH7yJMLyIiIiWZGmcJKEs2JTBk8nKOeh2E2tx8PqwtnZtGm4513jo3jeaH+zsT7nSR7bdz39fbmTRjhelYUkxk57q5d+Kv3P/dLjJP/hsfd1UME+/tV6hTNhU3NpuVu/u3ZdlzV/Hs5RFEBLnwYmXOPj99xsVzy1u/sHlP6mnP8Xp93Dp+bn7dPh7Rs8SdmRcRERFz9K5CAsaMFVu5/ZMNZPkchDlcfHdfZ1rERpqOdcFiI8P49V99aVDejRcrLy84wBNT5+Lz+UxHM2pv2mFGf7WI3JptWbIpAa+3dNUjfvMeur/0MzMSvYCFdlV9zHukd6med9hqtXJb79YseeYqRverSVRwXgO9MAUGTljJkP/7ibW7kgEY+cHs/PEO3hnSvFhPzyUiIiKBR6NqB4CnP53HPwd3pVa1SqajGPP5/HU8/esePNioGezi6wcvp3oAvzGuVL4MPz0yiLsmzGTBfgufbc4madx0PrivH05H6fmxPHI8m6lz1vLzhgPsOG7HjwVCW3PTfzbjtGwgupyPFjXK0a1RDbq3iC2RZ129Xh/Pfb6ATzcex4uTYIuHh7vVYFi/ONPRig2r1coN3VswpGszfojfwrg5O0g44WD5QQvXTF5D/fIrTo44Dg92CKNr8xjDiUVERKSkKT3v0APYd9td/PTmYlpW8XNH13oMaNugVM1HOvGX33lt0QF82KhXzs1XD/UrEVPLOB12Pry/P89+toCpG7NYnGph0Ks/8/mDvakSevHT8BR3LreHrxZt5JtVSaw/BB5sQF7TExHkwpt9nAxrBVx+G9uO2di2NZcvt+7G9t1OaoR4aBoeQqf61endKpZqlcqbfTGXaNveNIZ/uJSEEw44eV/upGFdqVO9suloxZLVauWaTk24plMTpv++lbGztrL9uCO/ae4WCf+4qoPhlCIiIlISqXEOABFBLg5QhtWHYPV3uwn7eStXN6nMvQPiSnSDBfDylwuZtDoTsNKykofPHxpYouZAtlqtPH9zD+rMXMVL8/az/biD/q/P4pN7OlO/ZlXT8QqMz+dj9uodfB6/k+X7PWT77UDeNB4VbG661Q7hlu6NiasfxZVXXsnib75l0cZEFmzay+p9mew6Ctl+O0nZTpISvUxPTObJWfuo5nDTqKqT9jFh9G4VQ70agVOzd35axrilabj8Dux4ub1VRR6/rnOp+lDsUgxo15AB7Royd+1O3p61GafNwsR7+pmOJSIiIiWUGucAMPuJK1idcJD35mzm9zRIdzt5f+1xPl47h8sibAzv1ZhOTQJngKzz4fP5ePTjuXy1LRew0Km6n4/uH1Ri50y8o28balUN5cGvNpPmdnLN+CVMuL55wF9yunrHPj6av4mFidkc8Z76wMNOiMVDuwg7N3SsS5/W9c5oFp0OO5e3qsvlreoCef8e1u7az5z1e1iZmMG2DC9HvA7S3E7S9sOC/em8tjidUJub+pWstKldicub1Saufs1i14imZmQy/P35rM2wATYig1y8c3NbWteraTpaQOrZsi49W9Y1HUNERERKODXOAaJ7i1i6t4gl7fAxxs9YxY+bD5PhcbIoBRb9ZzO1Qtby99YR3N67dcDfB+rz+bhnwkxm780bHGpQtJ1xd/Uudg1QQevVuh5fVS7PLVPiOeR2cudnG3km/Sg392xlOtoFSUzN4IM565i9/Qgpuaf+LeadVW1eBQa3qcXgzk0Idp7/lQNWq5XW9Wqe1lwmpmYwa80ulu08yOaDuRxwOcj0OliZDivTM3lv1QaCLWuIKe+nZc1QujWuQbfmMRd03IL21cINPPvrLrJ8Diz4uaquk9du7Vuq7msXERERCUR6txZgqlUqz7M3duffPh/fL93MR4t3seGIjaRsJ28sOcS7S2fQvXYQ9/drSZM61U3HvWAut4eh42acnL8WhjYtwws39zCcqug0qVOdGaN6cf07v7E7y8nTs5JJTMvkqeu7mY52Tocys/jP3HX8vDGNXacG+cKJBT/1ynkY1CycoT1bUKl8mQI7Zp3qlbm7f2Xu/kOG39bsYsm2FNannmDvCTs5fjubM2Hz5mw+27wT29fbqVXGQ7PqZejUIIJerWKL5HaHYydy+MeUucxN9gMOKtlcvHZtE3q3qV/oxxYRERGRS6fGOUBZrVau7dyUazs3Zff+dN6ZsYaZu7LI8jmYkehlxsSVNCjvYWiH2gzp2jwgLnHOys7l72N/ZdNROxb83N+uEv+8tpPpWEWuWqXy/PLIIG5751eWH7Ty/trj7Dk0g4nD+xareWlzXG6+XLiBb1fvY0OGBS9WTg3yVSPIRe8GlbijV4siGw2+SmhZhnRrzpBuzYG8OZEXbNjNws3JrNmXye5jFnL9dhJOOEnY7eHH3XuxzEgi3OmmcdUgLqtblT6tYgt8YK7563bxz6/Wc8iTd/a9SwS8fWfJGOBOREREpLRQ41wCxESG8eadvXG5PUyds5bPV+xjV1beSLNPzdrPa3P20L9eee4f0JqoYjql1aGjWfztrVkknHBiw8dTPSO5vU8b07GMCQly8PnIgTzy0Ry+3u5i9l4fV73+E5890JfQssHGcvl8Pn5duZ0v4nfxe6qHnD8M8lXJ7qJ7nXLc2qMxLWNrGMt4SkiQg35xDegX1wDIm/Zp5Y59zN2wh1V7DrP9sI9Mr4NUl5PUZD9zk9N4eUEalWwu6le207ZOZS5vUZsWMZEXdZuA2+Plif/M4+ttOfhxUsbq4cletbmpZ8sCfqUiIiIiUtjUOJcgToedYf3iGNYvjjU79/HuzPUs2ucm0+tg2tYcvtqaN6XVnV3r0b8YTWm1N+0w170zn1SXEwdeXh0Uw7Wdm5qOZZzVauWNO3pT56dlvLnkIBuP2On32gw+u7dbkU9X9PvWJKYu2MLCpGwy/zDIVxmLh8siHdzYqR49W8YWm39TZ2OzWWnfsBbtG9bKX7Z930Fmr93N77vT2XzQxUG3g8NeJ8sPwvKDR3hnxRHKWFYRWwFaRYXSvUkUnZvU+ct7kjckpHDvx8vYl+MELDSt6OG9Yd2oEVaxcF+kiIiIiBQKNc4lVKu6NXm/bk2Onchh0q+r+GZdGvtznflTWlX