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{
"cell_type": "markdown",
"id": "b1331599",
"source": [
"# Down-scaled multi-area model"
]
},
{
"cell_type": "markdown",
"id": "edec8345-aec1-419e-b9e3-7f612aff8262",
"metadata": {},
"source": [
"<img src=\"model_construction.png\" alt=\"Model overview\" width=\"1000\"/>"
{
"cell_type": "markdown",
"id": "f4a649cc-3b68-49e4-b2b6-6f29f13a6d9c",
"metadata": {},
"source": [
"The code in this notebook implements the down-scaled version of spiking network model of macaque visual cortex developed at the Institute of Neuroscience and Medicine (INM-6), Research Center Jülich. The full-scale model has been documented in the following publications:\n",
"\n",
"1. Schmidt M, Bakker R, Hilgetag CC, Diesmann M & van Albada SJ\n",
" Multi-scale account of the network structure of macaque visual cortex\n",
" Brain Structure and Function (2018), 223: 1409 [https://doi.org/10.1007/s00429-017-1554-4](https://doi.org/10.1007/s00429-017-1554-4)\n",
"2. Schuecker J, Schmidt M, van Albada SJ, Diesmann M & Helias M (2017)\n",
" Fundamental Activity Constraints Lead to Specific Interpretations of the Connectome.\n",
" PLOS Computational Biology, 13(2): e1005179. [https://doi.org/10.1371/journal.pcbi.1005179](https://doi.org/10.1371/journal.pcbi.1005179)\n",
"3. Schmidt M, Bakker R, Shen K, Bezgin B, Diesmann M & van Albada SJ (2018)\n",
" A multi-scale layer-resolved spiking network model of\n",
" resting-state dynamics in macaque cortex. PLOS Computational Biology, 14(9): e1006359. [https://doi.org/10.1371/journal.pcbi.1006359](https://doi.org/10.1371/journal.pcbi.1006359)\n",
{
"cell_type": "markdown",
"id": "b952d0ea",
"#### Notebook structure <a class=\"anchor\" id=\"toc\"></a>\n",
"* [S0. Configuration](#section_0)\n",
" * [1.1. Parameters to tune](#section_1_1)\n",
" * [1.2. Default parameters](#section_1_2)\n",
" * [2.2. Predict firing rates from theory](#section_2_2)\n",
"* [S3. Simulation Results Visualization](#section_3) \n",
" * [3.1. Instantaneous and mean firing rate across all populations](#section_3_1)\n",
" * [3.2. Resting state plots](#section_3_2)\n",
" * [3.3. Time-averaged population rates](#section_3_3)"
"id": "d782e527",
"metadata": {
"tags": []
},
"## S0. Configuration <a class=\"anchor\" id=\"section_0\"></a>"
"outputs": [],
"source": [
"# Create config file\n",
"with open('config.py', 'w') as fp:\n",
" fp.write(\n",
"'''import os\n",
"base_path = os.path.abspath(\".\")\n",
"data_path = os.path.abspath(\"simulations\")\n",
"jobscript_template = \"python {base_path}/run_simulation.py {label}\"\n",
"submit_cmd = \"bash -c\"\n",
"''')"
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" -- N E S T --\n",
" Copyright (C) 2004 The NEST Initiative\n",
"\n",
" Version: 3.5\n",
" Built: Jul 12 2023 06:25:27\n",
"\n",
" This program is provided AS IS and comes with\n",
" NO WARRANTY. See the file LICENSE for details.\n",
"\n",
" Problems or suggestions?\n",
" Visit https://www.nest-simulator.org\n",
"\n",
" Type 'nest.help()' to find out more about NEST.\n",
"\n"
]
}
],
"%matplotlib inline\n",
"import numpy as np\n",
"import os\n",
"import nest\n",
"from multiarea_model import MultiAreaModel\n",
"from M2E_visualize_interareal_connectivity import visualize_interareal_connectivity\n",
"from M2E_visualize_instantaneous_and_mean_firing_rates import plot_instan_mean_firing_rate\n",
"from M2E_visualize_resting_state import plot_resting_state\n",
"from M2E_visualize_time_ave_pop_rates import plot_time_averaged_population_rates\n",
"source": [
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
"table {float:left}\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Jupyter notebook display format setting\n",
"display(HTML(style))\n",
"\n",
"warnings.filterwarnings('ignore')"
]
},
{
"### 1.1. Parameters to tune <a class=\"anchor\" id=\"section_1_1\"></a>"
"|Parameter|Default value|Value range/options|Value assigned|Description|\n",
"|:-------:|:-----------:|:-----------------:|:------------:|:---------:|\n",
"|scale_down_to|1. |(0, 1.0] |0.005 |$^1$ |\n",
"|cc_weights_factor|1. |[1.0, 2.5] |1. |$^2$ |\n",
"|areas_simulated|complete_area_list|Sublists of complete_area_list|complete_area_list|$^3$|\n",
"|replace_non_simulated_areas|None|None, 'hom_poisson_stat', 'het_poisson_stat', 'het_current_nonstat'|'het_poisson_stat'|$^4$ |"
"scale_down_to is the down-scaling factor which defines the the ratio of the full scale multi-area model being down-scaled to a model with fewer neurons and indegrees so as to be simulated on machines with lower computational ability and the simulation results can be obtained within relative shorter period of time. <br> Its deafualt value if `1.` meaning full scale simulation. <br> In the pre-set downscale version, it's set as `0.005`, where the numer of neurons and indegrees are both scaled down to 0.5% of its full scale amount, where the model can usually be simulated on a local machine. <br> **Warning**: This will not yield reasonable dynamical results from the network and is only meant to demonstrate the simulation workflow <br> \n",
"This scaling factor controls the cortico-cortical synaptic strength. <br> By default it's set as `1.0`, where the inter-area synaptic strength is the same as the intra-areal. <br> **Important**: This factor changes the network activity from ground state to metastable state. <br>\n",
"3. `areas_simulated` <br>\n",
"This parameter specifies the cortical areas included in the simulation process. Its default value is `complete_area_list` meaning all the areas in the complete_area_list will be actually simulated. <br>\n",
"complete_area_list = `['V1', 'V2', 'VP', 'V3', 'V3A', 'MT', 'V4t', 'V4', 'VOT', 'MSTd', 'PIP', 'PO', 'DP', 'MIP', 'MDP', 'VIP', 'LIP', 'PITv', 'PITd', 'MSTl', 'CITv', 'CITd', 'FEF', 'TF', 'AITv', 'FST', '7a', 'STPp', 'STPa', '46', 'AITd', 'TH']` <br>\n",
"The value assigned to simulation_areas can be any sublist of the compete_area_list specifying areas a user want to include in his/her simulation. <br>\n",
"The paramter replace_non_simulated_areas defines how non-simulated areas will be replaced. <br> It's set as `None` by default when the parameter areas_simulated is set as full_area_list where all areas will be simulated so that no areas need to be replaced. <br> Other options are: `'hom_poisson_stat'`, `'het_poisson_stat'`, and `'het_current_nonstat'`. `'hom_poisson_stat'` is a manually set parameter which can be tuned. When it's set as 'het_poisson_stat' or 'het_current_nonstat', the data to replace the cortico-cortical input is loaded from 'replace_cc_input_source' which is the firing rates of our full scale simulation results. The differenc between 'het_poisson_stat' and 'het_current_nonstat' is that 'het_poisson_stat' is the mean of the time-series firing rate so that it's static, yet 'het_current_nonstat' is time-varying specific current, which is varying by time. "
"scale_down_to = 0.005 # Change it to 1. for running the fullscale network\n",
"# Scaling factor for cortico-cortical connections (chi) \n",
"# Value range/options: any sublist of complete_ares_list\n",
"# Value assgined: complete_ares_list\n",
"areas_simulated = ['V1', 'V2', 'VP', 'V3', 'V3A', 'MT', 'V4t', 'V4', 'VOT', 'MSTd', 'PIP', 'PO', 'DP', 'MIP', 'MDP', 'VIP', 'LIP', 'PITv', 'PITd', 'MSTl', 'CITv', 'CITd', 'FEF', 'TF', 'AITv', 'FST', '7a', 'STPp', 'STPa', '46', 'AITd', 'TH']\n",
"\n",
"# Firing rates used to replace the non-simulated areas\n",
"# Value range/options: None, 'hom_poisson_stat', 'het_poisson_stat', 'het_current_nonstat'\n",
"# Value assgined: 'het_poisson_stat'\n",
"### 1.2. Default parameters <a class=\"anchor\" id=\"section_1_2\"></a>\n",
"We try our best not to confuse users with too many parameters. However, if you want to change more parameters and explore the model, you can do so by passing a dictionary to the `default_params` argument of the `MultiAreaModel` class."
