{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How the algorithm works" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we give a brief overview of the _algorithm_ behind `21cmSense`, to give a more intuitive/physical understanding of what it is doing. In this tutorial, using the code itself takes a backseat in favour of the conceptual understanding." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make this nice and clear, we follow the outline in [Liu & Shaw (2020)](http://arxiv.org/abs/1907.08211), which provides a series of steps that roughly align with how `21cmSense` works. The following is the quoted summary:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Given the antenna locations of an interferometer, compute the $uv$ coordinates of all baselines.\n", "2. Segement a $uv$ plane into discrete cells, each of which has roughly the same width as $\\tilde{A}_p$ [*i.e. the Fourier-Transform of the beam*]. Roughly speaking, this width is the inverse of the instantaneous field of view of an antenna. Define a three-dimensional $uv\\eta$ space, extending the $uv$ plane into a third dimension of Fourier space. Each cell in this dimension should have an extent of 1/$B$, where $B$ is the frequency bandwidth of the observation.\n", "3. Simulate the movement of baselines through the $uv$ cells over a sidereal day of observations (or over however much time the telescope is being operated per sidereal day). Record how much time $t_u$ each baseline spends in each $uv$ cell.\n", "4. Assuming a roughly constant noise contribution across frequency channels, the uncertainty (standard deviation ) from measurement noise for a given $uv\\eta$ cell is given by\n", "\n", "$$ \\frac{D_c^2 c(1+z)^2}{\\nu_{21}H_0 E(z)} \\frac{\\Omega_p^2}{\\Omega_{pp}} \\frac{T_{\\rm sys}^2}{2t_u} $$\n", "\n", "where\n", "\n", "$$ \\Omega_p \\equiv \\int d\\Omega A_p(\\mathbf{\\hat{r}});\\ \\ \\ \\Omega_{pp} \\equiv \\int d\\Omega A_p^2 (\\mathbf{\\hat{r}}) $$\n", "\n", "and $T_\\mathrm{sys}$ is the *system temperature*, which is the sum of the sky brightness temperature and the reciever temperature. This is the uncertainty *for one baseline*. If multiple baselines spend time in a given $uv$ cell, the integration times of each baseline must be added together before being inserted in the above equation. \n", "1. Divide the uncertainty computed above by the total number of sidereal days $t_{\\rm days}$ of observation. Note that the standard deviation scales $t_{\\rm days}^{-1}$ rather than $t_{\\rm days}^{-1/2}$ because visibility measurements repeat every day and thus can be coherently averaged prior to the squaring step of forming a power spectrum.\n", "2. Associate each $uv\\eta$ cell with its location in $\\mathbf{k}$ space using\n", "\n", "$$ \\mathbf{k}_\\perp = \\frac{2\\pi \\mathbf{u}}{ D_c}, $$\n", "\n", "$$ k_{||} = \\frac{2\\pi \\nu_{21}H_0 E(z)}{c(1+z)^2}\\eta $$\n", "\n", "7. For high signal-to-noise measurements it is necessary to account for cosmic variance which contributes a standard deviation of $P(\\mathbf{k})$ (i.e. the cosmological signal itself) to every $uv\\eta$ cell. This is added to the instrumental uncertainty.\n", "8. Assuming that different cells in the 3D $\\mathbf{k}$ space are averaged together with an inverse variance weighting to obtain $P(k_\\perp, k_{||})$ or $P(k)$, the corresponding errors can be combined in inverse quadrature. In other words, if $\\epsilon(\\mathbf{k})$ is the standard deviation for a $\\mathbf{k}$-space cell, then the final averaged error bars are given by $1/\\sqrt{\\sum \\epsilon^{-2}}$, where the sum is over all the $\\mathbf{k}$-space cells that contribute to a particular bin in $(k_\\perp, k_{||})$ or $k$.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, so let's go through each step in turn, and try to visualise it with `21cmSense`, and understand the \"why\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports and Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "import py21cmsense as p21s\n", "\n", "%matplotlib inline\n", "import numpy as np\n", "from astropy import units\n", "from astropy.cosmology.units import littleh" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Compute $uv$ coordinates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The important thing to remember here is that the $uv$ coordinates of the baselines are frequency-dependent. For a tracking telescope (where the phase centre changes over time so that it keeps pointing at the same source in the sky), they also depend on time (i.e. the baselines \"look different\" to the source as it moves overhead). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a simple HERA-like telescope as our model. We can create such an array with `21cmSense`:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "hera_layout = p21s.antpos.hera(\n", " hex_num=11, # number of antennas along a side\n", " split_core=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 7))\n", "plt.scatter(hera_layout[:, 0], hera_layout[:, 1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far, we have the antennas, but not the $uv$ positions. We could of course compute them from the array, but let's use the in-built functionality of `21cmSense` to do this. \n", "\n", "The way to do it is to create an `Observatory` object, but to do this, we must also specify some extra information about the antennas themselves, in particular, their beam.\n", "\n", "We won't actually *use* the beam to do anything until the next step (2), but let's go ahead and define one. Note that `21cmSense` doesn't do anything very interesting with the beam (you'll notice that none of the steps use the exact beam shape per se, just bulk properties of it). We'll use an in-built Gaussian primary beam for each baseline, that has a width that depends on the frequency:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "beam = p21s.beam.GaussianBeam(\n", " frequency=150.0 * units.MHz, # just a reference frequency\n", " dish_size=14 * units.m,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With that, we can construct the observatory:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "hera = p21s.Observatory(\n", " antpos=hera_layout, beam=beam, latitude=0.536189 * units.radian, Trcv=100 * units.K\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With that, we can determine the baseline lengths themselves:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 7))\n", "plt.scatter(hera.baselines_metres[..., 0].flatten(), hera.baselines_metres[..., 1].flatten());" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since HERA has a lot of redundant baselines, it's helpful to visualise how many baselines actually sit at each of these locations:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "finding redundancies: 100%|██████████| 319/319 [00:00<00:00, 1417.00ants/s]\n" ] } ], "source": [ "red_groups = hera.get_redundant_baselines()\n", "red_grp_coords = hera.baseline_coords_from_groups(red_groups)\n", "weights = hera.baseline_weights_from_groups(red_groups)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9, 7))\n", "plt.scatter(red_grp_coords[:, 0], red_grp_coords[:, 1], c=weights)\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How many redundant groups are there?