{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# %load_ext autoreload\n", "# %autoreload 2\n", "# %matplotlib notebook\n", "\n", "import numpy as np\n", "from stingray.pulse.search import epoch_folding_search, z_n_search\n", "import matplotlib.pyplot as plt\n", "import seaborn as sb\n", "import matplotlib as mpl\n", "mpl.rcParams['figure.figsize'] = (10, 6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulate a dataset\n", "\n", "Let us simulate a pulsar: we create a sinusoidal light curve and use Stingray's event simulator (in `Eventlist.simulate_times`) to simulate an event list with that light curve." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def sinusoid(times, frequency, baseline, amplitude, phase):\n", " return baseline + amplitude * np.sin(2 * np.pi * (frequency * times + phase))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from stingray import Lightcurve\n", "\n", "period = 1.203501\n", "mean_countrate = 50\n", "pulsed_fraction = 0.2\n", "bin_time = 0.01\n", "obs_length = 3000\n", "\n", "t = np.arange(0, obs_length, bin_time)\n", "\n", "# The continuous light curve\n", "counts = sinusoid(t, 1 / period, mean_countrate, \n", " 0.5 * mean_countrate * pulsed_fraction, 0) * bin_time\n", "lc = Lightcurve(t, counts, gti=[[-bin_time / 2, obs_length + bin_time / 2]],\n", " dt=bin_time)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from stingray.events import EventList\n", "\n", "# use the light curve above to simulate an event list for this pulsar.\n", "events = EventList()\n", "events.simulate_times(lc)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Pulsation search with epoch folding.\n", "\n", "Let us assume we have already an estimate of the pulse period, for example because we found a candidate in the power density spectrum with a period of ~1.2.\n", "We search around that period with the epoch folding.\n", "\n", "Epoch folding consists of cutting the light curve at every pulse period and summing up all the intervals obtained in this way. We get an average pulse profile. In this example, where the pulse was plotted twice for visual clarity. If the candidate pulse frequency was even slightly incorrect, we would have obtained a much shallower pulse profile, or no pulse profile at all." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from stingray.pulse.pulsar import fold_events\n", "from stingray.pulse.search import plot_profile\n", "nbin = 32\n", "\n", "ph, profile, profile_err = fold_events(events.time, 1/period, nbin=nbin)\n", "_ = plot_profile(ph, profile)\n", "\n", "ph, profile, profile_err = fold_events(events.time, 1/1.1, nbin=nbin)\n", "_ = plot_profile(ph, profile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Therefore, typically we try a number of frequencies around the candidate we found with the power spectrum or other means, and search for the frequency that gives the \"best\" pulsed profile. \n", "How do we evaluate this best frequency?\n", "We use the chi squared statistics. \n", "\n", "We use a flat pulsed profile (no pulsation) as model, and we calculate the chi square of the actual pulsed profile with respect to this flat model:\n", "\n", "$$\n", "S = \\sum_i\\frac{(P_i - \\overline{P})^2}{\\sigma^2}\n", "$$\n", "\n", "If there is no pulsation, the chi squared will assume a random value distributed around the number of degrees of freedom $n - 1$ (where $n$ is the number of bins in the profile) with a well defined statistical distribution ($\\chi^2_{n - 1}$). If there is pulsation, the value will be much larger.\n", "Stingray has a function that does this: `stingray.pulse.search.epoch_folding_search`.\n", "\n", "For the frequency resolution of the periodogram, one usually chooses _at least_ the same frequency resolution of the FFT, i. e., $df_{\\rm min}=1/(t_1 - t_0)$. In most cases, a certain degree of oversampling is used." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We will search for pulsations over a range of frequencies around the known pulsation period.