"id": "6e4bed8d",
"metadata": {},
"outputs": [],
"source": [
" 'replace_non_simulated_areas': 'het_poisson_stat', # Whether to replace non-simulated areas by Poisson sources with the same global rate, by default: None\n",
" 'g': -11., # It sets the relative inhibitory synaptic strength, by default: -16.\n",
" 'K_stable': 'K_stable.npy', # Whether to apply the stabilization method of Schuecker, Schmidt et al. (2017), by default: None\n",
" 'fac_nu_ext_TH': 1.2, # Increase the external input to 2/3E and 5E in area TH\n",
" 'fac_nu_ext_5E': 1.125, # Increase the external Poisson indegree onto 5E\n",
" 'fac_nu_ext_6E': 1.41666667, # Increase the external Poisson indegree onto 6E\n",
" 'av_indegree_V1': 3950. # Adjust the average indegree in V1 based on monkey data\n",
"# Input parameters\n",
"input_params = {\n",
" 'rate_ext': 10. # Rate of the Poissonian spike generator (in spikes/s)\n",
"} \n",
"# Neuron parameters\n",
"neuron_params = {\n",
" 'V0_mean': -150., # Mean for the distribution of initial membrane potentials, by default: -100.\n",
" 'V0_sd': 50.} # Standard deviation for the distribution of initial membrane potentials, by default: 50.\n",
"# Network parameters\n",
"network_params = {\n",
" 'N_scaling': scale_down_to, # Scaling of population sizes, by default: 1.\n",
" 'K_scaling': scale_down_to, # Scaling of indegrees, by default: 1.\n",
" 'fullscale_rates': 'tests/fullscale_rates.json', # Absolute path to the file holding full-scale rates for scaling synaptic weights, by default: None\n",
" 'input_params': input_params, # Input parameters\n",
" 'connection_params': conn_params, # Connection parameters\n",
" 'neuron_params': neuron_params # Neuron parameters\n",
"} \n",
"# Simulation parameters\n",
"sim_params = {\n",
" 'num_processes': 1, # The number of MPI processes, by default: 1\n",
" 'local_num_threads': 1, # The number of threads per MPI process, by default: 1\n",
" 'recording_dict': {'record_vm': False},\n",
" 'rng_seed': 1 # global random seed\n",
"}\n",
"\n",
"# Theory paramters (theory_params)\n",
"theory_params = {\n",
" 'dt': 0.1 # The time step of the mean-field theory integration, by default: 0.01\n",
"} "
{
"cell_type": "markdown",
"id": "1472e9c5",
"metadata": {},
"cell_type": "markdown",
"id": "de4a6703",
"## S2. Multi-Area Model Instantiation and Simulation <a class=\"anchor\" id=\"section_2\"></a>"
]
},
{
"cell_type": "markdown",
"id": "1fd58841",
"### 2.1. Instantiate a multi-area model <a class=\"anchor\" id=\"section_2_1\"></a>"
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Initializing network from dictionary.\n",
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},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Error in library(\"aod\") : there is no package called ‘aod’\n",
"Execution halted\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"No R installation or IndexError, taking hard-coded SLN fit parameters.\n",
"\n",
"\n",
"========================================\n",
"Customized parameters\n",
"--------------------\n",
"{'K_scaling': 0.005,\n",
" 'N_scaling': 0.005,\n",
" 'connection_params': {'K_stable': 'K_stable.npy',\n",
" 'av_indegree_V1': 3950.0,\n",
" 'fac_nu_ext_5E': 1.125,\n",
" 'fac_nu_ext_6E': 1.41666667,\n",
" 'fac_nu_ext_TH': 1.2,\n",
" 'g': -11.0,\n",
" 'replace_non_simulated_areas': 'het_poisson_stat'},\n",
" 'fullscale_rates': 'tests/fullscale_rates.json',\n",
" 'input_params': {'rate_ext': 10.0},\n",
" 'neuron_params': {'V0_mean': -150.0, 'V0_sd': 50.0}}\n",
"========================================\n",
"Simulation label: 27d81076e6d6e9e591684be053078477\n",
"Copied files.\n",
"Initialized simulation class.\n"
]
}
],
"M = MultiAreaModel(network_params, \n",
" simulation=True,\n",
" sim_spec=sim_params,\n",
" theory=True,\n",
{
"cell_type": "markdown",
"id": "91649c30",
"metadata": {},
"source": [
"### 2.2. Predict firing rates from theory <a class=\"anchor\" id=\"section_2_2\"></a>"
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iteration: 0\n",
"Mean-field theory predicts an average firing rate of 29.588 spikes/s across all populations.\n"
]
}
],
"p, r = M.theory.integrate_siegert()\n",
"print(\"Mean-field theory predicts an average \"\n",
" \"firing rate of {0:.3f} spikes/s across all populations.\".format(np.mean(r[:, -1])))"
{
"cell_type": "markdown",
"id": "2062ddf3",
"metadata": {},
"source": [
"### 2.3. Extract and visualize interareal connectivity <a class=\"anchor\" id=\"section_2_3\"></a>"
]
},
{
"cell_type": "markdown",
"id": "8a7c09e0",
"metadata": {},
"source": [
"The connectivity and neuron numbers are stored in the attributes of the model class. Neuron numbers are stored in `M.N` as a dictionary (and in `M.N_vec` as an array), indegrees in `M.K` as a dictionary (and in `M.K_matrix` as an array). Number of synapses can also be access via `M.synapses` (and in `M.syn_matrix` as an array). <br>"
"# Dictionary of nodes indegrees organized as:\n",
"# {<source_area>: {<source_pop>: {<target_area>: {<target_pop>: indegree_values}}}}\n",
"# Dictionary of synapses that target neurons receive, it is organized as:\n",
"# {<source_area>: {<source_pop>: {<target_area>: {<target_pop>: number_of_synapses}}}}\n",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Initializing network from dictionary.\n",
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},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Error in library(\"aod\") : there is no package called ‘aod’\n",
"Execution halted\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"No R installation or IndexError, taking hard-coded SLN fit parameters.\n",
"\n",
"\n",
"========================================\n",
"Customized parameters\n",
"--------------------\n",
"{}\n",
"========================================\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x476.769 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"id": "bae85d86-157c-47a2-9826-860b410a440e",
"metadata": {},
"source": [
" Multi-scale account of the network structure of macaque visual cortex\n",
" Brain Structure and Function (2018), 223: 1409 [https://doi.org/10.1007/s00429-017-1554-4](https://doi.org/10.1007/s00429-017-1554-4) <br>\n",
" **Fig. 4 D Area-level connectivity of the model, based on data in a–c, expressed as relative indegrees for each target area**"
"id": "e67f37e9-ec8d-4bb1-bd21-45e966f47ab6",
"metadata": {},
"source": [
"Go back to [Notebook structure](#toc)"
]
},
{
"cell_type": "markdown",
"id": "0c1cad59-81d0-4e24-ac33-13c4ca8c6dec",
"metadata": {},
"source": [
"id": "15778e9c",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Memory after TH : 2189.86 MB\n",
"Created areas and internal connections in 2.27 seconds.\n",
"Created cortico-cortical connections in 22.72 seconds.\n",
"Simulated network in 78.80 seconds.\n"
"# run the simulation, depending on the model parameter and downscale ratio, the running time varies largely.\n",
"M.simulation.simulate()"
{
"cell_type": "markdown",
"id": "fd6e3232",
"metadata": {},
{
"cell_type": "markdown",
"id": "bb71c922",
"## S3. Simulation Results Visualization <a class=\"anchor\" id=\"section_3\"></a>"
]
},
{
"cell_type": "markdown",
"id": "38ddd973",
"metadata": {
"tags": []
},
"source": [
"### 3.1. Instantaneous and mean firing rate across all populations <a class=\"anchor\" id=\"section_3_1\"></a>"
"id": "bea30fc8",
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"id": "e91c436e-db94-4cd7-a531-29c032efeeae",
"metadata": {},
"source": [
"name": "stdout",
"output_type": "stream",
"text": [
"loading spikes\n",
"Loading data from file\n",
"Loading data from file\n",
"Computing rate time series done\n",
"Loading data from file\n",
"Computing synchrony done\n",
"pop_LvR\n",
"pop_rates\n",
"synchrony\n"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x635.692 with 10 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
"# Choose 3 areas from the complete_area_list to show their sipking activity\n",
"# By default, it's set as ['V1', 'V2', 'FEF']\n",
{
"cell_type": "markdown",
"id": "cfc2c065-491c-4a3c-bfe2-1233308aaf77",
"metadata": {},
"source": [
"Comparable figure in our publications: <br>\n",
"1. Schmidt M, Bakker R, Shen K, Bezgin B, Diesmann M & van Albada SJ (2018)\n",
" resting-state dynamics in macaque cortex. PLOS Computational Biology, 14(9): e1006359. [https://doi.org/10.1371/journal.pcbi.1006359](https://doi.org/10.1371/journal.pcbi.1006359) <br>\n",
" **Fig 5. Resting state of the model with χ =1.9**"
"### 3.3 Time-averaged population rates <a class=\"anchor\" id=\"section_4_3\"></a>\n",
"An overview over time-averaged population rates encoded in colors with areas along x-axis and populations along y-axis."
