{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quick start" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Poirazi-Lab/DendroTweaks/blob/main/docs/source/tutorials/Quickstart.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This quick start tutorial will guide you through the basic steps of creating single-cell biophysical neuronal models in DendroTweaks.\n", "\n", "We will use the standalone DendroTweaks Python package to build a detailed biophysical model of a L2/3 pyramidal neuron from the mouse visual cortex (Park et al., 2019). We will start by loading and examining morphological reconstruction from an SWC file. Next, we will add membrane mechanisms, such as ion channels, from MOD files and insert them into cell domains (e.g., apical, basal). We will then learn how to adjust different model parameters and run simulations. Finally, we will use built-in validation protocols to examine the responses of our model in order to be able to compare them to experimental data.\n", "\n", "Alternatively, you can run `Park_2019` model using the GUI provided on our online platform at [https://dendrotweaks.dendrites.gr](https://dendrotweaks.dendrites.gr/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install dendrotweaks --quiet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are using Google Colab, you might also need to restart the session as the installation downgraded some packages (numpy). You can do it manually or programmatically as shown below:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# import os\n", "# os.kill(os.getpid(), 9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's begin by importing the standard libraries and the dendrotweaks library." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.5.1'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dendrotweaks as dd\n", "dd.__version__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "dd.apply_dark_theme() # Set the theme for the plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Organizing model data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before diving into model building, we need to establish a well-organized directory structure for our model data. First, we create the `examples` directory that will store all of our models and download the example models and their corresponding data from the Github repository." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading example data...\n", "Downloading data for v0.5.1 from https://github.com/Poirazi-Lab/DendroTweaks/archive/refs/tags/v0.5.1.zip...\n", "Extracting relevant folders to examples...\n", "Data downloaded and extracted successfully to examples/.\n" ] } ], "source": [ "os.makedirs('examples', exist_ok=True)\n", "if not os.listdir('examples/'):\n", " print(\"Downloading example data...\")\n", " dd.download_example_data('examples')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Park_2019',\n", " 'test_model_compatibility.ipynb',\n", " 'Templates',\n", " 'Hay_2011',\n", " 'Toy',\n", " 'Smith_2013',\n", " 'Default',\n", " 'Poirazi_2003']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "os.listdir('examples/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The generic model directory structure is shown below:\n", "\n", "
\n", "\n", "
\n", "\n", "At the beginning, each model requires two essential components: neuronal morphology (stored as SWC files in the `morphology` folder) and membrane mechanisms (ion channels defined as MOD files in the `biophys/mod` folder).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
Tip
\n", " Don’t worry about compiling the MOD files manually - DendroTweaks will handle this step automatically later in the process.\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating a model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With our directory structure in place, we can now create a `model` object. In order to do so, we must specify the path to the folder containing the model files." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Path to model: examples/Park_2019\n" ] } ], "source": [ "path_to_model = os.path.join('examples', 'Park_2019')\n", "print(f'Path to model: {path_to_model}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This `model` object serves as the central interface for managing all model components, including morphology, kinetics and distribution of membrane mechanisms, and stimuli." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "model = dd.Model(path_to_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we instantiate the model by specifying the path to our model directory, DendroTweaks automatically sets up additional required folders. It creates a `Default` folder containing standard mechanisms and a `Templates` folder with JINJA templates (e.g. for converting MOD files to Python classes). These folders are created only once and are shared across all models. \n", "\n", "Within your model folder, it generates a `stimuli` directory for stimulation protocols and a `biophys/python` folder for storing Python files generated from MOD files.\n", "\n", "This structure provides the foundation for model development. As we progress, we will add more files to these directories, but the basic framework is now ready. You can learn more about the directory structure in the [tutorial](https://dendrotweaks.readthedocs.io/en/latest/tutorials/tutorial_io.html) on loading and saving models." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Morphology" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will proceed by loading the morphology of the cell from an SWC file. First, we list the available morphologies in the morphology subfolder." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['original', 'main', 'main_block_na', 'main_reduced_apic']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.list_morphologies()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can load a specific morphology using the `load_morphology` method." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sorted PointTree(root=Point(idx=0), num_nodes=2214).\n", "Extended 44 nodes.\n", "Sorted PointTree(root=Point(idx=0), num_nodes=2258).\n" ] } ], "source": [ "model.load_morphology(file_name='original')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In DendroTweaks, we represent neuronal morphologies as hierarchical tree graphs. A single neuron can be represented in three distinct ways: the point tree, the section tree, and the segment tree. Each tree graph contains nodes that correspond to different elements: points from a morphology reconstruction (SWC file), sections, or spatial segments. The edges between nodes show parent-child relationships. These three representations capture different levels of abstraction: geometry (point tree), topology (section tree), and spatial discretization (segment tree).\n", "\n", "
\n", "\n", "
\n", "\n", "These tree-based representations work together to provide complementary views of the cell's structural organization and spatial relationships. They are interconnected, with each section linking to both its geometry (points) and its segmentation (segments), and vice versa.\n", "\n", "For more information about representing neuronal morphology with tree graphs, see the corresponding [tutorial](https://dendrotweaks.readthedocs.io/en/latest/tutorials/tutorial_morpho.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(PointTree(root=Point(idx=0), num_nodes=2258),\n", " SectionTree(root=NeuronSection(idx=0), num_nodes=52),\n", " SegmentTree(root=NeuronSegment(idx=0), num_nodes=124))" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.point_tree, model.sec_tree, model.seg_tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the section tree using the `plot` method:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 10))\n", "model.sec_tree.plot(ax, \n", " show_points=True,\n", " show_lines=True,\n", " annotate=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "DendroTweaks provides a high-level model representation and integrates with external simulators to execute simulations.\n", "By default, it uses the NEURON simulator. During the morphology loading process,\n", "DendroTweaks automatically creates a corresponding representation of the cell in NEURON.\n", "This allows seamless access to individual NEURON sections through their corresponding\n", "DendroTweaks sections. For example:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "__nrnsec_0x17f68700" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.sec_tree[0]._ref" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can calculate some important morphometric statistics for distinct anatomical and functional domains of the cell with the following function from the analysis subpackage:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from dendrotweaks.analysis import calculate_domain_statistics" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'apic': {'N_sections': 43,\n", " 'N_bifurcations': 21,\n", " 'N_terminations': 22,\n", " 'depth': {'min': 1,\n", " 'max': 8,\n", " 'counts': {1: 1, 2: 2, 3: 4, 4: 8, 5: 8, 6: 6, 7: 8, 8: 6}},\n", " 'diam': {'min': 0.38, 'max': 2.06, 'mean': 0.82, 'std': 0.45},\n", " 'length': {'min': 4.51, 'max': 154.69, 'mean': 58.31, 'std': 35.75},\n", " 'area': {'min': 17.6, 'max': 271.28, 'mean': 130.52, 'std': 74.2},\n", " 'total_length': 2507.17,\n", " 'total_area': 5612.19},\n", " 'soma': {'N_sections': 1,\n", " 'N_bifurcations': 0,\n", " 'N_terminations': 0,\n", " 'depth': {'min': 0, 'max': 0, 'counts': {0: 1}},\n", " 'diam': {'min': 20.44, 'max': 20.44, 'mean': 20.44, 'std': nan},\n", " 'length': {'min': 20.44, 'max': 20.44, 'mean': 20.44, 'std': nan},\n", " 'area': {'min': 1312.27, 'max': 1312.27, 'mean': 1312.27, 'std': nan},\n", " 'total_length': 20.44,\n", " 'total_area': 1312.27}}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calculate_domain_statistics(model, domain_names=['apic', 'soma'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Segmentation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Computer simulations always involve approximating a continuous system as one that is discrete in space and time. Thus, we need to set the spatial discretization of the model. The spatial discretization determines the number of segments in a section. \n", "\n", "The optimal number of segments can be calculated based on the frequency-dependent length constant and the spatial discretization coefficient (`d_lambda`). \n", "To learn the underlying equations see the corresponding [tutorial](https://dendrotweaks.readthedocs.io/en/latest/tutorials/tutorial_segmentation.html). Spatial discretization also depends on the membrane capacitance and axial resistance of the model. The `seg_tree` we created before was created using default NEURON's values for capacitance and membrane resistance. In our model, we want to change those values to be more biologically relevant for our neuron." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "model.set_param('cm', value=2)\n", "model.set_param('cm', group_name='somatic', value=1)\n", "model.set_param('Ra', value=100)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'cm': {'all': constant({'value': 2}), 'somatic': constant({'value': 1})},\n", " 'Ra': {'all': constant({'value': 100})}}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We should interpret the output as follows: the specific membrane capacitance `cm` is set to a constant value of 2 $\\mu F/cm^2$ for all segments of the cell apart from the soma, where it is set to 1 $\\mu F/cm^2$.