9eStXN63C8P5tjE5ptW1vGje8t4QMj5Ngi4fxQ5pohNz/cf8Vl1ErbDP/+nEH+3OdXPn2Qt4f2pp2f2gAC8Ou/el8OGc9v+04Sqrrv4N8OfDSIgyua1uHazo2DuiBrerXrEr9mlW57+TjtMPHmLVmJ0u3H2DjgWz2Zds54bez4QhsOHKCqRu24WAztcr6aBFZls4NIujVqm7+VQA+n483vl3K5JUZuMn7IOje9lV46KoOxfpDBRERERE5t8B9xyvnpXyZYP55bSf+eS3MXbuTSXO3sCINDrqdTF5zjI/WzKFDhI17ezehQ+M6RZpt5fa93PbRKo77nJSzuvno1jbENYgq0gyB4soOjakZFsrtH63kqNfBzR+v5ZWBmQV+Zv7Q0Sw+mrOWXzalsTvLAX8Y5KtBqIcrmkcwtEcLo5eLF6Zqlcpzc89W3Nwz73FWdi7z1u9m4ZZk1iUfJ+GYFRc2dmXZ2LXDxbc79mD5OZHIIDeNqwWz72guWzIdgI1aIS4m3NohIAfpExEREZHTqXEuRU7Nd5qakcn4Gav4acsRDnucLEyBhVM3UStkDUPaRHJH79aEBBXulD1z1+5kxLRN5PgdVLa7+OzujjSsFV6oxwx0revVZPrIcgx5Zx77cpw8/HMCiQePMuqaSxtALTvXzRcL1vPdmn1sOmw9OchX3hnmmsEu+jWszO29WpTKy4zLhgQxqH0jBrVvBOTdJx2/ZQ/zNyaxKukoO474OO5zkJzrJHmvD3BgxcffG5XhhZv6BcSgfCIiIiLy19Q4l0LVK4fy/E09eNbn49slm/h4yW42npzS6vXF6byzZDo96wRxX7+WNK5d8GfLvluyiUd+2oUbO9WdLr66v3uxHbSsuKkRVpGZjw7gpnG/svawnXHLj5CYPpOxd17YPNder49fft/KtOW7WXnAS67fzqlfB1XsLnrElOO2Hk1pGh1RSK8kMNlsVjo3jaZz02gg79LsrXvTmL02gd8TDnHC5WNU/6Z0aRZjOKmIiIiIFCQ1zqWY1Wrlb12a8bcuzdiRfJB3Z6xh9u4TZPkc/JLgZfqElTQM9XDzZXW4vlvzApkK6cNZq3hx7n682Igu4+Lrf/ShSgVz91gHorIhQXzz8BU8MHkW0xO9/LjLQ/L//czUB/pRNth5zufGb97D1IVbWJyUwzHfqUux7ZS1uulQw8nNnRvQtVm07sc9T1arlca1qxfKB0wiIiIiUnyocRYA6tWoythhfchxuflk7rr8Ka22ZDp4clYyr81JpH/98jwwsM1FX7L75ndLeHv5YfxYaVLBw5cPDaBsSFDBvpBSwmazMn54P179ejETVx5h1SEbA179hS8euJyIyqGnbbt930E+nLOeOTszSXOfPshX66oWrmtXh6s6NNZlxSIiIiIif0KNs5wm2OnIn9Jq9Y6TU1olezjqdfDFlhy+3LKIVlX83NmtPv3i6p/3mcmnP5nHfzaeACy0q+rjkwcHBvRozMXFo3/rTJ2q63l6RiJ7sp0MfHMOH97enojK5flozjqmbz5I4on/DvJlxUfDUC9Xtozkpu7NKV+mZA7yJSIiIiJSkNS5yJ9qXa8mU+rVJDPr5JRW69NIyXWy6hCs+nYX1X7awtXNqnBv/zgqlS9z1n34fD4enDybnxM8APSKsvDe8IEFctm35BnSrTk1w8pzz6fryPA4uW7ySrxYThvkq1aIi/6Nw7jt8hZnnJEWEREREZFzU+Msfym0bDAPD+7Ew4Pht9U7mDxvKysPQprbyaTVx/hw9W90jLQxvFdTOjSunf88t8fL7e/MYHGqBYDrGgTx6q09df9sIejUJJof7i/PTRMX5c+5HOZw0TO2PLf1aKp7cEVERERELoEaZ7kgvVrXo1freqRkZDJ++ip+3nKEw14nC/bDgqkbqR2ymiFtIrmxe3Nue3cWaw/bAT93tw7lib93NR2/RIuNDOPXR/oxZdZq2tWLoFOTOvqQQkRERESkAKhxlosSUTmUF27uwbPek1NaLd3NpiM29mQ7eW1xOm8s/g0fdqz4eKRLOMMHtjMduVSoWC6Ef157afM6i4iIiIjI6dQ4yyWx2axc17UZ13XNm9Lqnelr+C0hb0orO15e6FebG7q3MB1TRERERETkoqlxlgJTr0ZV3rorb0qrb5dspn6NysTVjzIdS0RERERE5JKocZYCF+x0cGMPnWUWEREREZGSQSMHiYiIiIiIiJyDGmcRERERERGRc1DjLCIiIiIiInIOapxFREREREREzkGNs4iIiIiIiMg5qHEWEREREREROQc1ziIiIiIiIiLnoMZZRERERERE5BzUOIuIiIiIiIicgxpnERERERERkXNQ4ywiIiIiIiJyDmqcRURERERERM5BjbOIiIiIiIjIOahxFhERERERETkHNc4njR8/nujoaIKDg2nTpg2LFi065/YLFiygTZs2BAcHExMTw8SJE8/Y5ptvvqFx48YEBQXRuHFjvvvuu8KKLyIiIiIiIoXEbjpAcTBt2jQeeughxo8fT6dOnXjvvffo378/mzdvplatWmdsn5CQwIABA7jrrrv45JNPWLJkCSNGjKBq1aoMHjwYgPj4eIYMGcILL7zANddcw3fffcff//53Fi9eTPv27S8soCsLXLaCeKlynoKs3ry6S5FT7c1R7c1Q3c1R7c1R7c1R7c1Q3Q0pwJpb/H6/v8D2FqDat29P69atmTBhQv6yRo0acfXVVzN69Ogztn/00Uf58ccf2bJlS/6y4cOHs27dOuLj4wEYMmQImZmZzJgxI3+bfv36UalSJT7//POz5sjNzSU3Nzf/cWZmJlFRURx9rDyhQZZLfp0iIiIiIiKlRWaunwqvHOPo0aOEhoZe0r5K/aXaLpeLVatW0adPn9OW9+nTh6VLl571OfHx8Wds37dvX1auXInb7T7nNn+2T4DRo0dToUKF/K+oqKiLeUkiIiIiIiJSgEr9pdrp6el4vV7Cw8NPWx4eHk5qaupZn5OamnrW7T0eD+np6URERPzpNn+2T4DHH3+cUaNG5T8+dcaZf26DS/yERC7MdX//O199+aXpGKWSam+Oam+G6m6Oam+Oam+Oam+G6m5