"name": "stdout",
"output_type": "stream",
"text": [
"loading spikes\n",
"Loading data from file\n"
"image/png": 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FrNeQCsKFpGLn3wbZ7omkL5zzge+RWnWGnXWQNDvb7aQvybeSiuhrWXU2wamkQu5xVp29cZX1mnw8u9Tdb7VYa3otNHNckI79U0jd3wYozaJIagm8sHh8i4rn+1usnGXug6QfJuYW+/Z64OAGXtcvJh3b84rc7gS+SGpVhkFet0M9TlJx/adiv84hFdPbNLrfi3V2JZ32YAmppewNxeM6t5m8S89j+TW2J6lo+/ga9slgsw4OO1vmMLG2If2w8wTpdXELq856uhFpbOkTxfP6K+BFDezrw4DbSO9Ps0jd/8rvCUM9b0eRThXweJHPrcDRazpOfPFltFwUsUp3WjMzGwMkvYxUUO0TEdeMwPa2JY3zel20eZ4rSXsB1wD/EhG3D7+2mZlZZ7jroJnZGFB0S7yJ1Fq2E/A/pF+XfzXc/czMzKw1LrTMzMaGtUjjMDYhdfW6CvjPWDk2yszMzCrkroNmZmZmZmYV8/TuZmZmZmZmFXOhZWZmZmZmVjEXWmZmZmZmZhVzoWVmZmZmZlYxF1pmZmZmZmYVc6FlZmZmZmZWMRdaZmZmZmZmFXOhZWZmZmZmVjEXWmZmZmZmZhVzoWVmZmZmZlYxF1pmZmZmZmYVc6FlZmZmZmZWMRdaZmZmZmZmFXOhZWZmZmZmVjEXWmZmZmZmZhVzoWVmZmZmZlYxF1pmZmZmZmYVc6FlZmZmZmZWMRdaZmZmZmZmFXOhZWZmZmZmVjEXWmZmZmZmZhVzoWVmZmZmZlYxF1pmZmZmZmYVc6FlZmZmZmZWMRdaZmZmZmZmFXOhZWZmZmZmVjEXWmZmZmZmZhVzoWVmZmZmZlYxF1pmZmZmZmYVc6FlZmZmZmZWkPQGSWdI+pmkV7cax4WWmZmZmZmNapLOlvSopNvrlu8v6R5J90o6ASAifhoR7wGOAg5rdZsutMzMzMzMbLQ7F9i/vEBSP3A68FpgZ+AISTuXVvlocXtLXGiZmZmZmdmoFhHXAY/XLd4duDci7ouIpcAFwMFKTgZ+HhE3trrNca2n212eseHU2GKrrbPEXmvZgixxicgTd2B5nrAL52eJC6DxE/IEXr4sT9xx4/PEBdKPK9WLGMgSN6tcz5+UJezyJQuzxAXoG5fnNdKX67U3sCJPXECZXn+xIs97Z6zIty9ioLde15HxuOjLdVzk+qzO+J48kOm4GDd+rSxx6c/zubdi6eIscYFs3+FyHcc3P/DY7IjYKEvwTHbfQDG3wa8Bf36KO4DyEz4jImY0cNctgAdL12cBLwaOBfYF1pO0Q0R8s7FMVjVqCq0tttqaH179myyxd3zk+ixxyfWhPm92lrgLb7kmS1yAtTbOUyQvf/KfWeKO22CzLHEBtNbkLHFj6aIscXNa8fjDWeLmKloe+/MtWeICrLPxFlnirr3pNlniDiyYmyUuQP+Gm2eJO5DpvXPJ3DlZ4gIsX7okW+wcli6Yly325Kl53pcHli/NEnf54nzvyUsXPpUl7vpbbp8lbv86z8gSd979d2eJCzCQ6Tvc2htsnCXu+v/+jfuzBM5o3nI440WNdb575TUDiyNiWgubGeyX14iIrwBfaSHeKkZNoWVmZmZmZqOH+hod5dRyK+4sYKvS9S2Bh1oNVs9jtMzMzMzMrMsodfVv5JK6+M2Q9LomN3IDsKOk7SRNAA4HLq7qEbhFy8zMzMzMuougr7/RUmXZ3IiYPmw46XxgL2CqpFnASRFxlqRjgCuBfuDsiLijnbTLXGiZmZmZmVmXURNdB1OLFnBJRFwy2AoRccQQyy8HLm8tx+G50DIzMzMzs64iQGq40Fpji1YnuNAyMzMzM7PuIlBfntOxjBQXWmZmZmZm1mUEjbdodSUXWmZmZmZm1l2kJibDWPMYrU4YkTJR0laSrpF0l6Q7JB1XLP+UpFsl3SzpKkmbF8v3kjS3WF677DsSuZqZmZmZWeepr6+hC8UYrW4qsmDkWrSWAx+IiBslrQv8SdLVwKkR8T8Akt4PfAx4X3GfX0fEQSOUn5mZmZmZdYk0GUZvj9EakRatiHg4Im4s/p8P3AVsERHzSqtNBmIk8jEzMzMzsy4mIfU1dKH1ExZnNeJjtCRtCzwfuL64/mngSGAusHdp1ZdLurl0/ZCI+OsIpWlmZmZmZp3U+Hm0unJ69xGdykPSOsCPgeNrrVkR8ZGI2Ao4DzimtPqvI2K30mW1IkvSdEkzJc18fM7sEXkMZmZmZmaWXxMtWl1pxDKTNJ5UZJ0XET8ZZJXvA4c0EzMiZkTEtIiYtsGGU6tI08zMzMzMOk2ir7+/oUu3GqlZBwWcBdwVEV8sLd+xtNrrgbtHIh8zMzMzM+teoqlZB8f0GK09gXcAt5XGXX0YOFrSTsAAcD8rZxyE1cdo/W9EXDgCuZqZmZmZWUepmW6BXTlGa0QKrYj4DakwrXf5EOtfC6yXMyczMzMzM+tSopnJMLrSiM86aGZmZmZmNrymWrS6kgstMzMzMzPrLqKrJ7pohAstMzMzMzPrKhoFLVq9nb2ZmZmZmY1KnnXQzMzMzMysap510MzMzMzMrEJSrbWqZ7nQMjMzMzOzriMNdnao3uFCy8zMzMzMuook+vp7u1Tp7exLxvWJqWuPzxJ7xb03ZolLpoMnli7KEnfx/CezxM1p2aIFWeL2LXgqS1yACZPXyRJ3/iMPZok7eaPNs8QFWPj4o1niDixfliXuwidnZ4kL0Dc+0/vb0sVZ4i5bvDBLXIBJC+Zmibti6ZIscZc8NS9LXMh3XCxfnOdzZOnCfO+d/RPWyhJ3ybwns8QdGFieJW5OT866r9MpNGXF8qXZYi/N9LpeviTPa69XueugmZmZmZlZpdTMZBhdqbezNzMzMzOz0UegPjV0wdO7m5mZmZmZNaaJExZ7enczMzMzM7M18/TuZmZmZmZmlZKgr6+3S5Xezt7MzMzMzEYhQZ/Po2VmZmZmZlapJsZodSUXWmZmZmZm1l3k82iZmZmZmZlVTD3fojXi2UvaStI1ku6SdIek44rln5J0q6SbJV0lafNi+V6SLh3pPM3MzMzMrDME9PX3N3TpVp0oE5cDH4iI5wAvAf5d0s7AqRGxa0TsBlwKfKwDuZmZmZmZWaelaQcbu/iExUlEPAw8XPw/X9JdwBYRcWdptclAjHRuZmZmZmbWHXzC4jZI2hZ4PnB9cf3TwJHAXGDvzmVmZmZmZmad0/snLO5Y9pLWAX4MHB8R8wAi4iMRsRVwHnBMAzGmS5opaeac2bPzJmxmZmZmZiNDqUWrkUu36khmksaTiqzzIuIng6zyfeCQNcWJiBkRMS0ipm04dWrVaZqZmZmZWQcIkNTQpVuNeNdBpb1xFnBXRHyxtHzHiPhLcfX1wN0jnZuZmZmZmXUDof7ePhNVJ7LfE3gHcJukm4tlHwaOlrQTMADcD7yvA7mZmZmZmVmnqffHaHVi1sHfkFoD610+xPrXAtdmTMnMzMzMzLpMN4+/akRvt8eZmZmZmdmopL7uHX/VCBdaZmZmZmbWVdJEF27RMjMzMzMzq5THaJmZmZmZmVVJvT/rYG+XiWZmZmZmNip16jxakraXdJakC9uJ40LLzMzMzMy6ikhdBxu5NBRPOlvSo5Jur1u+v6R7JN0r6QSAiLgvIo5u9zG40DIzMzMzsy6TJsNo5NKgc4H9V9mC1A+cDrwW2Bk4QtLOVT0CF1pmZmZmZtZdRKWFVkRcBzxet3h34N6iBWspcAFwcFUPobdHmJX0L5zL+rdckiX2ggfuyhI3l1wztCyY80iWuADLFi3oqbh9GQdn9k9YK0vc5UsW5Ym7dEmWuABL5j+ZJW6u18jiefXv391vRabnb8lTc7PEBVixbGmWuEsXzMsSN1e+AAMrVmSJu3RBnucv58D2XO9xS+Y/kSXu8sV58gWIGMgSd8I662WJu9bkKVni5voMAXjed+/NEvcvx700S9ze1NRkGFMlzSxdnxERMxq43xbAg6Xrs4AXS9oQ+DTwfEknRsRnG02kbNQUWmZmZmZmNkoIaPyH0dkRMa3FrdSLiJgDvK+FeKtwoWVmZmZmZl1GkP+ExbOArUrXtwQeqiq4x2iZmZmZmVnXaWLWwfUkzZD0uiY3cQOwo6TtJE0ADgcurip/t2iZmZmZmVl3kZrpOjg3IqYPH07nA3uRxnPNAk6KiLMkHQNcCfQDZ0fEHW1kvQoXWmZmZmZm1n3UX1moiDhiiOWXA5dXtqESdx00MzMzM7PuIkH/uMYurXcdzMotWmZmZmZm1n0q7DrYCS60zMzMzMysy4zIrINZ9Xb2ZmZmZmY26kigvv6GLrjr4NAk9QMzgX9ExEGSzgVeCdROTb8wInyqbDMzMzOzMaGpFi13HRzGccBdwJTSsg9GxIUdysfMzMzMzDqp8TFaXanj2UvaEjgQOLPTuZiZmZmZWRdobtbBrtTxQgs4DfgQMFC3/FRJNxeX80Y+LTMzMzMz6xj1NXbxGK3VSToIeDQi/iRpr7qb19h1UNJ0YDrA1ptMzZKjmZmZmZmNNNUmumiEx2gNYk/g9ZIOACYCUyR9D1jeyJ0jYgYwA+CFz94hsmVpZmZmZmYjR3iMVjsi4sSI2DIitgUOB34ZEW/vZE5mZmZmZtZpaqbrYFfq3sxWHaN1s6QJnU7IzMzMzMxGQHOTYXiM1nAi4lrg2uL/ozqZi5mZmZmZdZjHaJmZmZmZmVWpqRMWdyUXWmZmZmZm1l0E6vHJMFxomZmZmZlZl+n9Fq3ezt7MzMzMzEanvr7GLp4Mw8zMzMzMrAES9I9vdO3engxDkkjnupoGrFu+rRsfmJmZmZmZ9bAe7zrYTIvWN4BDgV8AC/KkY2ZmZmZmpjE1GcahwO4R8ddcyZiZmZmZmSFq4696VjOF1kLggVyJmJmZmZmZJQI1fMLirtRMoXUK8DFJH4uIyJVQy/r76ZuyYZbQPdds2YP9WVcsXZIlbsRAlrjKuI9jIE/OufZxX1++OXVyPX9kCjt+0tp5AgP94xseENyUJU/NzRK3r7/35lrqn7BWlrhLF8zPEhdg3MRJWeLm2hf94ydmiQuwfMnCLHFz7Ytli/KNwuifkGc/j584OUvcXvsOkFPO46LnSNCDnyVlzWT/fmAb4FhJj5ZviIhnVZqVmZmZmZmNbY03dqwnaQZwSURckjGjpjRTaP1vtizMzMzMzMxKmuhB1NvTu0fEt3MmYmZmZmZmBqSug31jZ4wWkl4EvAvYCngQODsibsiRmJmZmZmZjWE9OO9AWcPZS3oDcB2wHnATMAX4laQ35knNzMzMzMzGJqUxWo1culQzLVonAYdExOW1BZJeC3wOuKjqxMzMzMzMbIwaBbMONlMCbgtcUbfsStJMhGZmZmZmZtVRf2OXLtVMoXU/sG/dslfhkxibmZmZmVmFhFBfX0OXbtVMe9yngJ9JuhC4D9gOOAR4Z5UJSeoHZgL/iIiDJJ0LXBoRF1a5HTMzMzMz61Ji7EyGERE/BvYBFgIvAhYB+2YogI4D7qo4ppmZmZmZ9ZLGJ8NYT9IMSa/rdMplTY0wi4jfA7/PlAuStgQOBD4N/Geu7ZiZmZmZWTdTMzMK9t4JiyW9OCKuL/5/6VDrRcTvKsrnNOBDwLoVxTMzMzMzs14jQf/4TmfRljW1aP0fK4ue3wyxTgBtT/ch6SDg0Yj4k6S9GrzPdGA6wNabbdJuCmZmZmZm1iXU42O0hi20ImLd0v+5H+mewOslHQBMBKZI+h6wfJj8ZgAzAF743J0ic35mZmZmZjYS1FTXwa7UcPaS3jHE8rdVkUhEnBgRW0bEtsDhwC8j4u1VxDYzMzMzsx6jvsYuXaqZzE4fYvlXq0jEzMzMzMwsEfT1N3bpUs3MOqjVFkjbMkzXvlZFxLXAtcX/R1Ud38zMzMzMupiA/qYmSO86a8xe0jKKCS8kLa27uR/4eo7EzMzMzMxsrNLongyjsC+pprwceG1p+QDwSET8JUdiZmZmZmY2RomenwxjjYVWRPwKQNIzI+Lh/CmZmZmZmdnYJlD3jr9qRMMdHyPiYUkbAi8CNqI0ZisivpMhNzMzMzMzG6tGe4tWjaR9gR8DS4H1gSeLv38DXGiZmZmZmVk1RsF5tJqZyuNzwCcj4guSnoiIjSR9DHgqU25mZmZmZjYmqWOzDkqaTJrwbylwbUSc10qcZsrEHYHTatsv/p4MHN/Khs3MzMzMzIYi9Td0aSyWzpb0qKTb65bvL+keSfdKOqFY/Cbgwoh4D/D6VvNvptBaCKxV/D9H0tbABOAZrW7czMzMzMxsNbWug41cGnMusP+qm1A/cDppZvWdgSMk7QxsCTxYrLai1YfQTKH1O+ANxf+XAxcD/wf8vtWNm5mZmZmZDUp9jV0aEBHXAY/XLd4duDci7ouIpcAFwMHALFKxBc3VS6topuPj20sb+iDwAWBd4IutbrxKsfgplt3x6yyx+8aNzxJ3+ZJFWeL2ZerPGgORJS7ApPWnZom7eP4TWeKOmzAxS9ycxk+cnCXuhHWmZIkLsHzZ4ixxVyxdkiVu//h8x0UMDGSJu/YGG2eJO3HKBlniQr73TmUadN03fkKWuAD9E9Za80qtxM30GhlYvjRLXIC1Jq+XJe6yRQuyxN1g22dniQv5cu7P9dkXed7fJkxeN0tcgDun54k9flKez+peNbBykvM1mSppZun6jIiY0cD9tmBlyxWkAuvFwFeAr0k6ELik0STqNTO9+6LS/4uBT7e6UTMzMzMzs6EEsLzxH/lnR8S0FjYzWCUXEbEA+NcW4q1i2EJL0lsbCRIR3283ETMzMzMzM4CBgMXLG27tXE/SDOCSiGimBWoWsFXp+pbAQ03cf1hratFqpNUqABdaZmZmZmZWiYhopkVrbkRMb2EzNwA7StoO+AdwONBQQ1Mjhi20ImK7qjZkZmZmZmbWqCYKrTWSdD6wF2k81yzgpIg4S9IxwJVAP3B2RNxR1TY7cxYwMzMzMzOzITQ5RmuNXQcj4oghll9OmlG9cg0XWpKuJj3m1UTEqyvLyMzMzMzMxrSIpgqtVrsOZtVMi9Zv6q5vDryZdPIvMzMzMzOzSgxENDMZRldqZnr3T9Qvk/Rd4NhKMzIzMzMzszGvyq6DndDuGK3fApe1E0DS34H5wApgeURMk3Qu8EpgbrHawoh4aTvbMTMzMzOz3jDWug6uQtJ44N3A7Ary2Dsi6uN8MCIurCC2mZmZmZn1kCYnw+hKzUyGsYxVJ8PoB56igrMmm5mZmZmZ1YypQgvYt+76U8A9EfFUmzkEcJWkAL4VETOK5adK+mjx/x0R8bY2t2NmZmZmZj2gyRMW9/YYrYj4VaYc9oyIhyRtDFwt6e5i+Rq7DkqaDkwH2GrqepnSMzMzMzOzkRRBM7MOduUYrb5mVpZ0mKQrJN1e/D283QQi4qHi76PARcDuTdx3RkRMi4hpU6dMbjcVMzMzMzPrArWug41culXDhZak/wa+AtwAfKn4e1qxvCWSJktat/Y/8Grg9lbjmZmZmZlZ7wsaK7K6udBqZozWvwOvjYgbawsk/QS4GDi5xe1vAlwkqZbL9yOi1lJWHqMFsHtELG1xO2ZmZmZm1iOanN69t8doAWsDt9Ytuw2Y1OrGI+I+4HmDLD+q1ZhmZmZmZtb7ev08Ws2M0foO8B91y44Hvl1ZNmZmZmZmNubVWrTGStfBXYFjJP07cD+wDbAZ8GtJV9VWiohXV5uimZmZmZmNJQNEM7MOdqVmCq1fFxczMzMzM7Nsmhyj1ZWaOY/WJ3ImYmZmZmZmBiund29Qz0+GgaStgLcCWwEPkmYJfDBHYmZmZmZmNkY116LV25NhSHoZcBdwMLAe8HrgLkkvz5SbmZmZmZmNQaPhhMXNtGidArw/Is6uLZB0FHAq8JKK8zIzMzMzszFqIHp/Moxmpnd/DnBu3bLvAjtVlo2ZmZmZmY15Y61F65/AC4CZpWUvAB6tNCMzMzMzMxvbxtKsg8CXgcslfQu4D9gOeC/QFbMRatK6jP+XvbLEXvDzM7LEHT9pcpa4MdB7zayL5z6eJW7/hLWyxF2xbGmWuDmtWN57OUvNNLo3Ltdrb8Gc+7LEBVhn6mZZ4i56cnaWuAvm/DNLXIDJG26SJe7AsmVZ4krKEhfy5Zzrc2TF0iVZ4gKw9rpZwqovz/vQ43+/O0tcgInrbZAlbkSeL73LlyzMEndgxYoscQH6x43PEndgxfIscXtRk7MOdqWGCi1JOwCPAF8BXg4cQpp18PiIOD9femZmZmZmNtYETXUL7M3p3SW9CfgB0A8sBQ6JiMtyJ2ZmZmZmZmNTkycs7tnp3T8KfBhYFzgJODFrRmZmZmZmNqZFwOLlAw1dulUjhdZ2wBciYgHwRWCHvCmZmZmZmdlYNlZmHeyPiAGAiFgmaULmnMzMzMzMbAxrcoxWV2qk0Jog6cOl6xPrrhMRn6k2LTMzMzMzG6uaHKPVlRoptP4A7Fe6fn3d9QBcaJmZmZmZWSXGxPTuEbHXCORhZmZmZmaWjJEWLTMzMzMzsxEzQHT1jIKN6LpCS9LfgfnACmB5REyTdC5waURc2MnczMzMzMwsv7EyRqsT9o6I2Z1OwszMzMzMRl6TY7TWkzQDuCQiLsmXVXO6tdAyMzMzM7MxqskWrbkRMT1nPq3oxkIrgKskBfCtiJjR6YTMzMzMzGxkuetg9faMiIckbQxcLenuoVaUNB2YDrD1ZpuMVH5mZmZmZpbRQPT+ZBh9nU6gXkQ8VPx9FLgI2H2YdWdExLSImDZ1g/VHKEMzMzMzM8upNkarkUu36qpCS9JkSevW/gdeDdze2azMzMzMzGwk1cZo9XKh1W1dBzcBLpIEKbfvR8QVkg7vbFpmZmZmZjaSurmIakRXFVoRcR/wvEGWHzXy2ZiZmZmZWSdEdHdrVSO6qtAyMzMzMzNr8jxaXcmFlpmZmZmZdZWBoOdnHXShZWZmZmZmXcctWmZmZmZmZhXyGC0zMzMzM7OKdeMYLUnbAx8B1ouIN69p/a46j5aZmZmZmVnVJyyWdLakRyXdXrd8f0n3SLpX0gnD5hRxX0Qc3ehjcIuWmZmZmZl1lah+Moxzga8B36ktkNQPnA7sB8wCbpB0MdAPfLbu/u+KiEeb2aALLTMzMzMz6ypVj9GKiOskbVu3eHfg3uJcvki6ADg4Ij4LHNTuNkdPobVkIcvvuylL6HWevXuWuLFwbpa4mjApS9wtt9opS1yAWJBnX8TSRVniqj/fSycG8kxl2rfuBlnixsCKLHEB1s8VeMmCLGE3fdG+WeICxML5WeIu+OcDWeKum+l9E4AVy7OEHZg3O0tcrb1ulriQ77jomzI1S9zFs+7JEhdg4pZ5PqOWPnJflrgDK/K9dxJ5PkfW2mz7LHEXPpDnuFCfssQFWL44z/eLKTtNyxKXr/0xT9zMovE6a6qkmaXrMyJiRgP32wJ4sHR9FvDioVaWtCHwaeD5kk4sCrIhjZ5Cy8zMzMzMRo/GC63ZEdFKlTpYNT7kViNiDvC+RoO70DIzMzMzs+6Tf9LBWcBWpetbAg9VFdyzDpqZmZmZWfeJBi+wnqQZkl7X5BZuAHaUtJ2kCcDhwMXVJO8WLTMzMzMz6zYBND7ccG5ETB9uBUnnA3uRxnPNAk6KiLMkHQNcSZpp8OyIuKPlnOu40DIzMzMzs+7TeNfB9STNAC6JiEsGDRVxxBDLLwcubym/NXChZWZmZmZm3afxQmuNLVqd4ELLzMzMzMy6T/7JMLJyoWVmZmZmZt1l5UQXPcuzDpqZmZmZWffJP+tgVh1v0ZK0PnAmsAtpV70LeC/wSmBusdrCiHhpRxI0MzMzM7ORV+Gsg53Q8UIL+DJwRUS8uZi/fu1i+Qcj4sIO5mVmZmZmZp3iroOtkzQFeAVwFkBELI2IJzuZk5mZmZmZdVij3Qa7uOtgp8dobQ88Bpwj6SZJZ0qaXNx2qqSbi8t5HczRzMzMzMxGWuOF1tyImD7UObQ6pdOF1jjgBcA3IuL5wALghOK2D0bEbsXlbYPdWdJ0STMlzXxs7lMjlLKZmZmZmWXXeKHVlTpdaM0CZkXE9cX1C0mFV0MiYkZETIuIaRutt06WBM3MzMzMrAMGGrx0qY4WWhHxCPCgpJ2KRa8C7uxgSmZmZmZm1mnNjdHqSp1u0QI4FjhP0q3AbsBniuXlMVo3FzMSmpmZmZnZWNDjk2F0fHr3iLgZmFa3+KiRz8TMzMzMzLpG461VPo+WmZmZmZlZQ7q4W2AjXGiZmZmZmVn3caFlZmZmZmZWoaCrZxRsRDdMhmFmZmZmZrYqT4ZhZmZmZmZWMU+GYWZmZmZmVjGP0TIzMzMzM6tQl5+MuBEutMzMzMzMrPu40OoSEybRv9XOWUIv+t1PssRVX565SPr68jytD985M0tcgLU32ChL3GWLFmSJO37S5CxxAWLFiixxc+2LtZ+R57kDWPTknCxxBwaWZ4k77+H7s8QFWGfjLbLE7evP834x/7qLssQFmLT+1CxxY0We42LBnH9miQvQN358lrhLFzyVJe5a60zJEhegb9Z9WeIuXTg/S9wYyDedWv+EiXkC33dXlrB9/f1Z4q5YuiRLXMh3XCx4PN/7RU/q8VkHR0+hZWZmZmZmo0ePt2h5enczMzMzM+sujU7t7undzczMzMzMmuDp3c3MzMzMzCrW410HXWiZmZmZmVn38WQYZmZmZmZmFfJ5tMzMzMzMzDJwoWVmZmZmZlYxF1pmZmZmZmYV6/FCq+vOoyVpfUkXSrpb0l2S9pB0rqQ3dzo3MzMzMzMbIY2fR6srdV2hBXwZuCIing08D7irw/mYmZmZmdlICtKsg41cfMLiNZM0BXgFcBRARCwFlkrqZFpmZmZmZjbSevyExd3WorU98BhwjqSbJJ0paXKnkzIzMzMzsxHmroOVGge8APhGRDwfWACcMNTKkqZLmilp5uwnnhyhFM3MzMzMLKtGiywXWg2bBcyKiOuL6xeSCq9BRcSMiJgWEdOmPmP9kcjPzMzMzMxGggut6kTEI8CDknYqFr0KuLODKZmZmZmZWSe40KrcscB5km4FdgM+09l0zMzMzMxsxDU+62BX6qpZBwEi4mZgWt3io0Y+EzMzMzMz64gub61qRNcVWmZmZmZmZi60zMzMzMzMquZCy8zMzMzMrGIutMzMzMzMzCoUdPVEF43oxlkHzczMzMxsrOuy6d0lvUHSGZJ+JunVa1rfhZaZmZmZmXWfCgstSWdLelTS7XXL95d0j6R7JZ0wbDoRP42I95BmRD9sTdt010EzMzMzM+s+1bZWnQt8DfhObYGkfuB0YD9gFnCDpIuBfuCzdfd/V0Q8Wvz/0eJ+w3KhZWZmZmZm3afCQisirpO0bd3i3YF7I+I+AEkXAAdHxGeBg+pjSBLwOeDnEXHjmrbpQsvMzMzMzLrLyIy/2gJ4sHR9FvDiYdY/FtgXWE/SDhHxzeGCK6LH500sSHoMuL/B1acCszOlkit2r8XNGbvX4uaM3Wtxc8butbg5Yztu/ti9Fjdn7F6LmzN2r8XNGbvX4uaM3Q1xt4mIjTLkkI2kK0iPsRETgcWl6zMiYsYgMbcFLo2IXYrrhwKviYh3F9ffAeweEce2k3vNqGnRaubgkTQzIqblyCNX7F6LmzN2r8XNGbvX4uaM3Wtxc8Z23Pyxey1uzti9Fjdn7F6LmzN2r8XNGbvX4naLiNh/BDYzC9iqdH1L4KGqgnvWQTMzMzMzG4tuAHaUtJ2kCcDhwMVVBXehZWZmZmZmo5qk84HfAztJmiXp6IhYDhwDXAncBfwwIu6oapujputgk1brs9kDsXstbs7YvRY3Z+xei5szdq/FzRnbcfPH7rW4OWP3WtycsXstbs7YvRY3Z+xeizsqRcQRQyy/HLg8xzZHzWQYZmZmZmZm3cJdB83MzMzMzCrmQsvMzMzMxgxJW3c6Bxsb3HWwC0l6A7ADcFtEXNnhdBrWS3lL+kxEfLjTeXQTSRNJz18Af42IxWu4y5riHRMRX6skucHjPx94JnBHRNxVceypEZHrPC09Ief+zU3SG4HLI2JJp3NphKTnR8RNnc6jEZKuiohXZ4zfM/vCVpK0dUQ8MELb2jAi5rQZ48aIeEHx/48j4pCKcvsqw5xiNyLeX8V2rHeM2UJL0n4RcXWbMaYAG0XEX+uW7xoRt7YY8+vAc4HfAa8CLomIT7WTZyn2pgAR8YikjYCXA/dUMbtKzrzrtvNM4Ajg8NrJ5lqM8/SbbA6SfhERr1rTsja3UUmxKGkc8BngXaSTfveRziNxDvCRiFjWYtxs+1jSx4C3A38incH9sxFxRgVxXwecDSwHVgBviYjftRu3iP1i0sDlZwK3AUdHxJ0VxH3TcLdHxE9aiJll/xaxs+yHum2cA+wDXAdcAFxZzCzVarzK93Fd/GuAzYAfARdU9J58G4N/4RMQEbFri3Fviojnt5Xc8PEr3ReShn0Piogb24lfbGMicDTpM3BiKfa72oy7PfBlYA9ggDRb2n9ExH1txn0J8FXgOcAEoB9YEBFT2oiZq3D5HPD5iJgtaRrwQ9K+GA8cGRG/ajHu08dxlce0pHeWrn4COKl8e0R8u8W42Y9jy2MsF1oPRETLTceS3gKcBjxKesEfFRE3FLe1/AVT0u3A8yJihaS1gV9HxAtbzbMU973ACaQP2ZOBo4A7gD2BUyLirDbjZ8m7iL0ZcBjwVmBX4LPATyLitjZi3gLsRdofq4mIx1uMOxFYG7imLv4U4OcR8ZwW436lfhHwDuA7Rb4t/0om6UvAuqQP8PnFsinA54FFEXFci3FzFlp3AC+KiIWSNgSuiIgXVRD3VlJxdXdREJwSEa9sN24ReyZwIunL/+uBd0fEayqIe07x78bAS4FfFtf3Bq6NiGGLhCFiZtm/Rews+2GQ7YwHXkt673gZcHVEvLvFWJXv40G2sSnwFlK+U4AfRMT/thFvm+Fuj4j7W4x7H/Bfw8Rtq+gstlHZvigKN0gF0DTgFtL7567A9RHxsgry/RFwN+kz6pPA24C7Wn3vLMX9A3A6cH6x6HDg2Ih4cZtxZxaxfkTaJ0cCO0TER9qImatwuS0i/qX4/xrgQxFxg6RnAd9v9WS9dYVhls+qivdD9uPY8hjV07tLGuqEYwI2bDP8h4EXRsTDknYHvivpw8WHzKBf3hu0NCJWABRfctqJVXYM6de2SaRWix2Klq1nkIqCtgotMuQt6T2k1qstSb9ivRv4WUR8ot3YwLNJv9YPlmcA27cY973A8cDmdfHnkT4wW/Um4FrgqlLMw4tttOsg4FlR+tUlIuZJ+n+kLw+tflnYVdK8QZbXflFv+ddTYHFELCQFmiOpqvGmyyPi7iLu9ZLWrSguQF+pFf1Hkk6sImhE/