{ "cells": [ { "cell_type": "markdown", "id": "32014098", "metadata": {}, "source": [ "# Morphology reduction (Notebook)" ] }, { "cell_type": "markdown", "id": "a87f17b1", "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/Reduction.ipynb)" ] }, { "cell_type": "markdown", "id": "165c80c5", "metadata": {}, "source": [ "In this tutorial, we will learn how to reduce a subtree of a neuron to a single equivalent cylinder. We will also see how to map the parameters of the original segments to the reduced segments.\n", "\n", "We will follow the analytical impedance-based approach proposed by Amsalem et al., 2020. We have integrated this reduction algorithm in DendroTweaks and extended its functionality to allow for a continuum of morphology reduction levels, bridging detailed and “ball-and-stick”-like models. You can select any section of the cell and reduce its subtree, which allows for any intermediate level of detail to be achieved.\n", "\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "755254ce", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": null, "id": "fef12827", "metadata": {}, "outputs": [], "source": [ "!pip install dendrotweaks --quiet" ] }, { "cell_type": "markdown", "id": "7087726f", "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, "id": "bd32b006", "metadata": {}, "outputs": [], "source": [ "# import os\n", "# os.kill(os.getpid(), 9)" ] }, { "cell_type": "markdown", "id": "2bf03544", "metadata": {}, "source": [ "Let's begin by importing the standard libraries and the dendrotweaks library." ] }, { "cell_type": "code", "execution_count": 1, "id": "8aa4b3c7", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os" ] }, { "cell_type": "code", "execution_count": 2, "id": "88e59435", "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, "id": "5068e59a", "metadata": {}, "outputs": [], "source": [ "dd.apply_dark_theme() # Set the theme for the plots" ] }, { "cell_type": "code", "execution_count": 6, "id": "7de1bda6", "metadata": {}, "outputs": [], "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": "markdown", "id": "606b7bdb", "metadata": {}, "source": [ "## Loading a model" ] }, { "cell_type": "markdown", "id": "a466591f", "metadata": {}, "source": [ "Let's create a model:" ] }, { "cell_type": "code", "execution_count": 4, "id": "6d7c497f", "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": "code", "execution_count": 5, "id": "222b6dc8", "metadata": {}, "outputs": [], "source": [ "model = dd.Model(path_to_model)" ] }, { "cell_type": "code", "execution_count": 6, "id": "5ecabe85", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['original', 'main', 'main_block_na', 'main_reduced_apic']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.list_morphologies()" ] }, { "cell_type": "code", "execution_count": 7, "id": "5463bd6f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sorted PointTree(root=Point(idx=0), num_nodes=2214).\n", "Apical dendrite is already aligned.\n", "Extended 44 nodes.\n", "Sorted PointTree(root=Point(idx=0), num_nodes=2258).\n" ] } ], "source": [ "model.load_morphology(file_name='main')" ] }, { "cell_type": "markdown", "id": "858cfd24", "metadata": {}, "source": [ "First, we need to visualize the section tree of our model." ] }, { "cell_type": "code", "execution_count": 8, "id": "28c95a10", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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", "id": "a27dfb07", "metadata": {}, "source": [ "Next we add biophysical mechanisms to the model." ] }, { "cell_type": "code", "execution_count": 9, "id": "8cacfdb3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['main_block_na', 'main', 'main_reduced_apic']" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.list_biophys()" ] }, { "cell_type": "code", "execution_count": 10, "id": "e2c5ce74", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved content to examples/Park_2019/biophys/python/Km.py\n", "Saved content to examples/Park_2019/biophys/python/KCa.py\n", "Saved content to examples/Park_2019/biophys/python/Kv.py\n", "Saved content to examples/Park_2019/biophys/python/CaLVA.py\n", "Saved content to examples/Park_2019/biophys/python/Na.py\n", "Saved content to examples/Park_2019/biophys/python/CaHVA.py\n", "Saved content to examples/Park_2019/biophys/python/Ka.py\n" ] } ], "source": [ "model.load_biophys('main')" ] }, { "cell_type": "code", "execution_count": 11, "id": "f85b1ff4", "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": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.df_params" ] }, { "cell_type": "markdown", "id": "d9b6cd9c", "metadata": {}, "source": [ "We will visualize and compare the parameter distributions before and after model reduction. Let's see how the distributions look before reduction:" ] }, { "cell_type": "code", "execution_count": 12, "id": "07e01d09", "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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", "text/plain": [ "
" ] }, "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", "id": "9a648b82", "metadata": {}, "source": [ "Let's also run a simulation before reduction so that we can compare the voltage traces berfore and after:" ] }, { "cell_type": "code", "execution_count": 13, "id": "20635d18", "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": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.list_stimuli()" ] }, { "cell_type": "code", "execution_count": 14, "id": "04677c3c", "metadata": {}, "outputs": [], "source": [ "soma = model.sec_tree.soma\n", "model.load_stimuli('current_soma_depol')" ] }, { "cell_type": "code", "execution_count": 15, "id": "90bac24d", "metadata": {}, "outputs": [], "source": [ "model.run(1000)" ] }, { "cell_type": "code", "execution_count": 16, "id": "c96ca01c", "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.simulator.plot_voltage(ax=ax)\n", "t, v_orig = model.simulator.t, model.simulator.recordings['v'][soma(0.5)]" ] }, { "cell_type": "markdown", "id": "b2b43b2c", "metadata": {}, "source": [ "## Morphology reduction" ] }, { "cell_type": "markdown", "id": "bab1c0b0", "metadata": {}, "source": [ "Now, let’s consider a scenario where we want to reduce the entire apical subtree of the cell to a single equivalent cylinder. To accomplish this reduction, we need to select a section that serves as the root of the subtree we want to merge. As you might notice at the section tree plot above, section 9 is the root of the entire apical dendrite. Let's select this section for reduction:" ] }, { "cell_type": "code", "execution_count": 17, "id": "245a60c8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "apic soma\n" ] } ], "source": [ "root = model.get_sections(lambda sec: sec.domain_name == 'apic' and sec.parent.domain_name == 'soma')[0]\n", "print(root.domain_name, root.parent.domain_name)" ] }, { "cell_type": "markdown", "id": "001eb460", "metadata": {}, "source": [ "We can visualize the geometry of the section before reduction:" ] }, { "cell_type": "code", "execution_count": 18, "id": "396354e9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "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(figsize=(10, 2))\n", "root.plot_radii(ax=ax)" ] }, { "cell_type": "markdown", "id": "54fe1999", "metadata": {}, "source": [ "Now we can use the `reduce_subtree` method to run the reduction algorithm, calculate the properties of the equivalent cylinder, and replace the entire subtree with a single section. We set the fit parameter to True to fit a polynomial to the channel distributions. This allows us to represent the channel distribution efficiently with just a few coefficients instead of storing values for each segment explicitly. \n", "\n", "Note that the algorithm doesn't currently support reduction with stimuli or recordings in the subtree. In our case, this isn't an issue since we record and stimulate only at the soma." ] }, { "cell_type": "code", "execution_count": 19, "id": "0ccf7a30", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CableParams(length=764.4908970853883, diam=2.5167725013593887, space_const=831.9329527515014, cm=2.0, rm=11000.0, ra=100.0, e_pas=-79.0, electrotonic_length=0.9189333041285863)\n", "Sorted SectionTree(root=NeuronSection(idx=0), num_nodes=45).