IZia8Elkguyr1jfMpFsvpl0L7/f4zlv3V9v+7/EL3GRQURFBQ0JkrnGXzvqTI5Ppsqrkhqr05qr0Zqrs5qr05qr05qr0ZqrshTm+B7arUX6odFhaGzWY740xwWlraGWeMT6levfpZt7fb7VSpUuWc2/zZPkVERERERKR4KvWNs9PppE2bNsyePfu05bNnz6Zjx45nfU6HDh3O2H7WrFnExcXhcDjOuc2f7VNERERERESKJ12qDYwaNYqhQ4cSFxdHhw4dmDRpEklJSQwfPhzIu/c4OTmZqVOnAnkjaL/zzjuMGjWKu+66i/j4eKZMmXLaaNn/+Mc/6Nq1K6+++ipXXXUVP/zwA7/99huLFy828hpFRERERETk4qhxJm/qqEOHDvH888+TkpJC06ZNmT59OrVr1wYgJSWFpKSk/O2jo6OZPn06I0eO5N133yUyMpJx48blz+EM0LFjR7744gueeuopnn76aWJjY5k2bdqFz+EsIiIiIiIiRqlxPmnEiBGMGDHirOs++uijM5Z169aN1atXn3Off/vb3/jb3/5WEPFERERERETEkFJ/j7OIiIiIiIjIuahxFhERERERETkHNc4iIiIiIiIi56DGWUREREREROQc1DiLiIiIiIiInING1S7G/H4/AJmZmYaTlD5ut1t1N0S1N0e1N0N1N0e1N0e1N0e1N0N1N+NUzU/1VZfC4i+IvUih2L17N7GxsaZjiIiIiIiIBKxdu3YRExNzSfvQGedirHLlygAkJSVRoUIFw2lKj8zMTKKioti7dy+hoaGm45Qqqr05qr0Zqrs5qr05qr05qr0Zqrs5R48epVatWvl91aVQ41yMWa15t6BXqFBBP2QGhIaGqu6GqPbmqPZmqO7mqPbmqPbmqPZmqO7mnOqrLmkfBZBDREREREREpMRS4ywiIiIiIiJyDmqci7GgoCCeeeYZgoKCTEcpVVR3c1R7c1R7M1R3c1R7c1R7c1R7M1R3cwqy9hpVW0REREREROQcdMZZRERERERE5BzUOIuIiIiIiIicgxpnERERERERkXNQ4ywiIiIiIiJyDmqcRURERERERM5BjbOIiIiIiIjIOahxFgH27dvH8ePHz1judrtZuHChgUSlh2pvjmpvhupujmpvjmpvjmpvhupuTmHVXo1zMaMfsqKVkpJCu3btqF27NhUrVuTWW289rf4ZGRn06NHDYMKSS7U3R7U3Q3U3R7U3R7U3R7U3Q3U3p7Brr8a5mNAPmRmPPfYYNpuN5cuX8+uvv7J582a6d+/O4cOH87fx+/0GE5Zcqr05qr0Zqrs5qr05qr05qr0Zqrs5hV57vxQLt9xyi/+yyy7zr1ixwj979mx/XFycv02bNv6MjAy/3+/3p6am+i0Wi+GUJU9kZKR/+fLl+Y9zcnL8V111lb9ly5b+Q4cO+VNTU/1Wq9VgwpJLtTdHtTdDdTdHtTdHtTdHtTdDdTensGuvM87FxG+//cZbb71FXFwcvXr1YvHixdSsWZOePXuSkZEBgMViMZyy5Dl69CiVKlXKfxwUFMTXX39NnTp16NGjB2lpaQbTlWyqvTmqvRmquzmqvTmqvTmqvRmquzmFXXs1zsWEfsjMiImJYf369acts9vtfPXVV8TExDBo0CBDyUo+1d4c1d4M1d0c1d4c1d4c1d4M1d2cwq69GudiQj9kZvTv359JkyadsfxU7Vu2bFn0oUoJ1d4c1d4M1d0c1d4c1d4c1d4M1d2cwq69xe/X3enFwaOPPsratWuZOXPmGes8Hg+DBw/m559/xuv1GkhXcnk8Hk6cOEFoaOhZ13u9Xvbt20ft2rWLOFnJp9qbo9qbobqbo9qbo9qbo9qbobqbU9i1V+NcTOiHTEREREREpHhS4yyl3r59+5gwYQJLly4lNTUVi8VCeHg4HTt2ZPjw4URFRZmOWGKp9uao9mao7uao9uao9uao9mao7uYUZu3VOBcj+iEreosXL6Z///5ERUXRp08fwsPD8fv9pKWlMXv2bPbu3cuMGTPo1KmT6agljmpvjmpvhupujmpvjmpvjmpvhupuTmHXXo1zMaEfMjPatm1L586dGTNmzFnXjxw5ksWLF7NixYoiTlbyqfbmqPZmqO7mqPbmqPbmqPZmqO7mFHbt1TgXE/ohMyMkJIS1a9fSoEGDs67funUrrVq1Ijs7u4iTlXyqvTmqvRmquzmqvTmqvTmqvRmquzmFXXtNR1VMbNy4keHDh//p+nvuuYeNGzcWYaLSISIigqVLl/7p+vj4eCIiIoowUemh2puj2puhupuj2puj2puj2puhuptT2LW3X/QzpUCd+h/9Z5+Q6IescDz88MMMHz6cVatW0bt3b8LDw7FYLKSmpjJ79mzef/99xo4dazpmiaTam6Pam6G6m6Pam6Pam6Pam6G6m1PotfdLsfDuu+/6nU6n/7777vN///33/vj4eP+yZcv833//vf++++7zBwUF+SdMmGA6Zon0xRdf+Nu3b++32+1+i8Xit1gsfrvd7m/fvr1/2rRppuOVaKq9Oaq9Gaq7Oaq9Oaq9Oaq9Gaq7OYVZe93jXIxMmzaNMWPGsGrVKrxeLwA2m402bdowatQo/v73vxtOWLK53W7S09MBCAsLw+FwGE5Ueqj25qj2Zqju5qj25qj25qj2Zqju5hRG7XWPczEyZMgQli1bxokTJ0hOTiY5OZkTJ06wbNkyNc1FwOFwEBERwfz583G5XKbjlCqqvTmqvRmquzmqvTmqvTmqvRmquzmFUXudcS7GPv/8c6688krKli1rOkqpEhoaytq1a4mJiTEdpdRR7c1R7c1Q3c1R7c1R7c1R7c1Q3c0pyNrrjHMxds8993DgwAHTMUodfZZkjmpvjmpvhupujmpvjmpvjmpvhupuTkHWXo1zMaYfMhEREREREfPUOIv8jxkzZhAZGWk6Rqmk2puj2puhupuj2puj2puj2puhuptTkLXXPc7F2OLFi2nbti1BQUGmo5QKXq+X9PR0LBYLVapUwWazmY5Uaqj25qj2Zqju5qj25qj25qj2Zqju5hRG7XXGuRjr3Lkz8fHxZGdnm45Son333Xd06tSJMmXKEBkZSUREBGXKlKFTp058//33puOVaKq9Oaq9Gaq7Oaq9Oaq9Oaq9Gaq7OYVZezXOxVyfPn1ITEw0HaPEeu+997j++utp3rw506ZNY/HixSxatIhp06bRvHlzrr/+eiZPnmw6Zomk2puj2puhupuj2puj2puj2puhuptT6LX3S7HQqlWrs35ZLBZ/o0aN8h9LwYqNjfW///77f7p+ypQp/piYmCJMVHqo9uao9mao7uao9uao9uao9mao7uYUdu3tBdfjy6XYsGEDvXr14rLLLstf5vf7WbduHT169KBatWoG05VcycnJdO7c+U/Xd+zYkf379xdhotJDtTdHtTdDdTdHtTdHtTdHtTdDdTensGuvS7WLifnz57Njxw58Ph9PP/00zzzzDM8++yxWq5X77ruPZ555hmeeecZ0zBKnSZMmTJo06U/XT548mSZNmhRhotJDtTdHtTdDdTdHtTdHtTdHtTdDdTensGuvUbWLkczMTO655x52797NZ599RmxsLA6Hg3Xr1tG4cWPT8UqkBQsWMHDgQGrXrk2fPn0IDw/HYrGQmprK7Nmz2bNnD9OnT6dLly6mo5Y4qr05qr0Zqrs5qr05qr05qr0Zqrs5hV17Nc7F0IcffsgTTzzBc889x/3338/atWvVOBeixMREJkyYwLJly0hNTQWgevXqdOjQgeHDh1OnTh2zAUsw1d4c1d4M1d0c1d4c1d4c1d4M1d2cwqy9GudiaseOHdx0002sXLmSjRs3qnEWERERERExRI1zMebz+Th27BihoaFYLBbTcUREREREREolDQ5WDO3Zs4fly5ezcuVKjhw5oqbZoHXr1mGz2UzHKJVUe3NUezNUd3NUe3NUe3NUezNUd3MutfZqnIuRMWPGEBUVRUxMDB06dOCyyy4jJiaGqKgoxo4dazpeqaWLMsxR7c1R7c1Q3c1R7c1R7c1R7c1Q3c25lNprHudi4oUXXuCNN97giSeeoG/fvoSHh+P3+0lLS2PmzJk8++yzHD9+nKeeesp01BLl2muvPef6o0eP6ox/IVHtzVHtzVDdzVHtzVHtzVHtzVDdzSns2qtxLiYmTZrExx9/zNVXX33a8sjISFq2bEn9+vW5//771TgXsJ9++onevXsTHh5+1vVer7eIE5Ueqr05qr0Zqrs5qr05qr05qr0Zqrs5hV57vxQLISEh/s2bN//p+o0bN/pDQkKKMFHp0KxZM//777//p+vXrFnjt1qtRZio9FDtzVHtzVDdzVHtzVHtzVHtzVDdzSns2use52KiXbt2vPTSS3g8njPWeTweXn75Zdq1a2cgWcnWpk0bVq9e/afrg4KCqFWrVhEmKj1Ue3NUezNUd3NUe3NUe3NUezNUd3MKu/aajqqY2LBhA3369CE3N5du3boRHh6OxWIhNTWVhQsXEhQUxOzZs2nSpInpqCVKbm4uXq+XMmXKmI5S6qj25qj2Zqju5qj25qj25qj2Zqju5hR27dU4FyPHjh3jk08+YdmyZaSmpgJQvXp1OnTowI033khoaKjhhCIiIiIiIqWPLtUuRsqXL8+9997Lxx9/zMyZM5k5cyYff/wxw4cPV9NchAYOHEhKSorpGKWSam+Oam+G6m6Oam+Oam+Oam+G6m5OQdZejXMxph8yMxYuXEh2drbpGKWSam+Oam+G6m6Oam+Oam+Oam+G6m5OQdZejXMxph8yERERERER89Q4i/yP2rVr43A4TMcolVR7c1R7M1R3c1R7c1R7c1R7M1R3cwqy9hocrBhr2rQpM2bMICoqynQUERERERGRUkuNs5Rqq1atok2bNqZjlFppaWls2rSJNm3aEBoayoEDB/j444/x+XwMHDiQZs2amY5You3evZvFixeTkpKCzWYjOjqa3r17azDCQrZjxw6WLl1KamoqFouF8PBwOnbsSL169UxHK7WysrJYtWoVXbt2NR1FpMB5vV5sNlv+4+XLl5Obm0uHDh10FrQI3X777bz00ktERkaajlKqHD58mJ07dxIREUHNmjUvaV9qnIsRNRFFz2q1Eh0dzZ133smtt95KjRo1TEcqNebPn8+gQYM4ceIE1atX59dff2XgwIGEhIRgtVpJTEzkxx9/pE+fPqajljhZWVncdtttfPPNNwBYLBaqVavGwYMHCQkJ4ZVXXuG+++4znLLkOXr0KLfccgs//fQTFSpUoFq1avj9fg4ePEhmZiZXXHEFU6dO1QcXBqxbt47WrVvj9XpNRylx3G43Tz75JN9++y2VK1fm3nvv5fbbb89ff+DAASIjI1X7QpCSksJ1113HsmXL6NSpE99//z1Dhw5l+vTpANSrV4/58+cTERFhOGnJsn79+rMuj4uL48svvyQmJgaA5s2bF2WsUuGJJ57gqaeeokyZMrjdbu677z6mTJmC3+/HYrFw1VVX8dlnnxEcHHxxB/BLsTBv3jx/2bJl/RaLxR8REeFft26dv2bNmv569er5GzRo4A8KCvLPnDnTdMwSx2Kx+O+66y5/eHi43263+wcOHOj/7rvv/B6Px3S0Eq9Tp07+++67z3/s2DH/66+/7q9Zs6b/vvvuy1//8MMP+zt27GgwYcl19913+zt16uRfu3atf+vWrf7Bgwf7H3nkEX9WVpZ/ypQp/jJlyvg//fRT0zFLnKFDh/qbNWvmX7Zs2Rnrli1b5m/evLn/lltuMZBM1q5d67daraZjlEjPPPOMPzw83P/666/7n3zySX+FChX8d999d/761NRUv8ViMZiw5Bo6dKi/Y8eO/h9//NE/ZMgQf8eOHf1dunTx79u3z5+UlOTv0qXLaX93pWBYLBa/1Wr1WyyWM75OLdfvm8JhtVr9Bw4c8Pv9fv9LL73kr1q1qv+bb77xJycn+3/66Sd/jRo1/M8///xF71+NczGhJsIMi8XiP3DggN/tdvu//vpr/4ABA/w2m80fHh7uf+SRR/xbt241HbHECg0N9e/cudPv9/v9brfbb7fb/WvWrMlfv337dn+FChXMhCvhwsLC/CtXrsx/nJGR4Q8ODvZnZWX5/X6//5133vG3bNnSVLwSq0KFCmdtmk+Jj4/Xv/lCUqlSpXN+hYaG6o1sIalbt67/p59