CuApEuBnSPi4eL6ZrR+zOXav5BpP9SLiGWSfk56PU8CDia9h7QSK8c+rt/GI8BXal8mgY8BLRdawBmZuvitR3rPGOq9s+1Cq8p9ERF7A0i6AJhe+4FO0i4MUzA2aYeIOFTSwRHxbUnfJ52Tp12KiO+Wrn9P0jEVxCUi7pXUX3xunyOp3Zb7GOL/do2XNK5okZ5U+0E7Iv4saa024u5WfD4JmFT6rKri86mmsv0wQsexZTCqCy1S17i3A0/VLRewe5uxx9U+bCPij5L2Bi6VtCXtvbieXfyqXsvzmcX1trp7kL5ALgQWSvpr8UFGRDwhqYo3gxx5n07qKvHWiJgJUFGuAHfm6P4SEV8Gvizp2Ij4aoWhdyb9Uro/8MGI+Iekk1rthlAnykVWaeGKNvf3bTn2ceGZpR9SVHediHh9i3E3lvSfQ12PiC+2GBdg/bouaKtcr6AlYNvae1Lhn8CzWoyVa/9C/v2ApP1JP0TsTfqB4kxSC0m7qtzHT5P0HFLrzZuBOaTujh9oM+xG7eY1hPujzS5xw8m0LwCeXe4FERG3S9qtgrgAte7VTxZffB8Btq0g7jWSTiDtgyDtl8skbQCt97wgfQ+YANws6RTgYWBym7k+L1PhcjpwedGF8ApJp5GK+VcBN7eR7y0ZP59yynkcWwajvdD6A7AwBunDK+meNmPPk/TMKMZnFS1bewE/JbUcteoa0niZf1Dtr0IrJI2PNN7mwNrCoqtbFb9Wt9Qlbg02Bw4FvihpE1Kr1vgM26lcuchSBWOpImIecLykF5J+1byM6mYNvVPSkRHxnfJCSW8ntWh1o4Prrn++orhnkLpRDnW9Hb8CXjfE9SpaAq6VdCWpm1GQCo1rhr/LkHLtX8i/HyB1jb4AeG9UOyFGlfu47Jwi5qsj4qEK4gGsp2HGlrVR0FbVy2IoOfYFwF2SzgS+R3ru3g5UNcnLjKJ3yP8AFwPrFP+367Di73vrlr+L9npevJ30+XEM8B/AVkBbY6oior+d+w8T96vF0IT3kX7UGFf8/RnttfhmGTcjaQFpfC/A2hlaynIex5bBqB6jJel0Uh/e32aIfRnwuYj4dd3y8aQxHue1GPc40of3ZsAPgPMj4uY200XS2cDZEfGbuuVbAM+JiP9rdxs5FS2Fh5O6Eq4NXNRO8SLpqIg4t6L0ynGzjKWS9DXSsfy7olvmvwF7RMTb28m3iL0F6cvtIlJXxABeROpu9caI+EeLcT8cEZ9pN78GtrMRQEQ8lntb3U5ptr1XFFevi4iLOpnPSFPmGfGKbVS2jyWdGxFHVZLY6rHnkL6MDtrFr9VWKUm7RMTtpesbkvbHAxHRclfmnPuiiD8R+H+UnjvgG9HG7KqS3k/6LHqwghSzk7Qj6UeT2kQ0/9Xq+/sgsfeJiF8W/28XEX8r3famKlqqS/G+ExFHthljFjBkD4VWey9UOS5riPiVH8eW12gvtLIULbljF/G3KeIfThr8eD5pBqY/txgvd77zSV/Qax/qtQOryv7OtW3tRJp1sOWxWhp6/B7Qeteo4s37WlYdS/V5ij7UrXb1y/38FdvYh9QaK9KU3r+oIOZrSRMf7Ew6Ju4ETo6Iy9uMK9K4jWNJ+faRZgr8akR8so249YXyKlotlEvxdwKmk8YIQvolckarr+siZuXFRakb8KDa6MJMXdfMwWK33D0z15ecXAWc8k4Yk2uA/6XACUWXpc2AG4GZpC/vMyLitBbj5so3ZzE7F1gA/JX0Gf2jKn7wyVUQSfo16Ue/2kQ0e0QFE7kUsYecXKKd53aIz+p9KCakaeOz+mHgGwzRQtvq94tePI4tr1FdaNVUXbQ0EPv8iPhLu7FL23g+acrpXdttns+5L3JQpinpJT0GPEh6/NdT92Y7WHfTBuNOIY2l2piVY6nui4hWu3jUx6/8+St+IXsfxTnQgLOijamwS3HfXcT9EOmLGKTZkj4HnBkRM9qI/R/AAaRBwX8rlm1P+uC8IiK+1GLcdw53eztj4iTtQWo5nEH6cirg+cB7gDdFxB9ajFt5cVG02A/ZhTlanLGuiH3SMDdHm4VylhnxMhZwd5Na6Yf6stfylM0Zc74jIp5b/P9h0piRI5Umjvltq0V4rn2RuZi9CXghsC+pm9/rSb0CzifNjDu/xbhZCiJJN0fEbqXrle0bDTPrYDvHoqQbST/QncnKH3PPJ30GtvNZnasgytVSlvWUNJbPmCi0yqosWnLGLrog1gZ0v4o0juH8iPhpu3mWtlFlvuUv67eSuim29WVdGaekl9QP7Ef6YN8VuIy0f9s+f00R/4WkXyQvA46JiG2riFu3jUqeP0k/IA3m/jVpOuy/R8TxFeR3J/CyqBuwXXQ1+k20ONV9EeMmYL+oO6lwUYxflbPrRquUZsA7OSKurVv+SlILwWtbjFt5cTESLahDbPf4VltEivvn6i6Xq4CbD9zA0Pnu00rcInauLn5Pf1mX9AvS7IYX1N/WQtws+yJzMVvfclM7pcARwL4R0dKEJLkKokH2xXmkKekF1e2Lilu0+kgz3x5A+vHy5ip+vMz4Q0SulrJsx7HlNSYKrZxFS9WxJdW+/B8I/JE0oPunEbGg3Vxz5FuKW/9l/f5o/xwit5FOljrolPStfqAPsp21SPv8VOCT0cZsgco4lqqIX/nzp1XPUzIO+GNFH+p3DVVMDXdbg7FvjyFOWD3cbQ3EzdKltIj954gYdIY6SfdExE4txs1SXBSxR7QFXO2f3zDXr9S5CrgsX/aK2Lm6+F1C6ho9i/RDz3YR8aSkScDMWmtXC3FzffHNWcwOmbOkSRGxqMW4WQoirTwX02Da3RdPklrgROp5cl3tJtIPbs9oNXYRf0vgS6SZPl/fzvtEEW+D+h8Bq5DxPSjbcWx5jepZB4coWqZXUbRkjP1h4PukPtmVvQnk3BeFnUtf1s8qttGurFPSFwXWgaT9si3wFdqf8ewvwBeKLza1loC2z7OT+fmrTU1MRCxXZaduY56k50XELeWFkp4HtNSlpmRpi7etyR4M06W0TcM95naex2zTbUfqIngycHKpBfUkIMsMY7S/v3PNiJd1SvNMtiu1aP0r6YTNT3fxA05rMe7RpO7R+wKHRcSTxfKXkGYM7Db3ZvwSethQN7RaZBUeZtXuZ4+UrgdpjFIrTowWuyg3oDxTaf0spW3PWhoRs4BDJR1IOi9lu/EqL7IKud6Dch7HltGobtEqfr35PvDjql9UOWPnkDvfKrsKlGLMJLUGLZO0ZfFGW+umeH1EPK+N2N8GdgF+TvqF/vY13KXZ+FVPZpLzWF7Byi/6IrUgLiz+j2hxIhNJe5JyPodVZzN8J/D2qJsBs42cV7kJmBgRLZ0GIGeXUkmPkgrk1W4izVS6SYtxc