{
"cells": [
{
"cell_type": "markdown",
"id": "4f39f49e",
"metadata": {},
"source": [
"# EMPS - serial simulation\n",
"\n",
"## How it works\n",
"\n",
"EMPS/serial simulation is a way to run scenarios (historical years) in sequence. The output from year 1 is input for year 2, until the reqested number of scenarios has been reached.\n",
"\n",
"Results from detailed hydro has been made into a \"continuous\" line showing the inputs matches the outputs from previous year.\n",
"\n",
"In this notebook, real inflow series from NVE has been used.\n",
"\n",
"## How to use\n",
"\n",
"EMPS/serial simulation is enabled by settings keys `\"model_type\": \"EMPS\"` and `\"simulation_type\": \"serial\"` under `global_settings`.\n",
"\n",
"```json\n",
"{\n",
" \"model\": {\n",
" \"global_settings\": {\n",
" \"model_type\": \"EMPS\",\n",
" \"simulation_type\": \"serial\"\n",
" }\n",
" }\n",
"}\n",
"```\n",
"\n",
"The simulation must be exactly 52 weeks. The API enforce that limit and will refuse to run simulations with other durations.\n",
"\n",
"```json\n",
"\"simulation_period\": {\n",
" \"timestamps\": [\n",
" \"2024-W01\",\n",
" \"2025-W01\"\n",
" ],\n",
" \"scenarios\": [\n",
" [\n",
" 1,\n",
" 0\n",
" ]\n",
" ]\n",
"}\n",
"```\n",
"\n",
"For the special case EMPS/serial, it is allowed to only provide 1 timestamp for `simulation_period`. The API will then use a 52 week duration from the start.\n",
"\n",
"```json\n",
"\"simulation_period\": {\n",
" \"timestamps\": [\n",
" \"2024-W01\"\n",
" ],\n",
" \"scenarios\": [\n",
" [\n",
" 1\n",
" ]\n",
" ]\n",
"}\n",
"```\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "274d9408",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-24T13:39:37.231818Z",
"iopub.status.busy": "2026-03-24T13:39:37.231164Z",
"iopub.status.idle": "2026-03-24T13:39:37.738804Z",
"shell.execute_reply": "2026-03-24T13:39:37.737356Z"
}
},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"from pyltmapi import LtmSession, LtmPlot, LtmDot\n",
"\n",
"import logging\n",
"logging.basicConfig(level=logging.INFO)\n",
"\n",
"from pathlib import Path\n",
"\n",
"ltm_core_path = os.environ.get(\"LTM_CORE_PATH\", str(Path(\"~\").expanduser().joinpath(\"ltm/release/bin/\")))\n",
"license_file = os.environ.get(\"LTM_CORE_LICENSE_FILE\", str(Path(\"~\").expanduser().joinpath(\"ltm/ltm-license.dat\")))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0707845c",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-24T13:39:37.743850Z",
"iopub.status.busy": "2026-03-24T13:39:37.743407Z",
"iopub.status.idle": "2026-03-24T13:39:37.752692Z",
"shell.execute_reply": "2026-03-24T13:39:37.750808Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'pyltm version PyLTM version: 0.21.0'"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import HTML, Image, display, display_markdown\n",
"\n",
"ltmapi_version = LtmSession.version()\n",
"display(f\"pyltm version {ltmapi_version}\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2c98537c",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-24T13:39:37.755999Z",
"iopub.status.busy": "2026-03-24T13:39:37.755765Z",
"iopub.status.idle": "2026-03-24T13:39:37.761989Z",
"shell.execute_reply": "2026-03-24T13:39:37.761166Z"
}
},
"outputs": [],
"source": [
"def usercallback(program_info: dict, userdata: any):\n",
"\n",
" print(userdata)\n",
" print(program_info)\n",
"\n",
" return True\n",
"\n",
"\n",
"def generate_plots(ltm):\n",
" # Water values and price series\n",
" for busbar in ltm.model.busbars():\n",
" display_markdown(f\"# Busbar: {busbar}\", raw=True)\n",
"\n",
" # Water values\n",
" try:\n",
" LtmPlot.make_water_value_plot(busbar.water_value_results(), busbar.name)\n",
" except:\n",
" display(f\"Could not get water value results for {busbar.name}\")\n",
"\n",
" # Market results\n",
" LtmPlot.make_market_results_plot(busbar.market_result_price(), busbar.name)\n",
"\n",
" # Detailed hydro results from\n",
" for busbar in ltm.model.busbars():\n",
" display_markdown(f\"## {busbar}\", raw=True)\n",
"\n",
" # Busbar reservoirs\n",
" for rsv in busbar.reservoirs():\n",
" display(\"Reservoir\")\n",
" LtmPlot.make_continuous_generic_plot(rsv.reservoir(), f\"Reservoir '{rsv.name}'\")\n",
" LtmPlot.make_continuous_generic_plot(rsv.discharge(), f\"Discharge '{rsv.name}'\")\n",
" LtmPlot.make_continuous_generic_plot(rsv.inflow(), f\"Inflow '{rsv.name}'\")\n",
" LtmPlot.make_continuous_generic_plot(rsv.production(), f\"Production '{rsv.name}'\")\n",
" LtmPlot.make_continuous_generic_plot(rsv.bypass(), f\"Bypass '{rsv.name}'\")\n",
" LtmPlot.make_continuous_generic_plot(rsv.spill(), f\"Spill '{rsv.name}'\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "765a88cd",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-24T13:39:37.765690Z",
"iopub.status.busy": "2026-03-24T13:39:37.765398Z",
"iopub.status.idle": "2026-03-24T13:39:37.770794Z",
"shell.execute_reply": "2026-03-24T13:39:37.769785Z"
}
},
"outputs": [],
"source": [
"def open_and_write_model(filename: str):\n",
" session = LtmSession(\"ikernel\", ltm_core_path=ltm_core_path, overwrite_session=True)\n",
"\n",
" # Explicitly set license file\n",
" session.model.global_settings.ltm_license_file_path = license_file\n",
"\n",
" with session:\n",
" try:\n",
" # Load model from file.\n",
" session.load(filename=filename)\n",
" print(vars(session.model.global_settings))\n",
"\n",
" # Write model to disk, and automatically generate an output directory.\n",
" session.write_model()\n",
"\n",
" # return\n",
"\n",
" # Display model graph\n",
" LtmDot.display_dot_image(session.build_connection_tree())\n",
"\n",
" # return\n",
"\n",
" # Execute/run LTM/EMPS on the model\n",
" last_rc, results = session.execute_model()\n",
"\n",
" # If last return code is not 0, then there was an error.\n",
" if last_rc != 0:\n",
" err = results[0][\"log_file_contents\"]\n",
" LtmDot.print(err)\n",