\n", "Sorted PointTree(root=Point(idx=0), num_nodes=2048).\n", "Sorted SegmentTree(root=NeuronSegment(idx=0), num_nodes=219).\n", "Sorted SegmentTree(root=NeuronSegment(idx=0), num_nodes=62).\n", "Sorted PointTree(root=Point(idx=0), num_nodes=396).\n", "Interpolated for ids []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Group distal_apical is empty and will be removed.\n", "(model.py, line 555)\n", "WARNING: Model step failed to fit: unsupported operand type(s) for -: 'float' and 'NoneType'\n", "(model.py, line 922)\n", "WARNING: Group apical is empty and will be removed.\n", "(model.py, line 555)\n", "WARNING: Group proximal_apical is empty and will be removed.\n", "(model.py, line 555)\n" ] } ], "source": [ "data = model.reduce_subtree(root, fit=True)" ] }, { "cell_type": "markdown", "id": "f891c366", "metadata": {}, "source": [ "Let's visualize the mapping from original to reduced segments. Each point on the plot represents an original segment, with the x-axis showing its normalized distance along the subtree. The colors indicate how the original segments map to the segment of the reduced section." ] }, { "cell_type": "markdown", "id": "6ba0f877", "metadata": {}, "source": [ "## Reduced model" ] }, { "cell_type": "code", "execution_count": 20, "id": "90d56b80", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "segs_to_reduced_segs = data['segs_to_reduced_segs']\n", "segs_to_locs = data['segs_to_locs']\n", "fig, ax = plt.subplots(figsize=(10, 2))\n", "reduced_segs = root.segments\n", "reduced_seg_to_color = {seg: plt.cm.tab10.colors[i] for i, seg in enumerate(reduced_segs)}\n", "ax.set_ylim(-1, 1)\n", "for seg, loc in segs_to_locs.items():\n", " plt.scatter(loc, [0], s=10, color=reduced_seg_to_color[segs_to_reduced_segs[seg]])\n", "\n", "norm_centers = np.round(np.array(root.seg_centers)/root.L, 3)\n", "ax.set_xticks(norm_centers);\n", "ax.set_xticklabels(norm_centers);\n", "ax.set_yticks([]);" ] }, { "cell_type": "markdown", "id": "a138a996", "metadata": {}, "source": [ "We have 9 segments in the reduced section. Let's now plot the section's geometry as we did before:" ] }, { "cell_type": "code", "execution_count": 21, "id": "bca5c272", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 2))\n", "root.plot_radii(ax=ax)" ] }, { "cell_type": "markdown", "id": "365c8853", "metadata": {}, "source": [ "Let's examine how the domains have changed. You'll notice a new `reduced_0` domain containing only the reduced section. There's also a new group with the same name that includes only the segments of the reduced section. This allows the section to have unique distribution parameters that represent the averaged distribution within the original subtree." ] }, { "cell_type": "code", "execution_count": 22, "id": "358279bc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'axon': {'Leak'},\n", " 'dend': {'CaDyn', 'CaHVA', 'CaLVA', 'KCa', 'Ka', 'Km', 'Kv', 'Leak', 'Na'},\n", " 'soma': {'CaDyn', 'CaHVA', 'CaLVA', 'KCa', 'Ka', 'Km', 'Kv', 'Leak', 'Na'},\n", " 'reduced_80': {'CaDyn',\n", " 'CaHVA',\n", " 'CaLVA',\n", " 'KCa',\n", " 'Ka',\n", " 'Km',\n", " 'Kv',\n", " 'Leak',\n", " 'Na'}}" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.domains_to_mechs" ] }, { "cell_type": "code", "execution_count": 23, "id": "468a4f53", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'all': SegmentGroup(\"all\", domains=['axon', 'dend', 'soma', 'reduced_80']),\n", " 'axonal': SegmentGroup(\"axonal\", domains=['axon']),\n", " 'dendritic': SegmentGroup(\"dendritic\", domains=['dend']),\n", " 'somatic': SegmentGroup(\"somatic\", domains=['soma']),\n", " 'dendritic_thin': SegmentGroup(\"dendritic_thin\", domains=['dend'], section_diam(None, 0.8)),\n", " 'dendritic_thick': SegmentGroup(\"dendritic_thick\", domains=['dend'], section_diam(0.8, None)),\n", " 'basal': SegmentGroup(\"basal\", domains=['dend']),\n", " 'reduced_80': SegmentGroup(\"reduced_80\", domains=['reduced_80'])}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.groups" ] }, { "cell_type": "markdown", "id": "971f9ee4", "metadata": {}, "source": [ "Let's examine how the model parameters have changed. Notice that we have a new `reduced_0` group and its associated polynomial distributions with their coefficients." ] }, { "cell_type": "code", "execution_count": 24, "id": "6a211a6f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'cm': {'all': constant({'value': 2}),\n", " 'somatic': constant({'value': 1}),\n", " 'reduced_80': constant({'value': 2.0})},\n", " 'Ra': {'all': constant({'value': 100}),\n", " 'reduced_80': constant({'value': 100.0})},\n", " 'gbar_Leak': {'all': constant({'value': 9.09090909090909e-05}),\n", " 'reduced_80': constant({'value': 9.090909090909094e-05})},\n", " 'e_Leak': {'all': constant({'value': -79}),\n", " 'reduced_80': constant({'value': -79.0})},\n", " 'depth_CaDyn': {'all': constant({'value': 0.1}),\n", " 'reduced_80': constant({'value': 0.10000000000000003})},\n", " 'taur_CaDyn': {'all': constant({'value': 50}),\n", " 'reduced_80': constant({'value': 50.0})},\n", " 'cainf_CaDyn': {'all': constant({'value': 0.0001}),\n", " 'reduced_80': constant({'value': 0.00010000000000000006})},\n", " 'gamma_CaDyn': {'all': constant({'value': 1}),\n", " 'reduced_80': constant({'value': 1.0})},\n", " 'kt_CaDyn': {'all': constant({'value': 0}),\n", " 'reduced_80': constant({'value': -0.0})},\n", " 'kd_CaDyn': {'all': constant({'value': 0}),\n", " 'reduced_80': constant({'value': -0.0})},\n", " 'gbar_CaHVA': {'all': constant({'value': 0.0}),\n", " 'somatic': constant({'value': 5e-06}),\n", " 'basal': linear({'slope': 1e-08, 'intercept': 5e-06}),\n", " 'reduced_80': polynomial({'coeffs': [1.7032189556408605e-11, -1.6954734210889128e-08, 5.594679565797896e-06]})},\n", " 'eca': {'all': constant({'value': 140}),\n", " 'reduced_80': constant({'value': 111.2317836752})},\n", " 'gbar_CaLVA': {'all': constant({'value': 0.0}),\n", " 'somatic': constant({'value': 3e-05}),\n", " 'basal': linear({'slope': 6e-08, 'intercept': 3e-05}),\n", " 'reduced_80': polynomial({'coeffs': [-4.9577591017650857e-20, 1.1831704547506592e-16, -1.0949157415058426e-13, 4.915839357811913e-11, -1.0765865406514724e-08, 9.427534917157172e-07, 4.380355982210443e-06]})},\n", " 'gbar_KCa': {'all': constant({'value': 0.0}),\n", " 'somatic': constant({'value': 0.00021}),\n", " 'dendritic': constant({'value': 0.00021}),\n", " 'reduced_80': constant({'value': 0.0002100000000000001})},\n", " 'ek': {'all': constant({'value': -80}),\n", " 'reduced_80': constant({'value': -80.0})},\n", " 'gbar_Ka': {'all': constant({'value': 0.0}),\n", " 'somatic': constant({'value': 0.0054}),\n", " 'dendritic_thin': constant({'value': 0.108}),\n", " 'dendritic_thick': constant({'value': 0.0108}),\n", " 'reduced_80': polynomial({'coeffs': [-1.506424241967386e-17, 2.942014886294946e-14, -1.940160437220216e-11, 4.388441541546497e-09, -2.291086623004576e-08, 3.919078433176636e-05, 0.07384108596642232]})},\n", " 'gbar_Km': {'all': constant({'value': 0.0}),\n", " 'somatic': constant({'value': 0.0002794}),\n", " 'dendritic': constant({'value': 0.000127}),\n", " 'reduced_80': constant({'value': 0.00012700000000000005})},\n", " 'v12_Km': {'all': constant({'value': -30}),\n", " 'reduced_80': constant({'value': -30.0})},\n", " 'q_Km': {'all': constant({'value': 9}),\n", " 'reduced_80': constant({'value': 9.0})},\n", " 'gbar_Kv': {'all': constant({'value': 0.0}),\n", " 'somatic': constant({'value': 