{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![CC](https://i.creativecommons.org/l/by/4.0/88x31.png)\n", "\n", "This work is licensed under a [Creative Commons Attribution 4.0 International License](http://creativecommons.org/licenses/by/4.0/).\n", "\n", "# An introduction to DMD\n", "\n", "This notebook introduces the basic theory behind dynamic mode decomposition (DMD). The content is heavily influenced by the following publications, which are also great resources for learning:\n", "\n", "- [Dynamic Mode Decomposition in Python](http://www.pyrunner.com/weblog/2016/07/25/dmd-python/) by Robert Taylor\n", "- [Data Driven Science and Engineering](https://www.cambridge.org/core/books/datadriven-science-and-engineering/77D52B171B60A496EAFE4DB662ADC36E) by Steven L. Brunton and J. Nathan Kutz\n", "- [Dynamic Mode Decomposition](https://epubs.siam.org/doi/abs/10.1137/1.9781611974508) by J. Nathan Kutz, Steven L. Brunton, Bingni W. Brunton, and Joshua L. Proctor\n", "- [PyDMD tutorial](https://raw.githubusercontent.com/mathLab/PyDMD/master/tutorials/tutorial_dsweb.pdf) by Niccola Demo and Marco Tezzele" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DMD at a glance\n", "\n", "### Goal\n", "\n", "There are three typical goals when performing a DMD analysis:\n", "\n", "- modal analysis; in the context of fluid mechanics, modal analysis may be seen as the extraction of coherent flow structures and their associated frequencies and amplitudes\n", "- creation of a reduced-order model (ROM)\n", "- stability analysis; under certain conditions, particular modes might be identified as growing or shrinking over time\n", "\n", "### Inputs\n", "\n", "DMD is a data-driven method that requires sequential snapshot data as input. Applied to fluid flows, snapshots of the pressure or velocity field or derived quantitites are typically analyzed with DMD. Suppose we take a snapshot at time instance $t_n$ and organize it in a long column vector $\\mathbf{x}_n$. The spatial arangement of points in the snapshot is ignored (of course, all column vectors must be assembled in the same order). We can then organize a time series of $N$ snapshots in two distinct data matrices:\n", "$$\n", "\\mathbf{X} = \n", " \\begin{bmatrix}\n", " \\vert & \\vert & & \\vert \\\\\n", " \\mathbf{x}_0 & \\mathbf{x}_1 & ... & \\mathbf{x}_{N-2} \\\\\n", " \\vert & \\vert & & \\vert\n", " \\end{bmatrix}\n", "$$\n", "\n", "$$\\mathbf{X}^\\prime = \n", " \\begin{bmatrix}\n", " \\vert & \\vert & & \\vert \\\\\n", " \\mathbf{x}_1 & \\mathbf{x}_2 & ... & \\mathbf{x}_{N-1} \\\\\n", " \\vert & \\vert & & \\vert\n", " \\end{bmatrix}\n", "$$\n", "\n", "The second data matrix is similar to the first one but shifted by one time instance. The reason for this arrangement will become clear in the next section.\n", "\n", "### Basic idea and theory\n", "\n", "The DMD's main objective is to approximate a linear operator $\\mathbf{A}$ that maps a snapshot from time $t_n$ to $t_{n+1}$ as:\n", "$$\n", " \\mathbf{x}_{n+1} = \\mathbf{Ax}_n\n", "$$\n", "Of course, if the underlying dynamics are not perfectly linear, there won't be a single linear operator that works for all snapshot pairs, but we can approximate a best-fit linear operator using the pseudo inverse $\\mathbf{X}^\\dagger$:\n", "$$\n", " \\mathbf{A}\\triangleq \\mathbf{X}^\\prime\\mathbf{X}^\\dagger\n", "$$\n", "Knowing the linear operator $\\mathbf{A}$ allows us to make predictions beyond the time range of the snapshots by repeatedly mapping $\\mathbf{x}_n$ to $\\mathbf{x}_{n+1}$. If we also know the eigen decomposition of $\\mathbf{A}$, namely:\n", "$$\n", " \\mathbf{A} = \\mathbf{\\Phi\\Lambda\\Phi}^{-1},\n", "$$\n", "we can derive a relatively simple equation to make future state predications at any time $t_n$ without having to make $n$ discrete steps to get there. In the equation above, $\\mathbf{\\Phi}$ is a matrix whose columns are the eigenvectors of $\\mathbf{A}$, and $\\mathbf{\\Lambda}$ is a diagonal matrix with the eigenvalues of $\\mathbf{A}$ forming the diagonal elements. The discrete operator $\\mathbf{A}$ propagates $\\mathbf{x}_n$ to $\\mathbf{x}_{n+1}$. If we wanted to know $\\mathbf{x}_{n+2}$, we could apply $\\mathbf{A}$ twice, e.g., $\\mathbf{x}_{n+2}=\\mathbf{AAx}_{n}$. If we then replace $\\mathbf{A}$ with its eigen decomposition and use the identity $\\mathbf{\\Phi\\Phi}^{-1} = \\mathbf{\\Phi}^{-1}\\mathbf{\\Phi} = \\mathbf{I}$, we get:\n", "$$\n", " \\mathbf{x}_{n+2}=\\mathbf{AAx}_{n} = \\mathbf{\\Phi\\Lambda\\Phi}^{-1}\\mathbf{\\Phi\\Lambda\\Phi}^{-1}\\mathbf{x}_{n} = \\mathbf{\\Phi\\Lambda}^{2}\\mathbf{\\Phi}^{-1}\\mathbf{x}_{n},\n", "$$\n", "or more in general for instance $n+k$\n", "$$\n", " \\mathbf{x}_{n+k} = \\mathbf{\\Phi\\Lambda}^{k}\\mathbf{\\Phi}^{-1}\\mathbf{x}_{n}.\n", "$$\n", "Now we use the expression above to re-write the equation $\\mathbf{X}^\\prime \\approx \\mathbf{AX}$ with the eigen decomposition of $\\mathbf{A}$:\n", "$$\n", "\\begin{align}\n", " \\mathbf{X}^\\prime &= \\mathbf{AX} \\\\\n", " &= \\mathbf{A}\\left[\\mathbf{x}_0, \\mathbf{x}_1, ... , \\mathbf{x}_{N-2} \\right]\\\\\n", " &= \\left[\\mathbf{\\Phi\\Lambda}^{0}\\mathbf{\\Phi}^{-1}\\mathbf{x}_0, \\mathbf{\\Phi\\Lambda}^{1}\\mathbf{\\Phi}^{-1}\\mathbf{x}_0, ... , \\mathbf{\\Phi\\Lambda}^{N-2}\\mathbf{\\Phi}^{-1}\\mathbf{x}_0 \\right]\\\\\n", " &= \\mathbf{\\Phi}\\left[\\mathbf{\\Lambda}^{0}, \\mathbf{\\Lambda}^{1}, ... , \\mathbf{\\Lambda}^{N-2}\\right]\\mathbf{\\Phi}^{-1}\\mathbf{x}_0.\n", "\\end{align}\n", "$$\n", "The initial state $\\mathbf{x}_0$ projected onto $\\mathbf{\\Phi}^{-1}$ is often abbreviated as $\\mathbf{b}=\\mathbf{\\Phi}^{-1}\\mathbf{x}_0$. Then, the generic formula to predict the state vector $\\mathbf{x}_n$ reads:\n", "$$\n", " \\mathbf{x}_n = \\mathbf{\\Phi\\Lambda}^{n}\\mathbf{b}.\n", "$$\n", "The same problem may be posed with a time-continuous state $\\mathbf{x}=\\mathbf{x}(t)$ instead of discrete one. Then the basic formulation of DMD, mapping a given state linearly into the future, becomes a system of linear ordinary differential equations (ODEs):\n", "$$\n", "\\frac{\\mathrm{d}\\mathbf{x}}{\\mathrm{d}t} = \\mathbf{\\mathcal{A}x},\n", "$$\n", "where $\\mathbf{\\mathcal{A}}$ is the continuous counterpart of $\\mathbf{A}$ (the connection between both operators will be established in the following paragraphs). The initial value problem has the solution:\n", "$$\n", " \\mathbf{x}(t) = \\mathrm{exp}\\left(\\mathbf{\\mathcal{A}}t\\right) \\mathbf{x}_0,\n", "$$\n", "where $\\mathrm{exp}\\left(\\mathbf{\\mathcal{A}}\\right)$ is the so-called [matrix exponential](https://en.wikipedia.org/wiki/Matrix_exponential) (refer to chapter 7.7 of [this book](https://www.wiley.com/en-us/Elementary+Differential+Equations+and+Boundary+Value+Problems%2C+11th+Edition-p-9781119381648) for the derivation). Why do we need the continuous formulation you may wonder. The answer is that it is much easier to assess periodicity and stability in this formulation. Say we know the eigen decomposition $\\mathbf{\\mathcal{A}} = \\tilde{\\mathbf{\\Phi}}\\tilde{\\mathbf{\\Lambda}}\\tilde{\\mathbf{\\Phi}}^{-1}$, then we can reformulate the analytical solution as (refer to the article on matrix exponentials):\n", "$$\n", " \\mathbf{x}(t) = \\mathrm{exp}\\left(\\tilde{\\mathbf{\\Phi}}\\tilde{\\mathbf{\\Lambda}}\\tilde{\\mathbf{\\Phi}}^{-1}t\\right) \\mathbf{x}_0 = \\tilde{\\mathbf{\\Phi}}\\mathrm{exp}\\left(\\tilde{\\mathbf{\\Lambda}}t\\right)\\tilde{\\mathbf{\\Phi}}^{-1} \\mathbf{x}_0 = \\tilde{\\mathbf{\\Phi}}\\mathrm{exp}\\left(\\tilde{\\mathbf{\\Lambda}}t\\right)\\tilde{\\mathbf{b}}.\n", "$$\n", "Each column of $\\tilde{\\mathbf{\\Phi}}$ has the same dimension as a snapshot and may be interpreted as a characteristic (spatial) flow structure. The exponential term yields a diagonal matrix with time-dependent coefficients $\\tilde{\\lambda}_i t$, where $\\tilde{\\lambda}_i$ is the $i$th eigenvalue of $\\mathbf{\\mathcal{A}}$. If we multiply the eigenvector matrix $\\tilde{\\mathbf{\\Phi}}$ with the matrix exponential, we are effectively multiplying the $i$th column of $\\tilde{\\mathbf{\\Phi}}$ with $\\mathrm{exp}(\\tilde{\\lambda}_i t)$. Therefore, the eigenvalue $\\tilde{\\lambda}_i$ defines the $i$th mode's temporal behavior. Specifically, we may use Euler's identity to write:\n", "$$\n", "\\begin{align}\n", " \\tilde{\\lambda}_j &= a_i + b_i j \\\\\n", " \\mathrm{exp}\\left(\\tilde{\\lambda}_i t\\right) &= \\mathrm{exp}\\left((a_i+b_i j) t\\right)\\\\\n", " &= \\mathrm{exp}\\left(a_i t\\right)\\mathrm{exp}\\left(b_i j t\\right) \\\\\n", " &= \\mathrm{exp}\\left(a_i t\\right) \\left(\\mathrm{cos}\\left(b_i t\\right)+j\\mathrm{sin}\\left(b_i t\\right)\\right),\n", "\\end{align}\n", "$$\n", "where $a_i = Re(\\tilde{\\lambda}_i)$ and $b_i = Im(\\tilde{\\lambda}_i)$ are the real and imaginary parts of the $i$th eigenvalue, respectively. Now we can observe the following:\n", "\n", "- if the eigenvalue has a non-zero imaginary part $b_i$, the time behavior will be periodic\n", "- if we express the argument of sine and cosine as $b_i t = 2\\pi f_i t$, the formula for the $i$th frequency is $f_i = b_i/(2\\pi)$\n", "- for the real part $a_i$\n", " - if $a_i = 0$, the temporal behavior is constant or periodic with constant amplitude\n", " - if $a_i > 0$, the mode is growing over time\n", " - if $a_i < 0$, the mode is decreasing over time\n", "- because of the points above, $a_i$ may be called the growth rate of the $i$th mode\n", " \n", "Typically, we do not know $\\mathbf{\\mathcal{A}}$ but we have to work with discrete snapshots and the operator $\\mathbf{A}$. Therefore, we need a link between the discrete and the continuous formulation, which is established by evaluating the continuous solution at times $t_n=n\\Delta t$ and $t_{n+1}=(n+1)\\Delta t$ to obtain $\\mathbf{x}_{n}$ and $\\mathbf{x}_{n+1}$, respectively:\n", "$$\n", "\\begin{align}\n", " \\mathbf{x}(t=n\\Delta t) &= \\mathrm{exp}\\left(\\mathbf{\\mathcal{A}}n\\Delta t\\right)\\mathbf{x}_0 \\\\\n", " \\mathbf{x}(t=(n+1)\\Delta t) &= \\mathrm{exp}\\left(\\mathbf{\\mathcal{A}}(n+1)\\Delta t\\right)\\mathbf{x}_0 \\\\\n", " &= \\mathrm{exp}\\left(\\mathbf{\\mathcal{A}}\\Delta t\\right) \\mathrm{exp}\\left(\\mathbf{\\mathcal{A}}n \\Delta t\\right) \\mathbf{x}_0\\\\\n", " \\mathbf{x}_{n+1} &= \\underbrace{\\mathrm{exp}\\left(\\mathbf{\\mathcal{A}}\\Delta t\\right)}_{\\mathbf{A}}\\mathbf{x}_n \\\\\n", " \\mathbf{x}_{n+1} &= \\mathbf{Ax}_n\n", "\\end{align}\n", "$$\n", "By comparing the eigen decomposition of $\\mathbf{\\mathcal{A}}$ and $\\mathbf{A}$, we notice that the eigenvectors are identical, i.e., $\\mathbf{\\Phi} = \\tilde{\\mathbf{\\Phi}}$. The eigenvalues are related by the relation:\n", "$$\n", " \\mathbf{\\Lambda} = \\mathrm{exp}\\left(\\tilde{\\mathbf{\\Lambda}}\\Delta t\\right).