\n", "The axial resistance `Ra` is set to 100 $Ohm \\cdot cm$\n", " for all segments of the cell.\n", "\n", "We will explore how to set the model parameters in more detail later in the tutorial. For now, we have done just enough to update the spatial discretization." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of segments using the default parameters: 124\n", "Number of segments using the new parameters: 246\n" ] } ], "source": [ "print(f'Number of segments using the default parameters: {len(model.seg_tree)}')\n", "model.set_segmentation(d_lambda=0.1)\n", "print(f'Number of segments using the new parameters: {len(model.seg_tree)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize a section of the section tree using the plot method. This displays the section's geometry, with bars in the bottom-right plot corresponding to the segments." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sec = model.sec_tree[22]\n", "fig, ax = plt.subplots(2, 2, figsize=(12, 6))\n", "sec.plot(ax=ax, plot_parent=True)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Membrane mechanisms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After defining the neuronal morphology, we now need to specify biophysical properties. The biophysical properties of our model depend on the mechanisms present in the membrane. These mechanisms are defined in MOD files as sets of equations and parameters, which are compiled and loaded into NEURON." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding mechanisms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let’s add the default mechanisms to the model, which include the leak channel, calcium dynamics and synaptic mechanisms:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "model.add_default_mechanisms(recompile=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, for most of the models, we need to add user-defined mechanisms. We can create a mechanism object from a MOD file using the `add_mechanism` method. We can list the available mechanisms in the `biophys/mod` directory:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Na', 'KCa', 'Kv', 'Ka', 'CaHVA', 'Km', 'CaLVA']" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.list_mechanisms()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's add these user-defined mechanisms to the model:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved content to examples/Park_2019/biophys/python/CaHVA.py\n", "Saved content to examples/Park_2019/biophys/python/CaLVA.py\n", "Saved content to examples/Park_2019/biophys/python/KCa.py\n", "Saved content to examples/Park_2019/biophys/python/Ka.py\n", "Saved content to examples/Park_2019/biophys/python/Km.py\n", "Saved content to examples/Park_2019/biophys/python/Kv.py\n", "Saved content to examples/Park_2019/biophys/python/Na.py\n" ] } ], "source": [ "for mech_name in ['CaHVA', 'CaLVA', 'KCa', 'Ka', 'Km', 'Kv', 'Na']:\n", " model.add_mechanism(mech_name, recompile=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With these commands, we create Python objects from MOD files, that we will use to visualize chanel kinetics. We also compile and load the MOD files, making them available in NEURON.\n", "\n", "To see all mechanisms available in the model, we can use the mechanisms attribute." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Leak': ,\n", " 'CaDyn': ,\n", " 'CaHVA': ,\n", " 'CaLVA': ,\n", " 'KCa': ,\n", " 'Ka': ,\n", " 'Km': ,\n", " 'Kv': ,\n", " 'Na': }" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.mechanisms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each mechanism object is an instance of the `Mechanism` class, which contains information about the mechanism, such as its name and parameters. To examine the parameters of a specific mechanism, we can use the `params` attribute:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'gbar': 0.0,\n", " 'Ra': 0.02,\n", " 'Rb': 0.006,\n", " 'v12': 25,\n", " 'q': 9,\n", " 'temp': 23,\n", " 'q10': 2.3}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.mechanisms['Kv'].params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
Warning
\n", " Note that the parameters stored within the mechanisms are the default values extracted from the MOD files. The actual values of the parameters used for the simulation are stored in the model object!\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can view the global parameters of the model using the `params` attribute:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'cm': {'all': constant({'value': 2}), 'somatic': constant({'value': 1})},\n", " 'Ra': {'all': constant({'value': 100})}}" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
Warning
Note that so far we have only loaded the mechanisms without actually inserting them into the membrane. Therefore, the parameters of these mechanisms are not yet included in the model.params dictionary. In the next step, we will insert the mechanisms into the membrane.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inserting mechanisms to specific domains" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In DendroTweaks, membrane mechanisms are mapped to morphological domains. A domain is a region of a neuron distinguished by its anatomical or functional properties. In a typical pyramidal cell model we have the following domains: soma, axon, basal dendrites, apical dendrite (further subdivided into trunk, tuft, and oblique dendrites).\n", "\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In DendroTweaks, a domain represents a collection of sections that share the same properties. We can view the domains of the model with the `domains` attribute." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'apic': ,\n", " 'axon': ,\n", " 'dend': ,\n", " 'soma': }" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.domains" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following the mechanism upload in the previous step, we need to insert the mechanisms into specific domains. For this example, we insert all available mechanisms into every domain except the axon, which receives only the leak channel." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "for domain_name in model.domains:\n", " if domain_name == 'axon':\n", " model.insert_mechanism('Leak', 'axon', distribute=False)\n", " continue\n", " for mech_name in model.mechanisms:\n", " model.insert_mechanism(mech_name, domain_name, distribute=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can verify which mechanisms are inserted in each domain with the `domains_to_mechs` attribute." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'apic': {'CaDyn', 'CaHVA', 'CaLVA', 'KCa', 'Ka', 'Km', 'Kv', 'Leak', 'Na'},\n", " 'axon': {'Leak'},\n", " 'dend': {'CaDyn', 'CaHVA', 'CaLVA', 'KCa', 'Ka', 'Km', 'Kv', 'Leak', 'Na'},\n", " 'soma': {'CaDyn', 'CaHVA', 'CaLVA', 'KCa', 'Ka', 'Km', 'Kv', 'Leak', 'Na'}}" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.domains_to_mechs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To examine the parameters of the inserted mechanisms, we can use the `mechs_to_params` attribute." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Independent': ['cm', 'Ra', 'eca', 'ek', 'ena'],\n", " 'Leak': ['gbar_Leak', 'e_Leak'],\n", " 'CaDyn': ['depth_CaDyn',\n", " 'taur_CaDyn',\n", " 'cainf_CaDyn',\n", " 'gamma_CaDyn',\n", " 'kt_CaDyn',\n", " 'kd_CaDyn'],\n", " 'CaHVA': ['gbar_CaHVA'],\n", " 'CaLVA': ['gbar_CaLVA'],\n", " 'KCa': ['gbar_KCa'],\n", " 'Ka': ['gbar_Ka'],\n", " 'Km': ['gbar_Km', 'v12_Km', 'q_Km'],\n", " 'Kv': ['gbar_Kv', 'v12_Kv', 'q_Kv'],\n", " 'Na': ['gbar_Na',\n", " 'Rma_Na',\n", " 'Rmb_Na',\n", " 'v12m_Na',\n", " 'qm_Na',\n", " 'Rhb_Na',\n", " 'Rha_Na',\n", " 'v12ha_Na',\n", " 'v12hb_Na',\n", " 'qh_Na',\n", " 'v12hinf_Na',\n", " 'qhinf_Na']}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.mechs_to_params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some parameters, such as specific membrane capacitance `cm` and axial resistance `Ra`, do not belong to any mechanism. These independent parameters are grouped under an β€œIndependent” pseudo-mechanism for interface consistency. These parameters are available in each domain by default.\n", "\n", "At this point, we have inserted the mechanisms into the membrane and set the default parameters for the model. We can inspect the parameters of the model using the `params` attribute." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MechanismParameterGroupDistributionDistribution params
0Independentcmallconstant{'value': 2}
1Independentcmsomaticconstant{'value': 1}
2IndependentRaallconstant{'value': 100}
3Independentecaallconstant{'value': 140}
4Independentekallconstant{'value': -77}
5Independentenaallconstant{'value': 50}
6Leakgbar_Leakallconstant{'value': 0.0}
7Leake_Leakallconstant{'value': -70}
8CaDyndepth_CaDynallconstant{'value': 0.1}
9CaDyntaur_CaDynallconstant{'value': 80}
10CaDyncainf_CaDynallconstant{'value': 0.0001}
11CaDyngamma_CaDynallconstant{'value': 0.05}
12CaDynkt_CaDynallconstant{'value': 0.0}
13CaDynkd_CaDynallconstant{'value': 0.0}
14CaHVAgbar_CaHVAallconstant{'value': 0.0}
15CaLVAgbar_CaLVAallconstant{'value': 0.0}
16KCagbar_KCaallconstant{'value': 0.0}
17Kagbar_Kaallconstant{'value': 0.0}
18Kmgbar_Kmallconstant{'value': 0.0}
19Kmv12_Kmallconstant{'value': -30}
20Kmq_Kmallconstant{'value': 9}
21Kvgbar_Kvallconstant{'value': 0.0}
22Kvv12_Kvallconstant{'value': 25}
23Kvq_Kvallconstant{'value': 9}
24Nagbar_Naallconstant{'value': 0.0}
25NaRma_Naallconstant{'value': 0.182}
26NaRmb_Naallconstant{'value': 0.14}
27Nav12m_Naallconstant{'value': -30}
28Naqm_Naallconstant{'value': 9.8}
29NaRhb_Naallconstant{'value': 0.0091}
30NaRha_Naallconstant{'value': 0.024}
31Nav12ha_Naallconstant{'value': -45}
32Nav12hb_Naallconstant{'value': -70}
33Naqh_Naallconstant{'value': 5}
34Nav12hinf_Naallconstant{'value': -60}
35Naqhinf_Naallconstant{'value': 6.2}
\n", "