0.005}),\n", " 'dendritic': constant({'value': 0.00015}),\n", " 'reduced_80': constant({'value': 0.00015000000000000007})},\n", " 'v12_Kv': {'all': constant({'value': 25}),\n", " 'reduced_80': constant({'value': 25.0})},\n", " 'q_Kv': {'all': constant({'value': 9}),\n", " 'reduced_80': constant({'value': 9.0})},\n", " 'gbar_Na': {'all': constant({'value': 0.0}),\n", " 'somatic': constant({'value': 0.0505}),\n", " 'dendritic': constant({'value': 0.0303}),\n", " 'reduced_80': constant({'value': 0.030300000000000018})},\n", " 'Rma_Na': {'all': constant({'value': 0.182}),\n", " 'reduced_80': constant({'value': 0.18200000000000005})},\n", " 'Rmb_Na': {'all': constant({'value': 0.14}),\n", " 'reduced_80': constant({'value': 0.1400000000000001})},\n", " 'v12m_Na': {'all': constant({'value': -30}),\n", " 'reduced_80': constant({'value': -30.0})},\n", " 'qm_Na': {'all': constant({'value': 9.8}),\n", " 'reduced_80': constant({'value': 9.8})},\n", " 'Rhb_Na': {'all': constant({'value': 0.0091}),\n", " 'reduced_80': constant({'value': 0.009100000000000004})},\n", " 'Rha_Na': {'all': constant({'value': 0.024}),\n", " 'reduced_80': constant({'value': 0.024000000000000007})},\n", " 'v12ha_Na': {'all': constant({'value': -45}),\n", " 'reduced_80': constant({'value': -45.0})},\n", " 'v12hb_Na': {'all': constant({'value': -70}),\n", " 'reduced_80': constant({'value': -70.0})},\n", " 'qh_Na': {'all': constant({'value': 5}),\n", " 'reduced_80': constant({'value': 5.0})},\n", " 'v12hinf_Na': {'all': constant({'value': -60}),\n", " 'reduced_80': constant({'value': -60.0})},\n", " 'qhinf_Na': {'all': constant({'value': 6.2}),\n", " 'reduced_80': constant({'value': 6.2})},\n", " 'ena': {'all': constant({'value': 60}),\n", " 'reduced_80': constant({'value': 60.0})}}" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.params" ] }, { "cell_type": "markdown", "id": "c34f1ccc", "metadata": {}, "source": [ "Let's plot the parameter distributions in the reduced model:" ] }, { "cell_type": "code", "execution_count": 25, "id": "29d41f17", "metadata": {}, "outputs": [ { "data": { "image/png": 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j7U4JFBH5rzOULedXcCdhF2NRkeF2o+r16NGdmTOm06aNP2aL/QAOCQkJRERE4ubm5nCI1ejo6Bx/1V27ZhWbNv/NuHHjb3wjROQ/64fv51K/fj1a3NPScbCIiIgUOPU4ZSNwfyCurq6UK1+Obdu2ZxmTlpbG8ePH870OLy9PatSowaLrbj4pIre2EiVK2A2eUKtWTe6/vyMLF+bc2yIiIiI3zy1dOHl5edqNVFS9WjUaNryD6OgYTpw8yeLFS/jqyy8ZNXo0gYEHKFu2LP7+bQkKCsrXBbEffjCa1WvWEBZ2mooVK/D28OGYzWaWLl1WkJslIsXc7l07mL9gIaEhoVSpWoUB/fuRmpbGtC+/LPRcjEYj5cqVzTEmISGBhITEQspIRETEOW7pU/Vat2rFihWZi5b5CxYwaNCQjNGf3nyDJ554gkqVKnLx4kV27drNpMlTOHToUJ7XN2f2LFq2vJfSpUtz4cIFtm/fwfgJEwgJyflmiyJya5k69XPatG6Nn58fqamp7Ny1i/HjJ7B/f2Ch51K1alX27tmVY8zkyVOYPOXjQspIRETEOW7pwklERHLm7u7OPffck2NMaGgooaH6AUhERP7bVDiJiIiIiIg4oBvgioiIiIiIOHBLDg5RsWJF4uPjnZ2GiIiIiIg4mbe3d7Y3TL/WLVc4VaxYkQOBAc5OQ0REREREioiGjZo4LJ5uucLpSk9Tw0ZNnN7r5GGyUMrTSmySgYQU+7MmvSt4YKzsy6XoNCwpFkhKBcCYnIbh8t/Xc3GB0lW9SXYzcelCKi6xSQBYvEtgSEnDkJyGxccDg9WK4fI8DOBewQtPP0/iziWQmgoGixVDXNKV2ZQpVRqLuxvRFy9CWnpGO6MBi68XFg83XGISMZgtWDxMGBNTIDUjxurpjtXkijEuCauHCaurEWNsEri6YPF0x5iUCqlpGcvxLoExOh5jQkrmDXN3Jb2MN5ZSnhgSU3E9cxFDugXcXLF4uWNITsWQnJYR62rE4u2BITUNQ6oZs3cJcHPBajRgMFvACobEFAyuGdOMcUlgue4yPxcjZh9PrCVccYlLxhCfjNWrBFY3FzBbsJTxwhidkLEt1zIYsJT2xuLphvFCfMb2XWb1LgElPShrdccal0B0QpxdU3O5klg9TLiEx2JITcu0C6w+HmAwYIhNBOu17Xywerjhcj4GQ5o5U7srB9Hq4wnXHHdrCTesJUwYE5Ihu3ZXGA0Zz5t0C4b45JxjC4mb0YUyHl4kp6dxKSXJcQPJlruLK6VLeJKQlkpcatE4vsWVp6sJH/cSxKYkk5ie9fu05I63mzveJneikxNJMac7O51izcfkgYebG9FJCaRaHLzfS45Kl/DCzejChaR4zFaLs9Mp1sp6eGM0GLmQFIfF6tzhFry9vTkQGJCruuCWK5yuiI+Pd1rhVL1cOq92TqBz4xRcM76Ls/6AO1+t9sL1rlqEdGhBECXIKFsycz12Do+1+3ELiQDAZDLQ7rU72Fm9PntSPK4GWq0Z/4yXi7J0M7i6AGCIuESZuEsk1b6NxCyeBq7nLzHguJFnfP6PSrgDEOqWxvfJJ1iUfIrUZrXA7Zp2VisYDGC24HoyHKuHCXOVy/d+sVjBaLiag9GY8dhiyWjn4mJbjOFiPJ7Lt+N++CxmP18SerQgvXaFjGVfu674ZPB0BxcjWKy4Hj2LISmVtDuqgsnVPqccGOKSKPHvEUpsOgiuRhLvb0xKq/rgdjUn0sxXH1+zTENsIp4rdmI6GEZSp8Ykt21gt25jeAym/aGkNq+LpbQXAAnpRp6J8qH9OQPzdmzg95oGkts1AHc3WzuXMxfx+mkTLhcTSLmnLsntGmAp55OxzksJlPj7MBYPN1La3G7fLiyKknM3Yrxc3FgNBpLb1Ce57e1YS2Ws3xCTgCE5FUuFUhnbkW7GtOcknmsCMhWCVhcjyffdQXLr+hmFH2A8H4PHhgO47w3Ocb/eLN5u7jzf2J9ude7Eyy3jebk/IoxvAjez/dxJp+RUXJXz8OaFxu14sFZj3F1csVit7Dh3gjkBmzh44ayz0ytWqpYsw4tN7qN9tfq4Gl0wWyxsDDvMnIBNhMRGOTu9YqVemYq82OQ+Wt5WB6PBQKo5ndXBB5izfxMRibHOTq9YubtCDZ5v7M9dFaoDkJiWyu8n9vH1/s3EpuoHp7xoX7U+/Rq2oX7ZSgBcSkli2dHdfHfgbxX2efRI7ab0vaMV1XwyviNGJsay8PAO5h/ahtnJBVRu3HKj6nl7exMSfIIaNWs7pXCqUyGdH1+LpoSb9UoNA2TUExt9m9AvruPlKTl84b9cEHn/sAnvY2fo9mlLZifVJqMrwkG7K4WE7e8s2ljhk1NlefiSN1bAeHm+BStGDMwrE8uHlS9mv6orT3wHRUumnK55XGJtAMn33ZFR6OV2Obld5/UsVlyOn8fq5Y7lttK5X8bldRrPx2CpWCrb9RusYDXYP743vgQNkkx84xeb9T4wW3ANCCH97tr2hee125lVuzQzpSYuxZCQQnyfNqQ1qWGfV1bFpNmCISEZny9X4hKTcRNTq9FA3HMdSK9T6eq6L+8rjAY81gTgsW5/7vZTAfF2c2fOAwOo5lMWF+PVHlqzxYLRYGDMll9ZGVy4ORVX5T1L8u2Dz1O6hCeuxqtvROmXf41+c8MCdqgQzZVavuWZ/UB/Sri6ZdqXqWYzr6z9niMXHZ83L3BXhep83uEpjAZDpn0Zm5LE86u+5VzCJSdmWHzcX70BY9o8htVqtXu/TLdYOBsfzf9WfafiKZd617+H15t1xmyxZPrsOXjhDIPW/aTiKZcG33U/TzVoicVqxXj5u4jVasUKbAo7zLt//+KU3qe81AYaVa+Qje4Vm6loAjC4ufJa4n1XHuW8EIMBDAYSnmxN596VmZNUK/ftMv2dRRsD+KW7YsBgK5rgagH19EUfmie4O8wvV66Pu/w4+f7GuS+a8rrO6xkNmOtWzFvRdGWdgKVS6RzXbzVkfrzVOzmjaLpmOXbLdXXJKJou52c370p8Vu3cXIh/yp+0O6qS1rRm5ryyytHFiNWrBIkPN7NNSmleh/S61xVN1+SS1LkJ6RV8s9zem6V/ozaZiiYAF6MRK/DOvQ9R0lSiUHMqrobc1SlT0QTganTBaDDwQavuuBj08ZAbI1s+jIerKct96e7iyrv3PuKkzIoXo8HA6MvPu6z2pY+7B280e8BJ2RUvnq4m3m2Z8by7/v3S1WjkNu/SvNDY3xmpFTsVvXwZfPf9QOZ96WI00rBcZR6v19wZqRU7d5SrzFMNWgLYiiYAg8GA0WCgfbXb6Vi9gbPSyzV9Mhai2hXSaVojPVPRBPCPb2PizK44LH6uMBiwepgIu7dxgeYIYLTCz2Xisp2fjpU+F0oW+Hrt3EghdCPrLIw2Vzj6USU/v7oYDKTXqkBSy3oZ54DmlouRtIbVsFw+JS+lVb2c8zNbSGlRN+/55ZOLwUiPOndl+uC64sov1A/UaFhoORVXpdw9aV/t9kxfTq8wGoyU8fCmdeXCO77FVS3f8jQsVyXb56WL0cj/lalIvTIVCzmz4ueeSrWo4OWb7b50NbrQpsr/Uc7Du5AzK3461bgDdxc3uy+n13I1Gnm4dlPcXW7ZqzVy7ZHaTR18FBvo9X8qnHLj0bp32c5qyIrZYqHn/zXLdn5RocKpENX0y74r95CxfN4XmG7mjNXzBjLKmsUAxz0yD1BwhSsG/i/ZVODrdapCL9JwXCPfSA9apVIZ13/ltV3ZjILYXN4nc2/TtVyMmAuxx6lMCS+8HfQmmS0WaviWK6SMiq/K3qWy/XJ6RbrFrH2ZC9VzuY9q+ubj/f0WU92nHGZLzj/2GA0GqpYsU0gZFV81fB3vSw83E2VVhDpU3bdcjh/FRoOBit6+uDp4TxWoXcov2x/sIOOHpuLwXqkjXYgSU7J/9fmQguMuiOsYDXgYzLnto8o9K3iZs39qWLCS4KLRZG7YzTqN12q9OspgHhkuj4h45f9sWSwYUvK3jvxIysUIZQYDJKUXXk7FVWIu9pHRYMjVPr/VJaXlbh8l5jLuVpaUnpptD8m1NFqhY4lpqbn63S23z99bWVJaqsNrbtIsZoeFqkBCWgoWByMRFofPHRVOhWjXSROxSVm/m3VOOpD3BRqNNL5wCkvBl050icm5J+uPUgkFvk6nujICYSEx5OY0vfzkY80YSt59X0jGqIV5aGe8EIfL+WgATAEhOZ/qZzRiCjyV9/zyKT4thV3ng3P8cHI1uvDXqaBCy6m4Cr4Uyem4iw6+DBjYFHak0HIqrvZGhBLvYAj3pLRUdp7XQBuO/H36aI7DO1usVs4nXOKoBtpwaMOpwzn+sm+2WNgfEUZ0SmIhZlU8bQg7lOO+TLeY2RB66Kb9Dvpfsj40CEMO31fNFgtrQw4WYkb5o8KpEKWmG5izPuuCpFxiFD18z5PrbgiLFdPeYA59d4Am3gm5b2cn6zZGoFOsJ+lZzE/HSqSrmaWlb+KIhFYrhuj4vBcO+S18LJaMYQ3zW6xcfx8ou5wyTzJawWSFCmkuGLNrajBASmrWxUt2eV6e5rFqHyW2Hs3odcrtdU6GjJHyrhR0Jf4+lNE2q0LFbMEYcalQCyeAbwP/xmAwZPmF32yxsP3sCQ5dOFeoORVXswI2ZvvrvsVq4bfjezX0cy6kmNOZe+CfbOdbrVZ+CNqintBcuJicwLKju7Mt6I0GA3MCNukLai4cjwnn77AjWf7QdGU0s28CNzshs+Jn29kTHL5wLstrc8xWC1Yr/Bi0xQmZFT+rggMJT4jNel9aLCSlp7L4yE4nZJY3KpwK2dxNnsxe54nZkvG9NC396vfTe1b/RmMuXo7M5uPh8oeK24FTeC3eysngFMrO28CdXtcWMtar/6zWq/dLgoy/L3+ZNtp9QF3924KVgTUiiXTJOF0rDStpl+efNqXTt/pZ4l2smb/AX78u8zV/X5l35W+z2X7eNctxORWFz+e/4/73oczLv75NuvnqOi1W21De2RZA1y8PMCSmUnLOOrx/2JRxz6Zr13H9uq322208F433jNWQnJrltpCccUNfFyu4Xt58H7ORb4MrMuaA+9Wb5F63be7/HsJ36kqMF+Ov7kvz5TebuCRISc+cF1BifSAldp3AGJdEyVlrbTcyxmy2L6KuFIuWjP3l+etOu3szuUTFUfLr9VdvtnxNe5fwGHzmrMu4oXAh2hMeyqh/lpJiTsNitZJmNtvegHeeD+adv5cUaj7F2dqQg3y6cxVpZjMWq+Xyvsw4nquDD/DxzlVOzrD4+CloK3MD/8FstWC2ZOxLs8WCxWrl50PbmBv4t7NTLDY+372W30/sAzKGzU4zmzFbLaRbzEzdvZY/TgY4N8FiZNS/y9hy5hiQ0SuS8Vq3kmpO58MtK3Tfu1yyWK288dfPHLp8b7sr+xIyTokcunEBx6LDnZlisZGUnsar637gdFzGmS3X7svo5AReW/dTsfjBTvdxchI/HzMP35WMn6+FqDgjf+wpwbmYjO7gKvf4kfJgUyJKlCTR4kJaXAokpWO8lIDr2WhMAaG4hsfYLc/NZODux6pz4faanHXxJvFiCgkBZzFYrFhKemBIScOQmIqllBcGiwW3o+dwOXke37Y1MfnXJdG9BOY0M7Gn4zGfi8N05AzuJ8Jpc3sTGtW7HYurCzsunWHXv