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3002\n" ] } ], "source": [ "print(len(red_groups))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compared to how many baselines?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "102080" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(hera.antpos) ** 2 - len(hera.antpos)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we still haven't actually computed the $uv$ coordinates of all the baselines, and we won't here because it's frequency and time dependent. We'll get to that in a later step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Construct a $uv$ *grid*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why do we have to construct a $uv$ *grid*? Why not just use the actual $uv$ values of each baseline directly?\n", "\n", "The simple answer is that the cosmological power spectrum is naturally defined as a function of spatial wavenumber $k$ (which is the Fourier dual of comoving distance, $x$), and $k_{\\perp}$ is directly proportional to $uv$, while $k_{||}$ is directly proportional to $\\eta$ (the Fourier dual of frequency). Thus, the cosmological power spectrum would be naturally defined by the Fourier transform of a particular baseline, sitting at some $uv$, over frequency, *but only if that baseline stayed at the same $uv$ coordinate at all frequencies*. This is not true, and so we have to have some way of defining what we *expect* the measurement to be at a particular $uv$ across frequency. This must involve something like binning (or interpolation). \n", "\n", "Why does the recipe specify that the $uv$ grid should have cells with \"roughly\" the same width as $\\tilde{A}_p$? Well, think about the visibility equation:\n", "\n", "$$ V \\approx \\int A(\\mathbf{\\hat{r}}) T(\\mathbf{\\hat{r}}) e^{-2\\pi i \\mathbf{u}\\cdot\\mathbf{r}} d\\Omega. $$\n", "\n", "Ignoring subtleties of sky curvature and the horizon, this is essentially a Fourier transform, so that the convolution theorem applies:\n", "\n", "$$ V \\approx \\tilde{A}(\\mathbf{u} - \\mathbf{u}_0) \\star \\tilde{T}(\\mathbf{u}). $$\n", "\n", "This implies that the antenna \"sees\" in the $uv$-plane not just at its exact $uv$ position, but a weighted sum of inputs, equivalent to $\\tilde{A}(\\mathbf{u})$. Given that $A(r)$ is typically a compact(ish) dome-like (Gaussianish) function, $\\tilde{A}(\\mathbf{u})$ should also be one, with width inversely proportional to the beam width. \n", "\n", "Now, imagine we create a $uv$ grid where the cells are *much smaller* than the \"width\" of $\\tilde{A}_p$. Then each baseline really \"sees\" stuff from a number of cells, with different weight. Not only does this mean that evaluating the amount of noise in each cell becomes more difficult, it also means that the noise value in one cell becomes correlated with the surrounding cells (since the same baseline contributes to evaluating each of them). This makes all the calculations harder. \n", "\n", "On the other hand, if the $uv$ grid has cells that are much larger than the width of $\\tilde{A}_p$, we lose resolution. Cells that are close to the width of $\\tilde{A}_p$ ensure that correlations between neighbouring cells are minimal (and thus we ignore them...) and we get the maximum resolution that we can achieve." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`21cmSense` calculates this width for us in units of wavelength (nominally defined at the reference frequency, which we defined as part of the `GaussianBeam`):" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7.004845999161192" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beam.uv_resolution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And it also generates a $uv$ grid:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "ugrid = hera.ugrid()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-140.09691998322387, (41,))" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ugrid.min(), ugrid.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The recipe calls for a *three*-dimensional grid, $uv\\eta$. To define the $\\eta$ part of the grid, we require information about the bandwidth of the observation. Note that this bandwidth is that bandwidth going into a particular power spectrum estimation, not necessarily the full bandwidth of the instrument itself. Typically the bandwidth will be less than about 20 MHz, because of the concern of the Lightcone Effect. \n", "\n", "Since most instruments have regularly spaced frequency channels, the $\\eta$ grid is effectively the Fourier dual of the frequency channels.\n", "\n", "To obtain this, we need more than just an `Obervatory`, we need an `Observation` (i.e. a strategy with which to observe with the observatory...). We set this up now, noting that there are quite a few more parameters that go into defining an `Observation` that we're ignoring here (they have sensible defaults, and we'll see what they do later):" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "observation = p21s.Observation(\n", " observatory=hera,\n", " n_channels=80,\n", " bandwidth=8 * units.MHz,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now get the $\\eta$ grid:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$[0,~0.125,~0.25,~0.375,~0.5,~0.625,~0.75,~0.875,~1,~1.125,~1.25,~1.375,~1.5,~1.625,~1.75,~1.875,~2,~2.125,~2.25,~2.375,~2.5,~2.625,~2.75,~2.875,~3,~3.125,~3.25,~3.375,~3.5,~3.625,~3.75,~3.875,~4,~4.125,~4.25,~4.375,~4.5,~4.625,~4.75,~4.875,~-5,~-4.875,~-4.75,~-4.625,~-4.5,~-4.375,~-4.25,~-4.125,~-4,~-3.875,~-3.75,~-3.625,~-3.5,~-3.375,~-3.25,~-3.125,~-3,~-2.875,~-2.75,~-2.625,~-2.5,~-2.375,~-2.25,~-2.125,~-2,~-1.875,~-1.75,~-1.625,~-1.5,~-1.375,~-1.25,~-1.125,~-1,~-0.875,~-0.75,~-0.625,~-0.5,~-0.375,~-0.25,~-0.125] \\; \\mathrm{\\frac{1}{MHz}}$" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation.eta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Simulate movement of baselines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Simulate the movement of baselines through the $uv$ cells over a sidereal day of observations (or over however much time the telescope is being operated per sidereal day). Record how much time $t_u$ each baseline spends in each $uv$ cell." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's some subtlety here. \n", "\n", "The main point is that within a certain \"small\" amount of time, the telescope is essentially measuring the same sky over and over again for each snapshot visibility it measures. The amount of time it integrates for a particular visibility snapshot is called the *integration time*, and since the thermal noise on the visibility is averaged over all this time, the total noise goes down linearly with this amount of time. \n", "\n", "But who's to say we couldn't have joined the next snapshot into this one? If it's essentially the same sky, we could average it together as well. The subtlety comes about because in detail it depends on if you're tracking a point on the sky, or letting it drift overhead. For a drift-scan telescope (like HERA) the amount of time you could average together depends on the size of the beam: if the sky has rotated enough that everything that was in the beam is now out of it, you're essentially taking an independent observation, and you can't average that in visibility space (only in power spectrum space). By default, `21cmSense` will assume that you'd average together observations for as long as it takes to get throug the FWHM of the beam:\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$8.6497672 \\; \\mathrm{rad}$" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beam.fwhm * 180 / np.pi" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$0.024027131 \\; \\mathrm{d}$" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation.lst_bin_size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, you can change this manually if you want to!\n", "\n", "But it gets a little more complicated. Within that time-window, while you're *essentially* seeing the same thing, you're not actually measuring the same thing with a particular baseline. Averaging the values for that baseline together over the time will cause the visibility to decohere. Instead, you can think about tracking the observation within that time window, so that the sky seems to stay constant, but the projected baseline lengths change. This way, the same point on the $uv$ grid will always get the same measurement (at least, roughly), but the baselines contributing to this $uv$ cell will change. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is why we have to measure how much time each baseline spends in each $uv$ cell -- they move with time. Ideally, we can average down the noise linearly with the amount of total time spent by all baselines in a particular cell. You can also specify that you don't want to average the visibilities together this way (instead you can just average power spectra over time), but lets for now assume the coherent assumption:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "observation = observation.clone(coherent=True, integration_time=60 * units.s)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can generate a map of how many baselines were in each $uv$ cell over a single observation duration:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "finding redundancies: 100%|██████████| 319/319 [00:00<00:00, 2259.28ants/s]\n", "gridding baselines: 100%|██████████| 3002/3002 [00:00<00:00, 9761.32baselines/s]\n" ] } ], "source": [ "observation.uv_coverage;" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(observation.uv_coverage, extent=(observation.ugrid.min(), observation.ugrid.max()) * 2)\n", "ax = plt.colorbar()\n", "ax.set_label(\"Number of snapshots per uv cell\")\n", "plt.xlabel(\"u [wavelengths]\")\n", "plt.ylabel(\"v [wavelengths]\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Obtain Noise Per Day Per Cell" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we know how much total time is spent by baselines per $uv$-cell, we can calculate the thermal noise on a power spectrum estimate in that cell. Note that the thermal noise is constant with respect to $\\eta$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To do this, we use a `Sensitivity` class. These classes do sensitivity calculations of various output statistics that might be computed by an `Observation`. In this case, we are interested in the `PowerSpectrum` sensitivity:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "sensitivity = p21s.PowerSpectrum(observation=observation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This class has a simple method that calculates the thermal noise, according the equation given as part of this step. The key here is that $T_{\\rm sys}$ is the system temperature, which is essentially the temperature of the sky plus the temperature of the instrument. These belong to the observation:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$260 \\; \\mathrm{K}$" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation.tsky_amplitude.to(\"K\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$150 \\; \\mathrm{MHz}$" ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation.tsky_ref_freq" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.6" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation.spectral_index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The thermal noise equation given by the equation is for $P(k)$, but `21cmSense` works with $\\Delta^2(k) = k^3P(k)/2\\pi^2$, which thus depends on the scale, $k$. Here, we'll show the result *without* dividing by the time for which baselines occupy the cell:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$3.5220031 \\times 10^{15} \\; \\mathrm{mK^{2}}$" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sensitivity.thermal_noise(\n", " k_perp=0.1 * littleh / units.Mpc, k_par=0.1 * littleh / units.Mpc, trms=observation.Tsys\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Average over days" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the sky repeats every day, we can average days together coherently. This increases the effective integration time per cell:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "observation = observation.clone(\n", " n_days=180 # number of nights that a given point in the sky should be visible\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "finding redundancies: 100%|██████████| 319/319 [00:00<00:00, 2203.20ants/s]\n", "gridding baselines: 100%|██████████| 3002/3002 [00:00<00:00, 9792.82baselines/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(observation.total_integration_time.value)\n", "ax = plt.colorbar()\n", "ax.set_label(\"Total Integration Time (s)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, we can calculate the thermal noise (in temperature units) for every cell (before the conversion of point 4 above):" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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UtrIX+BIReS69coxsJ/aFpVpbkjpfkLLAORKJ0TkJFMhyEGhHoxxT7iwQ46IcU1ZfOaZU4OtJ20h5yZ+LT5FizMlw5eqFdj5nlTt0n9yP7/GK55j5XRQ09R3NbkdbVIZ3wnfVqX9zatvPP/+M7du3Y9u2bUhLS0NwcDAGDhyIQYMGoVOnTma3yxEKIiKyWpzyMF2TJk0wfvx47NmzB1evXsXMmTNx9uxZ9OzZEwEBAZg4caLRVR+ibO9MEhHRQ6PibqOWbLbi0qVLuHdSws3NDcOGDcP69etx9epVfPLJJ7C3t8d3331ncvu8yoOIiMgGBAYG4sqVK2jUqFGVj9vb26Nnz57o2bOnWe0zoSAiIqtVcRtyS463FbW9ZJIJBRERWS1Lpy1sacqjtjGhICIishGrVq1C/fr1a4xhpUwiIrI5ethBb8G0hSXHWqN//etfsLevvjwBS28TEZFN0skSdBZMW1hyrDU6dOhQtYsyLcWEQkBIxkjFGJGiVU7XlYtWORQr98exWKDY1B3ldkQKUtkLFLayEygkZV+qHCOVCxSS0gm0I1AgCuXKIZJAYSuILHISLTSlUltC348CBbJknUhhK+W/7kR+HyLFr6BSvQCR4mCypNxnvUjhr2vKn/kSuebhZ0DsO+jUs4ohZOMklYreVYcJBRERWS0uyhTHqzyIiIiqIVt4t1HZhiplzpkzR3FBpiWYUBARkdXSQYLOght8WXKsNbl06RLmzJkjHP/LL7+gcePGJj2H7aRmRERENurxxx/Hyy+/jO+//77amIKCAnz88ccICQnB5s2bTX4OJhRERGS19LKl9/Oo3f4NHDgQTZs2hbOzM3x9ffHCCy/g8uXLNR4jSVKV27vvvmuI6datW6XHhw8fXm2bp0+fhru7O/r16wdvb2/0798f0dHRmDRpEv72t7+hc+fOaNSoEdasWYN3330XkyZNMvm1MqEgIiKrpf99DYUlW23q3r07Pv/8c2RnZ2PTpk04f/48nnvuuRqPuXLlitH2ySefQJIkDB061CguOjraKO7DDz+stk1PT0/885//xOXLl7Fy5Uq0atUK165dw9mzd297P3LkSBw+fBjffvstoqKizHqtXENBRERUS6ZMmWL474CAAMycORPPPvssysrK4OjoWOUxPj4+Rj9v27YN3bt3R/PmzY32u7q6VopV4uzsjCFDhmDIkCEmHSeCIxRERGS19JAs3gCgsLDQaNNqtar39bfffsP69esRERFRbTJxr19//RU7d+7E2LFjKz22fv16eHl5oW3btpg+fTpu3bqldpdNYvMjFMO/e1kxpvhaS8UYxyLl3MxRoGiVw22BmBLlGPsygaJVpfevaJWdQIzIZKZdmU65HYFrrVUrWlXL13VXIlCYRqR4jSxQlEmyU35PywK/M5EhZeXyT4Ik5efSO4j8zpTPj17g21MWeGF6jXKfi68rF84T+S5LCv9IuUNWRq1Kmf7+/kb758yZg7i4OEu6ZvD6669jxYoVuH37Np588kl88cUXwscmJibCzc2t0ojCyJEjERgYCB8fH5w4cQKxsbH44YcfkJqaWmN7mZmZWLJkCdLT05GXlwdJkuDt7Y2IiAhMmTIFoaGhZr1GwIwRioMHD2LAgAHw8/ODJEnYunWr0eOyLCMuLg5+fn5wcXFBt27dcPLkSbM7SEREVNtyc3NRUFBg2GJjY6uNjYuLq3bhZMV26NAhQ/xrr72Go0ePIiUlBfb29njxxReFi0x98sknGDlyJJydnY32R0dHo1evXggJCcHw4cPxn//8B3v37sWRI0eqbWvr1q3o2rUrfvvtN0yePBmffPIJVq1ahcmTJ+PGjRvo2rUrtm3bJtSvqpg8QlFcXIwOHTpgzJgxlRaIAMDChQuxaNEirFmzBq1atcK8efPQu3dvZGdnw83NzeyOEhER3cvShZUVx7q7u8Pd3V3omIkTJ9Z4RQUANGvWzPDfXl5e8PLyQqtWrfDYY4/B398fGRkZCA8Pr7GNr7/+GtnZ2UhOTlbsU+fOneHo6IizZ8+ic+fOVca8+eabePvttzFz5sxKj8XExGDBggV44403MGjQIMXnq4rJCUVUVFS1K0BlWcaSJUswa9Ysw/BMYmIivL29sWHDBrzyyitmdZKIiKgqelhYetuMwlYVCYI5KkYmRNZorF69Gl26dEGHDh0UY0+ePImysjL4+vpWG3Pu3LkaF2M+++yzJhW/upeqizJzcnKQl5eHPn36GPZpNBpERkYiPT29ymO0Wm2lxTBERETW7vvvv8eKFSuQlZWFixcvYv/+/RgxYgRatGhhNDrRpk0bbNmyxejYwsJC/Pvf/8ZLL71Uqd3z58/j7bffxqFDh3DhwgV8+eWX+Mtf/oJOnTqha9eu1fanRYsWlZYp/NG2bdsqXUliClUXZebl5QEAvL29jfZ7e3vj4sWLVR6TkJCAuXPnqtkNIiKyEfIfrtQw9/ja4uLigs2bN2POnDkoLi6Gr68v+vXrh6SkJGg0GkNcdnY2CgoKjI5NSkqCLMv461//WqldJycnfPXVV1i6dCmKiorg7++P/v37Y86cObC3r34l8Ntvv43hw4cjLS0Nffr0gbe3NyRJQl5eHlJTU5GSkoKkpCSzX2+tXOVx7ypzWZarXXkeGxuLqVOnGn4uLCystNqWiIioKnX5bqPt2rXDvn37FOOqWqD58ssv4+WXq75yx9/fH2lpaSb3Z+jQoTh48CCWLl2KRYsWGQYBfHx8EB4ejrS0NMV1HTVRNaGoKLCRl5dnNI+Tn59fadSigkajMcrUiIiIRKm1KNNWhIeHW5Q01ETVM1lxTewfr4MtLS1FWloaIiIi1HwqIiIiqkNMHqEoKirCuXPnDD/n5OQgKysLnp6eaNq0KWJiYhAfH4+goCAEBQUhPj4erq6uGDFihKodV8vZG48qxtgVKVensS9RHjazv6PcH3utQEEqgRi7coEYocJWAkWiBIpfSQIFqSSdQDsqFaSSygUKbVlpYStZoCCVJDLMKwm8Nr1yO3Yixa+Unwl2Aq9dpM8i72kIhNgLFDqUHZT7rNOIxCh/B2X/pvxd9jCqy1Me1ub06dPo378/fvrpJ7OONzmhOHToELp37274uWL9w6hRo7BmzRrMmDEDJSUlGD9+PG7cuIGwsDCkpKSwBgUREalOb+GiTEuOfdiUlpZWewGFCJMTim7dutVY4UuSJMTFxalWspSIiIgs98cLIKpy9epVi9q3+Xt5EBGR9eKUh7ilS5eiY8eO1VYELSoqsqh9JhRERGS1mFCICwoKwpQpU/C3v/2tysezsrLQpUsXs9u3retliIiIbFSXLl1w+PDhah+XJEn4pmVV4QgFERFZLY5QiHvvvfdqvIdIhw4doNeLXHNVNSYURERktZhQiKsoPllbOOVBREREFrP5EYqbha6KMfZagaJVyneiFSpI5SBS2EqgMI9I8R47gSJRdgJFq+wEikQJFb8SGWoT6LMkMgdYrlxoCyL9qYOFrSSBwlbQK8cIFcgSGR0ViLGzEylaJVLUS7kZ+1KBcyjwa3UQ+MzrBYpfifRH5Duo4Jbyd9nDSIZltSTu8ye4TmjQoEGV99eSJAnOzs5o2bIlRo8ejTFjxpjUrs0nFEREZL045WG6t956C/Pnz0dUVBSeeOIJyLKMzMxM7N69GxMmTEBOTg7+/ve/o7y8HNHR0cLtMqEgIiKrxYTCdN988w3mzZuHcePGGe3/8MMPkZKSgk2bNqF9+/ZYtmyZSQkF11AQERHZkD179qBXr16V9vfs2RN79uwBADz99NMm39ODCQUREVmtihEKSzZb4+npiR07dlTav2PHDnh6egIAiouLTb4HF6c8iIjIanHKw3SzZ8/G3//+d+zfvx9PPPEEJEnC999/jy+//BL/+te/AACpqamIjIw0qV0mFERERDYkOjoawcHBWLFiBTZv3gxZltGmTRukpaUhIiICADBt2jST22VCQUREVkuWJcgWjDJYcqw169q1K7p27apqm0woiIjIaukhWVSHwpJjrZlOp8PWrVtx+vRpSJKE4OBgDBw4EPb29ma3afMJRXmxcuUZTZlyO3alyjFSuXKMvUA7QkWrBGKkcpEYkaJVykWihGJEikTdx6JVkkg7ahIo3CTy+mUHgS8EgXYkkW8HlQpbwV6g2JRIUS9H5XXmIp8NESIFqexU+u4QiSm7JVBFiwjAuXPn8PTTT+OXX35B69atIcsyzpw5A39/f+zcuRMtWrQwq11e5UFERFaLV3mY7tVXX0WLFi2Qm5uLI0eO4OjRo7h06RICAwPx6quvmt2uzY9QEBGR9eIaCtOlpaUhIyPDcIkoADRs2BDvvPOOResqOEJBRERkQzQaDW7dulVpf1FREZycnMxulwkFERFZLU55mO6ZZ57Byy+/jP/+97+QZRmyLCMjIwPjxo3DwIEDzW6XCQUREVmtiikPSzZbs2zZMrRo0QLh4eFwdnaGs7MzunbtipYtW2Lp0qVmt8s1FEREZLVkC0cZbDGheOSRR7Bt2zacPXsWP/74I2RZRnBwMFq2bGlRu0woiIiIbFBQUBCCgoJUa48JBRERWS0ZYuVpajreFkydOlU4dtGiRWY9h80nFJJWpBCO8pCYUEEqgcJWahWtsitVriZkpxMo7iQSI1L8SqCQFASeS6ggU5nAiRb5BhJpx05gGZLot529QFsCxbaEBnDtBApkibQj0GdJJ1AgrFygHTuBQlIi7yGBz6osqVMgy65cpeJXAt9BksA5fBjpIUFipUxFR48eFYoTKSBXHZtPKIiIiB52+/fvr/XnYEJBRERWi4Wt6g4mFEREZLX0sgTJgqTAFutQ1BbbnHQjIiIiVXGEgoiIrJYsW3iVh61c5nEfMKEgIiKrxTUUdQcTCiIioofc9u3bhWPNvZ8HEwoiIrJaHKEQ8+yzzwrFSZIEnUjtmCrYfEIhCRWMEWhHJ1DkRiRGoFiOSCEpu1Lz3hCVnksvMMEoMgkpUnBIpPiVyHMJFH8SeS65XPkXLzk6CvRH4A0EALK9cohIn0SeS6Agl0g7ssjvQ6T4l8DvQ9ILtCP0OVR+f8gi9crsBYpWlYsUv1J+LkmgQJZUahv/MN6LV3mI0Yt8v1rI5Ks8Dh48iAEDBsDPzw+SJGHr1q1Gj48ePRqSJBltTz75pFr9JSIiMqhYlGnJdj9otVp07NgRkiQhKytL4TXJiIuLg5+fH1xcXNCtWzecPHmyUnuTJk2Cl5cX6tWrh4EDB+Lnn3+uxVegzOQRiuLiYnTo0AFjxozB0KFDq4zp168fPv30U8PPTk5O5veQiIjIys2YMQN+fn744YcfFGMXLlyIRYsWYc2aNWjVqhXmzZuH3r17Izs7G25ubgCAmJgY7NixA0lJSWjYsCGmTZuGZ555BocPH4a9feXRzmXLlgn39dVXXxV/YX9gckIRFRWFqKioGmM0Gg18fHzM6hAREZGou6MMlqyhULEz1di1axdSUlKwadMm7Nq1S6E/MpYsWYJZs2ZhyJAhAIDExER4e3tjw4YNeOWVV1BQUIDVq1fjs88+Q69evQAA69atg7+/P/bu3Yu+fftWanfx4sVCfZUk6f4lFCIOHDiARo0a4ZFHHkFkZCTmz5+PRo0aVRmr1Wqh1WoNPxcWFtZGl4iI6CGk1qLMe//t0Wg00Gg0FvUNAH799VdER0dj69atcHV1VYzPyclBXl4e+vTpY9SXyMhIpKen45VXXsHhw4dRVlZmFOPn54eQkBCkp6dXmVDk5ORY/FqUqF4pMyoqCuvXr8e+ffvw3nvvITMzEz169DBKGv4oISEBHh4ehs3f31/tLhEREdXI39/f6N+ihIQEi9uUZRmjR4/GuHHjEBoaKnRMXl4eAMDb29tov7e3t+GxvLw8ODk5oUGDBtXGiCgtLUV2djbKRReOK1A9oXj++efRv39/hISEYMCAAdi1axfOnDmDnTt3VhkfGxuLgoICw5abm6t2l4iI6CElq7ABQG5urtG/RbGxsdU+Z1xcXKWLD+7dDh06hOXLl6OwsLDGtqpz723EZVlWvLW4SAwA3L59G2PHjoWrqyvatm2LS5cuAbi7duKdd94xua8Vav1eHr6+vggICMDZs2erfFyj0cDd3d1oIyIiElEx5WHJBqDSv0M1TXdMnDgRp0+frnELCQnBvn37kJGRAY1GAwcHB7Rs2RIAEBoailGjRlXZdsX6w3tHGvLz8w2jFj4+PigtLcWNGzeqjalJbGwsfvjhBxw4cADOzs6G/b169UJycrLi8dWp9ToU169fR25uLnx9fWv7qYiIiGqdl5cXvLy8FOOWLVuGefPmGX6+fPky