" ], "text/plain": [ " Mechanism Parameter Group Distribution Distribution params\n", "0 Independent cm all constant {'value': 2}\n", "1 Independent cm somatic constant {'value': 1}\n", "2 Independent Ra all constant {'value': 100}\n", "3 Independent eca all constant {'value': 140}\n", "4 Independent ek all constant {'value': -77}\n", "5 Independent ena all constant {'value': 50}\n", "6 Leak gbar_Leak all constant {'value': 0.0}\n", "7 Leak e_Leak all constant {'value': -70}\n", "8 CaDyn depth_CaDyn all constant {'value': 0.1}\n", "9 CaDyn taur_CaDyn all constant {'value': 80}\n", "10 CaDyn cainf_CaDyn all constant {'value': 0.0001}\n", "11 CaDyn gamma_CaDyn all constant {'value': 0.05}\n", "12 CaDyn kt_CaDyn all constant {'value': 0.0}\n", "13 CaDyn kd_CaDyn all constant {'value': 0.0}\n", "14 CaHVA gbar_CaHVA all constant {'value': 0.0}\n", "15 CaLVA gbar_CaLVA all constant {'value': 0.0}\n", "16 KCa gbar_KCa all constant {'value': 0.0}\n", "17 Ka gbar_Ka all constant {'value': 0.0}\n", "18 Km gbar_Km all constant {'value': 0.0}\n", "19 Km v12_Km all constant {'value': -30}\n", "20 Km q_Km all constant {'value': 9}\n", "21 Kv gbar_Kv all constant {'value': 0.0}\n", "22 Kv v12_Kv all constant {'value': 25}\n", "23 Kv q_Kv all constant {'value': 9}\n", "24 Na gbar_Na all constant {'value': 0.0}\n", "25 Na Rma_Na all constant {'value': 0.182}\n", "26 Na Rmb_Na all constant {'value': 0.14}\n", "27 Na v12m_Na all constant {'value': -30}\n", "28 Na qm_Na all constant {'value': 9.8}\n", "29 Na Rhb_Na all constant {'value': 0.0091}\n", "30 Na Rha_Na all constant {'value': 0.024}\n", "31 Na v12ha_Na all constant {'value': -45}\n", "32 Na v12hb_Na all constant {'value': -70}\n", "33 Na qh_Na all constant {'value': 5}\n", "34 Na v12hinf_Na all constant {'value': -60}\n", "35 Na qhinf_Na all constant {'value': 6.2}" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.df_params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, all parameters are set to their default values (from the MOD files) across all segments of the cell, with some parameters initialized to 0.0. Before running the simulation, we need to set these parameters to more realistic values, which we will learn how to do in the next step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In real neurons, properties such as ion channel density vary across different regions of the cell. To distribute parameters across the cell, we need to specify **where** and **how** the parameter will be distributed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To select the segments **where** a given distribution will be applied, we use segment groups. A segment group is a collection of segments that meet certain criteria, such as the diameter or distance from the soma. \n", "\n", "To define **how** the parameter will be distributed, we use distribution functions. A distribution function takes a segment’s distance from the soma as input and returns the parameter value at that distance. The figure below shows an example of a segment group for the apical nexus region and a Gaussian distribution function for a parameter, such as ion channel conductance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Defining segment groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default DendroTweaks creates a group for each domain and the `all` group for the entire cell." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'all': SegmentGroup(\"all\", domains=['apic', 'axon', 'dend', 'soma']),\n", " 'apical': SegmentGroup(\"apical\", domains=['apic']),\n", " 'axonal': SegmentGroup(\"axonal\", domains=['axon']),\n", " 'dendritic': SegmentGroup(\"dendritic\", domains=['dend']),\n", " 'somatic': SegmentGroup(\"somatic\", domains=['soma'])}" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will need more specific groups to reproduce biologicaly realistic distribution of ion channels in the cell.\n", "Available values for the **select_by** argument are:\n", "- _diam_ - diameter of the segment\n", "- _section_diam_ - diameter at the center of the section to which the segment belongs\n", "- _distance_ - distance of the segment center from the soma center\n", "- _domain_distance_ - distance of the segment center from the closest parent segment in a different domain" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "model.add_group(\n", " 'dendritic_thin', domains=['dend', 'apic'],\n", " select_by='section_diam', max_value=0.8\n", ")\n", "model.add_group(\n", " 'dendritic_thick', domains=['dend', 'apic'],\n", " select_by='section_diam', min_value=0.8\n", ")\n", "\n", "model.add_group(\n", " 'proximal_apical', domains=['apic'],\n", " select_by='distance', max_value=260\n", ")\n", "model.add_group(\n", " 'distal_apical', domains=['apic'],\n", " select_by='distance', min_value=260\n", ")\n", "\n", "model.add_group('basal', domains=['dend'])\n", "\n", "model.add_group('dendritic', domains=['dend', 'apic'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distributing ion channels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To define **how** the parameter will be distributed, we use distribution functions. A distribution function takes a segment’s distance from the soma as input and returns the parameter value at that distance.\n", "\n", "We can set the values of the parameters for the mechanisms inserted in the model using the `set_param` method, specifying the group name and the distribution type." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# Leak\n", "Rm = 11000\n", "model.set_param('gbar_Leak', value=1/Rm)\n", "\n", "# Na\n", "model.set_param('gbar_Na', group_name='somatic', value=0.0505)\n", "model.set_param('gbar_Na', group_name='dendritic', value=0.0303)\n", "\n", "# # Kv\n", "model.set_param('gbar_Kv', group_name='somatic', value=0.005)\n", "model.set_param('gbar_Kv', group_name='dendritic', value=0.000_15)\n", "\n", "# # Km\n", "model.set_param('gbar_Km', group_name='somatic', value=0.0002794)\n", "model.set_param('gbar_Km', group_name='dendritic', value=0.000127)\n", "\n", "# Ka\n", "model.set_param('gbar_Ka', group_name='somatic', value=0.0054)\n", "model.set_param('gbar_Ka', group_name='dendritic_thin', value=0.108)\n", "model.set_param('gbar_Ka', group_name='dendritic_thick', value=0.0108)\n", "\n", "# Kca\n", "model.set_param('gbar_KCa', group_name='somatic', value=0.000_21)\n", "model.set_param('gbar_KCa', group_name='dendritic', value=0.000_21)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above channels have simple constant distribution with some difference between groups. Note that we will use more complex distributions for the calcium channels:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "#CaHVA\n", "model.set_param('gbar_CaHVA', group_name='somatic', value=0.000_005)\n", "model.set_param('gbar_CaHVA', group_name='basal', \n", " distr_type='linear', slope=0.000_000_01, intercept=0.000_005)\n", "model.set_param('gbar_CaHVA', group_name='proximal_apical', \n", " distr_type='sinusoidal', amplitude=0.000_004923, frequency=0.008758, phase=0.8656)\n", "model.set_param('gbar_CaHVA', group_name='distal_apical', value=0.000_002)\n", "\n", "# CaLVA\n", "model.set_param('gbar_CaLVA', group_name='somatic', value=0.000_03)\n", "model.set_param('gbar_CaLVA', group_name='basal', \n", " distr_type='linear', slope=0.000_000_06, intercept=0.000_03)\n", "model.set_param('gbar_CaLVA', group_name='proximal_apical', \n", " distr_type='sinusoidal', amplitude=0.000_029538, frequency=0.008758, phase=0.8656)\n", "model.set_param('gbar_CaLVA', group_name='distal_apical', value=0.000_012)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following distribution functions are available, along with their expected parameters:\n", "\n", "- **constant**: Requires a _value_ parameter.\n", "- **linear**: Requires _slope_ and _intercept_ parameters.\n", "- **exponential**: Requires _vertical_shift_, _scale_factor_, _growth_rate_, and _horizontal_shift_ parameters.\n", "- **sigmoid**: Requires _vertical_shift_, _scale_factor_, _growth_rate_, and _horizontal_shift_ parameters.\n", "- **sinusoidal**: Requires _amplitude_, _frequency_, and _phase_ parameters.\n", "- **gaussian**: Requires _amplitude_, _mean_, and _std_ parameters.\n", "\n", "We can also set up the parameters for internal calcium dynamics:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# Internal calcium dynamics\n", "model.set_param('depth_CaDyn', value=0.1)\n", "model.set_param('taur_CaDyn', value=50)\n", "model.set_param('cainf_CaDyn', value=1e-4)\n", "model.set_param('gamma_CaDyn', value=1)\n", "model.set_param('kt_CaDyn', value=0)\n", "model.set_param('kd_CaDyn', value=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the distribution of ion channel conductances in our model as a function of distance from the soma." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for param_name in model.conductances:\n", " fig, ax = plt.subplots(figsize=(10, 2))\n", " model.plot_param(param_name, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also set other parameters, such as reversal potentials, temperature, and initial membrane potential." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "model.set_param('e_Leak', value=-79)\n", "if 'ena' in model.params:\n", " model.set_param('ena', value=60)\n", "if 'ek' in model.params:\n", " model.set_param('ek', value=-80)\n", "if 'eca' in model.params:\n", " model.set_param('eca', value=140)\n", "model.set_param('temperature', value=37)\n", "model.set_param('v_init', value=-79)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# model.distribute_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can access the model parameters again and see that the values have been updated." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MechanismParameterGroupDistributionDistribution params
0Independentcmallconstant{'value': 2}
1Independentcmsomaticconstant{'value': 1}
2IndependentRaallconstant{'value': 100}
3Independentecaallconstant{'value': 140}
4Independentekallconstant{'value': -80}
5Independentenaallconstant{'value': 60}
6Leakgbar_Leakallconstant{'value': 9.09090909090909e-05}
7Leake_Leakallconstant{'value': -79}
8CaDyndepth_CaDynallconstant{'value': 0.1}
9CaDyntaur_CaDynallconstant{'value': 50}
10CaDyncainf_CaDynallconstant{'value': 0.0001}
11CaDyngamma_CaDynallconstant{'value': 1}
12CaDynkt_CaDynallconstant{'value': 0}
13CaDynkd_CaDynallconstant{'value': 0}
14CaHVAgbar_CaHVAallconstant{'value': 0.0}
15CaHVAgbar_CaHVAsomaticconstant{'value': 5e-06}
16CaHVAgbar_CaHVAbasallinear{'slope': 1e-08, 'intercept': 5e-06}
17CaHVAgbar_CaHVAproximal_apicalsinusoidal{'amplitude': 4.923e-06, 'frequency': 0.008758...
18CaHVAgbar_CaHVAdistal_apicalconstant{'value': 2e-06}
19CaLVAgbar_CaLVAallconstant{'value': 0.0}
20CaLVAgbar_CaLVAsomaticconstant{'value': 3e-05}
21CaLVAgbar_CaLVAbasallinear{'slope': 6e-08, 'intercept': 3e-05}
22CaLVAgbar_CaLVAproximal_apicalsinusoidal{'amplitude': 2.9538e-05, 'frequency': 0.00875...
23CaLVAgbar_CaLVAdistal_apicalconstant{'value': 1.2e-05}
24KCagbar_KCaallconstant{'value': 0.0}
25KCagbar_KCasomaticconstant{'value': 0.00021}
26KCagbar_KCadendriticconstant{'value': 0.00021}
27Kagbar_Kaallconstant{'value': 0.0}
28Kagbar_Kasomaticconstant{'value': 0.0054}
29Kagbar_Kadendritic_thinconstant{'value': 0.108}
30Kagbar_Kadendritic_thickconstant{'value': 0.0108}
31Kmgbar_Kmallconstant{'value': 0.0}
32Kmgbar_Kmsomaticconstant{'value': 0.0002794}
33Kmgbar_Kmdendriticconstant{'value': 0.000127}
34Kmv12_Kmallconstant{'value': -30}
35Kmq_Kmallconstant{'value': 9}
36Kvgbar_Kvallconstant{'value': 0.0}
37Kvgbar_Kvsomaticconstant{'value': 0.005}
38Kvgbar_Kvdendriticconstant{'value': 0.00015}
39Kvv12_Kvallconstant{'value': 25}
40Kvq_Kvallconstant{'value': 9}
41Nagbar_Naallconstant{'value': 0.0}
42Nagbar_Nasomaticconstant{'value': 0.0505}
43Nagbar_Nadendriticconstant{'value': 0.0303}
44NaRma_Naallconstant{'value': 0.182}
45NaRmb_Naallconstant{'value': 0.14}
46Nav12m_Naallconstant{'value': -30}
47Naqm_Naallconstant{'value': 9.8}
48NaRhb_Naallconstant{'value': 0.0091}
49NaRha_Naallconstant{'value': 0.024}
50Nav12ha_Naallconstant{'value': -45}
51Nav12hb_Naallconstant{'value': -70}
52Naqh_Naallconstant{'value': 5}
53Nav12hinf_Naallconstant{'value': -60}
54Naqhinf_Naallconstant{'value': 6.2}
\n", "