1shJY2Uu2uS2rgGVg83jNEJGOKSMVisGC8l4L43GEtJD1IbVsPq7grployBBgwGXKLjsZhcsXp7YIhLyrhpbcOqWD3dMV6Mo8SmINzCLti2y1zKk+S2t2csy9MEyemYDp/BfdNB0u+oisXXC2N8MqZ9wRgSU0i9s2bGwAaXiydLOR/MZbyxGgwYDAYMCckYY5MwpJsxJKfhGhaFKfCUrQiwurmScldNUq/kFBGLa2gE1lLemEt7YqlQCqsBjPEplFi3H1Nwxk2IrUZDRru7a2N1d8MYcQmP9YG4RMaSVrsC5uZ1qVyxEg2TSlD3dCK79u4h4GwwVgOk3FWL1HvqYnVzxXg+Gs8/9+JyueCxGiCt3m2k166I1WDALSQSt6AwsFhJaV47Y2Q7Vxdczl3E8489GBNS7J4XVqOBtAZVSKvhhwFwPX4O44V40prUwOLpjkt0PKY9JzO1s7V3MZLaqBrpVcthMFtwO3IG1xPhN+Hk0NzzdDXRuWZDavqWIyktjQ1hh3SfnHzydffgwZqNqOxdmtjUJNaGHCQ09oLjhpJJec+SPFizEeU9SnIhKT7j19Vi8CWgKKpasgydatxBKXdPziXEsOpkoE4ry6e6pSvQodrteLqZCL10gdUhB0hIy/r9XnLWuHwV2lT+P0wurhyLPs+60CDdvykfDECLSrVoUakWRoOBwMjTbAo7kuOpujdbXmoDFU4iIiIiInJL0g1wRURERERECpAKJxEREREREQdUOImIiIiIiDigwklERERERMQBFU4iIiIiIiIOqHASERERERFxQIWTiIiIiIiIAyqcREREREREHFDhJCIiIiIi4oAKJxEREREREQdUOImIiIiIiDigwklERERERMQBFU4iIiIiIiIOqHASERERERFxwKmF057dO4mKDM/0b9Kkj7KM7937yUyxp8NCCzlrERERERG51bg6c+WdOj+Ii8vV2q1+/dtZ+stifl3xW7ZtYmNjubdlK9tjq/WmpigiIiIiIuLcwunChQt2jwcPHszJ4GD+3bIl2zZWq5WIiMibnZqIiIiIiIhNkbnGyc3Njcd79eTnn+fnGOfl5cXePbsI2LeHH3/4nnr16uUYbzKZ8Pb2tvsnIiIiIiKSF07tcbpW165d8PX1ZcH8BdnGHD9+gsFDXicoKAgfHx8GvvoqK//8ndZt/Dl37lyWbV4fMpjhw4fdrLRFREREROQWYChbzq9IXCW0aNEC0lLTePqZvrlu4+rqypYt/7B06TImTpyUZYzJZMJkMtkee3t7cyAwgBo1axMfH3/DeYuIiIiISPHk7e1NSPCJXNUGRaLHqUqVKrTz96d//+fy1C49PZ3AwEBq1ayZbUxqaiqpqak3mqKIiIiIiNzCisQ1Tk/16U1UVBRr1q7NUzuj0UiD228nPDz8JmUmIiIiIiJSBHqcDAYDffr0ZsHCRZjNZrt5X305jXPnzzNu3HgAhr71Jrt27yY4OARfXx9eGziQKlWq8ONP85yRuoiIiIiI3CKcXji1a+dP1apV+Xnez5nmValSGYvVYntcqlQpPvv0E/z8/Ii5dIn9AQF0fehhjh49Wpgpi4iIiIjILabIDA5RWPJyAZiIiIiIiPx35aU2KBLXOImIiIiIiBRlKpxEREREREQcUOEkIiIiIiLigAonERERERERB1Q4iYiIiIiIOJCvwql+/frZzuvSpUu+kxERERERESmK8lU4LV60gGrVqmWa/vDDDzFzxvQbTkpERERERKQoyVfh9NNP8/hlyWL8/MrbpvXo0Z2vvvySQYMHF1hyIiIiIiIiRYFrfhpNmjyFUqVL88uSJTzSrTsdO3Tgs88+4dWBr/H7738UdI4iIiIiIiJOla/CCeCdd0Yyc8Z0Vq/6k4oVK/HSS6+wctWqgsxNRERERESkSMh14fTgAw9kmvb7H39w7733sGzZMqxWqy1m1erVBZehiIiIiIiIkxnKlvOz5iYwIvxcrhZotVqpUPG2G0rqZvL29iYk+AQ1atYmPj7e2emIiIiIiIiT5KU2yHWPk1+FSjecmIiIiIiISHGkG+CKiIiIiIg4kO/BITw9PWnVqiVVKlfGzWSymzdnztc3nJiIiIiIiEhRka/CqVGjhiyY/zMeHh54enoSHR1D2bJlSExKIioySoWTiIiIiIj8p+TrVL1xY8ewevUaatf5P5KTk3mwS1ea3nk3+wMCGP3BBwWcooiIiIiIiHPlq3Bq2LAh06fPwGq1YjabMZlMnD17lg8+HMt7744s6BxFREREREScKl+FU1paGharBYCoqCiqVKkMQGxsLLfdVrngshMRERERESkC8nWNU2DgAe5seicnTwazZctWRrz9NmXLlOXxJ3px+PDhgs5RRERERETEqfLV4zR+/ATCw8Mz/p7wETGXYpgyZRLlypblzbfeKtAERUREREREnC1fPU77AgJsf0dFRfHkk30KLCEREREREZGiJt83wHVxccHf359+z/bF28sLgIoVKuDl5VlgyYmIiIiIiBQF+epxqlKlCosWzqdy5Sq4u5vYuGkz8QkJDBo8CHeTiaHDhhd0niIiIiIiIk6Trx6nCePHsW9fAHXqZtzH6Yo///gTf/+2BZaciIiIiIhIUZCvHqd7772Hrl0fJi0tzW76qbAwKlasWCCJiYiIiIiIFBX56nEyGo0YXVwyTb/ttkrExyfccFIiIiIiIiJFSb4Kp40bN/HySy/aHlutVry8PHl7+HDWrV9XYMmJiIiIiIgUBfkqnN4fNZoWLZrz7z+bcXd3Z9bMGezZvYtKlSoyZsy4XC9n+LChREWG2/3buuWfHNt06/YIW7f8w+mwUDZv2sj993fMzyaIiIiIiIjkWr6ucTp37hzt7uvAoz16cMcdDfDy8mLezz+zZMkvdoNF5MahQ4fp2auX7XF6ujnb2ObNmzF71kzGjRvP6jVr6dnzMX74fi4dOnbi8OHD+dkUERERERERh/JVOAGYzWaW/PILS375xTatevXqfDxlMo8/8WSul5NuTiciIjJXsS+9+CJ//bWBL7+aDsDEiZO4r107/vf8cxoCXUREREREbpp83wA3K97eXnkejrxWzVocCAxg184dzJwxncqVK2cb26zZ3WzavNlu2oYNG2jWrFm2bUwmE97e3nb/RERERERE8iLfPU4FYfeePQwaPJjjx09QoYIfw4YO5fffVtC2bTviEzKPzufn50fkdb1TEZGR+Pn5ZbuO14cMZvjwYQWeu4iIiIiI3DqcWjitX/+X7e+goCB2797Dvr276d6jO/Pm/Vwg6/j8i6lMnzHT9tjb25sDgQEFsmwREREREbk1OLVwul5sbCwnTpygZs2aWc6PiIigvF95u2l+5csTERGR7TJTU1NJTU0t0DxFREREROTWkqfC6a+/1oHVmu18Dw+PG0rGy8uTGjVqsGjxkizn79q1G/+2bZk1a7ZtWrt27di1a9cNrVdERERERCQneSqcVv65skBX/uEHo1m9Zg1hYaepWLECbw8fjtlsZunSZQB89eU0zp0/z7hx4wGYNXs2v65YzquvvMyatet47NEeNG3ahDffGlqgeYmIiIiIiFwrT4XTlI8/ydPCW7Rozr59AdmeKnfbbbcxe9ZMSpcuzYULF9i+fQcPdunKhQsXAKhSpTIWq8UWv3PnLl56+RVGvjOCd98dycmTwTzbr7/u4SQiIiIiIjeVoWw5v+zPvbtBwSePc1/7joSGht6sVeSZt7c3IcEnqFGzNvHx8c5OR0REREREnCQvtUGB3sfpegaD4WYuXkREREREpFDc1MJJRERERETkv0CFk4iIiIiIiAMqnERERERERBy4qYWTNYd7PomIiIiIiBQX+SqcKleujLu7u8M4DQ4hIiIiIiL/BXkunAwGAzt3bKNy5dscxtaoWbtIDUUuIiIiIiKSH3kunKxWKydPnqR06TI3Ix8REREREZEiJ1+n6o0dO54PPhhF/fr1CzofERERERGRIsc1P42++moaHh4ebNr4F6mpqSQnJ9vNr/t/KqhEREREROS/I1+F07vvvV/QeYiIiIiIiBRZ+SqcFi5cVNB5iIiIiIiIFFn5Kpyu5e7ujpubm920+Pj4G12siIiIiIhIkZGvwsnT05NRo96je7fulClTOtP8ChUdD1UuIiIiIiJSXORrVL3Ro9+nbZs2DBs+nJSUFF5/400mTZ7C+fPnGThwUEHnKCIiIiIi4lT56nF6oHNnBg4cxL9btjBt6hds27aN4OAQwsLC6NnrMZb88ktB5ykiIiIiIuI0+epxKlW6NCGhoQDExcVRqlTG6Xrbt++gZcuWBZediIiIiIhIEZCvwik0JJTq1asBcOzYcXp07wbAAw90JvbSpYLLTkREREREpAjIV+E0f/4C7rjjDgC+mDqN554bwOmwUMaNHcOXX00v0ARFREREREScLV/XOM2cNcv29+bNm2nVui2NGzciODiEoKCgAktORERERESkKLjh+zgBhIWFERYWVhCLEhERERERKXLyXTi1bduWV15+ibp16wJw7NgxZs6azebNmwssORERERERkaIgX9c4DRjQn0UL5xMfH8/sOXOYPWcOcXFxLJg/j+eeG1DQOYqIiIiIiDhVvnqc3nh9CO+9P4pvvvnWNm3OnK/ZvmMHb7w+hG+//a7AEhQREREREXG2fPU4+fj68tdff2WavnHjRkr6+NxwUiIiIiIiIkVJvgqn1atW81DXrpmmd3nwQdauWXvDSYmIiIiIiBQluT5V74UX/mf7+8jRo7zxxuu0bt2Knbt2A9Ds7rtp0aI502fMLPgsRUREREREnMhQtpyfNTeBu3ftzNUCrVYrzZq3yFXskCGDefihrtStW5ekpGR27tzJmDFjOX7iRLZtevd+ki+nTbWblpycTJWq1XO1Tm9vb0KCT1CjZm3i4+Nz1UZERERERP578lIb5LrH6e5mzW84seu1atWSb779jr179+Hq6sJ7745k8eKFtG7jT2JiYrbtYmNjubdlK9tja65KPxERERERkfzJ16h6Y8d8mOV0q9VKckoKwcHBrFy5ipiYmByX8+STfewevzZoCEcOB9GkSWO2bt2WbTur1UpERGSe8xYREREREcmPfBVOjRo1onHjRhhdXDhx/DgAtWvXxmw2c+zYcZ4b0J8xH37AQw934+jRo7lero9PSQCio2NyjPPy8mLvnl0YjUb27w9k3PgJHDlyJMtYk8mEyWSyPfb29s51PiIiIiIiIpDPUfVWrlrFps2badiwMR3v70zH+zvTqHFTNm7axNJly2jUuClbt25j3LgxuV6mwWBg/LhxbNu+ncOHD2cbd/z4CQYPeZ2+z/bjlVcHYjQaWfnn71SqVCnL+NeHDCYk+ITt34HAgDxvr4iIiIiI3NpyPTjEtQL376Nnrycy9SbVq1ePJYsX0qhxUxo3bsTiRQupV79BrpY5ZfIkOnbswEMPd+PcuXO5zsXV1ZUtW/5h6dJlTJw4KdP8rHqcDgQGaHAIEREREZFb3E0ZHOJaJX18KF+uXKbCqVzZspQsmXG63aVLsXYFS04mTpxA586deKRbjzwVTQDp6ekEBgZSq2bNLOenpqaSmpqap2WKiIiIiIhcK1+n6q1auYovvvicrl27UKlSJSpVqkTXrl34/PPP+PPPlQDcdeednMhhWPErJk6cwENdu/LoYz05depUnnMxGo00uP12wsPD89xWREREREQkN/LV4/TW0KGMGzuWObNn4eqasYj09HQWLlzEe++PAuDY8WO8/sabOS5n8qSJ9Oz5GH2f7Ud8fDx+fuUBiI2NIzk5GYCvvpzGufPnGTduPABD33qTXbt3Exwcgq+vD68NHEiVKlX48ad5+dkUERERERERh/JVOCUkJPLGm2/x3vvvU716DQBCQ0NISLh676UDBw46XM5zzw0A4NcVy+2mvzZoMAsWLASgSpXKWKwW27xSpUrx2aef4OfnR8ylS+wPCKDrQw/nafQ+ERERERGRvMjX4BDFWV4uABMRERERkf+uvNQG+brGSURERERE5FaiwklERERERMQBFU4iIiIiIiIOqHASERERERFxQIWTiIiIiIiIAyqcREREREREHFDhJCIiIiIi4oAKJxEREREREQdUOImIiIiIiDigwklERERERMQBFU4iIiIiIiIOqHASERERERFxQIWTiIiIiIiIAyqcREREREREHFDhJCIiIiIi4oAKJxEREREREQdUOImIiIiIiDigwklERERERMQBFU4iIiIiIiIOqHASERERERFxQIWTiIiIiIiIAyqcREREREREHFDhJCIiIiIi4oAKJxEREREREQdUOImIiIiIiDigwklERERERMQBFU4iIiIiIiIOqHASERERERFxoEgUTs89N4A9u3dyOiyU1atWcuedd+YY363bI2zd8g+nw0LZvGkj99/fsZAyFRERERGRW5HTC6cePbozdsyHTPn4Ezp07MTBgwdZvGgB5cqVyzK+efNmzJ41k3nzfqZ9h/v5c+VKfvh+LvXr1y/kzEVERERE5FZhKFvOz+rMBFavWsnefXsZMWJkRkIGA/sD9jLn62+YOnVapviv58zG09OTp55+xjZt1co/OXDgAEOHDXe4Pm9vb0KCT1CjRi3i4uOzjDEYDLa/rdacd49i8x57bbxiFVvUYnMTr9ibG3ttvGIVW9RicxOv2Jsbe228YhV7o7Elvb0JCTlJjZq1ic+mNrjC1eHSbyI3NzeaNGnM519MtU2zWq1s2ryZ5s2aZdmmWbO7mTFzlt20DRs20KVLlyzjTSYTJpPJ9tjb2xuAixejiIuLyyInEz6+pWyPL16IzDZ/V1c3fEuVtj2OvhiV7QFzcXWlVKkytscx0RewWCxZx7q4UKp0WdvjSzEXMZvNWcYajUZKl7naO3fpUjTm9PQsYw0GA2XKlrc9jr0UQ3p6WpaxAGXL+dn+jou9RFpaaq5i4+NiSU1NyTb22hwS4uNISUnONrZ0mXK2J3hCQjwpyUnZxpYqXRYXFxcAEhMTSE5KzDbWt1QZXF0znv5JiQkk5RTrWxpXNzcAkpMSSUxMyDbWx6cUbpefbynJSSQkZP8CLOnji8nknhGbkkxCfObn4xXeJX1wdy8BQGpqCvFxsdnGenmXpEQJDwDS0lKJi72UfayXNyU8PAFIT0sjNjYm21hPTy88PL0AMKenc+lSdLaxHh6eeHplvNbMZjOXYi5mG1vCwxOvy7EWi4WY6AvZxrqX8MDbuySQ8V4RfTEq+1j3EniX9LE9zum1bDK5U9LHN1exeo+4Su8Rl2P1HgHoPeIKvUdcpfeIy7F6jwCK7ntEWmr2z5/rObVwKlsm40kXGWn/phIZEUndOnWzbOPn50dkhH18RGQkfn5+Wca/PmQww4cPK5iERURERETkluTUU/UqVqjAgQP7ebDLQ+zatcs2ffSo92nVqhUPPJi5F+nsmTBee20wS5cts00bMKA/w4YOpcEdDTPFZ9XjdCAwQKfqOTH22njFKraoxeYmXrE3N/baeMUqtqjF5iZesTc39tp4xSr2RmOLzal6Fy5eJD09nfLly9tNL+9XnoiIiCzbREREUN7PPt6vfPbxqamppKZm0TVsMNi9SLOTmxjFKlax/53YopKHYhWr2KIZW1TyUKxiFVtAsXlo49RR9dLS0ggI2I+/f1vbNIPBgH/btuy8pgfqWrt27ca/bVu7ae3atbPrsRIRERERESlITh+OfMbMmfR95mmefPIJ6taty8dTJuPp6cn8+QsA+OrLabz33ru2+FmzZ9OhQ3tefeVl6tSpw/BhQ2natAlff/OtszZBRERERET+45x6qh7A8uUrKFu2LCPeHo