" else:\n",
" # Make plots from the results\n",
" generate_plots(session)\n",
"\n",
" except Exception as e:\n",
" print(e)\n",
" raise (e)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "dcded6c6",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-24T13:39:37.773585Z",
"iopub.status.busy": "2026-03-24T13:39:37.773247Z",
"iopub.status.idle": "2026-03-24T13:39:48.942716Z",
"shell.execute_reply": "2026-03-24T13:39:48.939992Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:LtmApiModel:(ikernel) Loading model from file: emps_serial.json\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:LtmApiModel:(ikernel) LtmApiModel::maybe_generate_output_dir: output_path: /builds/energy/ltm/pyltmapi/docs/ltm-api/guides/emps_serial/testout_emps_serial/2026-03-24-133937.788-EMPS-series\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:LtmApiModel:(ikernel) Using license file '/builds/energy/ltm/pyltmapi.tmp/CI_LTM_LICENSE_FILE'\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:LtmApiModel:(ikernel) Using license file '/builds/energy/ltm/pyltmapi.tmp/CI_LTM_LICENSE_FILE'\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:Validator:(ikernel) Model validation succeeded\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:LtmApiModel:(ikernel) Writing model to path /builds/energy/ltm/pyltmapi/docs/ltm-api/guides/emps_serial/testout_emps_serial/2026-03-24-133937.788-EMPS-series\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:Validator:(ikernel) Model validation succeeded\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"{}\n"
]
},
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:LtmApiModel:(ikernel) Model executed successfully\n"
]
},
{
"data": {
"text/markdown": [
"# Busbar: busbar/detailed_hydro"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/markdown": [
"# Busbar: busbar/tev"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/markdown": [
"## busbar/detailed_hydro"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"'Reservoir'"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA+kAAAFhCAYAAAAMQevjAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAb1RJREFUeJzt3Xtcjvf/B/DX3bl0INItnUSlZi1CsunOISkWWzMsI4eExTBfOTUsY2yOszEzYrIcIoex72JYKow5bUVpzXEdhFKqu7qv3x9+Xd/dSorqvuP1fDzuB13X57qu9+d6d1fv+3Ndn0siCIIAIiIiIiIiIlI5DVUHQERERERERESPsEgnIiIiIiIiUhMs0omIiIiIiIjUBIt0IiIiIiIiIjXBIp2IiIiIiIhITbBIJyIiIiIiIlITLNKJiIiIiIiI1ASLdCIiIiIiIiI1wSKdiIiIiIiISE2wSCciIqIXgpeXF7y8vOr9OAqFAh06dMCnn35a78eqS8nJydDS0sIff/yh6lCIiKgaLNKJiKhBREZGQiKRKL1atmyJnj174tChQ6oOr0F4eXkhKChI1WFQFYKCgmpc4P/www+4ceMGQkND6+z4RUVFGDNmDDp06AATExMYGhritddew6pVq1BaWlrlNvfu3YOWlhZ27NhRo2M4Ozujf//++Pjjj+ssbiIiqntaqg6AiIheLp988gnatGkDQRCQlZWFyMhI+Pn5Yf/+/RgwYICqw6NG7Oeff26Q43z++ecYOnQoTExM6myfRUVF+PPPP+Hn5wdbW1toaGggMTERU6dOxalTp7Bt27ZK2/z3v/+FRCJB3759a3yc8ePHw8/PD+np6Wjbtm2dxU9ERHWHRToRETUoX19fdO7cWfx6zJgxMDc3xw8//MAivREpLCxEkyZNVB2GEh0dnXo/xrlz53DhwgUsW7asTvdramqKkydPKi0bP348TExMsGbNGixfvhxSqVRp/cGDB/H666+jadOmNT5Onz590KxZM2zevBmffPJJXYRORER1jJe7ExGRSjVt2hT6+vrQ0nr0ubEgCLC1tcXAgQMrtS0uLoaJiQlCQkIAAMeOHYNEIsH27dsxe/ZsSKVSNGnSBP7+/rhx44bStvHx8Rg8eDCsra2hq6sLKysrTJ06FUVFRUrtMjMzMWrUKFhaWkJXVxetWrXCwIED8ffff4ttzpw5Ax8fH7Ro0QL6+vpo06YNRo8eXeu+V9wC8O99/7tfx44dE5d5eXmhQ4cOOHv2LLp37y4ed926dVVuW5NzAgCnTp1Cv379YGJiAgMDA8hkMiQkJCi1mT9/PiQSCZKTk/Hee++hWbNmeOONN2rUx4p4duzYgQULFqB169YwMjLCO++8g7y8PJSUlGDKlClo2bIlDA0NMWrUKJSUlCjtY9OmTejVqxdatmwJXV1dODs7Y+3atZWO9fg96f8+9qeffgpLS0vo6emhd+/euHr1ao3if1xsbCx0dHTg6emptLziHKWmpmL48OEwMTGBmZkZwsPDIQgCbty4gYEDB8LY2BhSqbTGRb6trS0A4P79+0rLFQoFfvrpJ/Tv319cFhcXhzfeeANNmzaFoaEhHB0dMXv2bKXttLW14eXlhb1799a+80RE1CA4kk5ERA0qLy8Pd+7cgSAIyM7OxpdffomCggIMHz4cACCRSDB8+HAsXboUd+/ehampqbjt/v37kZ+fL7at8Omnn0IikSAsLAzZ2dlYuXIl+vTpg/Pnz0NfXx8AsHPnTjx8+BATJkxA8+bNcfr0aXz55Ze4efMmdu7cKe4rICAAf/75JyZNmgRbW1tkZ2cjLi4O169fF7/u27cvzMzMMHPmTDRt2hR///03du/eXe/n7t69e/Dz88O7776LYcOGYceOHZgwYQJ0dHQqfUhQk3Pyyy+/wNfXF25ubpg3bx40NDTEgjg+Ph5du3ZV2ufgwYNhb2+PRYsWQRCEWsW+ePFi6OvrY+bMmbh69Sq+/PJLaGtrQ0NDA/fu3cP8+fNx8uRJREZGok2bNkr3Ta9duxavvPIK/P39oaWlhf3792PixIlQKBT44IMPnnrszz77DBoaGpg+fTry8vKwdOlSBAYG4tSpU7XqAwAkJiaiQ4cO0NbWrnL9kCFD4OTkhM8++ww//vgjFi5cCFNTU3zzzTfo1asXlixZgqioKEyfPh1dunSpVOzL5XLk5+ejqKgIZ86cwRdffAEbGxu0a9dOqd1vv/2GnJwc+Pn5AQD+/PNPDBgwAC4uLvjkk0+gq6uLq1evVvrABQDc3Nywd+9e5Ofnw9jYuNbngIiI6plARETUADZt2iQAqPTS1dUVIiMjldpeuXJFACCsXbtWabm/v79ga2srKBQKQRAE4ejRowIAoXXr1kJ+fr7YbseOHQIAYdWqVeKyhw8fVopp8eLFgkQiEa5duyYIgiDcu3dPACB8/vnnT+zHnj17BADCb7/9VvuT8JiKc5KRkaG0vKJfR48eFZfJZDIBgLBs2TJxWUlJieDq6iq0bNlSkMvlSts+7ZwoFArB3t5e8PHxEc+nIDw6T23atBG8vb3FZfPmzRMACMOGDat1Hyvi6dChgxijIAjCsGHDBIlEIvj6+iq19/DwEGxsbJSWVZU7Hx8fwc7OTmmZTCYTZDJZpWM7OTkJJSUl4vJVq1YJAIRLly7Vuj+WlpZCQEBApeUV52jcuHHisrKyMsHS0lKQSCTCZ599Ji6/d++eoK+vL4wcObLSfn744Qel90fnzp2FixcvVmoXHh6udJ5WrFghABBycnKe2odt27YJAIRTp049tS0RETU8Xu5OREQN6quvvkJcXBzi4uKwdetW9OzZE2PHjlUaiXZwcIC7uzuioqLEZXfv3sWhQ4cQGBgIiUSitM8RI0bAyMhI/Pqdd95Bq1atcPDgQXFZxegx8Oh+6jt37qB79+4QBAHnzp0T2+jo6ODYsWO4d+9elfFX3P974MCBJ866XV+0tLTES/2BR/dgh4SEIDs7G2fPnlVq+7Rzcv78eaSlpeG9995Dbm4u7ty5gzt37qCwsBC9e/fGr7/+CoVCobTP8ePHP3PsI0aMUBp9dnd3hyAIla4AcHd3x40bN1BWViYu+3fuKq7EkMlk+Ouvv5CXl/fUY48aNUrpfvUePXoAAP76669a9yM3NxfNmjV74vqxY8eK/9fU1ETnzp0hCALGjBkjLm/atCkcHR2rPH7Pnj0RFxeHnTt3Yvz48dDW1kZhYWGldgcPHlS61L3i+3Lv3r2V8va4ivjv3LlTbTsiIlINFulERNSgunbtij59+qBPnz4IDAzEjz/+CGdnZ4SGhkIul4vtRowYgYSEBFy7dg3Ao8vVS0tL8f7771fap729vdLXEokE7dq1U7rX+/r16wgKCoKpqSkMDQ1hZmYGmUwGAGKhp6uriyVLluDQoUMwNzeHp6cnli5diszMTHE/MpkMAQEBWLBgAVq0aIGBAwdi06ZNle6jrg8WFhaVJmtzcHAAgEr3tT/tnKSlpQEARo4cCTMzM6XXhg0bUFJSUqkAbtOmzTPHbm1trfR1xczoVlZWlZYrFAqlYyckJKBPnz5o0qQJmjZtCjMzM/Fe65oU6Y8fu6JIfdIHMU8jVHOpf1X91NPTQ4sWLSotr+r45ubm6NOnD9555x2sXbsWAwYMgLe3t9L3YGZmJn7//XelIn3IkCF4/fXXMXbsWJibm2Po0KHYsWNHlQV7RfyPf9hFRETqgUU6ERGplIaGBnr27Il//vlHLBwBYOjQodDW1hZH07du3YrOnTvD0dGx1scoLy+Ht7c3fvzxR4SFhSE2NhZxcXGIjIwEAKVCZsqUKUhNTcXixYuhp6eH8PBwODk5iaPtEokEu3btQlJSEkJDQ3Hr1i2MHj0abm5uKCgoqFVcTyqSysvLa93H2qro8+effy5e2fD4y9DQUGmbf49o15ampmatllcUkunp6ejduzfu3LmD5cuX48cff0RcXBymTp2q1I9nOXZ1xfaTNG/evNrivqpjPc/x33nnHRQUFChN9Hbo0CHo6emhZ8+e4jJ9fX38+uuvOHz4MN5//31cvHgRQ4YMgbe3d6Xvp4r4H//ggIiI1AMnjiMiIpWruLT530Wuqakp+vfvj6ioKAQGBiIhIQErV66scvt/F/fAo+Ln6tWrcHFxAQBcunQJqamp2Lx5M0aMGCG2i4uLq3J/bdu2xUcffYSPPvoIaWlpcHV1xbJly7B161axTbdu3dCtWzd8+umn2LZtGwIDAxEdHa10ufPTVIzoPj5zd8XVA4+7fft2pUefpaamAvjfLOAVnnZOKp6RbWxsjD59+tQ45oa2f/9+lJSUYN++fUqj1EePHlVJPO3bt0dGRkaDHa/i6QP/vmLgxx9/RM+ePSt9aKKhoYHevXujd+/eWL58ORYtWoQ5c+bg6NGjSjnOyMiAhoaGeBUGERGpF46kExGRSpWWluLnn3+Gjo4OnJyclNa9//77SE5Oxn/+8x9oampi6NChVe5jy5YtePDggfj1rl278M8//8DX1xfA/0Yy/z1yKQgCVq1apbSfhw8fori4WGlZ27ZtYWRkJF7Ofu/evUojoK6urgBQ60veKwrlX3/9VVxWXl6O9evXV9m+rKwM33zzjfi1XC7HN998AzMzM7i5uSm1fdo5cXNzQ9u2bfHFF19UeQVATk5OrfpSX6rKXV5eHjZt2qSSeDw8PPDHH3/U+e0NFU88eNyGDRsAAJ07dwbw6P0SFxendKk78GjOhsc96fvy7NmzeOWVV8RbDoiISL1wJJ2IiBrUoUOHcPnyZQBAdnY2tm3bhrS0NMycObPS46D69++P5s2bY+fOnfD19UXLli2r3KepqSneeOMNjBo1CllZWVi5ciXatWuH4OBgAI9GP9u2bYvp06fj1q1bMDY2RkxMTKXLllNTU9G7d2+8++67cHZ2hpaWFvbs2YOsrCzxA4LNmzfj66+/xltvvYW2bdviwYMH+Pbbb2FsbCw+DqumXnnlFXTr1g2zZs0SHzcXHR2tNGnav1lYWGDJkiX4+++/4eDggO3bt+P8+fNYv359pUeCPe2caGhoYMOGDfD19cUrr7yCUaNGoXXr1rh16xaOHj0KY2Nj7N+/v1b9qQ99+/aFjo4O3nzzTYSEhKCgoADffvstWrZsiX/++afB4xk4cCAiIiJw/Phx9O3bt872u3XrVqxbtw6DBg2CnZ0dHjx4gP/+97+Ii4vDm2++iV69egEATpw4gfz8/EpF+ieffIJff/0V/fv3h42NDbKzs/H111/D0tJS6Zn2paWlOH78OCZOnFhnsRMRUd1ikU5ERA3q38+/1tPTQ/v27bF27VqlWcsr6OjoYMiQIfj666+rnDCuwuzZs3Hx4kUsXrwYDx48QO/evfH111/DwMAAAKCtrY39+/dj8uTJ4r3mb731FkJDQ/Haa6+J+7GyssKwYcNw5MgRfP/999DS0kL79u2xY8cOBAQEAHg0cdzp06cRHR2NrKwsmJiYoGvXroiKinqmidWioqIQEhKCzz77DE2bNsWYMWPQs2dPeHt7V2rbrFkzbN68GZMmTcK3334Lc3NzrFmzRiy8a3NOAMDLywtJSUmIiIjAmjVrUFBQAKlUCnd39yrzoQqOjo7YtWsX5s6di+nTp0MqlWLChAkwMzOrNDN8Q3Bzc4OLiwt27NhRp0X6G2+8gcTERPzwww/IysqClpYWHB0dsXz5ckyaNElsd/DgQTg7O8PGxkZpe39/f/z999/YuHEj7ty5gxYtWkAmk2HBggVKI+ZHjhzB3bt3MXLkyDqLnYiI6pZEeJZZU4iIiBrI1KlT8d133yEzM1OpwASAY8eOoWfPnti5cyfeeecdFUXYMLy8vHDnzh388ccf1bZ7mc6Jqnz//ff44IMPcP36dfHRZw3F2dkZAwYMwNKlS59p+0GDBkEikWDPnj11HBkREdUV3pNORERqq7i4GFu3bkVAQEClAp1IVQIDA2FtbY2vvvqqQY8rl8sxZMgQjBo16pm2T0lJwYEDBxAREVHHkRERUV3i5e5ERKR2srOzcfjwYezatQu5ubn48MMPVR0SPUYul1c5Wdm/mZiYPNdj29SVhobGU69oqA86OjqYN2/eM2/v5OT0xPkOiIhIfbBIJyIitZOcnIzAwEC0bNkSq1evFmepJvWRmJio9JzuqmzatAlBQUENExAREdELgvekExERUa3du3cPZ8+erbbNK6+8glatWjVQRERERC8GFulEREREREREaoITxxERERERERGpiZfynnSFQoHbt2/DyMgIEolE1eEQERERERHRC04QBDx48AAWFhbQ0HjyePlLWaTfvn0bVlZWqg6DiIiIiIiIXjI3btyApaXlE9e/lEW6kZERgEcnx9jYWMXREBERERER0YsuPz8fVlZWYj36JC9lkV5xibuxsTGLdCIiIiIiImowT7vlmhPHEREREREREakJFulEREREREREaoJFOhEREREREZGaeCnvSSciIiIiImpIgiCgrKwM5eXlqg6F6ommpia0tLSe+zHfLNKJiIiIiIjqkVwuxz///IOHDx+qOhSqZwYGBmjVqhV0dHSeeR8s0omIiIiIiOqJQqFARkYGNDU1YWFhAR0dneceaSX1IwgC5HI5cnJykJGRAXt7e2hoPNvd5SzSiYiIiIiI6olcLodCoYCVlRUMDAxUHQ7VI319fWhra+PatWuQy+XQ09N7pv1w4jgiIiIiIqJ69qyjqtS41EWe+Z1CREREREREpCZYpBMRERERERGpCRbpRERERERE9MLx8vLClClTVB1GrbFIJyIiIiIiokpycnIwYcIEWFtbQ1dXF1KpFD4+PkhISFB1aDWye/duREREPNc+iouL8cEHH6B58+YwNDREQEAAsrKy6ijCqnF2dyIiIiIiIqokICAAcrkcmzdvhp2dHbKysnDkyBHk5uaqOrRqyeVy6OjowNTU9Ln3NXXqVPz444/YuXMnTExMEBoairfffrteP6jgSDoREREREREpuX//PuLj47FkyRL07NkTNjY26Nq1K2bNmgV/f3+ldiEhITA3N4eenh46dOiAAwcOiOtPnDiBHj16QF9fH1ZWVpg8eTIKCwvF9ba2tli0aBFGjx4NIyMjWFtbY/369UqxhIWFwcHBAQYGBrCzs0N4eDhKS0vF9fPnz4erqys2bNiANm3aiI8+e/xy93v37mHEiBFo1qwZDAwM4Ovri7S0tCeeg7y8PHz33XdYvnw5evXqBTc3N2zatAmJiYk4efLkM5/bp+FIOhERERERUQN788sTyHlQ0uDHNTPSxf5Jbzy1naGhIQwNDREbG4tu3bpBV1e3UhuFQgFfX188ePAAW7duRdu2bZGcnAxNTU0AQHp6Ovr164eFCxdi48aNyMnJQWhoKEJDQ7Fp0yZxP8uWLUNERARmz56NXbt2YcKECZDJZHB0dAQAGBkZITIyEhYWFrh06RKCg4NhZGSEGTNmiPu4evUqYmJisHv3bvH4jwsKCkJaWhr27dsHY2NjhIWFwc/PD8nJydDW1q7U/uzZsygtLUWfPn3EZe3bt4e1tTWSkpLQrVu3p57HZ8EinYiIiIiIqIHlPChBZn6xqsN4Ii0tLURGRiI4OBjr1q1Dp06dIJPJMHToULi4uAAADh8+jNOnTyMlJQUODg4AADs7O3EfixcvRmBgoDiabW9vj9WrV0Mmk2Ht2rXiiLefnx8mTpwI4NGo+YoVK3D06FGxSJ87d664T1tbW0yfPh3R0dFKRbpcLseWLVtgZmZWZX8qivOEhAR0794dABAVFQUrKyvExsZi8ODBlbbJzMyEjo4OmjZtqrTc3NwcmZmZNT6XtcUinYiIiIiIqIGZGVUemVa34wYEBKB///6Ij4/HyZMncejQISxduhQbNmxAUFAQzp8/D0tLS7FAf9yFCxdw8eJFREVFicsEQYBCoUBGRgacnJwAQCz6AUAikUAqlSI7O1tctn37dqxevRrp6ekoKChAWVkZjI2NlY5lY2PzxAIdAFJSUqClpQV3d3dxWfPmzeHo6IiUlJQan5OGwCKdiIiIiIiogdXkknN1oKenB29vb3h7eyM8PBxjx47FvHnzEBQUBH19/Wq3LSgoQEhICCZPnlxpnbW1tfj/xy81l0gkUCgUAICkpCQEBgZiwYIF8PHxgYmJCaKjo7Fs2TKlbZo0afKsXXwiqVQKuVyO+/fvK42mZ2VlQSqV1vnxKnDiOCIiIiIiIqoRZ2dnceI3FxcX3Lx5E6mpqVW27dSpE5KTk9GuXbtKLx0dnRodLzExETY2NpgzZw46d+4Me3t7XLt2rdZxOzk5oaysDKdOnRKX5ebm4sqVK3B2dq5yGzc3N2hra+PIkSPisitXruD69evw8PCodQw1xZF0IiIiIiIiUpKbm4vBgwdj9OjRcHFxgZGREc6cOYOlS5di4MCBAACZTAZPT08EBARg+fLlaNeuHS5fvgyJRIJ+/fohLCwM3bp1Q2hoKMaOHYsmTZogOTkZcXFxWLNmTY3isLe3x/Xr1xEdHY0uXbrgxx9/xJ49e2rdH3t7ewwcOBDBwcH45ptvYGRkhJkzZ6J169Zifx5nYmKCMWPGYNq0aTA1NYWxsTEmTZoEDw+Peps0DuBIOhERERERET3G0NAQ7u7uWLFiBTw9PdGhQweEh4cjODhYqcCOiYlBly5dMGzYMDg7O2PGjBkoLy8H8Gik/fjx40hNTUWPHj3QsWNHfPzxx7CwsKhxHP7+/pg6dSpCQ0Ph6uqKxMREhIeHP1OfNm3aBDc3NwwYMAAeHh4QBAEHDx6scmb3CitWrMCAAQMQEBAAT09PSKVS7N69+5mOX1MSQRCEej2CGsrPz4eJiQny8vIqTThARERERERUV4qLi5GRkaH0/G56cVWX75rWoRxJJyIiIiIiIlITLNKJiIiIiIiI1ASLdCIiIiIiIiI1wSKdiIiIiIiISE2wSCciIiIiIiJSEyzSiYiIiIiIiNQEi3QiIiIiIiIiNcEinYiIiIiIiEhNNEiR/tVXX8HW1hZ6enpwd3fH6dOnq22/c+dOtG/fHnp6enj11Vdx8ODBJ7YdP348JBIJVq5cWcdRExERERERETWsei/St2/fjmnTpmHevHn4/fff8dprr8HHxwfZ2dlVtk9MTMSwYcMwZswYnDt3DoMGDcKgQYPwxx9/VGq7Z88enDx5EhYWFvXdDSIiIiIiImpEvLy8MGXKFFWHUWv1XqQvX74cwcHBGDVqFJydnbFu3ToYGBhg48aNVbZftWoV+vXrh//85z9wcnJCREQEOnXqhDVr1ii1u3XrFiZNmoSoqChoa2vXdzeIiIiIiIheKjk5OZgwYQKsra2hq6sLqVQKHx8fJCQkqDq0Gtm9ezciIiKeax/r16+Hl5cXjI2NIZFIcP/+/boJrhr1WqTL5XKcPXsWffr0+d8BNTTQp08fJCUlVblNUlKSUnsA8PHxUWqvUCjw/vvv4z//+Q9eeeWVp8ZRUlKC/Px8pRcRERERERE9WUBAAM6dO4fNmzcjNTUV+/btg5eXF3Jzc1UdWrXkcjkAwNTUFEZGRs+1r4cPH6Jfv36YPXt2XYRWI/VapN+5cwfl5eUwNzdXWm5ubo7MzMwqt8nMzHxq+yVLlkBLSwuTJ0+uURyLFy+GiYmJ+LKysqplT4iIiIiIiF4e9+/fR3x8PJYsWYKePXvCxsYGXbt2xaxZs+Dv76/ULiQkBObm5tDT00OHDh1w4MABcf2