+yn+8c+dOf7169fy33Xab3+fz+VNTU1X7QhIREeGPj4/3+/1+/6FDh/wWi8X/22+/5a+fO3euPyYmxlS8EqtFixb+gQMH+rds2eJPTEz0JyYm+hMSEvx2u90/e/bs/GVS8E69r/f7/f6WLVv6p0yZctr6adOm+Rs1anTR+9eo2sXEhg0bGDlyJOXKleOhhx4iNTWVYcOG5a+/++672bRpk8GEJZvdbmfw4MH88ssv7Nmzh/vuu4+vv/6axo0b6563QuJ0OsnJyQHA5XLh8/nyHwNkZ2fr3qtC4vF4TrscuFy5cng8HrKysgDo06cPW7duNRWvRLNYLBe1Ti5Nbm4ud9xxB2PGjDnr1z//+U/TEUus5ORkmjZtmv84NjaW+fPnEx8fz9ChQ3WJdiE6fPhw/i1olStXpkyZMtSuXTt/fWxsLCkpKabilVi///47devWZfDgwWRkZFC7dm3q1KkDQGRkJLVr1z7t/4MUrFN/S/fu3Uu7du1OW9euXTv27Nlz0ftW41xMqIkw42xvVGvUqMHTTz/Nrl27mDVrlkY1LySdOnXiscceY8mSJYwcOZLWrVvz4osvkpWVxYkTJ3jhhReIi4szHbNEatu2LW+99Vb+47feeouqVatStWpVAI4fP065cuVMxSuxrrjiCu666y5Wrlx5xrqVK1cyfPhwrrzySgPJSr6WLVsSFRXFrbfeetavq666ynTEEqt69ers2rXrtGWRkZHMnTuXFStWcOuttxpKVvJVq1bttMb4/vvvp3LlyvmPDx8+TNmyZU1EK9GcTidjx47ljTfe4Morr2T06NH4fD7TsUqNyZMnM27cOIKCgjh8+PBp644ePUpQUNBF71uNczGhJsIM/1+MjXf55Zfz6aefFlGa0uX1119n69atdOnShSVLlvDDDz9gs9moWLEiFSpUYMGCBbz00kumY5ZIr7zyCp9//jkRERHUrl2bJ598kjfffDN//dKlSxkwYIDBhCXT22+/TWRkJO3ataNy5co0bNiQRo0aUblyZdq3b09ERATjxo0zHbNEGjhwIEeOHPnT9ZUrV+aWW24pukClSM+ePfnss8/OWH6qeU5MTCz6UKVEy5YtiY+Pz3/8yiuvnNY4L168WANUFaL+/fuzcuVKFi1aRLdu3UzHKRVq1arF5MmTGTNmDE6nk9WrV/9/e/ceF1WZ/wH8M0DgcFEQaSRD0EIEb4FuLvJTTPGSN4xdL4khWXbRSk2ttRRQ29SUbqblti1gJeaVEM0LqBBhKApeghAQxLUh0tzEQAl4fn/44iwjMyMo+MyOn/frxevlnGfOM9/5nJl5IfQNLgAAG55JREFU+ZzznHN02g8ePAgvL6/b7p9X1TYRBQUFGDVqFIqKiuDj44N9+/bhxRdfVK586OTkhD179sDPz09ypeYlNTUVAQEBsLKykl3KPevSpUtwdnZWHqekpKCqqgr+/v46y6llabVaJCUl4fr16xgyZAh8fHxkl3TP+PHHH3H48GGUlZUBuHFEzt/fH927d5dcGVHLO3fuHH788UeMGDFCb7tWq8W+fft45FmCo0ePQq1W60ylp9bx4Ycf4uDBg1izZs0d3xKJbt/3338PGxsb+Pr63tb6HDibGA4iiIiIiIiITAsHznTPE0IgOTkZGRkZKCsrg0qlgkajQUBAAIYOHcoL9rQiZi8Pszc9ly9fxs6dOzllWAJmLw+zl4fZy8Hc5bnT7DlwNjEHDhxAeno6tFotLC0t0aVLF4wbNw6enp6ySzNLFy5cwJgxY3Dq1Cn07NkTGo0GQgiUl5fj9OnT6NOnDxITE5WrUlLLYfbyMHvTdOLECfj5+fEqwxIwe3mYvTzMXg7mLs+dZs8TO01EeXk5xo4di6NHj8LCwgJCCPj6+mLbtm14/fXX8eqrr+Kdd96RXabZmTlzJtq3b4/z58/D1dVVp02r1WLq1KmYNWsWEhIS5BRoxpi9PMxejitXrhhtr6iouEuV3HuYvTzMXh5mLwdzl6e1s+cRZxMxefJkXL9+HTExMbCxscGCBQtQUVGBuLg4HDhwABMnTsTixYsxe/Zs2aWaFXt7e3z33Xfo06eP3vbs7GwMHDgQV69evcuVmT9mLw+zl8PCwsLoFHghBFQqFY9CtAJmLw+zl4fZy8Hc5Wnt7HnE2UR88803yMjIgKOjIwBg5cqVcHJywpo1azBkyBC8//77eOuttzhwbmFqtRq//vqrwfbLly9DrVbfxYruHcxeHmYvh4ODA9588030799fb3tBQQGef/75u1zVvYHZy8Ps5WH2cjB3eVo7ew6cTYSNjY3OHhILCwvU1taipqYGADBgwADe67AVTJ48GdOmTcO7776LYcOGoV27dgBu3CB9//79mDdvHqZMmSK5SvPE7OVh9nLU307Q0P08HR0db3lvebo9zF4eZi8Ps5eDucvT2tlz4Gwi/u///g8RERGIi4uDtbU13njjDXTt2lW5Uf0vv/wCJycnyVWan+joaNTU1CA0NBQ1NTWwtrYGAFRXV8PKygrPPPMMVq1aJblK88Ts5WH2ckyZMgVVVVUG2zt27IjIyMi7WNG9g9nLw+zlYfZyMHd5Wjt7nuNsIs6ePYvhw4fj3LlzUKlUsLOzw5YtWxAUFAQAiI2NRX5+PpYvXy65UvN05coVZGVl4eeffwZw44vVt29ftG3bVnJl5o/Zy8PsiYiIiJqGA2cTUllZifT0dFRXV+PPf/4zOnToILskIiIiIiKiex4HznTP+/3337Fx40ZkZGSgrKwMKpUKGo0GAQEBePLJJ2FnZye7RLPF7OVh9nIwd3mYvTzMXh5mLwdzl6c1s+fA2YRUVVUhPj4e6enp0Gq1sLS0RJcuXTB+/HgMHTpUdnlmKTc3F8OGDUNlZSUCAwOh0WgghEB5eTlSU1NhZ2eHffv2wcfHR3apZofZy8Ps5WDu8jB7eZi9PMxeDuYuT2tnz4GziSgsLERQUBCuXr0Ka2trlJWVYdSoUbh48SKysrIQEhKCjRs3wsqK13NrSY899hg6duyoXJStoerqaoSHh0Or1eLgwYOSKjRfzF4eZi8Hc5eH2cvD7OVh9nIwd3laO3sOnE3EqFGj0LlzZ6xbtw4WFhZYsWIF0tLSsHv3bhQUFGD48OGYNm0aoqKiZJdqVmxtbZGVlWVwz9Pp06fx6KOPorKy8i5XZv6YvTzMXg7mLg+zl4fZy8Ps5WDu8rR29hZ3Uhy1nNTUVMybNw8WFjc2yauvvork5GRcunQJnp6eeP/99xEXFye5SvPj5OSEgoICg+2FhYW8DVgrYfbyMHs5mLs8zF4eZi8Ps5eDucvT2tlz3q+JcHR0REVFhfK4srJS5/6qvXv3hlarlVWe2ZoxYwamTZuGRYsWYdiwYdBoNFCpVCgrK8P+/fvx9ttvY86cObLLNEvMXh5mLwdzl4fZy8Ps5WH2cjB3eVo9e0EmYdq0aSIwMFDk5eWJs2fPikmTJglfX1+l/dChQ8LNzU1iheZrxYoVwtXVVahUKmFhYSEsLCyESqUSrq6uYuXKlbLLM2vMXh5mLwdzl4fZy8Ps5WH2cjB3eVoze57jbCLKy8sRHByMzMxMqFQqdO7cGdu3b4evry8AYOvWrdBqtXj55ZclV2q+iouLUVZWBgDo2LEjunTpIrmiewezl4fZy8Hc5WH28jB7eZi9HMxdntbIngNnE1NQUIDr16+je/fuvII2ERERERGRCeDFwUyMp6cnevbs2WjQfP78eUyfPl1SVeatqqoK6enpyM3NbdR27do1bNiwQUJV9wZmLw+zl4O5y8Ps5WH28jB7OZi7PK2afQtMJae7ICcnR1hYWMguw+zk5+cLd3d35TyIwMBA8dNPPyntZWVlzL2VMHt5mL0czF0eZi8Ps5eH2cvB3OVp7ex5xNlEJCYmGv3jTdJbx+uvv45evXqhvLwc+fn5aNu2LQICAlBaWiq7NLPH7OVh9nIwd3mYvTzMXh5mLwdzl6fVs2+J0T3dufo9IyqVyuAf9061vPvvv1+cPHlSZ9nMmTNF586dRVFREfcKtiJmLw+zl4O5y8Ps5WH28jB7OZi7PK2dPa8+ZSJcXV2xdu1ajB8/Xm97Tk4O+vbte3eLugdUVVU1Op987dq1sLCwQGBgIDZu3CipMvPH7OVh9nIwd3mYvTzMXh5mLwdzl6e1s+fA2UT07dsXx48fNzhwVqlUELwAeovr3r07srKy4O3trbN8zZo1EEJg3Lhxkiozf8xeHmYvB3OXh9nLw+zlYfZyMHd5Wjt7nuNsIhYsWIABAwYYbH/44Yd5nnMreOKJJxAfH6+37aOPPsKTTz7JHRathNnLw+zlYO7yMHt5mL08zF4O5i5Pa2fP+zgTERERERERGcEjzkRERERERERGcOBMREREREREZAQHzkRERERERERGcOBMREREREREZAQHzkREJiAqKgqPPPKI7DJ0lJSUQKVSIScnR3YpjZhiXjL94x//gJubGywsLPD+++83eb3w8HCDt0FsLR4eHs2q8XYNHjwYc+bMMZl+mutu5dRSmlvv3foOy9p+RGR+OHAmImplKpXK6F94eDjmz5+PlJQU2aXqcHNzg1arRc+ePaXWoVKpkJCQILUGoOX/A95SA6MrV67gpZdewuuvv44LFy7gueeea/QcU9oJcvToUb01ynbo0CGoVCr85z//0Vm+fft2LFu27K7XY6o5/a+5efv9r+2QICLTYSW7ACIic6fVapV/f/XVV4iIiEB+fr6yTK1Ww97eHvb29jLKM8jS0hIdO3aUXYbZqa6uhrW1dYv1V1paij/++AOjR4+Gq6tri/XbWlxcXGSX0Czt27eX8rr/azmZKlnbj4jMD484ExG1so4dOyp/7dq1g0qlarTs5mmL9VNo3377bWg0Gjg6OmLJkiWoqanBggUL0L59ezz44IP417/+pfNaFy5cwKRJk+Dk5ARnZ2cEBwejpKTEYG2XL19GaGgoXFxcoFar4enpiZiYGACNj1LWH5FLSUlBv379YGtriwEDBujsBACAxMRE9OvXD23atEGHDh0QEhKitFVXV+O1115Dp06dYGdnh/79++PQoUMG6/Pw8AAAPPHEE1CpVMrjep9//jk8PDzQrl07TJ48GRUVFUqbEALvvPMOunbtCrVajT59+mDr1q0GXwsA1q1bB09PT7Rp0wYajQZ//etfAdzYHqmpqfjggw+UmQIlJSWora3FM888gy5dukCtVsPLywsffPCBTp/123L58uV44IEH0K1bNwwePBjnzp3D3Llzlf4MKS0tRXBwMOzt7dG2bVtMnDgRP//8MwAgNjYWvXr1AgB07dpVqetmXbp0AQD4+vpCpVJh8ODBOu2rV6+Gq6srnJ2dMWvWLPzxxx9KW3O3GXBjGm7nzp1hY2ODBx54AK+88orSdvMRP5VKhfXr12PMmDGwtbWFt7c3Dh8+jMLCQgwePBh2dnbw9/dHUVFRo0wbmjNnTqP31dAXX3yBfv36wcHBAR07dsSUKVNQXl4O4MZn/bHHHgMAODk5KTNBgMYzDS5fvoywsDA4OTnB1tYWjz/+OAoKCpT22NhYODo6Yu/evfD29oa9vT1GjhypswOtKfTl9M9//hNPPPEEbG1t4enpicTExFv28dZbbyEsLAz29vZwd3fH119/jV9++UX5TPXq1QtZWVk6623btg09evSAjY0NPDw8EB0drdNeXl6OsWPHQq1Wo0uXLvjyyy8bvfZvv/2G5557Dvfffz/atm2LIUOG4MSJE01+//U5NpSQkKDzXan/3TT2O9Bw+xn63p07dw5jx46Fk5MT7Ozs0KNHD+zevbvJtRLRvYEDZyIiE3XgwAH89NNPSEtLw7vvvouoqCiMGTMGTk5OyMzMxAsvvIAXXngB58+fBwBUVlbiscceg729PdLS0pCenq78p726ulrvayxevBi5ubn45ptvkJeXh48//hgdOnQwWtebb76J6OhoZGVlwcrKCtOnT1fadu3ahZCQEIwePRrZ2dnKILve008/je+++w6bNm3CyZMnMWHCBIwcOVJn4NHQ0aNHAQAxMTHQarXKYwAoKipCQkICkpKSkJSUhNTUVKxYsUJpX7RoEWJiYvDxxx/jhx9+wNy5czF16lSkpqbqfa2srCy88sorWLp0KfLz87Fnzx4MGjQIAPDBBx/A398fM2bMgFarhVarhZubG+