" ], "text/plain": [ " Mechanism Parameter Group Distribution \\\n", "0 Independent cm all constant \n", "1 Independent cm somatic constant \n", "2 Independent Ra all constant \n", "3 Independent eca all constant \n", "4 Independent ek all constant \n", "5 Independent ena all constant \n", "6 Leak gbar_Leak all constant \n", "7 Leak e_Leak all constant \n", "8 CaDyn depth_CaDyn all constant \n", "9 CaDyn taur_CaDyn all constant \n", "10 CaDyn cainf_CaDyn all constant \n", "11 CaDyn gamma_CaDyn all constant \n", "12 CaDyn kt_CaDyn all constant \n", "13 CaDyn kd_CaDyn all constant \n", "14 CaHVA gbar_CaHVA all constant \n", "15 CaHVA gbar_CaHVA somatic constant \n", "16 CaHVA gbar_CaHVA basal linear \n", "17 CaHVA gbar_CaHVA proximal_apical sinusoidal \n", "18 CaHVA gbar_CaHVA distal_apical constant \n", "19 CaLVA gbar_CaLVA all constant \n", "20 CaLVA gbar_CaLVA somatic constant \n", "21 CaLVA gbar_CaLVA basal linear \n", "22 CaLVA gbar_CaLVA proximal_apical sinusoidal \n", "23 CaLVA gbar_CaLVA distal_apical constant \n", "24 KCa gbar_KCa all constant \n", "25 KCa gbar_KCa somatic constant \n", "26 KCa gbar_KCa dendritic constant \n", "27 Ka gbar_Ka all constant \n", "28 Ka gbar_Ka somatic constant \n", "29 Ka gbar_Ka dendritic_thin constant \n", "30 Ka gbar_Ka dendritic_thick constant \n", "31 Km gbar_Km all constant \n", "32 Km gbar_Km somatic constant \n", "33 Km gbar_Km dendritic constant \n", "34 Km v12_Km all constant \n", "35 Km q_Km all constant \n", "36 Kv gbar_Kv all constant \n", "37 Kv gbar_Kv somatic constant \n", "38 Kv gbar_Kv dendritic constant \n", "39 Kv v12_Kv all constant \n", "40 Kv q_Kv all constant \n", "41 Na gbar_Na all constant \n", "42 Na gbar_Na somatic constant \n", "43 Na gbar_Na dendritic constant \n", "44 Na Rma_Na all constant \n", "45 Na Rmb_Na all constant \n", "46 Na v12m_Na all constant \n", "47 Na qm_Na all constant \n", "48 Na Rhb_Na all constant \n", "49 Na Rha_Na all constant \n", "50 Na v12ha_Na all constant \n", "51 Na v12hb_Na all constant \n", "52 Na qh_Na all constant \n", "53 Na v12hinf_Na all constant \n", "54 Na qhinf_Na all constant \n", "\n", " Distribution params \n", "0 {'value': 2} \n", "1 {'value': 1} \n", "2 {'value': 100} \n", "3 {'value': 140} \n", "4 {'value': -80} \n", "5 {'value': 60} \n", "6 {'value': 9.09090909090909e-05} \n", "7 {'value': -79} \n", "8 {'value': 0.1} \n", "9 {'value': 50} \n", "10 {'value': 0.0001} \n", "11 {'value': 1} \n", "12 {'value': 0} \n", "13 {'value': 0} \n", "14 {'value': 0.0} \n", "15 {'value': 5e-06} \n", "16 {'slope': 1e-08, 'intercept': 5e-06} \n", "17 {'amplitude': 4.923e-06, 'frequency': 0.008758... \n", "18 {'value': 2e-06} \n", "19 {'value': 0.0} \n", "20 {'value': 3e-05} \n", "21 {'slope': 6e-08, 'intercept': 3e-05} \n", "22 {'amplitude': 2.9538e-05, 'frequency': 0.00875... \n", "23 {'value': 1.2e-05} \n", "24 {'value': 0.0} \n", "25 {'value': 0.00021} \n", "26 {'value': 0.00021} \n", "27 {'value': 0.0} \n", "28 {'value': 0.0054} \n", "29 {'value': 0.108} \n", "30 {'value': 0.0108} \n", "31 {'value': 0.0} \n", "32 {'value': 0.0002794} \n", "33 {'value': 0.000127} \n", "34 {'value': -30} \n", "35 {'value': 9} \n", "36 {'value': 0.0} \n", "37 {'value': 0.005} \n", "38 {'value': 0.00015} \n", "39 {'value': 25} \n", "40 {'value': 9} \n", "41 {'value': 0.0} \n", "42 {'value': 0.0505} \n", "43 {'value': 0.0303} \n", "44 {'value': 0.182} \n", "45 {'value': 0.14} \n", "46 {'value': -30} \n", "47 {'value': 9.8} \n", "48 {'value': 0.0091} \n", "49 {'value': 0.024} \n", "50 {'value': -45} \n", "51 {'value': -70} \n", "52 {'value': 5} \n", "53 {'value': -60} \n", "54 {'value': 6.2} " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.df_params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To learn more about segment groups and parameter distributions, refer to the [tutorial](https://dendrotweaks.readthedocs.io/en/latest/tutorials/tutorial_distributions.html) on distributing parameters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can export the membrane configuration and store it in a JSON file:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "model.export_biophys(file_name='main', indent=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation and analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will learn how to simulate neuronal activity by injecting current and adding synapses to the neuron model and recording its response. This process mimics experimental electrophysiology where researchers inject current into neurons to study their firing properties." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will increase the numerical simulation time step from $0.025 \\ ms$ to $0.01\\ ms$, which will speed up the simulations while only slightly reducing precision." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "model.simulator.dt = 0.1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Somatic spikes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's begin by examining somatic action potentials. For this we will inject depolarizing current step at the soma and record the somatic voltage. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first create a new variable for easy access to the soma" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NeuronSection(idx=0)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "soma = model.sec_tree[0] # or alternatively: model.domains['soma'].sections[0]\n", "soma" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will add a recording point at the center of the soma. The `loc` parameter specifies the location along the section where the recording will be placed. It is a normalized length, with 0.0 representing the start of the section and 1.0 representing the end." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "model.add_recording(soma, loc=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will apply a current step stimulus to drive the neuron to fire action potentials. This mimics the experimental technique where constant current is injected into a neuron.\n", "\n", "We specify the duration of the stimulus in ms, the delay before the stimulus starts, and the amplitude of the stimulus in nanoamperes." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "model.add_iclamp(soma, loc=0.5, amp=0.162, delay=50, dur=900)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With our recording and stimulus in place, we can now run a simulation. " ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "model.simulator.run(1000);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This runs the simulation for 1000 milliseconds (1 second). After the simulation completes, the voltage data is stored in `simulator.recordings['v']` and the corresponding time points in `simulator.t`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use built-in DendroTweaks functions to plot the voltage trace and extract spike metrics." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "from dendrotweaks.analysis import detect_somatic_spikes, plot_somatic_spikes" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detected 7 spikes\n", "Average spike half-width: 1.05 ms\n", "Average spike amplitude: 76.69 mV\n", "Spike frequency: 7.78 Hz\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n", "model.simulator.plot_voltage(ax=ax)\n", "spike_data = detect_somatic_spikes(model)\n", "plot_somatic_spikes(spike_data, ax, show_metrics=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can export this specific simulation protocol with all the recordings and stimuli in place:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "model.export_stimuli(file_name='current_soma_depol')" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['current_soma_depol',\n", " 'current_soma_depol_block_na',\n", " 'current_dend_hyperpol_attenuation',\n", " 'syn_apic_50_ampa',\n", " 'current_soma_hyperpol']" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.list_stimuli()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Synapses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's place some AMPA synapses on the apical tree of our neuron. For this we will create a `Population` object that represents a population of \"virtual\" neurons that project to our neuron. To create a population we need to specify the type (AMPA) and the number (50) of synapses to be formed and the segments of the model where they will be randomly distributed. We can then update the input parameters such as rate of incoming inputs and kinetic parameters such as rise and decay time constants." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'rate': 30, 'noise': 1, 'start': 100, 'end': 800, 'weight': 1, 'delay': 0, 'seed': 42}\n", "{'gmax': 0.001, 'tau_rise': 0.1, 'tau_decay': 2.5, 'e': 0}\n" ] } ], "source": [ "model.remove_all_stimuli()\n", "model.remove_all_recordings()\n", "\n", "model.add_recording(soma, loc=0.5)\n", "\n", "segments = model.get_segments(['apical'])\n", "model.add_population(\n", " name='excitatory',\n", " segments=segments, \n", " N=50, \n", " syn_type='AMPA'\n", ")\n", "model.update_population_input_params('excitatory', rate=30, end=800, noise=1, seed=42)\n", "model.update_population_kinetic_params('excitatory', tau_rise=0.1, tau_decay=2.5)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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dACIyr7Sz74CjdXdUzH0W/t1rjG5OAsw6pyrRDn0SBAQmjXeThtVf3xizeEJqFpwdB8o/uNMBT7kGjSIiqo2ZKrKfiKElSdAp1ZCjdXcAgKvHCANbYZaASIM7/gmfftqfvymn3gT3kCs0349xzPAdYIY2mEkCr4dQ7w/WwuF/RJbDoIpszcKXXPswSzykSSfH3Geg0LgVXF2Hwt17lIZ7MbjzaNhboGZwnczUCrCIiLTFoIooRq7eZ8A98AKjm0ExMetd3wR7fRp3GgVd5myZ9b3Rk/mr/+maOQkfQRDraAKeTkRkEM6pInuLY/hfypArAQDerb9DOnJA7RaZk6HDJE0y/E+LOVWWupMuQJMeq+GdYDO8CWZoQzKy8utq+AeDiGLETBXZkDoXWsGVosp2SA9m7aBYqFCFlfundmbWUz9qsZ544TctLHzSck4VkeUwqCKiKFg8U2WabdTYTqKdPq3fFlUrFda7E422ayGavo8Wf30TGP1n4ZCKiCyIQRXZXCKXXV6yLcPi/UqjRL5sSXq+myKbYYY2NMQi61Qxw0NEBmFQRfaTyCTo+rZDJqd2R0ut995Kw/802pfhnWATfI4t912idXtV+o62NKM/F0QUKwZVRNQwq/dr1C5UYZqYSuM3xrJFNSwg7LXV9qW1W4GVJBkAyJiKyHIYVBGRuanSuTBRpkqXeUpaSM45VbZNhCRE61r+Ku3L0u8toyoiq2FQRfYWc4/K0ldpUo1pUlWqtKJ+OgSAhvcdDfpMR3z3aNgGTV5f/V4zIaGol9/XRKQfBlVEcbPTBdvi1f9MlKjSZDt6sFJbrcZqr62e7bXrjS/D5xoSUawYVBHFIkmu1/ZjoqhKzeF/up6PyTn8zxy0fCO1eH11LFSR0Gb4hU1E+mFQRTbH6n/mZ5JOtxZ3jhM+h5Kg+h9Z47U1rFBFjDuzwmtJREnJMkHVxIkTMO+H75G7Yxs2rF+Hd995G127dIl4TkpKCqZPfxybN21Abu52vPXWG8jOzjaoxWReiZTrtesF29rHLakdECX0cuhV9c0ibDvMycrvvtaFKtQqqW7d11gyy80kIoqaZYKqk04aijfefAujzzoHF19yCVwuJ+bMmY309HTlOY88/BBGn3kmbrjhJow9fxxatWyFt99+08BWE1HCTNO30KJog8kzVZatVBgDozIbOu1W9RsKAMx8LqhVONBwtr3ZQGRdTqMbEK3LLrsi4ufbxk/Epo3r0a/fcfjjjz/RqFEjXHXVlbj5llvxy6+/AgDGT5iIP//4DccffzyWLVtmRLMp6Vj5Km1VZuxcqDXnw+C/N8W+jH5/zfCZNkMbYmCZQhUWe12JyNIsk6mqKSurEQDg0KFiAED/fv3gdruxcOEi5Tlbt27Frl27cMKgQfVux+12IzMzM+I/shPOqYqKjQ41Kgm9Hup1+gRB669wG2SqDCPU+U/zsuC5YKfvaCIynGUyVeEEQcCjjzyCP//6Cxs3bgQA5OTkoKqqCkeOHIl4bkHBQeTk1D+vatLECZg8+U5N20smk8iFltdoAmDP6mRJuk6VKd4Ci1X/0/W8jbVQRQJ/ayYc/kdkOZYMqp6YPg09enTHmHPPT3hbzz3/Ama88qryc2ZmJtauWZXwdskiWKgiSlY/bjXWugqvfmb11yNKFkxOWIbVziFdO/kqFaqw2mtMRJZmuaBq2rTHcOaZo3De+eOwb98+5fH8/HykpKQgKysrIluVnd0C+fkF9W7P4/HA4/Fo2mZKVrxg60KNvpwq6wer1KlUrbKZ3rTKVAW02W7UTPAeWOo8AEzxmtXLzG0jomRmqTlV06Y9hjHnnIMLLrwIO3fujPjdylWr4PF4MHz4MOWxrl26oH379liydKneTaVkxes1ATBP9T+t2SE7l6zHFWTF4n8R55o9S6obPy6WiGJlmUzVE9On4aKLLsQ1116H0tJSZZ7UkSMlqKysRElJCT744EM8/NCDKD5UjJKSEjz++GNYvHgJK/9R/Ti0JDoGHqoEyXxdI9ViKtMdWb0EsJunHYvNqTLzotMRmWB1m6IrzqkishzLBFXXX/93AMCXX3we8fht4ydg1qzZAIB77r0PASmAt956A253ChYsWIDJU6bo3VRKala+SpN67HgeaHPMhi9yathbabFhoFZcs0zz6phERNUsE1S1yG7Z4HOqqqowZcpdmDLlLh1aRNbFdUysxSyTqlTqVKo2tEkPSXLX/6iMWvxXr/1qUf1P/U3Wv6+kPfFiwDwxkRXwNg5RTOx6gbf6cavcIbHh8D/tClWws2gNVslUWemmxVFEVBs1rhlEFD0GVWRvnFNlfqbsc9vkvY/on9rkmHUiHOUn09P8XFApMEqaczZZjoMouTGoIooFr23WpMoIQi0q4fGEMpwZOt4Wq1Oh6ysWc6GKOv9pQVbJDBJRCIMqsh9en+Jg5ItmkjlVYVR7NUx/LibJUCoz0m1unQWr/9lyeG0NHP5HZDkMqsjeYr7o8upmW5qsnWOh80mzpho9vtNC74GhDEoBJfQdnSTvrZWDQyIbYVBFFAu7Xtxsetj1ssuddEtVKrQws58HtejXXoFzqsDPHpE1MKgiG1LnApXQxZ4szobvvVYdVKMTVRSdiEV1dSxUkcjiv0kjGY+JKPkwqCJb411QCzDflCoVq0byHDI8qjLD4r9aNsLOQaulv6M5p4rIahhUkb1Z+qKrJxaq0ITpzz87BIAmWPxX0/PAioUq7HDeNUCtxcaJSDcMqohiwoubbWnQ0bPU2aTZ8D+TBrxUPxaq0Jfpb74QEcCgiuyIawxZjAkzVbYsVEFa0fZVVunct2L2KGnO32Q5DqLkxqCKbC7+hSXJzux4ItjxmHVitc6/nu21a6EKrlNFZDkMqojilSwXb7Mz4+iwhN5769zxF+r9IYkY9Tm23PeH1doLWLPNdUmW4yBKbgyqyN64+K89qBCYaVJC31Ida63aanTUbIb3wGrV/3QsqW7bCq0sVEFkNQyqiKhBgqU7J1qwSUdP17WJSBsaRFVmHv6XjAEIP3tElsCgiuyNF2ybULtQhUrnATtLxlf/M8NbwPMgEj9fNeZUWfg4iGyEQRVRvHih04kKnW41Ou62f7+T9fiNOi6d9qtW0GpU9b+YC1Vo0wwjJeEhESUlBlVkQ4kM3VKvFdZi2wOvh/3K8nMIqMqsPLRS67V/VduZxV7XeiXLcRAlNwZVZHMc/md+RhcyqINd1qmC3h1/I14Ps78HZmTm18zCwWp9kuU4iJIcgyqiuNnoQmejQ42ODQtVaMXg9Xis9HaYhqkLVaj0t0azciaTyKYYVJH9JHKx4sVNf6ZJVGnRybHS+ZSsmSoz0PK4tZhTpTG7BlJEZGkMqojixYu3hZgmMotkpXOIw/+026+VzgMApi5UEf6nlg7SrbNIOBHJGFQRxcC+lzYjj1yN6n+JbyKSfc8E9Rk7/C/pqXbuGxUEMmvFzwWRNTCoIntLlosuaU+LOQ5mP/90n9dh8tdDTUaVKFeBrq3lWoKAwK4akRXwk0q2k1i5XisP2bEoE47cS+ydt25nWhMGF6qgOGj+3WfHOYtEZHUMqojiZqcLtp2ONQp2yVRFSNJMlRneA03bYMFCFZE7jvHpSXLjy8KZTCK7YlBFFAte2yzKROkuq3b0OPyPFPq9T1x0Gtb9ziCyGQZVZD9q3cnkhU4nahSqUDuoskumSuf2GfJyGPQe6JVRUf3ch/bnbUIV/9TZDhFRrBhUEcXEphdpQw/bJFmmZBlWFDetjjn8/bXj60pHZcvPWg18DYgsgUEVUSxs37E2gEliKi2Yfh0dvc93Iz5TJn8LTMnMJdWTZS5SshwHkY0wqCJ7S6hzYKcLndWPVeXIzJaFKjRieNBshvfADG1IQsny+UqW4yBKcs54/qht27Zo374d0tLSUFhYiI0bN8Hj8ajdNiIdcE5VVDj8Tz1WPW80azeH/1mi+p9RSwFY9fNCRLYTdVDVvn17/P1v1+GCC8ahTZs2ERV5PB4P/vzzL7z73nv46quvIWkxMZaIyFBadCrN3mHUuSNt9pdDVRY+WBMXqkietQQ5/I/IaqIa/vfYY49i4c8/4ZgOx+Cxx6fh5JOHoXPnrmjdph169e6LK664Cn/99RemTpmMRQt/xoD+/TVu9tFdf/3fsXzZEuzelYe533+HAQMGGNoeSiZ2vdAZeKxmvEdjx+F/WrVVMjhTZYb3QMM2qHWP07DS5hyizbLyRBYRVaaqvLwcxw86EYcOHar1u4MHD+KXX3/FL7/+iiefehqnnTYSbdq2wYqVK9Vua1TGjRuLhx96EHfcORnLli3HLTf/A3M+moUhQ0/GwYMHDWkTmY06dzLtdaGz9rEyeR4n3c9xa59nMdHttdXi5LdKoYokkYzHRJSEospUPfLIo3UGVHX56acF+OabbxNqVCJuveUWvPf++5g5cxY2b96Mf99xJyoqKnDllVcY1iZKIhGJKl7o9KFGp1CFbWhRjctK55Au1f+034VJdmptVjlvrdJOIkoKUVf/mz9vLv523bXIzMzUsj0Jcblc6NfvOCxc+IvymCRJWLhoEU4YNMjAllFystEF20aHGpWEFiflixlOMrpQhQneDp4TNSXLvKgEsKQ6keVEHVStXbce999/H9atXYMZL7+Ek086Sct2xaV5s2ZwOp0oKCiIeLwgvwA5OTl1/o3b7UZmZmbEf5TkErpY8eKmP5NkqjRhnfNJEDRagSN8bCY70BrQ4Nw38zpVEX+aJOdTshwHUZKL+io5adLt6NW7L6ZMnYq2bdvg008/xuLFf2LSpIlo1aqVlm3U1KSJE5C7Y5vy39o1q4xuElmFrS50LFQRIZH33koLSOvcPmNeDZO/B2Zh9nM1JGkyPBb6niAiADEu/ltRUYFZs2Zj7LgLMXjIUHz22ee47tprsGL5Usz88H2MGXOOVu2MSmFREXw+H7KzsyMez87JRn5+fp1/89zzL6Bjpy7Kf3369tOjqWQSMRebsFKHWFXGHatklqjKVu93XTQ6fsM7wVasahcDTT4+OpZUt/3njoisIu7xHLm5eXj88WkYMHAQ/nHzLTj++OPx5huvq9m2mHm9XqxatRrDhw9THhMEAcOHDcOSpUvr/BuPx4PS0tKI/4iiY6OLvdUX/1W9Y8lCFdrsQ/tdmBOH/2nCKu1sULIcB1Fyi3rx37qcfNJJuOLKy3HuuefC7/PhvffeV6tdcXvl1Vfx0osvYOXKlVi+fAVuufkfSE9Px8yZs4xuGhElC9U6a2bvLGmfMYgs0mD210Mjluj8G5XRi/XerxVeyxhZ4vwgopiDqtatW+OKKy7H5Zdfho4dOuDPP//E5MlT8OWXX6GyslKLNsbk88+/QPPmzTF1ymTk5ORg7dp1uPSyK2oVryACEMfFyq7DUqw+p0qNjdjp/TaIEZ8pvq2xs8h3n2bFVfRg+LBYIopV1EHV2LHn48orr8DwYcNw8OBBzJr9ET788EPs2JGrYfPi88Ybb+KNN940uhlkCYlcrHihswy1V/9NqFNpocCcHTt9mP080F0Cn5FkfC2T8ZiIklDUQdUrM17GvHnzcd11f8e8+fMhqd1JIdKLXSq3qcnqc6oocbqc7/YpVKHb2lQaXKsts66Wnb6jichwUQdVx/UbgIMHD2rZFiIyLXZOwqnWqWSnLxJfDmvQ87xVKytsZfyeILKEqIOq8ICqVcuWGDxkMFq0aAFRjByz/NprxlYAJIqJWlmrpGf1OVUqUCtLadUhdVrNTzH69TDqLTD6uGNlUCBlmayY2mx1fSFKDjEXqrj88svw9FNPwuv1oqioKGJkgSRJDKrIRnjR04dZoiob0rtjZ0hH0gSfY02PW4vPjwles3ol4RBtKxfcILKRmIOqu6ZOwVNPP4Pnnnue86rIhpLwgh0Ny8+pUvu7yobD/zRrq4VeA8sToMpnwTLD/6zMrsdNZF0x3/5IS0vDZ599xoCKkoNtL9h2xvfcvGyaqdKLJQ81gep/yfL9nizHQZTkYg6qPvjgQ5x//vlatIXIALFesMP/bacLncXnVIVvQ41Dscmcqoj5LJrNqQr/t43mVIXT8rgjPj8WzLAmtCszvLlEZBcxD/97+JFH8eGH7+P000Zi/YaN8Hm9Eb+/9777VWsckTbUudDaagJ1Uh1qnEOgNOhICrYKzCmSXsG1SncUDBvyx8+Ira41RBYWc1A1adJEnDZyJLZu3YpeQK1CFUTJza4XNyOP24TzoewSDOkylMroDrRN3ktAtSlVlnnNrPw5TcZhjERJLuag6v9uvQUTJk7CrFmztWgPkb5ivVhFXOjsU5HJ+ndKw3qScXcsNXgNbHQORcXqp1m8NB3+p9ZNCYM6+Yl8RyfNCZUsx0GU3GK+old5PFi8eLEWbSHSh1odAl7n9KHKnCrVJ1WpsI34SVJA930KugSANvpQ2bV8fMys2GaVMVNFZAkxXyX/97/XcOONN2rRFiIDJHKxstGFzvIl1VWWUCdHhTv+JnxJVGFA59FW89rUOlTNXzMLFtQgItuLefjfwAEDMGzYKThz1Chs2rQJ3hqFKv729+tVaxwRkeoRRFL0s/SKquwwr8MEx6Xba6taVKXSdqLZlQneHyNwThWR5cQcVB0+chhff/ONFm0hsgB7zqmyfEn1CCYqVGGpzpJGbU3KOTCxskD1P8tIxmAkWY6DKLnFHFRNmDBJg2YQGSRpLrpas/rrpELHUq3Ovyrb0SlTpffnw06fRyuvyaV121XL0lj3fBKSMjgkSm52utVOlDi7DslIpjlVNnrbVKVDSXVD3ppkPx9UK/5n1AuVSPU/IiL9RBVUzZ49E8cff3yDz8vMyMD48bfh+uv/nnDDiHTBC7ANJcHwPyMKVejxWbHr59Fqc6rMXFJdrb81k2Q5DqIkF9Xwvy+//Apvv/UGjhw5grlzf8DKVauwf/9+VFVWoXGTJuje/VgMHnwizjjjDMyfNx/3P/Cg1u0mSkD8F6iIv7TVhc7ii/9GjP4z0/tmpeF/Znrd1JSsx1UH1YbS6fma2ej9qRdfAyIriCqo+uCDDzFnzscYe/55GDduHK699hpkZWUBACRJwqZNm7FgwQKMGjUaW7Zs0bTBROqy53h9+1F7CCHfe23Y9XXVq1CFSnTNVCXyt0lyPiXLcRAluagLVXg8Hsz5+BPM+fgTAECjRo2QlpaKoqJD8Pl8mjWQyFQMmFMlSQGdFl49CosnqtShQaGKuIf/GfCiaHUOGj5P0fi5QvqtlWWRznkiGdKwvxWscrx1YSBFZDkxV/8LKSkpQUlJiZptIbIYO130kimqSob3zTSRpvUlw+lwVGHnimrHmvQvmrkwwCKyBFb/I/tR6864Xtc5U/Sfk2idqrgrqmtQ5tn0nSWd22r614MAPTNrSPA72spdHDvMZyRKLlb+xiEygBEXOlNEVRZn1gVQLVT9L2kZdD4YMuzRepX0EhrCZ6aPeiJ4s4HIEhhUEcXLThc6q69TFbEJNQ7GJu+97h1/Cy+ImxANG6H6uQ/Nz4VEAikhWTI8Fm46kV0xqCJ7i7VzYMgkaKYlVKXKMlVGd04NWahKo81aLGNjORafU2Wnm1f14mtAZAVxBVVZWVm4+uqrcM89/0GTJk0AAMcd1xetWrVSs21EmrN0dShdWb1QBQPThCVt5zZZj6suVjzW+G98WfucNaI6JBElIubqf7169cInH89BSckRtG/fHu+99z6Ki4sxZswYtGvbFv+8bbwW7SQyH70udGaIB6x+TZdUmFOlWoETC3X6dB/yZ6eS6uFN0HL4X3imyugMaxzbT2hXJnhvicg2Ys5UPfzQg5g1axZOHDwUVVVVyuPz58/H0KFDVG0ckamZvUOsKrNU/1Nl7F7i21Dp9Yg7U2rI6L8kqv5nho+u1b4/DGuvxV4nLVi6iiGRfcT8SR0woD/eeffdWo/v27cfOTk5qjSKSFOJZAoSWZTS0kwy/E+NmMqAv7SuJFlI9WjMcFg6BSzqTakyw4sWBau0k4iSQsxBVVWVB40aNar1eJcunVFYWKhKo4gonBnG/xlHUmPoXgSzZLsS2Y4B50QyZaoid2rAPmvu12oFOsxcqCJJAikrDRMmIgBxBFVz587FHf/+N5xOeTqWJElo27Yt7r/vXnz19TeqN5BIWxZYt8UMMZVprumGpqo0YKrGNECH6n+6sdLrniDLz0+ywHc0ERHiCKruve9+ZGRkYOOGdUhNTcWXX3yGJYv/RGlpKR577HEt2kikHUt2Mmws3pdc7WGbqhWqiHcjOkXaqnXIo96hHjsxwT5rNkGvOTNGZ1ij3kGd/4zuT5NliDYzVURWE3P1v5KSElx8yaUYPPhE9OrVC5kZGVi1eg0WLVqkRfuINJbA0BLdLnR2T1WpPfxPDRYcRpUwrdrKzqNuVHt99XyfeE7wNSCyhpiDqpC//lqMv/5arGZbiMzPtp0+kxy3Gq9/vNuwZIdURUl17pvsWDR9bU12rNEwfM6iySTLcRAluZiDqptuurHOxyVJQlVlFXbs2IHf//gDgUAg4caFtG/fHv/+978w7JRTkJOTjf37D+Djjz/GM88+B6/XqzyvV69emD79cQzo3x+FhYV4/fU38OJLL6vWDkoWVrtgmyBTZZZEVfzj/1RoSPjmDD6H9Dol9BhKFbELA040w6YKWThDp2d7E9qXxV7XcEkzjJHIPmIOqm65+WY0b9Ec6WlpKC4uBgA0adIE5RUVKCsrQ3aLFsjNy8O4cRdi7969qjSyW7euEEUB/77jDuzYkYuePXrgmWeeRnp6Ou5/4EEAQGZmJubMmY1FCxfhjjsmo1fPnnj++Wdx+PARvPvee6q0g5KQFS7YJoipTEOVl9wkFQRV3Y5WzN6+OJnusCxQ/c+owC+RZS9M9z4TUTKLeXbso48+hpUrVuLEwUNwbPeeOLZ7TwweMhTLly3Hf/5zD/r1H4j8/Hw88shDqjXyp58WYMKESfj554XIy8vD93PnYsaMGRgzZozynEsuvghulwsTJk7Cpk2b8Nnnn+O119/ArbferFo7iBKaQG1pZklVJVv1PwvRoVNtzFpYJjghtHxttUh46BpgWeDGl9aslskksqmYg6q77pqKe+69F7m5ecpjO3bk4v4HHsA9//kP9u3bhwcffAiDTzxR1YbW1CgrC8XFh5SfBw0ahD/++DNiOOCCnxagW7duaNy4cb3bcbvdyMzMjPiP7CSBu6Cxf3ziZPdUVfjiv/HOh6r3hzi3Z/QQUiOq/yVpoQpb9VetmGG11RtUzcrDQ4lsKuZeYcuWOXA6ao8adDqcyMnJBgDs338AGRoGJ506dcRNN96Ad96pHtaXk5ODgoKCiOflB3/Oycmpd1uTJk5A7o5tyn9r16zSptFkHqp1iNXZTIPMEFOZJVGlBqMLVaiyHSNOimTq2JnsWPQqVGGVzrlaQ/iscrx14pwqIquJOaj67bff8PTTT6Jv3z7KY3379sGTT07Hr7/+BgDo1bMndubtbHBb9957Dw4WHDjqf127do34m1atWmH27Fn48suv8N7778fa/Fqee/4FdOzURfmvT99+CW+TkphtJw+b5ViTrVCFXtlOq7DR8L+wc8iYYY8JMPXwPwu/rkRkaTEXqpg46XbMePll/Dh/njLUzul0YtGiXzBx0u0AgLKyMtx3//0NbmvGjFcwc+asoz4nL696mGGrli3xxeefYsniJbj9X/+OeF5+fj6ys7MjHssJ/pyfn1/v9j0eDzweT4NtpSRl6TuZ+jFN58TQZtgxoNY5y2HI59EE76UVvoes0MZkxdeeyBJiDqry8wtw8SWXomvXrujapQsAYOvWrdi6bZvynF9/+y2qbRUWFqKwsDCq57Zq1QpffP4pVq1ajfETJkKSIoe/LF26FHfffRecTid8Ph8A4NQRp2LLli04fPhwVPsgalh4J5NZBv2ZqXKfCkxeUl3QpaS6XedR6RWka7AfM5dUT5a5SMlyHEQ2EnevcOvWrfh+7lx8P3duREClhVatWuHLLz7D7t17cN/9D6BFi+bIyclW5nABwMeffAqP14vnn3sW3bt3x7hxY/GPm27CK6/8V9O2kc2ED9nR7TpngklVprmmqzD8z8gFhGtvSKXt6CBZM1VmeAv0Om6V9qNv5tqu1f84jJHIamLOVAFA69atcdZZo9GuXTu4Xa6I3917X8PD/mI1YsSp6Ny5Mzp37lyrkESL7JYAgJKSElxyyWWYPv1x/Dj/BxQVFeGpp5/mGlV0dFZYp8oMQZWhVKj+ZyoWKsuftGXUI1tADTMqkErsK9rC762Fm05kVzEHVcOGDcP7772LvLw8dOvWFRs2bsQx7dtDEASsXr1GizZi1qzZmDVrdoPPW79+Pc47b6wmbaBkxStXdEzyOqnSSUqGTFXNtbt0CLx16aDqdZ6Z5HwO0WudKisO/zPbe6UbDv8jspqYh//de89/MGPGDAw/dQSqqqrw97/fgH79B+D33//Al19+qUUbidSVyAXKiHHudk9UhYn7FVdjWolK1doEtc8bTU9DHYYgGT13xBT9VVM0IgYat9dq39GaS5bjIEpuMQdVxx7bDbM/+ggA4PP5kJqairKyckybPh3jx9+megOJTEu3C7YJoipW3dOGKoUqrDUfp44Na7Rdk+/fiM6/0QnWuPZlhSHaGkua4JAoucUcVJWVl8PlcgMADhw4gE4dOyq/a9a8uWoNI9JFjBcrIZk7+EdlYKVDVV5yVVJVYf80dsK/pNc8M12q/9W3Py3Z6bOrxXto5uF/FpqzeDQMpIgsJ+Y5VcuWLsOQwYOxZcsWzJ//Ix566AH07NUT5445B8uWLlO/hUSaSqBcLwtV6ETl19ws87JUY7Esx1E3rP/ranyhDEC35RnUGlanp4R2a4L3Nk6CBjdxiEhbMQdV9953PzIyMgAA0594EhkZGRg3diy279iOe+9Vv/IfkWnZ6TpnluF/ZulcqHbDX40gMfFN1L9tu2Zm6ahYqEJnfA2IrCDmoCovL0/5d3l5Oe64c7KqDSLSVczXKgM6mUxUmWODagUYqgcqFu9wWXlukVosMexRx+8+TT5rFmPlthPZVMxjDpYuWYymTZvWejwrKwtLlyxWpVFE+klg+J+tLnpGHqsZh/+pJO6m1CyprpXw812rIWoGvx+G7d6u3yUxinlKVRJmV3l+EFlCzFfJY45pD4fDUevxlJQUtG7dSpVGEWlJvTkURlzojLq4muSibuRoOU0CapMP/9NjPyxUActVcNT8fVIrU5VwQwzEoJvIaqIe/nfW6NHKv0eOHIGSIyXKz6JDxPDhw7Br1y4120Zkbrpd58IrvcGY4YBmuabHmy1RvTiFmco8W7z6n+EVNY05uVVfr6z+HVX/Ewl8fRh2P8dMnzUdCfX+QEQmFXVQ9e67bwMAJEnCyy+9GPE7r9eLXbt24b77HlCzbUTai/WCbcTQklprEtlrkpX6i+UaPdxMhTvQEaP/dBr+l7SMP0bBCtX/tNhOdDsz6G+NZuW2E9lT1EFVTsvWAIBlS5dg1JmjUVRUpFmjiDRlyY6FslMD9mnkfmvuO952qDwXy0zD//SiVcffkEIV4fvUZ5fG0eJc1fFFS2ROVbK8t0bfCCKiqMRc/e/4QSdo0Q4iQ8Q+v0r/joUEqXpPuiaqTHIhV33OjZkyVfFuRKfFf8NpthuD3w8zJH5tO5csGnbNVIVhUEVkCVEFVTfddGPUG3zttdfjbgyR6Rl+F9Sgi6uh13STDP9TLaOiQmBea0ioRvQY7mr03BEz9Fet1mnWur12nUcVLhmrGBIluaiCqltuvjmqjUmSxKCKbESvC12NQhV6Mc11XIXOhSpF9szaybF6liOskIKdMjZ6dZo1qa6o5/C/RKr/meB9jpuV205kT1EFVRzyR0nLkoUqjGDgBV7tl1yNTFVC+w+bm6TGNjWtU6FHZtam2Skr0/X1s2nWSpNgmIi0pFPJISKzin9OlX531evev777snqhCjWYtVCFXtX/dBj+Z6dMVcT5ZIHqf0YNR7Nroir8WmOK85WIGhLXN/mll16CRQt/xu5dedi9Kw8Lf16ASy65WO22EREAU8ykN0ksE38vSe2MkEo9PUsVqtB++J/1hzLGSdPmmOxYY2aB0QRas3Z0SGQbMVf/u/WWmzF16lS88cYbWLx4CQBg8OAT8dSTT6J5s+Z49b//Vb2RROpSaUiTXhe6iDWJ9Nll7Z2Z5aJuZGZHi6FwibdFgF5ht1nOARWY7lAsFkzqWqjCdG+WAfgaEFlBzEHVjTfeiDsnT8ZHH81RHvt+7lxs3LQJk++8k0EVWYzV7oIaNezGyGyZysPujC7Lrvo5pGWRA6Guf2q2D3sN/wtjiUyEMcPREisEaOEZDoZXmiWiWMX8jdOyZQ6WLFlS6/ElS5agZcscVRpFZAlGdIR03adZruRCHf+KdRNmCcYAVTJehsT2egz/04npghirD+FUm0onuGWOty5G38AjoljFHFTt2JGLsWPH1np83Lhx2L59hyqNItKUbUv0xij8WE2SqFJnTpWB87IAlTJVOhU50CGLJKjy/sa4T1320gC9MhFavKam/h40IvOpAUMKuBBRImIe/jf9iSfw+mv/w9ChQ7D4r8UAgBMHn4jhw4bhhhtvUr2BRJqK+WJlxAXboElVprmQq5xlMlXWytz0WZvL6EIVZngvtRympsWxmvd7SFDlpoXZJMtxECW3qL/Je/ToAQD4+utvMHr02SgqLMI555yNc86R/33m6LPw7bffadZQIm0kNGBftVYcnUGL/5rmQm6SLFP4/CLVqv/FuR2h3h+0o8durDwHJhF6ZapUW2tNnc1osrPwc0i08vnEOVVEVhN1pmrRwgVYsWIl3n//A3z22We49f/+qWW7iMzJ8MnDRt0hNnD8nwrDYIwYYlaf8IAs/rXOjDgPNdqREYUqTJfM0DSqUmkzBr1oMQ8mMN2bG6dkOQ4i+4j6Ns75Y8dh46ZNeOihB7B23Rq8+OLzGDJksHYtI9JDQtcqne6CRsQzNgyqzFIhT63OvwqdPn2G5UGngMeIIbUm6LCGZ1Q0PG5LjlRN5DMScc5aOFNlxfeNyOai/sb588+/MHHiJPTucxzuuutudDjmGHz5xef468/fMX78bcjJydaynUQaSaRzrF4rjs7mw//UyDKp0tFSqyOu8uuqaa9Zh+AjYhc6dYLNkM3QrQ1aDP8zyXdDnZKkUIVexWiISDUxf1LLy8sxc+YsnD/2AgweMhRffPkVbrj+71i5Yjnef+9dLdpIZCJGd8YMylQZmagyS5ZJraGfqgSJCezfdPsxuBNsWL87fBiolrvRYuPmLVQRubZakgQjVo4NiWwkoW+cHTty8dxzz+OZZ55DaWkpRo06Q612EWkngU6GoFbHOibhmSo9OzMm7JCokGWKv8iEFpkqo9sSw340Ox9UKgAS5z5tlalSbX6VOpuJbl8xT6pK4G/NKlmOgyi5xVxSPWTo0CG48sorcN655yIQCOCLL77E+x98qGbbiLSX0EVX/6BDgH5JI6HeH/RmlkxV4s2otX9VpovpVdwhmYb/1fNvPelVoEONzGitv9U1qorx6UkSVJlhiCoRxSSmoKpVy5a4/IrLccXll6FTp05YvGQJ7rr7P/jiiy9RXl6uVRuJzMOIC7YpClUYeFFXJbpTeU5VQu+9Cq+rXhGvLpP+bVqowohsoym2E+u+Yg2qxLr/bTlGjIogokREHVTNmvUhTh0+HEVFRZg9+yN8+OFMbN22Tcu2Eekg/gu2oNcaKIb1+cKPz8irutrzoVRJD6mwjQS2E9FxVKclDe9Hh3PAroUqNM1UaVCcQtdhyIn8rXWjkcimW/c4iOwk6qDK5/Xh+utvxNwffkAgENCyTUT6iXm4vhEVmUxwx9IkMZU6GzG6UIUa29Ep4A2/iaDV+W70cC0zDP+zRPU//QJRIZHXJuJvrZypCmPh4JDITqIOqq6+5lot20Gko0TmFRgwtMSwRTdNcDe/5r4NzFRpszaUWTJv9e1Hj/Pd6Dkwxpzbgl43S8w6FzDq/cb4dL2zq5oxy/cvEUUrSW7jEMUgobugRozXN2rYjTk6J6pUhDOiGEJ91Ni/EQG9HoUqWP1Pix2F/cvq86uieboRowk0EFEa3sB2EFHULPeN43a7sWDBjzhYcAB9+vSO+F2vXr3w1VdfYPeuPKxauRzjb/unQa0kU1NraIkhmSqDGNkGVeZ2qRAgahFgqNEWDTu4EXf9NZtDGNZ+3eYpmmFIrV43S9TZj6DnHEvVvqNN8N0ZL9PMaSWiaFkuqLr//vuwf//+Wo9nZmZizpzZ2L1rN04/40w88MBDuPPOO3DtNdcY0EoytwQ6VEZnqnQd/qfDfJpoiGoM/wv/t8FBlRoBkV4dR1GH8100uvNohomKFihUEbFN9TdZ7w5i3ld4hsfCwYhJRgoQUfQsFVSdfvppGDniVNx//4O1fnfJxRfB7XJhwsRJ2LRpEz77/HO89vobuPXWmw1oKSWryDv3Ol3oDLurXmNnRgVWqnQu1OjAqpWlTPz9FERHopuIdkd1/1vNXRgSvJshU6VTp1m1EX9WzFRZqosTiZkqIsuxzDdOdnY2nn3mafzf/92GioqKWr8fNGgQ/vjjT3i9XuWxBT8tQLdu3dC4ceN6t+t2u5GZmRnxHyU5lS7YenUAtSmQENWOa/xsVFAVFkDE2QZB9cxOIpkqlbajbMLihSqMuCNvyDwuo6j0/WGZbEmyDP8zQeBPRDGxTFD14ovP4+133sXKVavq/H1OTg4KCgoiHssP/pyTk1PvdidNnIDcHduU/9auqXv7RACMGf5n2Pow4tF/NqId8bZBjWBYrTXKEn0da/29PkGVdiXVjR1