7aKZO/CXLe9dlu0nlvFczVI3FytLfvFypM3Vx07Vxe/rSPigcoSXRk3y77I+frIRdJLchREuVpbithZjotek7GlrOeOY0tGdaFlIyfHl3VlnJJe0kAp3/KLIMcsidnGBXazohvl+cBrSLMO9pHG2J1ea53sZlV2KS3iZZloI8dYnJxdmLVyhtLVbgImRUTLPS2UafbTjAXcbQy9Lwba/DEpVxe/8licH0dEW+dfKsUdal8Arc90mbOYzSVj97OcP8pkOS4s6cXj2JJR3XXQRk6mAuIW4NS6bng3R5rmtq2pbiOiqpP9DmqIloCWp6PvUX8hdRnZnPRFfUQmVGhXpi6lbc1YuAafkzToWBxJrY7FydKFGSAiqjoB9EjG/kPRXbnq01ccNMgyAVuSnoN25OriV+4aVclsqoU3AZuQuu6WbQO0c+LiLw7X1bzVAi6zXN3PthtuHGq0MQaVfMeFJUMdx23/KGN5uUXLut5ID8hvR+7JTHpRjz1/2bqU5ppoQ5mm2+5FyjD76UiRtBtpwoO3AH8jdRP+WkeTGoSGmV2uzbiXAh+OiFvrlk8DToqI17UYd0eGKeAi4t5W4uZUmlhiUG28V/wFePcwcVuaKr2IneW4sKT4HF1tMcWPMhFxwAinZA1yoWU9pdu74fXa2L2R1gPPX7Yupcp37rYsY3F6kTLMflrEzVLASXoW6QeII4A5pJb7/4qIwb5UNRs7V2Ff6yZe7iIO7XfPHG4m0adnRm0hbpYCLqdcBVHmroNZjgtbXa/8KGOJuw5a1+ulbngRsXenc+g2Pfb85exSuikrJ9p4K9VNtPGgpGNJY3FeAFwBUIzFaWlSkB6WY/ZTgG+zsoA7AHgu6dw+7bq7iPm6WsuK0sm4q5BlBs2MP5BMHOa2SW3E3ba+yAKIiJmStm0jbk5PtdO6NIwnJG1aGyMr6UjgENLpUz7ezo+D3fjD2WgyxI8y8neO7pd1nIpZOyTtV0yIMQuYDlwOPDMiDotMs55Zdfz8rSoiVkTEFRHxTtI4mXuBa4siqR1Hk774H0VvTLed0yqnKqgw7s4R8faI+BbwZtJ5gqpwCGnq7msknSHpVVQ3PmdT0jivXYAvk4r82RHxq0xf4tt1g6T31C+UdDRp1tJW5SrgcnpC0qa1K5KOlPQzSV+RtEEbcdenOP2FpFcAnwO+A8wFZrQR1/K7m/RD5esi4mXF5EwrOpyTNcBdB61ruRteb/Pzt7pBJtq4mNQNra3JXSzJMftpEbfy01fUxZ8MvIF0XOxDakG7KCKuqih+pTNo5iBpE+AiUiFQK6ymAROAN7Y6U6mk84FfRsQZdcuPBl4dEUOeC6tTJN0I7BsRjxcF0QXAscBupBl339xi3HI349OBxyLi4/W3WfeR9EZSi9ZLSb0WLgDOjIjtOpqYrZELLTOzEZBroo1cY3FspVwF3BDb2gA4lNQ62dYJSnuxsJe0N+l1AnBHRPyyzXhZCricchVEkm4Hdot0Yvq7SSe9v65221Bj5Kx75P5RxqrnQsvMbATkmmgj1yQb1ttyzqDZi6ou4HLKVRBJ+ghpjOFsYGvgBRERknYAvh0Re1b0EGwEVPmjjOXjQsvMrIdJ6mflJBu7Ut0kG9bDcs6gaXnlLIgkvQTYDLgqitOOFBMtrBMRN7afvZmVudAyMxslemEsjpmtmQsis9HBhZaZWY/rxbE4ZmZmo50LLTOzHuaxOGZmZt3JhZaZWQ/zWBwzM7Pu5ELLzMzMzMysYn2dTsDMzMzMzGy0caFlZmZmZmZWMRdaZmZWOUnflPS1NmMsl7RXNRmZmZmNLBdaZmajkKSPSgpJR3Zi+xHxvog4phPbNjMz6wYutMzMRhlJfcDRwOPAe9ewriSNG5HEzMzMxhAXWmZmo89rgC2BI4GXStqlfGPR0nWcpJnAQmCapLUlfV7S3yQ9LukKSTuU7nO4pFskzZP0sKRvSZo8VAKSzpV0Zt02/03SDZLmS/qDpGeXbl9X0reLbd8v6Z2DxHyDpD9JelLSXZLeVizvl3Rt3fbeLumfkjZraQ+amZm1yYWWmdno817g5xFxGXALMH2QdY4GDgPWAW4CzgSeDbwE2BS4HrhU0vhi/bnAW4H1gZcXl482mddRwCHAVOBB4Kul204DdgR2BnYFDgb6azdK2g84Czge2AB4J/A1Sa+IiBXAEcBBko6UtDPwdeBtEfFwkzmamZlVwufRMjMbRSRtDtwPHBoRP5X0fuATwOYRsahYJ4B3RsR3iutTgceAbSLigWJZH/AEcGBE/GaQ7RwDHBkRuw+Rx7nA8oh4d2mbb4mIHxXXDwS+FxHPKLa1sNjWL4rbdwT+DOwdEddKuhT4Y0R8srSNrwKTStvYB/gp8AhwXkR8orW9aGZm1j63aJmZjS61sVmXFte/B0witV6V/b30/3bF31uLbnlPFjHGA1tBalGS9GtJj0maB5wMbNRkbuXWpQXAusX/GwFr1eX0t7r7bgf8dy2/IsejgM1L61wD/LVY9sUmczMzM6uUCy0zs1GiaBl6N6l73yxJjwB3krrg1XcfHCj9f3/xd8eIWL90WTsizpc0gdRSdAGwdURMAf4bUEWpPwYsBbYtLduubp37gY/X5bduRBxQWucjwETgD8DpFeVmZmbWEhdaZmajx/6kSTBeCuxWuhwI7CHpXwa7U0Q8Cnwf+LqkLQAkrS/pjZLWASaQCpgnImJRMQaqsqnbI2Kg2P4nJG0iaQrw2brVTgOOl/TyYvKLCZJeKGlake9ewIeAQ0ljyfaV9K6qcjQzM2uWCy0zs9HjvcBPI+JPEfFI6XIV8HuGn+r9PcA9wLWS5gO3kYqWiIingP8HnCLpKVJr0fcrzv04UnfBu4ttXwKsqN1YPIbpwKnAbFI3xC8B60jaBDgfeH9E3F4Ujm8FvjxUcWlmZpabJ8MwMzMzMzOrmFu0zMzMzMzMKuZCy8zMzMzMrGIutMzMzMzMzCrmQsvMzMzMzKxiLrTMzMzMzMwq5kLLzMzMzMysYi60zMzMzMzMKuZCy8zMzMzMrGIutMzMzMzMzCr2/wF2xqEM4OhTjgAAAABJRU5ErkJggg==\n",
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
{
"cell_type": "markdown",
"id": "ef74ca3e-98dc-49c9-a4a0-2c640e29b1d9",
"metadata": {},
"source": [
"Go back to [Notebook structure](#toc)"
]
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
}
},
"nbformat": 4,
"nbformat_minor": 5
}