rq6vDggw9i8+bNyM3NRUREBN544w1s3rxZp++UlBTk5eVh//79SEpKwvbt2/Hggw9i6dKlSn/6CCEwfvx4/Prrr0hNTcX+/ftRVFSESZMmAQAmTZqE5ORkAMCRI0eUum525MgRAEBycjK0Wi22b9+utB08eBBFRUU4ePAg4uLiEBsbi9jY2NveZlu3bsV7772H9evXo6CgAAkJCcrg3pBly5YhLCwMOTk56N69O6ZMmYLnn38eCxcuVAZ1L730ktE+bqW6uhrLli3DiRMnkJCQgOLiYmVw7Obmhm3btgEA8vPzodVqG+0AqRceHo6srCwkJibi8OHDEEJg1KhROjsbKisrsXr1anz++edIS0tDaWkp5s+ff0f1A8CSJUswceJEnDx5EqNGjUJoaCh+/fVXo+u89957CAgIQHZ2NkaPHo2nnnoKYWFhmDp1Ko4fP46HH34YYWFhEEIAAI4dO4aJEydi8uTJOHXqFKKiorB48WKdz0R4eDhKSkpw4MABbN26FevWrVN2QgA3PrejR49GWVkZdu/ejWPHjsHPzw9Dhw69Zb3NdavfgYYMfe9mzZqF69evIy0tDadOncLKlStNbgYQEZkAQUREd01MTIxo165do+WRkZGiT58+yuNp06YJd3d3UVtbqyzz8vISAwcOVB7X1NQIOzs7ER8fL4QQ4rPPPhNeXl6irq5Oec7169eFWq0We/fu1VvP2LFjxdNPP623rbi4WAAQ2dnZQgghDh48KACI5ORk5Tm7du0SAERVVZUQQgh/f38RGhqqt7/CwkKhUqnEhQsXdJYPHTpULFy4UO86QggBQOzYsUNnWWRkpLC1tRVXrlxRli1YsED0799fCCHE1atXRZs2bURGRobOes8884x48skn9b7Otm3bRNu2bXX6bCgwMFDMnj3bYJ31Zs6cKf7yl78oj6dNmyY0Go24fv26zvPc3d3Fe++9Z7Svffv2CUtLS1FaWqos++GHHwQAceTIESGEENnZ2QKAKC4uNtjPzduyYW3u7u6ipqZGWTZhwgQxadIkIcTtbbPo6GjRrVs3UV1drbf95vcNQCxatEh5fPjwYQFAfPbZZ8qy+Ph40aZNG526g4ODdfqdPXu2CAwMVB7fansdOXJEABAVFRVCiP9+vi9fvqzzvIb9nDlzRgAQ3333ndJ+8eJFoVarxebNm4UQN77jAERhYaHynLVr1wqNRmOwFn1uldPVq1eFSqUS33zzjdE+pk6dqjzWarUCgFi8eLGyrD5vrVYrhBBiypQpYtiwYTr9LFiwQPj4+AghhMjPzxcAxPfff6+05+XlCQBKvSkpKaJt27bi2rVrOv089NBDYv369UKIxr95N9P3W7ljxw7R8L+ut/odEKLx50Df965Xr14iKirKYC1EREIIwSPOREQmqkePHrCw+O/PtEaj0TlyZ2lpCWdnZ+VIz7Fjx1BYWAgHBwflnOn27dvj2rVrOtNcG3rxxRexadMmPPLII3jttdeQkZFxy7p69+6t/Lv+nNr6GnJycjB06FC96x0/fhxCCHTr1k2pz97eHqmpqQbrM8bDwwMODg46tdTXkZubi2vXrmHYsGE6r7VhwwaDrzVs2DC4u7uja9eueOqpp/Dll1+isrLylnV88skn6NevH1xcXGBvb49PP/0UpaWlOs/p1avXbZ3XnJeXBzc3N52jyD4+PnB0dEReXl6z+9OnR48esLS0VB43zPF2ttmECRNQVVWFrl27YsaMGdixYwdqamqM1tDwM6XRaABA57Ou0Whw7do1XLly5bbfZ3Z2NoKDg+Hu7g4HBwdlWvfN28qYvLw8WFlZoX///soyZ2dneHl56WwPW1tbPPTQQ8rjhpneiYY52dnZwcHB4Zb9NiVb4L/f4by8PAQEBOj0ERAQgIKCAtTW1ioZNJxJ0r17d51p1ceOHcPVq1fh7Oys87kpLi6+re+6McZ+B5rqlVdewVtvvYWAgABERkbi5MmTLVojEZkHXhyMiMhE3XfffTqPVSqV3mV1dXUAgLq6OvTt21fv+YaGLjT0+OOP49y5c9i1axeSk5MxdOhQzJo1C6tXr25SXfXnCNbXoFarDa5XV1cHS0tLHDt2TGegBuC2pkXeKgvgxtTxTp066TzPxsZGb38ODg44fvw4Dh06hH379iEiIgJRUVE4evRoo3Mt623evBlz585FdHQ0/P394eDggFWrViEzM1PneXZ2ds1+f8CNKa/6zn82tPx23CrH5m4zNzc35OfnY//+/UhOTsbMmTOxatUqpKamNnotfTXUvy9jnzMLCwtlanG9hlOlb/b7779j+PDhGD58OL744gu4uLigtLQUI0aMMHgagz43v2bD5Q23h75MDa3bHMa2VVPWaUq2+j5bDWuv/7exz19dXR1cXV31ngtv6Lt0s6Zu49vJ5GbPPvssRowYgV27dmHfvn1Yvnw5oqOj8fLLLzerHyIybxw4ExGZCT8/P3z11VfKxXiaysXFBeHh4QgPD8fAgQOxYMECowNnY3r37o2UlBQ8/fTTjdp8fX1RW1uL8vJyDBw4sMl93nfffaitrW1WHT4+PrCxsUFpaSkCAwObvJ6VlRWCgoIQFBSEyMhIODo64sCBAwgJCYG1tXWjOr799lsMGDAAM2fOVJY19Yiavv70vY/S0lKcP39eOeqcm5uL3377Dd7e3k1+X/VHu5ub4+1uM7VajXHjxmHcuHGYNWsWunfvjlOnTsHPz69Zr2+Ii4sLTp8+rbMsJyfH4MD8xx9/xMWLF7FixQolx5sviNWUjHx8fFBTU4PMzEwMGDAAAHDp0iWcOXOmWdvDlPn4+CA9PV1nWUZGBrp16wZLS0t4e3ujpqYGWVlZePTRRwHcOC+84W28/Pz8UFZWBisrq0YX9GsqFxcXVFRU4Pfff1d2PLXE7dQMfe/c3NyU60YsXLgQn376KQfORKSDU7WJiMxEaGgoOnTogODgYHz77bcoLi5GamoqZs+ejX//+99614mIiMDXX3+NwsJC/PDDD0hKSrqjAUBkZCTi4+MRGRmJvLw8nDp1Cu+88w4AoFu3bggNDUVYWBi2b9+O4uJiHD16FCtXrjR6BVsPDw+kpKSgrKwMly9fblIdDg4OmD9/PubOnYu4uDgUFRUhOzsba9euRVxcnN51kpKS8OGHHyInJwfnzp3Dhg0bUFdXBy8vL6WOzMxMlJSU4OLFi6irq8PDDz+MrKws7N27F2fOnMHixYt1LmBmjIeHB9LS0nDhwgVcvHhR73OCgoLQu3dvhIaG4vjx4zhy5AjCwsIQGBioM1X2Vu6//36o1Wrs2bMHP//8M3777bcmrXc72yw2NhafffYZTp8+jbNnz+Lzzz+HWq2Gu7t7k+u9lSFDhiArKwsbNmxAQUEBIiMjGw2kG+rcuTOsra2xZs0anD17FomJiY3uzezu7g6VSoWkpCT88ssvuHr1aqN+PD09ERwcjBkzZiA9PR0nTpzA1KlT0alTJwQHB7fY+5Np3rx5SElJwbJly3DmzBnExcXho48+Ui5u5uXlhZEjR2LGjBnIzMzEsWPH8Oyzz+rMNgkKCoK/vz/Gjx+PvXv3oqSkBBkZGVi0aFGjHRaG9O/fH7a2tnjjjTdQWFiIjRs36lyg7Hbp+97NmTMHe/fuRXFxMY4fP44DBw6YzY4QImo5HDgTEZkJW1tbpKWloXPnzggJCYG3tzemT5+Oqqoqg0egra2tsXDhQvTu3RuDBg2CpaUlNm3adNs1DB48GFu2bEFiYiIeeeQRDBkyRGfackxMDMLCwjBv3jx4eXlh3LhxyMzM1Hsl6HrR0dHYv38/3Nzc4Ovr2+Rali1bhoiICCxfvhze3t4YMWIEdu7cqdya6WaOjo7Yvn07hgwZAm9vb3zyySeIj49Hjx49AADz58+HpaUlfHx8lKm+L7zwAkJCQjBp0iT0798fly5d0jn6bMzSpUtRUlKChx56yOBUepVKhYSEBDg5OWHQoEEICgpC165d8dVXXzU5B+DGkfQPP/wQ69evxwMPPNCsQV5zt5mjoyM+/fRTBAQEKDMQdu7cCWdn52bVbMyIESOwePFivPbaa/jTn/6EiooKhIWFGXy+i4sLYmNjsWXLFvj4+GDFihWNZlV06tQJS5Yswd/+9jdoNBqDV/GOiYlB3759MWbMGPj7+0MIgd27dxs82q1P/a3djN0qThY/Pz9s3rwZmzZtQs+ePREREYGlS5cqVyAHbmTg5uaGwMBAhISEKLedqqdSqbB7924MGjQI06dPR7du3TB58mSUlJQo51TfSvv27fHFF19g9+7d6NWrF+Lj4xEVFXXH70/f9662thazZs2Ct7c3Ro4cCS8vL6xbt+6OX4uIzItKtMRJN0RERETUJLGxsfj73/+O3NzcZg24iYhIHh5xJiIiIrqL9uzZg7fffpuDZiKi/yE84kxERERERERkBI84ExERERERERnBgTMRERERERGRERw4ExERERERERnBgTMRERERERGRERw4ExERERERERnBgTMRERERERGRERw4ExERERERERnBgTMRERERERGRERw4ExERERERERnx/9/D3HLgTbplAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_budget_term(sfr_df, 'RUNOFF_IN', title_prefix='Shellmound SFR',\n",
" plot_start_date=None, plot_end_date=None,\n",
" datetime_xaxis=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot mass balance error"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:16.263942Z",
"iopub.status.busy": "2024-09-05T16:09:16.263619Z",
"iopub.status.idle": "2024-09-05T16:09:16.474284Z",
"shell.execute_reply": "2024-09-05T16:09:16.473793Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_budget_term(df, 'PERCENT_DISCREPANCY', title_prefix='Mass Balance', \n",
" title_suffix='discrepency')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Macro to plot everything to PDFs\n",
"* budget summary (in/out and net)\n",
"* timeseries of budget terms for each package, and within each advanced stress package"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-05T16:09:16.476328Z",
"iopub.status.busy": "2024-09-05T16:09:16.476155Z",
"iopub.status.idle": "2024-09-05T16:09:25.712200Z",
"shell.execute_reply": "2024-09-05T16:09:25.711646Z"
},
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"creating output/pdfs...\n",
"creating output/shps...\n",
"creating output/rasters...\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"wrote output/pdfs/listfile_budget_summary.pdf\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"wrote output/pdfs/listfile_budget_by_term.pdf\n"
]
}
],
"source": [
"plot_list_budget(listfile=mf6_listfile, output_path=output_path,\n",
" model_start_datetime='1998-04-01')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}