Sq17xhlibYK05VZGb1DpTFX7e2XROleHDYokoVlGXVNfCvffeg4kTxh/1OUOGnoyRI0cgMzMTzz33vOpteO75FzDjlVeVnzMzMxlYJbuE5sMYXVJdTzX2K4qA34BmRMypivc1V2NeljrDihIu+Vzzb5ipimOfJsgC6Db8T61AyirD/8LbaZn7xrUIYRl6BlVE1mBoUDVjxiuYOXPWUZ+Tl5eHYaecghMGDcLePbsifjd/3g/4+JNPcNttE5Cfn4/s7OyI3+cEf87Pz693+x6PBx6PJ84jIGtKoINt9OK/Ol5cw+ftyA8Yc2FXpQKdGsUh1CrakGjnVNdspQ53/TkhH7p9rhO6oaTOZmLfWYx/qkdxFT3wc0FkOYYGVYWFhSgsLGzweXfd/R889vg05edWrVri4zkf4cab/oFly5YDAJYuXYq7774LTqcTPp8PAHDqiFOxZcsWHD58WJsDoCSQwF3QZB/+VzOAMcGcKmMzVSq992Kimaqa74t254SgS/U/g+YMGrpP6Jb5Ua8Cno7vUwI3QSIyPFYORqzcdiKbssRtnD179mDjxo3Kf9u2bQcA5ObmYt++fQCAjz/5FB6vF88/9yy6d++OcePG4h833YRXXvmvkU0nM0pkUUXDS6rrSIy852JYWXVV5lTVsz2921Hjb+N6TfV8H/Qe/qfXOlWmqP4X/j2k05yqhDaj53mXQAAnJklQlejNFyLSnaGZKjWVlJTgkksuw/Tpj+PH+T+gqKgITz39NN597z2jm0amFusF2+CS6noyS6EKNdapUmHx34TnQil/G9bpiyuIqFWWMf62NLgr7c/3yMDSiHmKJihUodt+VKpaqXnbExn+p0Zm2wRYUp3IciwZVO3atQstslvWenz9+vU477yxBrSIrCSROTpCWPZGt8yNQeWfa8+pMj5TFfdrrkYlLdUyVQnOy9Nx+F+yFqoQjvKTXgQ9Xlt54+E7TWA7FilUkSyZKs6pIrIcC9/GIVJDjB8BQ+6Chl9cddolEHmsgI5Ds2pQY06VGvMsVOoER85TctT/xHr/Pva/iVuSBlXmq/6n5X402I6er1kCmSpth1VqzMpZNiKb4qeW7CeRwg+OsORukmeqzDL8LyIIiTewU6Msu1pzYBId/ufQMYMY1j491qkyZt6eUXMW9SqZrVbFUv2iqkSGhBoynFQDAudUEVmOdb9xiOIWf1AVPvwv+av/maCkeq01meJ7zVWpCKZGcAcknv2pUUCk1vukIkGPzGzEjQq9zjETzKnSa5ha+LZVW7Rax+F/MWeqws4nvea9aoFzqogsh0EV2VusnRkjgiozdPoAYzJVamXL1Ljrq8GcKiGeTm6N90XT4YAOV/iONNlF5I0KGw3/s1imSt/aHirNqbJyF0ev4aFEpBoLf+MQxSmRQgHhQ68Mqf5nXKEKQ4Zm1ZxzpEI5dMHoQhURmZl45lQ5az4Qf1saEhFUaXTuOYzuBBtUqCIiU6Xpjqr/aZHhf6oVqkiaTBW7akRWwE8q2ZsFMlWqlfKOeccmmFOl1hBEFYpdqDUULuEhpLUKiGg4/E+HTBVEHQK3msyQqRJ0CibVWsDZsKUdYnx6xOdUx6IuaouYz2hgO4goagyqyH4irlAWKKkevn89d+aoOXfHgOMN79QjgddcjeF/agXU4a9rXIUq9JtTpcfwv4hMlV0LVWiZUVFtfTUd53YmMp8ovPpfzayuhQjhNxs4/o/IEhhUkQ0lUMXNGdnJ17RDC9RRqEHHi2uNgMaQDm+t19vAQhUOlQoLJDj8T9e5buHngFaL/xoyp8oERQB0yqioth6WoNccMCSWSQz/zqhZKdNKan7/EpHpMagie4u1+p8zNfIBzS98xt2hFJwpNR4w4OtCrcBOhaIAamUpI+5AxxGo1Lz7rmWhivBMoWZ3/SMydzp1gk1QBCC8SImmxUbUGv4nGvWaxfgd7Qj73rJwpsqYqphElAgGVWQ/iQyHcdUINLQOqmplZnS8uDrdNXat/4VdqNWGOL+y1Ci4oNrwv/DFSVXIVOk1/E+rcz08WNWrE2xQ8ZcIEcP/NLwUh5+rCZVU1zNTlUAmMTxTZeGgStCjSAwRqYpBFdlbjJ1joUZQJdSc36K2WtXvdKz+p1ZAkwiVMlWCU4W5QWqtfxORqYqjLTUziHplqmqeD2oQnZFZGr2Ga5kgUxVZPMX8maq4yv/HvbP4h/+Fn6eCKFo3IHFwThWR1TCoIvtJZMK13sP/9BoOVZcanWhDCnOoEVSpVUFQrYIKjsQyXroGu+4a57va56Or5vZ1mkdihkyVI8HgOlpqlVRXY15i1PtK4P2p+fmwarYq/HtC65t3RKQKBlVkczFmqpw1M1XJG1SZM1MVR2dOjW2gZkGFBO74h7+u8WQoanUaNTpHHK7a57fK57tQI6gSdMpUGbLmWs02hL+PWn7O1SpUISYwJC9GkYVlYvxjRxIEVYIjMoNrxWMgsiHjryxEeos3UyU4IATv3Eu+KvkxjYOqWp0/PYey6DjMrP42qJAtq/UeGTunKqLYSRwZilqBvUbvi5CSAQCQAoHqx1QPqmqeY3rNqTJB9b+wIalxza2LkiqVL4Eamar4NxOVBAK4WjeDrJjlqXWzgZUAiayAQRXZUHxBlZAa7GRKAUjlxfKDemeqdLzDLrjTIx/QYk5NQ21wpUU+EE8Qola1vIgMUwLvQ3ggEc929MpUhd5/Txkkv1f+t9od1FrD/wwoVGFU9b+IKnVaLv6r0rBVHTNV4QGcEMu+BLF29tPIIdRxEmoOu7ViYEhkQwyqyN5i6GQIqY3kf1SVQfJ65Mf0Dqp07CAIKZmRPxtwt1RIqRHYxdPprrXWVXwdlPCsStyT9gWxxkT62N/PWtkdjQJtMXi+S5VlgBJUaTv8T7fOo1rzjBKR6DDQaCW62HSIntm9eMu3u6tvwig3Aiw4dM6wzwURJYRBFdlP2F3qWBb/DQUZUmUJ4A8O/6t58VOboUFVMDNXVSY/YESmyp0R+UAcbVCngyJEbife4KLmkMo42lLreDTqNAqZzQEAgbJCpYOqemAdPBZJkocY6ldS3fhLX0RFSi0rOKqUYQ2/AaD5KOQ4y7eHsuuStxJQhmhbMCCpkaEX9CrgQkQJMf7KQmSkWIKqtCwAgFRZKt+9R3XgoZWad9F163SierhjoOyQ/LMR4/qDd56VTnfNSehRqDmEMK4y+LXmacQXYNYqye9MQcx3/WsEmlq9L6GgSiotAvw++UG1M1WhGxXlR4Lb16ukuglKVEcUqtDoUqzm8GEVFtCOfl/xZcWUoMpTDskrB1W1bkJYADNVRNbEoIrsJ6JDFcPwv9Cd+9JCOVuFsCGBWjEqUyWIypwaKRhUGZKpSgsOQSsrkh+Ip3PhrjkvK47sUI1tCDWHFEa7nVD2L3QXHYj5dQ1tIxTs1lqQWiViZgt5P6UHtRv+F7pREXp/DctU6RxkCUJEwRHNClXUeL9UK6musYh2xjKlKvSdVVUOyVMe8ZiVCKnyzYZAxWH5ARaqILIEBlVkO0KchSrERnInUyo5CKmqVP5zjTNVRgVVQkZTCIIIyeeFVB4KaPS/sIvpTQEAgSMFcrsMGv5XK3iO87UIbUcqPVT9WM0hgQ1tIxSYlRXKP2sVVDVrBwAIFO+F5AsO/1M5sFZej9CxxJkBjH3HNT73eieuanb0NcpUqbLOW0h4G7VeCDjOrFgoGIGnXP4PqH1TxQKUmw2loVECzFQRWQGDKrKfOEuqC5nZAOQ791JlMKhK0kxVKEshlRZC8ulUlKMOQnoTuR0l+fID8XS6a2WqYj+OUCcnYihkPEPIlHl5R5ThSbFmmkLFOwKlwWBXi+FNgqM6qCrcCXi0Ge4qpDWW93F4v/yAOxV6RDi1h9HqG1XVmiuo2VpjNY4zkWGPEUGVxp38iOULYviODn5fBMoPQaqycqYqlMGVbzYwU0VkDQyqyH7iXAxTbNoWgNwBlErli52Y1VLVptVUM5DRa06V0LgVACBQWgB4K+UH9e6cCAIEJVMlB1XxDLsTQx0UZV5WHBX30mp0coC4OjqhO+lSZQkQClbjHP4XOgcj1r1Sidi0DQSHSx5GVVJQfROhRkXIhPcTHN4ZOHxA3r4g6pNZqBXE6BxU1VwDTKfhf4lkmCKGKGq9Pl/E5zyGoCpD/r6QyooheSrkx6wYVIU+F0eCnwuHi4EVkQUwqCL7iQiqorxguzMgZjYDAASKdiNQvBcAIDZtrXbrIhm0AK+j+TEAgEDRLkjl8rh+MRhY6EXIbAHB6YLk81ZnMuIpVKEMpQnN24kjGArNLyreX/1gPG1RypSXQvIFg9VYMk2Co3quWyio0iBTJbboCADwF+bJ+wpVgFQ9U9VE3n5ZkTLPTJdOsJoZnDgowXVwzoxWw7u0Gv6n+XC08M9WLHOqQkFV+SFIoeyq1qMJNKBkxo8UQAr45ce0HmpORAljUEX2E8fwP0doKFRJAeCtQODwPkgBH4SUTAiNsrVopdw8vRZ6rUFs0QEAEDiYp0yWDg2t0YvYpI3chsP7lU59PB1uIV0eYhYKQuKZUyVm5chtOXKgen5RHHOZwjNVoWA1ltdVSG8sz3XzexEo3ic/lqZ+p9GR0xUAEMjfBgBhhVnUzFQJ1cVfSg5WD9equTaZFmp+jnSes6Ic9+F9YW3QYD6ZmkFVeKZK6xLfcWaqQnMwpbJD1TcdgnNhrUTICFXeLASUzwWDKiKzY1BF9hPRsYjuIyAqmZvd8gN+n9LhdLTtrWbrIhmRqXJnQGzeEQDgz98KqbwYgAFBVSiQPbwXUoVccluII1umzNsJdbLiGEIpNpKDKulIfkKVH5VMVVUpAsGKd2JGs+j/PvhcqaxY+Xshhr+PliOnCwDArwRV8usvqngOCOmN5UxkwC9nqkLV2lQeYljnvmueAzoPrVIqKx7aqzymRcax1jYTylSFvWYaB6ERBUti2JcQ/JwGSguVIcOhz66VhIoiBUoKNMsSE5H6GFSR/cQx/M/RshuA6k4mAPh2rQEAuDqfqF7baqi1rpEOc6qc7XpDEEX4D+2GVHZIGfImNmqhFFrQg6NlKFuyHVJFMJBJSY95knzorm/gSHDoXhydVyErWKSkpKB6yFYwWItpO8G/kSqOhN1Jjz7TKSrDm4oglQeLZrhSay0WmpDURhCbyllCf8F2AGHVF7PU66CGjlsqKwKkgFJWPZTF0VSNmxN6V1cLZT6lkgJInjiGgUarRmY3keqNgrP6NdL89QprZ9RtdqVBzGgCAAgU74NUIp+zYuMc6D1nLiGpjSC4UiFJAblQkEeb+YxEpD4GVWQ/YYFUdOu2CHC06g4A8O/fpDzq2/YHJCkAR+se2g0BrHl3UodMlbPjIACAPxg0wlMGfzBD5+o5UvP9ywQ4coKB7P7NgKcMUkBegDam4W7OlOqO1gE5II45w5TaSMnQBI4cCAuqYs+ahYKiQFkRAsH5So5W3aL++9B5FigtAnweZWim2ES9uX2uLkMAAP6CXCCYlQtNmFezMIvYqDpQBaqLVYiNtS3+Iu/E4ExVcM5aoHAnpGAhGMGtQaaq5nDZRMrvx5k9ikdEhi3KJQdCn4FAWbE8RLt4PyRfFQR3ulJ4xwocwWHPUmkhEPApGXZRw2HmRKQOBlVkO0KMmSqxaRsIaY0geasQOJirPC6VHYJ/z3oAgKvbKWo3U25eao2Ou8adGUf7fnB06A8A8G39XXncu/pbAIB7wFg4WvfQtA0AIGZ3gpCSDslTjkDRLgCAVBLsXDSOPoBQMgIVJUqmKtZ5QUqW8tAewFOhLIYcTydHSK+uTubfu1EOypt3iHoIXyiDFCqUEijcKT8eHJ6qBmf34QAA7+ZFymNSSQEkvw+CK1W1GwihappSsAiJFBqu1aStKts/GqFWpkrHoColQxne5S/cWV1dU4vhf7UWrY4/qIrIGGk8pyo8KyOIjqhuJjlCgeqh4BBtyY9AwQ75d8HhrFagBNwHg0ViDgc/FypmiYlIGwyqyH5iDKqULFX+ViBYiSnEt+VXAIDz2JMTm69QD2UOTqgClDs98f04nBBzulZnwUQHXL3PQNo5U5B25kQIohO+vOUIHNqj/Ilv25/wbv4VgigiZeQtmo/vd3Y8Xt7v7jVAsBR6oCj2AEIIZlYCRw5UlwV3OGMaxhjKJAX2bwYA+INBnti8Q9TbAAC405XhnFL5IUiVR+DfJ2c+nVEOIRUbh4IqucBBqOMV6lAmSmzRCY6mbSH5quDb9lf1LwJ+JYBzZHdWZ1/N2gMA/IXy6xnKAjva9NRmKFzEzmsWqtAvqFI6/4cPAN6K6uFdGlSpCxVpCWU0o8361FLjZo6mQajgqF2sJIohgKGbPeGjCULDtR2tjlWvfRqrWXlTKauuRwaXiBLCoIrsJ6L6X8MfAbGOoX8hvtzlCFQcgZjRDI4OA1RrorLvUKcoNPyuz5nIuPolpF/2JMQ4OrdCWhbSxz6A9PPuRubVLyLjmhnIuHYGUoZcCUfr7pD8PnjWzkXlz6/V+tuq39+D/9BuiGlZcPc9K7EDOxp3OlzdTwUA+LYvUR72h+46x5ApU4YEHTkA+L3KEDNHi+gDIkfbPvL+D2yRtxUKZHI6xVSKO5SdkCpLAL9cQdC3XQ5cnMEhd0cnVB9PMFMVmvMUmn+WKGfXoXK78lYC3oqI3/kL5A6qmKNCUCU6q+fMHZTf10DRLgSK90FwupV2aKZmUKBjUBUKxv2FuQCq56s52x2n+lpwYlZwvblg4Bp3MYyar08Cc7MaolTIlALVa8tFEQwqN7/2hQVVezfIv2vXB5aYVyUIcLbtBSDs+yZ4A8XRtL1hzSKi6DCoIvsJD6Qa6kwJDjjb9AQQebFWBHzwbZKHSbl6nqZWC6t3H6oCFew8C6IDgjsVYmZzpJ4xPuYCBSknX6cMIQPkeRzyIq9lqFr6Cco/vhuev2YDwTWDIvi98Cz5BADg6nWGZuu/uHuPgpCSDn/RbvjzViiP+3atBhBbJsMR7MCGsiz+A3K2KbogRr5rLGduvMr+A4V5kKrKIaRkQmzRKbqDAiCGKuoF70ADgG/HMkh+HxzNj4HQpE19fwpAnk8luFIg+b3KUDn//i2QpADEJm1qDxWNkbPrUOUc9u1YXOv3gfxQAJf4XX9H6x4QXKkIlB1S3hsA8G5YAABw9zw94X0cTc3iB3oO/wtl6JThXSUHAQCu7sOQfvGjqs7PFBoHq+EFX+N4lgEAalTjQzDbq2ZxlPBth24+lB2qHhrZQFAlNm0bNkR7h/K4f/8mSJ5KiOlNlGUizEzM7gwhtRGkqjIEDmwFAAQO7ZKH3qY1UtbLIyJzYlBF9hNeqKKBi7WjTU8IqZkIlB9GIH9rnc/xblwAKRCAs01PVee2QHQqZcx9e9YpD/t2rkTg8H6I6Y3hPu7sqDfnaN8Pzg4DIAV8KP/0PlT+/D9UzHsBFfNfQvkn98C76htIpQePug3/rlXwF2yH4EqBq/eouA7rqJxuuHrJHWrPii8BSMqvpOK9CBw+AMHhgrNd36g2pwylCc6F8274Wd5Nl8FRzWNy9z8XAODLXQIES35DCsC/V34/5Dvg0QkFI/79W6of9JTBvztURXJwA38vB2WBwjxlSCQ8ZUoW09G6e9RtqbXtY/oj9dSbIIgivJt/hT9vZa3n+PfJd/3F5u0TrgIZOnd8ecsjHvdu+VXuBDdto+3cvZqf+0QKOMRIbBLMHgUzEKFAHwDEtMZIHXEzVMmqCALERvKQsVCWPTSnL2bBoFPyVkLyyBnMeAq1REMMFpUIHMlXlnMQG6gI6Qjd+DqwOXKIdsAP/561AADnMf1Vb6vanO37AYgc9gy/r/oznh39TRwi0h+DKrKf8ExVA8NYnJ1PAAD4cpcCklTnc6SyQ8qdffcJl6rTRsjrNAmCCMlTCX/eCnjW/wjv1j9QueBVVC35GADg6jmiuipXaiM4Ogys+0636ETK4MsBAN618xA4tBu+bX/Cv3Ml/HnLlYp20fCs/Fred6/T6rxbLTbvAPcJlyBlxM1wBDsJ0XJ2HiwHsUcOwJ+3rNbvfTvk4YDRDA8TUrMgZjaDJAWUO/WBgzvg27sBguiEq4EhjGKLTnB2GAgpEFCOWWnH7mBHLcrgDqIDznbyemY1h5FWDwFsIKgKZboObIt4PLS90DDV2AlIGXIlAMC78WdU/fIWwoPZEKniCPxFuyEIYuwBT2ojONr2hnvgBUgb9wCc7ftCCvjgXTc/8nneSniDBVJcvc6I52CiUitTFUd5/Dj3XB00BBf+9e9Zh8oF/0Xlz/+D5CmHI6cznN1OSnxPGc3kdcD8XjljIwUguNPiy2iGXi+/V1m0uqFAJ16hwjCBg7nVa00F16yr929aB4Oq4HC/cL6dK+XnBOdpmpmjvfx94g9mxUMCB+UssajS3Eki0oa+i3MQmUFYUCU4nIDgACR/7eeJDjg7DARQ3Zmvj2fpJ3B2OB7Otr3g6DAgYthavJzBzIVv9xoAEjx/fKD8zr9zBQJHCiBmZcN9/DgEDh9AypArlcVUvRt+gmfpp4CvCkJmC7hPuBhi45YIlBfDs/KrhNrl37kK/kO74WjaDulj74VUVQqxSRtI5UcQOLwPjvbHKdXVnJ0GofL7p+HftzG6Y+4kB7HeTb/UGcR6t/4Bd/9z4WjXVx4mEyz5XZfQcJ9A8b6I4YzelV/B2aYnXN1PhXfV18rCwjWFsoC+rb8rFeqU1yCYXRKzO0FIy6p3GyGuPqMhpGQiUF6MwIEtEb/z7VwJyVsJMSsHzk4n1HuuiTnyHCR/jYypf98moPeouDNVYsuuEBu1gOQpR9WfM1FXQKXsa+96OJq1g7NtL/hzl0a1faFxa6Sff0+tSnSexR9BCk7CD+fd8BPcvU6D45j+EDKaKtUWVRXMVEmecgjudGW+m9aEzGYQnCmQ/D5l2B9QHVgL6U2QcuKlcA8cKxcKCS4jEI/wjA98HgQO7YGjWXs4OgyAb9PC2NodfO8kTwX8hXkQm7SCo11f+Peuj7t9dTfaCccx8o0Y/76NkMoPwXlMf7iOOxu+3GXK2m41WqcUoqjre8aXtwKSzwNH07YQW3SMqOCaMHc6UgZdCLFZe0gVJfCs/BJiThc4WnSCL3dpreDoqBxuiE3l4LHmUHN/QS5cPdUrEkNE2rBUpmrUqDMw9/vvsGtnLrZu2YR333k74vdt27bFzA/fx868Hdiwfh0euP8+OBzar+tD1lJr4UpX3dkqR5teEFIy6uwI1ySVFsK79nsAQMoJl8RUwKDuRgrVQdW2P+rYoQRPqMx537OQesp1EJwuBMqLIYgOuHuPQuZ1ryDjyueRcdkTygLFnj9nVs9TiJsEzx8fyoFA41Zw5HSVO6ZNWsHZYQAE0QHfrjXwF+6EIDqQMuIf0d0dd2fA0UbOgPjq6bBLh/fJww9FR4OZnZqliUP8+zbCf2ArBKcLrj5n1vm3QmZzOIIBtXft3NrtKC+GP3+7nLUJPq8+QuPWcA8cCwDwLJlTO1j0eZSMTcop19W9+K0rVelwBfJrZqrk4WOOpm3jmucWqjzoy12uFNCoT6gT7WjbO7qNp2Qg7Yx/QnCnQQoE4M/fiqo/PkT5V4/VzlIFScV74d+/CYIoKlUg1SYEP/OhQh+uHiPh6neu6oUiaqoOdA5UD+8K413/IwJlhyBmtoCrx6kJ7ksuaiIFi7P4tvwGAHD3Oyfm9e6EYLVPqaoMvm1/AgBcvU5X5oepxdn5BIhpjREoLYJ/z3p4Ny2Cv3CnPCxyZN3DIsWmbSGkZEDyVEbMz1N4K5RhpiknXqqU8o+XkN4Uzh4j4B50MdIvfhSunqfB0bIbnB0HIn3cA0g96Rq4jj0FaWdOQupZd0SdGRSbt4cgOhAoL1YW9g4JzakVW3TQpMosEanDMp/Oc88dgxkvv4SZM2dixIjTcM6Y8/DJp58qvxdFETM//AAulxvnjDkXt40fj8svvwxTp04xsNVkSjUW/qxvXpUzuPaUb0f9Q//CeVZ9K2dtGreCo0NinUFHqx4QM5pAqipVsiI1+TYtQtWSOZCqyiEF/Kha9hnKZ/4LFd8/DcnnAVC9UK5v91qUfzOtwYxbtPz7NqL8i4fh27Me3i2/o/yz+1Ex7wV4Vn6Nih9fRuUPz6Liq8fkaoHpTZB62i0NdvidHfpDEJ3wF+5SCjHUedxbgsPDeozA0eaeKKWr67gzHQpIXb1GQWhUe/0XZ9ehEEQRvr0bIkrLR7QjNBQxmF2rm4DU4TdAcLjg27UKvq11BMgAPMs/lwM9d7o8p6ZG4QRHdmcIoohASYEyz0RRVaqUeY95WJ4gKIs9R3Nu+PdtguSrgtgou8H5g0JGU6SPvV/OYnrKUfH5/aj46jF418+vd35iiC9X7gQ7jlG/oqa8Yfkz79vyOwJlxRDcaUgZdCHSz/uPMo9RLUJmc7h6nQFH++PgCGYba2Y+FX5vcC4h4OqfWJAnNpODh9C6Td4NPyNQVgyxUbayFlm0lKDKUwb/rlXw5S2H4HAGz1X1KgE6O8kBvnfTQnn0gM+DynkvQPJUwpHTFc7uw2r9jZKlKthaZ6AKAN5V38oFYVr3QNoFDzbwma2fmNMF6Rc9itSTr4W73zlyAHj4ACoXvaGUbwfkZRcknxfOtr2QMuxvUW3bESx6U9f3VaB4n1wcx5Xa4FBIIjKOJYIqh8OBxx59BA88+BDefuddbNu+HZs3b8YXX3ypPGfkyBHo3v1Y3Pp//8Tatevw448/Ydq06bjh+r/D5dJxYUcyv5qZqjo6LmKTNnB2Cq6VtGlRrd/XyVcF77of5U32G5NYE485Tt5k7opaa2NVk+Bd/R3KPpyEsvcnwBsc1uffsw6VPzyHQOlBeNb+gLIPJqJy7jPKOktqkQ7vQ+X3T6Fq0esIFO2Cf+dKeJZ9Cn9ucC6U34PKn16F5K2Co3UPpF/5LFKGXV/vAsZK576BYWXerb9D8pRDbNIGjvbH1fu86iIVO2r9zr9zlZxpcrrgHnRRrd+7gtUBwxdArskXPE5Hq+71BoyONj3hyOkMyVOJql/fqXdbkAKoXPg6pKoyOFp2lTurYdlOpXLggbqDEX+wkElo6FS0HK26Q0xvDKmyVFnI+qh8VfDtlIc0ORsorJEy/AaIjVogcCQfFd9Mrzc4rXM3oXkwrY4F3OqviRYqLR4oK0L5p/ei8pe3ECgvhtikNdIvelQpo58osXkHpI+9HylDr0TamZOUjGWo8EBdfJt/RaB4v5ydOeW6hPYNAP7QvvweeFbJ3xHufmNiyqaHsqehoZiVv7wtv15N2yjFXBLmSoUjWE489NmS91kEz/LPAAApQ6+Ge/AVEXPgxFBQdZTvt8Ch3aj4Zhp8e9dDEESknHRN7OeVw4XUEf+A4E6Fv3AXPOt/QuWiN1H+6T3wbflNnhNXUYJAyUFUfPUoKr5+FJLfB+cx/SEG54kdTc2iOpGk6jW3otgWERnDEkHVcccdhzZt2iAQCOCnn+Zj3drVmDXrQ/ToUX1X9oRBg7B+wwYUFBQoj/204GdkZWWhR4/65xq43W5kZmZG/EdJrkamSqxZ2EFwwD30KgiCCN+Opcqd3mh41s+Xg4gWHaIfIlUHR6vgQpbBylVHFfDVXlNo30aUz54Mz1+zjjrvSGtS8V5UfP8U/IW7IAgiXMeeEqxuVoMrTXm9wjtUdfJWwrtRnhPiPq7uYhNCehOIGU0hBQLKGj01WoaqX98GADg7DojspDVrL2dXfF4lY1LnsZUehL9gBwSx/iGArl5yiXLv1t9qZ5hqbq8kHxXzX5TvcHccGBHshe7G1xz6F+ILzuFztu8nzxGMkjL0L29Z3fMK69pXqLBG5xMRkSl0pcJ94qVIGX4jUk66Gs42vSD5qlAx9xkEiup6D+onlRTIRTFEB5ztoywGEgMhNdihrioDPGXwbf4FFd8+Af/BXAjuNHmoWYJLBji7D0fauXfJhVfKihEIZqckvxe+nUeZcyn5Ubnwf5ACPjg7naBkzGMhpDepztSGZQV9m36BVFkqr6vXplfU2wsVSQlVLERVKap+fx+APAww/MaUkN40rnLrzvb9IDhcCBTvhRRchy3Eu/4n+PO3QnA44e4zCukXPCQX5BGdYYv+Hv2mUaBgOyq/f0Y+r1IzlQA3Wq6ep0FslI1AaREqvn4Mnj/elxd/D970kkoKUDZnKso/vkuew1a4U1kc3j2g4X05guu/BQpq3wQCAH++PARdVGlNOiJSnyWCqo4d5Dtuk++8A8888yyuvPJqHC4+jC8+/xRNmjQBAOTk5EQEVACUn3Nyag/vCZk0cQJyd2xT/lu7ZpU2B0GmUXNOlav7cLgHX4b0K59D2rl3Ie28u+Bs0xOStxJVyz6tZyv1qCqDN7RuVQIL5IqNg6WQ65ojYDGB/G3y0K/vngoGDMfD2TWyupmzQ38IDicCh2p3qOriXTdPHs7TqjtSTrq6VhXH0F36QPFewO+pu12HdsN/YAsE0YmU4TcowXZorpZ/16pawWpNRxsCKDZpoxQ68a7/qcFjAoDA/s2oWvQ6APn8EXO6Au50pQiFr54gO5C/FYGKwxBSMpB+0cNIPfsOuWy5+yidW8FRnR3cVntdqvr4d6+G5KmAmNkcGVe/CFev0yFktUT6+ffB3fcsuLqdpKx35Vnx1VGHch51P8HAw9lpUFx/Xz9ByVJIlaXKo9Lh/aj46lH4C/MgpGQklIFJOflapJ7yNwhOtzz09pO7Uf7x3Sj7cBLKP5pS99yfMIGDufAsC2Znhlwecyn00LIE/v1bIoP5gA/e4JyoowVrjrZ9kHrWv5B6+m1wn3iZUuo7vPCCP28F/EW75KGTJ1wC96CLkDb2fmRc8TQyLn9SySBFKzR/rs6bKpIfFV9PR8W8F+A/tAdCWiOkj70fqaf/H8S0LHm9swN133CI3E5AnlcKwNVzpJIBjqV9ntXf1L2OHyB/X4SNLPCs+kbOVrXthbRx99d7o03IyoHYuBWkgL/ebHRo3SpHjoUzVa7UekcqECUDQ4Oqe++9BwcLDhz1v65du0IU5WY+++zz+Prrb7Bq9WqMnzARkiRh7PnnJdSG555/AR07dVH+69M3tuEzZEHBL3XvZvkuorPDALj7jIaYlgVHy25wZHeGFAjIwznqm/twFN51P0AK+OFs2zuuidxCahYEVyokKdDgulFW4t+7Hp4VnwMAUoZcWT18TBDDFp2Nbs6XVF4M77p5AOQ7yKln3BYxnOlo86nChQJgZ7s+SL/4MaSMvAXu486RfxfMyByNb4c8VNHRuketzIYrOATUt2MppGD57Gj4diyBd/OvEAQRqcNvgKvLEHmuWdFR5ppJklJxUmzcCs42vZAy5AqkX/wYxHoqhjna9ZGzKBWHa5V5Pyq/T5n4L6SkI2XoVci45HGITVohUFYE7/a/EDhyAN5Nv9RZ5CNavu1yoOdo36/u4h3xcqdCCF5TJE9Z5O8Cfnj++giAXLyirvl2DXF2PhGuHiPkeY5L5qBy7rNKcRip4kiDGcsQ75rv4c/fJs+zG3lL1BlIoXGr6rXe1nxX6/eh7Imzw8A6s3GOdn2Rdta/4GzbR86Y9h0tb2vdfPkmhUKCN7S8Qo9T4e43Bo5gxU25zbc2WKTB1Wc0Us++E+mXP6UEz/VmqiU//DtXovL7pxEo3gshJV1Ze8q74aeoM63+fRvg3fYXBNGB1NP/CaREMQzQnaF8jvzBoanRkEoL4V0tvweO5h2Qesb4Oq8J7n5yAO/fs77eGzn+gu2QAn6Imc2iWmPPbJzHDkPGVS8g48rnEhrFQWRmht4ymDHjFcycOeuoz8nLy0OrlvJd+02bqy/8Ho8HeXk70badPGkzPz8fAwZGTmrOzs5Wflcfj8cDj6fuO9mUpIIZCf/uNfBt/wvugeMgNj8GnlXfQEzLgti8g1w4IGzB3VhIpYXw7VgKV5fBcPUdjaqFr9f5PKFxa6CqDFJlZDluIUs+b6WyoqPMp7Im75q5cB7TH46W3ZA68mb4e58B+L1w5HSB5CmHd3OU89cAeJZ+jEDxPqQMvUruAHYZqsyBCmV2QtXd6uPbvhi+jsfD0f44iI1aKKW1A6WFUZVDlocA5sKR3RHODgOVUtWODgPhCq6l5Vn1TdTHFFL110w42vSC2LilnIkD4NveQFn/NXPlQFXyw7txIZwdBkJs0hppZ05E+Wf31+rMu46VJ/37tv5R7wT/+njXzYez4yAIYYvmBkoPouKLR2qdz/EKHNoD3561cLbtg7QxU1H11+yoy7gfTSjrI3nKAX/tkuX+fRvg27UGzvZ9kTL4UlTOfymm7bsHnA8A8K78WulQx0WSULnwNaSffx8crbrB1X8MvCuq5xHDnQZHm95yoCNJcPc9E46Wx0JsIlf98+/fUmcAECjcCX/BdjiyOyPt9H/Cu/5H+PdvlotXBPzKkFpf3nIECndBbN4e/oO5dR6LL3cpAqUHIWbKn5uq39+Hb+cKpJ55OxzN2sE99ApULfhvnYfn6Hg8UgZfFrm9XWsazOJJ5cUo//Q+pJ0zWRkWG1rUO1pVv74NR7P28pywfmPgWfzRUZ/vbNcbgijCf2h3zCX+Pcs/g79oJ1KOvwBikzZIv+BB+PZugGfpJwgUbIez2ylwHXsKJCkgZ8HqExxS6MjuBEfLbsowXCsQ0psgZejV8igRhxOpI29B2Zyp8vBboiRiaFBVWFiIwsK61p2ItHLVKlRWVqJr16746y/57qXT6UT79u2xe5c832XJ0qW4/fZJaNGiBQ4elO/ujzj1VBw5cgSbNqk7QZ+sTQhWVpMCPvj3rEPFnnX1r1UVJ+/auXB1GQxnpxPhWfJxRIfW2WUI3MdfALFRNiSfF5ULXono/IhZ8t3xwJECJB0pgIrvnoKr72i4jxujzNWQpAAqf3krtg6LJMG35VcIqZny2j4Dxsrl5x2u6jWdGiq+4Peict4LwUnyvSFm5UBIy4J3w4IGy4uH+HKXyEFVpxPkoEpwIGXoVQCCd/cL8xrYQh08Faj8aQbSRk2EkNYIgfLDDRZMkY4cQPmcqZD8XsBbCc/Kr5A25i44WnSAe/DlqFrwqvJcITWruhhKMGMbi0BhHspm3g74vHAPHAtH+36o+vUt1QKqkKo/ZkIcMwViZnOknf5/qPhxRsKBVWgOZaCk/s9X1eLZcLTtBWeHgUg94zY5uGh1rNyZzVuBql/fqnNpAkfrnsFqh5XwJJClC5GO5KPq93eROvIWuPufC//OlQgU7oSQ0RRp595d7wK8/v1bULmo7ps5gHxzw3HarXC0OlYJTCL26/Oi6o8PGv48ShIqvn8WKUOvgnfDT/AHM5hVi15H2vn3wdV5MHybf63zBlXopoMvb4U8TK6sKOosHqQAKn/+L1KG3yDfbKiZcWyIrwpVf81C2ln/gqvn6fCumVvvAuhCelMlUPbvjGHdqTD+3GUo378Z6Rc8CDG9CZxtesJx1h2oWjwLKSfKgaVn+ecNFhPyH9gsB1Vte1kqqHK07Q3B6YL/0G5AkuBo1h7uvmfBs/QTo5tGpCpLDG4tLS3F2++8iymT78SePXuwe9du3HbbPwEAX3wp37lbsOBnbNq0GTNmvIQHH3wIOTk5uOuuqXjjzbeYiaIIQmhStSdsmIWKARUgDzvz798CR6tuSL/wIXjWzJWHM/m9SBl+g7I4ruB0IXX4DSj/5B7loi4GhxxJJfHNRTE9vxfelV/Dt/lXeciP6IR/7/oG71DXx7v+J7m8cVa2XLVNEOT5WSUHo38NvZXw5y5DPGeBb/sSpJxwCRxtekDIbCEHZxlNEag40uAd8KMJFGxH2af3wJHdCf4D26LqOEYUJfF5UPXLm0gbez9cnU+Ef9dqJZPn6jtaHlKYv63GkK4YBIMKz7JPgVjnHkZJOrwP5XOmIuXES+HqMQKpw29AxeH9MRSPESBkNIHYKAeBIwcglRdDbC4Pvwocrr3wsLLf4r3wblgAd+8z5GFyYYVIXJ1PgOB0o3Le87X+ztVzJAC5QmXi68HJ5GzqIDg7DULK8BtQ8eXDcB9/EcTM5pD8PmWOqC9vBbybFspV4hrIAPh2LEHlQhccbXrC2eF4CO5UBIr3wV+4E1JVKXxbfov6BkeoCmi4QOFOeNfPh7vPmUg56WqUf3JPZNbdlQZHO7kAiWfZpzFVhlT2W3YIld891fAT6+Hfsxb+A1vgaNkNrr6j6/ysCqlZSBszFWJWNqSqUng3/hz3/lBZgorPH4TYogPcfc+Co3UPpJ7yN7ktB7bCG0VG279zFdBnNBzt+8nDnaNY6sMMQjfP/LvWwJ+/FWlnjIer+3B4VnxRZ7aYyKosEVQBwAMPPAi/z4cZL7+MtLRULFu2HBdceBEOH5Y7ooFAAFdedTWefHI6vvv2G5SXl2P27I8wbdp0g1tOphMMqiSNhx54ln+O1NGTIKRkImXQRUgJq+bmL9yJim+mIe3syXBkd0TKSdeg8kd5mJGgZKqSNKgKkudF1b0AbEz8Hni3/AZ3n9Fw9RwJySdnmHy79Ck6I5UehG/3Wjjb9UHauXdDSJHPL++a7+XKjImoLIlqGGJ9AkW74F07F+7jzkbqqTfC3/cs+PdugLvPKACAJzgnxtS8laj6/X0IjVrA2bYPUs8Yj/IvHwKqyuSFX1Oz4N+3odafic2PQcpJ11RnQ71VqPrjfWUun39v7b8J51n8EaTSQgipmRBSMwFBhD9/uzwf8Jh+cBzTP3J4XUomHME5PqFhoGqp+v09OFp1h6NZe6SNuRuO7I4AgIqvHwecLsDvUxaIjZZv6+/wbf0dnrSPIbboKL+GPvVuQHqWfw5n58EQs1rC2e2UiNfE1XWoXOnv0N64AirV2rjya6SNvh2uHiPhWfUtUFUa8Xv3wPMhZmUjcOQAKr5/JuE5rlLFYfh3rUbF/s1IHXY9HG17wV+QK2c+owiQ/Pu3QKoqk4ep53RtcFF6s1BGDuRvhX/nKgRKiyBmNoOzw/GWyrgRNcQyQZXP58P9DzyI+x94sN7n7N69G1dccZWOrSIrCnV6JU+5pvvx79uAii8fgbPjIDja9ICY3UWZIO9d+4PcWfztbaSdfx+cHQci7YKH4F37g1LqON7MjR15Ny6Eu89oZeI6EMP6Yqrs/2c42/WBmNFE3veuVfCuSXz4lxo8yz4DHC64epwKR7N2cAQXD/XlLpcrHFqBFEDlgv8i/fx7IWblIO2sfyNwMDe4ADTg3fwLqn55S3m6kNFMLmcetrC34EpB6vAb5M1VlTZcFCXgq7PQhpjZHO7+5yLlhEtQvmu1Mh/N1WUIBIcT/oO5MZeQb4hUWYLKBa8g9ax/KQGVf/8mBOpYgy3mbVcc1uY88FbCu+obpAy9Eu4B58G39TfA74PYrD3cJ1wsP2VDdFUxteLfvUaZE+nuM0qpuAgEq3d2PxUAUPXbe5COMlw0Zt5KVP40I/a/k/zw7VoNV9ehcHYYAI9ZgqqUDLh7nQGxVTcAAjyLP6oe9uxOg9i0DQDIFRqlALybFyFl4Dg4uw9nUEVJxRIl1YlUk5IBIVh+W6pQd/5HXQJFu+BZ/hkqvn4c5XOmwrd7Lbxbfodvm3whCRTuRNWfH0DyVsLRrB1Sh18vL8bqKYd/v0kumBYgHd4P3+41ys/eTQtV79gejT9vOTyrvkGgtBBVyz9H5fyXAZhkaE7AB8+fH6Lsw9tR9edMSJUlkHxV8tAbK6kqQ+X8F+XPSouOSkAFyEU3XP3OBQT5kubsdhIEZwoCxftQ9vF/UPr2LUrBEMlbhcofZwBx3lTxrP4WUmUJxCat4ex2svK4MzRHKI45atHw79uIim+flIOpsmJULTH/fBTvpp/lrERGM2T+7X9IOfUmpJ33HwiuVPj2rIN34wKjm6gsiCyvt1W9BEHK8OshiA74929uMKupp1B1xFrrxBlGQNro2+EeOBbONr3gbNMTaWffoVTsdLTpBUEQESjep8y59G3+FZIUgLNNT3UrexIZzDKZKiI1hCZ2B8oPR12IQC1S6UFUzn2m1uO+DQvg2/YXXD1OhavXGRAzmsK77sd611eiunlXfQtHm96QSgtRtXiO7vv3LP3E3BOvPeXwrpsH78aFEFwphi4KHa/AoT0o/+JhOSuU0RS+nSshZjZHypArkDLoQrj7ngXvll/h7CBXgvWs+V4pZ+9Z+gm8mxZBqiqPvbBBOG8lPCu/RsqQK+AeOBa+HUsgpGTAkd0JUiAQ9bIA8Qgc2IKKbyw0pN3vg3ft90gZciWA6uIU/n2bUPnTq6aYE+TPWwl/0W65WmH/8+FZPBtiTld5aQ0lo2R8O0P8u1fLQwAzmsHRujv8+zZqti9X7zMgNjsGvq1/1DnEFgDEFh3k18rngWfFF3B2PlEuH3/qjaj45gk42wUL4oTd9JLKiuDfuxHOtr3g7HZyZFVLIgtjUEW2IrboBAAxrRukC085vKu/g3ftDxCyWka1AC5F8u/fhPKP7pQ7zfUtzkmA3wPJwgG7dHgfPMurh2n5AQipjeDqcyaElHS4+5wpP6+qHL4aJcXVGsLl3bgArt6jIDZqgbTRtytVJv37N1kyWNWSd+PPEDKaQUhvCsHpgm/HUviCCxCbgwTPkjny3Ko+oyCVHlTW1/LtXKXLiIaY+H3w5S6Fq/upcHYZollQ5ep/HlKOv0D+97GnoOqPD+FdX3sOrKNVcPmKPevgXf0dfNuXIP3Ch+Bo1R2ufmOURZP9OyOHmPq2/Apn215wdT0Z3hVfwUyBK1G8GFSRrTiDiw76TDScI0LAz4AqAbGuIUPJwbPsU3iWfwZH+35wHjMAcLnldZW0CnD8PlT++DLSzv63vGB4y24A5HWbqAa/L6EqmHrw714Dz9p5cPcZpSyHACDutQq15t36hxxUdRyEqj/eT7yCXmojuLqeBCGjCaQjBUBKhhJQSVXl8s2KwZfJ1UJrzOMTmx8DoHpNQKn0IKoWf4TUk69FyqALAchFl2oGf77c5ZA85XLV1lbHxrYAOZFJMagi+xAEONr0BGDeiyURxUmS4N+5ss4Fb7UQKMxDxXdPIe2sf0NIbQTJUwH/DgZVVuX5ayak8kNwDzgfgisVgfJiZf6S2QT2b0GgtFAe+nrSNQgcPgD/rtUxLDUQxp2B9PPugRhcdD6cb8dSVP7yJlJOvg6uLoOROvIfKP/8wYjlAhzZneU2hRVW8m38Gb6OA+Fs2wcAgqXoa2Si/B74ti+Bq8epcHY7mUEVJQUWqiDbEFt0gpCSAamqTJWqWURkb4HCnSj//AFU/f4+yr98hEP/LM675nuUzfo3yr+ZhoovHgK8FQ3/kSEkeNfNAyAXaUk54WKkjXsArv7nIpbiFUJqI6SOuEkuG192CJ618+AvlAv8eNb/KM8n81ai6vf35CAuq6UyPw4AxJwuEBu3hOTzwJ+/NWLbVb+8BamyBIGKw/Bu+qXO/Xu3yEVdnJ1OAFypsbwARKbETBXZhqOtXKrcv3eDKSZIE5H1SWWHDC8NTiryVCCwf7PRrWiQd+08QArA0fJYICUdzja9kHL8hXD1PF1eMHr7X/WuXSakN4H7xMvg7Hg8BIcTks+LynnPV2ebUjIj1+zylKNy4WtIO3syXMeeIpd237EM7hMvASAvUA1PZAAqlR1C2cf/ASDVWxgmkL8NgeJ9ciXNjoPg26JN5UwivTCoIttQ5lNx6B8REVmaBO+6+coC6s5uJyPlpGsgpjeGu88oed2t5V/UXjrB6UbqWf+Go2lbAIA/fzs8yz+LXBexxiLIABDYvxmeZZ8g5YRL4Op+KlzBNbykytKI9b0i1LGdmrxbfkPKCRfDdezJDKrI8hhUkT043RBzugAA/HvXG9wYIiIi9fi2/IbAwTy4+o+B4EqFs30/uAeORaDiMHwbf1ae5+oxEo6mbREoK0blvOdiWmTeu/o7BApy4ep7FsTGLRE4vA+epZ9CKo+/QJBv6+9wH38hHK26Q2iUA6kkP+5tERmNQRXZgiOnKwTRiUDpQdXKKhMREZlF4NBuVC34LwDA1W8MUgZdhJShV0I6vB/+fRshtugI9/FyRT7Pii9iCqhC/Ps21LtmVTyk8mL496yDs31fuLqdHLFcApHVsFAF2YKjdQ8A8qKTREREycy76ht4t/4BQXQiddQEpJ52K9LOuxuC0wWpsgS+HYuNbqIiNOzP2e0kQIi+0AaR2TCoIltQFihkUEVERDZQ9evb8Bdsl4cDdjoBguiEb8dSlH/5SK3CEkby7VwBqaoMYmZzOIJl2ImsiMP/KPm5UiFmdwIAroVBRET24Pei8ocX4Op/LsRG2fBt/wu+bX8a3ara/D54N/8Kd9/RcPcbg4rda4xuEVFcGFRR0nO26wvB4USgeB/nUxERkW1IlUfg+fNDo5vRIO/auXD1Og2OVsdCbHWsJcraE9XE4X+U9BwdBwGQhxgQERGRuUjlxfBtludWufufZ3BriOLDoIqSmysVzmP6AQguUEhERESm41n9HSS/D862veEIritJZCUMqiipOY/pD8HpRqB4X1zlY4mIiEh7UulBeDf8CABwD74cENhFJWvhGUtJzdGmFwDAl8ehf0RERGbmWfEVpMoSOJq2havnSKObQxQTBlWU1KrXp1JvsUIiIiLSgKccVcvkBYDdgy6C0Cjb4AYRRY9BFSUtIbMFxEYtIAV88B/YanRziIiIqAG+jQvh37cRgisVqcP+DoALApM1MKiipBXKUgUKcgFflbGNISIioihIqPzlLUjeSjha94B7wPlGN4goKgyqKGk5WnYBAPi53gUREZFlSCUFqPrtXQCAe+BYOI7pb2yDiKLAoIqSlpgdDKoKthncEiIiIoqFb9uf8KybDwBIHfEPiDldDG4R0dExqKLk5EqF2LQNACCQv93gxhAREVGsPH/Nhm/3WgiuVKSdOQlis/ZGN4moXgyqKCk5WnSEIIgIlB6EVHHY6OYQERFRrCQ/Kn98Cf4DWyCkZCBtzBQ4WnU3ulVEdWJQRUkp9KXrz+fQPyIiIsvyeVDxw3Pw798EwZ2O1LP+BWe3k41uFVEtDKooKTna9QUA+PesN7glRERElBBPBSq+fxq+HUshOFxIHX4DUoZdDzhTjG4ZkYJBFSUdIb0pHDmdIUkB+HetNro5RERElCi/D5U/vYKqpZ9CCgTgOvYUpF/0CCsDkmkwqKKk4+w4EAAQOLCN86mIiIiShgTvqq9R8d0TCJQUQMxsjrRRE5A6+l8Qszsb3TiyOafRDSBSm6ODHFT58pYZ3BIiIiJSW2D/ZpR/ci/c/c+Fq+9ZcLbrA2e7PvDtXgPv+p/g370akCSjm0k2w6CKkktqI6VIhS+XQRUREVFS8nvgWfYpvJsWwd3/PDi7nQRnu75wtuuLQGkhfNv+hC93GQIHc41uKdkEgypKKs4OAyCIIvwHcyGVFhrdHCIiItKQVHoQVb++Bc+qr+HqMQKuY4dBzGwOd78xcPcbg0DJQfj3rIN/30b4923ktADSDIMqSiqu7iMAAL4dS41tCBEREelGKimAZ8kceJZ/BucxA+DsNAiOdsdBbNQCYo9T4epxKgAgUHIQgaKdCBTugr9oF6TD+xEoOQj4PQYfAVkdgyqyPLFpWzi7D4ezbW+ITdpA8nng3fyL0c0iIiIivfl98O1YAt+OJYDDDUebnnC07gFH6+4Qmx8jB1mNWgDB+dchgbJiSCUFCJQVQao4DKniSPX/K0sgecoBTyUkbwXg9xp0cGRmlgmqunTujAceuB8nnngC3G431q1fj2mPT8evv/2mPKdt27Z46snpOPnkk1FWVo7Zs2fj4Ucehd/vN7Dl8REym8PZYSAACZAASAEAgASpevJlxCTMuh5DPY9J8f2uzkmfoceEsMYLYf+v+Xi0z5P/L9T190L1/hzt+8LZtk9YEwPwLPsMqCypo61ERERkG34P/LtWwb9rlfyzKw1i8/ZwNDsGYvP2EJu2h5iVDSElA2JGEyCjCRxRbFby+wBvBSRPBSSfRw6y/D5Ifm/w397gv31AwAsp4Jf7cYGA/P/gvyUpIPetJH/Y7yRIoZ+r9xjZB2uw/xfb8yXl3+Yq7hEo2A6p7JDRzYiaZYKqDz98H9u3b8cFF16MysoK3HzzP/DBB+/jhBNPRH5+AURRxMwPP0B+fj7OGXMuWrZsiZdfehFenw+PPvqY0c2PmdikDVKGXGF0MyxBCgTgy10G347FCOzfDIkBFREREdXkrUBg/2YE9m+OfNydATErG2KjbAjpTSCkN4aQmiX/Py0LQkojCO5UwJUKQRAhOJyAoxGE1EbGHIdNVC54Fb7ti41uRtQsEVQ1a9YMXbp0wcRJt2P9+vUAgIcfegQ3XH89evToifz8AowcOQLdux+Liy6+BAUFBVi7dh2mTZuO++67F0888SS8XmulaqWKw/Bu+xPhmRkhPKMT8e/QXwmoJZT1qfXc8B+O8rs6t13X76SwGxxS2M9S9UN1Ph52d6Sex6X6titJkMoPwbthAYtSEBERUXw8ZQgcLIuiUqAAuFIguNIguNMAdxoEhxtwugDRCcHhAhwuwFH9b8HhAkQHIIhyn0z5tyj360QREMJ/L0IQgo8Fd1nvqJ+I3wmR/bKj/U7ZVF19yUSptiFIlaWqbUsPlgiqioqKsGXLFlx26aVYvXoNqqqqcN111yI/vwCrVskp3RMGDcL6DRtQUFCg/N1PC37GU089iR49umPNmrV1btvtdsPtdis/Z2ZmanswUQoU7kTVz/8zuhlEREREBACQAG8lJG8lpHLrDEsjfVgiqAKACy+6BO+9+zZyd2xDIBDAwYMHcdnll+PwYbk0Zk5OTkRABUD5OScnp97tTpo4AZMn36ldw4mIiIiIKKmJRu783nvvwcGCA0f9r2vXrgCAJ6ZPQ8HBgzj3vPNx5uiz8O233+GD999Dy5b1B0zReO75F9CxUxflvz59+6lxaEREREREZBOGZqpmzHgFM2fOOupz8vLyMGzYMJx55ih06XosSkvl8ZWTV0/FiBGn4rLLLsMLL7yI/Px8DBg4IOJvs7OzAQD5+fn1bt/j8cDj4doEREREREQUH0ODqsLCQhQWNlxgID0tDYBcLjtcIBCAKMrJtiVLl+L22yehRYsWOHjwIABgxKmn4siRI9i0qUaVFyIiIiIiIpUYOvwvWkuWLkVxcTFeeulF9O7dS16z6v77cMwxx2DevHkAgAULfsamTZsxY8ZL6N27F0aOHIG77pqKN958i5koIiIiIiLSjCWCqqKiIlx22RXIyMjAZ59+gvnzf8DgwYNxzbXXYd06ucR6IBDAlVddDb/fj+++/QavzHgZH330EaZNm25w64mIiIiIKJkJzVvkmGv5ZINlZmYid8c2dOzURZm/RURERERE9hNtbGCJTBUREREREZFZMagiIiIiIiJKAIMqIiIiIiKiBDCoIiIiIiIiSoCh61SZWWZmptFNICIiIiIiA0UbEzCoqiH0wq1ds8rglhARERERkRlkZmYetfofS6rXoVWrVqYop56ZmYm1a1ahT99+pmgPmR/PGYoVzxmKBc8XihXPGYqVGc+ZzMxM7N+//6jPYaaqDg29aHorLS01zUlF1sBzhmLFc4ZiwfOFYsVzhmJlpnMmmnawUAUREREREVECGFQRERERERElgEGViXk8HjzxxJPweDxGN4UsgucMxYrnDMWC5wvFiucMxcqq5wwLVRARERERESWAmSoiIiIiIqIEMKgiIiIiIiJKAIMqIiIiIiKiBDCoIiIiIiIiSgCDKpO6/vq/Y/myJdi9Kw9zv/8OAwYMMLpJZJCJEydg3g/fI3fHNmxYvw7vvvM2unbpEvGclJQUTJ/+ODZv2oDc3O146603kJ2dHfGctm3bYuaH72Nn3g5sWL8OD9x/HxwOh56HQgaYMGE8DhYcwCOPPKw8xvOFamrVqhVemfEyNm/agF07c7Fo4c/o369fxHOmTpmMdWtXY9fOXHzy8Rx07twp4vdNmjTBq6/MwI7tW7Ft62Y899yzyMhI1/MwSCeiKGLq1ClYtnQJdu3MxZLFf+Hf/7q91vN4ztjX0KFD8MH772HtmlU4WHAAZ599dq3nqHF+9OrVC1999QV278rDqpXLMf62f2p6XEfDoMqExo0bi4cfehBPPvU0Tjt9FNatW4c5H81CixYtjG4aGeCkk4bijTffwuizzsHFl1wCl8uJOXNmIz29+ovlkYcfwugzz8QNN9yEseePQ6uWrfD2228qvxdFETM//AAulxvnjDkXt40fj8svvwxTp04x4pBIJwP698d1116LtWvXRTzO84XCNW7cGN9+8xW8Pi8uu/xKnHzKcNx3//0oPlysPGf8+Ntw00034o47JmP0WeegvLwcH82ejZSUFOU5r746A917dMdFF1+KK6+6GicNHYJnnn7agCMirU2YMB5//9t1mHrXXTjp5GF46OGHlXMkhOeMvaWnp2PtunWYPGVqnb9X4/zIzMzEnDmzsXvXbpx+xpl44IGHcOedd+Daa67R/PjqwpLqJjT3+++wYuUKTJ16NwBAEASsXrUCr73+Bl544UWDW0dGa968OTZtXI/zzh+LP/74E40aNcKmjetx8y234quvvgYAdO3aFX/+8RtGn3UOli1bhtNPPw0ffvA++vTth4KCAgDA3667Fvfddy+69+gFr9dr5CGRBjIy0vHTj/Nx5+Sp+Pe/JmHN2nW45557eb5QLffeew9OPPEEnHfe2Hqfs27tasyY8QpenvEKAKBRo0bYsH4txo+fiM8+/xzdunXDH7//ijPOOBMrV60CAJx22kjMmvkhjjuuP/YfOKDLsZA+PvzgfeQXFGDSpOrs1FtvvYHKikrc+n9ypoDnDIUcLDiAa679G7777jvlMTXOj7//7Trcffdd6NW7r3Jduvfee3DO2Wdh6Emn6H6czFSZjMvlQr9+x2Hhwl+UxyRJwsJFi3DCoEEGtozMIiurEQDg0KFiAED/fv3gdruxcOEi5Tlbt27Frl27lHPmhEGDsH7DBqWDDAA/LfgZWVlZ6NGju36NJ91Mnz4N8+bNx6JFiyIe5/lCNZ01+kysWrkKb7zxGjasX4effpqPa66+Wvl9hw4d0LJlSywMO5dKSkqwfPlyDDoheM6cMAjFxcVK5wcAFi5chEAggIHHD9TvYEgXi5cswfBhp6BL584AgN69e2HwiYPx448/AeA5Q0en1vkxaNAg/PHHnxE3+hb8tADdunVD48aNdTqaak7d90hH1bxZMzidzojODAAU5BegW9duBrWKzEIQBDz6yCP486+/sHHjRgBATk4OqqqqcOTIkYjnFhQcRE5OtvKcWudU8OecnBwdWk56umDcOBzX9ziMOnN0rd/xfKGaOnTogL/97Tq88up/8dxzz2NA/wF47LFH4PF6MHv2R8p5UfOcyC8oQMvg+ZCTk4ODBw9G/N7v9+PQoWLlOZQ8nn/+BTRq1Ah//PEb/H4/HA4HHn3scXz8yScAwHOGjkqt8yMnJwc7d+6stY3Q7w4fPqxJ++vDoIrIQp6YPg09enTHmHPPN7opZFJt2rTBo48+gosvuRRVVVVGN4csQBRFrFy5Co8++hgAYM2atejRswf+dt11mD37I4NbR2Y0buxYXHzRhbj55luxcdMm9OnTG48+8jD279/Pc4Zsi8P/TKawqAg+n69WJa7snGzk5+cb1Coyg2nTHsOZZ47CuAsuwr59+5TH8/PzkZKSgqysrIjnZ2e3QH5+gfKcWudU8GeeV8mlX79+yMnJxk8/zsP+fXuwf98enHzyyfjHTTdi/749yC8o4PlCEQ4cOIDNmzdHPLZl82a0a9cWAJTzouY5kZOdjQPB8yE/P79WMSWHw4GmTZsoz6Hk8cAD9+H5F17EZ59/jg0bNmDOnI/x6n//h0kTJwDgOUNHp9b5Ude1KsfAaxWDKpPxer1YtWo1hg8fpjwmCAKGDxuGJUuXGtgyMtK0aY9hzDnn4IILL6qV6l65ahU8Hk/EOdO1Sxe0b99eOWeWLF2KXj17RnxBjTj1VBw5cgSbNkV2psjaflm0CKcMOxUjRp6u/LdixQp8/PEnGDHydKxcuZLnC0VYvHgJunSNXKahS5cu2LVrNwAgLy8PBw4cwPBh1edMZmYmBg4ciKVLgufMkqVo0qQJ+h13nPKcYcNOgSiKWL5suQ5HQXpKS0uDFAhEPOb3+yGKcreS5wwdjVrnx9KlSzF06BA4ndUD704dcSq2bNmi+9A/gMP/TOmVV1/FSy++gJUrV2L58hW45eZ/ID09HTNnzjK6aWSAJ6ZPw0UXXYhrrr0OpaWlyljkI0dKUFlZiZKSEnzwwYd4+KEHUXyoGCUlJXj88cewePESLFu2DACwYMHP2LRpM2bMeAkPPvgQcnJycNddU/HGm2/B4/EYeXikstKyMmW+XUh5eTmKDh1SHuf5QuFeffW/+PbbrzFp0kR88cUXGDhgIK655hr8+993VD/nv//Dv/51O7Zv34G8nTtx19Qp2L//AL4NVvPasmUL5v/4I5599mn8+47JcLmcmD7tcXz22ees4paE5v7wA26/fRJ279mDjRs3oW/fPrj1lpvx4YczlefwnLG3jIx0dOpUve5Uh2OOQZ8+vXHoUDH27Nmjyvnx8Sef4o4778Dzzz2LF158CT179sA/broJ9957nyHHzJLqJnXDDdfjtn/+H3JycrB27Trcdfd/sHw579zY0cGCui8ut42fgFmzZgOQF3N96KEHcOEFF8DtTsGCBQswecoUJcUOAO3atcOTT07HySedhPLycsye/REeevgR+P1+HY6CjPTF558qJdUBni9U25mjRuGee/6Dzp07YefOnXjllf/ivfffj3jO1CmTcc2116BxVhb++msxJk+egm3btyu/b9KkCaZPexyjR5+JQCCAr77+BnfffTfKysr1PhzSWGZGBqbeNRVjzjkbLVq0wP79B/DpZ5/hqaeejqjExnPGvk4+6SR88cVntR6fOWsWxo+fCECd86NXr16YPv1xDOjfH0VFRXjt9Tfw4osvaX+AdWBQRURERERElADOqSIiIiIiIkoAgyoiIiIiIqIEMKgiIiIiIiJKAIMqIiIiIiKiBDCoIiIiIiIiSgCDKiIiIiIiogQwqCIiIiIiIkoAgyoiIiIiIqIEMKgiIiJLefHF5/HuO28btv8ZL7+ESZMmarb9Y489FqtXrUB6erpm+yAiInUJzVvkSEY3goiICAAOFhw46u+feOJJvPLqfyEIAo4cOaJTq6r17t0Ln336CQYMPB5lZeWa7efNN1/HurXr8PQzz2q2DyIiUg+DKiIiMo2cnGzl3+PGjcPUKZMxZOhJymNlZWWaBjMNee7ZZ+Dz+XDHnZM13c+oUWfg2WeeRr/+A+H3+zXdFxERJY7D/4iIyDTy8wuU/44cOQJJkiIeKysrrzX874vPP8Xjjz+GRx55GFu3bML6dWtxzdVXIz09HS+88Bxyd2zD4sV/4vTTT4vYV48ePTBr1ofIzd2O9evWYsbLL6FZs2b1tk0URZx33rmY+8MPEY8vX7YE//rX7Xj5pReRm7sdK5YvxVmjR6N58+Z47913kJu7HQt/XoD+/fopf9OuXTt88P572LplE/Jyd+DXXxbijDNOV37/888L0aRJE5x00kkgIiLzY1BFRESWd/lll6KoqAhnjj4Lr7/xBp58cjreeOM1LFm8FKedfgZ+XvAzZrz8EtLS0gAAWVlZ+OzTT7BmzVqcccaZuOzyy5GdnY03Xn+t3n307t0LjRs3xsqVq2r97pab/4HFixfjtNNOx7x58zFjxkt4+eUXMefjj3H6aWcgNzcXL7/8ovL8J6ZPg9vtxnnnj8PwU0fgoYceQVlZmfJ7r9eLtWvXYeiQwSq+SkREpBUGVUREZHlr163DM888i+3bd+C5555HZVUVigqL8N7772P79h146umn0bx5c/Tq1QsAcOONN2DN2jV49NHHsHXrVqxZsxYTJk7CsGGnoEvnznXuo1279vD5fCgoKKj1u/nzf8Q7776n7CsrKwsrV6zEl19+hW3bt+OFF19C9+7dleGNbdu2xeLFi7Fhwwbk5eXhh3nz8Mcff0Zsc//+/WjXvp3KrxQREWnBaXQDiIiIErV+/Xrl34FAAIeKirBhwwblsfx8ORDKbtECgJx1OuXkk5Gbu73Wtjp26oht22s/npaaiqoqT4P7D+1rfdj+Q4FYixbZyM8vwGuvv44nn5iOESNHYNHCRfjq628itgEAlZWVSE9jBUAiIitgUEVERJbn9foifpYkCV6fr9bzBFEeoJGRkYG5P/yAhx56uNZzDhzIr3MfhUWFyMhIh8vlgtfrjdx/HfsKb5MkyTWhRFEAALz//gf46acFOHPUGRgxYgQmTpyA++5/AK+//obyN02aNkFubm6dbSEiInPh8D8iIrKd1avXoEf37ti5cxd27MiN+K+8vO7qgmvXrgMAdO9+rCpt2Lt3L95+51387e/XY8Yrr+Kaq6+O+H3PHj2wZs1aVfZFRETaYlBFRES28+Ybb6JJk6b43/9exYD+/dGxYweMHDkCL7zwHESx7ktjYWEhVq1ahcGDEy8e8cgjD2PkyBE45phjcNxxfXHKySdjy5Ytyu/bt2+P1q1bY+HCRQnvi4iItMegioiIbGf/gQMYc+65cIgOzJkzG4sW/oxHH3kYRw4fQSAQqPfv3n//A1x80UUJ79/hcGD69Gn4/bdfMHvWLGzbtg13Tp6i/P7CCy/Agp9/xu7duxPeFxERaY+L/xIREUUpNTUVf/7xG2686WYsXbpUk324XC4s/usP3HzLrVi8eIkm+yAiInUxU0VERBSlyspK/POf49H8KIsEJ6pdu7Z47rnnGVAREVkIM1VEREREREQJYKaKiIiIiIgoAQyqiIiIiIiIEsCgioiIiIiIKAEMqoiIiIiIiBLAoIqIiIiIiCgBDKqIiIiIiIgSwKCKiIiIiIgoAQyqiIiIiIiIEsCgioiIiIiIKAH/D//kbF0jM2L5AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n", "model.simulator.run(1000)\n", "model.simulator.plot_voltage(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the spike times of the pre-synaptic \"virtual\" neurons with the following code:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'AMPA Synaptic Activity')" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n", "spike_times = model.populations['excitatory'].spike_times\n", "for i, (syn, times) in enumerate(spike_times.items()):\n", " ax.plot(times, np.ones_like(times) * i, '.')\n", "\n", "ax.set_xlim(0, 1000)\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('Synapse ID')\n", "ax.set_title('AMPA Synaptic Activity')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To learn more about synapses, refer to the corresponding [tutorial](https://dendrotweaks.readthedocs.io/en/latest/tutorials/tutorial_synapses.html)." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "model.export_stimuli(file_name='syn_apic_50_ampa')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Voltage attenuation in dendrites" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will explore passive and active properties of dendrites. We will start by evaluating how a stimulus amplitude attenuates as the signal propagates from a dendrite to the soma. For this, we will record the activity from several locations along a path from the tip of a dendrite to the soma." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "from dendrotweaks.analysis import calculate_voltage_attenuation, plot_voltage_attenuation" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "model.remove_all_stimuli()\n", "model.remove_all_recordings()\n", "\n", "secs = [model.sec_tree[i] for i in [0, 9, 17, 18, 21, 22]]\n", "for sec in secs:\n", " model.add_recording(sec, loc=0.5)\n", "\n", "model.add_iclamp(secs[-1], loc=0.5, amp=-0.01, delay=100, dur=800)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n", "model.run(1000)\n", "model.simulator.plot_voltage(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use `calculate_voltage_attenuation` to calculate how the voltage deflection from the resting membrane potential drops as we move further away from the injection site at the dendrite. Note that the rightmost point represents the injection site at the dendrite, which is the maximum distance from the soma." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stimulating segment: NeuronSegment(idx=103)\n", "Recording segments: [NeuronSegment(idx=0), NeuronSegment(idx=53), NeuronSegment(idx=82), NeuronSegment(idx=85), NeuronSegment(idx=98), NeuronSegment(idx=103)]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "attenuation_data = calculate_voltage_attenuation(model)\n", "plot_voltage_attenuation(attenuation_data, ax)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "model.export_stimuli(file_name='current_dend_hyperpol_attenuation')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dendritic nonlinearities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dendrites are not merely passive cables; they actively process synaptic inputs through mechanisms such as voltage-gated ion channels and NMDA receptor activation. When sufficiently strong or coincident inputs activate these channels, dendritic spikes can be generated. These local regenerative events create regions of nonlinear synaptic integration, where the combined effect of multiple inputs deviates from the linear sum of individual responsesβ€”resulting in either supralinear or sublinear summation. These nonlinearities can significantly impact the neuron's integrative properties and information processing." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "from dendrotweaks.analysis import calculate_dendritic_nonlinearity, plot_dendritic_nonlinearity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To examine dendritic nonlinearities, we can gradually increase the synaptic input at a dendritic location and observe the resulting voltage responses.\n", "\n", "To set up the experiment, we need to place a synapse on a dendritic branch and record the voltage at the same location:" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "model.remove_all_stimuli()\n", "model.remove_all_recordings()\n", "\n", "sec = model.sec_tree[22]\n", "model.add_recording(sec, loc=0.5)\n", "segments = [sec(0.5)]\n", "\n", "model.add_recording(sec, loc=0.5)\n", "model.add_population(\n", " name='scaled_synapse',\n", " segments=segments, \n", " N=1, \n", " syn_type='AMPA'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `calculate_dendritic_nonlinearity` function will then gradually increase the synaptic weight (equivalent to increasing the number of synapses, given their synchronous activation) and compare the amplitude of the resulting post-synaptic potentials (PSPs) to the linearly increasing amplitude of a unitary PSP:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", "data = calculate_dendritic_nonlinearity(model, duration=300, max_weight=10, n=10)\n", "plot_dendritic_nonlinearity(data, ax=ax)\n", "ax[0].legend(loc='right')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can learn more in the [tutorial](https://dendrotweaks.readthedocs.io/en/latest/tutorials/tutorial_validation.html) on analyzing simulation results." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " Congratulations! This concludes our quick start tutorial πŸŽ‰πŸŽ‰πŸŽ‰\n", "
\n", "\n", "\n", "We have covered the fundamental steps to create and simulate a single-cell biophysical neuronal model using DendroTweaks and you are now ready to build more complex models." ] } ], "metadata": { "kernelspec": { "display_name": "dendrotweakstest", "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": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 2 }