+vbti+TkZISFhVV5TGBgIHx8fJCamopOnToBuDs1kZaWhgULFgAAunTpAkdHR6SmpmLYsGEAgCtXruDEiRNYuHChYr+2bt2K5ORkPPnkk0YjGsHBwTh//rzi8dUxOaEoKirCuXPnDD/n5OQgKysLnp6e8PT0RFxcHIYOHQpfX19cuHABb7zxBry8vDB48GCzO1mb7AQKW4kUnlErRqSQlH2ZQBEggQI/sBNYyCTQjkihLaHCRSLFr4QKWymfaLmsTLkdSWAAT+S5BJeRSyLV6QTeH3Kp8muTHJSLaMFepeJXAjEi71dZ5L0o8mQqfcb0jsrnx07gV6ra94vAd9lD6Y/zFuYeX0uaNm1q9HP9+vUBAC1atECTJk0M+9u0aYOEhAQMHjwYkiQhJiYG8fHxCAoKQlBQEOLj4+Hq6ooRI0YAADw8PDB27FhMmzYNDRs2hKenJ6ZPn4527doZrvqoydWrV6u8UKK4uFhoyqQ6JicUhw4dQvfu3Q0/T506FQAwatQorFy5EsePH8fatWtx8+ZN+Pr6onv37khOTjZcO0tERKQaC6/yQB2olJmdnY2CggLDzzNmzEBJSQnGjx+PGzduICwsDCkpKUb/ji5evBgODg4YNmwYSkpK0LNnT6xZs6bKGhT3evzxx7Fz505MmjQJwP/Wa3z88ccIDw83+3WYnFB069atxr+49uzZY3ZniIiITGFNty9v1qxZlf9+3rtPkiTExcUhLi6u2racnZ2xfPlyLF++3OR+JCQkoF+/fjh16hTKy8uxdOlSnDx5Et999x3S0tJMbq9CrS/KJCIiorojIiIC3377LW7fvo0WLVogJSUF3t7e+O6779ClSxez27X5m4MREZH14t1GzdOuXTskJiaq2iYTCiIisl6yZNk6CBtMKL788kvY29tXqqi5Z88e6PV6xdtrVIdTHkRERDZk5syZ0FVxVZksy5g5c6bZ7XKEgoiIrJY1LcqsK86ePYvg4OBK+9u0aWNUFsJUHKEgIiLrpVbtbRvi4eGBn376qdL+c+fOoV69ema3a/MjFJJA4Rm1YuzKBd65AiGSSGErkbRbrXbUSvGFilYpn2hZoIiWrC1VjJH+UJK22nZEinEJkkV++QLFyOSiYuV26it/aQgVGhMhUCBLqPCZwPtDKhP5IArMmQt9NgSeSuAzL+mU+6PWdxARAAwcOBAxMTHYsmULWrRoAeBuMjFt2jQMHDjQ7HY5QkFERFZLrXt52JJ3330X9erVQ5s2bRAYGIjAwEA89thjaNiwIf75z3+a3a7Nj1AQEZGVs8FpC0t4eHggPT0dqamp+OGHH+Di4oL27dvjqaeesqhdJhREREQ2RpIk9OnTB8HBwfDz84OdneUTFpzyICIiq8UpD8sEBwfjwoULqrTFEQoiIrJedfhuo9ZA9G7IIphQEBGRFZN+3yw5ntTAKQ8iIiIbUVZWhu7du+PMmTMAgDfeeAOenp6qtM0RCiIisl6c8jCJo6MjTpw4AUm6OzITGxurWts2n1CIFaQSaEegBpDIc8n2ysNvdlrlDsmO9gL9Eei0yPyaXqXiV/exiJZ8R6sYI2mclBsSOYcihZRECSwgk8uV3x9CPbqfBctUeg+JvKdlO+XPhshnTO+gEeiPYojQd4fQd5CtFrZiQmGyF198EatXr8Y777yjars2n1AQERHZktLSUqxatQqpqakIDQ2tVG570aJFZrXLhIKIiKwXb19ushMnTqBz584AYFhLUaFiKsQcTCiIiMhq8W6jptu/f3+ttMurPIiIiGzQuXPnsGfPHpSUlACwvCYFEwoiIrJevH25ya5fv46ePXuiVatWePrpp3HlyhUAwEsvvYRp06aZ3S4TCiIisl4Vaygs2WzMlClT4OjoiEuXLsHV1dWw//nnn8fu3bvNbpdrKIiIiGxISkoK9uzZgyZNmhjtDwoKwsWLF81ulwkFERFZLUm+u1lyvK0pLi42GpmocO3aNWg0yvVVqmPzCYWkUx7uUqs4jQhJoMCPVKbcIb1G+VdrpxP4JFlwCZHJVCpsJTkrfyDkslKV+iPwi1ez4JC9clEmWStQtMtJoGiXXqXCZ2oReC9KAu9pvbPyTK/dbeX3hyT02gX6rFJRPLty2xu6B8DCVmZ46qmnsHbtWvzjH/8AcPdSUb1ej3fffRfdu3c3u12bTyiIiMiKsQ6Fyd59911069YNhw4dQmlpKWbMmIGTJ0/it99+w7fffmt2u1yUSUREZEOCg4Nx7NgxPPHEE+jduzeKi4sxZMgQHD16FC1atDC7XY5QEBGR9eKUh1l8fHwwd+5cVdtkQkFERNaLCYVZbty4gdWrV+P06dOQJAmPPfYYxowZY9GtzDnlQUREZEPS0tIQGBiIZcuW4caNG/jtt9+wbNkyBAYGIi0tzex2OUJBRETWiyMUJpswYQKGDRuGlStXwv73K8d0Oh3Gjx+PCRMm4MSJE2a1yxEKIiKyXqyUabLz589j2rRphmQCAOzt7TF16lScP3/e7HaZUBAREdmQzp074/Tp05X2nz59Gh07djS7XZuf8hApGCM0JHY/h81EimiJFKRSqyiRSAEkO4HcVaRo0x2Bok0iz6UWgUJku2+uFmqq3yNjlYOUT5Fq5PJyxRhJI1AgS+T3UdeKaIl8xtTqjlrfLyoV17M2rJRpuldffRWTJ0/GuXPn8OSTTwIAMjIy8P777+Odd97BsWPHDLHt27cXbtekhCIhIQGbN2/Gjz/+CBcXF0RERGDBggVo3bq1IUaWZcydOxcfffQRbty4gbCwMLz//vto27atKU9FRESkjGsoTPbXv/4VADBjxowqH5MkCbIsQ5Ik6HTipX5NSijS0tIwYcIEPP744ygvL8esWbPQp08fnDp1CvXq1QMALFy4EIsWLcKaNWvQqlUrzJs3D71790Z2djbc3NxMeToiIiJSWU5OTq20a1JCce9tTT/99FM0atQIhw8fxlNPPQVZlrFkyRLMmjULQ4YMAQAkJibC29sbGzZswCuvvKJez4mIiMhkAQEBtdKuRZPNBQUFAGAohJGTk4O8vDz06dPHEKPRaBAZGYn09PQq29BqtSgsLDTaiIiIREj43zoKs7YH/QIeImYnFLIsY+rUqfjTn/6EkJAQAEBeXh4AwNvb2yjW29vb8Ni9EhIS4OHhYdj8/f3N7RIREdkaXjZaZ5idUEycOBHHjh3Dxo0bKz0m3XOFQcXijqrExsaioKDAsOXm5prbJSIiojpJq9WiY8eOkCQJWVlZ1caVlZXh9ddfR7t27VCvXj34+fnhxRdfxOXLl43iunXrBkmSjLbhw4fX8quomVkJxaRJk7B9+3bs378fTZo0Mez38fEBgEqjEfn5+ZVGLSpoNBq4u7sbbUREREJkFbb7YMaMGfDz81OMu337No4cOYLZs2fjyJEj2Lx5M86cOYOBAwdWio2OjsaVK1cM24cfflgbXRdm0qJMWZYxadIkbNmyBQcOHEBgYKDR44GBgfDx8UFqaio6deoEACgtLUVaWhoWLFigXq+JiIgAq7hsdNeuXUhJScGmTZuwa9euGmM9PDyQmppqtG/58uV44okncOnSJTRt2tSw39XV1fCHvKlu3ryJ//znPzh//jxee+01eHp64siRI/D29kbjxo3NatOkhGLChAnYsGEDtm3bBjc3N8NIhIeHB1xcXCBJEmJiYhAfH4+goCAEBQUhPj4erq6uGDFihFkdrHUiYzQiU2xqTcOJtKNW3SaR4lciRAoXiVzLLBAjOdSxWmx2yuewn+dLqrWlGoHnEjrXIr9XkdclUNRMtferSIGs+1lDWKXvF/k+Fj17GN17QYBGo4FGo7G43V9//RXR0dHYunUrXF1dzWqjoKAAkiThkUceMdq/fv16rFu3Dt7e3oiKisKcOXOEyjMcO3YMvXr1goeHBy5cuIDo6Gh4enpiy5YtuHjxItauXWtWP0362KxcuRIFBQXo1q0bfH19DVtycrIhZsaMGYiJicH48eMRGhqKX375BSkpKaxBQUREqrPoCo8/VNn09/c3ukAgISHB4r7JsozRo0dj3LhxCA0NNauNO3fuYObMmRgxYoTRkoCRI0di48aNOHDgAGbPno1NmzYZyjUomTp1KkaPHo2zZ8/C2dnZsD8qKgoHDx40q5+AGVMeSiRJQlxcHOLi4sztExERkRiVpjxyc3ON/sGuaXQiLi4Oc+fOrbHZzMxMpKeno7CwELGxsWZ1raysDMOHD4der8cHH3xg9Fh0dLThv0NCQhAUFITQ0FAcOXIEnTt3VuxbVestGjduXO0VmSLq2PgxERHR/WfKRQETJ05UvKKiWbNmmDdvHjIyMiolJ6GhoRg5ciQSExOrPb6srAzDhg1DTk4O9u3bp9i3zp07w9HREWfPnlVMKJydnaus+ZSdnY1HH320xmNrwoSCiIis1wNYlOnl5QUvLy/FuGXLlmHevHmGny9fvoy+ffsiOTkZYWFh1R5XkUycPXsW+/fvR8OGDRWf6+TJkygrK4Ovr69i7KBBg/D222/j888/B3B3ZuHSpUuYOXMmhg4dqnh8dZhQEBGR1arLdxv94xUZAFC/fn0AQIsWLYxKLrRp0wYJCQkYPHgwysvL8dxzz+HIkSP44osvoNPpDNMQnp6ecHJywvnz57F+/Xo8/fTT8PLywqlTpzBt2jR06tQJXbt2VezXP//5Tzz99NNo1KgRSkpKEBkZiby8PISHh2P+/Plmv14mFERERA9Qdna24VYWP//8M7Zv3w4A6Nixo1Hc/v370a1bNzg5OeGrr77C0qVLUVRUBH9/f/Tv3x9z5syBvcAVU+7u7vjmm2+wb98+HDlyBHq9Hp07d0avXr0seh1MKIiIyHpZWj77PpbebtasWZUXN/xxX3Uxf+Tv74+0tDSz+lBeXg5nZ2dkZWWhR48e6NGjh1ntVIUJBRERWS8rKGxVlzg4OCAgIAA6kRoyJrqf5VuIiIhUpVYdClvy5ptvIjY2Fr/99puq7dr8CIXeQfndJNsrD4nJKqVmskA1QNlReY5M0umV2xF4XVK5cjuqEamEKHJ+SkuVmxGpgCfSH5EKj6L0At9sAn2SHJ0UY+Q7WoF2HFXpj2oE6uDIDsofREngPIt8xmSVKpuKfHeIVMGU7W3wX0Yyy7Jly3Du3Dn4+fkhICAA9erVM3r8yJEjZrVr8wkFERFZMU55mOzZZ5+tlXaZUBARkfWydNrCBhOKOXPm1Eq7XENBREREFuMIBRERWS9OeZjMzs4OUg3rn8y9AoQJBRERWS8mFCbbsmWL0c9lZWU4evQoEhMTFW96VhMmFERERDZk0KBBlfY999xzaNu2LZKTkzF27Fiz2uUaCiIislqsQ6GesLAw7N271+zjmVAQERHZuJKSEixfvtzopmWmsvkpD5GCMXqBs6RWcRq7EuV0Wa9R7pBQ8R57gSJAOoH0XaTAj16lAkgqFVKSHAR+qSJFq0SKUYlSKb2XnAWKdgk1pE6hMaEYkfeQSFEzgfe0CKHPmMBnQ3ZWpyie0HeQijXW6OHWoEEDo0WZsizj1q1bcHV1xbp168xu1+YTCiIismJclGmyxYsXGyUUdnZ2ePTRRxEWFoYGDRqY3S4TCiIislqWroOwxTUUPXr0gL+/f5WXjl66dAlNmzY1q12uoSAiIusmW7DZoMDAQFy9erXS/uvXryMwMNDsdplQEBER2RC5mhvtFRUVwdnZ2ex2OeVBRETWi2sohE2dOhUAIEkS3nrrLbi6uhoe0+l0+O9//4uOHTua3T4TCiIislpcQyHu6NGjAO6OUBw/fhxOTk6Gx5ycnNChQwdMnz7d7PaZUBAREdmA/fv3AwDGjBmDpUuXwt3dXdX2mVAQEZH14pSHyT799NNaadfmEwqRYjBqxegdBIrcCNT3kR0F1tKW6pVjBNqRy5TbkexE1vYK3L1OqB1lQv35w9xhtQSKVkkChZSqWwBVqS2Rwk06gd+Hxkk5RuQcOQi8qVUqNCZUtEokxlGdYmRCnzGRem4in/n7+B30MOKUh3kyMzPx73//G5cuXUJpaanRY5s3bzarTV7lQUREZEOSkpLQtWtXnDp1Clu2bEFZWRlOnTqFffv2wcPDw+x2mVAQEZH1sqQGhY3WooiPj8fixYvxxRdfwMnJCUuXLsXp06cxbNgws4taAUwoiIjImjGhMNn58+fRv39/AIBGo0FxcTEkScKUKVPw0Ucfmd0uEwoiIiIb4unpiVu3bgEAGjdujBMnTgAAbt68idu3b5vdrs0vyiQiIuvFRZmm+/Of/4zU1FS0a9cOw4YNw+TJk7Fv3z6kpqaiZ8+eZrfLhIKIiKwXLxs12YoVK3Dnzh0AQGxsLBwdHfHNN99gyJAhmD17ttntMqEgIiLrxYTCJOXl5dixYwf69u0L4O6ty2fMmIEZM2ZY3DbXUBAREdkIBwcH/P3vf4dWq1W/bVOCExISsHnzZvz4449wcXFBREQEFixYgNatWxtiRo8ejcTERKPjwsLCkJGRoU6PVaZ3VE5PRYrT6AXOpF6oOI3yc+kEiu7Y61RKuwX6I9JnkUJKIj0WKqPkoPzLEOpPebnyc9kr/1IlnUBRL0Co35DLlJ/PQaPcjsjrFyjaJVTYSuS5HASeS+S9KPIGUekzJtup9L2gVozAd9nDiGsoTBcWFoajR48iICBA1XZNSijS0tIwYcIEPP744ygvL8esWbPQp08fnDp1CvXq1TPE9evXz6i05x9vQEJERKQaTnmYbPz48Zg2bRp+/vlndOnSxejfbwBo3769We2alFDs3r3b6OdPP/0UjRo1wuHDh/HUU08Z9ms0Gvj4+JjVISIiIqo9zz//PADg1VdfNeyTJAmyLEOSJOhER1XvYdGizIKCAgB3r2n9owMHDqBRo0Z45JFHEBkZifnz56NRo0aWPBUREVElnPIwXU5OTq20a3ZCIcsypk6dij/96U8ICQkx7I+KisJf/vIXBAQEICcnB7Nnz0aPHj1w+PBhaDSV53a1Wq3R4pDCwkJzu0RERLaGUx4mU3vtRAWzr/KYOHEijh07ho0bNxrtf/7559G/f3+EhIRgwIAB2LVrF86cOYOdO3dW2U5CQgI8PDwMm7+/v7ldIiIiIgGfffYZunbtCj8/P1y8eBEAsGTJEmzbts3sNs1KKCZNmoTt27dj//79aNKkSY2xvr6+CAgIwNmzZ6t8PDY2FgUFBYYtNzfXnC4REZEt4r08TLZy5UpMnToVTz/9NG7evGlYM/HII49gyZIlZrdrUkIhyzImTpyIzZs3Y9++fQgMDFQ85vr168jNzYWvr2+Vj2s0Gri7uxttREREIiQVNluzfPlyfPzxx5g1axbs/3Dpe2hoKI4fP252uyYlFBMmTMC6deuwYcMGuLm5IS8vD3l5eSgpKQEAFBUVYfr06fjuu+9w4cIFHDhwAAMGDICXlxcGDx5sdieJiIhIHTk5OejUqVOl/RV3HjWXSYsyV65cCQDo1q2b0f5PP/0Uo0ePhr29PY4fP461a9fi5s2b8PX1Rffu3ZGcnAw3NzezO1mbZCfl8S5ZqPCMSkVuHAWKROmU80BJr/xcdjrlIJHiPSJFoiDQDuyUi0TJAoWUhP7i0Cu/drEiWgLVykSKPwnGSSLFrxwFYlQqSCXUjkoFskTeiyJFq/QC/REptCXyWdWrVBhO5DtIttHCVlyUabrAwEBkZWVVWpy5a9cuBAcHm92uSQmFLNd85l1cXLBnzx6zO0NERGQKa7lsVKvVIiwsDD/88AOOHj2Kjh07VhsrUnFaq9Vi+vTp2LhxI0pKStCzZ0988MEHiusaAeC1117DhAkTcOfOHciyjO+//x4bN25EQkICVq1aZfZr5M3BiIjIelnJCMWMGTPg5+eHH374QSheqeJ0TEwMduzYgaSkJDRs2BDTpk3DM888g8OHDxuti6jKmDFjUF5ejhkzZuD27dsYMWIEGjdujKVLl2L48OGmv7jfMaEgIiKqRbt27UJKSgo2bdqEXbt2CR1TU8XpgoICrF69Gp999hl69eoFAFi3bh38/f2xd+9ew51EaxIdHY3o6Ghcu3YNer1eleKTvNsoERFZNxUuGS0sLDTa1Lob56+//oro6Gh89tlncHV1FT6uouJ0q1atEB0djfz8fMNjhw8fRllZGfr06WPY5+fnh5CQEKSnpws/R35+Pk6fPo0zZ87g6tWrwsdVhwkFERFZrYo1FJZsAODv729UZDEhIcHivsmyjNGjR2PcuHEIDQ0VPi4qKgrr16/Hvn378N577yEzMxM9evQwJDl5eXlwcnJCgwYNjI7z9vZGXl6eYvuFhYV44YUX4Ofnh8jISDz11FPw8/PD3/72N8MtNczBKQ8iIrJ5ubm5RnWQqrpVRIW4uDjMnTu3xvYyMzORnp6OwsJCxMbGmtSXipt3AUBISAhCQ0MREBCAnTt3YsiQIdUeV3FzLyUvvfQSsrKysHPnToSHh0OSJKSnp2Py5MmIjo7G559/blJ/KzChICIi66XSokxTCitOnDhRcfFis2bNMG/ePGRkZFRKTkJDQzFy5MhKV3JU596K0z4+PigtLcWNGzeMRiny8/MRERGh2N7OnTuxZ88e/OlPfzLs69u3Lz7++GP069dPqE9VYUJBRERW60FcNurl5QUvLy/FuGXLlmHevHmGny9fvoy+ffsiOTkZYWFhws93b8XpLl26wNHREampqRg2bBgA4MqVKzhx4gQWLlyo2F7Dhg3h4eFRab+Hh0elaRRT2HxCITsoFzjSO6pU5EalwlZ25QLPJQssjylVDpGEigAJfCLLlQtASQLFpkQKSQl9P+hVKpAlUthJtLCVCKHfh0CxLZGiVSoV7RIpRiZSSEoWeO0iRav0Tip9nlX6zOuclGP0AkWrZI3A54fuq6ZNmxr9XL9+fQBAixYtjOpFtGnTBgkJCRg8eDCKiooQFxeHoUOHwtfXFxcuXMAbb7xhVHHaw8MDY8eOxbRp09CwYUN4enpi+vTpaNeuneGqj5q8+eabmDp1KtauXWtIUvLy8vDaa69h9uzZZr9em08oiIjIillJHYqaZGdnGxZDilacXrx4MRwcHDBs2DBDYas1a9Yo1qAA7la9PnfuHAICAgxJz6VLl6DRaHD16lV8+OGHhtgjR44Ivw4mFEREZLWspVImcHddRVUVp/+4T7TitLOzM5YvX47ly5eb3I9nn33W5GNEMKEgIiKyIXPmzKmVdplQEBGR9XoIpjwepKKiIujvWb8merXLvVjYioiIrJclVTItTUasVE5ODvr374969eoZruxo0KABHnnkEV7lQUREtsma1lDUFSNHjgQAfPLJJ/D29hYqhiWCCQUREZENOXbsGA4fPozWrVur2i6nPIiIyHpxysNkjz/+OHJzc1Vv1+ZHKOzdyhRj9DeUT5NeqDiNcoxIkRuRwlYipHLlGKGCQ1VcBlWJo0CRJJ1yCARq90gi72qdOgWZIPLa1STSJ5WKVgm9fnuB8yjQH1ng/SH0XnRQqSCVQIzIZ1UWKWan0neHQz3l77KHkSTLkCz4HFpyrLVatWoVxo0bh19++QUhISFwdDR+g7Vv396sdm0+oSAiIrIlV69exfnz5zFmzBjDPkmSDDcX0+lE/rqrjAkFERFZL142arL/+7//Q6dOnbBx40YuyiQiIgJ4lYc5Ll68iO3bt6Nly5aqtstFmURERDakR48e+OGHH1RvlyMURERkvTjlYbIBAwZgypQpOH78ONq1a1dpUebAgQPNapcJBRERWS1OeZhu3LhxAIC333670mNclElERERC7r13h1q4hoKIiKwXC1tZ5M6dO6q1ZfMjFB5utxVjbmqcFWN0TgLFcgRiyjWKIbATqF8ji9Q/KlPOJ4USWYHCMHZ6gU+tQHor6ZTbkYVevPKTSSIvvi4WthKIESkSJdSOSGEre4H3mUB/9I4CMQL9EfqsChTIKtcIPJdQjGIIdBrl95mnu/J32cOIUx6m0+l0iI+Px7/+9S/8+uuvOHPmDJo3b47Zs2ejWbNmGDt2rFntcoSCiIisF0coTDZ//nysWbMGCxcuhJPT/0q1tmvXDqtWrTK7XSYURERENmTt2rX46KOPMHLkSNjb/6/sffv27fHjjz+a3a7NT3kQEZF1s8VpC0v88ssvVRa10uv1KCsz/54wHKEgIiLrJcuWbzambdu2+Prrryvt//e//41OnTqZ3S5HKIiIiGzInDlz8MILL+CXX36BXq/H5s2bkZ2djbVr1+KLL74wu12OUBARkdWquMrDks3WDBgwAMnJyfjyyy8hSRLeeustnD59Gjt27EDv3r3NbpcjFEREZL1Yetssffv2Rd++fVVtkyMURERENqR58+a4fv16pf03b95E8+bNzW7XpBGKlStXYuXKlbhw4QKAuws73nrrLURFRQEAZFnG3Llz8dFHH+HGjRsICwvD+++/j7Zt25rdwdrW2vOqYsx39T0UY3RagUI4AjFSuUAhHJFFuAL1j/SOAkECRaIkWaDgkPIzwU7gtcNO4M8JgYJUksA4p1CBLGstbCVQAEqkHb2jvWIM7AT6I1K0SuD9KlI8TqQdkeJXQkWrlGviQeei/B7S11e+t0JQA+XvsoeRpL+7WXK8rblw4UKV9+vQarX45ZdfzG7XpISiSZMmeOeddwyXmyQmJmLQoEE4evQo2rZti4ULF2LRokVYs2YNWrVqhXnz5qF3797Izs6Gm5ub2Z0kIiKqEqc8hG3fvt3w33v27IGHx//+WNbpdPjqq6/QrFkzs9s3KaEYMGCA0c/z58/HypUrkZGRgeDgYCxZsgSzZs3CkCFDANxNOLy9vbFhwwa88sorZneSiIiILPPss88CuHtH0VGjRhk95ujoiGbNmuG9994zu32z11DodDokJSWhuLgY4eHhyMnJQV5eHvr06WOI0Wg0iIyMRHp6utkdJCIiqg6v8hCn1+uh1+vRtGlT5OfnG37W6/XQarXIzs7GM888Y3b7Jl/lcfz4cYSHh+POnTuoX78+tmzZguDgYEPS4O3tbRTv7e2NixcvVtueVquFVqs1/FxYWGhql4iIyFZZWpzKBgtb5eTk1Eq7Jo9QtG7dGllZWcjIyMDf//53jBo1CqdOnTI8Lt2zkEuW5Ur7/ighIQEeHh6Gzd/f39QuERGRjeIIRd1hckLh5OSEli1bIjQ0FAkJCejQoQOWLl0KHx8fAEBeXp5RfH5+fqVRiz+KjY1FQUGBYcvNzTW1S0RERPSAWVyHQpZlaLVaBAYGwsfHB6mpqYbHSktLkZaWhoiIiGqP12g0cHd3N9qIiIiE8PbldYZJayjeeOMNREVFwd/fH7du3UJSUhIOHDiA3bt3Q5IkxMTEID4+HkFBQQgKCkJ8fDxcXV0xYsSI2uo/ERHZMEunLTjloR6TEopff/0VL7zwAq5cuQIPDw+0b98eu3fvNtT+njFjBkpKSjB+/HhDYauUlJQ6XYMiKfwjxZjgX+MUY25r6yvG2GmViwBJyvVrYFeuHCNS2UqokJRA0SoRAuWPoBcopCTZCRSt0osUdlL+FhH6ohFZ0CVSjErFtoSKVgmQRQpS2Su/P2QHkUJSIoWtlGOEClIJFLYqd1EMQbmrckxZPYF26iu/p+t53VaMEfkuI6pw/vx5fPrppzh//jyWLl2KRo0aYffu3fD39ze7GKVJCcXq1atrfFySJMTFxSEuLs6szhAREZmEV3mYLC0tDVFRUejatSsOHjyI+fPno1GjRjh27BhWrVqF//znP2a1y3t5EBGR1eJVHqabOXMm5s2bh9TUVDg5ORn2d+/eHd99953Z7TKhICIisiHHjx/H4MGDK+1/9NFHq7xpmCgmFEREZL14lYfJHnnkEVy5cqXS/qNHj6Jx48Zmt8uEgoiIrBanPEw3YsQIvP7668jLy4MkSdDr9fj2228xffp0vPjii2a3y4SCiIiolmm1WnTs2BGSJCErK6vGWEmSqtzeffddQ0y3bt0qPT58+HChvsyfPx9NmzZF48aNUVRUhODgYDz11FOIiIjAm2++afZrNPleHkRERHWGXr67WXL8fTBjxgz4+fnhhx9+UIy9dzpi165dGDt2LIYOHWq0Pzo6Gm+//bbhZxcXgeudcffOouvXr8c//vEPHDlyBHq9Hp06dUJQUJDQ8dVhQkFERNbL0nUQ9yGf2LVrF1JSUrBp0ybs2rVLMb7iVhYVtm3bhu7du6N58+ZG+11dXSvFmqJ58+Zo3rw5dDodjh8/jhs3bqBBgwZmt8eEQsCJJ9crxrT9bqRiTImkXPxK0iuXgLLTCRSAEri2WqQAlBBJoLiRQJEk+1KBolUir12n0jeE0DlUjhF57aq2JVLYSuAcyQKFpPQCzyU7iBStEihIpVEpxlkxBGX1BIpfCRStKm2oXKlO461ctErkOwiIE4h5+EiwsFLm7/9/752uNRoNNBqN+Q3/7tdff0V0dDS2bt0KV1eBamhVHL9z504kJiZWemz9+vVYt24dvL29ERUVhTlz5ggVkoyJiUG7du0wduxY6HQ6REZGIj09Ha6urvjiiy/QrVs3k/sJcA0FERER/P39je58nZCQYHGbsixj9OjRGDduHEJDQ81qIzExEW5ubhgyZIjR/pEjR2Ljxo04cOAAZs+ejU2bNlWKqc5//vMfdOjQAQCwY8cO/PTTT/jxxx8RExODWbNmmdVPgCMURERkzVSqlJmbm2t0c8qaRifi4uIwd+7cGpvNzMxEeno6CgsLERsba3b3PvnkE4wcORLOzsZDa9HR0Yb/DgkJQVBQEEJDQ3HkyBF07ty5xjavXbtmmCr58ssvMWzYMLRq1Qpjx47FsmXLzO4rEwoiIrJaat0czJS7XU+cOFHxiopmzZph3rx5yMjIqJSchIaGYuTIkVVOY/zR119/jezsbCQnJyv2qXPnznB0dMTZs2cVEwpvb2+cOnUKvr6+2L17Nz744AMAwO3bt2FvL3LnpaoxoSAiIjKBl5cXvLy8FOOWLVuGefPmGX6+fPky+vbti+TkZISFhSkev3r1anTp0sUwPVGTkydPoqysDL6+voqxY8aMwbBhw+Dr6wtJkgw3+Pzvf/+LNm3aKB5fHSYURERkverwVR5NmzY1+rl+/bsL81u0aIEmTZoY9rdp0wYJCQlG5bALCwvx73//G++9916lds+fP4/169fj6aefhpeXF06dOoVp06ahU6dO6Nq1q2K/4uLiEBISgtzcXPzlL38xjKDY29tj5syZZr1WgAkFERFZMUmWha5qq+n4By07OxsFBQVG+5KSkiDLMv76179WindycsJXX32FpUuXoqioCP7+/ujfvz/mzJkjPGXx3HPPVdo3atQo817A75hQEBER3QfNmjWDXEUCU9W+l19+GS+//HKV7fj7+yMtLc2k5162bBlefvllODs7Ky68fPXVV01quwITCiIisl763zdLjrcBixcvNlwtsnjx4mrjJEliQlGb7HzOKsacrnwn2Er+lR2pGPPO3gGKMXqBQkGQ1SlaJUsChYsk5U+kXblAfwRelqRcJwhSuTrfEGrdNEj0VyFwGv9XhcfS53NUDtELFLYS6Y9OI1DYSuCbqNxZuR2holX1lTutbaD8yy9roPwL+7+nlP+KfCtkh2IM8JZAjG16GKY87oecnJwq/1tNLGxFRERko2RZrnLKxRxMKIiIyHrJKmw2aO3atWjXrh1cXFzg4uKC9u3b47PPPrOoTU55EBGR9VKpUqYtWbRoEWbPno2JEyeia9eukGUZ3377LcaNG4dr165hypQpZrXLhIKIiKyWWpUybcny5cuxcuVKvPjii4Z9gwYNQtu2bREXF2d2QsEpDyIiIhty5coVREREVNofERGBK1eumN0uEwoiIrJeFVMelmw2pmXLlvj8888r7U9OTkZQUJDZ7XLKg4iIrJakF7zkuobjbc3cuXPx/PPP4+DBg+jatSskScI333yDr776qspEQxRHKIiIiGzI0KFD8d///hdeXl7YunUrNm/eDC8vL3z//fdG9xMxFUco7qNxrZWL3IxrrdzOY1viFGPu/Kh8G17ZXrnAj4OD8nCgbKecl9qVC7Rjr9yOSGEroSJa93OUU7iwlcA5Eig0JvZkyiF6B4GiZgK3DdA5Kbcj8lylAgWpRApbaT2Vz7Mm5KZizNmBbys/GaYLxJBFeJWHWbp06YJ169ap2iYTCiIisl51+G6jtoYJBRERkQ2ws7ODpDDKKUkSysvLzWqfCQUREVkt3stD3JYtW6p9LD09HcuXL7eoDDcTCiIisl5cQyFs0KBBlfb9+OOPiI2NxY4dOzBy5Ej84x//MLt9XuVBRERkYy5fvozo6Gi0b98e5eXlyMrKQmJiIpo2bWp2m0woiIjIeskA9BZstjNAAQAoKCjA66+/jpYtW+LkyZP46quvsGPHDoSEhFjcNqc8iIjIanENhbiFCxdiwYIF8PHxwcaNG6ucArEEEwoiIrJeMixcQ6FaT+q8mTNnwsXFBS1btkRiYiISExOrjNu8ebNZ7TOhsEKnB8ep0k7zxe8pxjgWKM+KOf+m/FySwFVIIsWNRApk2emU2xEptysLFH8SKkYlUEAMACSdSBExgdcm8AUpC0x2isToHJX7U+4i8FwCv/s7nsrtlHko/2J/mjJNuSGih9CLL76oeNmoJUxKKFauXImVK1fiwoULAIC2bdvirbfeQlRUFABg9OjRlTKesLAwZGRkqNNbIiKiP+JVHsLWrFlTq+2blFA0adIE77zzDlq2bAkASExMxKBBg3D06FG0bdsWANCvXz98+umnhmOcnJxU7C4REdEf6CFc3r7a40kVJiUUAwYMMPp5/vz5WLlyJTIyMgwJhUajgY+Pj3o9JCIiojrP7MtGdTodkpKSUFxcjPDwcMP+AwcOoFGjRmjVqhWio6ORn59fYztarRaFhYVGGxERkYiKqzws2UgdJi/KPH78OMLDw3Hnzh3Ur18fW7ZsQXBwMAAgKioKf/nLXxAQEICcnBzMnj0bPXr0wOHDh6HRaKpsLyEhAXPnzrXsVRARkW3iGoo6w+SEonXr1sjKysLNmzexadMmjBo1CmlpaQgODsbzzz9viAsJCUFoaCgCAgKwc+dODBkypMr2YmNjMXXqVMPPhYWF8Pf3N+OlEBER0YNickLh5ORkWJQZGhqKzMxMLF26FB9++GGlWF9fXwQEBODs2bPVtqfRaKodvSAiIqoRRyjqDIvrUMiyDK1WW+Vj169fR25uLnx9fS19GiIiosqYUNQZJiUUb7zxBqKiouDv749bt24hKSkJBw4cwO7du1FUVIS4uDgMHToUvr6+uHDhAt544w14eXlh8ODBtdV/soBaBX5azVukGGNXpnxdl1OB8nPZlSrHiBStsitTjhEp7CRSREukHQCQ9Oq0JfL6dQJXc8v2yjF6gcJWpR4i7Sh/qZ95c6piDBE9OCYlFL/++iteeOEFXLlyBR4eHmjfvj12796N3r17o6SkBMePH8fatWtx8+ZN+Pr6onv37khOToabm1tt9Z+IiGwZ61DUGSYlFKtXr672MRcXF+zZs8fiDhEREYnizcHqDt7Lg4iIrBfXUNQZZhe2IiIiIqrAEQoiIrJeelnsFrs1HU+qYEJBRETWi1MedQanPIiIiMhiHKEgIiIrZuEIBThCoRYmFGQxkYJDA7+eqBhz+pvmijH2JcoXnIsUrbK/oxwjMn4nlSvHiBSIAgBJJ9CWyCdW4Lp6vUC1e5HiV+Wuyl/GwV1/UozZ/ucVyk9GVBVOedQZnPIgIiIiizGhICIi66WXLd9qUbNmzSBJktE2c+bMGo+RZRlxcXHw8/ODi4sLunXrhpMnTxrFaLVaTJo0CV5eXqhXrx4GDhyIn3/+uTZfiiImFEREZL1kveVbLXv77bdx5coVw/bmm2/WGL9w4UIsWrQIK1asQGZmJnx8fNC7d2/cunXLEBMTE4MtW7YgKSkJ33zzDYqKivDMM89ApxOYO60lXENBRERUi9zc3ODj4yMUK8sylixZglmzZmHIkCEAgMTERHh7e2PDhg145ZVXUFBQgNWrV+Ozzz5Dr169AADr1q2Dv78/9u7di759+9baa6kJRyiIiMh6VSzKtGQDUFhYaLRptVrVurhgwQI0bNgQHTt2xPz581FaWv1tk3NycpCXl4c+ffoY9mk0GkRGRiI9PR0AcPjwYZSVlRnF+Pn5ISQkxBDzIHCEgoiIrJdehkWXfv6+hsLf399o95w5cxAXF2d+u7+bPHkyOnfujAYNGuD7779HbGwscnJysGrVqirj8/LyAADe3t5G+729vXHx4kVDjJOTExo0aFAppuL4B4EJBRERWS+VLhvNzc2Fu7u7YbdGU/211XFxcZg7d26NzWZmZiI0NBRTpkwx7Gvfvj0aNGiA5557zjBqUR1JMr5EXpblSvsqvxTlmNrEhIKIiGyeu7u7UUJRk4kTJ2L48OE1xjRr1qzK/U8++SQA4Ny5c1UmFBVrLfLy8uDr62vYn5+fbxi18PHxQWlpKW7cuGE0SpGfn4+IiAih11AbmFDQfSFUuOjPyiEtkuYrxujznBVjHIuUs3hZING31wq0I/gpEymSpXdS5xK3MjfldqRGynPIP/31DTW6Q2Q+GRaOUJh+iJeXF7y8vMx6uqNHjwKAUbLwR4GBgfDx8UFqaio6deoEACgtLUVaWhoWLFgAAOjSpQscHR2RmpqKYcOGAQCuXLmCEydOYOHChWb1Sw1MKIiIyHrV4UqZ3333HTIyMtC9e3d4eHggMzMTU6ZMwcCBA9G0aVNDXJs2bZCQkIDBgwdDkiTExMQgPj4eQUFBCAoKQnx8PFxdXTFixAgAgIeHB8aOHYtp06ahYcOG8PT0xPTp09GuXTvDVR8PAhMKIiKiWqDRaJCcnIy5c+dCq9UiICAA0dHRmDFjhlFcdnY2CgoKDD/PmDEDJSUlGD9+PG7cuIGwsDCkpKTAzc3NELN48WI4ODhg2LBhKCkpQc+ePbFmzRrY2wvW+q8FkizXrULmhYWF8PDwQEFBgfB8FtkOTnlwyoPqvvvxPV7xHL0avQQHO4Ebz1SjXF+Kvfmr+G+OCjhCQURE1qsOT3nYGha2IiIiIotxhIKIiKwXRyjqDCYURERkvVSqlEmW45QHERERWYwjFGRVzg+fpUo7gevjFWP0pcqXX0nFyjGy4JUZUqnAFSP1lG9NbOekHJMzkldn0MNBlvWQLbgFuSXHkjEmFEREZL1k2bJpC66hUA0TCiIisl6yhWsomFCohmsoiIiIyGIcoSAiIuul1wOSBesguIZCNUwoiIjIenHKo87glAcRERFZjCMURERktWS9HrIFUx68bFQ9TCiIiMh6ccqjzmBCQTZJrcJOobuU22ngXCLU1o07Looxh6KUC3IRET0IFq2hSEhIgCRJiImJMeyTZRlxcXHw8/ODi4sLunXrhpMnT1raTyIiosr0suUbqcLshCIzMxMfffQR2rdvb7R/4cKFWLRoEVasWIHMzEz4+Pigd+/euHXrlsWdJSIiMiLLdy/9NHtjQqEWsxKKoqIijBw5Eh9//DEaNGhg2C/LMpYsWYJZs2ZhyJAhCAkJQWJiIm7fvo0NGzao1mkiIiKqW8xKKCZMmID+/fujV69eRvtzcnKQl5eHPn36GPZpNBpERkYiPT29yra0Wi0KCwuNNiIiIhGyXrZ4I3WYvCgzKSkJR44cQWZmZqXH8vLyAADe3t5G+729vXHx4sUq20tISMDcuXNN7QYREdHvlS5ZKbMuMGmEIjc3F5MnT8a6devg7OxcbZwkGd+GWZblSvsqxMbGoqCgwLDl5uaa0iUiIrJhHKGoO0waoTh8+DDy8/PRpUsXwz6dToeDBw9ixYoVyM7OBnB3pMLX19cQk5+fX2nUooJGo4FGozGn70RERFRHmJRQ9OzZE8ePHzfaN2bMGLRp0wavv/46mjdvDh8fH6SmpqJTp04AgNLSUqSlpWHBggVCzyH/vuKWaynIGuhuaxVjynXKMQCg0yoPGPJzQdag4n0q34crKMplrUXTFuUoU7E3ts2khMLNzQ0hISFG++rVq4eGDRsa9sfExCA+Ph5BQUEICgpCfHw8XF1dMWLECKHnqLi81N/f35SuEdkEDyx60F0gEnbr1i14eHjUSttOTk7w8fHBN3lfWtyWj48PnJycVOiVbVO9UuaMGTNQUlKC8ePH48aNGwgLC0NKSgrc3NyEjvfz80Nubi7c3NwM6y4KCwvh7++P3NxcuLu7q91l+h3P8/3B83x/8DzfP/eea1mWcevWLfj5+dXaczo7OyMnJwelpaUWt+Xk5FTjukASI8n3Y0zKQoWFhfDw8EBBQQG/GGoRz/P9wfN8f/A83z881wTw9uVERESkAiYUREREZDGrSCg0Gg3mzJnDy0trGc/z/cHzfH/wPN8/PNcEWMkaCiIiIqrbrGKEgoiIiOo2JhRERERkMSYUREREZDEmFERERGSxOp9QfPDBBwgMDISzszO6dOmCr7/++kF3yeodPHgQAwYMgJ+fHyRJwtatW40el2UZcXFx8PPzg4uLC7p164aTJ08+mM5aqYSEBDz++ONwc3NDo0aN8OyzzxpunleB51kdK1euRPv27eHu7g53d3eEh4dj165dhsd5ntWXkJAASZIQExNj2MfzTHU6oUhOTkZMTAxmzZqFo0eP4s9//jOioqJw6dKlB901q1ZcXIwOHTpgxYoVVT6+cOFCLFq0CCtWrEBmZiZ8fHzQu3dvw31WSFlaWhomTJiAjIwMpKamory8HH369EFxcbEhhudZHU2aNME777yDQ4cO4dChQ+jRowcGDRpk+MeM51ldmZmZ+Oijj9C+fXuj/TzPBLkOe+KJJ+Rx48YZ7WvTpo08c+bMB9Sjhw8AecuWLYaf9Xq97OPjI7/zzjuGfXfu3JE9PDzkf/3rXw+ghw+H/Px8GYCclpYmyzLPc21r0KCBvGrVKp5nld26dUsOCgqSU1NT5cjISHny5MmyLPP9THfV2RGK0tJSHD58GH369DHa36dPH6Snpz+gXj38cnJykJeXZ3TeNRoNIiMjed4tUFBQAADw9PQEwPNcW3Q6HZKSklBcXIzw8HCeZ5VNmDAB/fv3R69evYz28zwTUAt3G1XLtWvXoNPp4O3tbbTf29sbeXl5D6hXD7+Kc1vVeb948eKD6JLVk2UZU6dOxZ/+9CeEhIQA4HlW2/HjxxEeHo47d+6gfv362LJlC4KDgw3/mPE8Wy4pKQlHjhxBZmZmpcf4fiagDicUFSpuYV5BluVK+0h9PO/qmThxIo4dO4Zvvvmm0mM8z+po3bo1srKycPPmTWzatAmjRo1CWlqa4XGeZ8vk5uZi8uTJSElJqfE23zzPtq3OTnl4eXnB3t6+0mhEfn5+pSyY1OPj4wMAPO8qmTRpErZv3479+/ejSZMmhv08z+pycnJCy5YtERoaioSEBHTo0AFLly7leVbJ4cOHkZ+fjy5dusDBwQEODg5IS0vDsmXL4ODgYDiXPM+2rc4mFE5OTujSpQtSU1ON9qempiIiIuIB9erhFxgYCB8fH6PzXlpairS0NJ53E8iyjIkTJ2Lz5s3Yt28fAgMDjR7nea5dsixDq9XyPKukZ8+eOH78OLKysgxbaGgoRo4ciaysLDRv3pznmer2lMfUqVPxwgsvIDQ0FOHh4fjoo49w6dIljBs37kF3zaoVFRXh3Llzhp9zcnKQlZUFT09PNG3aFDExMYiPj0dQUBCCgoIQHx8PV1dXjBgx4gH22rpMmDABGzZswLZt2+Dm5mb4y83DwwMuLi6Ga/h5ni33xhtvICoqCv7+/rh16xaSkpJw4MAB7N69m+dZJW5ubob1PxXq1auHhg0bGvbzPFOdvmxUlmX5/ffflwMCAmQnJye5c+fOhsvuyHz79++XAVTaRo0aJcvy3UvA5syZI/v4+MgajUZ+6qmn5OPHjz/YTluZqs4vAPnTTz81xPA8q+P//u//DN8Rjz76qNyzZ085JSXF8DjPc+3442WjsszzTLLM25cTERGRxersGgoiIiKyHkwoiIiIyGJMKIiIiMhiTCiIiIjIYkwoiIiIyGJMKIiIiMhiTCiIiIjIYkwoiIiIyGJMKIiIiMhiTCiIiIjIYkwoiIiIyGJMKIiIiMhi/w+JtPuKtm8UMgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(np.log10(observation.Trms.value))\n", "ax = plt.colorbar()\n", "ax.set_label(\"Noise temperature per-cell log10(T/K)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Associate Cosmological Scales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have a grid of $uv\\eta$. We now convert these to $k_\\perp$ and $k_{||}$ respectively. Note that these conversions depend slightly on redshift, but typically the range of redshifts under evaluation is so small that a linear conversion is appropriate:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimum kparallel: -2.695 littleh / Mpc\n", "Maximum kparallel: +2.628 littleh / Mpc\n", "Delta kparallel : +0.067 littleh / Mpc\n" ] } ], "source": [ "print(f\"Minimum kparallel: {observation.kparallel.min():+.3f}\")\n", "print(f\"Maximum kparallel: {observation.kparallel.max():+.3f}\")\n", "print(f\"Delta kparallel : {observation.kparallel[1] - observation.kparallel[0]:+.3f}\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimum kperp: -0.140 littleh / Mpc\n", "Maximum kperp: +0.140 littleh / Mpc\n", "Delta kperp : +0.007 littleh / Mpc\n" ] } ], "source": [ "kperp = observation.ugrid * p21s.conversions.dk_du(observation.redshift)\n", "\n", "print(f\"Minimum kperp: {kperp.min():+.3f}\")\n", "print(f\"Maximum kperp: {kperp.max():+.3f}\")\n", "print(f\"Delta kperp : {kperp[1] - kperp[0]:+.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Add Cosmic Variance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cosmic variance comes from the fact that measuring the power spectrum in a finite volume of the Universe doesn't necessarily reveal the true underlying power spectrum of the Universe -- it's a random realization of the power. \n", "You can show that the uncertainty on the power is proportional to the power itself. Since it's independent of the thermal noise, it just gets added in quadrature.\n", "\n", "To obtain this quantity requires having some model of the power spectrum itself. In-built into `21cmSense` is a fiducial 21cmFAST model from [EOS2021](https://scholar.harvard.edu/julianbmunoz/eos-21):" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/steven/work/eor/21cmSense/py21cmsense/sensitivity.py:553: UserWarning: Extrapolating above the simulated theoretical k: 3.605864257424534 > 3.3903453170721027\n", " return self.theory_model.delta_squared(self.observation.redshift, k)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(sensitivity.k1d, sensitivity.delta_squared)\n", "plt.xscale(\"log\")\n", "plt.yscale(\"log\")\n", "plt.xlabel(\"Scale, k [h/Mpc]\")\n", "plt.ylabel(r\"$\\Delta^2(k)$ [mK^2]\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're not going to add it in right here, we'll wait for the last step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8. Add Everything Together" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, there's a few things we need to add together at this stage. What we have effectively is a thermal noise per cell of $uv\\eta$ (corresponding to 3D k-space), and a cosmic variance for each cell. \n", "\n", "What we want in the end is the thermal noise in a bin of spherically-averaged $k$. We'll first do a cylindrical average, averaging in the $\\mathbf{k}_\\perp$ plane:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "calculating 2D sensitivity: 100%|██████████| 561/561 [00:01<00:00, 432.41uv-bins/s]\n" ] } ], "source": [ "sense_2d = sensitivity.calculate_sensitivity_2d()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sensitivity.plot_sense_2d(sense_2d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The big white part here is the \"foreground wedge\", where we assume we'll never take observations (the uncertainty there is infinite). We can modify its extent when creating the sensitivity:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "sensitivity = p21s.PowerSpectrum(observation=observation, foreground_model=\"optimistic\")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "calculating 2D sensitivity: 0%| | 0/561 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sensitivity.plot_sense_2d(sense_2d_opt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we average over circular shells in the 2D plot. We can do this for just thermal, just cosmic variance, or both:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "averaging to 1D: 100%|██████████| 153/153 [00:00<00:00, 172.42kperp-bins/s]\n", "averaging to 1D: 100%|██████████| 153/153 [00:00<00:00, 178.46kperp-bins/s]\n", "averaging to 1D: 100%|██████████| 153/153 [00:00<00:00, 175.81kperp-bins/s]\n" ] } ], "source": [ "sense_1d_both = sensitivity.calculate_sensitivity_1d()\n", "sense_1d_sample = sensitivity.calculate_sensitivity_1d(thermal=False)\n", "sense_1d_thermal = sensitivity.calculate_sensitivity_1d(sample=False)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "sense_high = sensitivity.clone(\n", " observation=observation.clone(\n", " observatory=observation.observatory.clone(\n", " beam=p21s.GaussianBeam(frequency=200 * units.MHz, dish_size=14 * units.m)\n", " )\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p21s.config.PROGRESS = False\n", "\n", "fix, ax = plt.subplots(\n", " 5, 5, sharex=True, sharey=True, figsize=(15, 15), gridspec_kw={\"hspace\": 0.05, \"wspace\": 0.05}\n", ")\n", "\n", "redshifts = np.linspace(5, 25, 25)\n", "for i, z in enumerate(redshifts):\n", " sense_high = sensitivity.clone(\n", " observation=observation.clone(\n", " observatory=observation.observatory.clone(\n", " beam=p21s.GaussianBeam(frequency=1420 * units.MHz / (1 + z), dish_size=14 * units.m)\n", " )\n", " )\n", " )\n", "\n", " ax.flatten()[i].plot(\n", " sense_high.k1d, sense_high.calculate_sensitivity_1d(), label=\"sample+thermal\"\n", " )\n", " ax.flatten()[i].plot(\n", " sense_high.k1d, sense_high.calculate_sensitivity_1d(sample=False), label=\"thermal\"\n", " )\n", " ax.flatten()[i].plot(\n", " sense_high.k1d, sense_high.calculate_sensitivity_1d(thermal=False), label=\"sample\"\n", " )\n", " ax.flatten()[i].set_xscale(\"log\")\n", " ax.flatten()[i].set_yscale(\"log\")\n", " ax.flatten()[i].set_title(f\"{z:.2f}\")\n", "\n", "ax[0, 0].legend();" ] } ], "metadata": { "kernelspec": { "display_name": "sense", "language": "python", "name": "sense" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" }, "vscode": { "interpreter": { "hash": "6fa29f5e4f57cd8c712524a97e07d2162cf815d6c48daa40d8ca34da05a68238" } } }, "nbformat": 4, "nbformat_minor": 4 }