JEyfQo0cP6Ovrw8rKCpMnT0ZhYaG43tbWFosWLcLo0aNhZGQEa2trrF+/XimWsLAwODg4wMDAAHZ2dggPD0dpaam4fv78+XB1dcWGDRvQpk0b6OnpAah8ufu9e/cwYsQINGvWDAYGBvD19UVaWlq152HKlCmYOXMmunXr9kzn8VloNdiR6sjZs2exatUq/P7775BIJDXaZtasWZg2bZr4dX5+Pgt1IiIiIiJSnW9kQEHV83TVK8OWQMjxpzczNIShoSFiY2PRrVs36OrqVmqjUCjg6+uLBw8eYOvWrWjbti2Sk5OhqakJAEhPT0e/fv2wcOFCbNy4ETk5OQgNDUVoaCg2bdok7mfZsmWIiIjA7NmzsWvXLkyYMAEymQyOjo4AACMjI0RGRsLCwgKXLl1CcHAwjIyMMGPGDHEfV69eRUxMDHbv3i0e/3FBQUFIS0vDvn37YGxsjLCwMPj5+SE5OVmtbqGu1yK9RYsW0NTURFZWltLyrKwsSKXSKreRSqXVto+Pj0d2djasra3F9eXl5fjoo4+wcuVK/P3335X2qaurW+U3FRERERERkUoUZAMPbqs6iifS0tJCZGQkgoODsW7dOnTq1AkymQxDhw6Fi4sLAODw4cM4ffo0UlJS4ODgAACws7MT97F48WIEBgaKo9n29vZYvXo1ZDIZ1q5dK454+/n5YeLEiQAejZqvWLECR48eFYv0uXPnivu0tbXF9OnTER0drVSky+VybNmyBWZmZlX2p6I4T0hIQPfu3QEAUVFRsLKyQmxsLAYPHlwXp61O1GuRrqOjAzc3Nxw5cgSDBg0C8OjTliNHjiA0NLTKbTw8PHDkyBGlyxLi4uLg4eEBAHj//fervGf9/fffx6hRo+qlH0RERERERHXKsKXaHzcgIAD9+/dHfHw8Tp48iUOHDmHp0qXYsGEDgoKCcP78eVhaWooF+uMuXLiAixcvIioqSlwmCAIUCgUyMjLg5OQEAGLRDwASiQRSqVTpaWDbt2/H6tWrkZ6ejoKCApSVlcHY2FjpWDY2Nk8s0AEgJSUFWlpacHd3F5c1b94cjo6OSElJqfE5aQj1frn7tGnTMHLkSHTu3Bldu3bFypUrUVhYKBbUI0aMQOvWrbF48WIAwIcffgiZTIZly5ahf//+iI6OxpkzZ8T7Epo3b47mzZsrHUNbWxtSqVT8pIWIiIiIiEit1eCSc3Wgp6cHb29veHt7Izw8HGPHjsW8efMQFBQEfX39arctKChASEhIlXOJ/fvK6McvNZdIJFAoFAAeTSweGBiIBQsWwMfHByYmJoiOjsayZcuUtmnSpMmzdlHt1HuRPmTIEOTk5ODjjz9GZmYmXF1d8dNPP4mTw12/fh0aGv+bv6579+7Ytm0b5s6di9mzZ8Pe3h6xsbHo0KFDfYdKRERERERE1XB2dkZsbCyARyPgN2/eRGpqapWj6Z06dUJycjLatWv3zMdLTEyEjY0N5syZIy67du1arffj5OSEsrIynDp1SrzcPTc3F1euXIGzs/Mzx1cfGmTiuIrJAapy7NixSssGDx5cq3sCqroPnYiIiIiIiJ5Nbm4uBg8ejNGjR8PFxQVGRkY4c+YMli5dioEDBwIAZDIZPD09ERAQgOXLl6Ndu3a4fPkyJBIJ+vXrh7CwMHTr1g2hoaEYO3YsmjRpguTkZMTFxWHNmjU1isPe3h7Xr19HdHQ0unTpgh9//BF79uypdX/s7e0xcOBABAcH45tvvoGRkRFmzpyJ1q1bi/2pSmZmJjIzM3H16lUAwKVLl8RZ6E1NTWsdR03U6yPYiIiIiIiIqPExNDSEu7s7VqxYAU9PT3To0AHh4eEIDg5WKrBjYmLQpUsXDBs2DM7OzpgxYwbKy8sBPBppP378OFJTU9GjRw907NgRH3/8MSwsLGoch7+/P6ZOnYrQ0FC4uroiMTER4eHhz9SnTZs2wc3NDQMGDICHhwcEQcDBgwerndl93bp16NixI4KDgwEAnp6e6NixI/bt2/dMMdSERBAEod72rqby8/NhYmKCvLy8ShMOEBERERER1ZXi4mJkZGQoPb+bXlzV5bumdShH0omIiIiIiIjUBIt0IiIiIiIiIjXBIp2IiIiIiIhITbBIJyIiIiIiIlITLNKJiIiIiIiI1ASLdCIiIiIiIiI1wSKdiIiIiIiISE2wSCciIiIiIiJSEyzSiYiIiIiIiNQEi3QiIiIiIiJ64Xh5eWHKlCmqDqPWWKQTERERERFRJTk5OZgwYQKsra2hq6sLqVQKHx8fJCQkqDq0Gtm9ezciIiKeefu7d+9i0qRJcHR0hL6+PqytrTF58mTk5eXVYZSVadXr3omIiIiIiKhRCggIgFwux+bNm2FnZ4esrCwcOXIEubm5qg6tWnK5HDo6OjA1NX2u/dy+fRu3b9/GF198AWdnZ1y7dg3jx4/H7du3sWvXrjqKtjKOpBMREREREZGS+/fvIz4+HkuWLEHPnj1hY2ODrl27YtasWfD391dqFxISAnNzc+jp6aFDhw44cOCAuP7EiRPo0aMH9PX1YWVlhcmTJ6OwsFBcb2tri0WLFmH06NEwMjKCtbU11q9frxRLWFgYHBwcYGBgADs7O4SHh6O0tFRcP3/+fLi6umLDhg1o06YN9PT0AFS+3P3evXsYMWIEmjVrBgMDA/j6+iItLe2J56BDhw6IiYnBm2++ibZt26JXr1749NNPsX//fpSVlT3zuX0ajqQTERERERE1sCEHhuBO0Z0GP24L/RbYPmD7U9sZGhrC0NAQsbGx6NatG3R1dSu1USgU8PX1xYMHD7B161a0bdsWycnJ0NTUBACkp6ejX79+WLhwITZu3IicnByEhoYiNDQUmzZtEvezbNkyREREYPbs2di1axcmTJgAmUwGR0dHAICRkREiIyNhYWGBS5cuITg4GEZGRpgxY4a4j6tXryImJga7d+8Wj/+4oKAgpKWlYd++fTA2NkZYWBj8/PyQnJwMbW3tGp2/vLw8GBsbQ0ur/kppFulEREREREQN7E7RHWQ/zFZ1GE+kpaWFyMhIBAcHY926dejUqRNkMhmGDh0KFxcXAMDhw4dx+vRppKSkwMHBAQBgZ2cn7mPx4sUIDAwUR7Pt7e2xevVqyGQyrF27Vhzx9vPzw8SJEwE8GjVfsWIFjh49Khbpc+fOFfdpa2uL6dOnIzo6WqlIl8vl2LJlC8zMzKrsT0VxnpCQgO7duwMAoqKiYGVlhdjYWAwePPip5+TOnTuIiIjAuHHjanQOnxWLdCIiIiIiogbWQr+F2h83ICAA/fv3R3x8PE6ePIlDhw5h6dKl2LBhA4KCgnD+/HlYWlqKBfrjLly4gIsXLyIqKkpcJggCFAoFMjIy4OTkBABi0Q8AEokEUqkU2dn/+wBj+/btWL16NdLT01FQUICysjIYGxsrHcvGxuaJBToApKSkQEtLC+7u7uKy5s2bw9HRESkpKU89F/n5+ejfvz+cnZ0xf/78p7Z/HizSiYiIiIiIGlhNLjlXB3p6evD29oa3tzfCw8MxduxYzJs3D0FBQdDX169224KCAoSEhGDy5MmV1llbW4v/f/xSc4lEAoVCAQBISkpCYGAgFixYAB8fH5iYmCA6OhrLli1T2qZJkybP2sWnevDgAfr16wcjIyPs2bOnxpfGPysW6URERERERFQjzs7OiI2NBfBoBPzmzZtITU2tcjS9U6dOSE5ORrt27Z75eImJibCxscGcOXPEZdeuXav1fpycnFBWVoZTp06Jl7vn5ubiypUrcHZ2fuJ2+fn58PHxga6uLvbt2ydeol+fOLs7ERERERERKcnNzUWvXr2wdetWXLx4ERkZGdi5cyeWLl2KgQMHAgBkMhk8PT0REBCAuLg4ZGRk4NChQ/jpp58APLq/PDExEaGhoTh//jzS0tKwd+9ehIaG1jgOe3t7XL9+HdHR0UhPT8fq1auxZ8+eWvfH3t4eAwcORHBwME6cOIELFy5g+PDhaN26tdifx+Xn56Nv374oLCzEd999h/z8fGRmZiIzMxPl5eW1jqGmWKQTERERERGREkNDQ7i7u2PFihXw9PREhw4dEB4ejuDgYKxZs0ZsFxMTgy5dumDYsGFwdnbGjBkzxALWxcUFx48fR2pqKnr06IGOHTvi448/hoWFRY3j8Pf3x9SpUxEaGgpXV1ckJiYiPDz8mfq0adMmuLm5YcCAAfDw8IAgCDh48OATL1///fffcerUKVy6dAnt2rVDq1atxNeNGzeeKYaakAiCINTb3tVUfn4+TExMxOnziYiIiIiI6kNxcTEyMjKUnt9NL67q8l3TOpQj6URERERERERqgkU6ERERERERkZpgkU5ERERERESkJlikExEREREREakJFulEREREREREaoJFOhEREREREZGaYJFOREREREREpCZYpBMRERERERGpCRbpRERERERERGqCRToRERERERG9cLy8vDBlyhRVh1FrLNKJiIiIiIiokpycHEyYMAHW1tbQ1dWFVCqFj48PEhISVB1ajezevRsRERHPtY+QkBC0bdsW+vr6MDMzw8CBA3H58uU6irBqWvW6dyIiIiIiImqUAgICIJfLsXnzZtjZ2SErKwtHjhxBbm6uqkOrllwuh46ODkxNTZ97X25ubggMDIS1tTXu3r2L+fPno2/fvsjIyICmpmYdRFsZR9KJiIiIiIhIyf379xEfH48lS5agZ8+esLGxQdeuXTFr1iz4+/srtQsJCYG5uTn09PTQoUMHHDhwQFx/4sQJ9OjRA/r6+rCyssLkyZNRWFgorre1tcWiRYswevRoGBkZwdraGuvXr1eKJSwsDA4ODjAwMICdnR3Cw8NRWloqrp8/fz5cXV2xYcMGtGnTBnp6egAqX+5+7949jBgxAs2aNYOBgQF8fX2RlpZW7XkYN24cPD09YWtri06dOmHhwoW4ceMG/v7772c5rTXCkXQiIiIiIqIGlhHwDsru3Gnw42q1aIE2Mbue2s7Q0BCGhoaIjY1Ft27doKurW6mNQqGAr68vHjx4gK1bt6Jt27ZITk4WR5jT09PRr18/LFy4EBs3bkROTg5CQ0MRGhqKTZs2iftZtmwZIiIiMHv2bOzatQsTJkyATCaDo6MjAMDIyAiRkZGwsLDApUuXEBwcDCMjI8yYMUPcx9WrVxETE4Pdu3c/cYQ7KCgIaWlp2LdvH4yNjREWFgY/Pz8kJydDW1v7qeeksLAQmzZtQps2bWBlZfXU9s+KRToREREREVEDK7tzB2VZWaoO44m0tLQQGRmJ4OBgrFu3Dp06dYJMJsPQoUPh4uICADh8+DBOnz6NlJQUODg4AADs7OzEfSxevBiBgYHiaLa9vT1Wr14NmUyGtWvXiiPefn5+mDhxIoBHo+YrVqzA0aNHxSJ97ty54j5tbW0xffp0REdHKxXpcrkcW7ZsgZmZWZX9qSjOExIS0L17dwBAVFQUrKysEBsbi8GDBz/xXHz99deYMWMGCgsL4ejoiLi4OOjo6NTqfNZGg1zu/tVXX8HW1hZ6enpwd3fH6dOnq22/c+dOtG/fHnp6enj11Vdx8OBBcV1paSnCwsLw6quvokmTJrCwsMCIESNw+/bt+u4GERERERFRndBq0QJa5uYN/2rRosYxBgQE4Pbt29i3bx/69euHY8eOoVOnToiMjAQAnD9/HpaWlmKB/rgLFy4gMjJSHJU3NDSEj48PFAoFMjIyxHYVRT8ASCQSSKVSZGdni8u2b9+O119/HVKpFIaGhpg7dy6uX7+udCwbG5snFugAkJKSAi0tLbi7u4vLmjdvDkdHR6SkpFR7HgIDA3Hu3DkcP34cDg4OePfdd1FcXFztNs+j3kfSt2/fjmnTpmHdunVwd3fHypUr4ePjgytXrqBly5aV2icmJmLYsGFYvHgxBgwYgG3btmHQoEH4/fff0aFDBzx8+BC///47wsPD8dprr+HevXv48MMP4e/vjzNnztR3d4iIiIiIiJ5bTS45Vwd6enrw9vaGt7c3wsPDMXbsWMybNw9BQUHQ19evdtuCggKEhIRg8uTJldZZW1uL/3/8UnOJRAKFQgEASEpKQmBgIBYsWAAfHx+YmJggOjoay5YtU9qmSZMmz9rFpzIxMYGJiQns7e3RrVs3NGvWDHv27MGwYcPq5Xj1PpK+fPlyBAcHY9SoUXB2dsa6detgYGCAjRs3Vtl+1apV6NevH/7zn//AyckJERER6NSpE9asWQPg0QmKi4vDu+++C0dHR3Tr1g1r1qzB2bNnK32aQkRERERERHXH2dlZnPjNxcUFN2/eRGpqapVtO3XqhOTkZLRr167Sq6aXiycmJsLGxgZz5sxB586dYW9vj2vXrtU6bicnJ5SVleHUqVPistzcXFy5cgXOzs413o8gCBAEASUlJbWOoabqtUiXy+U4e/Ys+vTp878DamigT58+SEpKqnKbpKQkpfYA4OPj88T2AJCXlweJRIKmTZtWub6kpAT5+flKLyIiIiIiIqpabm4uevXqha1bt+LixYvIyMjAzp07sXTpUgwcOBAAIJPJ4OnpiYCAAMTFxSEjIwOHDh3CTz/9BODR/eWJiYkIDQ3F+fPnkZaWhr179yI0NLTGcdjb2+P69euIjo5Geno6Vq9ejT179tS6P/b29hg4cCCCg4Nx4sQJXLhwAcOHD0fr1q3F/jzur7/+wuLFi8UB4cTERAwePBj6+vrw8/OrdQw1Va9F+p07d1BeXg5zc3Ol5ebm5sjMzKxym8zMzFq1Ly4uRlhYGIYNGwZjY+Mq2yxevFi8RMHExKReZ+IjIiIiIiJq7AwNDeHu7o4VK1bA09MTHTp0QHh4OIKDg8WrnAEgJiYGXbp0wbBhw+Ds7IwZM2agvLwcwKOR9uPHjyM1NRU9evRAx44d8fHHH8PCwqLGcfj7+2Pq1KkIDQ2Fq6srEhMTER4e/kx92rRpE9zc3DBgwAB4eHhAEAQcPHjwiTO76+npIT4+Hn5+fmjXrh2GDBkCIyMjJCYmVnnrdl2RCIIg1NfOb9++jdatWyMxMREeHh7i8hkzZuD48eNKlxpU0NHRwebNm5Wu7//666+xYMECZD02+2FpaSkCAgJw8+ZNHDt27IlFeklJidLlCPn5+bCyskJeXt4TtyEiIiIiInpexcXFyMjIUHp+N724qst3fn4+TExMnlqH1uvEcS1atICmpmal4jorKwtSqbTKbaRSaY3al5aW4t1338W1a9fwyy+/VNtJXV3dKp/rR0RERERERKRO6vVydx0dHbi5ueHIkSPiMoVCgSNHjiiNrP+bh4eHUnsAiIuLU2pfUaCnpaXh8OHDaN68ef10gIiIiIiIiKgB1fsj2KZNm4aRI0eic+fO6Nq1K1auXInCwkKMGjUKADBixAi0bt0aixcvBgB8+OGHkMlkWLZsGfr374/o6GicOXMG69evB/CoQH/nnXfw+++/48CBAygvLxfvVzc1Na3Xh8oTERERERER1ad6L9KHDBmCnJwcfPzxx8jMzISrqyt++ukncXK469evQ0PjfwP63bt3x7Zt2zB37lzMnj0b9vb2iI2NRYcOHQAAt27dwr59+wAArq6uSsc6evQovLy86rtLRERERERERPWiXieOU1c1vWGfiIiIiIjoeXDiuJdLXUwcV6/3pBMRERERERFRzbFIJyIiIiIiIlITLNKJiIiIiIiI1ASLdCIiIiIiIiI1wSKdiIiIiIiIXjheXl6YMmWKqsOoNRbpREREREREVElOTg4mTJgAa2tr6OrqQiqVwsfHBwkJCaoOrUZ2796NiIiIOtmXIAjw9fWFRCJBbGxsnezzSer9OelERERERETU+AQEBEAul2Pz5s2ws7NDVlYWjhw5gtzcXFWHVi25XA4dHR2YmprW2T5XrlwJiURSZ/urDkfSiYiIiIiISMn9+/cRHx+PJUuWoGfPnrCxsUHXrl0xa9Ys+Pv7K7ULCQmBubk59PT00KFDBxw4cEBcf+LECfTo0QP6+vqwsrLC5MmTUVhYKK63tbXFokWLMHr0aBgZGcHa2hrr169XiiUsLAwODg4wMDCAnZ0dwsPDUVpaKq6fP38+XF1dsWHDBqXnkz9+ufu9e/cwYsQINGvWDAYGBvD19UVaWtpTz8X58+exbNkybNy4sdbn8VlwJJ2IiIiIiKiB7Vj0Gx7myxv8uAbGOnh3dpentjM0NIShoSFiY2PRrVs36OrqVmqjUCjg6+uLBw8eYOvWrWjbti2Sk5OhqakJAEhPT0e/fv2wcOFCbNy4ETk5OQgNDUVoaCg2bdok7mfZsmWIiIjA7NmzsWvXLkyYMAEymQyOjo4AACMjI0RGRsLCwgKXLl1CcHAwjIyMMGPGDHEfV69eRUxMDHbv3i0e/3FBQUFIS0vDvn37YGxsjLCwMPj5+SE5ORna2tpVbvPw4UO89957+OqrryCVSp963uoCi3QiIiIiIqIG9jBfjsL7JaoO44m0tLQQGRmJ4OBgrFu3Dp06dYJMJsPQoUPh4uICADh8+DBOnz6NlJQUODg4AADs7OzEfSxevBiBgYHiaLa9vT1Wr14NmUyGtWvXiiPefn5+mDhxIoBHo+YrVqzA0aNHxSJ97ty54j5tbW0xffp0REdHKxXpcrkcW7ZsgZmZWZX9qSjOExIS0L17dwBAVFQUrKysEBsbi8GDB1e53dSpU9G9e3cMHDiw1ufwWbFIJyIiIiIiamAGxjpqf9yAgAD0798f8fHxOHnyJA4dOoSlS5diw4YNCAoKwvnz52FpaSkW6I+7cOECLl68iKioKHGZIAhQKBTIyMiAk5MTAIhFPwBIJBJIpVJkZ2eLy7Zv347Vq1cjPT0dBQUFKCsrg7GxsdKxbGxsnligA0BKSgq0tLTg7u4uLmvevDkcHR2RkpJS5Tb79u3DL7/8gnPnzlVzluoei3QiIiIiIqIGVpNLztWBnp4evL294e3tjfDwcIwdOxbz5s1DUFAQ9PX1q922oKAAISEhmDx5cqV11tbW4v8fv9RcIpFAoVAAAJKSkhAYGIgFCxbAx8cHJiYmiI6OxrJly5S2adKkybN28Yl++eUXpKeno2nTpkrLAwIC0KNHDxw7dqzOjwmwSCciIiIiIqIacnZ2Fh9B5uLigps3byI1NbXK0fROnTohOTkZ7dq1e+bjJSYmwsbGBnPmzBGXXbt2rdb7cXJyQllZGU6dOiVe7p6bm4srV67A2dm5ym1mzpyJsWPHKi179dVXsWLFCrz55pu1jqGmWKQTERERERGRktzcXAwePBijR4+Gi4sLjIyMcObMGSxdulS8P1smk8HT0xMBAQFYvnw52rVrh8uXL0MikaBfv34ICwtDt27dEBoairFjx6JJkyZITk5GXFwc1qxZU6M47O3tcf36dURHR6NLly748ccfsWfPnlr3x97eHgMHDkRwcDC++eYbGBkZYebMmWjduvUT7zeXSqVVThZnbW2NNm3a1DqGmuIj2IiIiIiIiEiJoaEh3N3dsWLFCnh6eqJDhw4IDw9HcHCwUoEdExODLl26YNiwYXB2dsaMGTNQXl4O4NFI+/Hjx5GamooePXqgY8eO+Pjjj2FhYVHjOPz9/TF16lSEhobC1dUViYmJCA8Pf6Y+bdq0CW5ubhgwYAA8PDwgCAIOHjz4xJndVUUiCIKg6iAaWn5+PkxMTJCXl1dpwgEiIiIiIqK6UlxcjIyMDKXnd9OLq7p817QO5Ug6ERERERERkZpgkU5ERERERESkJlikExEREREREakJFulEREREREREaoJFOhEREREREZGaYJFOREREREREpCZYpBMRERERERGpCRbpRERERERERGqCRToRERERERGRmmCRTkRERERERC8cLy8vTJkyRdVh1BqLdCIiIiIiIqokJycHEyZMgLW1NXR1dSGVSuHj44OEhARVh1Yju3fvRkRExHPtw8vLCxKJROk1fvz4Ooqwalr1unciIiIiIiJqlAICAiCXy7F582bY2dkhKysLR44cQW5urqpDq5ZcLoeOjg5MTU3rZH/BwcH45JNPxK8NDAzqZL9PwpF0IiIiIiIiUnL//n3Ex8djyZIl6NmzJ2xsbNC1a1fMmjUL/v7+Su1CQkJgbm4OPT09dOjQAQcOHBDXnzhxAj169IC+vj6srKwwefJkFBYWiuttbW2xaNEijB49GkZGRrC2tsb69euVYgkLC4ODgwMMDAxgZ2eH8PBwlJaWiuvnz58PV1dXbNiwAW3atIGenh6Aype737t3DyNGjECzZs1gYGAAX19fpKWlPfVcGBgYQCqVii9jY+Nan8/a4Eg6ERERERFRA9s6awoK799r8OM2adoMwxevfGo7Q0NDGBoaIjY2Ft26dYOurm6lNgqFAr6+vnjw4AG2bt2Ktm3bIjk5GZqamgCA9PR09OvXDwsXLsTGjRuRk5OD0NBQhIaGYtOmTeJ+li1bhoiICMyePRu7du3ChAkTIJPJ4OjoCAAwMjJCZGQkLCwscOnSJQQHB8PIyAgzZswQ93H16lXExMRg9+7d4vEfFxQUhLS0NOzbtw/GxsYICwuDn58fkpOToa2t/cRzERUVha1bt0IqleLNN99EeHh4vY6ms0gnIiIiIiJqYIX376HgrvpeNq6lpYXIyEgEBwdj3bp16NSpE2QyGYYOHQoXFxcAwOHDh3H69GmkpKTAwcEBAGBnZyfuY/HixQgMDBRHs+3t7bF69WrIZDKsXbtWHPH28/PDxIkTATwaNV+xYgWOHj0qFulz584V92lra4vp06cjOjpaqUiXy+XYsmULzMzMquxPRXGekJCA7t27A3hUfFtZWSE2NhaDBw+ucrv33nsPNjY2sLCwwMWLFxEWFoYrV65g9+7dtT6nNcUinYiIiIiIqIE1adpM7Y8bEBCA/v37Iz4+HidPnsShQ4ewdOlSbNiwAUFBQTh//jwsLS3FAv1xFy5cwMWLFxEVFSUuEwQBCoUCGRkZcHJyAgCx6AcAiUQCqVSK7Oxscdn27duxevVqpKeno6CgAGVlZZUuObexsXligQ4AKSkp0NLSgru7u7isefPmcHR0REpKyhO3GzdunPj/V199Fa1atULv3r2Rnp6Otm3bPnG758EinYiIiIiIqIHV5JJzdaCnpwdvb294e3sjPDwcY8eOxbx58xAUFAR9ff1qty0oKEBISAgmT55caZ21tbX4/8cvNZdIJFAoFACApKQkBAYGYsGCBfDx8YGJiQmio6OxbNkypW2aNGnyrF2slYoi/+rVqyzSiYiIiIiISLWcnZ0RGxsL4NEI+M2bN5GamlrlaHqnTp2QnJyMdu3aPfPxEhMTYWNjgzlz5ojLrl27Vuv9ODk5oaysDKdOnRIvd8/NzcWVK1fg7Oxc4/2cP38eANCqVatax1BTnN2diIiIiIiIlOTm5qJXr17YunUrLl68iIyMDOzcuRNLly7FwIEDAQAymQyenp4ICAhAXFwcMjIycOjQIfz0008AHt1fnpiYiNDQUJw/fx5paWnYu3cvQkNDaxyHvb09rl+/jujoaKSnp2P16tXYs2dPrftjb2+PgQMHIjg4GCdOnMCFCxcwfPhwtG7dWuzP49LT0xEREYGzZ8/i77//xr59+zBixAh4enoqXaJf11ikExERERERkRJDQ0O4u7tjxYoV8PT0RIcOHRAeHo7g4GCsWbNGbBcTE4MuXbpg2LBhcHZ2xowZM1BeXg7g0Uj78ePHkZqaih49