\n", "$$\n", "Summarizing the paragraphs above, we have learned:\n", "\n", "- the linear operator $\\mathbf{A}$ maps a given state by $\\Delta t$ into the future\n", "- the operator's eigenvectors (DMD modes) may represent characteristic spatial flow patterns\n", "- the operator's eigenvalues define the modes' temporal behavior in terms of growth and periodicity\n", "- the $\\mathbf{b}$ vector represents a constant weight for each DMD mode; therefore, we may consider the coefficients of $\\mathbf{b}$ as mode amplitudes\n", "\n", "For fluid mechanical problems in particular, there is a pratical issue with the theory described above. If a snapshot consists of $M$ points, then $\\mathbf{A}$ is an $M\\times M$ dense matrix. If $M=10^4$, the resulting operator would require about 0.75GB of memory (double precision). Increasing the number of points to $M=10^5$ yields a 74.5GB operator, which is already impractical for most applications. The next section details some numerical tricks to overcome this problem.\n", "\n", "### Steps to compute the DMD in practice\n", "\n", "**1. Compute the SVD of $\\mathbf{X}$**\n", "\n", "First, we factorize the data matrix $\\mathbf{X}$ into its singular value decomposition (SVD):\n", "$$\n", " \\mathbf{X} = \\mathbf{U\\Sigma V}^{\\dagger},\n", "$$\n", "where $\\mathbf{U}$ is a $M\\times M$ unitary matrix, $\\mathbf{\\Sigma}$ is a $M\\times N$ matrix containing a smaller diagonal matrix of singular values, and $\\mathbf{V}$ is a $N\\times N$ unitary matrix (refer to the [Linear algebra with PyTorch](linear_algebra_basics.ipynb) notebook). What the SVD essentially provides us with is an easily controllable means to perform matrix approximations and a potentially better coordinate system to represent the system's dynamics.\n", "\n", "**2. Compute a reduced linear operator**\n", "\n", "As mentioned above, we can approximate the discrete linear operator as:\n", "$$\n", " \\mathbf{A}\\triangleq \\mathbf{X}^\\prime \\mathbf{X}^\\dagger = \\mathbf{X}^\\prime \\mathbf{V\\Sigma}^{-1}\\mathbf{U}^\\dagger.\n", "$$\n", "However, to reduce the computational effort, we first represent $\\mathbf{A}$ in the span of the first $r$ left singular vectors $\\mathbf{U}_r$, where $0" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f1 = pt.multiply(10.0*pt.tanh(X/2.0)/pt.cosh(X/2.0), pt.exp((0.1+2.8j)*T))\n", "plot_as_line(f1, x, t, 4, True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f2 = pt.multiply(20-0.2*pt.pow(X, 2), pt.exp((-0.05+2.3j)*T))\n", "plot_as_line(f2, x, t, 4, True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f3 = pt.multiply(X, pt.exp(0.6j*T))\n", "plot_as_line(f3, x, t, 4, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following plot shows a superposition of all three functions, which comprises our DMD dataset. Even though simple functions were used to create the dataset, it is not straight forward any more to infer the individual contributions visually. Our goal is to isolate the individual frequencies and growth rates from the data and to compare those values to the ones used to generate the data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = f1 + f2 + f3\n", "plot_as_line(data, x, t, 4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we get to the DMD, let's try a second approach to visualize the dataset. This time, we roll out the temporal evolution and show the full dataset as image. The function's value is indicated by color (yellow for high and blue for low values). To make the analysis more challening, we generate a second dataset that is corrupted by noise. The noise is sampled from a Gaussian distribution with non-zero mean, which introduces some bias." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def show_as_image(data, X, T):\n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4), sharey=True)\n", " ax1.pcolormesh(T.T, X.T, data.T.real, shading=\"nearest\")\n", " ax2.pcolormesh(T.T, X.T, data.T.imag, shading=\"nearest\")\n", " ax1.set_xlabel(r\"$t$\")\n", " ax2.set_xlabel(r\"$t$\")\n", " ax1.set_ylabel(r\"$x$\")\n", " ax1.set_title(r\"$Re(f)$\")\n", " ax2.set_title(r\"$Im(f)$\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_noisy = data + pt.normal(2*pt.ones_like(X), 2*pt.ones_like(X))\n", "show_as_image(data_noisy, X, T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Singular Value Decomposition (SVD)\n", "\n", "The first step of the DMD consists of computing the SVD of the $\\mathbf{X}$ matrix. Our dataset is already organized in the right way with the snapshots forming the columns of the data matrix. We compute the SVD on both the default and the noisy datasets. Note that instead of creating two data matrices $\\mathbf{X}$ and $\\mathbf{X}^\\prime$, we work with slicing; refer to [this notebook](linear_algebra_basics.ipynb) for more information on slicing tensors." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "U, s, VH = pt.linalg.svd(data[:, :-1])\n", "Un, sn, VHn = pt.linalg.svd(data_noisy[:, :-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the original dataset, three non-zero singular values are identified. Adding noise yields many more singular values with smaller but non-zero values. Also the largest singular value differs slightly from that of the clean data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 3))\n", "ax.bar(range(s.size()[0]), s, color=\"C0\", label=\"data\")\n", "ax.bar(range(sn.size()[0]), sn, ec=\"C1\", fill=False, label=\"noisy data\")\n", "ax.set_xlabel(r\"$i$\")\n", "ax.set_ylabel(r\"$\\sigma_i$\")\n", "ax.set_xlim(-1, 30)\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Truncating\n", "\n", "Truncation is an essential step of the DMD to reduce the computational effort but also to remove potential noise from the data. Here, we know the true rank of the data matrix, which is in general not the case. When working with real datasets, one can determine a suitable truncation by trial and error or by using some other criterion as demonstrated in the [this example](svd_ht.ipynb). " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "rank = 3\n", "Ur, sr, Vr = U[:, :rank], s[:rank], VH.conj().T[:, :rank]\n", "Unr, snr, Vnr = Un[:, :rank], sn[:rank], VHn.conj().T[:, :rank]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Eigen decomposition\n", "\n", "Next, we compute the reduced linear operator $\\tilde{\\mathbf{A}}$ using the time-shifted matrix $\\mathbf{X}^\\prime$ and the truncated SVD." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "At = Ur.conj().T @ data[:, 1:] @ Vr @ pt.diag(1.0/sr).type(pt.cfloat)\n", "Atn = Unr.conj().T @ data[:, 1:] @ Vnr @ pt.diag(1.0/snr).type(pt.cfloat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The real and imaginary parts of the operator's eigenvalues tell us about the time-dynamics of individual modes. First, we plot the eigenvalues in the imaginary plane together with a unit-circle. Note that for the time-discrete system, the modes are:\n", "\n", "- stable if the eigenvalues are on the circle\n", "- growing (unstable) if the eigenvalues are outside the circle\n", "- shrinking (stable) if the eigenvalues are inside the circle\n", "\n", "As can be seen in the image below, the dynamics of all three components are identified correctly. The noise introduces some error. However, thanks to the truncation, we already removed a significant portion of the noise, and the identified dynamics remain close to the ground truth." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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SKhtQJmpxdRyXF6dcXFyeekLjWUwmE7dv3yY4OJigoCD++ecf/v33X65evcr169e5du0a4eHhL3w/s9nM+fPnOX/+PBs3brTZljlzZiNkBQYGUqBAAQoWLEiyZM+7YyuEEMJeooeqGTNmsGvXLn777TfMZjORkZFs27aNbt26GbcFASZMmECuXLlYvXo127db/jn19vamXr16tGjRIkH1qXqRJH/FSin1CfAJsF9r3fKJbUWx9KoyA7W01pui1kef0mal1touU9rE1ytW9qK1JiQkhEuXLnHx4kWCgoKMAPbPP/8QEhLyWudVSpE7d24KFSpEoUKFKFy4MIUKFcLX1zfBXkoWQoj4KPotui+++IKxY8dSoEAB6tSpQ8aMGVm9ejWnT5/m8uXLVKtWzSZcgeVhqStXrmAymfDx8SFNmjS4ubkB8SdUvekVq0QVrKKC0LRoq3IBaYEgIDja+rpa63+jjhkCDAZ+1VpXfMY5o0/C/CtwHcvtv0zAacBukzAn9mD1Ivfv3+fChQtcuHCBv//+m8uXL3PlyhWCg4OJjIx85fOlS5eOYsWKUaxYMYoXL06xYsXw8/OTsCWEEG9o7ty5tG3blqpVqzJ27FijT9WDBw/YsWMHw4cP58CBA1SrVo3JkyeTK1curHkj+ndwfBxLJbcCbaUASj5jvV/UH6uXTi1a6/FKqb+Az4ASWJ4SvIxlCptRz2keKl5R8uTJjatO0VmfQjxz5gznzp3j/PnzXLx4keDgYJsZ0J9048YNNm3axKZNm4x16dOnp1ixYpQsWZKSJUtSokSJBP8EihBCxBWtNZGRkWzZsgWA3r17ExgYaDzF7u3tTbVq1fDy8jIGtHfr1s0Y0G42m22CVHwLVfaQqK5YJXRJ/YrVq4qMjOTChQucPHmSU6dOcfbsWS5cuMC9ey/d/QKAvHnzUqpUKUqWLEmpUqUoWLAgLi6J7XcOIYSwj/v371O2bFmCgoI4ffo06dKle+o23sOHD5kwYQIDBgwgWbJkVKxYkfHjxxtPC8ZnciswEZFg9ea01ty6dYsTJ05w7NgxTpw4wdmzZ7l169ZLn8Pb25vSpUtTrlw5ypUrR8mSJWVwvBBCRAkLC6NChQocOnSI5cuXU69evWfe0rtw4QIFChTAzc2Ne/fuUaZMGTZs2ECKFC89WYlDyK1AIaJRSpE2bVoqVKhAhQoVjPW3bt3i2LFjHDt2jOPHj3Pq1KkYr2w9ePCAn3/+mZ9//hkAZ2dnihYtSrly5ahYsSLly5eXtg9CiCRJa42npyfvvPMOhw4dYufOndSrV89oam19BYxehfXq1ePHH3+kTp068T5U2YNcsYpH5IpV3NFaExQUxJEjR/jzzz85fvw458+ff+6YLSulFIULF+bdd981glaqVKliv2ghhIgj0UOS9UpU9Nt9GzdupGbNmgCMHz+eHj16PHXspk2bqFWrFj/99BMlS5Y0vifj44D16ORWYCIiwcqxHj16xIkTJzh48CBHjhzh+PHjL9V1XilF0aJFqVKlCpUrV6Zs2bJ4eHjEQcVCCGF/0QNUZGQkd+7cwdPTk8jISJtfIq0d1wG+/PJLmjVrRpYslglJ9uzZw4ABA7hw4QJbt24ld+7cQPwPVSDBKlGRYBW/mM1m/v77bw4ePMjhw4c5evQoN2++uLOGp6cn5cuXp3LlylSpUoW33norXvRmEUKIF4ne/HPx4sWsX7+e3bt34+XlRbp06ejQoQN169YlefLkAIwaNYr+/fsDUKxYMfLkyYOPjw/Lly/nxo0bTJ48ma5dE9bE9RKsEhEJVvGb1prg4GD27t3LwYMH+eOPP15qUHyGDBmoWrUqNWrUoEqVKtLeQQgRL0W/UtW3b1++/vprwDLjRXh4OLdv3wagS5cudOrUiQIFCgAwb948xo8fz5kzZ3j06BEAvr6+DBgwgI4dOwIJ40qVlQSrRESCVcJiHae1d+9e9u7dyx9//PHCVg9OTk6UKlWKatWqUaNGDYoUKSJXs4QQ8cro0aP54osvqF27Nn369OHtt9/m7Nmz/PTTT/Tv3x+TyUSrVq0YMGCAMR/g5cuX+ffff/nzzz/JlSsXmTJlIl++fED86aj+siRYJSISrBI2s9nMmTNn2LVrF/v37+f48eM8fvz4ucdkypSJWrVqUbt2bSpVqoSXl1ccVSuEEE87dOgQH3zwAcmSJWP16tVGR3WrpUuX0rNnT27cuMGIESPo16/fc8+XkK5UWUmwSkQkWCUu4eHhHDp0iF27drF3716CgoKeu7+npyeVK1emdu3a1KpVi0yZMsVRpUIIYbFixQoaNmzIoEGDGDJkiLE++tirOXPm0K5dOwD27dvH22+/beyXEIPUk6SPlRDxlIeHB2XLlqVs2bIABAcHs3PnTnbv3s2RI0eMsQhWYWFhrFu3jnXr1qGUonTp0nz00UfUrVvXZhJTIYSILefOnQMwmiJHRkbi4uKCs7OzcUvv448/ZtOmTaxYsYLLly/bBKuEHqrsIeHc9BQigfP19aVJkyZMnTqV7du3M3HiROrUqUO6dOme2ldrzW+//Ubv3r3JlSsXhQsXZtiwYRw7dgy5yiyEiC3WuyWrV6/mwYMHNtN7OTk5Gb3+MmfODMDx48cB5HspGglWQjiAm5sbZcuWZeDAgWzYsIHFixfTtm1bo9fLk44ePcrgwYMpWLAgAQEBDBw4UEKWEMLuPvroI/z9/Tl16hQrVqwwrqxrrdFaG7cDvby8cHZ2pmTJkoBcqYpOgpUQDqaUIm/evHTu3JmlS5eyceNGPvvssxifGDxz5gwjRoygYMGCBAYGMmTIEE6ePOmAyoUQCY3ZbI5xm8lkwsfHhxo1ahASEsKkSZP48ccfefDggU1w+u2331i0aBHZs2cna9ascVF2giKD1+MRGbwunnT37l22b9/OL7/8wqFDh577lGGBAgVo0qQJTZs2JXv27HFXpBAiQYg+AP3nn3/m77//xt3dnRw5ctjMrXrmzBm6d+/Oli1byJs3L9WqVaNr166kTJmSgwcPMmrUKHbv3s23335L27ZtHfVxYo08FZiISLASz/Pw4UN27tzJ5s2b2bdv33NDVtmyZWnWrBkNGzYkTZo0cVilECI+iv603oABA/jyyy+NbU5OTnzxxRcMHz7cWHfixAmGDBnC1q1bCQkJIXXq1Li4uHDz5k2UUowZM4aePXs+de7EQIJVIiLBSrys0NBQfv31VzZt2sSBAweIiIh45n4uLi5Uq1aN5s2bU6dOHZnDUIgkbty4cXz++efky5ePmjVrcu/ePWbNmgVA586dGTNmjNFPLygoiJ07dzJnzhyuXLnCw4cPqV69OrVr16Z27dpAwmv++TIkWCUiEqzE63jw4AHbtm1j48aNHDp0KMYxFKlSpaJRo0a0bt2akiVLJqrfMIUQLxYaGkr16tVJliwZ48aNI3/+/ABs3ryZJk2aEBISQocOHRg/fjyenp42x4aFhREZGWnMEQiJM1SBBKtERYKVeFO3b99m48aNbNy4kVOnTsW4X548eWjdujUtWrTAz++1vjuEEPHck7fozpw5Q0BAAKtWreLDDz80nvRzcnJi+/btNG7cmBs3btiEq+jjsp51zsToTYNV4ouaQiRhqVOnplmzZixatIg1a9bQtm1bfH19n9rvzJkz9OvXj6xZs1KtWjVWrlz5wul3hBAJh8lkMgJQWFgYDx8+JDIykjJlylCqVCnAcsXJus+7777LsmXLSJcuHbNmzeLTTz8lPDzcJlSBtFV4GXLFKh6RK1YiNmit+fPPP1mzZg2//PILDx8+fOZ+6dKlo1WrVrRt25aAgIA4rlIIYS/Rb9FNnTqVzZs3ExwcTPr06dm8eTNLliyhcePGxv7Rr0JFv3L18ccfM3ny5KduCyZ2ciswEZFgJWJbeHg427dvZ+3atRw6dCjGBqPlypWjffv2NGjQIMl9qQqRWPTr14+vvvoKJycnPD09CQ0NBaBVq1aMHDnS6J4OtuFqx44d1K1bl7t377J161bee+89h9TvKHIrUAjx0jw8PKhevTozZsxgw4YNdOzY8ZmTPe/evZtWrVrh5+fHZ599xtmzZx1QbcxMJhNeXl64uroSEBDAkiVLHF2SEPHKypUrmTx5MjVq1GDz5s0cOXKEfv364erqyvz585kzZw537twx9ldKGb9oVaxYke+//54ZM2YkuVBlD3LFKh6RK1bCEcxmMwcPHmTlypXs3LkzxtYNlStXpnPnztSuXRtXV9c4rtLW9evX6dOnD0eOHOHo0aO4uroSHBz8zHkXhUgKnhxkPmrUKObMmcOqVasoWLCgsX7mzJkMGDCAW7duMWzYMLp27YqPj4+x/VmD0xPr038xkVuBiYgEK+Fod+/eZf369axatYpLly49c5/MmTPTsWNHOnbsSIYMGeK4QluPHj0iR44c/Pvvv6xevZoPP/zQofUI4WjDhg3D1dWVTZs2kT9/fqZPn47ZbMZsNhsTKs+ePZu+ffty+/btZ4arpE5uBQoh7CZlypQ0a9aMFStW8O2331KpUiWb2e0B/vnnHwYPHkzWrFlp0aIFBw4ccFC14O7ubkzFceTIEYfVIUR8sGPHDoYMGcLYsWM5f/680XNKKYWLi4vR465du3Z89dVXpEmThkGDBjF9+nSb24LizUiwEkI8RSlFkSJFGD16NBs3bqRz585PXZ16/PgxixYtokSJEpQuXZolS5Y4pGVDkSJFAAlWQpQuXZoRI0bg4+PDP//8w88//8z58+eNW3tOTk424WrUqFFkyJCBAQMGMHbsWGm5YicSrIQQz+Xj40Pbtm1Zt24dEyZMoESJEk/ts3fvXpo1a0b27NkZNWoUt2/fjpPatNZs2rQJkGAlkjaz2Yy7uzu9e/fm448/Jlu2bJw+fZrvv/+eW7duGfs9Ga6GDh2Kk5MT6dKlw83NzVHlJyoyxioekTFWIqG4fPkyixcvZsOGDYSFhT213cvLizZt2tCzZ0/8/f1jrY7x48fTq1cvY/n27dsyVkQkWdZB5o8fP+abb77hm2++wWw2M2jQIJo1a2YzIXv0AenHjx8nMDDQUWXHOzLGSggR57JmzcoXX3zBpk2b6NWr11Pd3R8+fMjUqVPJkycPdevWZdeuXTH2zHpdJ0+epF+/fqRIkYKUKVMCz79qde7cOWrUqIG3tzdp06alS5cuRl8fIRID69UoNzc3evXqxWeffYZSimHDhrFo0aIYr1xZQ1VM84yKVyPBSgjx2pIlS0bTpk1ZvXo148ePN8Y7WWmtWbNmDRUqVKBs2bKsXbvWLl/eERERtGjRgvDwcCZPnkzJkiWBmIPV3bt3ee+997h9+zbLly9n4sSJrFy5kpYtW75xLULEJ9HD1aeffkrv3r1RSjF8+PBnhqsnjxVvzuXFuwghxPM5OTlRvnx5ypcvz+nTp1mwYAG//PILkZGRxj6///47H374Ifny5aNPnz40bdr0tcd0DB8+nEOHDlG/fn1atmzJyZMn2bJlC3/88ccz9585cyY3btzg4MGDpE+fHgBPT0/q1avHoUOHKFas2GvVIUR89GS4Ahg7diyjRo3CZDLRsmVL0qZN6+AqEy+Jp0IIu8qbNy8jR45k3bp1tGjRAm9vb5vtJ0+epE2bNuTKlYvx48fz4MGDVzr//v37GTVqFJkyZWLmzJkAFC1aFIj5itWGDRt47733jFAF8MEHH+Dt7c369etf6f2FiGsmk+mVj3kyXPXp04eHDx/y+eefExQUFAtVCisJVkKIWJEuXTp69OjBhg0b6N69+1O/IQcFBdGrVy+yZ8/OyJEjuXv37gvPGRYWRsuWLTGZTMydO5fUqVMD/wWrU6dO8ejRo6eOO3HiBPny5bNZ5+LiQp48eTh58uTrfkQh4oS1o/rixYs5derUSx8XPVz16NGDXr16MW3aNAoXLhxLlQqQYCWEiGVeXl60bNmSdevWMXDgQLJmzWqz/datWwwYMIBs2bIxcOBAmzEgT+rTpw+nT5+mS5cuVK1a1VifK1cuUqVKRUREBMePH3/quDt37pAqVaqn1vv4+MRZawghXlX0Bz4mT55MixYt+N///vdKc3dGD1eDBg2iY8eOgAxUj00SrIQQccLV1ZU6deqwYsUKxo4dS/78+W223717lxEjRpAtWzb69OnDtWvXbLZv3bqVqVOnEhAQwJgxY546v3XgfEzjrIRISEwmk82cfTly5ODtt99m3bp1DBo0iDNnzrz0uayD0qMPTpeB6rFH/pcVQsQpJycnKlasyPz585k+ffpTTxKGhoYyZswYcuTIQe/evbl+/TohISG0adMGZ2dnFi5ciKen51Pnfd44Kx8fH0JCQp5af+fOHeN2ohDxRfQJladNm0bNmjXp37+/cdv6+++/Z8iQIa905UrEHQlWQgiHUErx9ttv8+233zJ79uynOrqHhYUxbtw4cuTIQdmyZQkKCmLQoEEUL178meezPtn3rGCVL1++p8ZSmUwmzpw589TYKyEcSWtthKovvviC7t27c+3aNbp3787XX39N//79AVi2bBn9+/eXcBUPSbsFIYTDFS5cmGnTpnHy5ElmzJjBnj17jG0PHz7kxIkTeHt7ExYWxq1bt2w6SFs1adKEJk2aPPP8NWrUYOjQody4cYN06dIBsG7dOh48eEDNmjVj50MJ8Rqst//mzp3L6NGjqVy5Mt988w0FChQw9qlcuTKdO3dmxYoVODk5MXz4cHLnzu2oksUTZEqbeESmtBFJTVikmSt3IwmL1Hi6KLKkdMHTxYnTp08zbdo0m4BllTx5cj777DN69epF8uTJX+p9QkJCKFCgAFmzZmXgwIHcuXOHXr16UapUKdasWWPnTyXEm2vdujWLFy/m559/pmLFimit0VqjlEIpxa5du/joo4+4desWjRs3ZsiQIeTJk8fRZScKbzqljQSreESClUgqLt+NYNP5h/x6KZzwyP++gzxcFO9k86BaLi+ypnTl5MmTTJ06lb179z51jrRp09KvXz86d+6Mh4fHC9/zzJkzdO/enV27duHh4UGDBg0YO3bsU322hHC00NBQAgMDuX79OocPHzYC05MDzlesWEHDhg0BqFevHuPGjSNr1qxGABOvR4JVIiLBSiQF686EMv/ofZ73zaOAVoWSUztPMgCOHTvGtGnT2L9//1P7+vn5MXjwYFq3bo2Li4xuEIlDhQoV2LNnDxs3buT999+32Wb9d/vKlStUqFCBx48fc/XqVVq3bs2cOXOMfSRcvR6ZhFkIkWCsOxPKvBeEKgANzDt6n3VnLJMkFyhQgGnTpjF79mwKFSpks29QUBDt27cnMDCQlStX2n2yZyEcoVixYmitGTNmDBcvXnxqu1KKrFmzkiZNGipVqkTWrFmZN28ekydPNrYLx5BgJYSIE5fvRjD/6P1XOmb+0ftcvhthLBcuXJjZs2czefLkpwbrnjlzhvr161OmTBl2795tl5qFiC0x/QLw+PFjANq0aUPBggXZu3cv06dPJzg4GIDIyEgjNG3YsIFjx47x6aefsmDBAgB++uknIiIi5BcMB5JgJYSIE5vOP3zhlaonaWDz+TCbdUopSpcuzZIlS/jqq6/IkiWLzfa9e/dSvnx5Pvzww1ea/kOIuBK9+ee///7L6dOnjatS1onJc+fOTbNmzfDw8GDWrFmMGDGCkydPGre79+zZw8SJE8mQIQMAAQEBpEmThiNHjnD//qv9AiPsS4KVECLWhUWa+fVS+Gsdu+NSGGGRT0+/oZSicuXKLF++nP79+z/VgmHt2rUUKFCAjh07cvXq1dd6byHszWw2G32qvv76a95//33y5ctHmTJlaNasGdeuXUNrjaenJx07dqRLly4kT56cmTNnUqJECZo1a0aTJk2oVq0aP//8M59++ilFixbF1dUVs9lM3rx5SZ06tdwKdCAJVkKIWHflbqTN03+vIjxSE3QvMsbtLi4u1K1bl7Vr19KpUyebruwmk4lZs2aRO3duRo0aRXj464U7IezF+mRfv3796Nu3L0FBQRQoUIBHjx6xdOlSGjRowIEDB4iIiCBlypT07t2bMWPGULt2bUJDQ1m6dCk//PADadKkYdq0aXz66acAjBw5kjt37lCyZEkiIyPlVqADyVOB8Yg8FSgSq6PXHjFs553XPn5wBR/eyvBy/03cuXOHmTNnsmbNGiIjbQNZtmzZGD16NA0bNpTf6IXD/Pjjj7Rs2ZIKFSowbNgw8uXLx4ULF2jfvj2//fYbxYsXZ9KkSRQvXhwXFxfjCb8dO3YQGhpK6tSpSZkypTHf5rRp0/jiiy/IkCEDW7dufWqic/Fq5KlAIUS85+nyZiHG0/Xlj/fx8aFv376sWLGCihUr2my7dOkSjRs3ply5cs9s3SBEbDCZTDbLhw4dwsPDg2HDhlG4cGGcnZ3Jly8fixcvpk6dOhw8eJAePXpw8OBBm/FYFStWpGbNmpQuXZr8+fPz+PFjBg4cyKBBg3Bzc2P16tUSquIBCVZCiFiXJaULHq8ZrjxcFH4pXr0/lZ+fH2PHjmX27NlPdaT+7bffKFmyJK1atZLxVyJWRA9T1jFVXbp0Ydy4cTx8+JCWLVtSuHBhY8yV2WwmW7ZsTJ48mQ8++IADBw7QvXt3Dhw48Mzberdu3aJcuXKMHDmSHDlysGvXLgIDA+Ps84mYSbASQsQ6Txcn3sn24u7oz1IxmyeeLq//VVW4cGEWLVrEkCFDnhrgvmDBAvLkycPYsWONx9yFeBPHjx/n/v37Rliy2r9/PzNmzODzzz/nu+++4/r164BlzJVSCicnJ8xmM35+fkyePNm4ctWrVy/27t1rcy6ANGnS0KdPH0aOHMmaNWsICAiI088pYibBSggRJ6rl8uJVr1kpoGouzxfu9yJOTk7UqlWLNWvW0K5dO5sxjPfv3+fzzz/nrbfeYsuWLW/8XiLpOnToEAULFqRChQqEh4fbTEFTokQJpkyZAljmrgwNDeXhw4cARmiyhqssWbIwadIkPvroI/bu3UubNm2MIBZd/fr16dOnD76+vnHw6cTLkmAlhIgTWVO60qrQy02abNWqUHKypnS1Ww2enp506tSJlStX8t5779lsO336NFWrVuXDDz/k77//ttt7iqTDw8MDLy8vfHx8bG4FPnr0CLDcCrSGq5UrVzJr1izgv0AV/ecsWbIwfvx43nvvPdq1a0fGjBmf+Z7W24wi/pCnAuMReSpQJAZOkWF43L+Ic+RDTC5ehCfPjtnlv6tOrzNXYGw5ePAgo0ePfipIeXp6MmDAAD777DP5b1G8kqCgIFKkSEGKFCmYO3cuH330ESlTpuTx48dG889Zs2bRqVMnAKZOnUrnzp0By5Ur61Uu68+hoaEkS2b570Dm/4sbMglzIiLBSiRkHvf/Jt3fa0kT9DPOpv+6pZucPbnlV4UbOeoQnjwHYJneZvP5MHZcCrPpb+XhoqiYzZOquTzteqXqeSIjI1mxYgUzZszgwYMHNtvy5MnDtGnTqFSpUpzUIhKP8ePH89lnn1G1alW+//57UqRIwaNHj4zv9m+//ZaOHTsCMYer6CRUxR0JVomIBCuRUKU/vxy/EzNQz7kOpVEE5e/E9VwNjHVhkWaC7kUSFqHxdLU8/fcmA9XfREhICBMnTmTdunVPbWvSpAnjxo0jU6ZMDqhMJARPBp+jR4/SpEkTTp06RfXq1Vm6dOkbhysRN6SPlRDCodKfX06WE9OfG6oAFJosJ6aT/vxyY52nixO5U7vxVgZ3cqd2c1ioAkiVKhWDBw9m7ty55MqVy2bb0qVLyZs3L1OmTHmqJ5EQ0XtNWS9WFCpUiBUrVpA/f342btxIkyZNuHfvHu7u7saYq/bt2zNjxgwAunbtaoy/klCVsMn/e0KI1+Zx/2/8Tsx4pWP8TszA4378HRxesGBBFi9ezGeffYaXl5ex/v79+3Tr1o0yZcrw119/ObBCEd9YB5APHjyYsWPHGuEqf/78fP/9988MV9b2Hh06dDAGsXfv3p2//vpLpqNJ4CRYCSFeW7q/177wStWTFJp0F3+MpYrsw8XFhSZNmrBq1SqqVKlis23//v0ULVqUfv36ERYWFsMZRFKzb98+hg8fzpYtWwgNDQUsV7ICAwOfGa7c3NyMK1ft2rVj4sSJjBw5koIFC8pYqgROgpUQ4rU4RYaRJujn1zo2zZUtOEXG/1CSNm1aRo0axZQpU8icObOxPjIyklGjRlGgQAF++eUXB1Yo4gtfX19q1qzJL7/8YlyBcnZ2RmsdY7iKfluwW7dufPHFFwBPNQMVCYsEKyHEa/G4f9Hm6b9X4WyytGRIKEqVKsUPP/xAy5YtbfoGXbhwgcqVK9OmTRvu3Hn9SaZFwhI9+Fh/9vPzo2vXrgCMGDGCXbt2ARhXn54MV82bNzfC1ZNBSsZYJWzy/54Q4rU4Rz58w+Pj/xWr6Dw8POjevTuLFy8mX758NtvmzZtH/vz5Wbt2rYOqE3HFZDIZwefRo0c2IahatWp88cUXhISEsGrVKsLCwmzGS1nD1VtvvcX69eupVasWEREREqQSGfl/UwjxWkwuXi/e6bnHv/lUNY7g7+/PvHnz6N27N56e/32Gq1ev8uGHH9K4cWNu3LjhwApFbLJesfz0008JDAzk119/5ebNm8b2unXrEhgYyNy5czl58iRKKZsrUoGBgSxatAhfX1+qVq2Kq2vc9GsTcUeClRDitYQnz47J+fXCkcnZk/Dk2e1bUBxydnamcePGLF++nJIlS9pss97uWbp0qTzdlUgtWLCAiRMncuHCBRo0aMDnn3/Otm3bAChevDj169fn3r17dOvWjVu3bj11RapAgQIcPXqU/v37A8jfk0RGgpUQ4rWYXSwd1V/HrSzv20xzk1BlzJiRKVOmMGTIELy9vY31N2/epGnTptSrV++Zk+eKhC1Xrly4urqSPHlycuTIwfz586lWrRpDhw7l+vXrDB48mCpVqvD777+zbNkyIiMjnzpH6tSpAemonhhJsBJCvLYbOeqgebV/FDSKG9k/iKWK4p5Silq1arFixQreeecdm22rV68mMDCQlStXOqg68aaiX03SWqO1pmzZsnz99dc8ePCArl27smHDBooWLcrQoUN5//33mTJlCl26dMHX15dly5YZ7Ree9bSfhKrER4KVEOK1hSfPQVD+Tq90TFD+TsacgYlJ2rRpGTduHF999RUpU6Y01t+8eZP69evTrFkzbt++7cAKxasym81G8Hn06BFKKaPzfo0aNShWrBjdunXjrbfeYt26dUybNo1//vmH7t278/nnn+Pi4sKePXsYOnQoIE/7JRXy/7IQ4o1cz9WAK/k7v/DKlUZxJX9nm7kCE6PKlSuzfPlyKlasaLN+yZIlBAYG8tNPPzmmMPHKrEFo5MiRfPrppwQFBeHi4gJA7ty5adGiBffv32fgwIF4enrSqVMnDh06RJs2bTCZTFy6dAmwPDV6+vRph30OEbdkEuZ4RCZhFgmZx/2/SXfxR9Jc2WLT38rk7MmtLO9zI/sHifJKVUy01mzevJmvvvqKBw8e2Gzr0KED33zzDcmSJXNQdeJl7dy5kxo1avDw4UOyZs3KuHHjKFasGNmzZwegatWq7N+/nx9//JHy5csDlumPDh48yNSpU1m1ahXjx4+nR48eDvwU4lW86STMEqziEQlWIjFwirQ0/3SODMPkYnn6LzEMVH9dN27cYNiwYfz+++826/39/Vm8eDElSpRwUGXiZdy/f58rV64wfPhwvv/+e9zd3alcuTLNmzenUaNG7N27l7p165I/f/5nduHfu3cvpUqVAiy3FuV2YPz3psFK/h8WQtiV2cWThz75uJ+uKA998iXpUAWQLl06Jk2axIABA2z6Xp07d44yZcowbNiwZz41JhzLOtDc29vbaJ8xe/ZsKlWqxE8//USTJk3o3bs34eHhVK9enV9//ZWxY8cax1vHYlnbcUioSjrk/2UhhIhlSik+/PBDli5dSsGCBY31JpOJwYMHU65cOc6dO+fACsWTT+xZ7+ZEf2rv448/Zv78+UyfPh0fHx+++eYb+vXrR0hICG5ubmzZsoWzZ88C/zUStR4voSrpSJT/TyulGiildiil7iilQpVSR5VSfZRSr9ziVimVTCn1hVLqoFLqnlIqQil1VSm1XimVeJ4ZF0LEOj8/P2bPnk3nzp1t5hzct28fRYoUYeHChQ6sLumKPk3Nli1bGDlyJLVq1aJ9+/Z89dVXNr3I0qRJQ8eOHdm4cSM9e/bk7NmzrFmzhsePH7N161aZ1kgkvjFWSqkJQA8gEtgGPADeA1IBu4H3tdYvNUmZUioNsBPIH3We34AQwB8oGrXbJK21XUYlyhgrIZKOkydP0r9/fy5fvmyzvlmzZkybNo0UKVI4qLKkJfotusGDB/P111/z6NEjm31y5szJt99+S7ly5WymoAkNDeXChQt88sknHDlyhPv37zNmzBg+++yzOP0Mwr5k8Ho0SqkPgdVYQtA7WuvDUevTYglZBYFxWuveL3m+iUB34BCWQHY72rYawFrABSittd5rh/olWAmRhISHh/PNN9+watUqm/U5cuRg6dKlT02XI2LPoEGDGDFiBOXLl6dHjx6kSZOGo0ePsmTJEvbv30+mTJmYNm0aderUwWQy2VxxDA0NZfbs2fj6+lK/fn0HfgphDxKsolFK7QfeBgZorUc+sa0csAt4BGTQWt99ifP9BRQAGmqtlz9j+xagCtBLaz3eDvVLsBIiCdqxYwdDhw7l/v37xjoXFxeGDRvG//73PxmfE8vWrVtHw4YNKVasGDNnziQwMNDYFhERQaNGjVizZg2+vr5s2bKFfPnyGVe6rK/Rp6aRgeoJmzwVGEUp5YslVAEseXK71no3cAVwB2q85GnDX3K/my/eRQghnq1ixYosW7aMIkWKGOsiIyPp168fVatWlfkGY9nhw4d5/Pgxn376KYGBgcbUNZGRkbi6urJ8+XIqV65McHAwPXv2JCwszAhO1tfog9wlVCVtien/fes30m2t9d8x7HPwiX1fZGPU6/+UUqmjb4i6FfgucBX48VUKFUKIJ2XIkIEZM2bQuXNnm3+Yt27dSqFChdixY4fjiktErG0QrCIjI9m1axdKKaPpp8lkQimFi4uLcdtv0qRJZM6cmfPnz3Pr1i0HVC4SisQUrKwtnS8/Z58rT+z7IqOBzUAx4JJSapNSaplS6iDwE7APqPgytxWFEOJFnJ2dadu2LbNnzyZDhgzG+qtXr1KpUiVGjBjxVDAQL89sNhtjo44cOcKDBw9wdnbGzc0Ns9nM9u3bAYxpa+C/tgmpU6fGx8eHCxcucOHChbgvXiQYiSlYJY96DX3OPtZ5JV7qcRutdShQGxgLJAOqAo2wBK1bwFYg+FWKVEoFxfQHyPgq5xJCJE5vvfUWS5cuNaZIAUsoGDhwIFWrVuXatWsOrC7hsl4J7NmzJ0WLFuWnn35CKUWdOnVwdnZm27ZtT/UTs45DTp8+Pb6+vqROnRo/v9caeiOSiMQUrOxOKZUJ2AN0AwYAOQFvoASWJwUHA7uVUsljPIkQQryGFClS8M0339CrVy+bKyi//PILhQsXZteuXQ6sLuGaP38+c+bMoVy5cvj7+wNQqFAh/P392bRpE7NnzyY4+L/fl63Bavv27ezatYvChQuTIkUKEtODX8K+ElOwsj5O87xZTb2jXu+95DnnYxkQP1Br/aXW+m+tdajW+gBQC/gLKAS8VPsGAK21X0x/sIzXEkIIwDIgumnTpnz33XdkzPjfBe2rV6/y7rvvMn78ePkH/gWevHX6888/kyNHDmbMmEGxYsUAKFWqFD179kQpxddff82oUaPYsmULYLnKtWvXLkaMGEFYWBjt2rUjbdq0NoPVhYguMQWri1GvWZ6zj3XbxefsAxhPGVaJWlz65HatdQSwImqx8ktVKIQQryEwMJClS5dSoUIFY53JZKJXr140aNDApk2DsGUdIzV27Fi2bdvG2bNnadSoEfnz58dsNhvBq2PHjowfP56UKVMyffp0ateuzfvvv0/VqlWpUaMG27dvZ+zYsTRu3BhAAq2IUWIKVn9EvaZRSsU0OL141Ovhlzhf1mg/x3SFyzpoPXUM24UQwi6SJ0/OuHHj6N69u81TgytXrqR48eIcP37cgdXFb4sXL6ZPnz40adKEs2fPkiyZ5caGUgpnZ2djnsDu3bvz7bff0qxZM8xmM1u3buWXX36haNGiLFq0iF69egGW8W5yxUrEJNEEK611EHAgarHpk9ujGoRmwdIgdMNLnDL6oPSY2h+XinqNqb2DEELYjVKKli1bGpMAW505c4YSJUrw/fffO7C6+KtevXp8+OGH3Lhxg5CQEPbv309ISIjNBMnWcFW/fn3mzZvHqVOnOHjwICdPnmTt2rU0bWr5Z0Waf4oXSWx/O76Meu2rlLLO5Wed829a1OKU6O0RlFJ1lVKnlFK/RD+R1voy/wW1iUqp7NG3K6WaY3lCEJ7RkFQIIWJLsWLFWLp0KYUKFTLWPXz4kMaNG/P5558n6ZYMT372iIgIPDw8WLp0KXXq1AFg27Zt7N+/32Y/a/d0sATYXLlyUbRoUXLnzk2qVKkAy+0/CVXiRRLV3xCt9RpgEpZB6nuVUhuVUiuAc1jmCdwDDHzisJRAXiDXM075MZau6vmAk0qp7Uqp5UqpY8BCQAGLgMWx8HGEECJGadOmZebMmTRr1sxm/dixY6lWrVqSbWJpHVO1ceNGo3N6ZGQk7u7uLFu2jI8++ohr167RqVMnDh06ZHOs9QpWTLf55PafeBmJKlgBaK17YLmS9DtQBsv0NUFAX+A9rXXYK5zrGJa5AkcDZ7A8IfghkB5L49BGWusWWkYxCiEcwMXFhU8//ZQvv/zSZn7RrVu3Urx4cY4ePerA6hxn4MCB1KxZkz59+hAZGYmLi4sRrhYvXky9evW4ePEiDRs2fCpcCfGmEl2wAtBa/6C1fkdrnVJr7aW1Lqi1Hq21fvyMfedprZXWOnsM57qmte6rtS6ktfbWWrtqrdNrratprX+I9Q8jhBAv8P777zNv3jwyZcpkrLt48SKlS5dm2bJlDqwsbjx5+y9PnjykTp2aCRMm0K9fv6fC1aJFi6hXrx5///23hCthd4kyWAkhRFKTO3duFi1aRIkSJYx1YWFhNGnShH79+hmDsxMb61x+YGn+2apVK77//nseP7b8Hj127FgGDhz43HDVtGlTDh48+Ly3EeKlSbASQohEImXKlEyePJmWLVvarB81ahR169ZNdP2utNZGqPriiy/o2LEj+/bto3z58nTo0MF4km/06NEMGDAAk8n0VLhq2LAhZ8+epWrVqly/ft2RH0ckEi4v3kUIIURC4ezsTPfu3QkICGDo0KE8evQIgB9//JEyZcrw448/kiPHy85DH79ZB5NPmzaN0aNHU6NGDUaNGkXBggWNfapXr06LFi34+uuvUUoxfPhwm3A1f/587t69S7ly5UifPr2jPopIRJSMu44/lFJBPj4+vuvXr7cZiCqEEK/j1KlTfPrpp9y4ccNYlyZNGlatWmXTxT0hi4yMpE6dOmzfvp3t27dTsmRJo4GnNXgtX76cRo0s3XH69OnDiBEjcHFxISIiAldXV5veVNKnSvj5+REcHBwcNdXcK5O/PUIIkUgFBASwcOFCAgMDjXW3bt2iUqVKzJ0714GV2c+dO3fYvXs36dOnJ0+ePJhMJiNUWS8cNGjQgNGjRwPw9ddf88UXXwAYrRisQUr6VAl7kL9BQgiRiKVNm5ZZs2ZRvXp1Y11kZCQff/wxffv2TfCD2l1dXUmVKhV37tzhn3/+wdnZ2aYflfXzlSpVimTJkuHl5cW4ceP48ktLP2kXl/9GxEifKmEPEqyEECKRc3d3Z9iwYXTr1s0mPIwePZqGDRsSFvbS7f3inVSpUlGsWDHu37/P9OnTuX379jP3K126NDly5DAmUR4wYAA//vhjXJYqkggJVkIIkQQopWjVqhVjxoyxGcO5cuVK3nnnHa5du+bA6l6P9VZf06ZNSZcuHevXr2ft2rXG04/Rb/OtWbOGkydPMnToUGbPng1YGqlGP48Q9iDBSgghkpCKFSsye/Zs0qRJY6w7cOAAJUqU4NixYw6s7NVZr76999571KpVi8uXL/Pll18yd+5crl27Ztzm++2335g+fTr+/v48evSIAgUKALBnzx6j35UQ9iLBSgghkph8+fKxYMEC/P39jXWXL1+mbNmybN++3YGVvZ7UqVMzbNgwGjZsyOXLl+nbty/vvPMO/fv3p0ePHtStW5ft27fTpUsXcubMSerUqXFxcSFr1qy4ubnJ2CphVxKshBAiCcqQIQNz5syhbNmyxrp79+5RtWpVlixZ4sDKXo+vr68xhU2BAgU4c+YMo0aNYvLkyZjNZqZMmUK3bt0AGD9+PJGRkZQsWRKttdwKFHYlfaziEeljJYSIayaTibFjx7J8+XKb9aNGjeJ///tfgruaEx4ezqNHj1i/fj0PHjzA19eXjBkzUrx4cQCmTp1Knz59yJEjB5s3b8bX19fBFYv45k37WEmwikckWAkhHEFrzcKFC5k0aZLN+k6dOjF58mSblgQJldaa4cOHM3nyZAB27txJvnz5HFyViI+kQagQQog3opSiZcuWjBw50iZEzZgxg48++ihBt2PQWvPvv/9SqlQphgwZQubMmdm1a5eEKhFrJFgJIYQAoGrVqkydOhVvb29j3bp166hSpQp37txxYGWvTymFu7s7devWpW/fvqxfv56AgABHlyUSMbkVGI/IrUAhRHxw4cIFunXrZtPbKjAwMEGPSTKZTJjNZlxdXR1diojn5FagEEIIu8qZMydz584lR44cxrrjx49TpkwZTp8+7cDKXp+zs7OEKhEnJFgJIYR4Svr06fnuu+8oWLCgsc7a6+rAgQMOrEyI+E2ClRBCiGdKkSIF06dPp1y5csa6W7du8e677/LLL784sDIh4i8JVkIIIWLk4eHB2LFjqV27trEuNDSUGjVqsHbtWgdWJkT8JMFKCCHEc7m4uDBo0CBatmxprHv8+DH16tVj0aJFDqxMiPhHgpUQQogXUkrRvXt3unbtaqwzmUy0aNGCadOmObAyIeIXCVZCCCFeWps2bZ6a6qZr166MHDnSgVUJEX9IsBJCCPFKGjRowLBhw3By+u+fkAEDBtC/f3+Z0FgkeRKshBBCvLLq1aszduxYm95QX375Jb1795ZwJZI0CVZCCCFeS4UKFZg0aZLNTBHffPMNn3zyCWaz2YGVCeE4EqyEEEK8trfffpupU6fi5eVlrJs2bRodOnTAZDI5sDIhHEOClRBCiDdSuHBhpk2bRrJkyYx13333Ha1bt5ZwJZIcCVZCCCHeWIECBZg5cyYpUqQw1i1atIgWLVpIuBJJigQrIYQQdhEQEMCsWbPw8fEx1i1dulTClUhSJFgJIYSwG39/fwlXIkmTYCWEEMKucuTIIeFKJFkSrIQQQthdTOGqZcuWEq5EoibBSgghRKx4VrhasmQJbdu2lT5XItGSYCWEECLWPCtczZ8/n86dO0uHdpEoSbASQggRq3LkyMGMGTNImTKlsW7WrFn07NlTwpVIdCRYCSGEiHW5cuVi+vTpJE+e3Fg3adIk/ve//0m4EomKBCshhBBxIk+ePEyZMsVm+psxY8YwZMgQxxUlhJ1JsBJCCBFnAgMDmTx5Mh4eHsa6YcOGMW7cOAdWJYT9SLASQggRpwoVKsTEiRNxd3c31vXu3ZvvvvvOgVUJYR8SrIQQQsS5YsWKMWbMGFxcXIx17du354cffnBgVUK8OQlWQgghHKJMmTKMGDECJyfLP0Vaa5o3b87GjRsdXJkQr0+ClRBCCIepXLky/fv3N5YjIiL46KOP2LVrlwOrEuL1SbASQgjhUHXq1KFXr17Gcnh4OLVq1eLPP/90YFVCvB4JVkIIIRyuadOmdOjQwVi+d+8eVatW5e+//3ZgVUK8OglWQggh4oX27dvTsGFDY/nq1atUqVKF69evO7AqIV6NBCshhBDxglKK3r17U7lyZWPd+fPnqVatGvfv33dgZUK8PAlWQggh4g0nJyeGDRvG22+/baz7448/+PDDD3n06JEDKxPi5UiwEkIIEa+4ubkxduxYAgICjHXbtm2jTZs2Mq+giPckWAkhhIh3kiVLxqRJk/Dz8zPWLV26lH79+jmwKiFeTIKVEEKIeCl16tRMnToVHx8fY91XX33F9OnTHViVEM8nwUoIIUS85evry8SJE20mbf7kk09Yt26dA6sSImYSrIQQQsRr+fPn56uvvjKmvjGbzTRq1Ij9+/c7uDIhnibBSgghRLxXrlw5+vbtayyHhYVRs2ZNaSAq4h0JVkIIIRKEjz76iI8//thYvnnzJtWrVyckJMRxRQnxBAlWQgghEozOnTtTvXp1Y/n06dPUr1+fiIgIB1YlxH8kWAkhhEgwlFIMHDiQQoUKGet++eUXunTpIj2uRLwgwUoIIUSC4ubmxrhx4/D19TXWzZ49m3HjxjmwKiEsJFgJIYRIcFKlSsXEiRNJnjy5sa5Pnz6sWbPGcUUJgQQrIYQQCVT27NkZM2YMzs7OAGitadasGX/++aeDKxNJmQQrIYQQCVbx4sXp37+/sfzw4UNq1arFjRs3HFiVSMokWAkhhEjQPvjgA5o1a2YsX7lyhbp16/L48WMHViWSKglWQgghErzu3btTunRpY3nPnj107txZnhQUcU6ClRBCiATP2dmZUaNGkS1bNmPdnDlzmDRpkgOrEkmRBCshhBCJgre3NxMmTLB5UvCzzz5j+/btDqxKJDUSrIQQQiQaWbJkYfTo0caEzSaTiQYNGnDp0iUHVyaSCglWQgghEpUSJUrQq1cvY/nWrVvUqVOHsLAwB1YlkgoJVkIIIRKdRo0aUaNGDWP56NGjtGvXTgazi1gnwUoIIUSio5SiX79+BAQEGOuWLFnCxIkTHViVSAokWAkhhEiUPDw8GDt2LKlSpTLW9e7dmx07djisJpH4xVqwUkplUEo1VUqNVUotVEqtj3odq5RqopTKEFvvLYQQQgBkzJiRr776ymYwe8OGDfnnn38cXJlIrOwarJRSrkqp5kqp34F/gIVAL6AZUCPqtRewCPhHKfWbUqqZUsrVznU0UErtUErdUUqFKqWOKqX6vMn7KKXqKKV+VEpdVUo9Vkpdj6p/kD1rF0IIYV/FixenZ8+exvKNGzeoX78+ERERjitKJFp2C1ZKqRbA38B8oCRwE1gHjAJ6Ax2Az4GvgJ+A20ApYAFwQSnV3E51TAB+AMoC+4FNQFZgNLBNKeX5iudzU0r9AKwBKgPHgRXAMSAX0N0edQshhIg9TZo0oXLlysby77//Tp8+fRxYkUisXOxxkqgrVCWwhKlJwDyt9dGXOK4w0AZoAsxXSnXRWpd5gzo+BHoAD4B3tNaHo9anBbYB5YDhWILey/oWaIAlWLXXWt+M9n5OWD63EEKIeEwpxcCBAzl79qzR02rChAmULl2ahg0bOrg6kZjY64pVbqAPkFVr/enLhCoArfURrXUPIAvQF8jzhnX0i3r9yhqqot7nJtAlavETpVTKlzmZUqoS0BLL1amG0UNV1HnNWuu9b1izEEKIOJAsWTLGjBmDh4eHse7jjz/m1KlTDqxKJDb2ClY5tdbjtNaPXudgrfUjrfUYIOfrFqCU8gXejlpc8oz32A1cAdyxjPd6Gd2iXidoreVmvBBCJHA5c+Zk4MCBxnJoaCj16tXj4cOHDqxKJCZ2CVZa63vx4DxFol5va63/jmGfg0/sGyOllDNQKWpxp1Iqo1Kqp1JqulJqglKqlVLK+w3qFUII4QBVq1alUaNGxvKJEyf45JNPHFiRSExivY+VUip9bL9HlBxRr5efs8+VJ/Z9npyANTiVAs4C44FOWMZxzcMy6P69VylSKRUU0x8g46ucSwghxOvp2bMn+fPnN5bnzp3LwoULHViRSCziokHoP0qpIgBKqUFKqdpKqWyx8D7W6cxDn7PPg6jXFC9xvjTRfv4OOITlVmNyoDCwAUgHrFVK5X6lSoUQQjiUq6sro0aNwtv7vxsPnTp1kvFW4o3FRbCqA/wb9XN7YC2WKz13lFK/KqUmKaXaKqWKK6U8Yj5NnFPRfg4GqmqtD2qtH0QNzv8Ay6B2bywD71+K1tovpj/AVbt+AiGEEDHy9fVlyJAhxvLDhw9lvJV4Y7EerLTWP2mtr0b9nAVIi6Uf1FDgApYWCFOx9Jy6/wZvZT022XP2sf5q8jJjuaLXMu/JgflaaxMwM2qxMkIIIRKcihUr0rhxY2P5xIkTdOvW7TlHCPF8cT5XoNb6ttZ6u9Z6gta6jda6KJbAUwho/Qanvhj1muU5+1i3XXzOPtHPZ50G/UIM+1jXZ3qJ8wkhhIiHevToQb58+YzlOXPm8MMPPziwIpGQxYtJmLXWkVrrv7TWi9/gNH9EvaZRSsU0OL141OvhGLZHr+kBcDpqMW0Mu1nXP4hhuxBCiHjOOt4qWbL/bni0b9/eaCQqxKuIF8HKHrTWQcCBqMWmT25XSpXDcsXqEZaB5y9jedRrTLf6qkS97n/J8wkhhIiH/Pz86Nevn7F87949GjduTGRkpAOrEglRoglWUb6Meu2rlCpqXamUSgNMi1qcorW+G21bXaXUKaXUL8843yTgDlBDKdUx+galVGMsk0pb9xNCCJGAVa1aldq1axvLe/fuZdiwYQ6sSCREcR6slFKuSqnCSqk2SqmJSqkd9jq31noNlpDjDexVSm1USq0AzgEFgT3AwCcOSwnkxTKh8pPnuwk0AsKBGUqpY0qp5Uqpw8BSLE8ODtdav+wVMCGEEPHY559/TtasWY3lkSNHsmvXLgdWJBKaWA1WSqmUSql3lFI9lFLzlFJHsDxtdwiYjWXKmPL2fM+ouQcbAb8DZbBMXxOEpSXCe1rrsFc8389YBtbPB1JhaR+RFcvtxKpa60F2K14IIYRDeXl58eWXX+Li4gKA2WymSZMmhISEOLYwkWAorfWL93qZE1lut5XF0jzT+id6I9DofaFCsAw2Pwwc0lovs0sRCZxSKsjHx8d3/fr1uLu7O7ocIYRIshYtWsSECROM5caNG7N06VLHFSTijJ+fH8HBwcFR/SVfmYs9ilBKNQHmAq7WVdE23wX2YQlRh4HDWuuY2hcIIYQQDte0aVN+//139u3bB8CyZcv44IMPaNKkiYMrE/GdvW4FDgLcsHQO/wHLbbcd0bYv0lr301qvkFAlhBAivnNycmLw4MEkT57cWNe5c2euXLnynKOEsF+wygUcAXJorZtorb/WWr8HfAa4A/OVUsuUUqns9H5CCCFErEqfPj39+/c3lu/evUuLFi0wm80OrErEd/YKVpHAEa314+grtdbjgWJYxlM1BP5SSsn0L0IIIRKEypUrU7NmTWP5119/Zfz48Q6sSMR39gpW3sD/nrVBa30SKAWMADIAm6LaLMjobCGEEPHe559/TsaMGY3lfv36ceLECQdWJOIzuwQrrbVZa33jOdsjo9oSlMPSU6obcEgpVcQe7y+EEELEFm9vb4YPH45SlueyHj9+TIsWLaQru3imOG0QqrXej6UNw1QgH5Ymnv2ee5AQQgjhYEWKFKF58+bG8uHDhxk1apQDKxLxVZx3Xtdah2utuwFVgevA8LiuQQghhHhVnTp1Inv27Mby8OHDOXr0qOMKEvGSw+YK1FpvxTLNzBJH1SCEEEK8LHd3d4YOHYqTk+WfzoiICJo1a8bjx49fcKRISuwSrKIGo6d51eO01iFa6xZR50inlJLJjIUQQsRbgYGBtGnTxlg+fvw4Q4cOdWBFIr6x1xWrrsDfSqlRSqncr3KgUiqvUmoMcB7obKd6hBBCiFjRrl07cuf+75+60aNH88cffziwIhGf2CtYvQ38iaXlwiml1G6l1FClVDWlVDallDeAUso7arm6UmqYUup34ASWRqJHo84jhBBCxFuurq4MHToUZ2dnAEwmE61atSIiIsLBlYn4wF7tFv7QWpfD0gR0L1AGGAD8BFwA7iqlTFjmDbwArI/aXhL4HWigtS6vtT5ij3qEEEKI2JQnTx4+/vhjY/mvv/7iq6++cmBFIr6w6+D1qLkAywJFsTzttwd4iGVSZuufh8BuYBhQVGtdTmu90p51CCGEELHt448/JmfOnMbyiBEjpHGoiJ2nArXWR7TWQ7TWFbTWybF0ZvcFkmmtk2ut34nafiQ23l8IIYSIba6urgwaNMh4SvDx48e0bt0ak8nk4MqEI8VJuwWt9UOt9b9a67C4eD8hhBAiLhQoUIBmzZoZywcOHGDChAmOK0g4nMP6WAkhhBCJQceOHcmSJYuxPHDgQC5duuTAioQjxWqwUkq5K6WyK6WSxeb7CCGEEI7i4eHBwIEDjeWwsDA6duyI1tqBVQlHiZVgpZRKpZRaDjzA0p/qnlLqnFLqe6XU50qp95RSKWPjvYUQQoi4VrRoUT788ENjefPmzfzwww+OK0g4TGxdsRoL1Is6/1UsTwLmBBoAXwE/A7eVUmeVUjKljRBCiASve/fupE6d2lju1q0bd+7ccWBFwhFiK1jVAMKAklpr36gnAwOAZsA3wK/APSAX0CiWahBCCCHiTIoUKejdu7exfOPGDZtlkTTEVrDyBrZorQ9aV2itz2itl2qtP9dav6e19gFyA01iqQYhhBAiTlWpUoUyZcoYy3PmzGHXrl0OrEjEtdgKVsdfZiet9XmttdyEFkIIkSgopejbty8eHh7Gug4dOsh0N0lIbAWrecA71jkChRBCiKQic+bMdOzY0Vg+deoU48ePd2BFIi7FVrCaBRwD5iml3GLpPYQQQoh4qUmTJjbT3QwdOpQrV644sCIRV2JrShsN1AYKAr8ppepIwBJCCJFUuLi48MUXXxjLDx8+pFu3bg6sSMSV2OpjlR3YC/hjmZB5FXBHKfWbUmqiUqqFUiogNt5bCCGEiA+KFClCrVq1jOW1a9eyYcMGB1Yk4kJs3QocD+QFwoEDwGnADSgFdMMyBuu4UuquUmp7LNUghBBCOFT37t3x9v5vuHGXLl0IDw93YEUitsVWsHoHuAMU0FqX1FrnB1IC5YGewGIsYSsZUCGWahBCCCEcKnXq1HzyySfG8qVLlxgzZowDKxKxLbaClROwTWv9t3WF1vqh1nqP1nqS1rplVNhKBVSMpRqEEMKG2Ww2fo6MjHRgJSIpqVu3LgEB/41+GTVqlAxkT8RiK1j9AXi9aCet9QOttXROE0LEOpPJhJOT5Stv//79LF68mFOnTjm4KpEUODs706dPH2M5LCyMXr16ObAiEZtiK1hNx9LHKkMsnV8IIV6ayWTC2dkZgHnz5vHFF18wY8YMjhw5IuNdRJx46623qFmzprG8YsUKduzY4biCRKyJrWC1GcuTgCuUUj6x9B5CCPFCZrPZCFWTJk1i6tSpZMmShTFjxtC4cWObDtlCxKZu3brh5fXfzZyuXbvKLelEKLaC1W0sY6fKAEeUUj2UUlli6b2EECJG1tt/8+fPZ+HChZQvX55+/fpRrlw5ACxt94SIfWnTpqV9+/bG8okTJ5g+fboDKxKxIbaC1X3AD1BAFuAb4KJSKlgptVYpNVApVU0plTaW3l8IIQznzp1j2bJlZM2alS5dupAnTx5j2927d/nrr79YtmwZu3fvJiwszIGVisSucePGZMuWzVgePHgwd+7ccWBFwt5cYuOkWutUSqlcQDEsDUKtr5mwdGQ3OqYppS5rrXPERh1CCAEQFBTEzZs36dy5M/7+/sb6HTt2sHbtWnbv3m2sa9iwIe3atcPHR0YxCPtzdXWlV69e9OjRA4A7d+4wZMgQJk6c6ODKhL3E1hUrtNbntdY/aK37aq2raK3TADmBBsBo4Gcsva6yxlYNQggBEBERYfN69epVZsyYQZ8+fdi9ezc1a9akfv36eHl58cMPP7Bv3z5HlisSubJly1K6dGljefr06Zw9e9aBFQl7ipUrVjHRWl8ELgIrreuUUhKshBCxKnPmzKRIkYLZs2ezd+9erl69ys2bNylSpAgtW7Y0xlv5+voyceJEjh07RrVq1dBao5RycPUiMfr000/Zt28fZrOZiIgIPv30U9avX+/osoQd2OWKlVLqnFJqmVKqj1Kq8qs8Cai1vmyPGoQQSVv05p9PCgwM5H//+x958uQhKCgILy8vvvjiCwYNGkS5cuWMY60D2YsVKwYgoUrEmpw5c1KvXj1j+aeffmLbtm0OrEjYi72uWOUEcmC5zQeAUuoScAg4HPV6SGt9y07vJ4QQhuh9qoKDg7l+/TqhoaEkT56cvHnz4uHhwfvvv0+hQoUASJkypU2bBScnJ44ePcrq1avx8/Mja1a5kC5iX8eOHdm4cSMPHjwALPMKHj161Pi7LBImewWrhlgGqFsHqacGskf9+ci6k1LqCtGCFpawdcNONQghkqDooWrBggWsXLmSf/75x9hepkwZKleuTO3atcmQIYNxey/6cYcPH+bbb7/lypUrDB48mFy5cjnks4ikJVWqVLRr144JEyYAcPz4cRYuXEjr1q0dWpd4Myo2ergopbLxX9Cyhq3orRWiv2mw1lp+PQSUUkE+Pj6+69evx93d3dHlCBHvRR8DNXnyZBYsWICvry+1atXCbDZz+vRp9u3bh7u7Oy1atHjqH6xHjx6xadMm5syZw7Vr1+jevTtNmzZ96txCxJbHjx/ToEEDgoODAct4wPPnz0vjWgfy8/MjODg4WGvt9zrHx1a7hUvAJSzd1wGIahAaPWgVA9IDvrFRgxAi8bMGnzVr1rBgwQLKlClDt27djJYKJpOJbt26cfToUS5evMjNmzdJm9byO97ly5cZMmQIf/31F1mzZmXgwIHGlCNms9loLCpEbHJzc6NLly70798fgH/++YcJEybQt29fB1cmXlecPRWotb4CXAHWWNcppXyxBCwhhHhlWmtCQ0PZunUrXl5etGvXzqZP1Zw5czhw4ADlypWjQYMGRqgCyJo1Kx988AHFihWjUqVKBAQEABKqRNyrUqUKixYt4uTJkwCMGjWKDh06kDp1agdXJl6HQ789tNbBWusfHVmDECL+e/To0TPXK6W4efMmf/31F6VLl6ZgwYLGtlmzZjFr1izKli1L586dCQwMBODSpUvGGKwPP/yQ9u3bG6FKay2hSsQ5Jycno2EowL179xg2bJgDKxJvQr5BhBDx2r59+xg0aBCXLl165va7d+8SHh6Oq6urse7bb7/l22+/pWzZsk9NYTNlyhSWL19uTH7r5uZmbJMxVcJRihcvbvRTA5g2bRoXL150XEHitUmwEkLEW6GhoUydOpVt27Yxc+ZMrly5YmyzPnjj7e2Nu7s7p06dAmDevHnGlaonQ9XWrVvZsWMHHh4ecmVKxDuffPKJ8fcyIiLCGHclEhb5ZhFCxFvJkiWjV69eFCxYkJ9//pkpU6YY4cp6dSlHjhzkz5+fixcv0rJlS6ZOnUqFChXo1KmTTag6cuQIc+bMIUuWLJQvX16ClYh3/P39jQcoAJYtW8aJEyccWJF4HfLNIoSI1woXLsynn35Kvnz52LZtG5MnT7a5cuXk5ETr1q3JmDEjJ0+eJGvWrDRr1oyAgADjqtahQ4eYPn06Fy5c4OOPPyZ//vyO+jhCPFeHDh2M29pms1meDkyAJFgJIeIt6zioggULMmzYMAIDA9m+fTtTp07l8uX/ZsMKCAjgo48+Im3atPz777+sWbOGU6dOcejQIRYtWsTAgQM5fPgw3bt3p1atWsB/txKFiE8yZcpkM9XNunXrOHDggAMrEq8qTidhFkKIl2UymXBxsXxFHTlyhPDwcNKmTUuKFCn45ZdfcHFxoUOHDmTJkoVUqVJRu3ZtvLy8+P7779m4cSMbN240zpUlSxYGDRpE7dq1AWmpIOK3Nm3asHbtWsLCwgD4/PPP2bFjh2OLEi8tVjqvi9cjndeFsIgefKZPn87q1at58OABuXPnJiQkxGiXUKVKFTp16kSWLFlQShEREcG9e/dYvXo19+/f5969e5QtW5ZcuXKRI0eOp84tRHw1bdo05syZYyxv3bqVSpUqObCipONNO69LsIpHJFgJYWvOnDlMnz6dd999l+bNm/PWW29x/fp1/vzzT0aPHk1ISAiVK1emc+fOLzVxskxTIxKK+/fv88EHH3D//n0A3n77bfbt2yd/f+PAmwYr+bVNCBEvnT17lu+//57UqVPToUMH3nrrLQDSp09P5cqVGT16NFmzZmXr1q3MmjXLZsyV2Wy2ebWSf5REQpE8eXJatWplLB84cIAtW7Y4sCLxsiRYCSHipVu3bnH79m3KlSuHv7+/Mdjc+lq0aFG++OILADZv3mzT58p6q09u+YmErGHDhqRKlcpY7t+/vzx0kQDIt44QIl4KDQ0F/gtS1qtP1qtOWmuKFy9O48aNAdiyZQvffPONdKsWiYaXl5fNVatDhw7ZPJQh4icJVkKIeMnLywuAbdu2cfHiRZydnW22WwNXunTpSJYsGQEBAezevZugoKA4r1WI2FK/fn18fHyM5QEDBshVq3hOgpUQIl4qXbo05cqVIzQ0lO+//57r168b26I/2RcZGUm2bNn45JNPGD58uM18a0IkdJ6enrRu3dpY/uOPP1i3bp3jChIvJMFKCOEQTw4sf9b2qlWrkj59ejZt2sSyZcuMNgvWUPXnn3+yYcMGMmTIQMmSJalWrdpLnVuIhKRevXqkSZPGWB48eLBctYrHpEGoECLOmUwm49besWPHCAoK4vLly7i5uVGuXDnSpk1LqlSpKFu2LBcvXmTFihUsX76cY8eO0aJFC9KmTUtwcDALFizgypUrtG/f3ub8MmhdJCYeHh60bt2acePGAZaGuZs2baJ69eoOrkw8i/Sxikekj5VICqLfxpszZw7Lli3jzp07xvaMGTNSsGBBOnToQPbs2bl79y5r165l06ZNnD17FqUUSinjqtSnn35K06ZNHfJZhIgr4eHh1K5d2/hvRfpaxR5pEJqISLASiV30Bp1Tpkxh/vz5ZM+enZo1a5IsWTK2b9/OpUuXuH79Onnz5mXo0KHkypWL8PBw/v33X3788UfOnz/P9evXKV68OMWLF6dixYqAdFQXid+CBQuYNGmSsbxt2zbeffddB1aUOEmwSkQkWImkYvPmzQwYMICyZcvSrVs3cuXKBcDDhw85fPgwc+bM4a+//qJIkSIMGTKEzJkz2xwfERGBq6ursSyhSiQFoaGh1K5dm3v37gFQoUIFfv31VwdXlfhI53UhRIKhtcZsNvP7778D0KJFC3LlyoXWGpPJhJeXF6VKlaJr164EBARw7Ngx4x+OyMhI4zzRQxXImCqRNCRLlszmtvfOnTv57bffHFiReBb5NhJCxBmlFA8ePODPP/8kderU5M+f39hmHczu4uJCYGAgFStWJCIigh07dhjrhUjqGjVqRLJkyYzlIUOGOK4Y8UwSrIQQccrV1RUXFxcePHjA6dOnAZ56dNzDw4OqVauSKlUqLl++TEhIiAMqFSL+SZ48uTHbAMDPP//Mn3/+6cCKxJMkWAkh4ozZbEYpRbZs2Xj8+DEHDx4ELLfyrE/5aa3RWpM6dWq8vLwwm81PdV0XIilr3LixzTjckSNHOrAa8SQJVkIIu3tywmT4b4C5h4cHlSpVAmDmzJmsX78esIQr61ODSimOHDnCtWvXKF26NMmTJ5eGiEJE8fHxoU6dOsbyypUrZY7MeESClRDCrkwmk9FS4c6dO9y8eZNHjx7ZDDCvVq2aMU3H0KFDWbVqlc1xR44cYd68eWitjXYK0q9HiP80b97cuJJrMpkYPXq0gysSVtJuIR6RdgsioYve9mDRokVs3LiR27dvkzp1aurXr8/bb7+Nn5/lCeabN28yf/58li1bBljmBsyQIQNeXl5s2bKFmzdv0rNnT5o1a+awzyNEfDZw4EA2btwIWMYlXr58mXTp0jm4qoRP2i08g1KqgVJqh1LqjlIqVCl1VCnVRynl+uKjX3juGkopHfVnqz3qFSKxsIaqqVOnMnHiRM6fP49SijNnzjBu3DhmzJjBmTNnAEibNi1du3alZ8+eJEuWjH379rFmzRqWLl1KsmTJGDhwoBGqZO4/IZ7WsmVL4+fw8HC++eYbB1YjrBLdFSul1ASgBxAJbAMeAO8BqYDdwPta67DXPLcPcAzIBCjgF6115Tev2ji/XLESCd7evXsZOHAgb731Fm3atMHf35+NGzfy448/cuzYMSpUqED79u0JCAgwjjl79iy3bt3i3LlzBAQEkCFDBrJkyQJI808hnqd79+5GLysfHx+CgoLw8vJycFUJm1yxikYp9SGWUPUAKKm1rqq1rgfkBv4CygHD3+AtJgMZgBlvWKoQidaFCxdQStG+fXsKFCiAh4cHH3zwAV26dOHtt99m586dfPvtt0arBYDcuXNTqlQpmjdvTvHixY1QpbWWUCXEc0S/anXnzh3mzZvnuGIEkMiCFdAv6vUrrfVh60qt9U2gS9TiJ0qplK96YqVUXaAZ8A2w/00LFSIxeNYtuitXrlC4cGHjipTJZMLZ2ZnixYvTvn17I1zNmjXLJlxZ2yxEJwPWhXi+YsWK2Vz9HTdunNw6d7BEE6yUUr7A21GLS57crrXeDVwB3IEar3jutFiuUp0GBr1ZpUIkDiaTybiatHfvXuN2n4uLixGIIiMjcXZ2NtooFC5c2CZczZ49m1OnTgEYbRaEEC9PKWXzgMeFCxeMFibCMRLTHBFFol5va63/jmGfg0CWqH2XvsK5pwNpgY+01uHy5S+SOq218aj3zJkzmTdvHmaz2fhNOU2aNFy9epWMGTMaY6SeDFfOzs7s2LGDBw8eMGrUKFKlSuXATyREwlWlShUmTZrEjRs3APj666/54IMPHFxV0pVorlgBOaJeLz9nnytP7PtCSqnGQH1gstZ6z2vWJkSiYv3lYt68ecyePZvMmTPTpk0bypUrR5YsWbh16xajR4/mzp07Rld1pZRNuGrdujX58+enfPnyEqqEeAMuLi4209zs2bOHQ4cOObCipC0xXbFKHvUa+px9HkS9pniZEyqlMgJTgfP8N37rjSilgp6zOaM93kOI2GIdL6W1JjQ0lJ9//pnSpUvTvXt3/P39CQkJ4ciRI8yYMYPdu3czduxYevfujY+Pj83TfUopihYtytixY42+O9bQJYR4dXXr1mX27NmEhVkeev/666/5/vvvHVxV0pSYrljFhlmAD9BOa/3Q0cUI4WjW23/79+8nNDSUW7du0ahRI/z9/dFakypVKsqVK8fnn39Ozpw52bJlC2PHjrW5cgX/hSgJVULYR4oUKWxu/61evZpr1645sKKkKzEFq/tRr8mes4931Ou9F51MKdUKqA3M0FrveLPS/qO19ovpD3DVXu8jRGyZMWMGn3zyCcOGDcPNzQ1/f3+b7S4uLhQuXJg+ffrYhKuQkBCb24LRSagS4s01bNjQ+DkiIoKpU6c6sJqkKzEFq4tRr1mes49128Xn7GNVN+r17agu7sYfoG/UtmLR1sttPJEk5M6dGzc3N/bv38+9e/eMAbMmk8nYx9nZ+alwNWrUKG7fvi19qYSIJdmyZaNMmTLG8syZM3n8+LEDK0qaEtM33B9Rr2mUUjENTi8e9Xo4hu0xHfPOE3/yRm1LFW2dx6sUK0RCValSJUaPHo2npyehoaEsWrQIsFypela4+t///kfWrFnZtm2b0VpBCBE7og9iv379OsuXL3dgNUlToglWWusg4EDUYtMntyulymG5YvUI2PAS5/tQa62e9QdoE7XbL9HWX7TPJxEi/itXrhxffvklXl5e/PLLL8YcZc7Ozk+Fq0KFCtGnTx+GDh1q89u0EML+SpUqZcxcADBhwgTHFZNEJZpgFeXLqNe+Sqmi1pVKqTTAtKjFKVrru9G21VVKnVJK/RKHdQqR4JUrV46RI0fi6enJ0qVLnxuuSpYsSY0alr680hVaiNjj5OREo0aNjOWDBw9y4MCB5xwh7C1RBSut9RpgEpZB6nuVUhuVUiuAc0BBYA8w8InDUmK5tZcrDksVIlF42XAVnYyxEiJ21apVy2Yi5kmTJjmwmqQn0X3Daa17AI2A34EyWKavCcIy4Pw9rXWYA8sTItEpX768Tbiy3nqw9rsSQsQtb29vatasaSyvWLGCO3fuOLCipCXRBSsArfUPWut3tNYptdZeWuuCWuvRWuunHo/QWs+LGiOV/RXObz2msl0LF8KBnrxF9yqhyBquvL29Wbx4MSNHjgSkjYIQjlKvXj3j5/DwcObMmePAapKWRBmshBCvRmtt3KL7999/AYwpaF5W+fLlGTJkCAC+vr52r1EI8fL8/f0pXLiwsTxjxgy5ghxHJFgJIYwrS+PGjaNdu3b88ccfxvpX+TJ+5513WLt2La1btwZe7aqXEMK+6tevb/x87tw5tm3b5sBqkg4JVkIkYdFv/4WFhREUFMT169eZOHEihw9b2r29arjKnDmzcW65FSiE47z33nv4+PgYy5MnT3ZgNUmHBCshkiiTyWTc/vvrr7/4+eefyZo1K15eXpw5c4bx48dz5MgR4NXDFcjTf0I4mpubm838gT/99JPMHxgH5JtPiCTIbDYbEyrPmDGDnj17MmbMGM6cOYOPjw9KKU6dOsWYMWPeKFwJIRyrbt26xs+RkZEyiD0OSLASIgmyXk2aM2cO3333HUWKFOHbb79l+vTpLF++nAEDBlCmTBnOnDkj4UqIBMzPz48SJUoYy9999538NxzLJFgJkUSdO3eO5cuXky5dOjp27EhAQACRkZG4urry/vvv88knn1CxYkXOnDnD2LFjX3vMlRDCserUqWP8fP78eXbv3u3AahI/CVZCJFF37tzh5s2bvPPOO+TOnRuz2YyLiwtgae6ZO3dumjVrhr+/P2fPnmXChAk24UoIkTBUrFiRFClSGMvTp093YDWJnwQrIZKo69evAxAcHEx4ePgzB5sXLlyYgIAAzGYzJ0+eZPLkyZw8eTKuSxVCvAF3d3ebTuyrV6/m7t27zzlCvAkJVkIkUfny5SNVqlRcvXrVeFIoevuFyMhIwNKbKkeOHJQpU4Zjx47xww8/cO/ePYfULIR4PdFvB4aHh7NgwQIHVpO4SbASIol4csoaHx8fsmbNyt9//82iRYsAy6B2rbXNbcEzZ85w9+5dmjRpQkBAAL/++iu3bt2K8/qFEK/P39+fAgUKGMtz5851YDWJmwQrIRKpJ4PUk+OifHx86Nq1KwBr1qxh9OjRREZGopQybgv++eefbNu2jbfffptSpUpRqFAh7t+/z2+//RY3H0IIYTe1a9c2fv7jjz/ktn4skWAlRCIUvfnn5s2bmTp1Kj169GDdunWcPXvW2K9o0aLGhMkrVqzgf//7H8uWLePcuXNs3LiRsWPH8vfff/P2228DkC1btrj/MEIIu3j//fdxc3Mzlr/99lsHVpN4uTi6ACGEfWmtjeafU6dOZd68eca2ffv2ERgYSLNmzahUqRJg+bL19PRk8ODB7Ny5k507d9qcr0ePHsb4jP379+Pm5kZAQEDcfBghhN0kT56cd955h59//hmAJUuWMGbMGOP7QtiHBCshEhnrLb+FCxcyb9488uXLR9OmTblx4wZHjx7l119/5ZtvviEiIoJq1aoBUL58eWbNmsW+ffs4cuQIDx8+xN/fn6JFi/LOO+8AsGjRInbs2EHhwoXJmTOnwz6fEOL11apVywhW165dY8uWLVSvXt3BVSUuEqyESCRMJpPxm2dERAQ///wzxYsX57PPPsPf3x+Ad999lyxZsrBo0SImTpwIYIQrf39//P39adasGWaz2ab9wuLFi1mwYAGpUqWif//+NhO7CiESjpIlS5I2bVpu3rwJwOzZsyVY2ZmMsRIikbCGqv379/Pnn39y+fJlmjdvjr+/vzGQ3c/Pj1atWtG6dWtu3rzJxIkT2bRpk3EOa4sFJycnIiMjuXr1Kr169WLy5Ml4eHgwY8YMsmfPHuefTQhhHy4uLjZB6qeffrJr+xSTyYSXlxeurq4EBASwZMkSu507oZBgJUQCFB4e/sz18+bNo2vXrmzatImUKVOSPXv2p54OTJUqFc2aNbMJV5s3bwYwWixYfz548CBXr16lUqVKTJs2jVy5csXehxJCxIlatWoZPz969Ijly5fb7dy3bt2iYcOGBAYGcvr0aVq3bs2NGzfsdv6EQIKVEAnM4cOHGTFiBMePH7dZHxkZiYuLC+nTp+fHH3/kn3/+4caNGzg5OT3VVf3JcDVmzBjWrVv31HvVqlWLUaNG0a9fP/z8/GL1cwkh4kauXLnInTu3sWzPZqHp06dn3rx57Nu3j0yZMhEREcGePXvsdv6EQIKVEAnI/fv3mTZtGps3b+bPP/+0uRrl4uJC/fr1adOmjTG4fPHixVy9evWZ57KGq+bNm3P37l1MJpPNduu5s2XLRrJkyWLpEwkhHME6thJg9+7dMX5PvC53d3cqVKgAwJEjR+x67vhOgpUQCUjy5Mlp2bIlbdq0oWbNmjg5ORmDUAE8PDyoWbMm9erVI0uWLOzbt4+1a9fG2Ck9VapUtGjRgtmzZ/Phhx/abHvW3IFCiMShatWqxhPEZrOZhQsX2v09ihQpAkiwEkLEU1prACpUqEDHjh1JkSIFkyZNYvjw4Zw5c8bYz9PTk1q1atG0aVNSpUrFsmXLWLFiRYzhKnXq1BQqVAh4ulu7ECJxypgxoxF8wHJ125601saDMRKshBDxklLKCFfOzs5cvnyZnTt38ttvv7Fw4UKbjuoeHh7UqlWLli1bkjx58heGKyu5SiVE0hH96cCjR49y+vRpu517woQJ7NixA4BLly5x584du507vpNvUSESCJPJZDPfX9asWfn8888pUqQImzZtYv78+TGGK29vb5YtW8aqVatsbh0KIZKuSpUq4erqaixbJ2N/UydPnqRfv36kSJGClClTAjFftVqxYgV169Yla9aseHl5ERgYyLhx44iIiLBLLY4gwUqIBCD6NDWbN28mKCgIsDT7a9euHW+99RabN2+OMVy1atWKlClTMm/ePJYsWRJjuwYhRNKRIkUKSpUqZSz/8MMPb3zOiIgIWrRoQXh4OJMnT6ZkyZJAzMFq7NixuLu78/XXX/PTTz/RtGlTBgwYQLt27d64FkeRzutCJADWK1Vjx45lw4YN/PTTT8a2EiVKADBz5kyjH1WrVq2Mx6mt4cpsNjNt2jQyZ86Mh4dHHH8CIUR89P7777Nr1y4Azpw5w7FjxyhQoMBrn2/48OEcOnSI+vXr07JlS06ePMmWLVv4448/nrn/unXrSJcunbH87rvvorVm4MCBfP3112TIkOG1a3EUuWIlRDxj7X7+pEePHrF//358fX1xd3dHa22MuSpRogQdO3Z87pWr2rVrM3v2bOrXrx8nn0MIEf+VL18eNzc3Y/lNBrHv37+fUaNGkSlTJmbOnAlA0aJFgZivWEUPVVbFihUD4J9//nntWhxJgpUQ8ciRI0f44YcfnjnQMywsjNDQUHx8fHByckIpZTOg/Vnh6ty5c8bxnp6expyB8vSfEALA29ubMmXKGMvLly83vlNeRVhYGC1btsRkMjF37lxSp04N/BesTp06xaNHj17qXDt37sTNzS3BzvQgwUqIeOLq1at8/vnnxhQzISEhNtvNZjORkZF4enrarI8pXP3888/Mnj2bU6dOPfVe8vSfEMKqSpUqxs/nz5/nr7/+euVz9OnTh9OnT9OlSxeqVq1qrM+VKxepUqUiIiLiqdkinuXEiRNMnDiRDh06kCJFileuIz6Qb1ch4om0adPSqFEjUqdOzbfffsuGDRtswlVISAihoaFGsIreKf3JcNWpUycCAgL45ZdfuH37dpx+DiFEwlK+fHnc3d2N5Vd9OnDr1q1MnTqVgIAAxowZ89R2a7+smMZZWd28eZMPP/wQf39/vvrqq1eqIT6RYCVEPGA2m3FxcaF169Y0adIEJycnZs+ezU8//WSEq0ePHhEREUGaNGkAy1UnrbURsJRSPH78GIC3336b9u3bM2rUKJvL/EII8SQvLy+b74m1a9e+9LEhISG0adMGZ2dnFi5c+NQVdXjxOCuwTNdVvXp1Hj9+zKZNmxL0NFoSrISIB5ycnIxw1bRpU1q0aIGzszPfffcdP/30E+Hh4SilMJvN+Pj4ABhjrKxtGADc3NyMK1flypWjcuXKgIypEkI8X6VKlYyfz5w589LNQj/55BOCgoIYNGgQxYsXf+Y+1sHoMQWrR48eUadOHS5evMjmzZvJnDnzqxUfz0i7BSHiiSfDFcDChQuZPXs2AK6urri4uLB//37Cw8N59OgRJpOJ8PBwIiIiiIyM5M6dO9y9e5c+ffqQL18+m3MLIURMypUrh4uLC5GRkSRzhV1Lx5O3RSNwTw7pAsDd+5nHLVq06IW3Dps0aUKTJk2euc1kMtG4cWMOHDjAtm3byJs37xt/FkeTYCVEPBJTuJo/fz45cuQgMjKS33//nd9//z3Gc3zyySc2oUoIIV7E29ubRu++RRnXE7R4y5XkLIWFSwHQbslQbzWGEu0hvX2/W7p27cqaNWsYPnw4JpOJvXv3Gtvy58+fIAewq9d5rFLEDqVUkI+Pj+/69ettBhKKxMtsNj/zalJkZKTx2+OSJUtYtmwZN27coGzZsrz77rtkzZoVd3d3zGYzSimSJ0+Oi4sLYWFhxiPKWmubKXCEECIm6c8vx/f4dJye85WhUaiqI6F0V7u9b/bs2bl06dIzt23fvp2KFSva7b1elp+fH8HBwcFaa7/XOV6uWAnhICaTyRgfdfnyZcxmM+Hh4QQEBODiYvlP03rlymw28/333/PXX39RunRpcubMaczBFT1AWX9RiimwCSHEk9KfX06WE9PhBb+HKTRs7mdZsFO4unjxol3OE59IsBLCAcxmsxGq5s+fz9q1a7l9+zZhYWHUrVuXatWqUahQIZRSuLi40Lx5c5ycnFiwYAEzZ84kIiKCmjVr4uPjY3NVyvqzhCohxMvwuP83fidmvNIxenN/VK737H5bMLGQb18hHMAafKZOncqUKVO4efMmuXPnxtnZmZUrVzJp0iS2bdtmPM1nvXLVsmVLnJ2dWbBgAevXr39mh3YhhHhZnqdXW65EvQKFJuTX6bFUUcInwUoIB9mzZw/Lly/nnXfeYfr06Xz77bdMmzaNypUrc/LkSb777jt++eWXp8JVq1atePz4MZMmTeLatWsO/hRCiITKKTKMzFe3vtaxnid/gEcP7FxR4iC3AoWII9HHVIFl6ggvLy86duxI7ty5AShcuDCpUqUiVapUrF27lrlz5wKWHjNOTk64uLjQuHFjwsLCSJMmDQEBAQ75LEKIhE+FXMBDh7/Wse7mMML+OY5njpJ2rirhk2AlRByxhqpp06bh5eXF6dOnKV26NLlz58ZkMqGUwsnJiezZsxutFmIKV+3atTPGU8lAdSHE67h99/4bHR98/Qb+OexUTCIiwUqIWPD333+TNm1akidPbrP+jz/+YO7cuTg5OZE8eXLKly8PYHMlCyBLliw24WrBggWYzWaqVKmCk5OTzYB1CVVCiNcRytPTz7zS8frNjk+s5BtZCDs7fvw4DRs2pGfPnoSH215mL1KkCN26dSNNmjTcvXuXv//+O8bHja3hqm7dupw6dYqpU6cSFBQUB59ACJEUhCfPzgPt8VrHPtAeqPQyFOFZJFgJYWcuLi44OTnh6upK9Aa8kZGRALRs2ZJGjRqRMmVKTp06xY4dOwgNDX3mubJkyUKjRo2oVasWzZo1I2vWrHHyGYQQiV+m1Mn5UZd7rWPXUYFcvhnsXFHiILcChbAjs9lM3rx5Wb16NSlSpMDT05ONGzdSpkwZUqZMaQxgb9WqFc7OzsyaNYtZs2bh4eFB7dq1nzmje9asWfnss8/w9rbM1SUd1YUQ9uDp4sSZjLUxX/sFJ/XyLRfMWnEzoAXJ3CVCPItcsRLCjpycnNBakzlzZry9vVmwYAGDBg1ixIgR3L9/H2dnZ+PKVfPmzenQoQPOzs5MmjSJdevW8fDhw2eeV0KVECI2FAoIYGRks1c6ZqSpGVXfezeWKkr4JFgJYUfWp/usChUqRObMmdmxY4cRrqxzAIIlXHXs2NEIVz/++GOM4QqQUCWEsKusKV0xFWjE8IjmmPXzv1/MWjE8ojmZqn5GngzJn7tvUibBSgg7iT5NzYoVK7h27RqFChXi66+/xs/Pj23btr0wXE2dOpU1a9bEOOZKCCHsrXaeZJgKNKLa49EsiKzy1ID2B9qDBZFVqPZ4NJmqfUa78jkdVGnCoKIPrhWOpZQK8vHx8V2/fj3u7u6OLke8pmnTpjF37lwqVqzIiBEjcHd35/Tp0/Tt25egoCDee+89BgwYQPLkyYmMjDQmXF6yZAmTJk3CZDKxePFi8uTJ4+BPIoRISi7fjWDz+TD2X7pDFtMVkqlwQrUHp8NTc+P4b4ztVIc2H1VzdJmxzs/Pj+Dg4GCttd/rHC8jz4R4Q9HHPf3666+sXLmS9957j5YtW+Lu7m4MaP/qq6/o27cv27ZtA3gqXDVt2pSwsDBSpEghoUoIEeeypnSlfVFXmr/lTdC9TDx8bOZ/n/Xk1oVj6IhwDuZ2ShLB6k3JrUAh3oDZbLYZ9/Tvv/8C0Lp1awIDAwHLuKjo4ep5twXbtm1LgwYNjHMLIURc83RxIndqNwpl9KBErvToCEs/PusvheL5JFgJ8QasXc/Hjx9P//792blzJxUrViRfvnzGPtapap4Vrr788kvu3buHi4sLT96Wl47qQghHK1nyv7kAT506JRO/vwT55hbiDf3999+sWLGCHTt2cPbsWe7du4fZbDauQlk9Ga6yZcvG1q1bGTBgABEREfLEnxAi3ilRooTN8saNGx1UScIhwUqIN+Tn58eXX35J2rRpCQkJ4fz588Ytvidv50UPVyNGjCBlypQUKlQIV1dXB1UvhBAxS5cuHTlz/vcU4ObNmx1YTcIgwUqIN+Tq6kqZMmXo3bs3fn5+XLlyhS+//JKwsDAjSEVnXRcQEMCKFSto27YtwFO3AoUQIj6Ifjtw+/bt8l31AhKshHhJzxpMbl3n6upKqVKl6NWrF5kzZ2bbtm1MnDiR8PDwGMMVQMqUKY3zyK1AIUR8FD1YXbt2jZMnTzqwmvhPgpUQL8FkMhlh6PLly5w4cYIrV65w//59Yx9XV1dKly5N7969yZgxIytXrmT8+PExhiv4r5O6DFQXQsRXRYoUMZofA2zYsMGB1cR/8m0uxDNYB55rrY2JkwHmz5/PJ598QqtWrWjevDlDhgxh165dxnEuLi6ULl2aPn36kDFjRlatWsWECROMcGUymRzyeYQQ4nUlS5aMAgUKGMs7duxwXDEJgAQrIZ5w6NAhvvnmG27cuIFSyghVU6dOZcqUKdy9e5dChQqRMmVKdu/ezaBBg2yelHkyXK1cuZJx48YRFhZm81ufEEIkFMWLFzd+/u2336TP3nNIsBIimjt37vDVV1+xfPly5s+fz82bNwHLF8mqVauoWLEi3377LbNnz2bixIm0aNGCBw8eMGTIEJvL49Zw9b///Y80adKwZs0ajh8/7qiPJYQQb6RYsWLGz3fu3OHYsWMOrCZ+k2AlRDSenp60bduWXLlysXLlSr777jseP37MrVu3APj444+N6WZy5MhBly5d6NSpE2azmWHDhj0VrkqVKkWfPn0YMGCAzW98QgiRkLz11lvGvKYAW7ZscWA18ZvMFShENB4eHrz77ru4uLgwY8YMVq1aBUBwcDClS5c2Oqpb5wd0cXGhbdu2aK2ZOXMmQ4cOBaBGjRqAJVy9++67xiB1s9ksA9WFEAmOh4cHBQoU4MiRI4Cl7ULv3r0dW1Q8Jd/wQjzB3d2dcuXK0alTJ/z8/Ni0aRPnzp0zwlFkZORTrRHatWtHx44dMZvNjBw5kvXr1xvbou8roUoIkVDJOKuXI9/yQjyDh4cH5cqVo3PnzmTIkIEbN25w8OBBgoODnzmvH1jCVZcuXXj8+DFDhw7l4sWLcV+4EELEkujjrEJCQmTcaAzkVqAQPPsWnTVcAcybN4/Tp08za9YsunXrRtq0aY3bgdG1adOGhw8f4u3tTfbs2eOqfCGEiHUFChTA2dnZaBuzfft2ChYs6OCq4h+5YiWSvOjNP0+ePMmePXuMbdZw1bp1a3LkyMGWLVv47rvvuHnzJkqpZ1656tq1K61atQKe3a1dCCESIk9PTwICAozl6D38xH8kWIkkLXrzz6VLl9K3b1/69evHzp07jX2s4apDhw74+vqyZs2aF4YrKxlTJYRITAoXLmz8vHfvXscVEo/Jt75IssxmsxGqpkyZwvjx43FycmLgwIE2Ywm01ka46tSp0yuHKyGESCyiB6ugoCCCgoIcV0w8JcFKJFnWq0mzZs1i/vz5lCtXjlGjRlG5cmWSJUtm7GcdR/VkuFq3bh2zZs0yOrQLIURiV6hQIZvl7du3O6iS+EuClUjS9uzZw8KFC8mXLx9dunSxGT8QGRlJcHAw+/fvJyQkhIiICDw8PChbtiydO3cmTZo0rF69mkuXLjnwEwghRNxJnTo1WbNmNZZl3sCnyVOBIkk7e/Ys4eHhNG/eHH9/f2P9vn372LZtG1u2bOHBgwfkz5+fBg0aULlyZTw9PSlbtiwRERFERkZKR3UhRJJSqFAhLl++DMCBAwccXE38kyivWCmlGiildiil7iilQpVSR5VSfZRSrq94niJKqS+UUr8opa4ppSKizrlLKdX1Vc8n4p/z588DGO0TIiMjmTdvHv/73/9YtWoVOXLkIHv27Jw4cYLvv/+ekJAQwHJbsEqVKtSqVQuQp/+EEElH9BYLJ0+eJCwszIHVxD+J7oqVUmoC0AOIBLYBD4D3gNFAbaXU+1rrF/4tUEq5AIejFh8AB4BrgB9QGigHtFRKVdVah9j5Y4g48tZbb7Fp0yYmTZpE7ty5OX/+PH/99Re5cuWibdu2VKlShaCgIPr378+JEyf4448/qF69OoAx8B3k6T8hRNIRPVhFRkZy4MABKlSo4MCK4pdEFayUUh9iCVUPgHe01oej1qfFErLKAcOBl53g6BCWQPaj1vpRtPcpCGwGSgDfAB/b6SOIOPbuu+/y559/8ttvv3H8+HHSpUtHhw4dePfdd/H390drjZ+fHzlz5uTSpUvkypXL0SULIYRD5cyZE09PT+NK1a5duyRYRZOoghXQL+r1K2uoAtBa31RKdQF2AZ8opYZrre8+70Ra60jgmYNntNZ/KaX6AAuBxkqpjlrrCPt8BBGX0qZNy2effUbjxo25cuUKxYoVI02aNMYVKKUUBw4cYMeOHfj7+5M6dWoHVyyEEI7l7OxMYGAgBw8eBKSf1ZMSzf0LpZQv8HbU4pInt2utdwNXAHeghh3e8o+oV08grR3OJxwkVapUBAYGUq1aNdKlS2czXurIkSN89913RERE0KhRI9Kmlf+rhRCiQIECxs/WgCUsEk2wAopEvd7WWv8dwz4Hn9j3TeSOen0M3LbD+UQ84eJiuZC7efNmRo8ezaFDh+jatStVqlQBkGagQogkL3qwunr1KsHBwQ6sJn5JTLcCc0S9Xn7OPlee2Pe1KEs3yD5Ri+ujj78SCd/BgwdZuXIlW7duJW3atAwYMIA6deoAz56sWQghkprowQrg999/p379+g6qJn5JTMEqedRr6HP2eRD1muIN32swlicDHwB9X+VApdTz+v9nfJOihH34+flx//596tatS7Vq1ShatCggoUoIIazSpk1LunTpuHHjBmDp/SfByiIxBas4oZRqCQwCzMDHWuuzDi5J2FnGjBkZPXo0Wmu8vb0By+0/CVVCCPGffPnyGcHq0KFDDq4m/khM/1Lcj3pN9px9vKNe773OGyilGgBzohbba62Xv+o5tNZ+Mf0Brr5OXcL+kiVLZoQqQOYCFEKIJ+TLl8/4+c8//5Txp1ESU7C6GPWa5Tn7WLddfM4+z6SU+gjL04ZOQEet9ZwXHCKEEEIkWtGD1a1bt2QAe5TEFKys7Q/SKKViGpxu7Ut1OIbtzxTVeHQZ4Ax01lp/+1oVCiGEEIlE9GAFlgHsIhEFK611EJZpZwCaPrldKVUOyxWrR8CGlz2vUqo28AOW8WidtdYz37xaIYQQImFLkyYN6dOnN5b37dvnwGrij0QTrKJ8GfXaVylV1LpSKZUGmBa1OCV613WlVF2l1Cml1C9PnkwpVQNYgSVUdZJQJYQQQvwnb968xs9Hjx51YCXxR6J6KlBrvUYpNQnoDuyNCkuhQCUgFbAHGPjEYSmBvIBH9JVKqfTAKsANCALKKKXKxPDWvbXWN+31OYQQQoiEIG/evOzatQuA48ePO7ia+CFRBSsArXUPpdQeoCtQBnAFzgNfAeO11o9f8lReWKa/AfADWj1n3yGABCshhBBJSu7cuY2f//33X27fvp3k51RNdMEKQGv9A5ZxUS+z7zxg3jPWXwTkGXshhBAiBnny5LFZPnz4MJUrV3ZQNfFDYhtjJYQQQog44uvri5eXl7EsEzJLsBJCCCHEa3JycsLf399YPnLkiOOKiSckWAnx//buPE6K6t77+OfHLGyD7CCLKETcEAFZRMWHoKAEhIABXKMg4hI0ah5jvNeNRzBR49WIxnvFKKDXHQWXiLiAQVRAEBVRRBSQJY6sMjMMMzBznj+quunp6R5mqaFnur/v16tf1VWnzulTZ3r5zalTp0REpNIiTwd++eWXCaxJzaDASkRERCotssdq7dq1FBUVJbA2iafASkRERCqtU6dO4ecFBQV8//33CaxN4imwEhERkUqLDKxA46wUWImIiEilNWnShObNm4fXv/jiiwTWJvEUWImIiEiVRPZapfoM7AqsREREpEoiA6vVq1cnsCaJp8BKREREqiQysPruu+9S+spABVYiIiJSJUcddVT4eWFhIRs2bEhcZRJMgZWIiIhUyZFHHlliPZXHWSmwEhERkSpp3rw5DRs2DK8rsBIRERGpJDMr0WuVygPYFViJiIhIlUUGVt9++20Ca5JYCqxERESkyiIDq++++y6BNUksBVYiIiJSZZGBVXZ2Nnl5eQmsTeIosBIREZEqO+KII0qsp2qvlQIrERERqbJ27dqVWE/VAewKrERERKTKGjVqROPGjcPra9euTWBtEkeBlYiIiAQistdKgZWIiIhIFbRv3z78/Pvvv09gTRJHgZWIiIgEIrLHKlXvF6jASkRERAIR2WO1adMmiouLE1ibxFBgJSIiIoFo06ZN+Pn+/fvJzs5OYG0SQ4GViIiIBCIysILUnMtKgZWIiIgEolWrViXWU3EAuwIrERERCUTdunVp3rx5eH3dunUJrE1iKLASERGRwBx++OHh5z/88EMCa5IYCqxEREQkMJHjrFIxsEpPdAVEYjEz0tPTqVOnDmaW6OqIiCQl5xzOOYqKiigqKgqkzMgeq82bNwdSZm2iwEpqHDMjMzOTxo0bk5WVRZ066lgVEakOzjkKCgrIyckhPz+fwsLCKpfZsmXL8POffvqpyuXVNgqspMZJS0sjKyuLZs2aJboqIiJJLyMjg4YNG/Ljjz8G0nMVGVht376dwsJCMjMzq1rNWkNdAVLj1KlTh4YNGya6GiIiKcPMaNSoEWlpaVUuK3rKhS1btlS5zNpEgZXUOGZGRkZGoqshIpJS6tatG8iY1hYtWpRYT7UB7AqspMYxMw1YFxE5xIL67o08FQgKrEREREQqrW7dujRu3Di8nmpXBiqwEhERkUBFng7ctGlTAmty6CmwEhERkUBF3tZm27ZtCazJoafASiQJnXDCCWRlZbFhw4ZEV0WkwjZs2EBWVhYnnHBCoqtSYVlZWWRlZSW6GgnXtGnT8PNUm8tKgZWIxFWbf+BEaruFCxeSlZXF4MGDE12VCouchzDVeqw0QagIkFe4n++27iGvYD8N66bzi5YNaJipj4dUo8I86mz7BgpzITOL4hbHQqbmbwNo27Yty5cv17QrtZgCK5EUtfanPJ5dtpnXV2azp/DAbMMNMtMY1rU1F/Vqx9Gt9GMnwbFt35CxYgbpq2Zh+/LC211GQ/Z3GcW+HmNxLY5NYA0TLyMjg2OPTe02qO0iA6vt27fjnEuZaXR0KlBS1szFGxnx2Ce8sHxLiaAKYE9hES8s38KIxz5h5uKNCaph2b7++msuueQSOnToQIsWLejduzcPPfRQ3NtRfP3110yZMoWBAwfSuXNnmjZtSocOHTj33HN5+eWXS+1/1VVX0aVLF8CbhyY0diR6DElOTg7Tp0/nwgsvpFu3brRq1YpWrVrRp08fJk2axK5du6rl+Guj9GXTqD/9TDI+m1kiqAKwfXlkfDaT+tPPJH3ZtATVML7Iv/ucOXMYNGgQbdq0oVWrVgwcOJB58+bFzbtjxw4mTZpEr169aNmyJYcffjj9+vXjwQcfJD8/v9T+ZZ2CXrt2Lddccw1dunShWbNmtG7dmuOPP57f/OY3PP300+H9pkyZQlZWFtddd13cei1btoysrCw6d+7M/v37y90WS5YsYeTIkbRr147WrVtzxhln8NRTT5WZZ9myZdx2223079+fTp060bRpUzp27Mjo0aNZsGBBqf0HDx7MkCFDAFi0aFGJz15ku2zdupVHH32U8847jy5dutCiRQvatGnDGWecwQMPPMDevXvLfVxBigysCgoKyM3NTUg9EkE9VpKSZi7eyH3vfHfQ/RyE97us7xHVXKvy++ijjxg5ciR5eXl07NiRM888k+3btzNp0iSWLl0aM88jjzzCzJkzOeaYY+jSpQuNGzdm06ZNLFy4kPfff59PPvmEe+65J7z/qaeeSm5uLq+++ioNGzZkxIgRMctduXIl1113HS1atKBz5850796dXbt2sWLFCu6//35mz57N/PnzS1wllIrSl02j7oJJB93PcOH99ve6snorVQlTpkzh3nvvpW/fvpx99tmsWbOGxYsXM2rUKJ555hmGDx9eYv9169YxdOhQfvjhB1q0aMHZZ5/N/v37WbhwIbfffjsvv/wyr7/+eonBzvGsWrWKQYMGsXv3bjp37szgwYNJS0tjy5YtfPjhh2zZsoXf/va3AEyYMIEHHniAF198kcmTJ9OkSZNS5U2b5gWwl19+Oenp5fs5fOWVVxg3bhxFRUWccMIJdOnShU2bNjFx4kS+/vrruPkmTZrEwoULOf744+nRowcNGjRg3bp1zJ07l7lz53LvvfcyceLE8P6DBg2iXr16vPvuu7Rq1YpBgwaF0yI/S++99x4333wzbdu2pVOnTvTu3Ztt27axbNky7rjjDv75z3/y5ptvUrdu3XIdX1Ci/57Z2dk0atTokNYhUcw5l+g6iM/MNjVt2rTdG2+8ccg/BDVJvXr1aN++fbm/6Cpq7U95jHjsEyryzjdgzlW9a8Rpwb1799K9e/fwl/mf//zn8P29vvzyS4YOHcr27dsB74foyCOPBOCDDz6gffv2dOzYsUR5a9asYdiwYWzevJn333+fXr16hdM2bNhAly5d6NChA1999VXM+mzevJk1a9bQv39/6tQ50Am+Z88ebrjhBp599lkmTJjAgw8+GGg71Ca27RvqTz8Tq8C7zmHkj5tfY04LhnqrmjRpwuzZs+ndu3c47e677+Yvf/kLnTt3ZsWKFSXyDRgwgE8++YShQ4fy5JNPhu8DunXrVkaOHMlnn33GmDFjePLJJ8N54r3vrrnmGp5++mnuuOMObr755hKvk5+fz/Lly+nXr1942/jx43nhhRe45557uPbaa0vsv23bNo499liKi4tZvXo1rVu3PmgbZGdn0717d3JyckqVuWDBAkaPHh3uIYruoXn77bc56aSTOPzww0tsD/V+5efns2rVKtq2bRtOW7hwIUOGDKFfv3689dZbMeu0evVqdu/eTZ8+fUps37lzJ2PHjuW9995jypQp3HDDDQc9vv3797Np06ZAerk2btzIyJEjw+sfffQRp556apXLPRTat2/P5s2bNzvn2lcmv04FSsp5dtnmCgVV4PVcPbe8Zswe/Oqrr7Jp0ybat2/PlClTStw09cQTTyz1gxNyxhlnlAqqAI455hj+9Kc/Ad4pnopq164dAwYMKBFUATRo0IC//e1vpKenM3v27AqXm0wyVsyoUFAFXs9VxooZ1VOhKrj11ltLBFUAN910E40bN+bbb78tMRnkRx99xCeffEKDBg2YOnVqiZurt2zZkocffhiAWbNmlWt27tBl++ecc06ptPr165cIqgB+97vfAfCPf/yD6E6EmTNnUlBQwIgRI8oVVIXy5OTk0KdPn1KB2oABA7j88svj5j377LNLBVUAp5xyCldeeSX79u3jjTfeKFc9Ih133HGlgirweozuv/9+gIR8/g477LAS66k0gF2nAiWl5BXu5/WV2ZXK+9oX2fzhrE4Jv1rwgw8+AOC8886LedXURRddFA6UouXm5vL222/zxRdfsG3bNvbt2wfAjz/+CMC3335b6XotXryYjz76iI0bN5Kfnx/+IcvMzGTbtm3s3LmzXKd7kk5hHumrZlUqa/qqWRT2v61GXS0YGvcTqW7duhx11FF8/vnnbNmyhfbtvX/0Q+/VgQMHxgxeevToQdeuXVm5ciWLFi3i/PPPL/O1e/bsybx587jhhhu49dZb6devH/Xq1Stz/1NOOYUlS5bw7rvvhk+nFRcX88QTTwDeWMLyCh3PmDFjYqZffPHFPProo3Hzb9++nXnz5vHVV1+xa9eu8Ofvu++84QaV/fwVFRWxcOFClixZwo8//sjevXtxzoU/g1X5XFdWVlYWZhauw9atWw95HRJFgZWklO+27ik1UL289hQW8d3WPZzU7rCD71yNQv/Zh07xRWvatCmNGzfm559/LrH9zTff5Oqrr2bHjh1xy969e3eF6/PTTz9x8cUX8/HHH5e5X05OTkoGVnW2fVNqoHp52b486mxfQ3GbHgHXqvKOOCL2WMPQ+JnI00hbtmwB4KijjopbXseOHVm5cmV437LccMMNfPzxxyxYsIARI0aQkZFB165dOf300xk1ahQ9e/Yslefqq69myZIlPPbYY+HAau7cufzwww9069aNvn37HvR1Q0KfvXjHE+8zCTB9+nRuueUW8vLivxdycnLKXZeQtWvXcuGFF5Y5vqsyn+uqSktL47DDDgt/D4WGJ6QCnQqUlJJXUP4rf2KpbFCWaFu2bOGyyy5jx44d3HjjjSxevJgtW7awe/fu8AB1oNTpkvK49tpr+fjjjznllFN47bXX+P7779m5cye5ubnk5uaGT3+k7HjOwipeDVXV/AGLPuV7KDVo0IDXX3+df/3rX9x222388pe/ZO3atTz88MP079+fG2+8sVSekSNH0rZtW95++23Wr18PHBi0XpHeqqpYsWIFv//97ykoKGDy5MksW7aM7OxscnJyyM3NZerUqUDlPiOXXHIJX3/9Nb/61a+YN28eGzZsCH/+yvon6lCIPB2Y6LocSuqxkpTSsG7V3vINMtMOvlM1Cw1u/eGHH2Km79q1K2ZvVX5+PsOGDWPy5Mml8qxdu7ZSdcnLy2PevHnUqVOHl19+udSVV3l5eWRnV+7Ua9LIrOLtTaqaP4FC79V169bF3ScU7EQO2j6Ynj17hnun9u/fz+uvv86VV17J448/zogRI+jfv3943/T0dK644gruuusuHn/8ccaOHcv8+fNp1qwZo0ePrvDxrFmzJu6touJ9JmfPno1zjquvvjpm8Bc6FVhR33zzDV9++SUtW7bkueeeK3XBT2U/10Fp3LgxGzd609Wk0hgr9VhJSvlFywaVDo4aZKbxi5YNAq5RxYUG6L7yyivhMRqRnn322VLbdu7cCUCHDh1KpTnneOmll2K+VmZmJkDcOX52795NUVERhx12WMzL2Z9//vnU7anyFbc4FpdRuTFSLqMhxc2PCbhGh84ZZ5wBwLvvvhszwP7888/54osvqFOnDqeffnqlXiM9PZ2RI0dy1llnAd70H9Euv/xy6tWrx9NPP83UqVNxznHppZdSv379Cr1W6LP34osvxkyP9dmDA701sU6j7t27N9xjHC30+Ys3N13oc92mTZuYV1G/8MILMfMdKpE9Vqk0n50CK0kpDTPTGda1fFcARRt+UuuED1wHGDFiBG3btmXjxo3ceeedFBcXh9NWrVrFfffdVypPaBbrOXPmhAeqg/eFPXnyZBYvXhzztVq0aEFmZibZ2dkxu/JbtWpF06ZN2bVrF88991yJtKVLlzJp0qTKHGJyyfRmVK+M/V1G1aiB6xV12mmn0bt3b/Lz87n++uvZs2dPOG3btm38/ve/B2DUqFHhAe9lmTZtGmvWrCm1PTs7OzzNQ6zgpUWLFowZM4YdO3Ywffp06tSpw4QJEyp8PJdddhlZWVksWbKk1CD1hQsXhgfERzvuuOMAL/CKHEe1d+9ebrzxxnCvXbR27doBXs9TrH+ijj76aNLS0li1ahULFy4skfbmm2/yyCOPlPvYqkPkVaCVGT9WWymwkpRzUa92VPTGCgZc2LNddVSnwurXr88TTzwRvoS9e/fujB07luHDh9OvXz9OO+20Uj1TQ4YMoUePHmzevJnu3bszatQoLr30Urp27cqDDz7IH/7wh5ivlZGRwZAhQygqKuK0005j3LhxTJw4MTyRYVpaGrfccgvgTcg4YMAAxo0bx6BBgzjrrLMYPHhwzF6yVLOvx1hcBd91DmNfj7HVU6FD6Mknn6RDhw688cYbdOnShUsuuYQLLriAk046ieXLl9O9e3f+67/+q1xlTZ8+nZNPPpkTTzyRMWPGMH78eH79619z4oknsnnzZvr378/QoUNj5r3mmmvCzwcPHlzmQPN42rRpw8MPP0xaWho333wzp5xyCuPGjeOcc85h6NChjB8/Pma+0B0SPv/8c7p06cIFF1zAxRdfzPHHH8+cOXPC00JEO+KIIzj55JPZunUrffr0Yfz48UycOJE77rgD8ALGq666iqKiIs4991wGDx7MuHHj6NevH2PGjOH666+v8DEGSYGVSIo4ulVD/jjoFxXK88dBv6gRk4OGnHHGGSxYsIDhw4eza9cuXn/9dTZv3sxtt90W89Ya6enpzJ07l5tuuok2bdrw/vvv88EHH3DSSScxf/58Bg4cGPe1pk6dyuWXX46ZMWfOHGbOnMnMmTPD6RMnTuT555+nb9++fPvtt8ydO5eCggIeeOCB8CDhVOdaHEvhgDsrlKdwwJ01ZnLQqujYsSOLFi3ipptuolmzZrz11lvMnz+fjh07ctddd/HOO++U+2rRO++8kyuuuILGjRuzdOlSZs+ezerVq+nVqxfTpk1jzpw5cScW7tq1a3jKh6oMWh89ejRz585l4MCBbNy4kX/+85/k5uby0EMPlbhzQaQmTZqwcOFCJkyYQJMmTXjnnXdYunQpZ511FosWLeKkk06K+3rPPPMMY8aMIScnh5dffpmZM2cya9aB6TvuvfdeHn30Ubp168Znn33G22+/Tf369ZkxY0Y4AEuUyMAqlW5po5nXaxDNvO6p7pnXQ2Yu3shf3/muzGkbDS+oqkm3s5HaK33ZNDIX/L8yJwt1GIUD7qyRt7OpzRYsWMCwYcPo3Lkzn376acrcELgigpx5HeDxxx/nscceA7wA+/vvvw+k3OpW1ZnXEz9gRCRBLut7BKd3asZzyzfz2hfZJaZSaJCZxvCTWnNhz3Y1qqdKarf9va6k6Kj+ZKyYQfqqWSXmt3IZ3lisfT3GJkVPVU1SVFTE3XffDcB1112noOoQSdVTgQqsJKUd3aoht//qGP5wVqfw5KGhq/9qwkB1ST6uxbEUDvoLhf1vo872Nd48VZlZ3tV/tXigek309NNP8+GHH/Lpp5/y1Vdf0aVLFy699NJEVytlpOqpQP1yiOBdLZjoGdUlxWQ2rFEzqiejRYsW8cwzz9CkSROGDRvGfffdV+1DDOSAyMBq7969FBcXJ3SC2UNF7zAREUlKjz32WHiMjxx60fdxzM/PLxFsJavkDx1FRETkkIsOrMq6T2IyUWAlIiIigVNgJSIiIhKQ6MAqVa4MVGAlNY5zLuXvLycicqgF/d2rHiuRGsI5F/O+WCIiUn0KCgqqNbBSj5VIghQXF6fMfzYiIjWBc46cnByKiooOvnM5Rd9BJKgZ3Ws6TbcgNU5RURG5ubmkpaWRlZWVEvOeiIgkgnOOgoICcnJyyM/PDzSwysjIKLFeUFAQWNk1mQIrqXGccxQWFrJz505+/vln3X5CRKSahMZVFRUVBRpUAaUmYy0sLAy0/JpKgZXUSBpnJSJSu6WlpWFm4XFbqdJjpXMsIiIiEjgzK3E6MFV6rBRYiYiISLWIDKxSZfB6UgZWZjbazN43s51mlmdmn5vZzWaWcfDcMcvraWYvmVm2me01s3Vm9rCZtQq67iIiIskicpyVTgXWUmb2N+BF4HRgKfAW0AG4F5hvZvUrWN4oYDEwCtgAvAoUA9cCX5jZ0YFVXkREJIlEBlZBD46vqZIqsDKzEcD1QC5winPuHOfcb4DOwEqgHzC5AuW1BWbiDfK/yjnXxzl3PnAM8L9Aa+BZ02VrIiIipUROl1NcXJzAmhw6SRVYAf/pL+9xzn0a2uic2wb8zl+91swal7O8G4AGwLvOuWkR5RUB1wA/A72Bs6tYbxERkaSjwKoWM7N2eEEOwLPR6c65RcBGoC4wpJzFjiyjvFzgNX/1vApVVkREJAVEntBRYFX79PCXO5xz6+Lssyxq37jMrBEQGj+1LM5u5S5PREQk1UT2WGmMVe3T0V/+UMY+G6P2LctREc/jlVmR8kRERFJKZI9VkDd4rsmSaeb1Rv6yrLv35vrLwypQXlllVqQ8AMxsUxnJ7Xbt2sXw4cPLW5yIiEiNtXPnzvDzqVOnMmPGjMRVppz+/e9/A1R6OqVkCqySgnOO7du3b0t0PZJQM3+5I6G1SF5q3+ql9q1eat/q1QwgJycnOycnpzYMtGoFVPqeaskUWOX4y4Zl7JPlL3dXoLxQmT9XsTwAnHPt46WFerPK2kcqR21bvdS+1UvtW73UvtUr1do3mcZYrfeXR5SxTyhtfRn7hGyIeN4hgPJEREQkySVTYLXCXzY3s3iDyXv5y0/jpIc553YDa6PyVbo8ERERSX5JE1g55zYBn/irF0Wnm1k/vB6mAuDNchY7u4zysoBh/uorFaqsiIiIJKWkCax8f/aXt5jZyaGNZtYceNRffcQ593NE2kgzW21m78Uo72/AHmCgmU2IyJPml9cEL5h7O8iDEBERkdopqQIr59wcYCreoPLFZjbXzGbhndLrCnwI3B6VrTFwLPCLGOVtAcYCRcA0M1tsZs8Da4DfAtnARS5VJucQERGRMiVVYAXgnLseOB/4GDgN7/Y1m4BbgDOdc/kVLO8l4BS8032d8G5zkwb8HejmnFtbRnYRERFJIabOFhEREZFgJF2PlYiIiEiiKLASERERCYgCKxEREZGAKLASERERCYgCKxEREZGAKLASERERCYgCKxEREZGAKLCqJmY22szeN7OdZpZnZp+b2c1mllHJ8nqa2Utmlm1me81snZk9bGatgq57bRBU+5pZDzP7DzN7z2/bfX6ZH5jZxMr+vWq7oN+/UWUPMTPnP94Nor61TXW0r5n92sxeM7MfzazQzH4ys4/M7I4g614bBNm+ZtbQ/45YZma7/e+IH83sDTMbXh31r6nM7Fgzu87MZpjZSjPb73+Ob6tiuQPN7E0z22Zm+f5t5u7278lb+zjn9Aj4gXePQQfsA+YBLwM7/W0fAPUrWN4ovywHLAVeAL7z138Ejk70MdfG9gXS/TwOyAHmA8/5Zez3ty8BmiT6mGtj+8YpuymwGSj2y3s30cdb29sXyARe9PPvAd4DnvXfz9nAtkQfc21tX6A5sCriO2Ke//27POK746FEH3MC2jb6cVsVyrzRL6MY+Jf/Xv63v2010CLRx13hY0p0BZLtAYyI+BCeHLG9BfCFn3Z/BcprC+T5+a6M2J4GPB0RbFmij722ta8fWC0DRgN1o9K6Alv88p5M9HHXxvaNU/7/4gWtj6ZiYFUd7QvM9PPNjv4Rwjsr0TfRx11b2xd4yM+zDGgWlTaEA//wpkQbA1cAfwUuAo4DnqpKYAX08AOq/cCvIrY3AN71y56V6OOu8HElugLJ9vCDHAfcGiOtn5+2F2hczvLu8/O8EyMtC9jlp5+T6GOvje17kNe6hAO9ABmJPvba3r5499l0/nt6bIoGVkF/P5zl51mZKu/RQ9y+K/08o+Okv+2n35joY09Qe8+oYmAV6ml9PEbakUCRn35coo+1Ig+NsQqQmbUDevurz0anO+cWARuBunj/7ZTHyDLKywVe81fPq1Bla6Fqat+yrPCX9fH+401q1dm+ZtYC+B/gGyDlxvxAtbXvdf7yb865fVWuZC1WTe27t5z7bSvnfuIzs0xgqL8a6++1AfjQXx0ZnV6TKbAKVg9/ucM5ty7OPsui9o3LzBoBR0flq3R5SSDQ9i2Hzv6yENgRQHk1XXW273/jBafjnXPl/bFKNkF/P6Th9VgBLDSzw83sBjP7bzP7m5ldVmsH/1ZOdbx/5/rLP5lZs8gEMxsCDMAb5/padEY5qGPwTvlBkv2+pSe6Akmmo7/8oYx9NkbtW5ajIp7HK7Mi5dV2QbdvXGZmwM3+6hvOuYKqlFdLVEv7mtkFeBdgPOSc+/Bg+yexoNu3E95wAIC+eOPWogOpv5rZBc65+eWuZe1VHe/fe4E+wDnABjP7EG/4xdFAT7welfHOuZ8rXFsJ/Q12Oedy4uxTK3/f1GMVrEb+Mq+MfXL95WEVKK+sMitSXm0XdPuW5U7gVL+8W6pYVm0RePua2eHA3/GuYv3PylctKQTdvs0jnj+Bd6Vab/91ugNvAi2BV82sc6ncySfw969zLg8YBtwPNMQLsM7HC6q24w2w3lyZysoh/T4/pBRYiUQxs0vxxgEVA5c7575NcJVqs2l4Uyxc4Zzbk+jKJBmLeL4Z7wKWZc65XOfc58Bw4Eu8XqxU+ecgUGbWBq9X6jrgNg70EvbBC2TvBBb5wzZEAAVWQQt1ZzYsY59QV/3uCpRXVpkVKa+2C7p9SzGz0cCT/uoE59xLlSmnlgq0fc3sMrz/9v/HOfd+1aqWFKrz+2FG9Olq51wR8Ji/OrBcNazdquP7YSZeL+Dtzrk/O+fWOefynHOfAOfiXTXYDbipMhVOcdX+fZ4oGmMVrPX+8ogy9gmlrS9jn5ANEc874H2Iq1JebbfeXwbVviWY2Xl4V6fUAa5yzj15kCzJZr2/DKp9Q1fy9Daz96PSDveXPSPSLnDO/ViOcmur9f4yqPZdj3cpugHfx9kntL1NOcqr7db7y0Da17/KcJC/+lx0unNun5nNwpvzbiBe75WU33p/2cTMGsUZZ1Urf9/UYxWs0OX5zc0s3mC7Xv7y04MV5pzbDayNylfp8pJAoO0bycxGAM/jTbx6jXPu8UrVsHarrvbtBfSPehzrpzWJ2FavIpWthYL+fsjFm74C4k8HEtqeGyc9mQT9/u0Q8Txej0lo0HqzOOkS3zd4cwRCkv2+KbAKkHNuE/CJv3pRdLqZ9cOLwAvwBpaWx+wyysvCO9UC8EqFKlsLVVP7YmbD8CaqS8cLqh47SJakFHT7OudGOOcs1gMY5+/2XsT29cEcSc1UTe/f0KnqeKf6Qj0uS8tZXq1VDe0bOSj9lDj79PWX8aZ3kDicc4XAP/3VWH+vI4HT/NXZ0ek1WqJnKE22B/FvqdCcOLdUwDtlshrvRya6vMhb2kyI2J7GgdsJ6JY2lW/fIXhftMVE3DIoVR9Bt28ZrzOW1Jx5Pej3bwu8OdYc3unryLQLOHBPxiGJPvZa2r6hmdy/Ao6KSrskon0vSfSxJ6i9Z3CQmdeBa/32fSpG2skcuKXN4IjtuqWNHqXeLKH7SxXiTTA3iwM3AV1E1E1AI35k1scpbzQHbgq8GO+UVSrfhDmQ9gVa4c2s7PDmS5lRxqPW3Qg00e17kNcI5UmpwKo62hevVyrf3+dLvF6sTzlwg9y7En3MtbV9gROBrX56PrDAb98vI9r3aVLnH9uT/d+g0CPUNhujtreJyDPJ3+f9OGVG3oR5Ad5NrkP3adVNmPUo8WYZg3en7p/xziOvBP4EZMbY96A/THjzprwM/ITXw7IeeARonehjra3tizcBqyvn46hEH3Nta9+DlB/Kk3KBVXW0L94s1jOATXgBxTa80yxnJ/pYa3v7Aq2Be4DP8caq7fO/h98CxiT6WA9xu/6yot+XHCSw8vcZiBcEb8f7Z3cN8GegUaKPuTIP8w9KRERERKpIg9dFREREAqLASkRERCQgCqxEREREAqLASkRERCQgCqxEREREAqLASkRERCQgCqxEREREAqLASkRERCQgCqxEREREAqLASkRERCQgCqxEREREAqLASkRERCQgCqxEREREAqLASkSSmpmNNjMX47HbzD42swlmFvh3oZn1MLMiM3s4Rlqame0xs31mttrMLqpg2Y3NbLuZLTEzC67WIlJVCqxEJNn19JergZn+4wXg30BfYBrwSDW87sNAPjA5Rlpz4EVgFXAsMMPMWpa3YOfcz8BfgD7ApVWvqogExZxzia6DiEi1MbN3gIHAH51z90dsrwP8HbgacMDRzrnvA3rNUcBLwF+dczeXsV9dYB3QBhjpnJtTgdeoB/wA7Ac6OucKqlRpEQmEeqxEJNmd7C+/jNzonCsGJvmrBnQP8DVv9JdPlLWTHwwt9Fcr9PrOub3As3hB2fkVrJ+IVBMFViKStMzsKKCZv7oyOt05l43X4wNQGKeMZmb2H2a22Mx+NrO9ZrbKzP5kZukx9u8BnAYsds59U45qrvCX3cuxb7QZ/nJiJfKKSDVQYCUiySw0vmqnc25zdKKZdQTS8YKqJTHS/w/wNfBn4HBgAfAv4EjgHuCVGIPHR/jLdw9WOT/vYH+1+8H2j+ac+wzYCvQxszYVzS8iwVNgJSLJLBRYfRkn/TZ/eb9zbmtkgpl1B94AmgJXAp2ccyOcc+cAx+GNjRoGjIwq80x/+XE56ncD8Ev/+ZFm1rQceaKFXuesSuQVkYApsBKRZFYqsDKzdDPrYmZPARcCtzvnbo3MZGZpwFNAI2Csc+5xf0wWAM65TcDd/uqvol6zh7/8uqyKmdnxeD1hu4Gf/c3d4+x7rpkVm9nhMZJX+cuTY6SJyCGmwEpEklko2LgmNH8VsA8v0BoBnOucmxIj3/lAV+Aj59yzccpe5y9bhDaYWUOgob+6PV6lzCwDeBqoB1zHgdOQ3eNk+RTo7Zz7MUZa6HVax3s9ETl0Sg28FBFJBmbWgQNBz4t4c0rVAdoD/wevN2qWmf3CObczKvsof3maH4yVJTJv44jnOWXkuR2vN22Wc+4pv/fqbA70dpXgnNsCbIlT1m5/WZnTiCISMAVWIpKsQqcBdwMXRp7KM7NT8QaiNwWuAP4alTcU4LwE7DnI68yJeL4r4nkjDgQ9YWbWB/gPvAlKr/I3f+ovu8d6ATPbBPzDOTcpRnIomIsODkUkARRYiUiyCgVWyyODKgDn3Mdm9r/AeOBiSgdWrfzlFc65UsFRPM65PWaWh3c6sDlRgZWZ1ccbu5UGjHPO7fCTQoHVcWZWN3KyTzNrDrQDPovzss39ZXZ56yki1UdjrEQkWYXGVy2Nk/4Pf9nNzDpFpYUGk59YidcNBUknxEi7D+8WNo865+aFNjrnvsPr7coAukTl6eYvP4/zeqE6Lq9EXUUkYAqsRCRZhXqs4gVWS4CN/vPzotLe9Jd/N7MjojOaWRMzG29mraLT8E4xApwalWcg3kSeq4E/xsgXmig0epxVN7yer/Ux8kS+zvw46SJyCCmwEpGkY2btOXA6L2Zg5bwbpb7sr0bPRXU73lV/3YG1ZvYvM3vWzF4ysyXAj8BUYAelzfGXgyLq0wSYDhQBv3XO5cfIF2+cVTfgCxfjxq7+LO/NgaXOuX/HKFNEDjEFViKSjEK9Vf/255yK5yV/2Tdyjig/SOkBTAa+8ssbBfTDO103Dfi1c24/UZxzK4CP8GZDP97f/Aje1Yh3OeeWxalL6FRe96jt3Yh/GnCsv/x7nHQROcQsxj9BIiJSBWY2Ci9oe8A593+rUE4GkAtc65x7PCqtHt6pzH1Ax8gB7yKSOOqxEhEJmHNuFvAhcJWZVWXizuOATGL3WF2HN0/XfyioEqk5FFiJiFSP64D6eOO1KqsbUEzUvQ7NrDFwC974saeqUL6IBEynAkVEREQCoh4rERERkYAosBIREREJiAIrERERkYAosBIREREJiAIrERERkYAosBIREREJiAIrERERkYAosBIREREJiAIrERERkYAosBIREREJiAIrERERkYAosBIREREJiAIrERERkYAosBIREREJiAIrERERkYAosBIREREJiAIrERERkYAosBIREREJyP8H2LHU2ShXMZ8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "val, vec = pt.linalg.eig(At)\n", "valn, vecn = pt.linalg.eig(Atn)\n", "\n", "p = pt.linspace(0, np.pi/2, 100)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(pt.cos(p), pt.sin(p), c=\"k\")\n", "ax.fill_between(pt.cos(p),0, pt.sin(p), color=\"k\", alpha=0.2)\n", "ax.scatter(val.real, val.imag, label=\"data\", zorder=6)\n", "ax.scatter(valn.real, valn.imag, label=\"noisy data\", zorder=6)\n", "for i, ev in enumerate(val):\n", " ax.text(ev.real+0.02, ev.imag+0.02, r\"$\\lambda_{:d}$\".format(i))\n", "ax.text(0.2, 0.2, \"shrinking modes\", rotation=45)\n", "ax.text(0.75, 0.75, \"growing modes\", rotation=45)\n", "ax.set_aspect(\"equal\")\n", "ax.set_xlim(0, 1.1)\n", "ax.set_ylim(0, 1.1)\n", "ax.set_xlabel(r\"$Re(\\lambda_i)$\")\n", "ax.set_ylabel(r\"$Im(\\lambda_i)$\")\n", "ax.legend(loc=8, ncol=2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now compute the eigenvalues of the corresponding continuous linear operator. From the real and imaginary parts of all $\\tilde{\\lambda}_i$, we can directly read off growth rates and frequencies." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clean dataset\n", "Mode 0 has a growth rate of -0.050 and oscillates with a frequency of 2.300/(2Ï€)Hz.\n", "Mode 1 has a growth rate of +0.100 and oscillates with a frequency of 2.800/(2Ï€)Hz.\n", "Mode 2 has a growth rate of -0.000 and oscillates with a frequency of 0.600/(2Ï€)Hz.\n", "\n", "noisy dataset\n", "Mode 0 has a growth rate of -0.134 and oscillates with a frequency of 2.315/(2Ï€)Hz.\n", "Mode 1 has a growth rate of +0.075 and oscillates with a frequency of 2.796/(2Ï€)Hz.\n", "Mode 2 has a growth rate of -0.002 and oscillates with a frequency of 0.605/(2Ï€)Hz.\n" ] } ], "source": [ "dt = t[1] - t[0]\n", "lambda_t = pt.log(val) / dt\n", "lambdan_t = pt.log(valn) / dt\n", "print(\"clean dataset\")\n", "for i, l in enumerate(lambda_t):\n", " print(r\"Mode {:d} has a growth rate of {:+2.3f} and oscillates with a frequency of {:2.3f}/(2Ï€)Hz.\".format(i, l.real, l.imag))\n", "print(\"\\nnoisy dataset\")\n", "for i, l in enumerate(lambdan_t):\n", " print(r\"Mode {:d} has a growth rate of {:+2.3f} and oscillates with a frequency of {:2.3f}/(2Ï€)Hz.\".format(i, l.real, l.imag))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the clean dataset as input, DMD perfectly identifies growth rates and frequencies of the underlying functions used to create the dataset. The noise corrupts the values slightly, but the results remain meaningful, too." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DMD modes\n", "\n", "In the final part of this notebook, we reconstruct the eigenvectors of the full linear operator, the so-called DMD modes, and visualize the difference between projected and exact DMD modes." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "phi = data[:, 1:] @ Vr @ pt.diag(1.0/sr).type(pt.cfloat) @ vec\n", "phin = data_noisy[:, 1:] @ Vnr @ pt.diag(1.0/snr).type(pt.cfloat) @ vecn\n", "phi_pro = Ur @ vec\n", "\n", "fig, ax = plt.subplots(figsize=(8, 3))\n", "colors = [\"C{:1d}\".format(i) for i in range(3)]\n", "for i in range(rank):\n", " ax.plot(x, phi[:, i].real, c=colors[i], ls=\"-\", label=r\"$\\varphi_{:d}$\".format(i))\n", " ax.plot(x, phin[:, i].real, c=colors[i], ls=\"--\", label=r\"$\\varphi_{:d}$, noisy\".format(i))\n", " ax.plot(x, phi_pro[:, i].real, c=colors[i], ls=\"-.\", label=r\"$\\tilde{\\varphi}\" + r\"_{:d}$\".format(i))\n", "ax.set_xlim(-10, 10)\n", "ax.legend(bbox_to_anchor=(0.5, 1.0), loc=8, ncol=3)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each mode characterizes the shape of the corresponding input function very well. The noise is still visible but the reconstructed modes are close to the reference. The projected DMD modes look qualitatively similar to their exact counterparts but are not identical for the present dataset.\n", "\n", "The first version of this notebook was created by **Jannis Anderson** during his time as student assisant at TU Braunschweig's [Institute of Fluid Mechanics](https://www.tu-braunschweig.de/ism)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }