{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 20. Lateral Inhibition: Spontaneous symmetry breaking to form a spatial pattern of cells\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Design principle**\n", "\n", "- Local interactions between cells can lead to globally-structured spatial patterns\n", "- *cis*-inhibition in the Notch pathway accelerates pattern formation\n", "- The instability of a homogenous steady state is a requirement for spontaneous pattern formation\n", "\n", "**Techniques**\n", "\n", "- Modeling a spatial grid of interacting cells\n", "- Simulating and visualizing ODE systems on a grid\n", "\n", "**References**\n", "\n", "- [Sprinzak et al. 2010, Cis-interactions between Notch and Delta generate mutually exclusive signalling states](https://doi.org/10.1038/nature08959)\n", "- [Sprinzak et al. 2011, Mutual Inactivation of Notch Receptors and Ligands Facilitates Developmental Patterning](https://doi.org/10.1371/journal.pcbi.1002069)\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-06-05T00:52:06.213619Z", "start_time": "2019-06-05T00:52:06.190940Z" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/html": [ "\n", "
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i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n const css_urls = [];\n \n\n const inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Colab setup ------------------\n", "import os, sys, subprocess\n", "if \"google.colab\" in sys.modules:\n", " cmd = \"pip install --upgrade biocircuits colorcet watermark\"\n", " process = subprocess.Popen(cmd.split(), stdout=subprocess.PIPE, stderr=subprocess.PIPE)\n", " stdout, stderr = process.communicate()\n", "# ------------------------------\n", "\n", "import numpy as np\n", "import scipy.integrate\n", "import scipy.optimize\n", "import random\n", "\n", "import biocircuits\n", "\n", "import bokeh.plotting\n", "import bokeh.io\n", "from bokeh.models import HexTile, MultiLine, Line, Text, Plot, ColorBar, LogColorMapper, ColumnDataSource\n", "\n", "import colorcet\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = \"retina\"\n", "\n", "# Set to True to have fully interactive plots with Python;\n", "# Set to False to use pre-built JavaScript-based plots\n", "interactive_python_plots = False\n", "notebook_url = \"localhost:8888\"\n", "\n", "bokeh.io.output_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial patterns are an integral part of development\n", "\n", "In Chapter 14, we discussed the role of cellular differentiation in many different cell types as a necessary part of the developmental process by which a single cell becomes a complex multicellular organism. But a variety of cell types alone is not sufficient to constitute a living, functional organism—it is also essential that these cell types be *spatially* organized into body plans and morphologies.\n", "\n", "Think about your own spatial morphology—each of us is (mostly) bilaterally symmetric, with a head, arms, and legs that branch off from our major axis in consistent ways. Zooming into a finer level of detail, the hair cells on your skin are spaced out at fairly regular intervals that vary in overall density from place to place on your body. Looking inwards, our body also has a consistent topological organization, with our skin encompassing our skeleton and interior organs, each of which also has various outer and interior layers that are structurally and functionally distinct. How do cells interact with one another to consistently and precisely self-organize in this way? Can we use our circuits-based framework to try and understand aspects of these processes?\n", "\n", "In this chapter we will study a single, cell-level spatial process called **lateral inhibition patterning**, a \"motif\" in spatial pattern generation. We will discuss how simple interaction rules betweeen neighboring cells can spontaneously and robustly generate a well-defined spatial pattern, in this case a checkerboard pattern where cells adopt one of two distinct states." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cell-level checkerboard patterning is seen in development\n", "\n", "We will work with a minimal conceptual model of lateral inhibtion patterning that has the following properties:\n", "1. The final pattern will be a checkerboard pattern of alternating cell types with fine-grain (close to single-cell) spatial resolution.\n", "2. The initial state of the pattern is a plane of genetically identical cells, where each cell has an equal potential of becoming one or the other final cell type.\n", "3. The pattern forms 'by itself' without requiring external signal cues. This is called **spontaneous symmetry breaking**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Over time, the process of pattern formation will look something like the schematic below, where each hexagon in the grid represents a single cell.\n", "\n", "
\n", "\n", "![Lateral Inhibition Patterning](figs/LI_grid_schematic.png)\n", "\n", "Image from [Sprinzak et al. 2011, PLoS Comp. Bio.](https://doi.org/10.1371/journal.pcbi.1002069)\n", "
\n", "\n", "The first question we might ask is whether this pattern is actually relevant in known developmental systems. Indeed, there are many situations in which cell-level checkerboard patterning has been observed—the two images below are examples from sensory cell development in the inner ear of a developing chick (left) and hair cells from the dorsal thorax of a fruit fly (right). In both cases, patterning defects have functional consequences for the organism, either through impaired hearing in the ear example or through altered aerodynamic properties that could affect flight in the hair cell example. (At the same time, it is important to emphasize that natural spatial patterning processes, such as the generation of a checkerboard array of sound-sensing hairs in the inner ear, [are more complex](https://doi.org/10.1038/s41467-020-18894-8), than the minimal lateral inhibition models we consider below.)\n", "\n", "
\n", "\n", "![Biological examples of LI patterning](figs/LI_hair_examples.png)\n", "\n", "Images from Goodyear and Richardson 1997, J. Neurosci. (left), Lu and Adler 2015, PLoS One (right)\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Notch-Delta pathway allows neighboring cells to communicate with each other\n", "\n", "How do these patterns arise? Given that the resolution of the pattern is at the level of individual neighboring cells, it is likely that the process that generates the pattern would require some kind of information transfer between neighboring cells as well. This is called **juxtacrine signaling**, when cells can directly communicate with their adjacent neighbors but not with cells that are farther away.\n", "\n", "A ubiquitous example of juxtacrine signaling (and one that is involved in the above inner-ear and hair cell examples) is the Notch-Delta pathway. Ligands, such as Delta, and receptors, such as Notch, are both single-pass transmembrane proteins expressed on the surface of cells. Notch on one cell can bind to its ligand Delta on an adjacent cell. Subsequently, a mechanical force generated by endocytosis of the ligand leads to the cleavage of the Notch receptor, and the release of its intracellular domain (ICD) within the cell. Once released, the ICD translocates to the nucleus, where it activates transcription of Notch pathway target genes. \n", "\n", " \n", "\n", "
\n", "\n", "![Mechanism of notch signaling](figs/bray_notch_schematic.png)\n", "\n", "Image adapted from ([S. Bray, Nat. Rev. Mol. Cell Bio., 2006](https://doi.org/10.1038/nrm2009))\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A model of Notch signaling enables lateral inhibition patterning\n", "\n", "Decades of research by geneticists and developmental biologists have revealed a powerful, conserved role for Notch signaling in a diverse range of spatial pattering processes, including those described above. In fact, the ability of mutations in Notch ligands and receptors to disrupt pattern formation in specific ways is responsible for their names: Notch mutations produce notches in fly wings, while Delta mutations lead to expansion of wing veins to produce formations resembling a river delta. Such genetic studies, together with many other approaches, have suggested circuit-level mechanisms through which Notch signaling enables patterning in various specific contexts. However, mathematical models are required to understand how these patterning circuits could work, and how they could fail.\n", "\n", "[Sprinzak et al. (2011, *PLoS Computational Biology*)](https://doi.org/10.1371/journal.pcbi.1002069) developed a mathematical model of lateral inhibition patterning through Notch-type signaling. As with previous models, they focused on an intercellular positive feedback loop that occurs if Notch signaling leads to down-regulation of Delta expression. In this case, more signaling in one cell is assumed to reduce the amount of ligand it produces, thereby diminishing signaling to its neighbors. Uninhibited by signaling, the neighbors can express even more ligand, reinforcing the high signaling level of the initial cell. This is diagrammed below by imagining a smaller system of just two interacting cells. The intercellular positive feedback loop is a bit like the toggle switch we encountered earlier. This time, however, it couples cells together, so that a two-cell system can go either to a state in which one cell or the other makes ligand, but not both.\n", "\n", "\n", " \n", "\n", "
\n", "\n", "![Two_cell_lateral_inhibition_feedback.png](figs/Two_cell_lateral_inhibition_feedback.png)\n", "\n", "
\n", "\n", "We now extrapolate similar dynamics to a two-dimensional field of cells, in which each cell begins with a roughly equal concentration of Notch and Delta on its membrane. We will see that this system can reach a stable patterned state, in which cells with high Delta are surrounded by cells with low Delta expression. Note, however, that the persistence of the pattern relies on continuous signaling between the cells—if you could remove a low-Delta cell from the pattern and isolate it, without neighbors, it would cease receiving signals, and therefore re-express Delta. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ODE models can explicitly acknowledge individual cells\n", "\n", "How would we go about modeling this system? Unlike the models we have analyzed so far in this course, this system requires us to keep track of the concentrations of Notch and Delta *in every individual cell*, and only allows interactions between Notch and Delta molecules that belong to neighboring cells. Thankfully, the mathematical framework of ODEs can still incorporate this extra information. One simply needs to make a much larger system of ODEs, in which each cell's protein concentrations are given their own differential equation, and all concentrations can evolve over time individually.\n", "\n", "We will begin with the molecular binding reactions involved in our model. When a Notch receptor on a cell $i$ interacts with a Delta ligand on a neighboring cell $j$, the Notch and Delta undergo a reversible binding reaction between their free states and the bound complex $T_{ij}$. From this bound state, the intracellular domain of Notch can be cleaved, which leads to the formation of the signal species $S_i$ inside the receiver cell. Coincident with this event, both the remainder of the Notch receptor and the Delta ligand on cell are withdrawn back inside the sender cell, so that they no longer exist on the cell membrane and therefore cannot interact with other species. The reaction system governing this process is therefore\n", "\n", "\\begin{align}\n", "N_i + D_j \\rightleftharpoons T_{ij} \\rightarrow S_i,\n", "\\end{align}\n", "\n", "where we will say that the formation and disassociation of $T_{ij}$ occurs with rate constants $k_D^+$ and $k_D^-$, respectively, and that the irreversible formation of $S_i$ occurs with the rate constant $k_S$. \n", "\n", "How does Notch signaling control Delta? We will assume that $S_i$ acts as a transcriptional activator of a secondary intracellular regulatory molecule $R_i$ that can, in turn regulate genes such as Delta. This is based on the fact that Notch is known to directly up-regulate a core set of transcription factors that do in fact regulate a larger set of other genes. To complete the intercellular feedback loop, we assume that $R_i$ represses expression of Delta within cell $i$. \n", "\n", "Using the above assumptions, we can now write out a full ODE system. For simplicity, we will first consider a case where there are ownly two cells, indexed by $i$ and $j$. Then our ODE system for the species in cell $i$ would be\n", "\n", "\\begin{align}\n", "\\frac{\\mathrm{d}N_i}{\\mathrm{d}t} &= \\beta_N - \\gamma_N N_i - \\left( k_D^+ N_iD_j - k_D^- T_{ij}\\right) \\\\\n", "\\frac{\\mathrm{d}D_i}{\\mathrm{d}t} &= \\beta_D \\frac{1}{1 + (R_i/K_D)^{n_D}} - \\gamma_D D_i - \\left( k_D^+ N_jD_i - k_D^- T_{ji}\\right) \\\\\n", "\\frac{\\mathrm{d}T_{ij}}{\\mathrm{d}t} &= k_D^+ N_iD_j - k_D^- T_{ij} - k_S T_{ij} \\\\\n", "\\frac{\\mathrm{d}S_i}{\\mathrm{d}t} &= k_S T_{ij} - \\gamma_S S_i \\\\\n", "\\frac{\\mathrm{d}R_i}{\\mathrm{d}t} &= \\beta_R \\frac{(S_i/K_R)^{n_R}}{1 + (S_i/K_R)^{n_R}} - \\gamma_R R_i.\n", "\\end{align}\n", "\n", "There are also a set of five ODEs describing the species $N_j,D_j, T_{ji}, S_j, R_j$ in the other cell that follow this same structure, for a total of ten ODEs in the system.