6fnx8HDhzkiSf72AaMqFKlMhbr1VFjdu7cxUsvv8LId0bw7rsjOXkymGf79efw4cPO2gQREREREfmPc/p9nArblfs4NWzUxOEFYCIiIiIi8t9lGziuqA8O4QxX7uN0IDDAyZmIiIiIiEhR4O3t7bBwuuV6nAAqVqxYZHqbrlS56gFzHh2DokHHwfl0DIoGHQfn0zEoGnQcioZb4Th4e3tz/vx5h3G3XI8TkKsdU9ji4+P/s0/G4kLHoGjQcXA+HYOiQcfB+XQMigYdh6Lhv3wccrtdTh9VT0REREREpKhT4SQiIiIiIuKACicnS01NZfLkKaSmpjo7lVuWjkHRoOPgfDoGRYOOg/PpGBQNOg5Fg47DVbfk4BAiIiIiIiJ5oR4nERERERERB1Q4iYiIiIiIOKDCSURERERExAEVTiIiIiIiIg6ocHKi554bwJ7dOzkdFsrqVSu58847nZ3Sf0bLlvcy76cfORAYQFRkOF26dMkUM+Lt4Rw8sJ+wUyH8smQxtWrVtJtfqlQpZs6YTvDJ45w4fpTPP/8MLy/PwtqE/4QhQwazds0qQoJPcCjoID98P5c6tWvbxbi7uzNp0kccPXKIkJCTfPfdN5QvX94upnLlysz/+SdOhQZzKOggH4wehYuLS2FuSrE1oH8/Nm3cQPDJ4wSfPM7KP/+gY8cOtvna/4Vv8OBBREWGM27cWNs0HYebb/iwoURFhtv927rlH9t8HYPCU7FiRWZM/4qjRw4RdiqEzZs20rRJE7sYfUbfXHt278z0eoiKDGfSpI8AvR6yo8LJSXr06M7YMR8y5eNP6NCxEwcPHmTxogWUK1fO2an9J3h6enLg4EGGvz0iy/mDBr3GCy/8j6FDh/PAg11JTExk0cKFuLu722JmzpxOvfr16NnrCZ56+hlatbyXTz/5pLA24T+hVauWfPPtdzzwYFd6Pf44bm6uLF68EE/Pqx9u48aO4YHOnXn++Rfo3q0HFStUZO7cb23zjUYj83+eh5ubia4PPcxrgwbRu/eTjBjxtjM2qdg5e/YcY8eNo+P9nbj//s78/c8//PjD99SrVw/Q/i9sdzZtSr9nn+XAgYN203UcCsehQ4dpcEdD27+HHu5mm6djUDh8fX3584/fSEtP48neT9G6jT+jRo8m5lKMLUaf0Tdfp84P2r0WHuv5OAC/rvgN0OshOxqO3ElWr1rJ3n17GTFiJAAGg4H9AXuZ8/U3TJ06zcnZ/bdERYbT99n+rFy50jbt4IH9TJ8+g6+mzwCgZMmSHAo6wKBBQ1i2fDl169Zl65Z/uP/+zuwLCACgQ4f2LJj/M40bN+V8eLhTtqW4K1u2LEcOB/FIt+5s3bqNkiVLcuRwEC+9/Aq//fY7AHXq1GHb1n954MGu7N69m44dO/DzvJ9o2KgJkZGRAPTv9yyjRr1PvfoNSEtLc+YmFUvHjh7mgw/H8Ouvv2n/FyIvL0/+Wr+OYcNH8NabrxN44CDvvfe+XgeFZPiwoXTp2oX27TtmmqdjUHjef/89WrRoziOPdM82Rp/RhW/cuLF07tyJFi3u1eshB+pxcgI3NzeaNGnMpk1/26ZZrVY2bd5M82bNnJjZraF69epUqFCBTZs326bFxcWxZ88emjXP2P/NmzcjJibG9oYMsGnTZiwWC3fdfVeh5/xf4eNTEoDo6BgAmjZpgslkYtOmq8fi+PHjhIWF2V4LzZs1I+jQIdsbM8BfGzbi4+ND/fr1Ci/5/wCj0cijPXrg6enJzp27tP8L2aRJE1m7dh2br3nvAb0OClOtmrU4EBjArp07mDljOpUrVwZ0DArTgw90JmBfAN98M4dDQQf566919H3mGdt8fUYXPjc3Nx7v1ZOff54P6PWQE1dnJ3ArKlumDK6urnZPNoDIiEjq1qnrpKxuHX5+GefoXr//IyIjqeDndznGj6ioKLv5ZrOZ6OgYW4zkjcFgYPy4cWzbvp3Dhw8DGfs5JSWF2NhYu9jIyCjbcfLz88v8Wrn82E/HIlduv/12Vq78gxLu7iQkJNCv/wCOHj1Ko4YNtf8LyaM9etC4UWM6dX4g0zy9DgrH7j17GDR4MMePn6BCBT+GDR3K77+toG3bdjoGhah69er079+PGTNn8fnnX3Bn0zuZMGEcqWmpLFy4SJ/RTtC1axd8fX1ZMH8BoPeknKhwEpFCMXnSROrXr2d3TYEUjuPHj9O+fQd8SvrwSLdH+HLaVLp1f9TZad0ybrvtNsaPH0evx58gJSXF2encstav/8v2d1BQELt372Hf3t1079Gd5KRkJ2Z2azEajezbF8D48RMACAw8QP3b69O/Xz8WLlzk5OxuTU8//RTr1/+lUxxzQafqOcGFixdJT0/PNDpJeb/yREREOCmrW0dERMYvItfvf7/y5Qm/vP8jIiIyDdTh4uJC6dKlbDGSexMnTqBz5070eLQn586ds02PiIjA3d0dHx8fu/jy5cvZjlNERETm18rlx3q95E5aWhrBwSEE7N/PuHHjOXgwiJdefEH7v5A0adIEP7/y/LV+LefPneH8uTO0bt2aF1/4H+fPnSEiMlLHwQliY2M5ceIENWvW1GuhEIWHh3P06FG7aceOHqVKlYzTJvUZXbiqVKlCO39/fvppnm2aXg/ZU+HkBGlpaQQE7Mffv61tmsFgwL9tW3bu2uXEzG4NoaGhhIeH49/26v739vbmrrvuYtfOjP2/c+cuSpUqRZPGjW0xbdu2wWg0smf3nkLPuTibOHECD3XtyqOP9eTUqVN28/YFBJCammr3WqhTuzZVq1a1vRZ27tpFg9tvt/uQvK9dO2JjYzlyxP7DV3LHaDRicjdp/xeSvzdvpk3bdtzXvqPt3969e1my5Bfua9+Rffv26Tg4gZeXJzVq1CA8PFyvhUK0Y8dOatexvy1F7dq1CQs7DegzurA91ac3UVFRrFm71jZNr4fs6VQ9J5kxcyZfTpvKvn372LNnLy+/9CKenp7Mv3x+qdwYLy9Pata8es+H6tWq0bDhHURHx3DmzBlmzprNm2++wcmTwYSeOsU7I97m/Plw/rw88t6xY8dYt349n332CW8NHY6bmyuTJn7EsmXL1ZWdB5MnTaRnz8fo+2w/4uPjbedGx8bGkZycTFxcHPPm/czYMR8SEx1DXFwcH300gR07drJ7924ANmzYyJEjR5k+/Us+/HAMfn5+vPPOCL759jtSU1OduXnFwnvvvcv69es5ffoM3t7e9Oz5GK1bt+LxJ57U/i8k8QkJtuv6rkhMTORidLRtuo7DzffhB6NZvWYNYWGnqVixAm8PH47ZbGbp0mV6LRSimTNn8eefv/P660NYsWIFd915F3379uWtt4ZejdFndKEwGAz06dObBQsXYTabbdP1esiehiN3oueff47XBr6Kn58fBw4c5J2R77Jnj34pKQitW7VixYplmabPX7CAQYOGABk31+v7bF98fXzYvn0Hw4e/zYmTJ22xpUqVYtLEj3jggc5YLBZ++/0PRo4cSUJCYqFtR3EXFZn1B9hrgwazYMFCIOMme2PGfMBjjz6KyeTOhg0bGP7227bTASDjVIIpUybRulUrEhMTWbhwEWPGjrN7o5esff75Z/i3bUOFChWIjY0jKCiIqdOm2UZL0v53jhXLl9qGIwcdh8IwZ/YsWra8l9KlS3PhwgW2b9/B+AkTCAkJBXQMClPnTp147713qVWrJqdOnWLGjFn8+NNPdjH6jL757ruvHUsWL+Kee1ra7VvQ6yE7KpxEREREREQc0DVOIiIiIiIiDqhwEhERERERcUCFk4iIiIiIiAMqnERERERERBxQ4SQiIiIiIuKACicREREREREHVDiJiIiIiIg4oMJJRERERETEARVOIiJSZO3ZvZOXXnrxhpezYvlSxo0bW+DLFRGRW4cKJxERuWHTpn1BVGQ4UZHhnD0Txo4d2xj61pu4uLjkqn3v3k9y4vjRm5zlVZ06P8gPP/yYq1gVWSIiAuDq7AREROS/Yd369QwePASTyZ1O93dk0qSJpKWn88UXU52dWiYXLlxwdgoiIlLMqMdJREQKRGpKKhERkZw+fZrv5n7Ppk2befCBBwB45eWX2LxpI6EhwQTs28PkSRPx8vIEoHWrVnw5bSq+vr62Xqvhw4baluvh4cEXX3xOSPAJ9u3dzbN9++aYh6enJ199OY2QkJMcPLCfV195OVPM9b1Iw4cNZd/e3Zw5fYoDgQFMmDAeyDjFr1q1aowfN9aWG0Dp0qWZPWsmgfv3cSo0mM2bNvLYo4/arWPF8qVMmDCe0aPe59jRwxw8GGi3XQA+Pj588vEUgg4e4HRYKH9v3kTnTp1s8++5pwW//baCsFMhBOzbw4QJ4/H09HR4LEREpOCpcBIRkZsiOTkZk8kNAIvVysiR79KmrT+vvTaYtm3bMHrUKAB27NzJyHffIzY2lgZ3NKTBHQ35avp023JefeVl9u3bR/sOHfn2u7lMmTKJOrVrZ7veD0aPolWrlvTt249ejz9J69atady4cbbxjzzyMC+//BJvDR1Gi3ta0vfZ/hwKOgRAv/7PcebMGT76aKItNwB3d3cCAgLo89TTtPW/jx9+/JHp07/kzjvvtFt27yefIDExkQce7MKHH45h6NC3aNfOHwCDwcDCBfNp0aIFr7z6Kq3b+DN27DjMFjMANWpUZ+HCBfz++x+0u689/3vhRe69pwUTJ07I66EQEZECoFP1RESkwPn7+9O+/X18/fU3AMyaNds2LywsjAkfTeTjKZMZ/vYI0tLSiI2NxWq1EhERmWlZ69at57vv5gIwdeo0Xn7pJdq0ac3xEycyxXp5efL000/xyqsD+fvvvwEY+Nog9gfszTbXKpUrExERwaZNm0lPT+fMmTPs3ZsRHxMTg9lsJj4hwS638+fP89X0GbbHX3/9DR3at6dH9262tgAHg4KY8vEnAJw8Gcz/nn8ef39/Nm3aTLt2/tx11520atWGEydPAhAaGmpr+/qQIfyy5Bfbvjt5Mph3Rr7LryuWM2zY26SkpGS7TSIiUvBUOImISIHo3LkTISEncXN1xWg08svSpUye8jGQUUi9PmQwdevWoWTJkri4uODh4YGHhwdJSUk5LjcoKMjucUREBOXKlcsytkaNGri7u7N79x7btJiYmCyLrCtW/PobL730Irt37eCvvzawdt06Vq9eg9lszraN0WjkjdeH0L17dypVqoibyYS7yURiUmKOuYeHh9tyb9SwIWfPnrUVTde7444GNGjQgJ69etqmGTDg4uJCtWrVOHbsWLb5iYhIwVPhJCIiBeKff/5l2PDhpKamcf78eVvhUbVqVX6e9yNz537P+AkfERMdzT333sPULz7Hzc3NYeGUlp5u99iKFaOx4M40P3v2LPe2bE07f3/a3deOKZMn8drAgXTr3oP069Z9xWuvDeTFF1/gvffeJ+jQIRITExk/bhwmN5N97mnX5W61YjQaAEhKTs4xLy8vL77/4UfmzJmTad7p02fysokiIlIAVDiJiEiBSExMJDg4JNP0Jk0aYzQaeX/UaKxWKwDde3S3i0lLTcv10OU5CQkJITU1lbvvvoszZzKKC19fX2rXqs2WLVuzbZecnMzqNWtYvWYN337zLdu2baFBg9vZvz+QtLQ0XK4r1O5p0YKVq1azeMkvQMb1SrVr1+LIkdwPqR4UFMRtt91G7Vq1sux12r8/kHr/939Z7lMRESl8GhxCRERuquDgYEwmEy+88D+qV6/O44/3on+/Z+1iToWdwtvbm7Zt21KmTBk8PDzyta6EhETmzfuZD0aPom2bNtSvX58vp03FarVk26Z37yd5+umnqF+/PtWrV6fX471ITEwkLOx0Rm6nwmjZsiUVK1akTJkyAJw8eZL72vnTvHkz6taty6effEz58uXzlOuWLVvZunUb3333Le3a+VOtWjU6duxAhw7tAZg67UuaN2/GxIkTaNjwDmrVqkmXBx/U4BAiIk6iwklERG6qgweDeO+9UQwe9Bp/b95Ir149GTtuvF3Mzp27+O67uXw9ZxZHjxxi0GsD872+Dz78kG3btvPTTz/yyy+L2b59OwEBAdnGX7oUS99nnuHPP35j06YNtPP35+lnniU6OhqAiZMmU7VqVXbt3M7RIxmj7X3y6Wfs3x/I4kULWbF8GeEREfy5cmWec+0/4Dn27tvH7Fkz+fefzYweNcrW8xYUFET37o9Su1Ztfv/tV/76az1vvz2c8+fD87FXRETkRhnKlvOzOjsJERERERGRokw9TiIiIiIiIg6ocBIREREREXFAhZOIiIiIiIgDKpxEREREREQcUOEkIiIiIiLigAonERERERERB1Q4iYiIiIiIOKDCSURERERExAEVTiIiIiIiIg6ocBIREREREXFAhZOIiIiIiIgD/w9llbze5vl6cQAAAABJRU5ErkJggg==", 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bx4GDB+1Tn+dVSEgoy/9Yxg8//IDZbGbkyGeIiYlh5uef29vM+WUuzz33LAsXzOPnOb9QsUIFhg8fzsGDhyhT5vL1XnmpLSgomLnz5jF8+GP4+vqyecsWWrZswZDBg1m+fIXDzHAiIiVZqQhBDRvejouLC/9u2+qw3M1sJjY2FoC6devy79Zrf7hPnzGT8eMnAJkzQ+3ZE2gPUPv27afB7Q0YMXy4QpBIKRG4dy+DBw/lww/H8eabb3Dy1CkmT5nKbfXqZTvMasvWLezcsYvXX3+VqlWrcvjwYV56aTTBwcH2Nm+//S4Wi5WBA/rj7u7Otu3bGTDgIRYsmFegtcfExHDvvffzxOMj6Nu3L++8/Raurq5ERESwavWffP315VnTnhn5HJM/nsSTTzyOwWDg7/XrGTx4CEH79xVYPZs2/cOZM2eoXLlytrPChYeHExQUnO1z4+Pj2bZtO3379OG99963915dbdToMUTHxDBwQH9639ubfzb9w5Chj7Bv755r1rZlyxZatmhBv359qVixIvHxCQQEBPDss887DIMe8/KrTP54IhPGf4SbmxtTp07LdwhasGABVquVkSOfoUKFCgQEBPDGm29z9mykvc2RI0d44YWXeOONsYz/6EMOHT7M8y+8wIAB/enQvr3D9vJS25gxrxAWGsbgwYO5997eREZG8n+fTWfatKxDEUVESipD+Qr+BTuQuRiIjjrLsMdGsHLlSgD69u3DrC+/4K67OmGxOn45JiUlERkZhaur63Wn9IyNjbX/NTZg9042bNjImJdfsa9/fMRwXnnlZZo0bV6wByQiJcr/fvyBBg3q06ZtO2eXIiIiItkoFT1B+/buw8XFhQoVK+R4EXB6ejpHczFV6iXbt++gTt06DssyL1rVRaMipYm7u7vDfXRq167FPfd0U4+wiIhIMXbThCAvL0+HGZlqVK9O48aNiI2N49jx4yxcuIj/fv45748bx759+ylfvjydOnUkODg4Xxd6zpr1FStW/MGYMaNZsmQJLVu0ZNiwYbz66msFeVgiUszt2rmdufPmExYaxq3VbuXxEcNJS093uHajqBiNRvv9hnKSlJSUqymdRUREbmY3zXC4Du3bs2TJb1mWz503j5deGo2LiwuvvvIygwYN4pZbKnPu3Dl27tzFlKnTOHDgQL722aN7d9599x1q167FiRMn+PLLr/jp559v9FBEpASZMeMz7urQAX9/f9LS0tixcycTJ05i796Cu14mt6pVq2a/iWlOpk6dxlRd2yEiIqXcTROCRERKOzc3N9q2bXvNNmFhYYSFhRVRRSIiIsWTQpCIiIiIiJQqpeZmqSIiIiIiInATTIxQuXJlEhMTnV2