eqBjx474+OOPYWFhUeM4/P39MXXqVISGhsLV1RWJiYkIDw9/pj5t2rQJbm5uGDBgADw8PCAIAg4ePPjEmd11dHRw+PBh9O3bF+3bt8dHH32EgIAA7N+//5mOX1MSQRCEej2CGsrPz4eJiQny8vLq/Rl3RERERET08iouLkZGRobS87vpxVVdvmtah3IknYiIiIiIiEhNsEgnIiIiIiIiUhMNUqR/9dVXsLW1hZ6eHtzd3XH69Olq2+/cuRPt27eHnp4eXn31VRw8eFBpvSAI+Pjjj9GqVSvo6+ujT58+SEtLq88uEBEREREREdW7ei/St2/fjmnTpmHevHn4/fff8dprr8HHx0fp4fT/lpiYiGHDhmHMmDE4d+4cBg0ahEGDBuGPP/4Q2yxduhSrV6/GunXrcOrUKTRp0gQ+Pj4oLi6u7+4QERERERER1Zt6nzjO3d0dXbp0EWcAVCgUsLKywqRJkzBz5sxK7YcMGYLCwkIcOHBAXNatWze4urpi3bp1EAQBFhYW+OijjzB9+nQAQF5eHszNzREZGYmhQ4c+NabGMHHcrftFGP/9WVWHQU/Rq/gwBhQ/mt2xlYkeDHW1VBwRVWWOdgGuSh7NMgozR9UGQ1UyKCzD8G8zAABNtJvA3MBcxRFRVf7RbYt0/Y4AAG3zltAwNFJxRFSVuzd/hPzhLQBAM6kBJBKJiiOix2kKmnCFDACgpasH4xZmKo6IqvK3PBNnHl4GAGgY6UBD/9n+ztPT04OTkxMsLS2fOIs41Q1TU1NoamqqNIa6mDiuXisKuVyOs2fPYtasWeIyDQ0N9OnTB0lJSVVuk5SUhGnTpikt8/HxQWxsLAAgIyMDmZmZ6NOnj7jexMQE7u7uSEpKqrJILykpQUlJifh1fn7+83SrQcjLFLh0K0/VYdBTdNfMhL321Udf3FVtLPRkf7cyR7Ke7qMvcpNVGwxVqWmBAIub//9BCopQjDsqjYeqVmjRHPkOLR99cRfA3QcqjYeqJn+QDUXZPwCA7AwVB0NV0pLowMh20KMvSoDSWwUqjYeqVqjxADk6///3+P3/fz0DQ0NDODg4oKysrI4ioxddvRbpd+7cQXl5OczNlUdEzM3Ncfny5Sq3yczMrLJ9ZmamuL5i2ZPaPG7x4sVYsGDBM/VBlbQ0+Mm32pNooFR49GmdpoYETJl60oAEWhUXDWnwE2x1pCURUKbxqEjXgAQaGqr9FJyeQEMCieL/P0zR1IBEwvln1ZJEgoo7GjU0+YtJHWlINKEQ/v+9JOHPPHUl0QAkguT//y8BnvHtxKtZqLZeimtzZ82apTQ6n5+fDysrKxVG9HRtWjTB1UV+qg6DnsoPwNeqDoKe4ntVB0A1M1HVAdDTOAHwVnUQVAM9VR0A0QvBEnXzbqq4/Llly5Z8TjrVSL1+BN6iRQtoamoiKytLaXlWVhakUmmV20il0mrbV/xbm33q6urC2NhY6UVEREREREQvLi8vL0yZMkXVYdRavRbpOjo6cHNzw5EjR8RlCoUCR44cgYeHR5XbeHh4KLUHgLi4OLF9mzZtIJVKldrk5+fj1KlTT9wnERERERER1U5OTg4mTJgAa2tr6OrqQiqVwsfHBwkJCaoOrUZ2796NiIiI595PUlISevXqhSZNmsDY2Bienp4oKiqqgwirVu+Xu0+bNg0jR45E586d0bVrV6xcuRKFhYUYNWoUAGDEiBFo3bo1Fi9eDAD48MMPIZPJsGzZMvTv3x/R0dE4c+YM1q9fD+DRPR1TpkzBwoULYW9vjzZt2iA8PBwWFhYYNGhQfXeHiIiIiIjopRAQEAC5XI7NmzfDzs4OWVlZOHLkCHJzc1UdWrXkcjl0dHRgamr63PtKSkpCv379MGvWLHz55ZfQ0tLChQsXoKFRj+PdQgP48ssvBWtra0FHR0fo2rWrcPLkSXGdTCYTRo4cqdR+x44dgoODg6CjoyO88sorwo8//qi0XqFQCOHh4YK5ubmgq6sr9O7dW7hy5UqN48nLyxMACHl5ec/VLyIiIiIiouoUFRUJycnJQlFRkapDqZV79+4JAIRjx449td24ceOEli1bCrq6usIrr7wi7N+/X1wfHx8vvPHGG4Kenp5gaWkpTJo0SSgoKBDX29jYCJ9++qkwatQowdDQULCyshK++eYbpWPMmDFDsLe3F/T19YU2bdoIc+fOFeRyubh+3rx5wmuvvSZ8++23gq2trSCRSARBeFRrfvjhh2K7u3fvCu+//77QtGlTQV9fX+jXr5+Qmppabf/c3d2FuXPnPvV8Vagu3zWtQxtkWtbQ0FBcu3YNJSUlOHXqFNzd3cV1x44dQ2RkpFL7wYMH48qVKygpKcEff/wBPz/lCdQkEgk++eQTZGZmori4GIcPH4aDg0NDdIWIiIiIiOiFZ2hoCENDQ8TGxio9zvrfFAoFfH19kZCQgK1btyI5ORmfffaZ+Kzy9PR09OvXDwEBAbh48SK2b9+OEydOIDQ0VGk/y5YtQ+fOnXHu3DlMnDgREyZMwJUrV8T1RkZGiIyMRHJyMlatWoVvv/0WK1asUNrH1atXERMTg927d+P8+fNVxhsUFIQzZ85g3759SEpKgiAI8PPzQ2lpaZXts7OzcerUKbRs2RLdu3eHubk5ZDIZTpw4UdPT+EwkglDxXKKXR00fIk9ERERERPQ8KmZ3b9OmjdLs7llfnoPigbzB49Ew0oH5pI41ahsTE4Pg4GAUFRWhU6dOkMlkGDp0KFxcXAAAP//8M3x9fZGSklLloOnYsWOhqamJb775Rlx24sQJyGQyFBYWQk9PD7a2tujRowe+//7R83gEQYBUKsWCBQswfvz4KuP64osvxNuiAWD+/PlYtGgRbt26BTMzM7Gdl5cXXF1dsXLlSqSlpcHBwQEJCQno3r07ACA3NxdWVlbYvHkzBg8eXOk4J0+ehIeHB0xNTfHFF1/A1dUVW7Zswddff40//vgD9vb2lbZ5Ur6BmtehL8Uj2IiIiIiIiNSJ4oEc5fkNX6TXRkBAAPr374/4+HicPHkShw4dwtKlS7FhwwYEBQXh/PnzsLS0fOJVzRcuXMDFixcRFRUlLhMEAQqFAhkZGXBycgIAsegHHl01LZVKkZ2dLS7bvn07Vq9ejfT0dBQUFKCsrKxSkWtjY6NUoD8uJSUFWlpaSld1N2/eHI6OjkhJSalyG4VCAQAICQkR51Tr2LEjjhw5go0bN4rzqtU1FulEREREREQNTMNIp1EcV09PD97e3vD29kZ4eDjGjh2LefPmISgoCPr6+tVuW1BQgJCQEEyePLnSOmtra/H/2traSuskEolYICclJSEwMBALFiyAj48PTExMEB0djWXLlilt06RJk1r1qyZatWoFAHB2dlZa7uTkhOvXr9f58SqwSCciIiIiImpgNb3kXN04OzsjNjYWwKMR8Js3byI1NbXK0fROnTohOTkZ7dq1e+bjJSYmwsbGBnPmzBGXXbt2rdb7cXJyQllZGU6dOqV0ufuVK1cqFeEVbG1tYWFhoXR/PACkpqbC19e31jHUVINMHEdERERERESNR25uLnr16oWtW7fi4sWLyMjIwM6dO7F06VIMHDgQACCTyeDp6YmAgADExcUhIyMDhw4dwk8//QQACAsLQ2JiIkJDQ3H+/HmkpaVh7969lSaOq469vT2uX7+O6OhopKenY/Xq1dizZ0+t+2Nvb4+BAwciODgYJ06cwIULFzB8+HC0bt1a7M/jJBIJ/vOf/2D16tXYtWsXrl69ivDwcFy+fBljxoypdQw1xZF0IiIiIiIiUmJoaAh3d3esWLEC6enpKC0thZWVFYKDgzF79myxXUxMDKZPn45hw4ahsLAQ7dq1w2effQbg0Uj78ePHMWfOHPTo0QOCIKBt27YYMmRIjePw9/fH1KlTERoaipKSEvTv3x/h4eGYP39+rfu0adMmfPjhhxgwYADkcjk8PT1x8ODBSpfb/9uUKVNQXFyMqVOn4u7du3jttdcQFxeHtm3b1vr4NcXZ3Tm7OxERERER1ZPqZvumF09dzO7Oy92JiIiIiIiI1ASLdCIiIiIiIiI1wSKdiIiIiIiISE2wSCciIiIiIiJSEyzSiYiIiIiIiNQEi3QiIiIiIiIiNcEinYiIiIiIiEhNsEgnIiIiIiIiUhMs0omIiIiIiIjUBIt0IiIiIiIieuF4eXlhypQpqg6j1likExERERERUSU5OTmYMGECrK2toaurC6lUCh8fHyQkJKg6tBrZvXs3IiIinnn7v//+GxKJpMrXzp076zBSZVr1tmciIiIiIiJqtAICAiCXy7F582bY2dkhKysLR44cQW5urqpDq5ZcLoeOjg5MTU2faz9WVlb4559/lJatX78en3/+OXx9fZ9r39XhSDoREREREREpuX//PuLj47FkyRL07NkTNjY26Nq1K2bNmgV/f3+ldiEhITA3N4eenh46dOiAAwcOiOtPnDiBHj16QF9fH1ZWVpg8eTIKCwvF9ba2tli0aBFGjx4NIyMjWFtbY/369UqxhIWFwcHBAQYGBrCzs0N4eDhKS0vF9fPnz4erqys2bNiANm3aQE9PD0Dly93v3buHESNGoFmzZjAwMICvry/S0tKeeA40NTUhlUqVXnv27MG7774LQ0PDZz63T8MinYiIiIiIiJQYGhrC0NAQsbGxKCkpqbKNQqGAr68vEhISsHXrViQnJ+Ozzz6DpqYmACA9PR39+vVDQEAALl68iO3bt+PEiRMIDQ1V2s+yZcvQuXNnnDt3DhMnTsSECRNw5coVcb2RkREiIyORnJyMVatW4dtvv8WKFSuU9nH16lXExMRg9+7dOH/+fJXxBgUF4cyZM9i3bx+SkpIgCAL8/PyUCv7qnD17FufPn8eYMWNq1P5ZSQRBEOr1CGooPz8fJiYmyMvLg7GxsarDISIiIiKiF1RxcTEyMjKURngB4JtvvkFBQUGDx2NoaIiQkJAatY2JiUFwcDCKiorQqVMnyGQyDB06FC4uLgCAn3/+Gb6+vkhJSYGDg0Ol7ceOHQtNTU1888034rITJ05AJpOhsLAQenp6sLW1RY8ePfD9998DAARBgFQqxYIFCzB+/Pgq4/riiy8QHR2NM2fOAHg0kr5o0SLcunULZmZmYjsvLy+4urpi5cqVSEtLg4ODAxISEtC9e3cAQG5uLqysrLB582YMHjz4qedj4sSJOHbsGJKTk5/Y5kn5Bmpeh/KedCIiIiIiogZWUFCABw8eqDqMagUEBKB///6Ij4/HyZMncejQISxduhQbNmxAUFAQzp8/D0tLyyoLdAC4cOECLl68iKioKHGZIAhQKBTIyMiAk5MTAIhFPwBIJBJIpVJkZ2eLy7Zv347Vq1cjPT0dBQUFKCsrq1Tk2tjYKBXoj0tJSYGWlhbc3d3FZc2bN4ejoyNSUlKeei6Kioqwbds2hIeHP7Xt82KRTkRERERE1MDq857mujyunp4evL294e3tjfDwcIwdOxbz5s1DUFAQ9PX1q922oKAAISEhmDx5cqV11tbW4v+1tbWV1kkkEigUCgBAUlISAgMDsWDBAvj4+MDExATR0dFYtmyZ0jZNmjSpVb9qa9euXXj48CFGjBhRr8cBWKQTERERERE1uJpecq5unJ2dERsbC+DRCPjNmzeRmppa5Wh6p06dkJycjHbt2j3z8RITE2FjY4M5c+aIy65du1br/Tg5OaGsrAynTp1Sutz9ypUrcHZ2fur23333Hfz9/asdra8rnDiOiIiIiIiIlOTm5qJXr17YunUrLl68iIyMDOzcuRNLly7FwIEDAQAymQyenp4ICAhAXFwcMjIycOjQIfz0008AHs3KnpiYiNDQUJw/fx5paWnYu