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now make a quasi-steady-state assumption that the binding and cleavage events involved in the formation of $T_{ij}$ and $S_i$ are fast enough to be at equilbirium at the timescale relevant to the gene expression dynamics driving changes in the concentrations of $N_i,D_i,R_i$. This means that \n", "\n", "\\begin{align}\n", "T_{ij} &= \\frac{k_D^+ N_iD_j}{k_D^- + k_S}, \\\\\n", "S_i &= \\frac{k_S}{\\gamma_S} T_{ij} = \\frac{1}{\\gamma_S}\\frac{k_S k_D^+}{k_D^- + k_S} N_iD_j\n", "\\end{align}\n", "\n", "\n", "\n", "We can define $k_t \\equiv (k_D^- + k_S)/k_S k_D^+$ for notational simplicity and substitute the above expressions into our original ODE system to obtain\n", "\n", "\\begin{align}\n", "\\frac{\\mathrm{d}N_i}{\\mathrm{d}t} &= \\beta_N - \\gamma_N N_i - \\frac{N_i D_j}{k_t} \\\\\n", "\\frac{\\mathrm{d}D_i}{\\mathrm{d}t} &= \\beta_D \\frac{1}{1 + (R_i/K_D)^{n_D}} - \\gamma_D D_i - \\frac{D_i N_j}{k_t} \\\\\n", "\\frac{\\mathrm{d}R_i}{\\mathrm{d}t} &= \\beta_R \\frac{\\left(\\frac{N_i D_j}{\\gamma_S k_t K_R}\\right)^{n_R}}{1 + \\left(\\frac{N_i D_j}{\\gamma_S k_t K_R}\\right)^{n_R}} - \\gamma_R R_i\n", "\\end{align}\n", "\n", "\n", "\n", "In order to reduce the parameter complexity of the model, we will further assume that Notch and Delta are degraded at similar rates ($\\gamma \\equiv \\gamma_N = \\gamma_D$) and then nondimensionalize the system with $\\tilde{t} \\leftarrow \\gamma_R t$, $\\tilde{N_i} \\leftarrow N_i/\\gamma k_t$, $\\tilde{D_i} \\leftarrow D_i/\\gamma k_t$, $\\tilde{R_i} \\leftarrow R_i/K_D$, to obtain the nondimensional system (with tildes dropped)\n", "\n", "\\begin{align}\n", "\\tau \\frac{\\mathrm{d}N_i}{\\mathrm{d}t} &= \\beta_N - N_i - N_i D_j \\\\\n", "\\tau \\frac{\\mathrm{d}D_i}{\\mathrm{d}t} &= \\beta_D \\frac{1}{1 + R_i^{n_D}} - D_i - N_j D_i \\\\\n", "\\frac{\\mathrm{d}R_i}{\\mathrm{d}t} &= \\beta_R \\frac{\\left(N_i D_j / k_{RS}\\right)^{n_R}}{1 +\\left(N_i D_j / k_{RS}\\right)^{n_R} } - R_i\n", "\\end{align}\n", "\n", "\n", "\n", "where we have defined new nondimensional parameters $\\tau \\equiv \\gamma_R/\\gamma$, $\\tilde{\\beta_N} \\equiv \\beta_N / \\gamma^2 k_t$, $\\tilde{\\beta_D} \\equiv \\beta_D/\\gamma^2 k_t$, $\\tilde{\\beta_R} \\equiv \\beta_R/\\gamma_R K_D$, and $k_{RS} \\equiv K_R \\gamma_S / \\gamma^2 k_t$.\n", "\n", "Note that this is a system of six ODEs, with an equivalent set of three ODEs for $N_j$, $D_j$, and $R_j$ that follow the above format." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have have written down our model, let's solve it to see how it performs. Since we can write down all the equations manually, we can use the standard techniques for numerical solution of a system of ODEs that we have covered previously in the course." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"Dj\":{\"__ndarray__\":\"2E0x3lCgVD+NcO7wprTlP/Qc9yAvEeQ/DsRCTD654T++fN6sfBrfP6nZRuVtXts/dzFk7OA+2D/WfBDQhqvVPwJ/6E+fkNM/U7sUUzfb0T/v9Bpfe3rQP1EGaXf5v84/JUzAkST/zD+cPo31LZ7LPwMC5dRBjMo/Prn9x3e7yT+WcxgJVyDJP9t3p8Frscg/W1SvxuxmyD+KVuUYcDrIP9UoFC+sJsg/05LoIkQnyD962/j6nDjIP8L4WI+6V8g/+96auSKCyD+ciN22xbXIPzMatNXq8Mg/+L7rqSAyyT8nacEnMHjJPyNVriASwsk/Q3+ytuYOyj/xZfpq7l3KP9UAJ3+Erso/dqNGaxoAyz/ZssEyNFLLP75pHn1lpMs/Ye6OPk/2yz+7+KzYnUfMP5wmTaQHmMw/T8zZyEvnzD95TilQMTXNP7RUcW2Ggc0/m2Qv6h/MzT+Jq2it2BTOP6yYL1mRW84/gdaL9S+gzj8RKZqjn+LOP4HtxFbQIs8/CfmRkLZgzz/ogggbS5zPP6j9A8OK1c8/vtsDCDsG0D8fGtF8iCDQP9k6aU2xOdA/WHPUcbpR0D9pZtokqmjQP1skIryHftA/BdaSgFuT0D85p9eHLqfQPxllm44KutA/rjn71PnL0D9cjZ39Bt3QP3HRm+k87dA/jX/Ln6b80D/hGQkyTwvRP+otTaNBGdE/DTtb1Igm0T/WEXdxLzPRPxKWI+M/P9E/D6XIQcRK0T8vA2VHxlXRP2Tot0dPYNE/zlexLGhq0T8DiyF0GXTRP3kZqitrfdE/ascC7GSG0T8IaCzeDY/RP6m3Grlsl9E/ToItxoef0T/LJxHkZKfRP1qRhosJr9E/jMol03q20T9PHKVxvb3RP7S548XVxNE/reCO2sfL0T8Y+6Fsl9LRP2tmA+9H2dE/V6ulkNzf0T9HWIhBWObRP/CLbLe97NE/rlErcw/z0T+k1DfET/nRP2ZMQs6A/9E/Qx3QjKQF0j9/xfPWvAvSP2FcSWPLEdI/spBny9EX0j+xt/6O0R3SP/hB8RbMI9I/UfgruMIp0j8pE5K1ti/SP26ZgEOpNdI/2/zXiJs70j/WYNShjkHSP4T4vaGDR9I/Ssz3k3tN0j/hLmd+d1PSP6U7TmF4WdI/s+b1OX9f0j/5328FjWXSP3sVOb+ia9I/M4+FYMFx0j+Nhtnk6XfSP0XAlUgdftI/qo/KilyE0j/4J1KtqIrSP5hsaLUCkdI/3znCrGuX0j8/wvug5J3SPzHnjKVupNI/tu0I0wqr0j9HZh9IurHSP84kxCl+uNI/eV0QpFe/0j8d3M/pR8bSP2LgEjRQzdI/D/F0xXHU0j8KQB/prdvSP0a/6PAF49I/yj/sOHvq0j927RUnD/LSP2GjBSnD+dI/Wkljt5gB0z/tVe1VkQnTP/ieDZGuEdM/rPdFAfIZ0z+K8tRLXSLTP+qakh/yKtM/pth5OLIz0z9nmOxgnzzTP70++W27RdM/qIjIQghP0z8BN/LSh1jTPyG5yx48YtM/Tx21Nids0z+Nhr45S3bTP5iQMleqgNM/oLYK0UaL0z/HfKn4IpbTP/DMsjNBodM/3Zej+aOs0z9JMxTVTbjTP1Gp3GZBxNM/N2EFYoHQ0z/QJJKREN3TPxQl6tbx6dM/EAuRKij30z8fZtqdtgTUPxUaJVygEtQ/Ls5yq+gg1D8Zzh3rki/UP4Gz+paiPtQ/eLJoSBtO1D8FKYy4AF7UP0AYyr9WbtQ/L76tVyF/1D/UKE2cZJDUP8ELGc0kotQ/YDJzTma01D8xJ+mqLcfUPzzfUZR/2tQ/CRac5mDu1D++sAKp1gLVPzZYGw/mF9U/Lt90epQt1T8EH1V850PVP8yzjtjkWtU/yObQhpJy1T+RMXu09orVP77aEscXpNU/VbDGXfy91T+xJjdUq9jVP1KHM8Qr9NU/t/hfCIUQ1j81Mii/vi3WPw40T8zgS9Y/uGM/XPNq1j/tLw/m/orWP2d6Ky4MrNY/olkkSiTO1j+P6W6jUPHWPxiDY/qaFdc/tseAaA071z/nrCdjsmHXP8y7JsCUidc/WERwuL+y1z/2n0nrPt3XP5Pr9GEeCdg/JScpk2o22D+DDM9mMGXYPwYgmTl9ldg/y1a84F7H2D9Shzis4/rYPxfTMWsaMNk/Cu/MbxJn2T9F1SSU25/ZP/lRbD6G2tk/WEscZCMX2j8L5z+MxFXaPzoUFM17lto/w9IJ01vZ2j8QuDfvdx7bP28ORBbkZds/mH3j27Sv2z+mQ4N5//vbP8+owc/ZStw/1F45Zlqc3D+FGZF1mPDcP+etevGrR90/75RTgq2h3T9i1EZ8tv7dP437V+rgXt4/0ydkkkfC3j/2IljyBSnfP7JwE1A4k98/Xhx6030A4D/iuZnXNjngP0cz4nHWc+A/6JS/Pmyw4D8PIzI7CO/gP0INDMW6L+E/zfQOm5Ry4T9XoVndprfhPxjsHw4D/+E/cSAaErtI4j8SjVcx4ZTiP4tyQxiI4+I/U4AR2cI04z8yLQftpIjjP/v+7zVC3+M/9C1vAq845D9UcuoNAJXkP6KbK4dK9OQ/F0ZAEqRW5T953xTNIrzlPykIFFfdJOY/juaZ0uqQ5j+QVBDyYgDnP6oZGvldc+c/gKMQyvTp5z/utknxQGToPwxvi6Jc4ug/oVHi0GJk6T8lzn04b+rpP95XnWiedOo/t2kb0Q0D6z9oJFrS25XrP+m8r8wnLew/YNXrLhLJ7D+7H6iGvGntPxtaRpNJD+4/icLxVt257j+CtO0onWnvP3TvKuRXD/A/+9+wt55s8D8TjL71t8zwP/qhW1W5L/E/DyM6abmV8T+BUXWrz/7xP04G2ocUa/I//IVRZqHa8j9c0W21kE3zP94JN/b9w/M/dHLgxgU+9D/i8wjuxbv0PyHXEGZdPfU/8S9xaOzC9T/sUBx5lEz2P9iI7XF42vY/SmkXjrxs9z8bbnV1hgP4Pw8g00f9nvg/8NxCqEk/+T+adyPIleT5Py1nPXINj/o/8GI/Fd4++z+gpUrONvT7P6aSCXJIr/w/3T7MlkVw/T+jM0adYjf+PxvoA7nVBP8/vs3v9tbY/z+j0k0i0FkAQL9kObq2ygBAxkJZIT4/AUBG+pUrhrcBQLDDmqOvMwJAd6y7SdyzAkBCDSvTLjgDQEsBxebKwANATFfpGdVNBEBUfq/qct8EQNkJ+bnKdQVAl+6JwgMRBkBP4s0PRrEGQMhTiXG6VgdA8rrIbooBCEDxX5Q14LEIQA+W84nmZwlAV70YssgjCkDAJq1esuUKQFVo15LPrQtA5VRUikx8DEA8eFCcVVENQI3XfxoXLQ5ANAX1Mb0PD0AuKdHFc/kPQD0Z5CQzdRBAtP3dzV/xEEA4vWzsVHERQOk1Txsn9RFANwbOa+p8EkBWf3ZPsggTQFrplIORmBNAZf3g+pksFEDMMP3I3MQUQMWEzA5qYRVANiX05VACFkDFYaBQn6cWQFQFPSpiURdAUcDfFaX/F0CtLn9xcrIYQEQZ+07TaRlAfUk5a88lGkArIpknbeYaQOVpG4ixqxtA0cjgMaB1HEDkX3NvO0QdQN/EGDiEFx5AVTISNXrvHkDE/NjLG8wfQNrXEBazViBAWUUgr6rJIEBL6K0q8j4hQOoSQ3+GtiFAX4FmKmQwIkDoNR87h6wiQE4eXFvrKiNAfP842ourI0A7gX62Yy4kQC4c/qdtsyRAmeUbKaQ6JUCVDLV/AcQlQC4bosV/TyZATp707xjdJkClQvzVxmwnQF6ncjeD/idAzVinwUeSKEACcQ8UDigpQIkdI8TPvylAyw77X4ZZKkDG0SxxK/UqQDoeJn64kitAKmpBCycyLEC5jXKbcNMsQJ3IgbCOdi1A5R2lynobLkD1sRdoLsIuQGUlPwSjai9AQz5hC2kKMECs6CCJWmAwQGJrkrEitzBA2wIyN74OMUC1sCXIKWcxQDEzZA1iwDFAlMBVqmMaMkB08Bg8K3UyQEFW5li10DJAxBKQj/4sM0AxVhFnA4ozQEFVCl7A5zNA8cN06jFGNEB4VEJ5VKU0QHyCEG4kBTVA2Cn1Ip5lNUA0+E/ovcY1QKDnqgSAKDZA7GKntOCKNkAkQvEq3O02QCsXRZBuUTdAtQp/A5S1N0BP3bSZSBo4QMZNWF6IfzhAEdphU0/lOEBo8odxmUs5QLCEfahisjlA16k436YZOkAvPD/0YYE6QCza+72P6TpABlkaCyxSO0DlGemiMrs7QALwwEWfJDxAXDaNrW2OPECVhrWNmfg8QBmZe5QeYz1AyEu2avjNPUDNztW0Ijk+QGKUIBOZpD5AXQIoIlcQP0BWBFN7WHw/QPGCibWY6D9ARqLfsokqQEDhxLYP4mBAQHgAlDpTl0BA0GCd/NrNQEAuyxofdwRBQIQQuWslO0FAWOnbrONxQUDvUOStr6hBQPGgdDuH30FAKm7CI2gWQkAc99k2UE1CQHb34UY9hEJAATFvKC27QkBR7r2yHfJCQHmj/78MKUNA9cmfLfhfQ0DJgIDc3ZZDQBvDS7G7zUNAikeflI8EREAZ7WdzVztEQH4IBT8RckRAXZeb7bqoREDS30d6Ut9EQJLIU+XVFUVAAO5/NENMRUBOAyZzmIJFQFawfLLTuEVA0bnJCfPuRUCOUIuW9CRGQEfornzWWkZAeam/5paQRkACjxAGNMZGQOSF5RKs+0ZA0j+ZTP0wR0C0Acv5JWZHQLnbfmgkm0dARl897vbPR0CTlzPomwRIQIv5V7sROUhAj5eC1FZtSEC7xYGoaaFIQDYcObRI1UhAhWW6fPIISUAcSlKPZTxJQBg3mIGgb0lAy3WM8aGiSUDyL56FaNVJQAMMsOzyB0pABrQw3j86SkCtRCEaTmxKQPZ1EmkcnkpAl80xnKnPSkBqSFKN9ABLQKsW4h78MUtAQobuO79iS0C6Hi7YPJNLQC/X7+9zw0tADkQViGPzS0DNPh6uCiNMQLthEHhoUkxARChvBHyBTEA/XEF6RLBMQGFr9AjB3kxAtapR6PAMTUCmFIBY0zpNQA/x4qFnaE1ApEgNFa2VTUDAPL4Ko8JNQLmvuuNI701AND/FCJ4bTkDP+Y/qoUdOQDXzkwFUc05AmnAMzrOeTkAkPt7XwMlOQPPmcK569E5AKair6OAeT0DJutAk80hPQKeuWwixck9AM+n8PxqcT0Au+mt/LsVPQGPPT4Ht7U9ANHqXgysLUEAtS59sNR9QQP0RLGMUM1BAXNjrUchGUEDVVbkmUVpQQMgKl9KubVBA1F+YSeGAUEDiVtSC6JNQQJ3DW3jEplBAu4UgJ3W5UEDn0u6O+stQQEsfWrJU3lBAxBirloPwUEB+UthDhwJRQK5DbcRfFFFAxWeBJQ0mUUAzh6d2jzdRQI132snmSFFAzuR1MxNaUUD98B3KFGtRQABgtqbre1FA/FhR5JeMUUBfSh6gGZ1RQIQSYflwrVFARfhaEZ69UUBwUEMLoc1RQOKKMwx63VFAJ3obOyntUUBsGrTArvxRQFurbMcKDFJAbv5iez0bUkAXGU4KRypSQGg5eKMnOVJAj6yrd99HUkBztSe5blZSQI2Bk5vVZFJAniruUxRzUkCe7YYYK4FSQM3s6iAaj1JAvW7epeGcUkAC8UnhgapSQDhxNA77t1JArJCxaE3FUkA0ktstedJSQDzew5t+31JAXSxo8V3sUkDTAaluF/lSQE4uPFSrBVNA40il4xkSU0CejydfYx5TQKg8vwmIKlNAwmcTJ4g2U0BJGnD7Y0JTQAzVuMsbTlNAYnxi3a9ZU0CE12Z2IGVTQDUTPt1tcFNAbHzTWJh7U0AM634woIZTQNKJ+quFkVNA6X5bE0mcU0Ajegmv6qZTQBZUtsdqsVNAJGBXpsm7U0AwWhyUB8ZTQBemadok0FNAraPPwiHaU0Db3QSX/uNTQO5d3qC77VNAaJxJKln3U0AwsEV91wBUQGIm3eM2ClRAyOI0qHcTVEC9WEgWmhxUQN8LHXeeJVRAuA0DEIUuVEDN6SYvTjdUQM1OEx/6P1RAdcAxJolIVEDOXLeR+1BUQDgr3ahRWVRAVxcRs4thVECBfzj+qWlUQHPyIdGscVRAA0vWdJR5VEBS5oQvYYFUQFF5VUwTiVRAEX4HEquQVEBjaKjIKJhUQKtzH7eMn1RAsdo4JdemVEBZVuZXCK5UQCkEfZYgtVRAAPVcKCC8VECamWFSB8NUQBPdvlnWyVRAy5HDg43QVEAvdqkULddUQG2jQlG13VRAfF/yfCbkVEAURpbbgOpUQDKDErDE8FRAc1sJPfL2VEBNR6nECf1UQC4pKIkLA1VA1rm+y/cIVUC/3STNzg5VQED5mc2QFFVAgENIDT4aVUDDYErL1h9VQFjcr0ZbJVVAKUEPvssqVUCq21tvKDBVQC6tMJhxNVVAQoGqdac6VUCEQ2FEyj9VQHykVkDaRFVAiJJBpddJVUD3IEmuwk5VQN652JWbU1VA/C4klmJYVUB2lsnoF11VQFIxxca7YVVAx8CqaE5mVUBxo4wG0GpVQFOi79dAb1VASmHUE6FzVUAYYcDw8HdVQLrbsaQwfFVAgRIgZWCAVUBRHQRngIRVQLeg0d6QiFVAtyl4AJKMVUAhxmT/g5BVQPOkgA5nlFVADkkxYDuYVUDN4VwmAZxVQBshYpK4n1VAgtgc1WGjVUChmOUe/aZVQPgrn5+KqlVAW76ihgquVUDu7MMCfbFVQEmzV0LitFVAFFY8czq4VUA/T9DChbtVQMJh6V3EvlVAwy/jcPbBVUBn8p4nHMVVQDk8hK01yFVA5Zd2LUPLVUC8oeDRRM5VQJmQssQ60VVAveFkLyXUVUC41PE6BNdVQOHU2w/Y2VVA0+Mt1qDcVUA714W1Xt9VQLx5+dQR4lVAxXwuW7rkVUBEh1RuWOdVQKXPJTTs6VVAL2fo0XXsVUAQCZNs9e5VQGVYdyhr8VVAiVCIKdfzVUCQ6keTOfZVQNTQx4iS+FVAjRKqLOL6VUD3oUmhKP1VQJPYYwhm/1VAEUZXg5oBVkAI4hkzxgNWQNlKNzjpBVZA3JbRsgMIVkAxzbbCFQpWQHahOIcfDFZADcpDHyEOVkDSLGOpGhBWQMRLvUMMElZAKygVDPYTVkCNfdAf2BVWQCRr75uyF1ZANOcPnYUZVkAG3XE/URtWQLt59p4VHVZAARUh19IeVkDkZhkDiSBWQKynqj04IlZAUgVEoeAjVkBSMvtHgiVWQKuvjEsdJ1ZAOLdcxbEoVkAIY3rOPypWQJ4pnn/HK1ZA0dwn8UgtVkBPjyQ7xC5WQMG7TXU5MFZAtjAKt6gxVkCK/G4XEjNWQE1ZQK11NFZA/v/wjtM1VkA8xKbSKzdWQPHJOI5+OFZAqOUw18s5VkB2qczCEztWQFBQ/mVWPFZAcKlt1ZM9VkDTWXclzD5WQAEqLWr/P1ZAGg1fty1BVkDhYpMgV0JWQKSXCrl7Q1ZAug3Ak5tEVkAIB2vDtkVWQISOf1rNRlZAkJwUa99HVkBPkxkH7UhWQKRlQED2SVZAsiHzJ/tKVkBgXVzP+0tWQC4UaEf4TFZADIXEoPBNVkAfs+Dr5E5WQHEk3zjVT1ZA78K/l8FQVkAYkz0YqlFWQLFf2cmOUlZA6ojau29TVkAQRk/9TFRWQOnZAp0mVVZA6aeWqfxVVkDKJnAxz1ZWQDOKvkKeV1ZAaGd762lYVkDMPWs5MllWQKzjHjr3WVZAcKjz+rhaVkCYORSJd1tWQJBkfPEyXFZAijcCQetcVkBMdTKEoF1WQBOWbsdSXlZA9/nvFgJfVkCzhsB+rl9WQDkHvQpYYFZAR5CTxv5gVkA1b8K9omFWQHYAnvtDYlZAZztMi+JiVkCXg8t3fmNWQNEQ7csXZFZAMRlbkq5kVkCT4ZPVQmVWQPmj85/UZVZAvJCk+2NmVkDP2qny8GZWQCXc5457Z1ZAh7kZ2gNoVkBcicndiWhWQDLcYKMNaVZAhD45NI9pVkAb42iZDmpWQKkn6duLalZAwZ2iBAdrVkDEwU0cgGtWQPOoeCv3a1ZASu+XOmxsVkCCpwxS32xWQMPk/XlQbVZA2y54ur9tVkCldpcbLW5WQCHdGKWYblZAhGulXgJvVkDA/chPam9WQNye7X/Qb1ZAYE919jRwVkBm1t+6l3BWQGXQENT4cFZAoLD/SFhxVkA2IIQgtnFWQCT+VWESclZAPutlEm1yVkAx2FA6xnJWQDU1Y98dc1ZAscLwB3RzVkB1BTC6yHNWQC+gO/wbdFZA+/2j1G10VkBK5xBJvnRWQCmlXF8NdVZAeMBGHVt1VkDtAXSIp3VWQKZFjKbydVZAI51tfTx2VkBIRTYShXZWQAlkOWrMdlZA9kywihJ3VkDP5Lp4V3dWQG0fuDmbd1ZA+xWX0t13VkBn1CxIH3hWQA0sTp9feFZA+5e73J54VkA60CEF3XhWQCRdGh0aeVZA5yE+KVZ5VkDBaAUukXlWQMYZ0i/LeVZAZ+r7MgR6VkD8+Mo7PHpWQAlreE5zelZAegsvb6l6VkDIpM2h3npWQHSwSuoSe1ZAvpC0TEZ7VkDPsO7MeHtWQGhnzm6qe1ZAE2obNtt7VkBmQJAmC3xWQMLxnkM6fFZArBzAkGh8VkDVxJoRlnxWQEsyo8nCfFZAQaY/vO58VkDEnsjsGX1WQHIaiV5EfVZA7gKtFG59VkDoklISl31WQEmtpVq/fVZAy1i28OZ9VkBwW4fXDX5WQKZtDhI0flZAXW00o1l+VkCM99mNfn5WQA581dSiflZAArLnesZ+VkBTRsqC6X5WQAdcK+8Lf1ZAQMStwi1/VkBANun/Tn9WQK9MbKlvf1ZA72W8wY9/VkCe405Lr39WQIfIkUjOf1ZAPiPpu+x/VkC5Rq+nCoBWQO4CNQ4ogFZAdN3B8USAVkAdSpRUYYBWQJXj4Th9gFZAcTnLoJiAVkChkU+Os4BWQOp4pAPOgFZAWIrZAuiAVkBIIvaNAYFWQE6R+aYagVZAEk/bTzOBVkAzLYuKS4FWQCqK8VhjgVZAJ4TvvHqBVkAjVlG4kYFWQLamn0yogVZAAWvWe76BVkDlorNH1IFWQAkz7rHpgVZAAg42vP6BVkB7XTRoE4JWQFiri7cnglZA4QrYqzuCVkDoQa9GT4JWQAx6m4liglZAVCHidXWCVkDTgjANiIJWQO5f/lCaglZAaU29QqyCVkDG1NjjvYJWQKmVtjXPglZANme2OeCCVkB2eTLx8IJWQLV2f10Bg1ZAeprsfxGDVkCSiJpZIYNWQNRo5uswg1ZAw6wMOECDVkD8iUQ/T4NWQFwXwAJeg1ZAM2qsg2yDVkBwszHDeoNWQNFcc8KIg1ZAESaQgpaDVkAYQqIEpINWQNWYpEmxg1ZAeVq1Ur6DVkArTuEgy4NWQCviLrXXg1ZAKESgEOSDVkBrezM08INWQP6C4iD8g1ZA2GOj1weEVkAHT2hZE4RWQN23H6cehFZANaSNwSmEVkBf6aipNIRWQFD5WGA/hFZAdh175kmEVkA+G+k8VIRWQG5LeWRehFZAhbH+XWiEVkAbE0kqcoRWQDwPJcp7hFZAyDVcPoWEVkDTHrWHjoRWQOGP6KaXhFZAA36CnKCEVkBqB2dpqYRWQJRTTQ6yhFZAAJ7pi7qEVkBvSe3iwoRWQCHzBhTLhFZAFobiH9OEVkBNTikH24RWQAIMgsrihFZA7QaRauqEVkCGIfjn8YRWQDEENkP5hFZA7ILZfACFVkBxo5KVB4VWQJEA9o0OhVZAksmVZhWFVkB30QEgHIVWQEuex7oihVZAYHhyNymFVkCheYuWL4VWQNCcmdg1hVZA1Mwh/juFVkD886YHQoVWQN/KgfVHhVZAoRlEyE2FVkBIPm2AU4VWQDOKdR5ZhVZAcFLTol6FVkA4/PoNZIVWQH4JX2BphVZAbiVwmm6FVkD1MJ28c4VWQEpPU8d4hVZAbfL9un2FVkDP0gCYgoVWQG/grV6HhVZA+zZ8D4yFVkDx9c6qkIVWQG2aBzGVhVZA1AmGopmFVkBznKj/nYVWQC8ozEiihVZAIwtMfqaFVkBNNoKgqoVWQDA4x6+uhVZAfUdyrLKFVkBzYcqWtoVWQOnpH2+6hVZAKkvONb6FVkBK5yXrwYVWQK/SdY/FhVZAE90LI8mFVkB4mjSmzIVWQCtsOxnQhVZAvYlqfNOFVkD/CQvQ1oVWQP7rZBTahVZAAiC/Sd2FVkAJnj9w4IVWQDVrPYjjhVZAq4L9keaFVkCIE8GN6YVWQCRFyHvshVZAyT5SXO+FVkBaL50v8oVWQAxV5vX0hVZAEwVqr/eFVkBQs2Nc+oVWQAf6Df38hVZAi6Gikf+FVkDyp1oaAoZWQDtIT5cEhlZA3aO/CAeGVkC8TupuCYZWQJ8dA8oLhlZAmRI9Gg6GVkAcY8pfEIZWQAt+3JoShlZA0RGkyxSGVkBwElHyFoZWQJm/Eg8ZhlZAv6oXIhuGVkAovY0rHYZWQAU+oisfhlZApG5uIiGGVkB42xgQI4ZWQNv22PQkhlZAxcrX0CaGVkCKtT2kKIZWQI1uMm8qhlZA8ArdMSyGVkBHAmTsLYZWQEsz7Z4vhlZAieidSTGGVkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"Ni\":{\"__ndarray__\":\"AAAAAAAAJEDhDF97LcojQLLPeP6giSNAA1pQhsdRI0AtIkuKlyIjQPxYYYnl+iJAmM3u83PZIkDDRUM3J70iQPzLfr8OpSJAO07CmGKQIkAdg9cdfn4iQCcp8FXabiJA2p+71ghhIkA1j+Bhr1QiQDg5zjuESSJAp1FyJ0s/IkCJKgzu0jUiQLgbVFvzLCJAnQc4mYskIkAESp/ZgBwiQKwuuz+9FCJAQ/0G/S4NIkDul0OYxwUiQEa1m1Z7/iFA2VqLwED3IUDk0VE9EPAhQBta08Dj6CFAx7RdiLbhIUC36JjjhNohQODZVAdM0yFAIhVh6AnMIUDNEeccvcQhQOaID8NkvSFACNXsawC2IUAAdskJkK4hQODUcOETpyFAkwiWfYyfIUAZKQCk+pchQAJAR0xfkCFAvXi6l7uIIUDMIS7KEIEhQF63mENgeSFAS9JXeqtxIUCkTfT182khQHvvZEo7YiFAqHaxE4NaIUDvfO/xzFIhQNv0l4UaSyFAuHEtbG1DIUB56Sg9xzshQBz8NocpNCFAUZ69zZUsIUBVSaqGDSUhQFIHihiSHSFAWsLk2CQWIUBk9uQKxw4hQMBkM955ByFA6xk3bj4AIUBDv27BFfkgQFaSDckA8iBAqgjmYADrIEBUpn5PFeQgQJuQ5UVA3SBAEK1q4IHWIEBct2+n2s8gQMTStQ9LySBAgoWoetPCIEC/HQY4dLwgQM9IDIYttiBA75Hlkv+vIEDRa0N96qkgQBbBe1XuoyBAyuqLHgueIEBpiBLPQJggQLWuWFKPkiBAvsESifaMIEDV2YJKdocgQH8iJ2UOgiBAnyesn758IEAllsG5hncgQCIa5WxmciBA3gwQbV1tIEAzr0tpa2ggQJs/awyQYyBAQTOh/cpeIEBeDAThG1ogQBoZDFiCVSBAw4kJAv5QIEB2bYV8jkwgQJ2xrmMzSCBAcKufUuxDIECF773juD8gQNFy9LCYOyBANlfyU4s3IEAUIWJmkDMgQFlRGYKnLyBAIMVCQdArIEDxmIE+CiggQHILERVVJCBAZRTgYLAgIECrTp++Gx0gQMkL38uWGSBAGRcUJyEWIEBnvalvuhIgQAZ2B0ZiDyBAUxWUSxgMIEAGZ70i3AggQL8c+W6tBSBA4ZG/1IsCIEBfCjzz7f4fQJPFQAjd+B9AKtJ9N+TyH0DHde7RAu0fQBRbZSo45x9Add+UlYPhH0D9xfRp5NsfQKYdsv9Z1h9AlreisOPQH0BpkSjYgMsfQErNF9Mwxh9Ar9Os//LAH0BgJnu9xrsfQClDcG2rth9A/QdncaCxH0BqUFgspawfQKRRiwK5px9Ai7vLWNuiH0Bxp6KUC54fQIQ1whxJmR9A2wIeWJOUH0BvNQmu6Y8fQLGYxIZLix9AS42TSriGH0Db87dhL4IfQCJwIDWwfR9A7OaELTp5H0D8Uz2zzHQfQGx8Ci9ncB9A/3c3CQlsH0ADzkqpsWcfQNbB7nZgYx9Aqj8p2RRfH0AegNo1zlofQJ/5h/KLVh9AkdOLc01SH0DEBnEcEk4fQNP6sk/ZSR9A7plIbqJFH0DN1jfYbEEfQIn2tOs3PR9AmCGTBQM5H0B8XAaBzTQfQMXPC7eWMB9AyYsw/10sH0CSzY+uIigfQEz2FhjkIx9A13pnjKEfH0DrKq1ZWhsfQCICUcsNFx9A9p7bKbsSH0Dx/BK7YQ4fQJPYi8EACh9ANRiUfJcFH0AGfxMoJQEfQEZgX/yo/B5AspEILiL4HkCCOqntj/MeQPuzy2fx7h5AlBqcxEXqHkC6cLknjOUeQF1HGbDD4B5Azn3Jd+vbHkAC5MCTAtceQG2UphMI0h5AIYeHAfvMHkAXzLRh2sceQKhJejKlwh5AORzqa1q9HkDZeJ7/+LceQPxIcdh/sh5AjZtK2u2sHkBhscXhQaceQC6M+8N6oR5A2WM8TpebHkD9VsJFlpUeQD49c2d2jx5AG1R+ZzaJHkBzbyPx1IIeQGj/ZKZQfB5AVW+tH6h1HkAwLn/r2W4eQH+VIY7kZx5AKLJSgcZgHkD3FvQzflkeQOUEpwkKUh5AnH56WmhKHkDHsZhyl0IeQI5N4pGVOh5AoPqa62AyHkCXKjKm9ykeQJt3z9pXIR5AEUP/lH8YHkBP/EXSbA8eQG3zz4EdBh5As30YhI/8HUD5pMKqwPIdQJBRTLiu6B1APS2cX1feHUA1ucBDuNMdQEFokvfOyB1ACAN//Zi9HUA7kJbHE7IdQOM2Orc8ph1AFkziHBGaHUCFTwo4jo0dQFck4jaxgB1AB+YaNndzHUCWflZB3WUdQEELkFPgVx1Ai2K5Vn1JHUCpVmcjsTodQEX0aoF4Kx1AKXM7KNAbHUAgEwu/tAsdQPGQ/N0i+xxAoEKgDRfqHECm5dXHjdgcQFrst3iDxhxAZPATf/SzHEDyXGIt3aAcQBdGsso5jRxAfwqqkwZ5HED/i6m7P2QcQETxB27hThxAqjBiz+c4HECR1gX/TiIcQCO3dBgTCxxAaKkNNTDzG0C37adtotobQAocMNxlwRtAyCgWnnanG0AaToLV0IwbQISY9KtwcRtAHPMGVFJVG0BdB3sLcjgbQJeDvB3MGhtA8eiU5Vz8GkAPhOjPIN0aQM8UlF0UvRpABdX5JTScGkCTW1XZfHoaQG0mIULrVxpA5txRSHw0GkC7DW/zLBAaQFY5jGz66hlAuqdhAOLEGUCyS6Mh4Z0ZQF1SLGv1dRlAxk7joRxNGUCWVLq2VCMZQKJV68ib+BhA6z7WJ/DMGEAvHfBUUKAYQBXoqAW7chhAqQlVJS9EGEAMv33XqxQYQFAtFnkw5BdA8WSWoryyF0CXUiAqUIAXQC6NYyXrTBdAAx97640YF0DlmdQWOeMWQMbQZ4ftrBZApuCwZKx1FkDPBdUfdz0WQICB1XVPBBZApgzOcTfKFUAclkJvMY8VQLbYgRxAUxVAeYoJfWYWFUAO+vvrp9gUQHrhwh4ImhRA4j2PJ4taFEB2qON3NRoUQLI3U+ML2RNAleMQohOXE0AanZ1TUlQTQL28KwHOEBNApclOII3MEkDly12VlocSQGpj4bXxQRJAdk6RSqb7EUAReJCRvLQRQKb38D89bRFAesd9gzElEUDiw74Do9wQQLajHOObkxBAzLgCvyZKEECbgjuwTgAQQLrGPZQ+bA9Ad8yyM0nXDkDeMM5I1kEOQF7/G8n/qw1ALv/CjuAVDUCnVVdRlH8MQFZMpZs36QtAhZzVwOdSC0APbGLOwrwKQLoPd33nJgpAKfqFIXWRCUDS1AOTi/wIQNfi/hlLaAhAvizaVtTUB0C3jNQnSEIHQGxw04rHsAZAFggFgXMgBkArbGXsbJEFQNjYJG3UAwVA9VIxPsp3BEBFWUsNbu0DQLK+FtfeZANA8drtvjreAkDQ227lnlkCQJuTikIn1wFAhREMfO5WAUA6GMa/DdkAQLU+dJ+cXQBAQOLw1WHJ/z+SzUUmvdz+P94ryBxv9f0/GEXMcZcT/T/e5n98UTf8PwSElR20YPs/l3JAotGP+j+3h4Swt8T5P+GSVEZv//g/omEDuvw/+D81rtHRX4b3P+iSkeeT0vY/rz/1A5Ak9j/dx7oNR3z1PyAB3geo2fQ/7a44UZ489D/ltzvzEaXzP6bJM+TnEvM/LcM5XQKG8j9ltd0zQf7xP6rD1iqCe/E/UXJ0SaH98D+0/700eYTwP08VRn/jD/A/dsR69HE/7z8t9G0CpGfuP3sORoUNmO0//Vqp+17Q7D9xwUN+SRDsP1oX8il/V+s/88lNebOl6j8fkR+Um/rpPx1WM5PuVek/6rRFr2W36D+Bz9FzvB7oP0SA49iwi+c/CzAFWAP+5j/E9xT6dnXmP+N/YF3R8eU/l2f6sNpy5T9sWmivXfjkP6n+cJEnguQ/5GJF/wcQ5D8stn370KHjPxRlOc5WN+M/qsiX72/Q4j8/dGzx9GziPzSby1/ADOI/2P9qsa6v4T/Y2TgrnlXhP38OMMdu/uA/q0EGHgKq4D8wB0VSO1jgP34Kcvf+COA/n/LLAWZ43z9bB7RYfePeP4cgWt0UU94//jtExv/G3T+CUBt1Ez/dP/s/Alcnu9w/Jib5xxQ73D++wIT1tr7bP9YFaMXqRds/5uk1vY7Q2j8ok0Trgl7aP8aCa9Go79k/EzsWUOOD2T9npt6TFhvZP84FaQMotdg/aoQdL/5R2D99ihbBgPHXP02bdG6Yk9c/Nwew6S441z+VSnPVLt/WP19VbLiDiNY/4YMz7hk01j8eZJ6u3uHVP590F+G/kdU/GlJZLKxD1T/zc+DtkvfUP1hhdS5krdQ/xwNSkRBl1D90jwJQiR7UP9Tz5TbA2dM/7+TKnqeW0z+INK1lMlXTP3prneRTFdM/hH7B7v/W0j+OtgHLKprSPwMSZCzJXtI//BN2MNAk0j9ZWThZNezRP0OXOYfutNE/bV0w+PF+0T9s9wBCNkrRP1vuaU2yFtE/Cc0LVV3k0D/qfIXgLrPQP6ONGMEeg9A/p3aTDyVU0D+j56UoOibQP8tc/FSt8s8/bCte4+aazz/oTGsvE0XPPylJE94k8c4/jy7+BA+fzj8YyrEjxU7OPyKZZiA7AM4/0qK/RGWzzT+dnFs4OGjNP40W8v6oHs0/PVXS86zWzD+q/PnGOZDMPyIGxXlFS8w/LTMrXMYHzD/FLs0Js8XLP/stB2cChcs/EyZVnqtFyz9ZOyoepgfLP2Y8K5bpyso/oPrp9G2Pyj9/oqNlK1XKPxraZU4aHMo/i/ndTTPkyT9FjS45b63JP0eAUhrHd8k/VzhPLjRDyT83ZWrjrw/JP+sAVtcz3cg/a3bu1bmryD/pXIHXO3vIP2GvLv+zS8g/IsnamRwdyD+SA50ccO/HP/5VVyOpwsc/OGSVb8KWxz+w4HHntmvHP9AfO5SBQcc/QGNRoR0Yxz8QHUpbhu/GP2Yjqy63x8Y/mTr3pqugxj9USuZtX3rGP6/uNErOVMY/W1jLHvQvxj++JQ/qzAvGP2Dd5cRU6MU/pPTY4YfFxT/TmIKMYqPFP6LZmCjhgcU/g/FAMQBhxT9fEpE4vEDFP40nkuYRIcU/SgLE+P0BxT/zxopBfePEP/QfY6eMxcQ//aKEJCmoxD9dgTHGT4vEP/bJEaz9bsQ/xRXfBzBTxD9cx8cc5DfEP0ZR5T4XHcQ/R1zd0sYCxD/NZ0tN8OjDP1pRVjKRz8M/z8tgFae2wz/2eXKYL57DPxxt5GsohsM/ayP9TY9uwz9iNXYKYlfDP+puTnqeQMM/SvVKg0Iqwz9v7JQXTBTDP1XvgzW5/sI/dVcl54fpwj9MVhZCttTCPwWRIWdCwMI/83zYgSqswj/uZXTIbJjCP2Pha3sHhcI/k9VP5fhxwj9pz3xaP1/CP7IouTjZTMI/Bs8g58Q6wj//8cjVACnCPzQ2pX2LF8I/0l5AYGMGwj+fz2YHh/XBP2z+FAX15ME/5lop86vUwT99A1RzqsTBP9Suzi7vtME/joca1nilwT+WjOUgRpbBP5p4081Vh8E/QSNuoqZ4wT9hjOJqN2rBP7AWz/kGXME/G0IXKBROwT+zT9LUXUDBP2DtJOXiMsE/EuscRKIlwT9KWXPimhjBP4MgabbLC8E/iSHHuzP/wD8W0Jrz0fLAP+RHUWSl5sA/k2xBGa3awD/+rLci6M7AP0v+1JVVw8A//WJ+jPS3wD88LUolxKzAP3ZSOIPDocA/peitzfGWwD8XeWUwTozAPzVmSdvXgcA/AhNeAo53wD9pgrzdb23AP0YPSql8Y8A/CK/XpLNZwD9aG+UTFFDAP6wEoj2dRsA/KMbpbE49wD/QWfHvJjTAP5ckXxgmK8A/qXNOO0siwD9mZvmwlRnAP3a33dQEEcA/VhWqBZgIwD/C5/SkTgDAP+917C5Q8L8/Oe2JiUfgvz/BG5gugtC/PyPrpPj+wL8/WC2xx7yxvz9Y6/mAuqK/P6BFFA/3k78/TmmpYXGFvz+4cT1tKHe/Pzj3wDobab8/JhlQuUhbvz8ipwi2r02/Pzob5npPQL8/d782Siczvz9+nNfMNSa/P6MrzkJ6Gb8/vhuv1vMMvz/EYOlvoQC/P1kLxEyC9L4/VysInZXovj95goWR2ty+P/q7pENQ0b4/0kkA0vXFvj/9YViRyrq+Pz5MVNzNr74/KaRZnP6kvj++8INFXJq+P9BfbRPmj74/U9RjPJuFvj9uhJv9enu+P7Et88KEcb4/S9SS8bdnvj90ue+6E16+P0mjLnKXVL4/VhVLc0JLvj8RbDwVFEK+P8ogkrsLOb4/YHo+xygwvj+AZOmcaie+P6Ux/KPQHr4/sl5qQFoWvj/9DbjkBg6+P5KrtgHWBb4/YIDC/8b9vT+EsbBX2fW9PwvzVX0M7r0/RvHS5l/mvT9MH4cO0969P4D1y3Fl170/IAbyjhbQvT8UlMXm5ci9P4wi6fvSwb0/wKcOVN26vT+VWsF2BLS9P79Jr+tHrb0/+wf9PqemvT8IHTD+IaC9P064Qre3mb0/Pu5g+2eTvT9ZV7hdMo29P6/qMnIWh70/UIZnzhOBvT/sws0KKnu9P1c5JsFYdb0/W36bjJ9vvT/TfK0K/mm9P0TAXdpzZL0/hupHmgBfvT/n8A7to1m9PyOOD3ZdVL0/KEIq2ixPvT+3Apq/EUq9P8LlJM4LRb0/ieXwrhpAvT/miXwMPju9Pw4CJ5N1Nr0/xDBa8MAxvT+ks6vSHy29P+Z/G+qRKL0/q3AQ6BYkvT8/KTN/rh+9P/t2SWNYG70/Y5VdSRQXvT8SC7nn4RK9P3ij3/XADr0/rC9cLLEKvT+OaOZEsga9P/bcYPrDAr0/sQD1COb+vD+cLZ4tGPu8P+nBgCZa97w//CzSsqvzvD/GhfySDPC8P9quJYh87Lw/cbCMVPvovD/QFWm7iOW8P7vg5YAk4rw/hW0fas7evD9FBbg9htu8P3RpZMJL2Lw/oxUPwB7VvD+hxoL//tG8P27aZUrszrw/PbA1a+bLvD/Vd+Yt7ci8P1pIdl4Axrw/USfpyR/DvD/4/Bg+S8C8PzfOpomCvbw/+Jb2e8W6vD8pYaPlE7i8Pxr2i5dttbw/79BRY9KyvD9KsmIbQrC8P6e64JK8rbw/bq2enUGrvD9AM4AQ0ai8PzRzycBqprw/fk5LhA6kvD+FFpwxvKG8P2Ea9p9zn7w/pVE0pzSdvD/AFBgg/5q8PyeX4ePSmLw/7EozzK+WvD8eHmuzlZS8P4FWfHSEkrw/y5js6nuQvD/m5h/ze468P6zq/2mEjLw/cvmRLJWKvD9b16MYroi8P5GPigzPhrw/FLIf5/eEvD+Mkb6HKIO8PxKBQc5ggbw/j8Ncm6B/vD8nasPP5328P7u8w0w2fLw/scMp9It6vD989zSo6Hi8PwGelUtMd7w/7idqwbZ1vD9mXB/uJ3S8Pz2pwbefcrw/lvuoAR5xvD8wEBOxom+8P4T5r6stbrw/AHug175svD9CZHQbVmu8P1bsKF7zabw/nwlUg5ZovD8zeqVyP2e8P/nDpBTuZbw/+LUPUaJkvD9YeesPXGO8PwZCgTkbYrw/XP9att9gvD+w/7pwqV+8PznCcF14Xrw/oyomYkxdvD87Q2BrJVy8P9EEWGYDW7w/HT4AQeZZvD8LwDXpzVi8P5Ttvjy6V7w/zd//LatWvD9kxH+noFW8P+VqRJOaVLw/HdZo3JhTvD/V78Jym1K8Pymh0j2iUbw/xhnmJ61QvD/+RvoavE+8P1bqDQ7PTrw/J+8zLOZNvD+nfDM8AU28Pz19JRcgTLw/pDRks0JLvD/1opUDaUq8P0D0uwCTSbw/j0dOnsBIvD9KVCvH8Ue8Py6YCG0mR7w/1OyHe15GvD8gCZPmmUW8P1wve5/YRLw/j/e3mRpEvD+8xC3JX0O8P7Z9jhyoQrw/jQBnivNBvD/f4bwHQkG8PxutPIWTQLw/JrwY9Oc/vD8Qx7lJPz+8P8EGvXmZPrw/GG53d/Y9vD8myeE2Vj28P4yR56u4PLw/yiPNyx08vD8vOGyLhTu8P5bchd/vOrw/TQ87vVw6vD8yrqcZzDm8P2XmdOo9Obw/M3NhJbI4vD8550m/KDi8P/mGja6hN7w/sNVu6Rw3vD9YF0Zmmja8PzEcmxsaNrw/Ch/a/5s1vD/fieUIIDW8P6f2My6mNLw/ZSXPZi40vD8xeuqpuDO8Pzj94u5EM7w/cRbcLNMyvD9qAF1bYzK8P9I1TXL1Mbw/MP+RaYkxvD9dazc5HzG8P7Cibtm2MLw/jRrZQVAwvD90hDtr6y+8P+dgHk6IL7w/AuIt4yYvvD9+6zkjxy68P6jjBwdpLrw/k4YDhwwuvD/K3rucsS28PzNPaEFYLbw/KnxibgAtvD9EsSUdqiy8Pxnk0UZVLLw/mJki5QEsvD/PtPXxryu8Pxb0JmdfK7w/QUesPhArvD8Q8pRywiq8P42uCP11Krw/EzA22CoqvD9VXnD+4Cm8P7+MJGqYKbw/3d7OFVEpvD9L8P77Cim8PwbtVhfGKLw/samKYoIovD8iYcrYPyi8PzSIFnX+J7w/5ZM/Mr4nvD/ov1kLfye8P6tIi/tAJ7w/A84L/gMnvD/VtSMOyCa8PwYtcyeNJrw/x0+TRVMmvD+MZOZjGia8P+0pDH7iJbw/Hsi1j6slvD+HbKWUdSW8P1zlrYhAJbw/riDqZwwlvD9jIYcu2SS8P+bSbtimJLw/uXjKYXUkvD/zYNXGRCS8P9Gz3AMVJLw/TEM/FeYjvD91zTT3tyO8Pz4S6aWKI7w/wJgSHl4jvD9rWzhcMiO8P2377VwHI7w/ZVHTHN0ivD8K/pOYsyK8P+nDSc2KIrw/6vtouGIivD9GOjtWOyK8P8xvs6MUIrw/8R7Rne4hvD8qDqBBySG8P0v6N4ykIbw/4Ei8eoAhvD+NulsKXSG8P2odUDg6Ibw/v2DlARghvD84sIBk9iC8P147bF3VILw/v9oN6rQgvD+dPNUHlSC8P7maO7R1ILw/EXDD7FYgvD+tLviuOCC8P1/1bfgaILw/jEXBxv0fvD/9Or4X4R+8P0go5unEH7w/+51lOqkfvD8P5A4Hjh+8P5aevU1zH7w/Q59WDFkfvD/9tsdAPx+8P2qHB+klH7w/glQVAw0fvD8X1viM9B68P+fEw4TcHrw/C9Kj6MQevD9l16u2rR68PwSUBe2WHrw/ZYniiYAevD91z3uLah68P5joEfBUHrw/qpXstT8evD8JqlrbKh68P5TfsV4WHrw/frVOPgIevD+YA7947h28P7ENUwzbHbw/k/5998cdvD8CbLk4tR28Pxkvhc6iHbw/pjxnt5AdvD+Jfevxfh28PxGno3xtHbw/WBMnVlwdvD+jmRJ9Sx28P6PVS/A6Hbw/FyBariodvD8T/uq1Gh28P4Z7tgULHbw/Owp6nPscvD/IYfh47By8P39f+ZndHLw/XuZJ/s4cvD8Bv7ukwBy8P5B3JYyyHLw/uuaIs6QcvD8sRrYZlxy8PxAdjr2JHLw/egT8nXwcvD+NA/C5bxy8PzRyXhBjHLw/2ts/oFYcvD8n4pBoShy8P7YfUmg+HLw/0AqInjIcvD8l2DoKJxy8P5F9g6obHLw/bNqwfhAcvD/dQqiFBRy8P+Afhb76G7w/bYRmKPAbvD8dFW/C5Ru8P9jvxIvbG7w/gZORg9EbvD+dxwGpxxu8P/+DRfu9G7w/dtiPebQbvD9w1BYjqxu8PwHzN/ehG7w/mQ4/9ZgbvD+yeVMckBu8PwA/u2uHG7w/8GC/4n4bvD+/xauAdhu8P4Yjz0RuG7w/Uux6LmYbvD8wOgM9Xhu8P0O7vm9WG7w/050Gxk4bvD9lfDY/Rxu8PxXI99o/G7w/SamHmDgbvD/3lkR3MRu8P3wOmXYqG7w/FR3ylSMbvD8iUb/UHBu8P1urcjIWG7w/FZCArg8bvD97uF9ICRu8P8sjif8CG7w/lQh40/wavD8qBajD9hq8PwYnks/wGrw/ua+89uoavD+7iKo45Rq8P0B74JTfGrw/6yDlCtoavD+C1ECa1Bq8P52ifULPGrw/XzonA8oavD8l3srbxBq8PzlU98u/Grw/h9c807oavD97VXrxtRq8P5zYWCaxGrw/OEZDcawavD9IyNjRpxq8PyuQukejGrw/98+L0p4avD/Rs/Fxmhq8PzxbkyWWGrw/dNIZ7ZEavD+7CzDIjRq8P7XYgraJGrw/tePAt4UavD+8g+bKgRq8P64EDPB9Grw/zB3rJnoavD9zBy9vdhq8P5jbg8hyGrw/0IeWMm8avD9YvxStaxq8PxntrDdoGrw/sSUO0mQavD97Geh7YRq8P5EG6zReGrw/2qrH/FoavD8MNi/TVxq8PySUqrhUGrw/CbK2rFEavD9fv8+uThq8PywkuL5LGrw/Qroz3EgavD95ygcHRhq8P+oJ+z5DGrw/J5fVg0AavD9592DVPRq8PxgUaDM7Grw/ZTe3nTgavD8nChwUNhq8P8OQZZYzGrw/6icPJDEavD+HR9K8Lhq8P7IttmAsGrw/wK6GDyoavD/uPRDJJxq8P5HkH40lGrw/QTmDWyMavD8HVwg0IRq8P47UfRYfGrw/T7uyAh0avD8=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"Nj\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"Ri\":{\"__ndarray__\":\"AAAAAAAAAADcjUMHpc4pQCrBDDPEhz5At9vNboo3RUDj65cNcetIQHR7WGc7JUtAopcK2V5vTEDSEvxnFiJNQOPv+vRbdE1ANqLuSHaITUDmcqFL/nNNQAIH2F7GRE1AJZGy2dADTUBFenALG7dMQOzJRG+1YkxAk/pEuHAJTECV4hNBSq1LQCU2Bg6xT0tA+HIubLLxSkC7ICJLF5RKQDivF9V3N0pAj+nSwUjcSUAof16H5IJJQFSfDMyRK0lAe9Dz+ofWSEB/TdKU8oNIQMAXnJjzM0hAuO3STqXmR0Do48qgG5xHQCPi6RxlVEdAvJ/HvYsPR0DIWmWElc1GQJsu7vCEjkZAlP7RYllSRkCUS4ZnDxlGQGjgLPmg4kVAMje9tQWvRUDa1GMPM35FQPP3Y3ccUEVAuI97hrMkRUC4FBAk6PtEQOnPqqyo1URA845mGOKxRECq/jYigJBEQCBymm9tcURAnjo5uZNUREDAzCP02zlEQFuGN3suIURAKVlyOHMKREA3OgPOkfVDQGKZPL5x4kNAlU8ykvrQQ0AsrXb+E8FDQJYF5wWmskNAZTZXGZmlQ0BUYbM01plDQETXZvlGj0NAB/sLxNWFQ0AyPTPAbX1DQHSVpvj6dUNA4N3qYmpvQ0Aa3MHnqWlDQIdvC3CoZENALMQB4lVgQ0AeOhQeo1xDQIs8nAKCWUNAAPnLbeVWQ0Bs29wswVRDQIuV0/4JU0NA5wIshbVRQ0Aqc7E/ulBDQB2GQYAPUENAcc0WYK1PQ0DwSvi0jE9DQDJNswSnT0NATEQTffZPQ0Do9B7ldVBDQHpglJUgUUNA+p5YbPJRQ0B0ED/C51JDQBxtrWD9U0NAlsWYeDBVQ0Ap1SGbflZDQNPAhK/lV0NAbBih62NZQ0CegY3M91pDQKQSDxCgXENAMKITrlteQ0ADfljTKWBDQA22htsJYkNAFp0QTftjQ0BUQwbU/WVDQE3YjD4RaENATPM+eTVqQ0CFrOqLamxDQGYjrJawbkNA7R1SzwdxQ0CqwCJ/cHNDQNJjyQDrdUNAdqR9vnd4Q0Cl5vYwF3tDQD9sSd3JfUNAmfpvVJCAQ0Dd8dIxa4NDQKwqmhpbhkNAZWBBvWCJQ0A45KHQfIxDQBzH9BOwj0NAbSVATvuSQ0D25uRMX5ZDQExP1+TcmUNAwBmC83SdQ0CuvolcKKFDQPv0KQv4pENA7LyL8eSoQ0AQoDsJ8KxDQDfhS1MasUNALblJ2GS1Q0B9ewip0LlDQP00it5evkNAgP94mhDDQ0DgTi8H58dDQPJbmlfjzENAw9tlyQbSQ0DGxQekUtdDQJi2zDfI3ENAEuqR4WjiQ0AlBLsJNuhDQPtUOyIx7kNAdmYyq1v0Q0BmyU4yt/pDQOyt5k9FAURAt/MqrAcIREA0+j7//w5EQLhKQA0wFkRA6I7Qq5kdREBbVB7DPiVEQGIx2kghLURAjDAsRkM1REA+SuTZpj1EQM7uBzJORkRAP0CtkTtPRECj8OxUcVhEQPmJu+rxYURANh3K279rREAXZ17H3XVEQHVbsmVOgERAeRkqjBSLREBM+AAoM5ZEQGa/9UatoURAOXjeEoatREB+LlDUwLlEQK5b6vhgxkRATqEOC2rTRECDoVK93+BEQGXTZOfF7kRAfwh4hyD9REACpEzF8wtFQIjx2PRDG0VAkBQRmBUrRUAibOxebTtFQJCXkCtQTEVAORxyFMNdRUBTuGtny29FQPOAuqpugkVAYzInobKVRUDfnqVNnalFQGBR/PM0vkVAIVDtHoDTRUA9+EujhelFQIAibqFMAEZAGVTJi9wXRkC2swkqPTBGQAqH8Jx2SUZAUHHUZJFjRkCmngJkln5GQFpqu+aOmkZAk7T9poS3RkB003PSgdVGQDVArhKR9EZA7f1fkL0UR0BtzoP+EjZHQG57xZ6dWEdAdxs8Smp8R0BHnax7hqFHQIS1glQAyEdAq54vrObvR0B6HtIUSRlIQAESYuU3REhAoy6KSsRwSECYtRZRAJ9IQLqIrvH+zkhAZF4KHtQASUBUpcTOlDRJQJZqlxRXaklAC/5JKDKiSUBynER9PtxJQBjcwtGVGEpAa/HaQlNXSkC/IgZkk5hKQNv6rlF03EpAk59oyBUjS0D6srdDmWxLQOZetBQiuUtACDRGfNUITEBH1jXM2ltMQL9THYZbskxA1RVqeYMMTUAl2VDpgGpNQF0tybiEzE1Ay2fyjcIyTkClZlT2cJ1OQA4ay5XJDE9A4pT+WQmBT0DA6AKpcPpPQAyWNcyhPFBAKXX7EuV+UED1OzI2KMRQQAFv+m2TDFFA52fRP1FYUUDgOcujjqdRQOXNiSR7+lFAFRFDBElRUkD7ULxjLaxSQAnzU2VgC1NAXobgXR1vU0BiHa39otdTQP9Fi3szRVRA53ttxRS4VEAqiW+vkDBVQP2JUyX1rlVAjvpwXZQzVkDMXNYMxb5WQOqXPpziUFdAlJZtXk3qV0C0qSDHaotYQCOjsqKlNFlAUlRtTm7mWUAvnY3wOqFaQJit36+HZVtA7wFI7dYzXEBiDbl6sQxdQLJknc+m8F1AiWUQQU3gXkCfmT80QtxfQHGcVyaVcmBA7Syl0tj9YEDAAjj2RZBhQGr7gFA6KmJAQKuqlBfMYkA+jlB2Q3ZjQLmxGscnKWRAdK80dTLlZED9yAKW1aplQHO6D26HemZAL2hFc8JUZ0Dt7XZJBTpoQKoV8LzSKmlAay2nuLEnakA/DC43LTFrQHMGQS3UR2xAtQgscDlsbUDs2sGV855uQKrdw82c4G9AkjEvW+mYcEDKcMoOm0lxQLrbt2e1AnJAXh8Zp4vEckCqo9E/co9zQJCX86m+Y3RAWDPBMsdBdUCFtOjG4il2QG+aR7JoHHdAA59VYLAZeECuvk4SESJ5QOZ0XI/hNXpA1L9LzndVe0B++fKXKIF8QKrmWiBHuX1ABzXEniT+fkBAwc/tByiAQG69sVOq14BAAuFdsB2OgUBCnIg2hEuCQN+3jc79D4NAoEnxzKfbg0CkvpyfnK6EQPsk+XvziIVApVMqB8BqhkDxpBX+EVSHQJJqs9j0RIhAefEGcG89iUD1hoqdgz2KQBhDuuEtRYtAOCzmAmVUjEAJ5cO2GWuNQHawjkQ2iY5AEoQMN56uj0B3lAwDl22QQOnHhmpdB5FA1cfXFImkkUCi8DTe/ESSQK0LWaGX6JJA7Lh4KzSPk0CTlZQuqTiUQLFc0UPJ5JRAjtVv7mKTlUAoxhOwQESWQGZ5NB0p95ZA1XMUAN+rl0AGogCRIWKYQEkuWKysGZlAVlRKEjnSmUD6oZ23fIuaQER8niorRZtAkC+h6fX+m0AQHi/ejLicQI7e5NSecZ1ATCSP9tkpnkAL53Jd7OCeQHL8O5SElp9AtvauFCkloEB1DtEjA36gQIzjYR2q1aBAnF9qBPkroUDzZhF8zIChQIhicwYD1KFAv6EnRn0lokDql8kwHnWiQJFevjzLwqJAuDFokmwOo0AUn90t7VejQFNAEvA6n6NAVy45sUbko0C4P7VLBCekQAj/IZhqZ6RAxA4hZ3OlpEB44YFrG+GkQDMsKxxiGqVAlDaZmUlRpUDvL2CH1oWlQHPw/9wPuKVA8portv7npUALeFIbrhWmQFfhyNEqQaZAu3xNIoNqpkCeFt2expGmQAlC7e4Ft6ZAwPhymVLapkBTsp3PvvumQCWUDT5dG6dAGtLM3kA5p0AgiYPPfFWnQAB3MiokcKdAjZQm5UmJp0BN5Su0AKGnQBOGYu5at6dAtNseeWrMp0AN2He1QOCnQOq2SnHu8qdA0B/63YMEqEBq+eiFEBWoQH9HnEijJKhAGDf1V0ozqECeIh83E0GoQARpUrsKTqhAqbsjDz1aqEC5xc21tWWoQK1GWJB/cKhA7/uV4qR6qEATrT9aL4SoQM3RSxUojahA1LVQqJeVqEB3WwElhp2oQG/oECP7pKhAvSySxP2rqEB6d7C9lLKoQHjqb1vGuKhAHH6hiZi+qECI72rYEMSoQO/4uYI0yahAWFa2cgjOqEB9cz5HkdKoQLSiyFjT1qhAvAigvdLaqEBzwRtOk96oQM24kKgY4qhAiYPbNGblqEAnDPwnf+ioQE8eLYdm66hAPfncKh/uqEAGAXfBq/CoQGsj8tEO86hA1O9Rvkr1qECrCdfFYfeoQDMXJQdW+ahAiGstgin7qEBkZBEa3vyoQC9r2JZ1/qhAfzQGp/H/qEB8dx/hUwGpQOImEMWdAqlAiVvVvdADqUBbJvYg7gSpQI9zDzP3BalAu9hxJu0GqUAJRtwb0QepQFzO4SOkCKlAkWDRQGcJqUBYBChnGwqpQE1r333BCqlADFsgX1oLqUAy+iHZ5gupQHy9NK9nDKlAg/bUmd0MqUBu6V5HSQ2pQHga6VyrDalAoNBkdgQOqUBd+zonVQ6pQHqg9/qdDqlA9XZrdd8OqUD3QyYTGg+pQI3UDEpOD6lAChFyiXwPqUAQAIs6pQ+pQN5n08DID6lA/7s6eucPqUB/ZH+/ARCpQHRgduQXEKlAaHNJOCoQqUC9KaoFORCpQDsVKpNEEKlAk/5MI00QqUAogt70UhCpQC5tE0NWEKlADJG2RVcQqUA822UxVhCpQPX/qDdTEKlAKHAph04QqUAGdM9LSBCpQAAA7K5AEKlAIUVX1zcQqUCis5HpLRCpQOpq5QcjEKlAIaOCUhcQqUCQJZjnChCpQMkBcuP9D6lAPVmRYPAPqUDh5MR34g+pQPUTPUDUD6lAus2iz8UPqUAz7C06tw+pQA42tpKoD6lAYlfG6pkPqUC+rqxSiw+pQBYvjtl8D6lAoLpzjW4PqUA9V1p7YA+pQN1WQq9SD6lA//k5NEUPqUBx9mwUOA+pQFSLMFkrD6lA/pcOCx8PqUAD0c8xEw+pQOA0h9QHD6lAMuOc+fwOqUB5Ctam8g6pQO5FX+HoDqlAElDUrd8OqUDP8EcQ1w6pQEMsTQzPDqlATB3+pMcOqUAJVgLdwA6pQCqClba6DqlAD++OM7UOqUDKmWZVsA6pQLGiOx2sDqlAPJDZi6gOqUCQG7yhpQ6pQJRrFl+jDqlA4LHWw6EOqUC7e6rPoA6pQLxrA4KgDqlAhQMa2qAOqUDnD/PWoQ6pQHDrYnejDqlAZHIQuqUOqUBXYXidqA6pQFYn8B+sDqlAW7+pP7AOqUBbJLb6tA6pQEXlB0+6DqlAPSl1OsAOqUCWPrq6xg6pQH2/fM3NDqlAdR5NcNUOqUCtx6ig3Q6pQMBp+1vmDqlAHg6hn+8OqUAjyuho+Q6pQOWoFbUDD6lAykBggQ4PqUDqjPfKGQ+pQP6iAo8lD6lAmfqiyjEPqUBw9fR6Pg+pQIjpEJ1LD6lAO6oLLlkPqUBx7/cqZw+pQKBU6JB1D6lAJ5XvXIQPqUC+GiGMkw+pQEBSkRujD6lAxrpWCLMPqUBi14tPww+pQOUeT+7TD6lAihvD4eQPqUBdsQ4n9g+pQMepXbsHEKlAxO3imxkQqUAtE9jFKxCpQCsjfTY+EKlAte0Y61AQqUAh3fjgYxCpQKPScxV3EKlAPzPphYoQqUCJeMAvnhCpQM2EaRCyEKlASvJbJcYQqUCyTBps2hCpQDWlMOLuEKlAxmg0hQMRqUB9jsRSGBGpQOAgiEgtEalAtqkxZEIRqUCvmn6jVxGpQG5SNgRtEalA2YwphIIRqUAzeDIhmBGpQGZzNtmtEalAJvwlqsMRqUDOr/qR2RGpQNuFuY7vEalANfpwngUSqUAdpjm/GxKpQC5/N+8xEqlARi+YLEgSqUBv05N1XhKpQDPrbMh0EqlAB/5tI4sSqUCQg+6EoRKpQCYpT+u3EqlA/P/4VM4SqUBhR2HA5BKpQMaoBSz7EqlAQg1tlhETqUBulCn+JxOpQAx/1WE+E6lA3YMUwFQTqUCj4pQXaxOpQCmFDGeBE6lA9iM7rZcTqUBAMOrorROpQB0U6xjEE6lAckIWPNoTqUCe1RVR8BOpQO0NhFYGFKlA1+1TTBwUqUDnCZgyMhSpQA9qTgZIFKlA0mxIxV0UqUAphEZxcxSpQJoiXwiJFKlASntpiZ4UqUD2HZv0sxSpQKksjUjJFKlAS1IkhN4UqUDGFqSm8xSpQA9Hn68IFalA72sOnx0VqUB+40tzMhWpQPnBuipHFalAreIdx1sVqUDjg3lGcBWpQPWvXaiEFalAaeWZ7JgVqUBBEBkTrRWpQAwdgBrBFalA6aidAdUVqUBcbBfJ6BWpQNHYZ3D8FalA59sv9w8WqUCh2BBdIxapQKzokKE2FqlA1OxVxEkWqUAAlAbFXBapQGapNaNvFqlA/lK8XoIWqUDJ/TT3lBapQN1GWWynFqlANeESvrkWqUCWfyLsyxapQB+YWPbdFqlAcb+L3O8WqUA6qZueARepQEpzTDwTF6lA/0F/tSQXqUBtihEKNhepQGR15jlHF6lAm67eRFgXqUAfR+AqaRepQGyu3+t5F6lA8inIh4oXqUBlm4z+mhepQFm0I1CrF6lAgXqHfLsXqUBofbWDyxepQAuyrWXbF6lAFEFzIusXqUBx2Q26+hepQCOEhSwKGKlATRjbeRkYqUCzoR+iKBipQGUmYaU3GKlAvFmyg0YYqUDBVCY9VRipQDFB09FjGKlA6FbRQXIYqUD5PDmNgBipQLc0JrSOGKlABWa0tpwYqUCprgCVqhipQJdGLk+4GKlA4yde5cUYqUBhgbBX0xipQCpdR6bgGKlAVR9M0e0YqUAxXenY+hipQBbORL0HGalAtmyIfhQZqUC9qeAcIRmpQNB9fJgtGalAChSK8TkZqUD+BDooRhmpQGZsvTxSGalA4d5DL14ZqUAdBgIAahmpQPkQLK91GalAY9j2PIEZqUDi8pWpjBmpQG3xQPWXGalABs4uIKMZqUC3HpcqrhmpQEkFshS5GalACCu43sMZqUCyJeWIzhmpQGeKcRPZGalAC5uXfuMZqUCS7JHK7RmpQHdYm/f3GalAMO7uBQIaqUDO9831CxqpQPubcscVGqlAxEoZex8aqUBmFP8QKRqpQMc6YYkyGqlAbid95DsaqUD1DpQiRRqpQGGW40NOGqlAksupSFcaqUCzhiUxYBqpQJHFlf1oGqlAyaQ5rnEaqUCUplBDehqpQOolGr2CGqlA8nTVG4saqUAWBcJfkxqpQChJH4mbGqlA2q4smKMaqUC0fCmNqxqpQFfxVGizGqlAhkbuKbsaqUC4hzTSwhqpQLyYZmHKGqlADy/D19EaqUDGm4k12RqpQH3i+HrgGqlAnaJOqOcaqUDY4Mi97hqpQExcpbv1GqlAboghovwaqUDwhnpxAxupQLQh7SkKG6lACOi9yxAbqUBmXSZXFxupQIrGYswdG6lAmtGvKyQbqUAS6El1KhupQGsrbakwG6lAxXFVyDYbqUCiLTvSPBupQI5GUsdCG6lAPxvZp0gbqUBncgh0ThupQFl6GCxUG6lAPcJA0FkbqUBLM7hgXxupQPwJtd1kG6lA9AiQR2obqUBvRH+ebxupQFMOtOJ0G6lAxuVpFHobqUAQjtwzfxupQCQXSEGEG6lANuboPIkbqUBDB/EmjhupQM0wSP+SG6lA5rhFxpcbqUA2QRF8nBupQMoxzyChG6lA7n6gtKUbqUAI2Kg3qhupQKd2iaquG6lAgkNHDbMbqUAPciVgtxupQBX2bKO7G6lAWlRg178bqUCLth/8wxupQMu7DBLIG6lAPUV1GcwbqUDDSKsS0BupQMKnn/3TG6lAoLS52NcbqUDnv1ul2xupQEuVXmTfG6lAg3C+FeMbqUAWMpW55hupQMX2zU/qG6lAdWV/2O0bqUCU3wJU8RupQPM4f8L0G6lA1dZKJPgbqUAJh355+xupQCI2SML+G6lA6q7G/gEcqUAg5hYvBRypQNkqflMIHKlA8eQHbAscqUCvPcx4DhypQJwkBXoRHKlAmdbpbxQcqUCXPJNaFxypQD6+KDoaHKlA7BPUDh0cqUDygLzYHxypQE1oCpgiHKlAfDHcTCUcqUDB+VT3JxypQETpmZcqHKlAY+zNLS0cqUCldRS6LxypQH+4jjwyHKlAVO1dtTQcqUA3B6kkNxypQFncjoo5HKlALYgv5zscqUBmR6s6PhypQMviIYVAHKlAP+uzxkIcqUBriYT/RBypQPGVsC9HHKlAZAdXV0kcqUBFeZZ2SxypQAMsjY1NHKlAuKJYnE8cqUAFPxajURypQIk946FTHKlAbVTcmFUcqUDy2x2IVxypQKjOw29ZHKlA4ODpT1scqUBHSKsoXRypQHrpIvpeHKlAkktrxGAcqUAnmJ6HYhypQM3y1kNkHKlAFw8v+WUcqUDTXr+nZxypQPzfoE9pHKlAxjXs8GocqUDBqbmLbBypQKP6ISBuHKlAPcQ8rm8cqUD7RyE2cRypQGyp5rdyHKlAiL+jM3QcqUBIFm+pdRypQDbwXhl3HKlAq1iJg3gcqUA7BwToeRypQDRq5EZ7HKlA+bI/oHwcqUAO0ir0fRypQLF4ukJ/HKlAexoDjIAcqUB8ChjQgRypQGXoDA+DHKlAvKD1SIQcqUDEduV9hRypQNht762GHKlAa0om2YccqUAIk5z/iBypQNCQZCGKHKlAIlGQPoscqUD4pjFXjBypQAwrWmuNHKlAKT0be44cqUAoBYaGjxypQPJzq42QHKlAwEKbkJEcqUCF62SPkhypQPAwGYqTHKlADsTHgJQcqUBoFIBzlRypQBRQUWKWHKlAw2NKTZccqUCChns0mBypQPZ69ReZHKlAIW/F95kcqUDkEvrTmhypQHjxoaybHKlAPnPLgZwcqUCC34RTnRypQOZl2SGeHKlAQrPR7J4cqUACpX+0nxypQE808HigHKlAVyswOqEcqUAXJkz4oRypQBuTULOiHKlAQ7RJa6McqUCMn0MgpBypQM0/StKkHKlAT45pgaUcqUCazK0tphypQJn1IdemHKlAVGXRfaccqUDRUschqBypQPjQDsOoHKlAbc+yYakcqUByG779qRypQMNgO5eqHKlAeCo1LqscqUD0MbXCqxypQLUEwlSsHKlAszJo5KwcqUDwZLFxrRypQDYdp/ytHKlAeLZSha4cqUA3Zb0LrxypQN838I+vHKlALhf0EbAcqUCOxtGRsBypQEEEkg+xHKlActY+i7EcqUAWot8EshypQGq+fHyyHKlAMmMe8rIcqUBGqcxlsxypQB2Lj9ezHKlAYuVuR7QcqUB+d3K1tBypQCfkoSG1HKlA6LEEjLUcqUBhIqL0tRypQNKdgVu2HKlAT1aqwLYcqUClYyMktxypQOnD84W3HKlA/Fsi5rccqUAd+LVEuBypQGtMtaG4HKlAefUm/bgcqUDReBFXuRypQNPmea+5HKlAET9nBrocqUBTv99buhypQBhz6a+6HKlAAU6KArscqUAyLMhTuxypQLjSqKO7HKlA5+8x8rscqUDEG2k/vBypQGLYU4u8HKlAN3b31bwcqUDjV1kfvRypQJrCfme9HKlAO+Jsrr0cqUByzij0vRypQBeLtzi+HKlAjQgefL4cqUApJGG+vhypQI2ohf++HKlAC06QP78cqUALu4V+vxypQChsary/HKlA1G9C+b8cqUDDjBI1wBypQIMb32/AHKlArWOsqcAcqUBEnH7iwBypQAjsWRrBHKlA0GlCUcEcqUDjHDyHwRypQE39SrzBHKlAOPRy8MEcqUBG3LcjwhypQHk/HVbCHKlAI7+mh8IcqUCANli4whypQH9ANejCHKlAb2pBF8McqUBONIBFwxypQBwR9XLDHKlAJmejn8McqUBYkI7LwxypQI/aufbDHKlA5ocoIcQcqUAHz91KxBypQIl923PEHKlAqFYlnMQcqUDggr7DxBypQIXyqerEHKlAm4nqEMUcqUAGIIM2xRypQMiBdlvFHKlAN2/Hf8UcqUA0nXijxRypQGO1jMbFHKlAZlYG6cUcqUBsPugKxhypQNORNSzGHKlA9FzwTMYcqUDJIhttxhypQK1duIzGHKlAoX/Kq8YcqUCQ8lPKxhypQJcYV+jGHKlAREzWBcccqUDj4NMixxypQL4iUj/HHKlAYFdTW8ccqUBpvdd2xxypQF374JHHHKlASFZyrMccqUAdu43GxxypQKILNeDHHKlAgB5q+cccqUBKvy4SyBypQI+uhCrIHKlA36FtQsgcqUDdQ+tZyBypQEc0/3DIHKlAAgirh8gcqUD4SPadyBypQMcQ37PIHKlAw6NmycgcqUAGxo7eyBypQCs4WfPIHKlAmbfHB8kcqUDM/tsbyRypQKDFly/JHKlAmsH8QskcqUAzpgxWyRypQCMlyWjJHKlAp+4ze8kcqUDRsU6NyRypQKRaFZ/JHKlAawGLsMkcqUAexbLByRypQIrljdLJHKlACZod48kcqUCBEWPzyRypQF9yXwPKHKlAl9oTE8ocqUChX4EiyhypQHUOqTHKHKlAiuuLQMocqUDR8ipPyhypQLYXh13KHKlAeCOka8ocqUDEyYN5yhypQEUhJYfKHKlAt0SJlMocqUArTLGhyhypQDVNnq7KHKlAH1tRu8ocqUAch8vHyhypQHjgDdTKHKlAyXQZ4MocqUA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"Rj\":{\"__ndarray__\":\"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root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "1220" } }, "output_type": "display_data" } ], "source": [ "def LI_2cell_rhs(x, t, betaN, betaD, betaR, nD, nR, kRS, tau):\n", " Ni, Di, Ri, Nj, Dj, Rj = x\n", " \n", " return np.array(\n", " [\n", " (betaN - Ni - Ni*Dj)/tau,\n", " (betaD/(1+Ri**nD) - Di - Nj*Di)/tau,\n", " betaR*(Ni*Dj)**nR / (kRS**nR + (Ni*Dj)**nR) - Ri,\n", " (betaN - Nj - Nj*Di)/tau,\n", " (betaD/(1+Rj**nD) - Dj - Ni*Dj)/tau,\n", " betaR*(Nj*Di)**nR / (kRS**nR + (Nj*Di)**nR) - Rj,\n", " ]\n", " )\n", "\n", "# Parameters (from Sprinzak et al)\n", "betaN = 10 \n", "betaD = 100 \n", "betaR = 1e6\n", "nD = 1\n", "nR = 3\n", "kRS = 3e5 ** (1/nR) \n", "tau = 1\n", "\n", "# initial conditions\n", "Ni0_slider = bokeh.models.Slider(title=\"Log Initial Ni\", start=-3, end=3, step=0.1, value=1)\n", "Di0_slider = bokeh.models.Slider(title=\"Log Initial Di\", start=-3, end=3, step=0.1, value=-3)\n", "Nj0_slider = bokeh.models.Slider(title=\"Log Initial Nj\", start=-3, end=3, step=0.1, value=1)\n", "Dj0_slider = bokeh.models.Slider(title=\"Log Initial Dj\", start=-3, end=3, step=0.1, value=-2.9)\n", "nR_slider = bokeh.models.Slider(title=\"Cooperativity (nR)\", start=0.1, end=10, step=0.1, value=3)\n", "\n", "x0 = [10**Ni0_slider.value,\n", " 10**Di0_slider.value,\n", " 0,\n", " 10**Nj0_slider.value,\n", " 10**Dj0_slider.value,\n", " 0]\n", "\n", "# Solve ODEs\n", "t = np.linspace(0, 20, 1000)\n", "args = (betaN, betaD, betaR, nD, nR_slider.value, kRS, tau)\n", "x = scipy.integrate.odeint(LI_2cell_rhs, x0, t, args=args)\n", "x = x.transpose()\n", "\n", "cds = bokeh.models.ColumnDataSource(data=dict(t=t, Ni=x[0,:], Di=x[1,:], Ri=x[2,:],\n", " Nj=x[3,:], Dj=x[4,:], Rj=x[5,:]))\n", "\n", "# Set up the plots\n", "pN = bokeh.plotting.figure(\n", " frame_width=275, frame_height=150,\n", " x_axis_label=\"dimensionless time\", \n", " y_axis_label=\"dimensionless\\nNotch concentration\", y_axis_type=\"log\",\n", ")\n", "pD = bokeh.plotting.figure(\n", " frame_width=275, frame_height=150,\n", " x_axis_label=\"dimensionless time\", \n", " y_axis_label=\"dimensionless\\nDelta concentration\", y_axis_type=\"log\",\n", ")\n", "pR = bokeh.plotting.figure(\n", " frame_width=275, frame_height=150,\n", " x_axis_label=\"dimensionless time\", \n", " y_axis_label=\"dimensionless\\nReporter concentration\", y_axis_type=\"log\",\n", ")\n", "\n", "pN.line(source=cds, x=\"t\", y=\"Ni\", color=\"blue\", width=3, legend_label=\"Cell i\")\n", "pN.line(source=cds, x=\"t\", y=\"Nj\", color=\"orange\", width=3, legend_label=\"Cell j\")\n", "pD.line(source=cds, x=\"t\", y=\"Di\", color=\"blue\", width=3, legend_label=\"Cell i\")\n", "pD.line(source=cds, x=\"t\", y=\"Dj\", color=\"orange\", width=3, legend_label=\"Cell j\")\n", "pR.line(source=cds, x=\"t\", y=\"Ri\", color=\"blue\", width=3, legend_label=\"Cell i\")\n", "pR.line(source=cds, x=\"t\", y=\"Rj\", color=\"orange\", width=3, legend_label=\"Cell j\")\n", "\n", "LI_2cell_layout = bokeh.layouts.row(\n", " bokeh.layouts.column(\n", " pN,\n", " pD,\n", " pR,\n", " ),\n", " bokeh.layouts.column(\n", " Ni0_slider,\n", " Di0_slider,\n", " Nj0_slider,\n", " Dj0_slider,\n", " nR_slider,\n", " width=150,\n", " )\n", ")\n", "\n", "# Display\n", "if interactive_python_plots:\n", " # Set up callbacks\n", " def _callback(attr, old, new):\n", " x0 = [10**Ni0_slider.value,\n", " 10**Di0_slider.value,\n", " 0,\n", " 10**Nj0_slider.value,\n", " 10**Dj0_slider.value,\n", " 0]\n", " args = (betaN, betaD, betaR, nD, nR_slider.value, kRS, tau)\n", " x = scipy.integrate.odeint(LI_2cell_rhs, x0, t, args=args)\n", " x = x.transpose()\n", " cds.data = dict(t=t, Ni=x[0,:], Di=x[1,:], Ri=x[2,:], Nj=x[3,:], Dj=x[4,:], Rj=x[5,:])\n", "\n", " Ni0_slider.on_change(\"value\", _callback)\n", " Di0_slider.on_change(\"value\", _callback)\n", " Nj0_slider.on_change(\"value\", _callback)\n", " Dj0_slider.on_change(\"value\", _callback)\n", " nR_slider.on_change(\"value\", _callback)\n", " \n", " # Build the app\n", " def LI_2cell_app(doc):\n", " doc.add_root(LI_2cell_layout)\n", " \n", " bokeh.io.show(LI_2cell_app, notebook_url=notebook_url)\n", "else:\n", " Ni0_slider.disabled = True\n", " Di0_slider.disabled = True\n", " Nj0_slider.disabled = True\n", " Dj0_slider.disabled = True\n", " nR_slider.disabled = True\n", "\n", " # Build layout\n", " LI_2cell_layout = bokeh.layouts.row(\n", " bokeh.layouts.column(\n", " pN,\n", " pD,\n", " pR,\n", " ),\n", " bokeh.layouts.column(\n", " bokeh.layouts.column(\n", " Ni0_slider,\n", " Di0_slider,\n", " Nj0_slider,\n", " Dj0_slider,\n", " width=150\n", " ),\n", " bokeh.models.Div(\n", " text=\"\"\"\n", "

Sliders are inactive. To get active sliders, re-run notebook with\n", " fully_interactive_plots = True\n", " in the first code cell.

\n", " \"\"\",\n", " width=250,\n", " ),\n", " )\n", " )\n", "\n", " \n", " bokeh.io.show(LI_2cell_layout)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, in a two-cell system these dynamics (in this particular parameter regime) lead to a divergence in the states of the two cells. When the initial Notch concentrations of the two cells are equal, this divergence follows a \"winner-takes-all\" process where the cell that starts with a higher Delta concentration ends up in the high-Delta state. But by using the sliders to alter the intial values of the Notch concentration as well, you can see that the full relationship is a bit more subtle.\n", "\n", "Is it always guaranteed that the two cells will end up in divergent cell states? No— try moving around the slider for the $n_R$ parameter to see how the system behaves both in regions of low cooperativity _and_ in regimes of high cooperativity. We can see that having the cells the cells go to diverging states, which is a prerequisite for patterning, is not necessarily a guarantee in our system. " ] }, { "cell_type": "markdown", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "### Expanding beyond a two-cell system\n", "\n", "Although the two-cell model is a good demonstration that our dynamics can, in principle, lead to diverging cell fates, we are fundamentally interested in cellular patterns that can expand over a spatial area that involves more than just two cells. In order to expand our model to accomdate larger systems, we need to incorporate the possibility of a given cell having more than one neighbor. A given Notch receptor $N_i$ will have the ability to interact with *multiple* possible Delta ligands $D_j$ to form a variety of distinct $T_{ij}$ complexes, all of which will contribute to the formation of $S_i$ within the receiver cell. We therefore need to update our steady-state expression for $S_i$ to\n", "\n", "\\begin{align}\n", "S_i = \\frac{k_S}{\\gamma_S} \\sum_{j=]i[ } T_{ij} = \\frac{1}{\\gamma_S}\\frac{k_S k_D^+}{k_D^- + k_S}\\sum_{j=]i[ } N_iD_j.\n", "\\end{align}\n", "\n", "Here, the notation $\\sum_{j = ]i[}$ means the index $j$ is iterated over all cells that are adjacent to cell $i$ (but not including $i$ itself), and the resulting set is summed together. \n", "\n", "Carrying this through the simplifcations and nondimensionalizations given above, we obtain the following nondimensionalized ODE system to accomodate arbitray spatial arrangements of cells:\n", "\n", "\\begin{align}\n", "\\tau \\frac{\\mathrm{d}N_i}{\\mathrm{d}t} &= \\beta_N - N_i - \\sum_{j = ]i[} N_i D_j \\\\\n", "\\tau \\frac{\\mathrm{d}D_i}{\\mathrm{d}t} &= \\beta_D \\frac{1}{1 + R_i^{n_D}} - D_i - \\sum_{j = ]i[} N_j D_i \\\\\n", "\\frac{\\mathrm{d}R_i}{\\mathrm{d}t} &= \\beta_R \\frac{\\left(\\sum_{j = ]i[} N_i D_j / k_{RS}\\right)^{n_R}}{1 +\\left(\\sum_{j = ]i[} N_i D_j / k_{RS}\\right)^{n_R} } - R_i\n", "\\end{align}\n", "\n", "Note the way that the summations affect the $T_{ij}$ formation terms in the $N_i$ and $D_i$ ODEs. Although the expressions now look quite a bit more complicated with all these sums, we did not add any new parameters our system— visually comparing the above ODE system with the previous ODE system for the two-cell system should reveal how the addition of additional neighbors did not change the fundamental nature of a given species' dynamics.\n", "\n", "\n", "\n", "We now note two features of this model:\n", "* First, it can represent the behavior any number of cells by expanding the size of the ODE system— a system of $i$ cells can be modeled by $3i$ equations following the above formula. While such a system would be impractical to solve by hand, using numerical approaches we can solve large ODE systems without much additional difficulty. \n", "* Second, the model can represent arbitrary geometric arrangements of cells because the assignment of neighbors to each cell is left arbitrary. Thus we could easily switch between, for example, a square or hexagonal lattice, or even the dimensionality of the space, by changing the neighbor-assignment rule for a given cell. However, the fact that the ODEs do not natively encode the neighbor-assignment rule means that we will have to write an additional function to go inside our ODE solver that identifies the apporpriate neighbors for a given cell." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Specifying the neighbor-assignment rules\n", "\n", "Let's first expand our two-cell system to a one-dimensional line of cells, where each cell would have just neighbors. In this arrangement we can easily write down a rule for determining the neighbors of a given cell $i$. Since a single index fully determines the location of a cell, we can know right away that the neighbors of cell $i$ are cell $i-1$ and $i+1$. But remember that we are only simulating a finite number of cells, say $N$ of them. What happens to this rule when we are looking at the leftmost or rightmost cell? Cell $0$ has no leftward neighbor, as Cell $-1$ does not exist— similarly, cell $N-1$ has no rightward neighbor, as cell $N$ does not exist (this is because our first cell is indexed as cell $0$, so the highest index for a group of $N$ cells is $N-1$). So what is the right way to handle these situations?\n", "\n", "There actually isn't a single right answer that will apply to every situation— different choices of how to handle the boundaries could be equally valid depending on the situation being modeled. A few different choices are schematized in the figure below.\n", "\n", "\n", "\n", "
\n", "\n", "![schematics of some boundary conditions](figs/agent_boundary_schematics.png)\n", "\n", "
\n", "\n", "A constant boundary condition might be appropriate when you are interested in modeling the dynamics of the system as it interacts explicitly with an edge, such as a population of a different cell type. If these cell types don't participate in the modeled dynamics, then one can set the constant value of the boundary to zero to obtain the special case of having an inert boundary. A periodic boundary condition, while it mathematically represents the grid as curving around to loop back on itself, as if it were on the surface of a sphere, can also be justified to approximate the case where the grid of cells being modeled is a small subset in the interior of a large field of identical cells.\n", "\n", "Thus for a system of ODEs solved over a spatially-explicit arrangement of cells, we need to specify the following for the problem to be complete:\n", "1. The system's dynamics within an individual cell (the ODEs)\n", "2. The arrangement of the cells in space, including special rules for the boundaries (the Neighbor Rule)\n" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "### Numerical solution of the Lateral Inhibition model on a 2D hexagonal lattice\n", "\n", "Let's now consider how we would numerically solve our ODE system on a 2D lattice of hexagonal cells. We choose this particular spatial arrangement because it [mirrors how cells are packed in the fruit fly wing](https://doi.org/10.1016/j.devcel.2005.10.016). Because the number of equations in the system varies with the number of cells, we cannot hard-code a function that manually writes out every ODE in our system. This would not only be cumbersome, but we would have to write a new ODE function every time we wanted to change the number of cells we are simulating. We will instead write a helper function that our ODE function can call to generate the required neighbor information for an arbitrary cell.\n", "\n", "How do we define neighbors in a hexagonal grid? It turns out that a 2-dimensional indexing can fully define the location of a cell in a hexagonal grid, just as it can for a square grid. While in a square grid the four neighbors of cell $(i,j)$ would be the cells $(i+1,j)$, $(i,j-1)$, $(i-1,j)$, and $(i,j+1)$, in a hexagonal grid the six neighbors of cell $(i,j)$ are $(i+1,j)$, $(i+1,j-1)$, $(i,j-1)$, $(i-1,j)$, $(i-1,j+1)$, and $(i,j+1)$. Using this rule we can therefore define a helper function that, given the system's species concentration vector $\\boldsymbol{x}$ and the cell indices $i,j$, return the sum of the concentrations of a particular species in all of the neighbors of cell $(i,j)$.\n", "\n", "
\n", "\n", "![Coordinates for a hexagonal grid](figs/temp_hexagon_neighbors.png)\n", "\n", "
\n", "\n", "However, our function is not yet complete because we have not specified our boundary conditions. Here we will choose to use periodic boundary conditions, whicih means that in an $N\\times N$ grid of cells, the upper-right-most cell $(N-1,N-1)$ is neighbors with the lower-left-most cell $(0,0)$. While it is possible to hard-code all the edge cases and modify the neighbor rule accordingly within the helper function, doing so would be extremely cumbersome. Instead we will take a more general approach, which is to use **modular arthithmetic**.\n", "\n", "While standard arithmetic performs algebraic operations like addition and multiplication along the real number line, modular arithmetic can be conceptualized as performing these same operations along a circular number line that behaves like a clock. On the face of a 12-hour clock, adding 2 hours to 11:00 doesn't give 13:00, but rather 1:00. This is equivalent to performing the $11+2$ operation *modulo* $12$, which gives the result of $1$.\n", "\n", "
\n", "\n", "![Modular arithmetic](figs/temp_modulo_schematic.png)\n", "\n", "
\n", "\n", "If we apply this concept to our 2D hexagonal grid of cells, we can see that if we perform all of our addition and subtraction operations from our neighbor rule *modulo* $N$, then we don't need to write special cases for our periodic boundary conditions. $N-1 + 1 = 0$, and $0 - 1 = N-1$. In Python you can perform modular arithmetic by performing the standard operation and doing the modulo division operation on the modulus number, which is represented by the symbol `%`. So if you wanted to code the operation $2 + 3$ modulo $4$, then you would write `(2+3) % 4`.\n", "\n", "***\n", "\n", "We have now specified all of the properties required to fully determine the dynamics of our system, but we still need to consider one more thing before we can calculate our numerical solution. In the grid mindset above, we are conceptualizing our cellular grid here as a 2-dimensional grid, our ODE solver `scipy.integrate.odeint()` can only take a *1-dimensional* vector as an argument. This is a common theme that will arise as you use computational methods for your research— you will find that tools and packages developed by others may not interface with your particular problem in exactly the right way, so you will have to do some work to bridge the gap.\n", "\n", "In this case, we will resolve this issue by converting our concentration array back and forth between a one-dimensional form and a three-dimensional form (two spatial dimensions and a third dimension to hold the 3 species concentrations for a given cell) using the `np.reshape()` operation. This allows us get the best of both worlds by working with the more intuitive multi-dimensional form of the array whenever we are intializing the system or calculating neighbors, but still enabling us to use the powerful performance of `scipy.integrate.odeint()`.\n", "\n", "We are now ready to code up our ODE system for a 2D lattice and solve it! We do so below for a $12\\times 12$ grid, intializing the system at a homogeneous state where all of the cells have the same concentrations of every species, but then adding some independent normally-distributed noise around the nonzero concentrations such that the magnitude of the noise tend to be within 10% of the mean value.\n", "\n", "The cell below will take a few seconds to run.\n", "\n", "\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Write helper functions\n", "def get_Djs_hex_periodic(x3, i, j):\n", " r = x3.shape[0]\n", " return x3[(i+1)%r,j,1] + x3[(i+1)%r,(j-1)%r,1] + x3[i,(j-1)%r,1] + x3[(i-1)%r,j,1] + x3[(i-1)%r,(j+1)%r,1] + x3[i,(j+1)%r,1]\n", "\n", "def get_Njs_hex_periodic(x3, i, j):\n", " r = x3.shape[0]\n", " return x3[(i+1)%r,j,0] + x3[(i+1)%r,(j-1)%r,0] + x3[i,(j-1)%r,0] + x3[(i-1)%r,j,0] + x3[(i-1)%r,(j+1)%r,0] + x3[i,(j+1)%r,0]\n", "\n", "# Write ODE rhs function\n", "def LI_hex_periodic_rhs(x, t, betaN, betaD, betaR, nD, nR, kRS, tau):\n", " \"\"\"\n", " Assumes a square NxN grid of cells with hexagonal tiling\n", " and periodic boundary conditions.\n", " \"\"\"\n", " # confirm that the reshape procedure worked properly\n", " assert len(x) % 3 == 0\n", " numcells = int(len(x)/3)\n", " numrows = np.sqrt(numcells)\n", " assert numrows % 1 == 0\n", " numrows = int(numrows)\n", " \n", " # Reshape the concentration array to 3D\n", " x3 = x.reshape((numrows,numrows,3))\n", " dxdt_3 = np.empty((numrows, numrows, 3))\n", " \n", " for i in range(numrows):\n", " for j in range(numrows):\n", " Ni = x3[i,j,0]\n", " Di = x3[i,j,1]\n", " Ri = x3[i,j,2]\n", " Djs = get_Djs_hex_periodic(x3, i, j)\n", " Njs = get_Njs_hex_periodic(x3, i, j)\n", " \n", " dxdt_3[i,j,0] = (betaN - Ni - Ni*Djs)/tau\n", " dxdt_3[i,j,1] = (betaD/(1+Ri**nD) - Di - Njs*Di)/tau\n", " dxdt_3[i,j,2] = betaR*(Ni*Djs)**nR / (kRS**nR + (Ni*Djs)**nR) - Ri\n", " \n", " # Reshape output array to 1D\n", " dxdt = dxdt_3.reshape(numrows*numrows*3,)\n", " \n", " return dxdt\n", " \n", "# Parameters\n", "betaN = 10 \n", "betaD = 100 \n", "betaR = 1e6 \n", "nD = 1\n", "nR = 3\n", "kRS = 3e5 ** (1/nR) \n", "tau = 1\n", " \n", "numrows = 12\n", " \n", "# Define initial conditions\n", "Ni0 = 10\n", "Di0 = 1e-3\n", "Ri0 = 0\n", "# Define noise around the initial condition\n", "Ni0_std = Ni0 / 10 / 2 # 98% of samples will be within 10% of Ni0\n", "Di0_std = Di0 / 10 / 2 # 98% of samples will be within 10% of Di0\n", "\n", "x0_3 = np.empty((numrows,numrows,3))\n", "for i in range(numrows):\n", " for j in range(numrows):\n", " x0_3[i,j,0] = np.random.normal(Ni0, Ni0_std)\n", " x0_3[i,j,1] = np.random.normal(Di0, Di0_std)\n", " x0_3[i,j,2] = 0\n", "x0 = x0_3.reshape(numrows*numrows*3,)\n", " \n", "# Solve ODEs\n", "tmax = 30\n", "numpoints = 1000\n", "\n", "t = np.linspace(0, tmax, numpoints)\n", "args = (betaN, betaD, betaR, nD, nR, kRS, tau)\n", "x = scipy.integrate.odeint(LI_hex_periodic_rhs, x0, t, args=args)\n", "x = x.transpose()\n", "\n", "# Reshape output array to convenient shape\n", "x4 = x.reshape((numrows,numrows,3,1000))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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RDpGuAuVz/8tv92wjJXP4mA4pGFNlc/PVLlhio6Vz8dF3Vlsj1XP7zMyTEeQVc/FqqG5W5EVz9SPkxwpUdXP44hP7jCSlc/ZLOGmsdNVz9VOcTrtFBXPwG4fniLU1c/aHeIBUxWVz8MfF1Q91hXPxOUeg+OW1c/hLiu8hBeVz9Ym2ajgGBXP5cV88TdYlc/6kbK9ChlVz/6P8TKYmdXP3yOU9mLaVc/gYa5raRrVz/WKTfQrW1XP6CGOsSnb1c/ljGJCJNxVz8e+2cXcHNXP985wGY/dVc/Kh9DaAF3Vz/nKYuJtnhXP5BWPDRfelc/zx0jzvt7Vz+XrVK5jH1XP8GfQlQSf1c/82fs+YyAVz+3r+gB/YFXP1fDjMBig1c/8i0Ih76EVz9gjIKjEIZXPw6TOWFZh1c/QzWfCJmIVz8y0nffz4lXP/Y/+Cj+ilc/wobjJSSMVz+bGKgUQo1XP1ZZfDFYjlc/ykJ6tmaPVz9sBbrbbZBXP1Bpa9dtkVc/hfnt3WaSVz/0wechWZNXP0eqWtRElFc/4ny4JCqVVz+YcfVACZZXP6lgmVXillc/Ec7PjbWXVz+Xq3YTg5hXP2gALA9LmVc/l5haqA2aVz+Jw0UFy5pXP3cyFEuDm1c/7SzanTacVz/GDqMg5ZxXP0csevWOnVc/6ilzPTSeVz9q7rEY1Z5XPxoYcqZxn1c/hBAOBQqgVz/D4QVSnqBXP5+kBaouoVc/Vq3rKLuhVz+9ic7pQ6JXP++1AgfJolc/GB4gmkqjVz+udQe8yKNXP5pb54RDpFc/cVVBDLukVz8upe5oL6VXP/72JLGgpVc/Vu16+g6mVz9sjOxZeqZXP12E3+Piplc/hV4nrEinVz8FjgnGq6dXP8hiQUQMqFc/UeUDOWqoVz/JlgO2xahXP/wWdMweqVc/W7MNjXWpVz8B3xAIyqlXPyCUSU0cqlc/nJsSbGyqVz9LwlhzuqpXP6j3nXEGq1c/Nlf8dFCrVz/8GymLmKtXP79/d8Heq1c/m4fbJCOsVz/svOzBZaxXPwvP6KSmrFc/USa22eWsVz9RYuZrI61XP4vHuGZfrVc/kZoc1ZmtVz9qabPB0q1XP/5C0zYKrlc/id6IPkCuVz+ss5nidK5XP3oEhiyorlc/7dWKJdquVz+J2aPWCq9XPyhJjUg6r1c/K7XFg2ivVz8pxY+Qla9XPyfr83bBr1c/BwrCPuyvVz+OD5PvFbBXP52CypA+sFc/bgaYKWawVz/Q0PjAjLBXP+MWuV2ysFc/CG51BtewVz+zJJzB+rBXP1aPbpUdsVc/kkwCiD+xVz9JgUKfYLFXP9UE8eCAsVc/ToynUqCxVz8+ytj5vrFXP/GF0dvcsVc/SLC5/fmxVz/2Y5VkFrJXP2fnRRUyslc/ma2KFE2yVz/gOQJnZ7JXPzMSKxGBslc/iahkF5qyVz/fLvB9srJXPylx8UjKslc/XqxvfOGyVz+ZU1Yc+LJXP0TVdSwOs1c/sV6EsCOzVz+glR6sOLNXP5tJyCJNs1c/mCbtF2GzVz/vZOGOdLNXP2Nm4oqHs1c/F1sXD5qzVz9d45EerLNXP7uhTry9s1c/TNA1686zVz/G1Buu37NXP1PIwQfws1c/GQDW+v+zVz9okPSJD7RXPyvXp7cetFc/L+Vohi20Vz9tE6D4O7RXPxlbpRBKtFc/lODA0Fe0Vz/pTis7ZbRXP8tQDlJytFc/vPuEF3+0Vz+OJZyNi7RXPy/hUraXtFc/Bcqak6O0Vz/DcVgnr7RXP6OuY3O6tFc/FfmHecW0Vz8CxoQ70LRXP9TRDbvatFc/t4DL+eS0Vz/vHVv57rRXP782T7v4tFc/OdkvQQK1Vz+g43qMC7VXPzhNpJ4UtVc/s2IWeR21Vz+HFjIdJrVXP/8yT4wutVc/aqS8xza1Vz9lsMDQPrVXP5s5mahGtVc/u+x7UE61Vz+9i5bJVbVXP3cMDxVdtVc/s+kDNGS1Vz8dOYwna7VXP2r8t/BxtVc/HzSQkHi1Vz9rLRcIf7VXP6eSSFiFtVc/sbUZgou1Vz9VmXmGkbVXP+pKUWaXtVc/RtuDIp21Vz9IpO67orVXP8p1aTOotVc/8o3Gia21Vz88BNO/srVXP1OyVta3tVc/amoUzry1Vz9MHsqnwbVXP2L4MGTGtVc/SoX9A8u1Vz/8zt+Hz7VXPxF8g/DTtVc/UuuPPti1Vz9RT6hy3LVXPw3Ma43gtVc/3ZJ1j+S1Vz+DC1156LVXP1PBtUvstVc/7LsPB/C1Vz8CQ/er87VXPypT9Tr3tVc/fnWPtPq1Vz8/40cZ/rVXP93OnWkBtlc/XQ4NpgS2Vz9qqA7PB7ZXPxRsGOUKtlc/yHSd6A22Vz9oFQ7aELZXP6K717kTtlc/6HRliBa2Vz9aeB9GGbZXP96La/Mbtlc/LACtkB62Vz8mq0QeIbZXP/4FkZwjtlc/N0PuCya2Vz9hWrZsKLZXPzwmQb8qtlc/KUHkAy22Vz8dZvM6L7ZXP3g9wGQxtlc/PKqagTO2Vz+LVdCRNbZXP+KprZU3tlc/vWJ8jTm2Vz8/voR5O7ZXP50fDVo9tlc/UGlaLz+2Vz9V/K/5QLZXP/SLT7lCtlc/8EN5bkS2Vz9dumsZRrZXP14EZLpHtlc/7sOdUUm2Vz/FM1PfSrZXPxgjvWNMtlc/myUT3022Vz/bXItRT7ZXPxXCWrtQtlc/NPC0HFK2Vz8mWsx1U7ZXP05J0sZUtlc/j8/2D1a2Vz/08GhRV7ZXPxWSVotYtlc/W3fsvVm2Vz/ZZ1bpWrZXP9wSvw1ctlc/HC1QK122Vz/GcjJCXrZXP66mjVJftlc/NqCIXGC2Vz9ZU0lgYbZXPyLO9F1itlc/5UCvVWO2Vz8OBJxHZLZXP1id3TNltlc/TcSVGma2Vz8eZuX7ZrZXPzWs7Ndntlc/nADLrmi2Vz+nEp+AabZXPzzmhk1qtlc/MLafFWu2Vz/7HQbZa7ZXP4wT1pdstlc/gcQqUm22Vz8Z+h4IbrZXP5iczLlutlc/0B9NZ2+2Vz9xZbkQcLZXP++UKbZwtlc/xIi1V3G2Vz8+R3T1cbZXP4N6fI9ytlc/KUDkJXO2Vz+fGsG4c7ZXP24bKEh0tlc/ht8t1HS2Vz9PieZcdbZXP1XCZeJ1tlc/ray+ZHa2Vz/7IQTkdrZXPyx/SGB3tlc/K5Cd2Xe2Vz/I5BRQeLZXP9GWv8N4tlc/+UuuNHm2Vz/qVPGiebZXP9+bmA56tlc/0a6zd3q2Vz8OvFHeerZXPzqYgUJ7tlc/1spRpHu2Vz9ggNADfLZXP5OLC2F8tlc/Z3EQvHy2Vz+QaOwUfbZXPw5crGt9tlc/ZtBcwH22Vz9qLgoTfrZXPw5vwGN+tlc/XWOLsn62Vz9LkXb/frZXPyctjUp/tlc/txzak3+2Vz+LNmjbf7ZXPwYOQiGAtlc//s5xZYC2Vz+kRAGogLZXP8Ni+uiAtlc/l25mKIG2Vz8/w05mgbZXP5t8vKKBtlc/QG243YG2Vz/iVksXgrZXP4SvfU+Ctlc/f8RXhoK2Vz+YruG7grZXPy9WI/CCtlc/MnckI4O2Vz/5lexUg7ZXPxwRg4WDtlc/GCDvtIO2Vz9vvTfjg7ZXPzHPYxCEtlc/8Al6PIS2Vz9s74BnhLZXP432fpGEtlc/XFZ6uoS2Vz9rJnnihLZXP/ZogQmFtlc/jOmYL4W2Vz/QVsVUhbZXP4o/DHmFtlc/QxJznIW2Vz/BH/++hbZXP3GVteCFtlc/fX2bAYa2Vz/A0bUhhrZXP4JrCUGGtlc/7fWaX4a2Vz8CFG99hrZXP4BHipqGtlc/UfLwtoa2Vz9gXafShrZXPzS5se2Gtlc/kBwUCIe2Vz+Yh9Ihh7ZXP3Pf8DqHtlc/4vJyU4e2Vz+dfVxrh7ZXP9IhsYKHtlc/yW10mYe2Vz9p2qmvh7ZXP3HGVMWHtlc/2IN42oe2Vz+/Thjvh7ZXPwNPNwOItlc/j5fYFoi2Vz+jLP8piLZXP1P/rTyItlc/H+3nToi2Vz/Rwa9giLZXP5I6CHKItlc/BQP0goi2Vz9mt3WTiLZXPwPkj6OItlc/2gVFs4i2Vz9Yi5fCiLZXP6rRidGItlc/mioe4Ii2Vz9o2VbuiLZXP5sTNvyItlc/yP+9CYm2Vz+1ufAWibZXP+dP0COJtlc/H8ReMIm2Vz/qCp48ibZXP9MOkEiJtlc/Vq42VIm2Vz/mu5NfibZXP6f+qGqJtlc/GzR4dYm2Vz/fDgOAibZXPy82S4qJtlc/AEhSlIm2Vz/s2BmeibZXP9Rzo6eJtlc/5ZnwsIm2Vz+/wQK6ibZXP4Zb28KJtlc/6s17y4m2Vz9Nd+XTibZXP3CrGdyJtlc//LcZ5Im2Vz/x4ubribZXP0lqgvOJtlc/6YPt+om2Vz8pXSkCirZXP2geNwmKtlc/O+gXEIq2Vz951MwWirZXP5j1Vh2Ktlc/sFa3I4q2Vz+e/e4pirZXP/jp/i+Ktlc/vxPoNYq2Vz/hbas7irZXP0/mSUGKtlc/RGPERoq2Vz+QyhtMirZXPx/3UFGKtlc/yLRkVoq2Vz9q31dbirZXP79OK2CKtlc/z7DfZIq2Vz/c4XVpirZXP/2e7m2Ktlc/a5BKcoq2Vz8ohIp2irZXP4QYr3qKtlc/ZQO5foq2Vz+a96iCirZXP4x0f4aKtlc/xTg9ioq2Vz+O5eKNirZXPz0VcZGKtlc/gV3olIq2Vz+EVEmYirZXPzCAlJuKtlc/fGTKnoq2Vz98f+uhirZXP7FY+KSKtlc/c4Dxp4q2Vz9NY9eqirZXP6d2qq2Ktlc/3jVrsIq2Vz/qHxqzirZXP4uet7WKtlc/PCBEuIq2Vz//EsC6irZXP2fjK72Ktlc/fveHv4q2Vz9itNTBirZXP5t8EsSKtlc/HLBBxoq2Vz82rGLIirZXP6XLdcqKtlc/6Gd7zIq2Vz9C2HPOirZXP8pvX9CKtlc/5n8+0oq2V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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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7Vz/DotXTnbtXP+Y8QJ2hu1c/D27BVKW7Vz8U5qH6qLtXP+9xKY+su1c/mhifErC7Vz+A40iFs7tXP9dJbOe2u1c/z4lNObq7Vz/4KzB7vbtXP17WVq3Au1c/PnID0MO7Vz/MKXfjxrtXP0ZG8ufJu1c/IE603cy7Vz8j3/vEz7tXP9PRBp7Su1c/aCgSadW7Vz8PIVom2LtXP6ItGtbau1c/jP+MeN27Vz93eewN4LtXP0K5cZbiu1c/rBVVEuW7Vz+QIM6B57tXP0qqE+Xpu1c/S8BbPOy7Vz92stuH7rtXPyASyMfwu1c/8LJU/PK7Vz+zrrQl9btXPwphGkT3u1c/LG+3V/m7Vz/5yLxg+7tXP6emWl/9u1c/fYnAU/+7Vz85Rh0+AbxXP4z/nh4DvFc/CShz9QS8Vz8ahcbCBrxXP0IwxYYIvFc/tZiaQQq8Vz+ahHHzC7xXP0kTdJwNvFc/877LPA+8Vz9pXqHUELxXP4oqHWQSvFc/mrNm6xO8Vz/d8KRqFbxXP1M+/uEWvFc/Zk+YURi8Vz9HV5i5GbxXP7LVIhobvFc/mcRbcxy8Vz+Vi2bFHbxXP3PuZRAfvFc/WD58VCC8Vz8RHMuRIbxXP0awc8givFc/cZSW+CO8Vz+Cy1MiJbxXP4vYykUmvFc/u7waYye8Vz8C8WF6KLxXP5hrvospvFc/oplNlyq8Vz+/eCydK7xXP2uCd50svFc/56JKmC28Vz8VX8GNLrxXPx289n0vvFc/BEkFaTC8Vz9FHQdPMbxXP37cFTAyvFc/AKlKDDO8Vz/tPb7jM7xXPzXgiLY0vFc//4/ChDW8Vz+stoJONrxXP+1G4BM3vFc/i+rx1De8Vz/92c2ROLxXPzvliUo5vFc/ZVg7/zm8Vz97WvevOrxXPyN90lw7vFc/JBrhBTy8Vz93JTerPLxXP0wi6Ew9vFc/zCUH6z28Vz9sMKeFPrxXP7Tj2hw/vFc/90y0sD+8Vz9090RBQLxXP1Cans5AvFc/PwDSWEG8Vz/pBvDfQbxXP/cwCWRCvFc/NJgt5UK8Vz9CNG1jQ7xXP2mT195DvFc/Ov57V0S8Vz9SdGnNRLxXP9KorkBFvFc/9wNasUW8Vz9ToXkfRrxXPzVbG4tGvFc/3spM9Ea8Vz9HMhtbR7xXP1Kqk79HvFc/rv/CIUi8Vz8lsbWBSLxXPxMjeN9IvFc/lFoWO0m8Vz/OJpyUSbxXPyEqFexJvFc/nbeMQUq8Vz/e7Q2VSrxXP9Syo+ZKvFc/yrVYNku8Vz9jcTeES7xXPycoStBLvFc/euWaGky8Vz8ajDNjTLxXP27KHapMvFc/jQhj70y8Vz+3lQwzTbxXP5eKI3VNvFc/9sOwtU28Vz8Z87z0TbxXP4aeUDJOvFc/zR10bk68Vz+loC+pTrxXP2Mji+JOvFc/oHmOGk+8Vz+VXkFRT7xXP7xTq4ZPvFc/qrnTuk+8Vz+hyMHtT7xXPyaBfB9QvFc/W9MKUFC8Vz+5gnN/ULxXP1Qvva1QvFc/l1fu2lC8Vz9mVA0HUbxXP+pdIDJRvFc/PoQtXFG8Vz+itDqFUbxXPzHCTa1RvFc/Tlxs1FG8Vz9bHJz6UbxXP3144h9SvFc/Y8dERFK8Vz9ARchnUrxXP80EcopSvFc/fQlHrFK8Vz+LN0zNUrxXP6FXhu1SvFc/Nxj6DFO8Vz82DawrU7xXP0axoElTvFc//GXcZlO8Vz8udGODU7xXP4ENOp9TvFc/K0xkulO8Vz+6MebUU7xXP4Cow+5TvFc/LocACFS8Vz/jjaAgVLxXP8FlpzhUvFc/R6QYUFS8Vz9By/dmVLxXPzdISH1UvFc/2HQNk1S8Vz9BlkqoVLxXP2nhAr1UvFc/QXg50VS8Vz8Va/HkVLxXP820LfhUvFc/X0LxClW8Vz9V8D4dVbxXPzaKGS9VvFc/+8qDQFW8Vz/NXIBRVbxXP5fcEWJVvFc/kdc6clW8Vz91zP2BVbxXP+0oXZFVvFc/8klboFW8Vz+jhfquVbxXP+oiPb1VvFc/nFYly1W8Vz/USLXYVbxXPwEa7+VVvFc/+NjU8lW8Vz+Ok2j/VbxXP5Y/rAtWvFc/Z7GhF1a8Vz/l4EojVrxXP9C8qS5WvFc/tte/OVa8Vz9XKo9EVrxXP4toGU9WvFc/BBhgWVa8Vz8AEmVjVrxXP/zFKW1WvFc/ztevdla8Vz9z5Ph/VrxXP9sVBolWvFc/QyPZkVa8Vz+QgnOaVrxXPyia1qJWvFc/0sUDq1a8Vz8CYfyyVrxXPx2lwbpWvFc/WsZUwla8Vz/G67bJVrxXP71Q6dBWvFc/nUPt11a8Vz9QxMPeVrxXP8vlbeVWvFc/ycfs61a8Vz+gkUHyVrxXP/k7bfhWvFc/jMlw/la8Vz/SO00EV7xXP9iQAwpXvFc/GLiUD1e8Vz+7ngEVV7xXPwMsSxpXvFc/RkFyH1e8Vz/TuXckV7xXPxBrXClXvFc/XCchLle8Vz/xu8YyV7xXP63sTTdXvFc/aHm3O1e8Vz/JKQRAV7xXPzy7NERXvFc/CNhJSFe8Vz9SLURMV7xXP+tiJFBXvFc/VhvrU1e8Vz+oAplXV7xXPyPRLltXvFc/jAqtXle8Vz+LQxRiV7xXPyQMZWVXvFc/se+faFe8Vz9wesVrV7xXP/he1m5XvFc/hgXTcVe8Vz+V7rt0V7xXP6yWkXdXvFc/Y3ZUele8Vz9dAgV9V7xXPwrVo39XvFc/mU4xgle8Vz8w262EV7xXP5rmGYdXvFc/Qdl1iVe8Vz83GMKLV7xXP9cc/41XvFc/40gtkFe8Vz+l9EySV7xXPxJ9XpRXvFc/PDxille8Vz9OiViYV7xXP3jFQZpXvFc/ok4enFe8Vz8tbe6dV7xXPwdxsp9XvFc/mKdqoVe8Vz/JWxejV7xXPx7cuKRXvFc/PIFPple8Vz8WhtunV7xXP1MvXalXvFc/b7/Uqle8Vz+5dkKsV7xXP+qQpq1XvFc/FGoBr1e8Vz9PK1OwV7xXPx8QnLFXvFc/91Hcsle8Vz9HKBS0V7xXP4TIQ7VXvFc/Dnprtle8Vz9WaYu3V7xXP3PGo7hXvFc/1MK0uVe8Vz+Ujr66V7xXP45YwbtXvFc/c069vFe8Vz/XnLK9V7xXPxxxob5XvFc/HvaJv1e8Vz8zVWzAV7xXP5+3SMFXvFc/8kUfwle8Vz8cKPDCV7xXP32Fu8NXvFc/+oSBxFe8Vz8UQkLFV7xXPyzZ/cVXvFc/QHa0xle8Vz+XO2bHV7xXP+1KE8hXvFc/f8W7yFe8Vz8bzF/JV7xXPyl//8lXvFc/TPeayle8Vz9+QTLLV7xXP2qHxctXvFc/meRUzFe8Vz/yc+DMV7xXP8dPaM1XvFc/1ZHszVe8Vz9QU23OV7xXP8+r6s5XvFc/KKlkz1e8Vz9JaNvPV7xXP/X+TtBXvFc/UYK/0Fe8Vz/tBi3RV7xXP7+gl9FXvFc/L2P/0Ve8Vz8TYWTSV7xXP0euxtJXvFc/9Fsm01e8Vz9+e4PTV7xXP+cd3tNXvFc/u1M21Fe8Vz8YLYzUV7xXP66539RXvFc/xggx1Ve8Vz+eKoDVV7xXP14tzdVXvFc/5R4Y1le8Vz8gDWHWV7xXP6kFqNZXvFc/zhXt1le8Vz+VSjDXV7xXP72wcddXvFc/xFSx11e8Vz/uQu/XV7xXP0OHK9hXvFc/mC1m2Fe8Vz/JP5/YV7xXPzq+1thXvFc/W7wM2Ve8Vz+WREHZV7xXPydhdNlXvFc/Ghym2Ve8Vz9Uf9bZV7xXP5WUBdpXvFc/emUz2le8Vz+A+1/aV7xXPwxgi9pXvFc/aZy12le8Vz/Pud7aV7xXP1GzBttXvFc/uo0t21e8Vz+QWlPbV7xXP1IheNtXvFc/XOmb21e8Vz/rub7bV7xXPxua4NtXvFc/7JAB3Fe8Vz9FpSHcV7xXP/bdQNxXvFc/t0Ff3Fe8Vz8x13zcV7xXP/mkmdxXvFc/a5213Fe8Vz8509DcV7xXP59M69xXvFc/zA4F3Ve8Vz/NHh7dV7xXP5aBNt1XvFc//TtO3Ve8Vz+7UmXdV7xXP3XKe91XvFc/s6eR3Ve8Vz/q7qbdV7xXP3mku91XvFc/BMrP3Ve8Vz8=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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umgyrP0D0EthXLas/xVuXculNqz+MJjeWUW6rP8CDhsOSjqs/pQUPbK+uqz+hMZXyqc6rPwwYB7yE7qs/U91hKUIOrD+f8uSa5C2sP5BK4XduTaw/qL62LeJsrD9jEMcUQoysP3pyW5eQq6w/Ytx4JNDKrD+sepwsA+qsP3RKmCYsCa0/18IAkE0orT9vup/laUetPytztKuDZq0/dPeOep2FrT/o6/zzuaStP45eep3bw60/t/1yIAXjrT+TZKItOQKuP7EJcnx6Ia4/R3E1zctArj8Sp1DoL2CuP65/S6Wpf64/JU3m6Tufrj/DsoCV6b6uPyhuo6O13q4/+yXwF6P+rj+UfeUCtR6vP7JOnILuPq8/JrViwlJfrz9xcVP+5H+vPzGD6YaooK8/OQEqtqDBrz/Qk03v0OKvPxIuV1keArA/y8DVzPMSsD+QiMmj6iOwP4PQzroENbA/KkHg+ENGsD/Nx0hTqlewPzG7V8g5abA/xNRkZvR6sD8XgF9G3IywPygvaILznrA/hpDWXTyxsD/gBDAZucOwP6Le6wds1rA/9nM1j1fpsD8toHQofvywP8WC81fiD7E/1jE0uIYjsT9aY0gBbjexP6pCb/OaS7E/ZKfcaxBgsT/Ztzxe0XSxPyN2YNfgibE/O6S3/EGfsT+VVDcQ+LSxP8MeE3AGy7E/8HNMmHDhsT+8O28lOvixPyPWEtRmD7I/6qILhfomsj+0fW49+T6yP2G8ISlnV7I/HVEEnUhwsj9nu94YoomyPzBotkl4o7I/zwgNDNC9sj8gWClurtiyP9g+OLQY9LI/6zEdXBQQsz/f5XIcpyyzP3J76OHWSbM/2HiA5alnsz/cf0WjJoazP4tlztxTpbM/dVQroTjFsz/p8QZQ3OWzP0/nMJ9GB7Q/n9Q9nX8ptD/UIN64j0y0P7V9o8V/cLQ/nz5w+1iVtD93tM8KJbu0P6VQeBvu4bQ/h+YXw74JtT9DMJgmojK1Pz0qxQOkXLU/wB3MjNCHtT/peUyoNLS1P0KXwN3d4bU/gYH4VdoQtj//f3QCOUG2P9i5a5AJc7Y/2HrEe1ymtj+zr6QaQ9u2P9hRaqnPEbc/iuMrWBVKtz8YtuNbKIS3PyjpEfcdwLc/kYFohAz+tz/lZhqaCz64P8jU8xc0gLg/g75rGaDEuD8ed1suawu5P6GSPmCyVLk/5IVIR5SguT/zdO8gMe+5P6+1suaqQLo/3oOyaCWVuj9bpz9hxuy6P5D7SJK1R7s/42hq6hymuz+SM5qJKAi8PzJe0fwGbrw/D/ujQunXvD8X8nEAA0a9P9o/05aKuL0/8INWS7kvvj8eFGBsy6u+P3HFynYALb8/GQhbQpuzvz+rL6oS8R/APz7kL5EPacA/HQVNEFC1wD9XdXeI2wTBPwcKnRTdV8E/LXbUA4KuwT+m8g8L+gjCP4Rwx093Z8I/e4e3kC7Kwj/0/NtIVzHDP0EU+NMrncM/hKSWlukNxD9MwG0q0YPEPwe7goom/8Q/TdmgSDGAxT8EkAnAPAfGP2QTeFaYlMY/cRIrspcoxz8uzCcUk8PHP61dUYLnZcg/8LfAQvcPyT/axEcdKsLJP1St+cftfMo/mdBQVbZAyz+cVTGu/g3MP+cZPhJJ5cw/XzY9uB/HzT/hSY5ZFbTOP/SbuQDGrM8/HoM/1etY0D8MWr2f/eHQPxVNVbb2cdE/u3rQxzsJ0j/HQIGUOKjSPzwCzUpgT9M/n7+AYC7/0z912WM6J7jUP7fPufbYetU/UzCsS9xH1j8nr6px1R/XP4xBXi51A9g/pMd74Hnz2D88sMu+sPDZP+HA/Br3+9o/0wx4yTsW3D9sOiWhgEDdP081Nx/ce94/1lF1JnvJ3z/kVTFyUZXgP5CR2WxZUOE/ZeGZg5MW4j8aRBUfzejiP0xI1VTkx+M/cB4qKsm05D9jSgcFf7DlP+7OghoevOY/zsQP9NTY5z87A84F6gfpP7UfD0m9Suo/chlp5cmi6z/3CM3ZpxHtP/aY6qQNme4/+a4V9mgd8D+bGKqHdvzwPyOME1q96vE/Cs7vml3p8j/ILI17ivnzP5V7fceKHPU/l/pnY7lT9j8+8fGuhaD3P3sn4cFzBPk/5B5TfByB+j/WIHddLRj8P7PaJBRoy/0/UIkutKGc/z/+O4XB4MYAQHTe7J1f0AFApna8XNDrAkDvr094OxoEQFooTA2tXAVAwP8qgzK0BkCoHfDE1yEIQOwY4QOkpglAOfV1EJZDC0DavCRToPkMQByVsICkyQ5AwQ5zjjdaEEAnvhuHWV0RQPUmSauCbhJAJlQ8m+yNE0AcuYt7vrsUQB+Rs8ML+BVAmfrUkNNCF0BkF+WQAJwYQMTYWItpAxpA4zthhNJ4G0CbQT957vscQCIb0JJhjB5A8MOv2uEUIEDS9pyl0ekgQEuxtwvExCFANZx1/XqlIkBjDAm+t4sjQB+R3Ps7dyRAcfeAt8pnJUDMz+HxKF0mQMnmTSIeVydAD16teHRVKEA2Rc7x+FcpQN8cbEZ7XipAQE5Uvs1oK0DQ6YXwxHYsQDhbQHc3iC1A0qIBoP2cLkCZFiIc8bQvQFOYylr2ZzBA9OAYBeb2MECl1/anNYcxQDqLpJDTGDJANFqZKa6rMkBA/Mzpsz8zQHMR5kfT1DNA6BGwsfpqNEBsNbGGGAI1QNhtFxYbmjVAOItXn/AyNkA7l0RVh8w2QPdtTGPNZjdAXhSq87ABOEB0MAw4IJ04QOGy7XEJOTlAxFbZ+1rVOUAv5iVTA3I6QJ01EiHxDjtAbLHWQxOsO0B63vzWWEk8QM+7Ijux5jxAUeXWHAyEPUCEI6x6WSE+QJIvbqqJvj5Ac3iAXY1bP0AfomSkVfg/QGZZ0vhpSkBAnWfwDX2YQEAOzbgvXeZAQApatq8DNEFAHwsOE2qBQUA37aISis5BQBDP55pdG0JA2XK4y95nQkDLCND3B7RCQDHJX6TT/0JAaoByiDxLQ0CahT+MPZZDQGLrN8jR4ENAqsSkhPQqREDnWm04oXREQBGzdIjTvURARkOJRocGRUDe4+twuE5FQBbGFjFjlkVAJ6Ms24PdRUBpoDvtFiRGQG/6bQ4ZakZAgIWBDoevRkBqtivlXfRGQAIokLGaOEdALlfIuTp8R0A5/nNqO79HQMywYFaaAUhA87j+NVVDSEBa4EHnaYRIQO6rGm3WxEhANCUi75gESUCUdTi5r0NJQJIXEDsZgklAqSK8B9S/SUDGQzjV3vxJQPQlz3s4OUpA3N2I9d90SkAUbY1d1K9KQCUtc+8U6kpACqtkBqEjS0C7opcceFxLQH7DXsqZlEtAiGBHxQXMS0DvaFHfuwJMQNNwGwa8OExAHM3sQQZuTEDLbcG0mqJMQNXWkpl51kxAoOQ3Q6MJTUAgQJ4bGDxNQF7RxqLYbU1AWtYAbuWeTUAYfvImP89NQGT2s4rm/k1AvI33aNwtTkBCpi2jIVxOQL2wqiu3iU5A7yzXBJ62TkCPGl9A1+JOQMRjZv5jDk9A3SbGbEU5T0D6c0XGfGNPQPQC6FELjU9Aet8pYvK1T0BbLFlUM95PQIsq8cfnAlBADDHUQmQWUEDKubDXjylQQNp9fUdrPFBAiSUAV/dOUEDTc4LONGFQQNhKi3kkc1BA1z+ZJseEUEBzr9+mHZZQQPl5Bs4op1BAAM/rcem3UECgVmhqYMhQQIuHFZGO2FBAqUQWwXToUEBXluHWE/hQQHZwD7BsB1FAIaQnK4AWUUAQsHInTyVRQL2lzITaM1FAm+J5IyNCUUDTq/3jKVBRQIii8qbvXVFA6+bkTHVrUUAvDi62u3hRQC+l0sLDhVFAP2phUo6SUUDJDNRDHJ9RQHFwcXVuq1FAFHmxxIW3UUDRLyIOY8NRQFliTi0Hz1FA2Yal/HLaUUBQ92RVp+VRQFdugg+l8FFAYrGXAW37UUADeM8AAAZSQKhh0+BeEFJAsRW7c4oaUkBtZvyJgyRSQFN7XPJKLlJAXvzheeE3UkDrI8jrR0FSQBLJchF/SlJALDtjsodTUkAXAi6UYlxSQI5qcXoQZVJA5s/MJpJtUkDItthY6HVSQGOcH84TflJABWwXQhWGUkDFqBtu7Y1SQGI7aAmdlVJAINIUySSdUkBc4BBghaRSQPkxIH+/q1JAW/PX1NOyUkDzUJwNw7lSQGWLntONwFJAEofbzjTHUkDSyhqluM1SQBjt7fkZ1FJAP26wblnaUkBa54eid+BSQCqrZDJ15lJAUrUCuVLsUkCw7OrOEPJSQEy+dAqw91JAqQHI/zD9UkDmI99AlAJTQKKbiV3aB1NAjJxu4wMNU0DiBhBeERJTQBWUzVYDF1NAjTjoVNobU0ASuIXdliBTQP5stHM5JVNA7jpvmMIpU0AKrKHKMi5TQHQ4LIeKMlNAC67oSMo2U0Cgva6I8jpTQKipWL0DP1NAeRDIW/5CU0BL0erW4kZTQCcKwJ+xSlNAnDBdJWtOU0CsOvPUD1JTQNnb0xmgVVNA3NR2XRxZU0A6Un8HhVxTQChYwX3aX1NAbzpHJB1jU0D6HVddTWZTQAeGeIlraVNADOZ5B3hsU0ADO3Y0c29TQEep2mtdclNAEh5sBzd1U0DY80xfAHhTQBeYAsq5elNACTF7nGN9U0BLQhMq/n9TQPZPm8SJglNAMX9dvAaFU0BhMyNgdYdTQOGmOv3ViVNAhX583yiMU0BAV1FRbo5TQE5Nt5umkFNAH3xHBtKSU0BedjvX8JRTQIu1clMDl1NALgF4vgmZU0Ayy4ZaBJtTQGuDkGjznFNAgd9BKNeeU0BHGgjYr6BTQJElFrV9olNAkdFp+0CkU0Bv6tDl+aVTQJBB7q2op1NAp7I+jE2pU0CQGB646KpTQL40zGd6rFNAg5Jx0AKuU0BaSSQmgq9TQJK/7Jv4sFNABmvKY2ayU0BeXLiuy7NTQEXgsawotVNA7RO3jH22U0C2S9F8yrdTQNWCF6oPuVNABcWyQE26U0Cxb+Jrg7tTQE1wAFayvFNAN3+FKNq9U0BPQQ0M+75TQNdRWigVwFNAlUxapCjBU0CQ1CmmNcJTQIBjGFM8w1NA3SyszzzEU0B5+KU/N8VTQIvLBMYrxlNAi5oJhRrHU0Ak+DqeA8hTQBebaDLnyFNAtuCuYcXJU0BFQHpLnspTQGvXig5yy1NAVYD3yEDMU0DkgDGYCs1TQEhWB5nPzVNArU6o54/OU0C0ZKefS89TQIhv/tsC0FNAdkURt7XQU0B4fbBKZNFTQEG3HLAO0lNAQRcJALXSU0Dve55SV9NTQJoHfr/101NA6/XDXZDUU0DbZApEJ9VTQJC2a4i61VNAe4mFQErWU0D15HqB1tZTQCUP919f11NAxcwv8OTXU0CS3OdFZ9hTQJ5vcXTm2FNAeUSwjmLZU0BeQxyn29lTQDFmw89R2lNA5ixMGsXaU0CBp/eXNdtTQL2+o1mj21NAEAPNbw7cU0BhI5HqdtxTQEZfsNnc3FNAJieQTEDdU0D3UjxSod1TQFPGafn/3VNAw413UFzeU0BzcnFltt5TQMYBEUYO31NAqA/A/2PfU0BOipmft99TQE9lbDIJ4FNA7/e7xFjgU0CxZcJipuBTQFdcchjy4FNAFWF38TvhU0BSSTn5g+FTQGUb3DrK4VNAuRBCwQ7iU0D+Ig2XUeJTQF0soMaS4lNAiaggWtLiU0Dd13dbEONTQK8rVNRM41NAl30qzofjU0DERTdSweNTQIDtf2n541NAjQ/UHDDkU0B6Vs90ZeRTQEih2HmZ5FNADRAmNMzkU0CoRbqr/eRTQAa/aegt5VNA5AXZ8VzlU0AfT37PiuVTQNn4pIi35VNASX9pJOPlU0DzM8CpDeZTQBBBcB835lNAnQYajF/mU0CmBTb2huZTQMq9E2St5lNAJMvf29LmU0Dto55j9+ZTQGw+MQEb51NALstUuj3nU0BwbKKUX+dTQLc/kZWA51NAdXF3wqDnU0Bi4IkgwOdTQNyT3rTe51NAbnhqhPznU0D73waUGehTQKWGbug16FNA+/hBhlHoU0BixQBybOhTQDP/F7CG6FNAkuDMRKDoU0BrSE40uehTQJpqr4LR6FNAXuXsM+noU0CFlexLAOlTQFpBe84W6VNAcq1OvyzpU0Cy7gQiQulTQOxpJfpW6VNAHaYhS2vpU0Du3VUYf+lTQFDOCGWS6VNAT2ZuNKXpU0CHwaSJt+lTQIljuGfJ6VNAXQqh0drpU0Bo5kTK6+lTQPpteFT86VNAXJf9cgzqU0DJOIYoHOpTQAYLs3cr6lNAL54TYzrqU0CWVyjtSOpTQDcGYRhX6lNAYXEe52TqU0BPj7JbcupTQO9yYHh/6lNAkSddP4zqU0CeFNCymOpTQEnk0tSk6lNAsgRyp7DqU0At+6wsvOpTQD+4dmbH6lNAKNu1VtLqU0CD7ET/3OpTQHHD8mHn6lNAXMqCgPHqU0DiRq1c++pTQDhIIPgE61NAe9l9VA7rU0Aril5zF+tTQBcOUVYg61NAZSHY/ijrU0C+mHBuMetTQMLRiaY561NAe0uMqEHrU0BW2Nd1SetTQKwswQ9R61NABI6Yd1jrU0C3iaGuX+tTQORSGrZm61NAV8k4j23rU0Ankyk7dOtTQOm1Ert661NArFsTEIHrU0AKd0M7h+tTQHresz2N61NA3mltGJPrU0BUyHTMmOtTQEVTx1qe61NA6NJZxKPrU0DZqR0KqetTQPlM/Syu61NAoUfcLbPrU0C9UZkNuOtTQD8eDc2861NAh0cLbcHrU0B1pWHuxetTQCr62FHK61NAFRo1mM7rU0DWHjXC0utTQK4ak9DW61NAXC4ExNrrU0AgKzmd3utTQC2k3lzi61NA5kCbA+brU0DOExSS6etTQOPK5wjt61NA1tSyaPDrU0DrWg2y8+tTQD7niuX261NAHpW6A/rrU0ByoioN/etTQBSFZQIA7FNAseLv4wLsU0C030iyBexTQHIK8m0I7FNA/ANjFwvsU0AYyRSvDexTQPrKfDUQ7FNAHF4MqxLsU0AKATQQFexTQN/pX2UX7FNAoyf6qhnsU0Aez2nhG+xTQFJSEwke7FNAxMVYIiDsU0AnFpktIuxTQLszMSsk7FNA5Pd7GybsU0DFztD+J+xTQGkkhtUp7FNAba3vnyvsU0B/Ul5eLexTQLuEIhEv7FNA4yiJuDDsU0CMe91UMuxTQPSyaeYz7FNATPZ0bTXsU0CW70TqNuxTQGqkHV047FNAu2NBxjnsU0A78fAlO+xTQNwna3w87FNAofjsyT3sU0BjoLIOP+xTQNCb9kpA7FNAAtzwfkHsU0D5C9mqQuxTQNkO5c5D7FNAAitJ60TsU0A2WjgARuxTQIlS5A1H7FNAE3p9FEjsU0CzDjMUSexTQA7xMg1K7FNAdd+p/0rsU0AggcPrS+xTQNRTqtFM7FNAtMiHsU3sU0DjPoSLTuxTQEXTxl9P7FNA1vB1LlDsU0De8rb3UOxTQPkqrrtR7FNAbdB+elLsU0Beeks0U+xTQKnDNelT7FNA/FNemVTsU0D39eREVexTQMm56OtV7FNAzNeHjlbsU0D0tN8sV+xTQAj6DMdX7FNAxZUrXVjsU0CFvVbvWOxTQGPeqH1Z7FNAJM07CFrsU0BbsCiPWuxTQPkGiBJb7FNAQJBxklvsU0AilPwOXOxTQFO2P4hc7FNAq/1Q/lzsU0CDy0VxXexTQCASM+Fd7FNAaC8tTl7sU0DU70e4XuxTQBSYlh9f7FNAMfwrhF/sU0ARbhrmX+xTQN21c0Vg7FNAIDBJomDsU0B7zKv8YOxTQLUHrFRh7FNAxutZqmHsU0B4AcX9YexTQFqP/E5i7FNAJ2sPnmLsU0CrCgzrYuxTQI5iADZj7FNAyCb6fmPsU0AUtAbGY+xTQHoKMwtk7FNA4MqLTmTsU0DELh2QZOxTQHNB889k7FNA3LEZDmXsU0C64ptKZexTQIjlhIVl7FNAsXffvmXsU0D/E7b2ZexTQCLzEi1m7FNArPv/YWbsU0D03oaVZuxTQPsQscdm7FNAArGH+GbsU0Ak2hMoZ+xTQO8uXlZn7FNA+axug2fsU0ChAU6vZ+xTQOWsBNpn7FNAvGWZA2jsU0DD3RQsaOxTQK5xflNo7FNAWZrceWjsU0ApbTefaOxTQDH5lMNo7FNAYU385mjsU0AbV3QJaexTQNzcAStp7FNAt0msS2nsU0B+znlraexTQLZQcIpp7FNAB4aVqGnsU0BoM+/FaexTQGNeguJp7FNADf5T/mnsU0APymgZauxTQHHlxTNq7FNA49dwTWrsU0CqnG1mauxTQPOTwH5q7FNAnmJulmrsU0Du13utauxTQCPZ7MNq7FNAXYLF2WrsU0DN7AnvauxTQKojvgNr7FNAFOzlF2vsU0DXAoUra+xTQJ4Knz5r7FNAqIs3UWvsU0DM8lFja+xTQJuS8XRr7FNAgrIZhmvsU0Cog82Wa+xTQGAKEKdr7FNApTrktmvsU0AaM03Ga+xTQEbiTdVr7FNAxtno42vsU0AAvSDya+xTQPoX+P9r7FNAXF9xDWzsU0AUOo8abOxTQBeOVCds7FNA5EDDM2zsU0Bajt0/bOxTQD+epUts7FNAR4QdV2zsU0AgW0dibOxTQGv7JW1s7FNAQNW6d2zsU0DC0QeCbOxTQHLJDoxs7FNAMYTRlWzsU0A9uVGfbOxTQHDTkahs7FNAri2TsWzsU0AUXVe6bOxTQOT238Js7FNAhoIuy2zsU0CEeUTTbOxTQLGyI9ts7FNAPZvN4mzsU0DkdkPqbOxTQNSfhvFs7FNAeGSY+GzsU0B2B3r/bOxTQN/4LAZt7FNARJuyDG3sU0D08gsTbexTQLUmOhlt7FNANlM+H23sU0AZixklbexTQKzxzCpt7FNAPddZMG3sU0B/C8E1bexTQFeJAztt7FNAFUMiQG3sU0B0Ih5FbexTQCz+90lt7FNA3jixTm3sU0CnWkpTbexTQKQ7xFdt7FNAzasfXG3sU0Asc11gbexTQBZSfmRt7FNADVWDaG3sU0B6F21sbexTQN5EPHBt7FNA6I7xc23sU0BVoo13bexTQD8nEXtt7FNAaMF8fm3sU0CGENGBbexTQNe1DoVt7FNAs0o2iG3sU0B+Y0iLbexTQO+TRY5t7FNAXm0ukW3sU0AKfwOUbexTQG1WxZZt7FNAjH90mW3sU0DVVBGcbexTQDM1nJ5t7FNAHMUVoW3sU0DBfn6jbexTQIfa1qVt7FNAQk8fqG3sU0BkUliqbexTQDhYgqxt7FNA6rOdrm3sU0CmhqqwbexTQF5uqbJt7FNAQ8yatG3sU0BP/362bexTQGdkVrht7FNAblYhum3sU0BiLuC7bexTQL0+k71t7FNAVrA6v23sU0CJ7dbAbexTQDJCaMJt7FNA7/fuw23sU0AxVmvFbexTQESi3cZt7FNAYx9GyG3sU0C/DqXJbexTQP22+spt7FNAhFJHzG3sU0BSHYvNbexTQCtSxs5t7FNAMCr5z23sU0D13CPRbexTQIugRtJt7FNAk6lh023sU0CJMnXUbexTQHBrgdVt7FNAXYOG1m3sU0BcqoTXbexTQF4PfNht7FNATuBs2W3sU0AeSlfabexTQNl4O9tt7FNAsJcZ3G3sU0AP0fHcbexTQKdOxN1t7FNAgDmR3m3sU0DjsljfbexTQFy2GuBt7FNA3IvX4G3sU0BgV4/hbexTQEg8QuJt7FNAZV3w4m3sU0AJ3ZnjbexTQBPdPuRt7FNA/H7f5G3sU0Dj43vlbexTQKAsFOZt7FNAynmo5m3sU0DM6zjnbexTQNVpxedt7FNAowJO6G3sU0Ce+NLobexTQLBlVOlt7FNAUGPS6W3sU0CKCk3qbexTQAt0xOpt7FNAJbg4623sU0DY7qnrbexTQN8vGOxt7FNAtZKD7G3sU0CeLuzsbexTQLEaUu1t7FN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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"Gj3GEnrUTD84p/Agjxm0P8bS8415YKg/EXcejFDWpT/CAfgWH6WlPyqV9Fi+2qU/NWArMasfpj/o4nT5WmSmP2qZotgHpqY/somkAjzkpj/i35RH8R6nP8/y5+04Vqc/4bDhvCqKpz8K3ADT4bqnP1Wdbll66Kc/1HRAtRATqD8zO0pLxDqoP+7EAS6yX6g/TJHkKfiBqD8bglt5s6GoP+dtqdwAv6g/nmL0p/vZqD8PN5GcvvKoP+6bs+RjCak/zUKo+gMeqT+By+eKtjCpP9XWTTWSQak/bG6snKxQqT9JlQMgGl6pP3XEMhfuaak/WkmBpzt0qT/sCjYfFH2pP2EE1m+IhKk/XgOajqiKqT+Zu6C9g4+pP3jCQ20ok6k/nFsQWKSVqT+1zuy9BJepP2j91xdWl6k/u05xTKSWqT8c1Um6+pSpP375IDhkkqk/BGbGIeuOqT88U8pcmYqpP7pn2kp4hak/F32545B/qT/w/5PW63ipP34QplGRcak/rdXiLYlpqT8mU5zr2mCpP2ry2LWNV6k/TqaWYKhNqT8EYqhqMUOpPzFHZxkvOKk/sVs8X6csqT9FM8vmnyCpPxnlmBceFKk/gNatFycHqT8enhzPv/moPz8vPebs66g/HQRnybLdqD84/nisFc+oP87UZo4ZwKg/KBMTNMKwqD84RJguE6GoP7jVJNwPkag/++4iaruAqD+oRS3UGHCoP0ukvecqX6g/3hPjQvRNqD9B9z5RdzyoPy8adVy2Kqg/cg2fgbMYqD/+WSqwcAaoP69nQ7Dv86c/ehPcITLhpz/pU419Oc6nP04SUxYHu6c/ffxfGZynpz9AP1iO+ZOnP2+6tlcggKc/Ts6uNRFspz+eX9jEzFenP/FVb39TQ6c/wx2UvKUupz8/rD2zwxmnPzkAd3qtBKc/C7brA2Pvpj8Ddrwf5NmmP1lvyoMwxKY/ToGlwUeupj8WIsJMKZimP9sJYHfUgaY/fO+lckhrpj9w9QtVhFSmPwd/dROHPaY/0OxLfk8mpj9NcDhE3A6mP09v5ggs96U/bDBLMj3fpT/jO80YDselP+poju+crqU/++otyueVpT+hERGc7HylP18yrDCpY6U/Yef6OBtKpT+zC+1FQDClPxr1hL0VFqU/x0YS6Jj7pD9pzGLqxuCkP+L+X8acxaQ/TVVsVReqpD/Rp4BQM46kP4xaQkrtcaQ/BPSprkFVpD9sGQ/GLDikP0RnP6+qGqQ/B+MCZbf8oz+nxLi5Tt6jP+aWlFhsv6M/mHCvxQugoz96XZZdKICjPxkaflW9X6M/1yGIusU+oz/UeqRyPB2jPwb32kEc+6I/2Njrzl/Yoj8+LCOPAbWiP96Dvr37kKI/iXCumkhsoj/xJ8VI4kaiP3iu4rvCIKI/IF5p0uP5oT99z0pWP9KhP7MmFgPPqaE/OGkjgYyAoT+o1zh3cVahP/tNH413K6E/qp3iV5j/oD+TuDilzdKgP+HAuVkRpaA/WXx7NF12oD8CrVZcq0agP3o5vG32FaA/+cL4XXHInz8b3lBv2mKfP1sXR+oe+54/bpdh/DWRnj+Fqn+cGCWePyOn2anAtp0/EmeWaylGnT+ws4m5T9OcPy6hOSIyXpw/2WfbHtHmmz9lZ6NsL22bP94sUv1R8Zo/0REitj9zmj8ltJSMAvOZPxl7FoqocJk/xohLYkDsmD9zVDNZ3WWYP/i/ALSV3Zc/C+F3HINTlz+0VhaswseWP1yKM/50OpY/eq7uUL6rlT+jzlosxhuVP2EKD3a3ipQ/MpGyEsH4kz88rWMRFGaTP26fqT/l0pI/ElXMl2s/kj8/087C4KuRP6sHiFWAGJE/TE+di4eFkD/v7ZesaeaPP9e9rO+Ow44/ZfXktP2ijT9R40PtM4WMP4lPQVGvaos/8oQSZepTij++sb0JWkGJP7G3AIZzM4g/n+QMH6Iqhz9jJdmdTCeGPwT8AbXSKYU/W87lSYwyhD9W8OUFyUGDP54UYtXPV4I/dB5Sg950gT/9APe7KZmAPxAstQW5iX8/wu0WwTHwfT++NbCK7mV8P4zjHJgO63o/48njYZ9/eT8znahYniN4Py5n4fD31nY/qsMg04qZdT/tnCqKJ2t0P/uofgqSS3M/qUo154I6cj/3Ig1lqDdxP5YOqu2nQnA/K0YkCT62bj+BA4oDSQFtP/An6PSTZWs/CgTwMjjiaT+LvgMWSnZoP63oKgHXIGc/F7Ft3OvgZT99LvGykrVkP5bFM7XWnWM/iGh+JsWYYj+rLYdebqVhP2P40CTnwmA/cUpKW5PgXz9AucHubFlePwQQrv+p7lw/A1qGo6ieWz9nW/jl1mdaP7jCg3SzSFk/tDuo3c0/WD8aRtXfxktXP7ffbidQa1Y/ZInXViydVT9Qwp1mLuBUP0COKk45M1Q/SLioVj+VUz9FFl5qQQVTPzh1ZG1OglI/jGBSQYILUj9aRd48BaBRP/t+lFYLP1E/r7HLR9PnUD8yrHJMpplQP9DNPBzXU1A/mBTNwcEVUD/Npms1lr1PP1JvLxvBXE8/qwmjju8HTz/XDDc+Hb5OP7lay7lVfk4/3JYeYrRHTj+50uYRZBlOP7+RiOie8k0/GE/A8q3STT/QaKHC6LhNPyRU/em0pE0/RyZwXoWVTT/zgIzA2YpNP9v7C5M9hE0/n0yUVUeBTT+ZcHyll4FNP7FPV0PYhE0/JfqvJruKTT+GeBGU+ZJNP7LvkjpTnU0/rKB+YY2pTT+FrgYncrdNP+wjp9DPxk0/ICQAMHjXTT+xfEEeQOlNP8j8qwf/+00/Lob8jY4PTj8tsAA9yiNOP4dAtU+POE4/uACehbxNTj9567kHMmNOP3V9cFnReE4/kLUKVn2OTj+zLJY4GqROPxk1squNuU4/qBXZ4b7OTj8+6gSxluNOPxCWhLP/904/DO2gaeYLTz/rD+5ZOR9PP2pBJjHpMU8/lxpo2uhDTz/1bX+SLVVPP7JEK/KuZU8/uRkc7mZ1Tz+zM3jNUYRPP8c0KhNukk8/H3DvXbyfTz/1jBQ9P6xPP4M+mP36t08/BwdFb/XCTz8E+1GmNc1PPzN6t7nD1k8/dl5zgqjfTz8f5Pxc7edPPx3BUu+b708/aVXo9L32Tz943psRXf1PP2edKVbBAVA/uhTC6JsEUD81yo6OQgdQP9sWqVW5CVA/W83LBwQMUD8j9V0oJg5QP6DhkPQiEFA/Am8fZf0RUD8FNUExuBNQP8vcVNJVFVA/BoAJiNgWUD8mL9dcQhhQP6ncZyqVGVA/xsnkndIaUD+CJCo8/BtQPwv7qGUTHVA/YaL4WRkeUD+PNTw7Dx9QPwSnKxH2H1A/Gpfcy84gUD+xxk1GmiFQP4our0hZIlA/DT54igwjUD/tPkm0tCNQP8Vyl2FSJFA/RJs1IuYkUD+b66t7cCVQP6HcbOrxJVA/Vyrr4momUD+fAIfS2yZQP/IkZSBFJ1A/IbMjLqcnUD9i9HxYAihQP7zwyvdWKFA/j8h3YKUoUD9KjVnj7ShQP803/80wKVA/VZvham4pUD/uhZMBpylQPzB73NbaKVA/PDbPLAoqUD9DINBCNSpQP4ZZoFVcKlA/rCZgn38qUD9YfZFXnypQPzaJG7O7KlA/Is5Q5NQqUD8rb/ca6ypQP1C9VYT+KlA/nz1CSw8rUD8BhjeYHStQP5dKaZEpK1A/twHhWjMrUD9xxZQWOytQP1xrheRAK1A/Lvfa4kQrUD//fAAuRytQP8nXv+BHK1A/1LFbFEcrUD+n86jgRCtQP67JJVxBK1A/A7gPnDwrUD+qVXi0NitQP3/xVrgvK1A/7TaauScrUD8kgDrJHitQP2j3QvcUK1A/+JzkUgorUD/v1H/q/ipQPzlAssvyKlA/iXReA+YqUD+/ELud2CpQP7RhUqbKKlA/EBgbKLwqUD8+8nItrSpQP3H4KsCdKlA/R52S6Y0qUD+g1neyfSpQP5lNMyNtKlA/dPOrQ1wqUD/X/V0bSypQP7VCX7E5KlA/4EhlDCgqUD+kfMkyFipQP0hAjioEKlA/MOBi+fEpUD+D8Kek3ylQP8KicjHNKVA/IiCRpLopUD8eNo0CqClQP1jzr0+VKVA/7bMEkIIpUD8C/1vHbylQP+E8TvlcKVA/pmA+KUopUD+ZZ1xaNylQP7rAp48kKVA/1JfxyxEpUD+rCd8R/yhQPyFG62PsKFA/GZxpxNkoUD/8d4c1xyhQP4JTTrm0KFA/i5WlUaIoUD+FaFQAkChQP7mFA8d9KFA/j/Q+p2soUD9twXeiWShQP7KpBbpHKFA/37wo7zUoUD9P8gpDJChQP/KxwbYSKFA/ok5PSwEoUD83b6QB8CdQP19modreJ1A/iXQX180nUD8988n3vCdQPydobz2sJ1A/pHyyqJsnUD8g2zI6iydQP5/uhfJ6J1A/tYc30monUD8dZcrZWidQP4aiuAlLJ1A/QBB0YjsnUD9wdGbkKydQP1678Y8cJ1A/rxdwZQ0nUD9TGDRl/iZQP4K1iI/vJlA/y1ix5OAmUD+U4+lk0iZQP4y1ZhDEJlA/g7VU57UmUD9VXtnppyZQP8HQEhiaJlA/d+oXcowmUD+QY/j3fiZQP+nxvKlxJlA/+HBnh2QmUD/+D/OQVyZQP9WDVMZKJlA//zx6Jz4mUD/ln0y0MSZQP+ZArmwlJlA/KCF8UBkmUD9G641fDSZQP8s1tpkBJlA/9LzC/vUlUD9ypXyO6iVQPzq7qEjfJVA/SaUHLdQlUD9AMlY7ySVQP+yCTXO+JVA/5Emj1LMlUD+ABgpfqSVQPxw1MRKfJVA/k4XF7ZQlUD9uDXHxiiVQP0942xyBJVA/7zaqb3clUD+Rq4DpbSVQP3ZVAIpkJVA/SvrIUFslUD9zzXg9UiVQPwuWrE9JJVA/GdP/hkAlUD/s3QzjNyVQP+AKbWMvJVA/xsi4ByclUD+KvofPHiVQP1HncLoWJVA/Lq0KyA4lUD94Auv3BiVQP915p0n/JFA/9lzVvPckUD/FwQlR8CRQP/ie2QXpJFA/Mt/Z2uEkUD9Vc5/P2iRQPy1jv+PTJFA/zN3OFs0kUD+iSWNoxiRQP4dREti/JFA/UPNxZbkkUD/CjBgQsyRQPz/nnNesJFA/o0OWu6YkUD9CZZy7oCRQP+ubR9eaJFA/is0wDpUkUD9Pf/FfjyRQP1jeI8yJJFA/wsdiUoQkUD840EnyfiRQPxtLdat5JFA/J1GCfXQkUD+9xg5obyRQP7RhuWpqJFA/164hhWUkUD/yFui2YCRQP4fjrf9bJFA/MEMVX1ckUD+YTcHUUiRQPzwHVmBOJFA/xGR4AUokUD8qTs63RSRQP2qh/oJBJFA/FDWxYj0kUD+12o5WOSRQP+NgQV41JFA/wpRzeTEkUD93Q9GnLSRQP407B+kpJFA/Kk7DPCYkUD/4T7SiIiRQP8QZihofJFA/KIn1oxskUD8WgKg+GCRQP4PlVeoUJFA/haWxphEkUD9OsXBzDiRQP7X9SFALJFA/yIPxPAgkUD/BPyI5BSRQP0EwlEQCJFA/cFUBX/8jUD/srySI/CNQP4c/ur/5I1A/DQJ/BfcjUD8O8jBZ9CNQP10Fj7rxI1A/lCtZKe8jUD81TFCl7CNQP1hENi7qI1A/5ObNw+cjUD/Q+Npl5SNQP00vIhTjI1A/YC5pzuAjUD/BhnaU3iNQP8KzEWbcI1A//hcDQ9ojUD/H/BMr2CNQP4yQDh7WI1A/ruG9G9QjUD9P2+0j0iNQP4ZJazbQI1A/I9MDU84jUD+28IV5zCNQP67ywKnKI1A//QCF48gjUD8jEaMmxyNQPx3m7HLFI1A/DQ01yMMjUD8V2k4mwiNQPzdsDo3AI1A/aaRI/L4jUD8WJdNzvSNQP9tOhPO7I1A/GTsze7ojUD8vwLcKuSNQPxhr6qG3I1A/6nukQLYjUD9M5b/mtCNQP95HF5SzI1A/evGFSLIjUD8c2ucDsSNQPwehGcavI1A/KIv4jq4jUD+Zf2JerSNQP2AFNjSsI1A/X0FSEKsjUD/I85byqSNQP2N15NqoI1A/pbUbyacjUD/UNx69piNQPwQRzralI1A/geUNtqQjUD/+5sC6oyNQP3PRysSiI1A/oekP1KEjUD9a+nTooCNQP0lS3wGgI1A/qsI0IJ8jUD+Mm1tDniNQP/eqOmudI1A/Yzq5l5wjUD+IDL/ImyNQP9ZbNP6aI1A/G9cBOJojUD+0oBB2mSNQP/RLSriYI1A/eduY/pcjUD9iv+ZIlyNQPyXTHpeWI1A/nlss6ZUjUD9CBPs+lSNQP2HgdpiUI1A/yGSM9ZMjUD8LbChWkyNQPwcuOLqSI1A/wkKpIZIjUD/Xn2mMkSNQP9ySZ/qQI1A/z8eRa5AjUD9CPtffjyNQP2ZRJ1ePI1A/T61x0Y4jUD9AUaZOjiNQP0iRtc6NI1A/PgyQUY0jUD/usybXjCNQP9LFal+MI1A/9cpN6osjUD/2l8F3iyNQP3tMuAeLI1A/5U0kmoojUD9sSfguiiNQP8cuJ8aJI1A/HDakX4kjUD/v02L7iCNQP+S/VpmII1A/UutzOYgjUD+LkK7bhyNQPwkT+3+HI1A/5S5OJocjUD850pzOhiNQP0Ap3HiGI1A/MpMBJYYjUD/togLThSNQP+Ik1YKFI1A/mBlvNIUjUD+3uMbnhCNQP4xt0pyEI1A/F9aIU4QjUD+uweALhCNQP2kx0cWDI1A/OFNRgYMjUD9xh1g+gyNQP+RY3vyCI1A/zILavIIjUD9J6kR+giNQP0ifFUGCI1A/pd1EBYIjUD+vCMvKgSNQP6esoJGBI1A/vH6+WYEjUD/tWR0jgSNQPyFCtu2AI1A/v1+CuYAjUD/i/XqGgCNQPymNmVSAI1A/2qXXI4AjUD+Z+i70fyNQP/FlmcV/I1A/HeEQmH8jUD/1ho9rfyNQP8+RD0B/I1A/VVuLFX8jUD/+W/3rfiNQP1QqYMN+I1A/Mnqum34jUD8vHON0fiNQP7P7+E5+I1A/viLrKX4jUD98tLQFfiNQPxruUOJ9I1A/Ryu7v30jUD/z2O6dfSNQP/aF53x9I1A/d9SgXH0jUD/rfRY9fSNQP4dYRB59I1A/SEgmAH0jUD+MUbjifCNQP3SI9sV8I1A/oxfdqXwjUD9DQmiOfCNQPxBelHN8I1A/19NdWXwjUD96IME/fCNQP3XUuiZ8I1A/35VHDnwjUD/nF2T2eyNQP84hDd97I1A/ipE/yHsjUD97UPixeyNQPw9bNJx7I1A/t8DwhnsjUD9RnypyeyNQP7gl3117I1A/4JELSnsjUD8AMq02eyNQPz5jwSN7I1A/so9FEXsjUD+MMjf/eiNQP8DSk+16I1A/KwdZ3HojUD87c4TLeiNQP8LGE7t6I1A/UsMEq3ojUD87L1WbeiNQP/fjAox6I1A/z8ELfXojUD/mtW1ueiNQP2C7JmB6I1A/8do0UnojUD/lH5ZEeiNQPyKhSDd6I1A/eIdKKnojUD88DJodeiNQPz9iNRF6I1A/GNoaBXojUD/nwEj5eSNQP8Zuve15I1A/hUh34nkjUD8otnTXeSNQP7YstMx5I1A/lSg0wnkjUD82L/O3eSNQP5fO7615I1A/ppwopHkjUD/uOJyaeSNQP7lJSZF5I1A/Q3wuiHkjUD9piEp/eSNQP94pnHZ5I1A/CyUibnkjUD87R9tleSNQPyBgxl15I1A/Z0riVXkjUD905i1OeSNQP50YqEZ5I1A/2M5PP3kjUD9a/CM4eSNQP9SZIzF5I1A/66VNKnkjUD+hJKEjeSNQP0cgHR15I1A/hqnAFnkjUD8O1IoQeSNQP3O5egp5I1A/hHuPBHkjUD+2Pcj+eCNQP4UpJPl4I1A/4m2i83gjUD9hPkLueCNQPxrTAul4I1A/u2jj43gjUD8CQOPeeCNQP4+eAdp4I1A/Ds491XgjUD9AHJfQeCNQP+raDMx4I1A/tF+ex3gjUD8pBEvDeCNQP0ImEr94I1A/xCbzungjUD9Mau22eCNQPzBZALN4I1A/pl8rr3gjUD+P7G2reCNQP1hyx6d4I1A/5WY3pHgjUD9WQ72geCNQP5iDWJ14I1A/v6YImngjUD/oLs2WeCNQPwahpZN4I1A/1YSRkHgjUD/QZJCNeCNQP4HOoYp4I1A/s1HFh3gjUD/agPqEeCNQP/HwQIJ4I1A/ojmYf3gjUD+z9P98eCNQP1W+d3p4I1A/HDX/d3gjUD8Z+pV1eCNQPyuwO3N4I1A/evzvcHgjUD9ghrJueCNQP1b3gmx4I1A/pfpgangjUD+ePUxoeCNQP6hvRGZ4I1A/7EFJZHgjUD9TZ1pieCNQP5aUd2B4I1A/QYCgXngjUD/a4tRceCNQPxx2FFt4I1A/ivVeWXgjUD82HrRXeCNQPxavE1Z4I1A/XGh9VHgjUD+oC/FSeCNQPxVcblF4I1A/VB71T3gjUD/MGIVOeCNQP6gSHk14I1A/odS/S3gjUD+6KGpKeCNQP1XZHEl4I1A/BbTXR3gjUD+ahppGeCNQP4MfZUV4I1A/LE83RHgjUD8e5xBDeCNQP0658UF4I1A/cJnZQHgjUD9BW8g/eCNQP5bUvT54I1A/Gd65PXgjUD9sTbw8eCNQP/n4xDt4I1A/Dr/TOngjUD86deg5eCNQP/T2Ajl4I1A/pSMjOHgjUD+O00g3eCNQP//nczZ4I1A/yj2kNXgjUD9Ystk0eCNQP90sFDR4I1A/hYhTM3gjUD8QppcyeCNQP45n4DF4I1A/9K8tMXgjUD8nYn8weCNQPxZk1S94I1A/E5wvL3gjUD+Q8Y0ueCNQPzhK8C14I1A/DopWLXgjUD/Ym8AseCNQP7NoLix4I1A/m9ifK3gjUD/i0hQreCNQP95CjSp4I1A/ABMJKngjUD/ULYgpeCNQPy1+Cil4I1A/G/CPKHgjUD/bbxgoeCNQPy3qoyd4I1A/TUwyJ3gjUD/4g8MmeCNQP2p/VyZ4I1A/Hy3uJXgjUD//e4cleCNQP71bIyV4I1A/YrzBJHgjUD9IjWIkeCNQP6i+BSR4I1A/WkKrI3gjUD/zCVMjeCNQP3wH/SJ4I1A/bS2pIngjUD9vbVcieCNQPyC4ByJ4I1A/jwK6IXgjUD9aQG4heCNQP4JlJCF4I1A/bGbcIHgjUD9oN5YgeCNQP3/JUSB4I1A/DBQPIHgjUD9YDM4feCNQP/6njh94I1A/8NxQH3gjUD9xoRQfeCNQP5jo2R54I1A/XqqgHngjUD+73WgeeCNQP6x5Mh54I1A/d3X9HXgjUD+nyMkdeCNQPxpplx14I1A/ok5mHXgjUD/acTYdeCNQP/jKBx14I1A/c1LaHHgjUD/7AK4ceCNQP27Oghx4I1A/7rJYHHgjUD9oqC8ceCNQPyaoBxx4I1A/qKvgG3gjUD+jrLobeCNQP4GklRt4I1A/1ItxG3gjUD+iXU4beCNQPyYULBt4I1A/xqkKG3gjUD8XGeoaeCNQPxFdyhp4I1A//22rGngjUD9gSI0aeCNQPy/nbxp4I1A/k0VTGngjUD/dXjcaeCNQP4guHBp4I1A/lq4BGngjUD9B2+cZeCNQP3Swzhl4I1A/ASq2GXgjUD/UQ54ZeCNQP/T5hhl4I1A/gkhwGXgjUD+0K1oZeCNQP7OfRBl4I1A/26AvGXgjUD+oKxsZeCNQP5g8Bxl4I1A/ONDzGHgjUD8j4+AYeCNQP/9xzhh4I1A/fXm8GHgjUD8/96oYeCNQP9bomRh4I1A/hkqJGHgjUD9iGXkYeCNQP4lSaRh4I1A/JfNZGHgjUD9p+EoYeCNQP5FfPBh4I1A/eyYuGHgjUD/+SyAYeCNQP5LMEhh4I1A/26UFGHgjUD+J1fgXeCNQP1tZ7Bd4I1A/GS/gF3gjUD+YVNQXeCNQP9LHyBd4I1A/iIe9F3gjUD9EkbIXeCNQPyTjpxd4I1A/VHudF3gjUD8NWJMXeCNQP5R3iRd4I1A/Oth/F3gjUD9deHYXeCNQP0hWbRd4I1A/enBkF3gjUD9yxVsXeCNQP7RTUxd4I1A/0BlLF3gjUD9fFkMXeCNQPwNIOxd4I1A/Zq0zF3gjUD8WRSwXeCNQP9cNJRd4I1A/dwYeF3gjUD++LRcXeCNQP3mCEBd4I1A/gAMKF3gjUD+trwMXeCNQP+OF/RZ4I1A/CYX3FngjUD8MrPEWeCNQP9356xZ4I1A/c23mFngjUD/tBeEWeCNQPzDD2xZ4I1A/laPWFngjUD8xptEWeCNQPx3KzBZ4I1A/dg7IFngjUD9ccsMWeCNQP/P0vhZ4I1A/ZJW6FngjUD/WUrYWeCNQP3csshZ4I1A/dSGuFngjUD8BMaoWeCNQP29bphZ4I1A/TKCiFngjUD8d/p4WeCNQPzd0mxZ4I1A/8gGYFngjUD+qppQWeCNQP7xhkRZ4I1A/iTKOFngjUD9yGIsWeCNQP9wSiBZ4I1A/LyGFFngjUD/SQoIWeCNQPy93fxZ4I1A/XL98FngjUD/CGXoWeCNQP9SFdxZ4I1A/GgN1FngjUD8gkXIWeCNQP3IvcBZ4I1A/ot1tFngjUD9Am2sWeCNQP+NnaRZ4I1A/IUNnFngjUD+TLGUWeCNQP9MjYxZ4I1A/tihhFngjUD8=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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qg/DRztahpYqD/FlmVxGmKoP3pEtwkqbKg/N2fK1kp2qD8tXHuBfoCoP+i7JMDGiqg/Su+kViWVqD/uEJsXnJ+oP1A14+Esqqg/GEchpdm0qD/73btipL+oP7ZjPSqPyqg/pDttHpzVqD/KPnh0zeCoP8RKfnUl7Kg/fk6ofqb3qD9nUS4DUwOpPwXMoowtD6k/0b+CvDgbqT/TpuxMdyepP+mzPRLsM6k/AU3b+5lAqT/KbcIVhE2pP2nXrYmtWqk/9UB3oBloqT8SmnfDy3WpP8Zv833Hg6k/oYiFfhCSqT/pmqyYqqCpPzz60MaZr6k/mKPeKuK+qT/kUh4OiM6pP+b/6+mP3qk/fZkJXv7uqT+SeQY/2P+pP4euVY4iEao/fmEcf+Iiqj/5L+R3HTWqPzoNxBTZR6o/ZmzXJxtbqj+dNde76W6qP9yDrhRLg6o/znfYsUWYqj/QUwpR4K2qP/VnAOkhxKo//DaysxHbqj8MSGQyt/KqPyWUDhUaC6s/UxolWkIkqz8CeY9POD6rP9lp0GEEWas/Q0Pec690qz96WemFQpGrP0Q/I+zGrqs/GSkoP0bNqz8V6hxcyuyrP7cCzGRdDaw/4kGIwAkvrD9/Qw4a2lGsP625H1nZdaw/3ldkrRKbrD/AWrybkcGsP3vlt7