GiIiIiIg4mbe3N2fOnLluuxIdgipXrsz+fYHOLkNERERERIqJxk2aXTcIlegQdKkHqHGTZuoNEskNowGrjweGDCuGxJTrtxcREREpIby9vdm/LzBXuaBEh6BLEhMTFYJErsFmMpJydyNSOjTA5u0OgPFMHB5/78ctIMTJ1YmIiIgUrZsiBIlIzmxGAwmPdyGj7i1gNNiXW/19SRpyF9byZfBYu9eJFYqIiIgULYUgkRLKBmTUrUxa85pYPdwwxSZi3nEUl7PnHdqltq5LRr1bwGBw3MDFQHShRzNc94VleZ6IiIjIzUohSKSEsJbxILVtXdJr+mMzGLCV9cJawQcsVjAaSLfaSOnUEPcNQXgs382lyJPavn5mYjLksGGLldQ29XBZtrOIjkRERETEuRSCREqAtIa3kvhop8zeG6MRbFfc49h08XZfpsyUk9K5Eca4ZNw3HwTAUtHHYRhcFiYjlkq+hVW6iIiISLGjECTiZFYXIyndm5HWpAY2FyOmyPN4Lt+Ny+lYIDPEJA7rnBlkLg1pu3po25VsNi50aYTb1kMYrDYMaRnYXEzXKMCKITW9AI9IREREpHhTCBIpQtYyHmTUrIjNaMAlLBqrtxsJz/cCF5O9dyfD15P4Mfdh3nkM74VbSWlfP/PJ1wo+VzIYsPl4YrmlLC4nz2EODCW1Tb3LPUZXMxox7ztRAEcnIiIiUjIoBIkUAZubC0l925DWolbmcDbIDD1XXqtzVchJa12XC5HnSW94a84B5lr7vNj7477pAKl31Mncj/Gq7VisGGMSFIJERESkVFEIEikgVlcTF3o2J61xdXA1YTyXiMefgbgcO0Pik93IqF7BMYQYDDlPVgBgs5Fyd2PIsOS9mAwLpsjM2d5M0QmU+WYdicM7Y/NyB4sFMIDJiOlsHGW+/xuDxZr3fYiIiIiUUApBInlkA6z+PthcXTDGJGBMSSejWgXin+txeVibwYDF253Ep+/BePoc1lvK5X1HBgM2Lzdcgk6Q4Z2H3iCLFXNACMYLafZFrqGR+E1YTFqT6mRUq4DBYsX10Elcjp29Zg4TERERuRkpBInkUka18iT1aY2lWoXLQ9csVlwCQshoXvNySLlq8gJr5bL2YJQfbruOk9Goeu4aW60YoxPwXL4ryyqDxYrbnlDc9oTmqw4RERGRm4VCkMhVrG6uJPdqnnktjpsrhoQLuIRFk9a6TtYgYzKScUftzJ9zCjn5DD+Z1wzZMAeFY/1zDxd6NM+8J9ClsHXp5wwLuJgwxF/A/d/DuP1zAGOKZnsTERERyYlCkJRaVlcTNj9PDAmpGFMyh46l1buFxCe6ZoaLi703Nk830vyvcR8dg8Hxvj15dY1eIteDpzDYwGPtPkwnokm963bSa/mDDVyPnsZ94wFcQiPBaMBgvYEaREREREoRhSApNWxARs2KpLS9jfQGVcHTbA8whtgk3Nft5UL/Oy/fWPTKYHK93pz89vbYi7siCF0MVIbkNLzmbLQ3MR8+jfnw6eyfrwAkIiIikmsKQXLTsnq5k9yzKen1q2Lzcsucme2K+/Fcee2OrawXFwa2c1xekC4ObctuimpDwoWL9/bxyNy31YZrcARe8/7BmJ6PmeFERERE5JoUgqTEswEYwHBFZ0hqy9okDWqXGTquHm6WXci5NKStMAIQYAo5iykmkbSWtS9f02O14RoUjtev/2JMTsNqMICLUcFHREREpJA5PQRVrlyZce+/R7duXfHw8CAkJJRRo0azJzDQ2aVJMWQDLJV8SWt4K5ZKfliqlsNa0QcMBkynYnH/5wCGuCSSHm6fZZa267qRAGS1ZQ6ju3pYm8EAyal4/7gB04U0rCsCyKhZEQwGXMKjMZ5Ptm/CaLOBApCIiIhIoXNqCPL19WXF8mX8s3kzDw8eSkxMDLVr1yLufJwzy5JixGYAi68XKd2akN7wVmze7o5h5YrQYbnFj6SHO2A4n1TERdrAasVjdSApd96Gzc8rsyaLNbOnZ+FWjGkZABiTUjAHhRdtfSIiIiLiwKkhaNSolzh56hSjRo2xLztx4oTzCpJiweZqIqV9fVLb1cdazjvrNTxXunLZxettbL5ehVhcNj09KWmU+XEDrsfP4vF3EDajAQwGDBZr4dUhIiIiIvnm1BDUq2cP/v57Pd9+O5v27dpz+sxpvv/uB376+eds25vNZsxms/2xt7d3UZUqBSzzOp7Ma2BSW9cltW09rH5eGJJSsLkYsfl4waV8U0jX6eTaFWHHfUMwGXUqYfXxxBh/AfOeENx2HnOYnjrzZ83WJiIiIlJcOTUE1ahRgxEjhvPlrK/47LPptGjegkmTJpCWnsb8+QuytB8zehRjx77uhEqlIGRUKUfi4PZY/X0zQ4XBAFar4yxt7q72n29IPic5MJw6h8fmg1zo3ixzWBtAugXzvhN4LtuJMTkV1u27sdpERERExKkM5Sv4O+1P1qdOhrNnTyD33ne/fdmkSRNp0bw5ve+9L0v77HqC9u8LpGatOiQmJhZJzZJ3NoOBxIfbk96y9sUFhTcL2+Wd5nIfVwy1M0bH4/N/f9hnZ7O5GMGGhrWJiIiIlADe3t6EhhzLVTZwak/Q2bNnOXz4sMOyI4cP88D9WQMQQFpaGmlpaUVRmuSSzWjA5m7G4uPBhQdaZc585mLKnBQgOAKPtXtJa16T9Ba1Lj+psAOQxYohOQWbt0fWfV0ZjixWSEnDGJ2Ax1/7cTsQ4dDUkKHwIyIiInIzcmoI2r59B3Xq1nFYVqdOHcLDI3J4hjib1cNMRt3KWHw8Sa/lT8btVcHVJevkBS4m0ptUJ71RNcflhV5gZh3e368no04lUjo1xFbGI7O+lHTM+0/gvjEY44U0DIkpDtfyiIiIiEjp4NQQNGvWV6xY8QdjxoxmyZIltGzRkmHDhvHqq685syy5gs3FRFqzGqQ2q4nlFr/MQHFxFjYHOc3cZsxhXYEWebF3x2oDixXvXzbhGhGDa0QM7huCM0OaxaLAIyIiIiKAk0NQwJ49DB/+OO+++w6vvfoKJ06c4N1332PR4sXOLKtUsrmYsPh5Yrm1POkNqmIt44EhOZWMWv6ZwQfyF2YKKwBdOawtLQPT6VjMwRG47TiKMSn18u4B0jMKpwYRERERKZGcGoIA/lyzhj/XrHF2GaWSDUhtVYcLvZpnBp2r739TFBMYXLPAiz03NsB4RW2pGRhj4nE9dBq33ccxRZ7HyZNoi4iIiEgJ4vQQJEXD5mIkrWlNUlvWxlbGHWNMAlZ3M5a6lbOGnSumrC6YnV/jZqdXs1jBZMR06hwux85gLeuNISUd171huIZFYUhN17A2EREREbkhCkE3GavZREbVcmTUr4rVxxODxYpLWCQXOjbEekvZzPvyGI1YKvlevransHt7DAZIywBXk+O+ruxxOpeIKTkVY8IF3HYdxzUoXGFHRERERAqFQtBNwAakNatB8v2tsPlcNazNBqlt613ujbkUfLKb3KBQirNhOJdImdlrudC9KenNa4HJaK/NEH0er7mbMUfEFE09IiIiIlLqKQSVIFZfTyxlvcmo5Et6o2pYalQEqxVDYgrWSn7ZD2szXPFzUbpYiyExBZ+v1mCKS6LM/C3YFm7F5uaqYW0iIiIi4jQKQcWUzcVIWuPqpNe9BZuLEUuVsplB5+rJCwCbl3vmMmdMYnCph8lqy+zhybBk9v4kpOD272E8Nh3AYLl801GD1Ybhgm54KyIiIiLOoxBUzNgMcKFLE1LuaQIuposLs5lYoCgDz5U9TFf1NhnOJeISEYMpJgG3XccxRcUXXV0iIiIiIvmgEOQElrJeWMuXwZCShunkOQxXjApLfrA1qe3rOy/wXMlmy/yXkjl0zeZqwhQVj8vxs7iEReFy8hymc4nOqU1EREREJJ8KNAR169aVRx4ZyhNPPFWQmy3RrCYjF7o0Jr15Tay+HuDq4jApgfFcIh6r9+AWEEJGJV9SOzQo2gKv7GW66mfD+WTctx7GbeshjCnpRVuXiIiIiEghueEQVL16dYYOHcKQwQ9Tvnx5Nm7cVBB13RSSejYjtUvja87EZi3rRdKQu7C5u2It522fwrrQXBrOZrWCwYDp5DlMoZFk1LsFXEyYzp7Hfd1eXMM1W5uIiIiI3JzyFYLMZjMPPvAAjzwylLZt22AymRg37kN+njOHxMTSNTzK3dVGn1YX6N8mhcp+FqLijfy63YMfvduS2q3p9Tdwcahb8v134HrwZOEUeTH4uByIwFrWG5u3O8Zzibj/exhzQIjDxAUiIiIiIje7PIWgZk2b8sgjQ+nfvx8hISEsWLiIZ0Y+y97AAP76++9SF4B8PKx892ws9W6xgC2zA8fP08JLfVL40tYkbxtzMWHzMOe/mJyGtQGmiBg81u3DHByR/+2LiIiIiNwk8hSCVq9eyTfffEuvXvdy9NixwqqpxHi3fwJ1KlkwGrDfj8dohDW2OlgMprxtzGLFGJuU96FwF286SloGbjuPYqlcFquXG8boeNy3HcE1JBJDuoWWlWrwcKeHaFGpBjZg2+ljzD+4naDoQup9EhEREREppvIUgjZu2sQjjwylQoUKLFi4kL/++ruw6ir2KvpY6NE0FVM2meUkPnnfoNGI6XQsrvvCSG9UncxklY1LvTw2MMQnY4xJwHzwJG47jmFMTs32KcMatueFlt3IsFpwMWaGs67Vb6d7jUZM3racJUcD8l6viIiIiEgJlacQNGjQYKpUqcLQIYOZNnUq7h7u/P77EgBsNtt1nn1zaVItI9sABFCV/Nwrx4bb3jDctx4mqU9r0lrXxWEHNhvGEzGYj5zCGJeEOSgcY1L2oedKTSveygstuwHYA9CVP7/R9j4Co8IJPR+dj5pFREREREqePE+McOrUKT759D988ul/6Ny5E0OHDCEjI4Off/qRpcv+YNmyZezdu68wai1WrNfIfL04hisZpGPCPk7uWmw23DcdwBh/AQDvX7dh/TOQ9NuqYC3jjjE2CddDpzCm5n2a6ofqt3HoAcp6HFYG3NaKT3esyvO2RURERERKojxdgOLn5+fweMOGjYx89jkaN2nG7G++pVu3rqz5c3VB1lds7Ql1JT0j+3UehgzeYhNwxSQFObFYcf9rPx4rdjssNiam4Lb7OB4bgnHbG5avAATQzL9ajgEIMnuEWvhXz9e2RURERERKojyFoP37Apn99Vd07tzJYfn58+f55ptv6dr1Hrr36FmgBRZXcclGluxyJ6fZpZ+y7WZQ+EbIsDiusNnAYsEYHoPH0h34fbQQz9V7MBTSaEJrLoYpZlg1RbaIiIiIlB55Gg738iuvMmTwYBbMn8fJkyeZN28+c+fNJzw83N6mNAyFu2TqkjLUqGChdZ10MizgYgKLNfNSnv3hLmydHULZ9BOkNayGpbIfhvNJmHcfx2Qpuuuntpw8woN1W+TYG2SxWtl66miR1SMiIiIi4myG8hX88/x/5NWrV2fI4IcZNGgQVatW4Z9/NvPznDksX76C9PT8DdvKD29vb0JDjlGzVh2n3aPIZLRxd8NU+rVO4ZayFiLPm/h9hzvr9ruRYc3F9UCFrKZvBX6+7xmMBiNGg2M9VpuVdIuFgUv/S1RygpMqFBERERG5cXnJBvkKQVfq1KkTQ4cMpnfv3qSmprBo8a+8/fY7N7LJXCsOIagk6FKtAeM79seAAZPRiM1mw2qzkW61MHbDArafPu7sEkVEREREbkiRhqBL7r//Pv7z6Sf4+vpSqXKVgtjkdSkE5V4lTx/61mtJy0o1sNpsbD8TwpIjuzmXkuTs0kREREREblheskGep8i+0q233srQIYN5+OGH7cPi5sz55UY2KYXkbHI8XwWud3YZIiIiIiJOl+cQZDabeeD++xk6dAgdOrTn9OnTzJs3n1/mznOYIEFERERERKQ4ylMImjplMv369cXDw4NVq1YzeMhQ1q/fUFi1iYiIiIiIFLg8haC2bdsy7ZNPWbhwEbGxsYVVk4iIiIiISKHJUwjqfHeXwqpDRERERESkSOQpBI3/6MNctXvv/XH5KkZERERERKSw5SkENWnSxOFx27ZtCAzcS0pKin2ZzVYgM26LiIiIiIgUijyFoL79+js8Dg05xshnnyMsLKxAixIRERERESksRmcXICIiIiIiUpQUgkREREREpFQpViFo1KiXiI46y4QJ451dioiIiIiI3KTydE1Qw4YNHRcYDNSrVxcvLy+HxcHBwXkupEXz5gx/7DH27w/K83NFRERERERyK08haP3f67DZbBgMBvuyX+b8DGBfbrPZqFS5Sp6K8PLyZNasL3j5lVd59ZUxeXquiIiIiIhIXuQpBLW8o3WhFDFlymTWrFnLxo0brxmCzGYzZrPZ/tjb27tQ6hERERERkZtXnkJQREREgRfQr29fmjZpSvcePa/bdszoUYwd+3qB1yCSVy5GI/6ePqRbLUQlJzi7HBERERHJgzyFoKt5eHhQtWpVh94ZyP01QVWqVGHixAkMfGgQqamp123/2fQZfPHlLPtjb29v9u8LzFvRIjfAzeTCiMZ30f+2Vvi6eQBwPC6SH/Zv5s/Q/U6uTkRERERyI18hqHz58sycMZ1u3bpmuz631wQ1a9YMf/+K/LVuzeWCXFxo164dTz35BFWqVsNqtdrXpaWlkZaWlp+SRW6Y2WhierdHaFLhVkzGyxMr1vStwEd39aOqtx/f7//HiRWKiIiISG7ka4rsiRPG4+PrQ8+evbmQksKghwfz4osvcfz4cR4d9liut7Np40bu6tiZu7t0s/8LCAhg0aLF3N2lm0MAEnG2frfdQdOKjgEIwGjIfDyyeReqlSnnjNJEREREJA/y1RPUseNdPDpsOHsCA7FZrUSER7Bhw0YSEhIZPXoUa9aszdV2EpOSOHjwoMOy5ORkzsXGZlku4mwDb2sNGHJcn2G10KdeCz7fva7oihIRERGRPMtXT5CnpyfR0dEAxMXFUb5CeQCCDxygaZMmBVedSDFStUxZjIacQ5DJYKSGT4UirEhERERE8iNfPUFHjx6lbt06hIeHExQUzPDHHuPEiXBGDH+Ms2cjb6igPn3739DzRQpLSkY6nq7mHNdbbTaS068/wYeIiIiIOFe+eoK+/no2lSpVAmDatE/o1q0rgXt28/TTTzFx0qQCLVCkuFgbFkSG1ZLjepPRyLqwA0VYkYiIiIjkR756ghYuWmz/OXDvXlq0bEW9enWJiDjJuXPnCqw4keLkl+B/6VmrMQarIcvkCBlWCyHno9l88rCTqhMRERGR3MpzT5C3tzeGq66LuHDhAvv27df01XJTC42PZsy6X0hISwEg3WKx9wwdPHea0evmYLHZnFmiiIiIiORCnnqC7r23N+Pef4+7u3TjwoULDus8PDxYu2Y148Z9yOo//yzQIkWKi4DIEzzw62fcXb0BDcrdQrrFwuaTR9gXHeHs0kREREQkl/IUgh4fMYKZn/83SwCCzKmtZ8z8nCefekIhSG5q6VYLa0KDWBMa5OxSRERERCQf8jQc7vbbG7B58+Yc12/dupWGt99+w0WJiIiIiIgUljyFIF9fX0ymnDuPXFxc8fX1veGiRERERERECkueQlB4eDgtmjfLcX3z5s2IiNC1ESIiIiIiUnzlKQT9sXwFb7/9FhUrVsyyzt+/Im+/9SbL/lheYMWJiIiIiIgUtDxNjDBj+gx69+rF9m1bWbhwEUePHQOgXt26DBw4gJMnTzJj+oxCKVRERERERKQg5CkEJSYlce999/Peu+/Qt28f/Pz8ADh//jwLFy5i4qSPSUxKKow6RURERERECoShfAX/fN/dsXz58hgMBqKjo7Nd36ZNa/bsCSy0m6h6e3sTGnKMmrXqkJiYWCj7EBERERGR4i8v2SBP1wRdLSYmJscABDB/3lxuueWWG9mFiIiIiIhIgcrTcLi8MhgMhbl5ESnhjAYDbW+pTS3filzISGNTxGGiL6hXV0RERApXoYYgEZGctPCvzgcd+lLJyxeL1YrRYOC1Nr1ZejSAT3esIsNqdXaJIiIicpNSCBKRIndb2cpM7/YIJkPmiFyT8eJ/MdCnbgvcTa58uGWJM0sUERGRm9gNXRMkIpIfTzbpiNFgsIefKxkNRnrXbkpNnwpOqExERERKg0INQTZbvieeE5GblKeLmY7VbsPFaMqxTYbVQo9ajYuwKhERESlN8hWCqlatipub23XbaWIEEbmal9kNo+HaHz02G/iaPYqoIhERESlt8hyCDAYDO7b/S9WqVa7btmatOoSFheWrMBG5OZ1PSSYlI/2abYwGA6eT4oqmIBERESl18hyCbDYbx48fp2zZcoVRj4jc5NKsFlYc30uG1XLNdiuO7y2iikRERKS0yddwuPHjJ/LBB+/ToEGDgq5HREqB7/ZtJDYlOUsQsl68jnDWnr85l5LkjNJERESkFDCUr+Cf59kLjh45hIeHBy4uLqSlpZGSkuKwvt5tRROOvL29CQ05Rs1adUhM1A0WRUoSf08fXm7Vg07V6tunyj6TdJ5v9m7gj2OBTq5ORERESpq8ZIN83SfonXffy1dhIiKXRCbH89bGRZRz96JamXJcyEjnSOwZNKekiIiIFLZ8haD58xcUdB0iUkqdS0nS0DcREZESqKZvBVpXroXRYGB/VARBMaecXVKu5SsEXcnNzQ1XV1eHZRqaJiIiIiJyc/J18+DDDv24s0odrDYbNmyYDEYOxpzi7U2LOZUY5+wSrytfIcjT05P333+XPg/2oVy5slnWV6p8/emzRURERESkZHE1mvi826PU8vMHMm9rAZn3Bq1bthJf9RjOo8u/5nzqBSdWeX35mh1u3Lj36HjXXbw+diypqamMefkVpkydxpkzZ3jhhZcKukYRERERESkGula/nXrlKuNizBojXIwmyrl707/eHU6oLG/y1RPUs0cPXnjhJTZv2cLMGdP5999/CQkJJTw8nAED+7No8eKCrlNERHJgMhjoUr0h/eq15NYy5TifmsyqkH0sPRpAYnqqs8sTEZGbSK9aTbBYrZiyCUGQ2TN0b+1mfL//nyKuLG/yFYL8ypYlNCwMgISEBPz8ygKhbNu2nWnTphZkfSIicg2uRhPT7h7EnVXq2r+UKnqW4cWy/gxq0Ibn/vyR00nnnV2miIjcJPzcPXMMQAAGgwFfN48irCh/8jUcLiw0jBo1qgNw5MhR+vZ5EICePXsQfz73X7ajR49izZ+rCA05xoHgIP734w/UrVMnPyWJiJRKTzftTJtbagPYv5SMBgNGg5EKHt583GmgM8sTEZGbzMmE2Cw3O7+S1WbldFJc0RWUT/kKQXPnzqNRo0YATJ8xkyeeeJyI8DAmjP+Iz//7Ra630759O7797nt69rqXgQ89hKurCwsXzsfT0zM/ZYmIlCpuJhcG3NYKoyH7j3IXo4kG5avQuELVIq5MRERuVkuPBuBiNOW43oCBXw/vKsKK8idfw+FmffWV/eeNGzfSvkNHmjZtQkhIKMHBwbnezsMPD3F4/OJLozl0MJhmzZqydeu/+SlNRKTUqOVbES+z2zXbWKxWmvtXZ3/0ySKqSkREbmbbz4SwNjSIrjUaXpwZ7jKL1UpwzClWHN/rpOpy74bvEwQQHh5OeHj4DW/Hx6cMALGxcdmuN5vNmM1m+2Nvb+8b3qeISEllw5bLdiIiIgVn3ObfCI2P4eEGbShjdgcgJSOdZcf28EXAOtKvMVyuuMh3COrYsSPPPTuSevXqAXDkyBFmffU1GzduzNf2DAYDEydM4N9t2zh48GC2bcaMHsXYsa/nt2QRkZtKSFwUCWkp9i+g7JiMRnafDS26okRE5KZnsdn4Zu8GfgraTL2ylTAZjByJO0tyepqzS8u1fF0T9PjjI1gwfy6JiYl8PXs2X8+eTUJCAvPmzuGJJx7PVyFTp0ymQYP6PP30yBzbfDZ9BjVr1bH/a9ykWb72JSJyM0izWlh4aAdWW/Z9PRlWC/ujIjgQc7qIKxMRKb7ql6vMk0068WzzLnSr3jDb+91I7qRaMtgffZLAqPASFYAgnz1BL48Zzbvvvc+3335nXzZ79jds276dl8eM5rvvvs/T9iZPnkSPHt154MG+nD6d85d1WloaaWkl6wUWESlM3+7dSB2/inSu1oAMqxUXoxGrzYYBOJ10nrc2LXJ2iSIixYKP2Z2JnQbSunItMqwWbDZwNZmITUninU2L2X02zNklShHKV/T18fXlr7/+yrJ8/fr1lPHxydO2Jk+exH333ku//gM4ceJEfsoRESm1LDYrb25YyOvr5/PvqaOciI9hf1QE07av5LHlXxOVnODsEksck8HAnbfU4f46zWhXpS6mHGbfE5GSwwB82mUILfxrAJmzZ7qaMmc48zF78H9dh1Lbt6ITK5Silq+eoNWrVnPfvfdmmQ67d69erPlzTa63M3XKZAYM6M+wx4aTmJiIv3/mL198fAIpKSn5KU1EpNSxAZsiDrMp4rCzSynx7qnRkJdb9aS8x+WJd86lJDFj1xpWhexzYmUiciNa31KbJhVvzXadyWjEZrXxaMN2fLR1aRFXJs6S6xD09NNP2X8+dPgwL788hg4d2rNjZ+Y84K3uuIM2bVrzxZezcr3zS9cPLV3yu8PyF18axbx583O9HRERkRvVtfrtTOg4ANtV11j5uXnyQYe+AApCIiXUPTUakmG15Hh/GxejiXtqNlIIKkVyHYKeHek4YUFc3Hluu60+t91W377s/Pl4hg4Zwn/+83+52maFipVyu3sREZFCYzQYGH1Hd6w2W5b7XhgNBqw2Gy+1vIc1ofux5DARhYgUX16ublne21czm1xwMRrJsFqLqCpxplyHoDtatS7MOkRERJymacVqVPLyzXG90WCgvIc3d1SuxfbTx4uwMhEwGYx0rlafrtVvx9PVjbD4aJYcCSA0PtrZpZUY4fHnsNrAmEMOstlsRF9IUAAqRfJ1TdD4jz7MdrnNZiMlNZWQkBBWrlxFXFzcjdQmIiJSJMq5exVoO4FKnj4MbXgn99ZuRhmzO5HJ8fx2ZDcLDm4nKT3V2eWVGOU9vJnZ7RFq+/ljsVoxGY20uaUWQ26/k9mBG/h2X/7uz1jaLD0WwGONO+S43mqzsejQziKsSJwtXyGoSZMmNG3aBKPJxLGjRwGoU6cOFouFI0eO8sTjI/joww+47/4HOXxYF+qKiEjxlttZ9CKT4wu5kptDHT9/vuz+GJ6ubvZ7sFT0KMNTTTrRo2YjRq7+kfi0C06usmSY1vlhqvuUBzIv4Afs17U83awzJxNjda1aLpxKjGPWnr95vkXXLMNeLVYrR2LPMv/gdidWKEUtX/N+rly1ig0bN9K4cVO63dODbvf0oEnT5qzfsIFff/uNJk2bs3Xrv0yY8FFB1ysiIlLg9kVHEJFwDqst+6EwVpuNM0nn2ROpWznkxoS7+uPpana4CaXBYMBkNFKtTHnG3NHdidWVHM0qVqNhhSo5XsxvtVl5rFH7Iq6q5Ppf0GY+2Pw7J+Jj7MuS01NZcGg7z6/5HymWdCdWJ0UtXz1BL77wPAMGDiIxMdG+LCEhgalTP2HRwvl8/fVsPvn0UxYu0AxvIiJSMny6YxWfdBmM1WbFeMW9gawXJ0L4z47V9p8lZ80qVqOWX873W3ExGulRqzGf7Vqj3qDraF+13jVnNDMajNT286eiRxmiLuieYLmxKmQfq0L2cYuXL2aTC2eSzpNqyXB2WeIE+eoJKuPjQ8UKFbIsr1C+PGXKlAEyZ4ozm803Vp2IiEgR2XrqGK/+NY+IhFiH5acSYxm7fj4bIw45qbKSpUH5W7Dk0KN2iYvRRO1rBCXJ5Go0kpvcnVNIkpydTjpPWHyMAlAplq+eoFUrVzF9+me8P24cAQF7AGjRojkffvABK1asBKBlixYcO3aswAoVEREpbP+ePsagpV/QsHwVKniUISYlkaDok84uq0TJsFowcO2piAHS9T+f1xUccxpX07UDTlxKsq5VE8mHfIWgV197jQnjxzP7669wccncREZGBvPnL+Dd994H4MjRI4x5+ZWCq1RERKSIBMeccnYJJdbWU8euG4FiU5I4FHumSOopyTaEHyQ2JQkfs4d9UoQrWWxWFh/eed2eNxHJylC+gn++Bzh7eXlSo0ZNAMLCQklKSi6ounLF29ub0JBj1KxVx+H6JBEREXGeCR3706Xa7dn+j7vNZuO/Aev4OXirEyoreZr7V+ezrkNxMRrtw94yJ/AwsCcyjDHrfiHNanFukSLFRF6yQb56gi5JSkomODj4RjYhIiIiN5lJW//Az82TVpVrkWG1YDIYsdisuBhNLD68kzkKQLm2J/IEj62YzeAGbelRsxHuLq5EJMSy6NAOlhwNIF0BSCRfbqgnyNnUEyQiIlI8GYBWlWvRs1Zj/Nw8OZ0Yx9JjezgSe9bZpYnITarIeoJEREREsmMDdpwJYceZEGeXIiKSRb6myBYRERERESmpFIJERERERKRUUQgSEREREZFSRSFIRERERERKFYUgEREREREpVRSCRERERESkVFEIEhERERGRUkUhSEREREREShWFIBERERERKVUUgkREREREpFRRCBIRERERkVJFIUhEREREREoVhSARERERESlVFIJERERERKRUUQgSEREREZFSRSFIRERERERKFYUgEREREREpVRSCConJlPM6F5eCXWc0gsGQ9+2JiIiIiJRGCkGFwOxqoN/9fnRs551lnZenkaEDy9G0sUeWdTWqmRk+pDwVymdNLo1vd+eRh8rh7e14yoxG6HWPD73u8ckShMyuBvo/UJb2bb1u7IBERERERG4ixSIEPfHE4+zetYOI8DBWr1pJixYtnF3SDal2q5kqt5hp0czTIQh5eRoZ8KAffn4utGzmiauLY2pp1cITLy8T/R/wcwhCjW93p2tnH3x9XWhQz93hOf4VXKhdw416ddwdgpDZ1UDf+/2oXMmVxrd74O1VLE61iIiIiIjTOf3/jPv27cP4jz5k2ief0rVbd4KCgli4YB4VKlRwdmn5diwklb83xgPYg5C31+UAFJ9gYfHSWNIzbA7PW7bqPGfOpuPubrQHoUsBCCAgMJmdAckOzzkTmcHyP89jtdjsQcjN7XIASkmx8tsfcSQmWYvm4EVEREREijlD+Qr+tus3KzyrV60kYE8Ab775dmZBBgN7AwOY/c23zJgx85rP9fb2JjTkGDVr1iYhMTHbNoYrxojZbNc+1IJu26iBG53u8sHsejlrxpxL5/flsSQmZv8cNzcjfe/LDDDp6VYubTpwXzJbtiflWEONaq707OqD0XR5WUqKlWWr4oiOsRTa63Ble7VV2+LWNjft1bZw217ZXm3Vtri1zU17tS3ctle2V1u1vdG2Zby9CQ09Ts1adUjMIRtc4tTL5l1dXWnWrCmfTZ9hX2az2diwcSOtW7XK0t5sNmM2m+2Pvb0zh5qdOxdNQkJCNts34+PrZ398LiYqx1pcXFzx9Strfxx7LjrHF9/k4oKfXzn747jYGKzWrD0tmzZDQKArr4+pb1/25exjpKdnZLtdo9FI2XIV+H15HM8+UZHv/hfCqdMXsm1rMBgoV76i/fHefZHsDjiZ4/GVr+Bv/zkh/jzp6Wm5apuYEE9aWmqOba+sISkxgdTUlBzbli1Xwf7LmpSUSGpK9scG4Fe2PKaLs0skJyeRciE5x7a+fuVwuTgDxIXkJC5cq61vWVxcXQFIuZBMcnJSjm19fPxwvfj7lppygaSknN9MZXx8MZvdMtumppCUmPX38RLvMj64uWUOa0xLSyUxIT7Htl7eZXB3z7x+LD09jYT48zm39fLG3cMTgIz0dOLj43Js6+nphYdn5rVilowMzp+PzbGth4cnnl6Z7zWLxcL5uHM5tnX38MTrYlur1UpcbEyObd3cPfD2LgNkvu9jz0Xn3NbNHe8yPvbH13ovm81ulPHxzVVbZ39GAJhMJvzKlrc/Ph93DovFkm3bS58R9rbnY7FkZP95cvVnRPz5ODIy0rNtC/qMsLfVZwSgz4hL9BlxmT4jLrbVZwRQfD8j0tNy/v25mlNDUPlymb90UVGOHypRkVHUq1svS/sxo0cxduzrRVVegTCbHa/7cXczkJ7zZwwAt9Vxy/N+jE4f2CgiIiIiUjI4dThc5UqV2L9/L71638fOnTvty8e9/x7t27enZ6/eDu2z6wnavy+wWA6H8/Qw0Pc+P3z9XEhJsXH4SAqtWnqRlm4lcG/WoW2XNGnoYb8GaG9QEmV9Xajkn3ltz9KVccScu/zXn0s1mF0N3N/LB/+Kme32BiXTqrkXRpOBYyEprPk7AVA3ttqWvra5aa+2hdv2yvZqq7bFrW1u2qtt4ba9sr3aqu2Nti0xw+Fizp0jIyODihUrOiyv6F+RyMjILO3T0tJIS8um+9VgcHjD5SQ3bQqi7ZWzwF2aBCEhwUpCooUunXxofYc3Li5GNm11PDlXT4KwaWsSZrPBfo3QwD7l+HVZHNExl7u2r5wFLiXFyvI/44mKziA2zsp9PXy5vb4nLi5GVq2N59LvUlG9Dmqrts5uW1zqUFu1Vdvi2ba41KG2aqu2BdQ2D89x6iCq9PR0AgP30qlTR/syg8FAp44d2XFFz1BJU66sCZ8yJocABLAvOMU+a1zVKq5ZpsiuXi2zlyszAGUGpLQ0G78vj7PPGlfZ3zG3liljpKyfyT4LXFR0ZkAKCUuzzxpXqaIrHu4aLyciIiIiAk7uCQL4ctYsPp85gz179rB7dwDPjnwGT09P5s6d5+zS8i38ZDpLV54n9nyGPQBdsi84hQspNsJPpmWZInvV2njq10vjwCHHi7ouBaEa1cwcOeZ4cWHMOQu//RGHzYY9AF0SEpbGslXniYnNIPmCpsgWEREREYFiEIJ+/30J5cuX5803xuLv78/+/UEMenhIlskSSpoTETnPmnL0ePazpFitZAlAl6Sl2bIEoEsio7Kf+QUgLDznOkRERERESiOnhyCAb7/9jm+//S7fz780VbaIiIiIiJROeckExSIE5delA92/L9DJlYiIiIiISHHg7e193dnhnDpFdkGoXLnydQ+yqFyasrtxk2bFpqbSRuegeNB5cD6dg+JB58H5dA6KB52H4qE0nAdvb2/OnDlz3XYluicIyNVBFrXExMSb9herpNA5KB50HpxP56B40HlwPp2D4kHnoXi4mc9Dbo9L8yaLiIiIiEipohAkIiIiIiKlikJQAUpLS2Pq1GmkpWlaamfROSgedB6cT+egeNB5cD6dg+JB56F40Hm4rMRPjCAiIiIiIpIX6gkSEREREZFSRSFIRERERERKFYUgEREREREpVRSCRERERESkVFEIKiBPPPE4u3ftICI8jNWrVtKiRQtnl3TTaNfuTub8/BP79wUSHXWW3r17Z2nz5htjCdq/l/AToSxetJDatWs5rPfz82PWl18Qcvwox44e5rPP/g8vL8+iOoSbwujRo1jz5ypCQ45xIDiI//34A3Xr1HFo4+bmxpQpH3P40AFCQ4/z/fffUrFiRYc2VatWZe4vP3MiLIQDwUF8MO59TCZTUR5KifX4iOFsWP83IcePEnL8KCtXLKdbt6729Xr9i96oUS8RHXWWCRPG25fpPBS+sa+/RnTUWYd/W7f8Y1+vc1B0KleuzJdf/JfDhw4QfiKUjRvW07xZM4c2+o4uXLt37cjyfoiOOsuUKR8Dej/kRCGoAPTt24fxH33ItE8+pWu37gQFBbFwwTwqVKjg7NJuCp6enuwPCmLsG29mu/6ll17k6aef4rXXxtKz170kJyezYP583Nzc7G1mzfqC+g3qM2DgIIY+8ijt293Jfz79tKgO4abQvn07vv3ue3r2upeBDz2Eq6sLCxfOx9Pz8hfVhPEf0bNHD5588mn6PNiXypUq88MP39nXG41G5v4yB1dXM/fedz8vvvQSgwc/zJtvvuGMQypxTp06zfgJE+h2T3fuuacHm/75h5/+9yP169cH9PoXtRbNmzP8scfYvz/IYbnOQ9E4cOAgDRs1tv+77/4H7et0DoqGr68vK5YvIz0jnYcHD6XDXZ14f9w44s7H2dvoO7rwde/Ry+G90H/AQwAsXbIM0PshJ5oiuwCsXrWSgD0BvPnm2wAYDAb2BgYw+5tvmTFjppOru7lER51l2GMjWLlypX1Z0P69fPHFl/z3iy8BKFOmDAeC9/PSS6P57fffqVevHlu3/MM99/RgT2AgAF27dmHe3F9o2rQ5Z86edcqxlHTly5fn0MFgHniwD1u3/kuZMmU4dDCYkc8+x7JlfwBQt25d/t26mZ697mXXrl1069aVX+b8TOMmzYiKigJgxPDHeP/996jfoCHp6enOPKQS6cjhg3zw4UcsXbpMr38R8vLy5K91a3l97Ju8+soY9u0P4t1339P7oIiMff01et/bmy5dumVZp3NQdN57713atGnNAw/0ybGNvqOL3oQJ4+nRoztt2typ98M1qCfoBrm6utKsWVM2bNhkX2az2diwcSOtW7VyYmWlQ40aNahUqRIbNm60L0tISGD37t20ap35+rdu3Yq4uDj7hyvAhg0bsVqttLyjZZHXfLPw8SkDQGxsHADNmzXDbDazYcPlc3H06FHCw8Pt74XWrVoRfOCA/UMW4K+/1+Pj40ODBvWLrvibgNFopF/fvnh6erJjx069/kVsypTJrFmzlo1XfPaA3gdFqXat2uzfF8jOHduZ9eUXVK1aFdA5KEq9evYgcE8g3347mwPBQfz111qGPfqofb2+o4ueq6srDw0cwC+/zAX0frgWF2cXUNKVL1cOFxcXh18cgKjIKOrVreekqkoPf//MMa1Xv/6RUVFU8ve/2Maf6Ohoh/UWi4XY2Dh7G8kbg8HAxAkT+HfbNg4ePAhkvs6pqanEx8c7tI2KirafJ39//6zvlYuP/XUucuX2229n5crluLu5kZSUxPARj3P48GGaNG6s17+I9Ovbl6ZNmtK9R88s6/Q+KBq7du/mpVGjOHr0GJUq+fP6a6/xx7IldOzYWeegCNWoUYMRI4bz5ayv+Oyz6bRo3oJJkyaQlp7G/PkL9B3tBPfe2xtfX1/mzZ0H6DPpWhSCRCTPpk6ZTIMG9R3G4EvROHr0KF26dMWnjA8PPPgAn8+cwYN9+jm7rFKjSpUqTJw4gYEPDSI1NdXZ5ZRa69b9Zf85ODiYXbt2sydgF3369iHlQooTKytdjEYje/YEMnHiJAD27dtPg9sbMGL4cObPX+Dk6kqnRx4Zyrp1f2kYYS5oONwNijl3joyMjCyzbFT0r0hkZKSTqio9IiMz/1Jx9evvX7EiZy++/pGRkVkmqTCZTJQt62dvI7k3efIkevToTt9+Azh9+rR9eWRkJG5ubvj4+Di0r1ixgv08RUZGZn2vXHys90vupKenExISSuDevUyYMJGgoGBGPvO0Xv8i0qxZM/z9K/LXujWcOX2SM6dP0qFDB555+inOnD5JZFSUzoMTxMfHc+zYMWrVqqX3QhE6e/Yshw8fdlh25PBhbr01c2iivqOL1q233krnTp34+ec59mV6P+RMIegGpaenExi4l06dOtqXGQwGOnXsyI6dO51YWekQFhbG2bNn6dTx8uvv7e1Ny5Yt2bkj8/XfsWMnfn5+NGva1N6mY8e7MBqN7N61u8hrLskmT57EfffeS7/+Azhx4oTDuj2BgaSlpTm8F+rWqUO1atXs74UdO3fS8PbbHb7w7u7cmfj4eA4dcvwildwxGo2Y3cx6/YvIpo0buatjZ+7u0s3+LyAggEWLFnN3l27s2bNH58EJvLw8qVmzJmfPntV7oQht376DOnUdb5VQp04dwsMjAH1HF7WhQwYTHR3Nn2vW2Jfp/ZAzDYcrAF/OmsXnM2ewZ88edu8O4NmRz+Dp6cnci+Mx5cZ4eXlSq9blewrUqF6dxo0bERsbx8mTJ5n11de88srLHD8eQtiJE7z15hucOXOWFRdnkDty5Ahr163j//7vU159bSyuri5Mmfwxv/32u7qL82DqlMkMGNCfYY8NJzEx0T6WOD4+gZSUFBISEpgz5xfGf/QhcbFxJCQk8PHHk9i+fQe7du0C4O+/13Po0GG++OJzPvzwI/z9/XnrrTf59rvvSUtLc+bhlQjvvvsO69atIyLiJN7e3gwY0J8OHdrz0KCH9foXkcSkJPt1cJckJydzLjbWvlznofB9+ME4Vv/5J+HhEVSuXIk3xo7FYrHw66+/6b1QhGbN+ooVK/5gzJjRLFmyhJYtWjJs2DBeffW1y230HV0kDAYDQ4YMZt78BVgsFvtyvR9ypimyC8iTTz7Biy88j7+/P/v3B/HW2++we7f+glEQOrRvz5Ilv2VZPnfePF56aTSQeSO2YY8Nw9fHh23btjN27BscO37c3tbPz48pkz+mZ88eWK1Wlv2xnLfffpukpOQiO46SLjoq+y+jF18axbx584HMG7J99NEH9O/XD7PZjb///puxb7xh73KHzO76adOm0KF9e5KTk5k/fwEfjZ/g8KEt2fvss/+jU8e7qFSpEvHxCQQHBzNj5kz7rD96/Z1jye+/2qfIBp2HojD7669o1+5OypYtS0xMDNu2bWfipEmEhoYBOgdFqUf37rz77jvUrl2LEydO8OWXX/HTzz87tNF3dOG7++7OLFq4gLZt2zm8tqD3Q04UgkREREREpFTRNUEiIiIiIlKqKASJiIiIiEipohAkIiIiIiKlikKQiIiIiIiUKgpBIiIiIiJSqigEiYiIiIhIqaIQJCIiIiIipYpCkIiIiIiIlCoKQSIiUiR279rByJHP3PB2lvz+KxMmjC/w7YqISOmhECQiIg5mzpxOdNRZoqPOcupkONu3/8trr76CyWTK1fMHD36YY0cPF3KVl3Xv0Yv//e+nXLVVYBIREQAXZxcgIiLFz9p16xg1ajRmsxvd7+nGlCmTSc/IYPr0Gc4uLYuYmBhnlyAiIiWMeoJERCSLtNQ0IiOjiIiI4PsffmTDho306tkTgOeeHcnGDesJCw0hcM9upk6ZjJeXJwAd2rfn85kz8PX1tfcmjX39Nft2PTw8mD79M0JDjrEnYBePDRt2zTo8PT357+czCQ09TtD+vTz/3LNZ2lzduzP29dfYE7CLkxEn2L8vkEmTJgKZw+iqV6/OxAnj7bUBlC1blq+/msW+vXs4ERbCxg3r6d+vn8M+lvz+K5MmTWTc++9x5PBBgoL2ORwXgI+PD59+Mo3goP1EhIexaeMGenTvbl/ftm0bli1bQviJUAL37GbSpIl4enpe91yIiEjBUwgSEZHrSklJwWx2BcBqs/H22+9wV8dOvPjiKDp2vItx778PwPYdO3j7nXeJj4+nYaPGNGzUmP9+8YV9O88/9yx79uyhS9dufPf9D0ybNoW6derkuN8Pxr1P+/btGDZsOAMfepgOHTrQtGnTHNs/8MD9PPvsSF597XXatG3HsMdGcCD4AADDRzzByZMn+fjjyfbaANzc3AgMDGTI0Efo2Olu/vfTT3zxxee0aNHCYduDHx5EcnIyPXv15sMPP+K1116lc+dOABgMBubPm0ubNm147vnn6XBXJ8aPn4DFagGgZs0azJ8/jz/+WE7nu7vw1NPPcGfbNkyePCmvp0JERAqAhsOJiMg1derUiS5d7uabb74F4KuvvravCw8PZ9LHk/lk2lTGvvEm6enpxMfHY7PZiIyMyrKttWvX8f33PwAwY8ZMnh05krvu6sDRY8eytPXy8uSRR4by3PMvsGnTJgBeePEl9gYG5FjrrVWrEhkZyYYNG8nIyODkyZMEBGS2j4uLw2KxkJiU5FDbmTNn+O8XX9off/PNt3Tt0oW+fR60PxcgKDiYaZ98CsDx4yE89eSTdOrUiQ0bNtK5cydatmxB+/Z3cez4cQDCwsLszx0zejSLFy22v3bHj4fw1tvvsHTJ77z++hukpqbmeEwiIlLwFIJERCSLHj26Exp6HFcXF4xGI4t//ZWp0z4BMkPRmNGjqFevLmXKlMFkMuHh4YGHhwcXLly45naDg4MdHkdGRlKhQoVs29asWRM3Nzd27dptXxYXF5dtYLpkydJljBz5DLt2buevv/5mzdq1rF79JxaLJcfnGI1GXh4zmj59+nDLLZVxNZtxM5tJvpB8zdrPnj1rr71J48acOnXKHoCu1qhRQxo2bMiAgQPsywwYMJlMVK9enSNHjuRYn4iIFDyFIBERyeKffzbz+tixpKWlc+bMGXuIqFatGr/M+YkffviRiZM+Ji42lrZ3tmXG9M9wdXW9bghKz8hweGzDhtFYcCOzT506xZ3tOtC5Uyc6392ZaVOn8OILL/Bgn75kXLXvS1588QWeeeZp3n33PYIPHCA5OZmJEyZgdjU71p5+Ve02G0ajAYALKSnXrMvLy4sf//cTs2fPzrIuIuJkXg5RREQKgEKQiIhkkZycTEhIaJblzZo1xWg08t7747DZbAD06dvHoU16Wnqup9O+ltDQUNLS0rjjjpacPJkZFHx9falTuw5btmzN8XkpKSms/vNPVv/5J999+x3//ruFhg1vZ+/efaSnp2O6KnS1bdOGlatWs3DRYiDz+p46dWpz6FDup/kODg6mSpUq1KldO9veoL1791H/ttuyfU1FRKToaWIEERHJtZCQEMxmM08//RQ1atTgoYcGMmL4Yw5tToSfwNvbm44dO1KuXDk8PDzyta+kpGTmzPmFD8a9T8e77qJBgwZ8PnMGNps1x+cMHvwwjzwylAYNGlCjRg0GPjSQ5ORkwsMjMms7EU67du2oXLky5cqVA+D48ePc3bkTrVu3ol69evzn00+oWLFinmrdsmUrW7f+y/fff0fnzp2oXr063bp1pWvXLgDMmPk5rVu3YvLkSTRu3IjatWvRu1cvTYwgIuIkCkEiIpJrQUHBvPvu+4x66UU2bVzPwIEDGD9hokObHTt28v33P/DN7K84fOgAL734Qr7398GHH/Lvv9v4+eefWLx4Idu2bSMwMDDH9ufPxzPs0UdZsXwZGzb8TedOnXjk0ceIjY0FYPKUqVSrVo2dO7Zx+FDmrHGf/uf/2Lt3HwsXzGfJ779xNjKSFStX5rnWEY8/QcCePXz91Sw2/7ORce+/b+8RCw4Opk+fftSpXYc/li3lr7/W8cYbYzlz5mw+XhUREblRhvIV/G3OLkJERERERKSoqCdIRERERERKFYUgEREREREpVRSCRERERESkVFEIEhERERGRUkUhSEREREREShWFIBERERERKVUUgkREREREpFRRCBIRERERkVJFIUhEREREREoVhSARERERESlVFIJERERERKRU+X80j2ZLIhGmYgAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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", 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", "text/plain": [ "
" ] }, "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", "id": "5c3e8d27", "metadata": {}, "source": [ "Finally, we can plot the section tree to see how the cell looks after reduction" ] }, { "cell_type": "code", "execution_count": 26, "id": "cb9c3329", "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", "id": "de3c6372", "metadata": {}, "source": [ "Let's run a simulation using the reduced model and compare the results to the original model output." ] }, { "cell_type": "markdown", "id": "b4b46f10", "metadata": {}, "source": [ "## Comparing simulation results" ] }, { "cell_type": "code", "execution_count": 27, "id": "e2473cb4", "metadata": {}, "outputs": [], "source": [ "model.run(1000)" ] }, { "cell_type": "code", "execution_count": 28, "id": "fbd12c0e", "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", "ax.plot(t, v_orig, color='C0', linestyle='-', zorder=0, lw=1, label='original')\n", "model.simulator.plot_voltage(ax=ax, linestyle='--', color='C1')" ] }, { "cell_type": "markdown", "id": "88dd2f03", "metadata": {}, "source": [ "Let's slightly increase the current amplitude and run the simulation again to match the original model:" ] }, { "cell_type": "code", "execution_count": 29, "id": "76b1b8b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial amplitude: 0.162 nA\n", "New amplitude: 0.172 nA\n" ] } ], "source": [ "print(f\"Initial amplitude: {model.iclamps[soma(0.5)].amp} nA\")\n", "model.iclamps[soma(0.5)].amp= 0.172\n", "print(f\"New amplitude: {model.iclamps[soma(0.5)].amp} nA\")" ] }, { "cell_type": "code", "execution_count": 30, "id": "9f16885e", "metadata": {}, "outputs": [], "source": [ "model.run(1000)" ] }, { "cell_type": "code", "execution_count": 31, "id": "3bd775dd", "metadata": {}, "outputs": [ { "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", "ax.plot(t, v_orig, color='C0', linestyle='-', zorder=0, lw=1, label='original')\n", "model.simulator.plot_voltage(ax=ax, linestyle='--', color='C1')" ] } ], "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": 5 }