3dvpYnjqmNvb4/r168jOjoa6enpWL16Nfbs2VPr/tjb22PgwIEIDg7GiRMncOHCBQwfPhytW7cW+/MkV69exa+//oqxY8fW+rjPgkU6ERERERERKTE0NIS7uztWrFgBT09PdOjQAeHh4QgODsaaNWvEdjExMejSpQuGDRsGZ2dnzJgxA+Xl5QAejbQfP34cqamp6NGjBzp27IiPP/4YFhYWNY7D398fU6dORWhoKFxdXZGYmPjM94Vv2rQJbm5uGDBgADw8PCAIAg4ePFjpcvvHbdy4EZaWlujbt+8zHbe2OLs7Z3cnIiIiIqJ6Ut1s3/TiqYvZ3TmSTkRERERERKQmWKQTERERERERqQkW6URERERERERqgkU6ERERERERkZpgkU5ERERERFTPXsL5ul9KdZFnFulERERERET1pOLxXg8fPlRxJNQQKvL8tMe6VUerroIhIiIiIiIiZZqammjatCmys7MBAAYGBpBIJCqOiuqaIAh4+PAhsrOz0bRpU2hqaj7zvlikExERERER1SOpVAoAYqFOL66mTZuK+X5WLNKJiIiIiIjqkUQiQatWrdCyZUuUlpaqOhyqJ9ra2s81gl6BRToREREREVED0NTUrJMijl5s9TZx3N27dxEYGAhjY2M0bdoUY8aMQUFBQbXbFBcX44MPPkDz5s1haGiIgIAAZGVliesvXLiAYcOGwcrKCvr6+nBycsKqVavqqwtEREREREREDareivTAwED8+eefiIuLw4EDB/Drr79i3Lhx1W4zdepU7N+/Hzt37sTx48dx+/ZtvP322+L6s2fPomXLlti6dSv+/PNPzJkzB7NmzcKaNWvqqxtEREREREREDUYi1MMD+1JSUuDs7IzffvsNnTt3BgD89NNP8PPzw82bN2FhYVFpm7y8PJiZmWHbtm145513AACXL1+Gk5MTkpKS0K1btyqP9cEHHyAlJQW//PJLjePLz8+HiYkJ8vLyYGxs/Aw9JCIiIiIiIqq5mtah9TKSnpSUhKZNm4oFOgD06dMHGhoaOHXqVJXbnD17FqWlpejTp4+4rH379rC2tkZSUtITj5WXlwdTU9Nq4ykpKUF+fr7Si4iIiIiIiEjd1EuRnpmZiZYtWyot09LSgqmpKTIzM5+4jY6ODpo2baq03Nzc/InbJCYmYvv27U+9jH7x4sUwMTERX1ZWVjXvDBEREREREVEDqVWRPnPmTEgkkmpfly9frq9Ylfzxxx8YOHAg5s2bh759+1bbdtasWcjLyxNfN27caJAYiYiIiIiIiGqjVo9g++ijjxAUFFRtGzs7O0ilUmRnZystLysrw927d5/4YHepVAq5XI779+8rjaZnZWVV2iY5ORm9e/fGuHHjMHfu3KfGraurC11d3ae2IyIiIiIiIlKlWhXpZmZmMDMze2o7Dw8P3L9/H2fPnoWbmxsA4JdffoFCoYC7u3uV27i5uUFbWxtHjhxBQEAAAODKlSu4fv06PDw8xHZ//vknevXqhZEjR+LTTz+tTfhEREREREREaq1eZncHAF9fX2RlZWHdunUoLS3FqFGj0LlzZ2zbtg0AcOvWLfTu3RtbtmxB165dAQATJkzAwYMHERkZCWNjY0yaNAnAo3vPgUeXuPfq1Qs+Pj74/PPPxWNpamrW6MODCpzdnYiIiIiIiBpSTevQWo2k10ZUVBRCQ0PRu3dvaGhoICAgAKtXrxbXl5aW4sqVK3j48KG4bMWKFWLbkpIS+Pj44OuvvxbX79q1Czk5Odi6dSu2bt0qLrexscHff/9dX10hIiIiIiIiahD1NpKuzjiSTkRERERERA1Jpc9JJyIiIiIiIqLaY5FOREREREREpCZYpBMRERERERGpCRbpRERERERERGqCRToRERERERGRmmCRTkRERERERKQmWKQTERERERERqQkW6URERERERERqgkU6ERERERERkZpgkU5ERERERESkJlikExEREREREakJFulEREREREREaoJFOhEREREREZGaYJFOREREREREpCZYpBMRERERERGpCRbpRERERERERGqCRToRERERERGRmmCRTkRERERERKQmWKQTERERERERqQkW6URERERERERqgkU6ERERERERkZpgkU5ERERERESkJlikExEREREREakJFulEREREREREaoJFOhEREREREZGaYJFOREREREREpCZYpBMRERERERGpCRbpRERERERERGqCRToRERERERGRmmCRTkRERERERKQmWKQTERERERERqQkW6URERERERERqgkU6ERERERERkZpgkU5ERERERESkJlikExEREREREakJFulEREREREREaoJFOhEREREREZGaYJFOREREREREpCZYpBMRERERERGpiXor0u/evYvAwEAYGxujadOmGDNmDAoKCqrdpri4GB988AGaN28OQ0NDBAQEICsrq8q2ubm5sLS0hEQiwf379+uhB0REREREREQNq96K9MDAQPz555+Ii4vDgQMH8Ouvv2LcuHHVbjN16lTs378fO3fuxPHjx3H79m28/fbbVbYdM2YMXFxc6iN0IiIiIiIiIpWQCIIg1PVOU1JS4OzsjN9++w2dO3cGAPz000/w8/PDzZs3YWFhUWmbvLw8mJmZYdu2bXjnnXcAAJcvX4aTkxOSkpLQrVs3se3atWuxfft2fPzxx+jduzfu3buHpk2b1ji+/Px8mJiYIC8vD8bGxs/XWSIiIiIiIqKnqGkdWi8j6UlJSWjatKlYoANAnz59oKGhgVOnTlW5zdmzZ1FaWoo+ffqIy9q3bw9ra2skJSWJy5KTk/HJJ59gy5Yt0NCoWfglJSXIz89XehERERERERGpm3op0jMzM9GyZUulZVpaWjA1NUVmZuYTt9HR0ak0Im5ubi5uU1JSgmHDhuHzzz+HtbV1jeNZvHgxTExMxJeVlVXtOkRERERERETUAGpVpM+cORMSiaTa1+XLl+srVsyaNQtOTk4YPnx4rbfLy8sTXzdu3KinCImIiIiIiIienVZtGn/00UcICgqqto2dnR2kUimys7OVlpeVleHu3buQSqVVbieVSiGXy3H//n2l0fSsrCxxm19++QWXLl3Crl27AAAVt9O3aNECc+bMwYIFC6rct66uLnR1dWvSRSIiIiIiIiKVqVWRbmZmBjMzs6e28/DwwP3793H27Fm4ubkBeFRgKxQKuLu7V7mNm5sbtLW1ceTIEQQEBAAArly5guvXr8PDwwMAEBMTg6KiInGb3377DaNHj0Z8fDzatm1bm64QERERERERqZ1aFek15eTkhH79+iE4OBjr1q1DaWkpQkNDMXToUHFm91u3bqF3797YsmULunbtChMTE4wZMwbTpk2DqakpjI2NMWnSJHh4eIgzuz9eiN+5c0c8Xm1mdyciIiIiIiJSR/VSpANAVFQUQkND0bt3b2hoaCAgIACrV68W15eWluLKlSt4+PChuGzFihVi25KSEvj4+ODrr7+urxCJiIiIiIiI1Eq9PCdd3fE56URERERERNSQVPqcdCIiIiIiIiKqPRbpRERERERERGqCRToRERERERGRmmCRTkRERERERKQmWKQTERERERERqQkW6URERERERERqgkU6ERERERERkZpgkU5ERERERESkJlikExEREREREakJFulEREREREREaoJFOhEREREREZGaYJFOREREREREpCZYpBMRERERERGpCRbpRERERERERGqCRToRERERERGRmmCRTkRERERERKQmWKQTERERERERqQkW6URERERERERqgkU6ERERERERkZpgkU5ERERERESkJlikExEREREREakJFulEREREREREaoJFOhEREREREZGaYJFOREREREREpCZYpBMRERERERGpCRbpRERERERERGqCRToRERERERGRmmCRTkRERERERKQmWKQTERERERERqQktVQegCoIgAADy8/NVHAkRERERERG9DCrqz4p69EleyiL9wYMHAAArKysVR0JEREREREQvkwcPHsDExOSJ6yXC08r4F5BCocDt27dhZGQEiUSi6nCeKD8/H1ZWVrhx4waMjY1VHQ5Vg7lqHJgn9cccNQ7MU+PBXDUOzFPjwDw1DuqcJ0EQ8ODBA1hYWEBD48l3nr+UI+kaGhqwtLRUdRg1ZmxsrHbfYFQ15qpxYJ7UH3PUODBPjQdz1TgwT40D89Q4qGueqhtBr8CJ44iIiIiIiIjUBIt0IiIiIiIiIjXBIl2N6erqYt68edDV1VV1KPQUzFXjwDypP+aocWCeGg/mqnFgnhoH5qlxeBHy9FJOHEdERERERESkjjiSTkRERERERKQmWKQTERERERERqQkW6URERERERERqgkU6ERERERERkZpgkU5ERERERESkJlikq8i1a9dw8+ZNAEB5ebmKo6Hq/PHHH4iPj1d1GPQUaWlp2LhxI27duqXqUKga6enpePvtt7F//35Vh0LVyMnJwf3796FQKABA/JfUS1FRkdLXfGCPeno8T6Te+D5Sb2VlZaoOoUGwSFeBvXv3ok2bNggNDQUAaGpqqjgiqopcLsfYsWPh4uKCX375RdXh0BOUlZVhwoQJePXVV3H69GlkZmaqOiSqglwux4gRI2Bvb4/Y2Fh+mKKmSktLMX78eHh6esLPzw+jR49GeXk5NDT454I6KS0txcSJEzF48GCMGDECx48fhyAIkEgkqg6N/qW0tBQTJkzA22+/jREjRuDkyZMsANVQaWkpvvjiC+zZswcA+D5SU3K5HDNmzMC4ceMwbdo0/PXXX6oOqV7xt64KnD59Gu7u7rhx4wZiYmIAcDRd3axZswampqZISUnBuXPnMG/ePFWHRE8QHh6OS5cuIT4+HuvWrYObmxsAfhKuTpYsWYJmzZrh2rVr+Ouvv9C5c2dcu3YNAPOkTq5evYouXbrgypUr+Prrr+Hn54ekpCR8/vnnqg6N/uWPP/7Aa6+9huTkZAwfPhyZmZn46KOPMH/+fAC86kFdZGZmwt3dHRcvXsSbb76JixcvYvz48eL7iXlSD4cOHcJrr72GGTNmICYmBrdv3wbA303qZufOnWjTpg3OnDkDS0tLbN++HePHj0diYqKqQ6s3LNIbUMUP5Ly8PHTp0gUdO3bEqlWrUFpaCk1NTf5AUBNXrlzBjBkz0L9/fyQkJOC1115Deno67ty5A7lcrurw6P8JgoDs7Gz897//RVhYGLp06YIzZ85gx44d+PPPP8XLC/m+Uq0FCxZg06ZN2Lx5M44fPw5bW1u4uLjg5MmTADhioU4OHToEQ0ND7N+/Hz179sSMGTNgY2MDExMTVYdG/xIbG4t27drhl19+wdChQ7F371707t0bEREROHv2LK96UBMJCQmQy+XYsWMHJk6ciOPHj+Ott97CvHnz8Oeff0JDQ4O/n1SssLAQe/bsgbe3NxYtWoQrV65g7969APi7SZ2cP38emzZtwqRJk/DLL7/gk08+walTp3D16lX8/fffqg6v3vAneQOq+IF89epVDB8+HG+99RZyc3Oxdu1aAI8utyHVs7W1RVhYGE6cOIHLly9j2LBh6N+/P7p3745Bgwbh8OHDqg7xpVdxWefNmzdx8+ZNeHl5YeLEiRg0aBCWLFmCvn37YuzYsQD4i1bVxo4di5SUFLzzzjvisiZNmqCsrAz5+fn8I1UNVHyAfOfOHWRmZsLQ0BAAkJWVhXv37qFJkya4fPmyKkMkPMpTUVERLl26BENDQ2hoaKC8vBz6+vowMDAAAEyfPl3FUVKFnJwc3Lt3D61btwYAmJiYICQkBG+88QZCQkIA8PeTqunr6yMoKAgTJ07EzJkzYW1tjUOHDuHixYsAeLWDuigpKYGzszNGjBgB4FG9ZGlpiWbNmiElJUXF0dUfFun1ZNeuXTh8+DD++ecfcVl5eTkkEgk0NTVRUlKCbt264a233sJ3332H4cOHY/ny5SgpKVFh1C+nx3Olq6uLoKAgGBoawtnZGQYGBli5ciXmz58PuVyOsLAw/PbbbyqO+uXz7zxV/GFjYGAAKysrzJgxAzdv3sQvv/yCvXv3Yv369YiJicGXX34JgL9oG1JFniouGWzdujUkEgkEQRDz4OXlhd9++w3a2tr8I1VF/v1+qhh5dXV1RVFREfr164fhw4ejbdu20NXVxcqVK9GrVy9s3LgRAK9OaUiP50lfXx/a2tqQy+U4c+aMOKdNSkoKZs6cicTERPz3v/8FwDw1pHXr1mH9+vU4ceKEuExTUxNSqVRp4lmpVIqZM2fit99+Q1xcHADmqSE9nicNDQ14eHjA0dERADB+/HjcvHkTe/bsgSAIvCpFRSryVPHecXd3x+effw4LCwsAgLa2NvLy8lBYWIjXX39dlaHWL4Hq1JYtW4SWLVsKXbt2FczMzITXX39d2LNnj7j+7t27glQqFUpKSgRBEISpU6cKenp6gr6+vnDmzBkVRf1yqipXu3fvFgRBEEpKSoTY2FghIiJCyMvLE7c5ffq00KtXL+GDDz5QVdgvnery9Ndffwm+vr5Cs2bNhEmTJiltN2/ePKFVq1aqCPmlVN3PvvLycqW2x44dE2xsbIRDhw6pINKXW1V5iomJEQTh0c+933//XdiyZYtgb28v7Nq1SxAEQbh3757w6aefCs2bNxdKS0tVGf5Lo6o87dy5UxAEQUhMTBQ6d+4s2NnZCaNHjxYMDQ0FmUwmJCcnC15eXpV+FlL92bx5s9C8eXOhW7duQqdOnQRLS0th1apVgiAIwu+//y44OTkJn332mfg3nyAIQmZmpuDv7y+8//77qgr7pVNVntasWSMIwqPfTwqFQmw7ceJEQSaTCYcPHxYEQVBaR/Wrqjx9+eWXgiA8ysO//5b4+++/BXt7e+Hq1auqCrfe8SOiOlJWVoZVq1Zh8eLFWLRoEeLj4xEbG4u2bdti/fr14gh5UVERZDIZdu/eDRcXF3z//ffo06cPbGxsxFEmTiJXv6rL1bfffovi4mLo6OigV69emDJlCoyNjcVtu3TpgvLychQXF6uwBy+Hp+WpqKgIbdq0QZ8+fXD//n0xJxXvo1deeQUGBga4evWqKrvxwqvJz77HRyNat26NvLw8cbnAkaR6V12eNmzYIP7c69ixI+7fv49mzZohICAAgiCgadOm6NGjB4qLi3H69GlVd+WFVl2eNm7ciKKiInh4eGDdunWYOHEiiouLsXnzZhw7dgxOTk4oKipCy5YtVd2NF55CocCCBQuwcOFCfP7550hKSsLu3bvh7++PPXv2oKSkBB07dkSPHj2we/dupcmtzM3Noa2tzVHaBlBdnnbt2oXS0lJoaGhAIpGIfztMmjQJxcXF2Lt3LwoLCyEIAlJTU1XckxdbdXmKiYlBaWkpJBKJ0jwOx44dAwBxdB0A7t69q4rw6w1/QtSRwsJC5OTkYOTIkRg1ahR0dHTQvXt3ODs7Iz8/X7zfvLy8HDt27MCIESPg6emJtLQ0LFmyBLa2tpg2bRoAPpKtvj0tVxXPXzQyMhLvzayQm5uL/Px8tGvXThWhv1Rq+p4aPXo0Bg0ahAMHDuDcuXPiHz4XL17Eq6++ylzVs5q+nyoIgoB27dqhdevWfLRhA3pansrLy8U/fioKvfz8fPF2hBMnTsDNzQ2urq4q7MWLr6bvJzc3N3z00UeIiorC22+/Lc53c+/ePdjY2Ki4Fy82hUIBDQ0NvP766/jkk08QFBQEALCxsUFZWRn8/f2hq6sLAJg3bx5KS0uxfv16pcdOFhUVwdTUVBXhvzRqkidtbW0AEC9tFwQB7du3x1tvvYUzZ85g4cKF6NKlCwIDAzmAVk9qm6eK30mxsbHo378/9PX1cf78efTt2xcREREv1of+KhrBfyGkpqYqXQZz7tw5oaysTBCE/13eGRUVJbi6uipd6hQdHS2cOnVKaV/r1q0TPv/8c0GhUPDSmnrwrLmqUFRUJNy+fVsYPXq00LFjRyE1NbVhAn/JPGuekpKShH79+glGRkbCxIkTheHDhwtmZmZCVFSUIAi8XK2uPe/76eHDh8Lbb78tjBgxosr1VDeeNU9btmwRunTpInh7ewu7du0SRo8eLZiZmQnr1q1r2A68JJ73/fTPP/8It2/fFoYNGya8/vrrQk5OTsME/pJ5PE+lpaVKX8+aNUvQ19cX3N3dhTFjxoh/5+3YsUN44403BBsbG2HZsmXC+++/L7Rs2VKIj49v8D68DGqbp7Nnz4rrKt5vv/32m6CtrS1IJBJh3Lhx/D1VD54nTw8ePBB69eol/PDDD8KECRMETU1NITAwUJDL5Q3ah/rGIv0ZbN++XbC1tRUcHR2Frl27Chs2bFBa/+97Jt577z0hKChIEAShym+eim/Iil/IVLeeNVf/zsf27duF8ePHC82bNxe8vLyE9PT0hgn+JVIX76nS0lLhk08+EcaNGycMGTJEuHz5csME/xJ51jxVdR+zv7+/8OGHH/JnXz141jz9+w/RqKgowdPTU3jjjTcEPz8/vp/qQV28n/755x9h7ty5QrNmzQRPT0/hr7/+apjgXyKP5+m7775TWl9aWipMmjRJ6Ny5s7B161Zh7dq1wltvvSW0bNlSKC4uFgRBEG7cuCGMGzdOGDRoEN9P9eRZ8ySVSoWCggKx3dq1awWJRCL07duXf+/Vg+fJ04MHDwRBePRBpkQiESQSidCtWzchOTlZFV2pdyzSa+nnn38WbG1tha+++kr46aefhGnTpgna2trC+vXrhaKiIkEQBHE0vKioSHBxcRG+//77SvvhH6b1r65ydfHiRSEiIkL473//29BdeCnUVZ4qcNS8ftRVnio+WCksLGzQ+F8Wdfl+Ki0tFTIzMxsy/JdGXeWpuLhYOHr0qHDkyJGG7sJLobo8PXz4UGx3/fp1pQ+57t69KxgaGoqT/VWoyC3VrefNU8UkmYIgCBcuXBC2b9/eoPG/LOrq/ZSQkCB4eXkJcXFxDd6HhqSl6svtGwvh/++DSEpKQvPmzREcHAxtbW34+PiguLgY69evR4sWLfDWW2+J90vcvXsX+fn5cHd3BwCkpaVh7dq1WL58Oe87r0d1lauvv/4aK1aswKuvvopXX31VlV16IdX1e6oCH+lVt+o6TxX3llU815nqRn28n7S0tGBubq6yPr2I6jpPurq68PLyUmGPXky1yRMAWFpaipOPaWho4MyZMzA0NFSaeBYA9PT0VNGdF1Zd5cnIyEjcn4uLC1xcXFTZrRdOXeepe/fuOHr0qCq71CA4cVwNVfyyTE5ORtu2baGtrS1OXLVw4ULo6elh7969yMzMFLc5fPgwrKys0KpVK3z44YdwdnbGtWvXUFpa+mJNbKBm6ipX169fZ67qEd9TjQPz1DgwT40D89Q41DZPFe01NDSQm5uL7du3w9PTE2+88YZqOvCSqOs88UP++lFXeerRo4dqOqAqDT943zj8/PPPwqRJk4QVK1YoTfK2fv16wcjISLxcveLSzfXr1wsODg7C0aNHBUF4dJna4MGDhWbNmgnNmzcXXnnlFeG3335r8H68DJirxoF5ahyYp8aBeWocmKfG4XnzdPfuXeHQoUPC/PnzBalUKrz++utCWlpag/fjRcc8NQ7MU91gkf6Y27dvCwMGDBBatmwpBAYGCq+++qpgYmIifpNduXJFaN26tRAeHi4IgvJEO1KpVFixYoUgCI/utxwwYIBgaWkpREdHN3g/XgbMVePAPDUOzFPjwDw1DsxT41BXefrrr7+EJUuWCDKZTPjhhx8avB8vOuapcWCe6haL9H8pLCwURo4cKQwZMkRphtSuXbuKs6rm5+cLCxcuFPT19YXr168LgvC/iapkMpkwduxYcbszZ840YPQvF+aqcWCeGgfmqXFgnhoH5qlxqIs8jRkzRtzu7t27DRj9y4N5ahyYp7rHe9L/xcDAALq6uggKCkKbNm1QVlYGAPDz80NKSgoEQYCRkRHee+89dOrUCe+++y6uXbsGiUSC69evIzs7G4MGDRL35+bmpqKevPiYq8aBeWocmKfGgXlqHJinxqEu8lQx0RUANGvWTFVdeaExT40D81T3JILAWUf+rbS0VJx9uGJWwcDAQDRp0gTr168X2926dQteXl4oKytD586dkZiYiPbt22Pbtm2cDbeBMFeNA/PUODBPjQPz1DgwT40D89Q4ME+NA/NUt1ik18Abb7yB4OBgjBw5EgqFAsCjGQevXr2Ks2fP4tSpU3jttdcwcuRIFUdKzFXjwDw1DsxT48A8NQ7MU+PAPDUOzFPjwDw9OxbpT/HXX3+he/fu+PHHH8VLzuRyOXR0dFQcGT2OuWocmKfGgXlqHJinxoF5ahyYp8aBeWocmKfnw3vSn6Dis4sTJ07A0NBQ/OZasGABPvzwQ2RnZ6syPPoX5qpxYJ4aB+apcWCeGgfmqXFgnhoH5qlxYJ7qhpaqA1BXEokEAHD69GkEBAQgLi4O48aNw8OHD/H999+jZcuWKo6QKjBXjQPz1DgwT40D89Q4ME+NA/PUODBPjQPzVEcabiL5xqeoqEho166dIJFIBF1dXeGzzz5TdUj0BMxV48A8NQ7MU+PAPDUOzFPjwDw1DsxT48A8PT/ek/4U3t7esLe3x/Lly6Gnp6fqcKgazFXjwDw1DsxT48A8NQ7MU+PAPDUOzFPjwDw9HxbpT1FeXg5NTU1Vh0E1wFw1DsxT48A8NQ7MU+PAPDUOzFPjwDw1DszT82GRTkRERERERKQmOLs7ERERERERkZpgkU5ERERERESkJlikExEREREREakJFulEREREREREaoJFOhEREREREZGaYJFOREREREREpCZYpBMRERERERGpCRbpRERERERERGqCRToRERERERGRmmCRTkRERERERKQm/g9aLB2HtyFfDgAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/markdown": [
"## busbar/tev"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:LtmApiModel:(ikernel) Not deleting output dir (/builds/energy/ltm/pyltmapi/docs/ltm-api/guides/emps_serial/testout_emps_serial/2026-03-24-133937.788-EMPS-series), as delete_output_dir: false, and has_generated_output_dir: true\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:LtmApiModel:(ikernel) Not deleting output dir (/builds/energy/ltm/pyltmapi/docs/ltm-api/guides/emps_serial/testout_emps_serial/2026-03-24-133937.788-EMPS-series), as delete_output_dir: false, and has_generated_output_dir: true\n"
]
}
],
"source": [
"open_and_write_model(\"emps_serial.json\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "ltmio-venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}