xh6aw/U9FwFI8SrT/ioDnNJT2tP5SkIloyaa0/r+sVacGWrT/ETyzm38WtP9OeVvua9q0/AsWmDQAprj9UyPbCHF2uP/Pr/AT/kq4/vmTD8LTKrj/0dIL0TASvP2nMmsDVP68/JARmT159rz8w1/rt9byvP6LpET2s/q8/G5pUnkghsD9qFuupWkSwP5EQOqyUaLA/WemsUP+NsD/1QIaLo7SwP7RdD5KK3LA/fiET9b0FsT/2Hde5RzCxP2EbcyEyXLE/i4g9BYiJsT/sqTq7VLixPy+LXyOk6LE/nzdzvYIasj/Lzpm3/U2yPxkhtv8ig7I/c3sEVgG6sj/w3aNeqPKyP/N1e7ooLbM/vIpdFJRpsz+0DQBE/aezP4coP1t46LM/ODKqxhortD+hFK9h+2+0P48hKJwyt7Q/FUiajdoAtT/lwYIaD021P+AfehPum7U/uliDV5fttT/linL6LEK2P10Gb2fTmbY/AtElkbH0tj8s+MQW8VK3P/jW03e+tLc/aod6REkauD/Sw8JNxIO4PxdxdOpl8bg/R3SdGGhjuT/ROXLeCNq5Pwpyu2SKVbo/uAm4TTPWuj9NVBDwTly7P+wrrZct6Ls/FaoMxyR6vD9t2XRzjxK9P9VyFkLOsb0/zPw/uUdYvj9jrW51aAa/P1Cr8E+jvL8/rcjzwLg9wD8oB4tbqaHAP5Z78pJmCsE/6Sl8wTZ4wT8lg1KFY+vBPy8Oq7E5ZMI/sul1QQnjwj+GJWNEJWjDPwi8LsXj88M/xdE5sJ2GxD/ZpBe0riDFP5jIaR91wsU/2FkIyFFsxj/JVqzepx7HP5RxTuHc2cc/4TQpeFieyD8h4cllhGzJP9S34nrMRMo/6TwikZ4nyz8XTMuWahXMP0dXHJ2iDs0/0CA0ALsTzj86BfeYKiXPP1hDUYS1IdA/X4YujXy30D8NIoagKlTRP5i4NRoC+NE/wYBw2Eej0j8BlCavQ1bTP3yBRO9AEdQ/I7xXBo/U1D966AkvgqDVP4G8Gz50ddY/GhZIgcVT1z8tjOy13TvYPxAcdRAtLtk/ew1uVi0r2j/y9ikHYzPbP+tkjpJeR9w//cxpmL1n3T+GPHA2LJXeP9PXI1lm0N8/5cLXjhyN4D91j48bwjnhP0YxIbSd7uE/FtRHBjSs4j90NoxXFXPjP/Q0RmDeQ+Q/m8ReMTkf5T9/JW4n3gXmP1+coO2U+OY/la03jjX45z846fONqQXpP+LGmhPtIeo/4jHvExBO6z+n0sV8N4vsP15arWee2u0/tmDAL5c97z/ZGmRBxlrwP3aOWSgBIvE/rlX3Skv18T/JMG0BgdXyPyLuJC6Mw/M/xatGVmTA9D931VWUDs31P7B2ZWWd6vY/l8xKTTAa+D/PeAZV81z5PwQ/OFgetPo/kuncLPQg/D+2wFyewaT9P6+bSz3cQP8/rg9Tg1B7AECd69ptuWMBQFREHmdcWgJAIPMkHu5fA0BvsNNaI3UEQN0n+tOvmgVAbFCy5ETRBkB180IhkBkIQL+Zysg5dAlALCzQFuPhCkCrqFF5JGMMQJ8zQ7GL+A1AdiBC8JmiD0CK68P+4LAQQBrGZj4zmxFAkDEDNGyQEkDf5bvuqpATQPFY+aMEnBRAC2uwfoSyFUApoBSyK9QWQGwlScnxABhA7msbN8U4GUAPiwkdjHsaQLpUwjslyRtAcB/gA2khHUCTSiiyKoQeQGuQymg58R9AbVvknDC0IEB9sXIItnQhQKKk8jwROiJAsdo1HSYEI0Bjm+tf2NIjQPWForELpiRAhlffxKN9JUBfHf5RhFkmQHdfOg2ROSdAKI3TlK0dKECXKidbvQUpQMPElZGj8SlAvgY1FEPhKkCzz6JXftQrQMqehV43yyxAUP6psk/FLUB0yltiqMIuQHiSYgIiwy9APITeWk5jMEClFHUbfOYwQNYf7fEJazFAwLonZufwMUBBSingA3gyQJbjsq9OADNAcdjFE7eJM0BZIu1BLBQ0QAq05GydnzRAe8E5y/krNUB8hgedMLk1QJyJPDExRzZAX+6y6urVNkCxN3ZETWU3QJGb49VH9TdA06BuVsqFOEARfvigxBY5QGyvAbcmqDlAEf3Nw+A5OkAR7RUf48s6QOFM008eXjtAVevFDoPwO0D4mkpJAoM8QB1ecyONFT1AsSOJ+hSoPUBnl3Rnizo+QO3ED0HizD5AaK4pngtfP0CfE5fX+fA/QE6QbMVPQUBAfA6XzfeJQEBf3haabtJAQDHniOWtGkFAGU98kK9iQUAreQSibapBQD67ikji8UFA6M+B2gc5QkDLggPX2H9CQNvCXuZPxkJAiCOi2mcMQ0BGywewG1JDQIQiVY1ml0NA3r00xEPcQ0AqkWPRriBEQN3BA12jZERAGcSTOh2oREAe+SVpGOtEQCS7QhORLUVAD7XgjoNvRUBtvU5d7LBFQFm9/SrI8UVAovRHzxMyRkBHEyZMzHFGQNLL1s3usEZAu2R6qnjvRkBThKFhZy1HQNMcz5u4akdAB5/vKWqnR0AJ18QEeuNHQLzQR0zmHkhAaWwAR61ZSECm2VNhzZNIQM+ayixFzUhApetNXxMGSUDxJ17SNj5JQGDFQYKudUlAQ0IujXmsSUDVP2syl+JJQCBpcNEGGEpAGij/6MdMSkCvPDgW2oBKQMeGrhM9tEpAHzh3uPDmSkAFajj39BhLQGC4Nt1JSktAs5Nike96S0CEB2ZT5qpLQF2js3ou2ktAZyGXdcgITEARdkjItDZMQAnWAQz0Y0xANRQZ7oaQTECTDR0vbrxMQFsX96Gq50xAizMRKz0STUCK3oC/JjxNQI/VNmRoZU1A1QM0LQOOTUCDSsM8+LVNQF+0uMJI3U1A52m1+/UDTkDg9HAwASpOQDZnB7VrT05AOCBM6DZ0TkC1zCEzZJhOQHkB1wf1u05AKjGH4ereTkDDaYBDRwFPQMyirbgLI09AJREF0zlET0BfH/sq02RPQJvQ+V7ZhE9ATa3bEk6kT0DtfmvvMsNPQFPX56GJ4U9A1LSK21P/T0CslYqoSQ5QQFVxL92kHFBA5db0aLwqUEC9VTwqkThQQOm/VQAkRlBA/qBOy3VTUECAasNrh2BQQK2QssJZbVBAcG9Rse15UEBe1eIYRIZQQFVjj9pdklBAeJU/1zueUED2Y3fv3qlQQIeaMwNItVBAi7vI8XfAUEB2aMOZb8tQQAFiytgv1lBAcfWBi7ngUEAb3HCNDetQQO6Z5rgs9VBAQxHj5hf/UECwh//uzwhRQDcGWadVElFAAOt75KkbUUAxsFB5zSRRQNjeCTfBLVFAllYT7YU2UUBqfAJpHD9RQEuMh3aFR1FA3wJg38FPUUBYDUpr0ldRQMHn+N+3X1FApioKAXNnUUBiAvyPBG9RQLFVJExtdlFAWa2o8q19UUD6A3c+x4RRQLo1P+i5i1FAIUBtpoaSUUC/SCQtLplRQKFROi6xn1FAyo00WRCmUUBPUkRbTKxRQPyRRN9lslFAqAS4jV24UUBe1scMNL5RQFHWQgDqw1FAOSSdCYDJUUB7VvDH9s5RQAgU/NdO1FFAzhsn1IjZUUBhtIBUpd5RQFR8wu6k41FA2pFSNojoUUAOIEa8T+1RQGwyZA/88VFAa+AovI32UUCesshMBftRQNJYNElj/1FAtJ0cN6gDUkAfj/aZ1AdSQGAMAPPoC1JAY0xEweUPUkAUs6CByxNSQLHRya6aF1JAnnRQwVMbUkCNHqcv9x5SQM5vJ26FIlJA+5cX7/4lUkDAS7AiZClSQAV0Ine1LFJAogGdWPMvUkCkFlMxHjNSQEgDgmk2NlJACWJ3Zzw5UkCmY5ePMDxSQHYNY0QTP1JAu31+5uRBUkBjSbfUpURSQErkCmxWR1JAkf2sB/dJUkC+6Q0BiExSQEsh4a8JT1JAWZ8janxRUkBGWSKE4FNSQLuxgFA2VlJAitw+IH5YUkC6TsBCuFpSQE0i0gXlXFJAznGxtQRfUkBarRGdF2FSQKT9IgUeY1JAlGiYNRhlUkB0Q650BmdSQI0nMAfpaFJA31h/MMBqUkD3upgyjGxSQPPqGk5NblJA+2FMwgNwUkAMKSHNr3FSQLkgQatRc1JAM3QNmOl0UkAmw6bNd3ZSQB2h8oT8d1JARFWh9Xd5UkDPmjNW6npSQP7W/9tTfFJA/Q84u7R9UkAC2u4mDX9SQHwhHVFdgFJAgyunaqWBUkB85GGj5YJSQE0tGCoehFJAw5ePLE+FUkCP6o3XeIZSQOeK3Vabh1JAEMFS1baIUkAnVdB8y4lSQKCNTHbZilJAgWbV6eCLUkA53ZX+4YxSQJmF2drcjVJAph8SpNGOUkDmutp+wI9SQNRb/Y6pkFJAj+J194yRUkBtnnfaapJSQDX/b1lDk1JAFxAMlRaUUkATvjqt5JRSQJohM8GtlVJA4Nh173GWUkA6W9JVMZdSQL79ahHsl1JAax62PqKYUkChmoX5U5lSQAEVB10BmlJAOYXIg6qaUkBd3ruHT5tSQGDIOYLwm1JAsakFjI2cUkB8cVC9Jp1SQHP4uy28nVJAnOhd9E2eUkD0osIn3J5SQIBp8N1mn1JAVF9qLO6fUkDHBTUocqBSQJst1OXyoFJA57NUeXChUkBU6kX26qFSQJxxxm9iolJA8Od/+NaiUkAZzaqiSKNSQFX4FoC3o1JAE9EhoiOkUkAOkcYZjaRSQEcwkvfzpFJAINeyS1ilUkAkNfUluqVSQC7awZUZplJAHvErqnamUkAomeRx0aZSQGAhRvspp1JAtmdTVICnUkAfMLeK1KdSQNoRyasmqFJA3BmQxHaoUkBI68HhxKhSQI/DyA8RqVJArPO9WlupUkC6UnfOo6lSQKL1f3bqqVJAofAiXi+qUkBJtVqQcqpSQKGL9Be0qlJAz1lc//OqUkArZsdQMqtSQAldJxZvq1JA1742WaqrUkBQd3gj5KtSQKAsMn4crFJAK1JxclOsUkCFhwkJiaxSQOMDl0q9rFJA0p6AP/CsUkCbMvnvIa1SQC4k/2NSrVJAdfpio4GtUkCR9L+1r61SQFJshqLcrVJA2gn0cAiuUkCaqhsoM65SQNHy5M5crlJAfWgKbIWuUkBSRx8Gra5SQMsSjaPTrlJAt3qTSvmuUkADPk0BHq9SQGKtrM1Br1JAd39/tWSvUkDDVW++hq9SQJmPAe6nr1JALmOZScivUkCp1HjW569SQHt2wJkGsFJATKVwmCSwUkBLVWrXQbBSQBHeb1tesFJA8qAlKXqwUkBImBJFlbBSQP5OobOvsFJARYggecmwUkC278OZ4rBSQN1fphn7sFJAx3nF/BKxUkDH1QdHKrFSQLIYPPxAsVJAWMwTIFexUkAULzK2bLFSQFW8GcKBsVJAokc8R5axUkBllPZIqrFSQD9fisq9sVJA26wuz9CxUkDFk/tZ47FSQOsy/G31sVJAL3InDgeyUkAy0V09GLJSQA+7b/4oslJApPYcVDmyUkAKyRNBSbJSQEo08cdYslJAe84+62eyUkASIHytdrJSQEPhFhGFslJAYfdnGJOyUkBqFMDFoLJSQM0WXxuuslJA0BJ0G7uyUkDqaiLIx7JSQLrkfiPUslJAsOaRL+CyUkAF3lXu67JSQGDguGH3slJAIhCdiwKzUkBOEdltDbNSQOhTNwoYs1JAzkl2YiKzUkCl7El4LLNSQF3pW002s1JA3YxH4z+zUkC+TKQ7SbNSQIsY+ldSs1JAQGrLOVuzUkA4XJDiY7NSQJXOtVNss1JA29udjnSzUkDahKiUfLNSQLCZLGeEs1JA5shyB4yzUkDoYrZ2k7NSQJiOOLaas1JAFVgix6GzUkANEqCqqLNSQIVw1WGvs1JA1Sfc7bWzUkAI3stPvLNSQKLRsYjCs1JAX/2VmcizUkD9IHmDzrNSQMuOVUfUs1JAMtEf5tmzUkAgycRg37NSQBB7LLjks1JAWNA57emzUkCFXscA77NSQONArfPzs1JAwfS8xvizUkDdJ8F6/bNSQIpXgxACtFJAP2HEiAa0UkDZEkHkCrRSQIewsyMPtFJAjQ3PRxO0UkAQVUJRF7RSQOuquEAbtFJAsADZFh+0UkDdfUbUIrRSQFGen3kmtFJAcS9+Byq0UkBVO3p+LbRSQFeCJ98wtFJAqJATKjS0UkBsOMtfN7RSQInv1oA6tFJApze7jT20UkBaX/mGQLRSQLmXD21DtFJA3tZ4QEa0UkAQOK0BSbRSQBt7IbFLtFJADpNHT060UkCswY7cULRSQChqY1lTtFJAZVcvxlW0UkDUrlkjWLRSQDF8RnFatFJAiw1YsFy0UkAvEe7gXrRSQIykZQNhtFJAhiwZGGO0UkBZemEfZbRSQAfvlBlntFJA4pAHB2m0UkD1QAvoarRSQIIO8LxstFJAOvADhm60UkAi0JJDcLRSQAPC5vVxtFJA9QhInXO0UkCTGf05dbRSQIF1Ssx2tFJA2h9zVHi0UkAHaLjSebRSQNj5WUd7tFJAkqSVsny0UkBjB6gUfrRSQLMmzG1/tFJAxn07voC0UkAn6i0GgrRSQFgu2kWDtFJAh5h1fYS0UkCyCTSthbRSQAANSNWGtFJAYQ/j9Ye0UkC9NTUPibRSQC1LbSGKtFJA6Qi5LIu0UkB2E0UxjLRSQLLsPC+NtFJABvTKJo60UkA2RBgYj7RSQC5KTQOQtFJArFWR6JC0UkDcwQrIkbRSQCum3qGStFJAdHAxdpO0UkBUryZFlLRSQEkF4Q6VtFJAzSKC05W0UkBpsiqTlrRSQArj+k2XtFJAkvgRBJi0UkAAc461mLRSQKgEjmKZtFJAUYYtC5q0UkAeJImvmrRSQMxhvE+btFJA3+3h65u0UkD67ROEnLRSQLfoaxidtFJA54kCqZ20UkBxcvA1nrRSQEoLTb+etFJA7hAuRZ+0UkD6B6vHn7RSQCb/2kagtFJA1GHQwqC0UkDEv6I7obRSQPwxZrGhtFJAVYAsJKK0UkCqpAuUorRSQNlQFAGjtFJAnNJZa6O0UkAiIO/So7RSQDeK4TektFJA1lBFmqS0UkBdfCv6pLRSQFBQpFeltFJAkJC/sqW0UkCzHY0LprRSQEn1GmKmtFJA5+d2tqa0UkD7H64Ip7RSQHnazlintFJAkFXopqe0UkAHzgXzp7RSQHKCMz2otFJAGmB+hai0UkAIv/PLqLRSQBqZnhCptFJALHOKU6m0UkDSx8KUqbRSQPPqUtSptFJAUHlFEqq0UkCH96ROqrRSQLCje4mqtFJA6HTTwqq0UkDIGbb6qrRSQC36LDGrtFJA111BZqu0UkBAUPyZq7RSQHhnZsyrtFJATAyI/au0UkAwEmotrLRSQA7OFFystFJAFKOPiay0UkA2H+K1rLRSQGWRE+GstFJAjwkrC620UkDuFjA0rbRSQPboKlyttFJA3RUhg620UkBjEBmprbRSQMQUGc6ttFJAvCgn8q20UkDPYUkVrrRSQHLAhzeutFJAcZrmWK60UkCafWt5rrRSQDHKG5mutFJA67L8t660UkD3PBPWrrRSQKlBZvOutFJAbND5D6+0UkAPj9Irr7RSQMUh9UavtFJAdQZmYa+0UkDBlCl7r7RSQE8ZRZSvtFJA1se8rK+0UkC8ZJTEr7RSQCvuz9uvtFJAiEFz8q+0UkB7G4IIsLRSQHOwAB6wtFJAhQ/zMrC0UkD0SlxHsLRSQJLPP1uwtFJA9e2gbrC0UkB62oKBsLRSQAv16JOwtFJAIxXXpbC0UkDqt0+3sLRSQD7NVciwtFJAwizs2LC0UkDflRXpsLRSQJuT1PiwtFJAcSktCLG0UkAnDCEXsbRSQEzHsiWxtFJAY8/kM7G0UkB4grlBsbRSQLIoM0+xtFJAc9hUXLG0UkCrcyBpsbRSQBgHmHWxtFJAXq+9gbG0UkC8epONsbRSQONpG5mxtFJAwnBXpLG0UkBYd0mvsbRSQK1r87mxtFJA9yJXxLG0UkDzYnbOsbRSQM7vUtixtFJAT4bu4bG0UkCt3ErrsbRSQGejafSxtFJAGoZM/bG0UkAUq/QFsrRSQKpDYw6ytFJA6TmaFrK0UkAgBpsesrRSQPIaZyaytFJA6OX/LbK0UkAD0GY1srRSQFM+nTyytFJAJTykQ7K0UkCpTXxKsrRSQGVFJ1GytFJA4FGmV7K0UkD3mvpdsrRSQB9CJWSytFJAsGInarK0UkAoEgJwsrRSQMxTtnWytFJAKbpEe7K0UkBTh66AsrRSQKmq9IWytFJA1QwYi7K0UkD2jxmQsrRSQMYP+pSytFJAw2G6mbK0UkBWVVuesrRSQMLH3aKytFJA+nRCp7K0UkCUHIqrsrRSQDd6ta+ytFJAlETFs7K0UkCZLbq3srRSQJjilLuytFJAeQxWv7K0UkA/Yv7CsrRSQJ5/jsaytFJAP/0GyrK0UkCGdWjNsrRSQGV/s9CytFJAjK7o07K0UkCWkwjXsrRSQDS8E9qytFJAX7MK3bK0UkCBAe7fsrRSQKcsvuKytFJAp7h75bK0UkB8EyfosrRSQP5BwOqytFJAwhxI7bK0UkAuGL/vsrRSQKGmJfKytFJAmTh89LK0UkDdPMP2srRSQJ0g+/iytFJAoE8k+7K0UkBnND/9srRSQFU4TP+ytFJA0sNLAbO0UkB4Pj4Ds7RSQDByIwWztFJAYZX7BrO0UkBGbMcIs7RSQHVLhwqztFJA/4U7DLO0UkCPbeQNs7RSQIJSgg+ztFJA/4MVEbO0UkARUJ4Ss7RSQMEDHRSztFJAL+uRFbO0UkCtUf0Ws7RSQNSBXxiztFJA+uS3GbO0UkCPTAcbs7RSQDv/TRyztFJA8DeMHbO0UkBCMMIes7RSQH0g8B+ztFJArz8WIbO0UkC9wzQis7RSQGrhSyOztFJAb8xbJLO0UkCDt2Qls7RSQG/UZiaztFJAnThiJ7O0UkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},{\"__ndarray__\":\"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OR57TECv0ttcDK9MQIEqYmBH4kxAwiocrc8UTUCQFJ/BpUZNQEV0ITHKd01AbEqXoj2oTUBDac/PANhNQLRwloQUB05AblnOnXk1TkAA2bUIMWNOQLjuC8I7kE5ApM0+1Zq8TkAajbRbT+hOQNUOC3xaE09AxDpdab09T0DuBIRieWdPQHqghrGPkE9A7THHqgG5T0At+3us0OBPQDzV/w7/A1BAWsegt0UXUECtrxQMPSpQQEBXAszlPFBAIcZ+ukBPUED+Z8edTmFQQK6EAT8Qc1BANBr6aYaEUEBli+jssZVQQG0fM5iTplBAhhw2Piy3UECrCAyzfMdQQGb6WcyF11BACHkaYUjnUEB+QW5JxfZQQOUrbF79BVFABsnzefEUUUAiPYF2oiNRQGZ7BC8RMlFArfG4fj5AUUBJzv5AK05RQBqoNlHYW1FAoT2eikZpUUD22y7IdnZRQGd5feRpg1FAEiGcuSCQUUBe3vwgnJxRQEMFVvPcqFFAxOOHCOS0UUDhvoM3ssBRQAwPNFZIzFFAGgxmOafXUUBpV7S0z+JRQMbicprC7VFA/Oqbu4D4UUDMDL7nCgNSQGls6+xhDVJAX9Wpl4YXUkAt5uOyeSFSQI4d2wc8K1JAWuAaXs40UkBxWmx7MT5SQEc4yyNmR1JA0jpbGW1QUkAYil4cR1lSQNPXLOv0YVJAdTMrQndqUkBOmcTbznJSQKwvY3D8elJAkyZqtgCDUkCXQTBi3IpSQD/y+iWQklJACBH6sRyaUkBzH0S0gqFSQLAU09jCqFJAELGByd2vUkCXSQku1LZSQE8UAKymvVJAU+DX5lXEUkDkQt1/4spSQCQsNxZN0VJAT9vmRpbXUkCPO8isvt1SQP6ZkuDG41JApq3ZeK/pUkDS9g4Kee9SQJltgyYk9VJAanVpXrH6UkAVHNc/IQBTQDOdyFZ0BVNAbRojLasKU0BZmbdKxg9TQB0zRjXGFFNAcXyBcKsZU0AkGxJ+dh5TQHGKmt0nI1NA1w+7DMAnU0CXyhWHPyxTQHH5UsamMFNABFglQvY0U0AZnU5wLjlTQO8apMRPPVNAVXcTsVpBU0BufaelT0VTQP8GjRAvSVNAyvkXXvlMU0CIV8j4rlBTQGNfT0lQVFNA8L2Utt1XU0BoyrulV1tTQBDQKHq+XlNAQWGGlRJiU0Ars8pXVGVTQD0BPR+EaFNAl/V6SKJrU0C/Fn4ur25TQOI4oSqrcVNAHfGllJZ0U0DUCbrCcXdTQGL3fAk9elNAIEwFvPh8U0B5KuYrpX9TQG20NKlCglNAJ3iNgtGEU0CF1xkFUodTQHVrlXzEiVNAo2FTMymMU0DJ0kNygI5TQNYT+YDKkFNAKP6spQeTU0AbL0YlOJVTQF1BXUNcl1NAAPxBQnSZU0AHdwBjgJtTQFM2ZuWAnVNARjoHCHafU0CMBUMIYKFTQNOYSSI/o1NAh2EgkROlU0AMHaeO3aZTQDWwnFOdqFNATPKjF1OqU0CQa0gR/6tTQOgGA3ahrVNAk7Y+ejqvU0CPC11RyrBTQNa/ui1RslNA+TO0QM+zU0At3am6RLVTQGKnBMuxtlNAFEg6oBa4U0AmhtFnc7lTQDBxZk7IulNAH4yufxW8U0A37HwmW71TQG5AxmyZvlNAqdWke9C/U0BZiFx7AMFTQPOnXpMpwlNACNZN6kvDU0CGwgGmZ8RTQIjpiut8xVNAz04234vGU0CPA5GklMdTQGTDa16XyFNAG4TeLpTJU0BA2Us3i8pTQOphZJh8y1NAxy8qcmjMU0CbCPTjTs1TQCOmcAwwzlNAxvKpCQzPU0AiLwj54s9TQNUCVfe00FNAMo6+IILRU0BHeNqQStJTQKzMqGIO01NAteuWsM3TU0BOcoKUiNRTQND3uyc/1VNALtQJg/HVU0AR46q+n9ZTQMYkWfJJ11NA1FxMNfDXU0AXpDyekthTQE0PZUMx2VNAAvWFOszZU0CxsOeYY9pTQFmsXHP32lNABxJE3ofbU0Dg4ovtFNxTQNpTs7Se3FNAUx7NRiXdU0C1hIG2qN1TQAPBEBYp3lNAyNJUd6beU0DZ3sPrIN9TQE0IcoSY31NAkYUTUg3gU0Diqv5kf+BTQOKlLc3u4FNAjaxAmlvhU0DQj3/bxeFTQFLQ258t4lNA5T/y9ZLiU0BI0Qzs9eJTQPVkJJBW41NAhk/i77TjU0DpQaIYEeRTQDSpcxdr5FNAz3gb+cLkU0AnpBXKGOVTQMzHlpZs5VNAEneNar7lU0CvB6RRDuZTQBaaQVdc5lNA+QOMhqjmU0CzrGjq8uZTQEF6fo0751NAfps2eoLnU0BaaL66x+dTQJUcCFkL6FNAxqrMXk3oU0AYUYzVjehTQHW5kMbM6FNA/zftOgrpU0CiioA7RulTQAAb9tCA6VNA8zDGA7rpU0ACejjc8elTQLrsY2Io6lNAjDwwnl3qU0C491aXkepTQOJVZFXE6lNAO3y43/XqU0DeTYg9JutTQJ5x3nVV61NAozGcj4PrU0A9WnqRsOtTQPosCoLc61NAkEa2ZwfsU0Aa9sNIMexTQLCfUita7FNAI6ReFYLsU0AKab8MqexTQJUtKxfP7FNAdb81OvTsU0AYpFF7GO1TQGKZ0t877VNAqK/qbF7tU0DCGa8ngO1TQDeaFBWh7VNAIBL0OcHtU0B4uwmb4O1TQJtX9Dz/7VNAiJI5JB3uU0DLPEJVOu5TQJOgXdRW7lNAQE/BpXLuU0D37IjNje5TQFqmt0+o7lNAdfU4MMLuU0DgXuBy2+5TQE42axv07lNAkfx+LQzvU0A0VK2sI+9TQGfbcZw671NA41U1AFHvU0A0xUjbZu9TQDDb7zB871NALpZRBJHvU0C514RYpe9TQEORjDC571NAEWxbj8zvU0A3qNN33+9TQPRtxezx71NArE7w8APwU0ApwwKHFfBTQITmmrEm8FNAiAlHczfwU0BWHIbOR/BTQFqKx8VX8FNABiZtW2fwU0Dj/8iRdvBTQGpsIGuF8FNAL7+p6ZPwU0CMlo4PovBTQLi8696v8FNAiZnQWb3wU0AH5UCCyvBTQEzyM1rX8FNAYaeU4+PwU0Bk6UIg8PBTQN2YEhL88FNAUa7MugfxU0BkYS8cE/FTQJYb7jce8VNAEhWyDynxU0AsnBqlM/FTQOICvfk98VNASPskD0jxU0Dj0tTmUfFTQKKuRYJb8VNAFrvn4mTxU0BPViIKbvFTQBFYVPl28VNA9ELUsX/xU0C5d/A0iPFTQJnf74OQ8VNAe6IQoJjxU0Ao9omKoPFTQK3Zi0So8VNAqZM9z6/xU0AhB8Irt/FTQL9MMlu+8VNALmmiXsXxU0D+AiA3zPFTQKujsOXS8VNA3n5Wa9nxU0DUhQrJ3/FTQPCrwf/l8VNAbsZqEOzxU0CQ5+378fFTQLI6LsP38VNABtoJZ/3xU0BmjFnoAvJTQJnZ8EcI8lNAnWidhg3yU0C8vCmlEvJTQDzxWqQX8lNAG9jvhBzyU0CAq6RHIfJTQCOIMO0l8lNAw3BFdiryU0AOy5HjLvJTQP6FvzUz8lNAbcN0bTfyU0CjXVOLO/JTQKBj+Y8/8lNAFjYBfEPyU0DBqwFQR/JTQFLajQxL8lNAtyQ1sk7yU0Bhs4NBUvJTQJSAArtV8lNAFBU2H1nyU0BRyaFuXPJTQOwnxKlf8lNA5Aka0WLyU0BuER3lZfJTQNFkQ+Zo8lNAsdD/1GvyU0Ahe8SxbvJTQDKuAH1x8lNAoEwfN3TyU0DeFYfgdvJTQDaMoHl58lNAM7zMAnzyU0BDrG18fvJTQHOy4uaA8lNAawaIQoPyU0DRMbmPhfJTQD+Dzs6H8lNAl5oeAIryU0BN2P0jjPJTQIiVvjqO8lNAu1SxRJDyU0BqNiRCkvJTQCHNYzOU8lNAkgu7GJbyU0DxS3Lyl/JTQEMV0cCZ8lNA1tkchJvyU0A06Jg8nfJTQD8hiOqe8lNAZrQqjqDyU0Cfg78novJTQI2ahLej8lNAWK+1PaXyU0BhSo26pvJTQLqpRC6o8lNAN7MTmanyU0CTFDH7qvJTQBz/0VSs8lNA4iYqpq3yU0CnpWzvrvJTQLM2yzCw8lNALaJ1arHyU0CeZpucsvJTQNKeasez8lNA0yEQ67TyU0BBvbcHtvJTQPs7jB238lNAnV23LLjyU0Du82E1ufJTQEq7sze68lNAnIbTM7vyU0BISOcpvPJTQGwDFBq98lNAHOJ9BL7yU0B1MUjpvvJTQAc/lci/8lNAQcGGosDyU0D9kz13wfJTQPi82UbC8lNA/F96EcPyU0CmFz7Xw/JTQNSyQpjE8lNAejulVMXyU0DaBoIMxvJTQM3O9L/G8lNAtJwYb8fyU0AQzQcayPJTQE8g3MDI8lNAm7yuY8nyU0CkLpgCyvJTQBBfsJ3K8lNAVbUONcvyU0AvCMrIy/JTQIqi+FjM8lNATzKw5czyU0AZ/QVvzfJTQNC/DvXN8lNANbTed87yU0DEion3zvJTQJmSInTP8lNAbJ687c/yU0DjBmpk0PJTQMyxPNjQ8lNAPyNGSdHyU0D8cJe30fJTQAA9QSPS8lNA0ctTjNLyU0C1A9/y0vJTQIdo8lbT8lNA3RuduNPyU0Cg0u0X1PJTQJsD83TU8lNAT8W6z9TyU0CM2lIo1fJTQBmayH7V8lNAbh4p09XyU0A8NYEl1vJTQIxb3XXW8lNADLxJxNbyU0ALKdIQ1/JTQC1HglvX8lNAOWtlpNfyU0A/pobr1/JTQCPC8DDY8lNALj+udNjyU0CjYcm22PJTQDYyTPfY8lNAInBANtnyU0Csqq9z2fJTQDs6o6/Z8lNA0Cok6tnyU0CbhDsj2vJTQATj8Vra8lNAfktPkdryU0D5YlzG2vJTQBqlIfra8lNAv+2lLNvyU0DK5fFd2/JTQCX/DI7b8lNAetv9vNvyU0CFlczq2/JTQEFsfxfc8lNA44kdQ9zyU0DI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