\n", "df_min = 1/obs_length\n", "oversampling=15\n", "df = df_min / oversampling\n", "frequencies = np.arange(1/period - 200 * df, 1/period + 200 * df, df)\n", "\n", "freq, efstat = epoch_folding_search(events.time, frequencies, nbin=nbin)\n", "\n", "# ---- PLOTTING --------\n", "plt.figure()\n", "plt.plot(freq, efstat, label='EF statistics')\n", "plt.axhline(nbin - 1, ls='--', lw=3, color='k', label='n - 1')\n", "plt.axvline(1/period, lw=3, alpha=0.5, color='r', label='Correct frequency')\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('EF Statistics')\n", "_ = plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A peak is definitely there. \n", "Far from the peak, the periodogram follows approximately a **$\\chi^2$ distribution with $n - 1$ degrees of freedom**, where $n$ is the number of bins in the pulse profile used to calculate the statistics. In fact, its mean is $n-1$ as shown in the figure. \n", "\n", "But close to the correct frequency, as described in Leahy et al. 1983, 1987 the peak in the epoch folding periodogram has the shape of a **sinc squared function** (whose secondary lobes are in this case barely visible above noise)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Z-squared search\n", "The epoch folding statistics has no information on the actual shape of the profile. \n", "\n", "A better method is the **$Z^2$ statistics** (Buccheri et al. 1983), which is conceptually similar to the Epoch folding but has high values when the signal is well described by a small number of **sinusoidal harmonics**. \n", "\n", "$Z^2_n = \\dfrac{2}{N} \\sum_{k=1}^n \\left[{\\left(\\sum_{j=1}^N \\cos k \\phi_j\\right)}^2 + {\\left(\\sum_{j=1}^N \\sin k \\phi_j\\right)}^2\\right]$\n", "\n", "Where $N$ is the number of photons, $n$ is the number of harmonics, $\\phi_j$ are the phases corresponding to the event arrival times $t_j$ ($\\phi_j = \\nu t_j$, where $\\nu$ is the pulse frequency).\n", "\n", "The $Z_n^2$ statistics defined in this way, far from the pulsed profile, follows a $\\chi^2_n$ distribution, where $n$ is the number of harmonics this time.\n", "\n", "Stingray implements the $Z$ search in `stingray.pulse.search.z_n_search`.\n", "The standard $Z^2$ search calculates the phase of each photon and calculates the sinusoidal functions above for each photon. This is very computationally expensive if the number of photons is high. Therefore, in Stingray, the search is performed by binning the pulse profile first and using the phases of the folded profile in the formula above, multiplying the squared sinusoids of the phases of the pulse profile by a weight corresponding to the number of photons at each phase.\n", "\n", "$Z^2_n = \\dfrac{2}{\\sum_j{w_j}} \\sum_{k=1}^n \\left[{\\left(\\sum_{j=1}^m w_j \\cos k \\phi_j\\right)}^2 + {\\left(\\sum_{j=1}^m w_j \\sin k \\phi_j\\right)}^2\\right]$\n", "\n", "Since the sinusoids are only executed on a small number of bins, while the epoch folding procedure just consists of a very fast histogram-like operation, the speedup of this new formula is obvious. Care must be put into the choice of the number of bins, in order to maintain a good approximation even when the number of harmonics is high. As a rule of thumb, use _a number of bins at least 10 times larger than the number of harmonics_." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We will search for pulsations over a range of frequencies around the known pulsation period.\n", "nharm = 1\n", "freq, zstat = z_n_search(events.time, frequencies, nbin=nbin, nharm=nharm)\n", "\n", "# ---- PLOTTING --------\n", "plt.figure()\n", "plt.plot(freq, (zstat - nharm), label='$Z_2$ statistics')\n", "plt.plot(freq, efstat - nbin + 1, color='gray', label='EF statistics', alpha=0.5)\n", "\n", "plt.axvline(1/period, color='r', lw=3, alpha=0.5, label='Correct frequency')\n", "plt.xlim([frequencies[0], frequencies[-1]])\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('Statistics - d.o.f.')\n", "plt.legend()\n", "plt.figure(figsize=(15, 5))\n", "plt.plot(freq, (zstat - nharm), label='$Z_2$ statistics')\n", "plt.plot(freq, efstat - nbin + 1, color='gray', label='EF statistics', alpha=0.5)\n", "\n", "plt.axvline(1/period, color='r', lw=3, alpha=0.5, label='Correct frequency')\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('Statistics - d.o.f. (Zoom)')\n", "\n", "plt.ylim([-15, 15])\n", "_ = plt.xlim([frequencies[0], frequencies[-1]])\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Thresholding\n", "\n", "When can a peak in the EF or $Z_n^2$ periodogram be considered a pulsation?\n", "\n", "Since both the EF and $Z_n^2$ of noise follow precise statistical distributions ($\\chi^2_{\\rm nbin}$ in one case, $\\chi^2_n$ in the other), we can use the inverse survival functions of these statistical distributions to find the peaks that are not expected by noise.\n", "\n", "In Stingray, the thresholds are defined in `stingray.stats.fold_detection_level` and `stingray.stats.z2_n_detection_level` respectively.\n", "\n", "The `ntrial` parameter should be set to an estimate of the statistically independent frequencies in the periodogram. A good estimate can be \n", "\n", "$$N_{\\rm trial} \\sim (f_{\\rm max} - f_{\\rm min}) / df_{\\rm min} =(f_{\\rm max} - f_{\\rm min}) (t_1 - t_0)$$,\n", "where $f_{\\rm min}$ and $f_{\\rm max}$ are the maximum and minimum frequencies of the periodogram, $df_{\\rm min}$ was defined above and $t_0$ ans $t_1$ the start and end of the observation.\n", "\n", "Moreover, the `stingray.pulse.search.search_best_peaks` helps finding the best value for nearby candidates." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from stingray.pulse.search import search_best_peaks\n", "from stingray.stats import fold_detection_level, z2_n_detection_level\n", "\n", "ntrial = (frequencies[-1] - frequencies[0]) / df_min\n", "z_detlev = z2_n_detection_level(n=1, epsilon=0.001, ntrial=len(freq))\n", "ef_detlev = fold_detection_level(nbin, epsilon=0.001, ntrial=len(freq))\n", "\n", "cand_freqs_ef, cand_stat_ef = search_best_peaks(freq, efstat, ef_detlev)\n", "cand_freqs_z, cand_stat_z = search_best_peaks(freq, zstat, z_detlev)\n", "\n", "# ---- PLOTTING --------\n", "plt.figure()\n", "plt.axhline(z_detlev - nharm, label='$Z^2_1$ det. lev.')\n", "plt.axhline(ef_detlev - nbin + 1, label='EF det. lev.', color='gray')\n", "\n", "plt.plot(freq, (zstat - nharm), label='$Z^2_1$ statistics')\n", "plt.plot(freq, efstat - nbin + 1, color='gray', label='EF statistics', alpha=0.5)\n", "\n", "for c in cand_freqs_ef:\n", " plt.axvline(c, ls='-.', label='EF Candidate', zorder=10)\n", "for c in cand_freqs_z:\n", " plt.axvline(c, ls='--', label='$Z^2_1$ Candidate', zorder=10)\n", " \n", "plt.axvline(1/period, color='r', lw=3, alpha=0.5, label='Correct frequency')\n", "plt.xlim([frequencies[0], frequencies[-1]])\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('Statistics - d.o.f.')\n", "plt.legend()\n", "\n", "plt.figure(figsize=(15, 5))\n", "plt.plot(freq, (zstat - nharm), label='$Z_2$ statistics')\n", "plt.plot(freq, efstat - nbin + 1, color='gray', label='EF statistics', alpha=0.5)\n", "\n", "plt.axvline(1/period, color='r', lw=3, alpha=0.5, label='Correct frequency')\n", "plt.axhline(z_detlev - nharm, label='$Z^2_1$ det. lev.', zorder=10)\n", "plt.axhline(ef_detlev - nbin + 1, label='EF det. lev.', color='gray', zorder=10)\n", "\n", "for c in cand_freqs_ef:\n", " plt.axvline(c, ls='-.', label='EF Candidate', color='gray', zorder=10)\n", "for c in cand_freqs_z:\n", " plt.axvline(c, ls='--', label='$Z^2_1$ Candidate', zorder=10)\n", "\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('Statistics - d.o.f. (Zoom)')\n", "\n", "plt.ylim([-15, ef_detlev - nbin + 3])\n", "_ = plt.xlim([frequencies[0], frequencies[-1]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the side lobes of the sinc squared-like shape are producing spurious candidates here. For now, we do not have a method to eliminate these fairly obvious patterns, but it will be implemented in future releases" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fit peak with Sinc-squared and Gaussian functions\n", "\n", "As we saw earlier, if the pulse frequency is stable during the observation, the peak shape is a **Sinc squared function**. Therefore we fit it to the peak with the function `stingray.pulse.modeling.fit_sinc`. \n", "We have two possibilities:\n", "\n", "+ if `obs_length` is the length of the observation. If it is defined, it fixes width to $1/(\\pi*obs length)$, as expected from epoch folding periodograms. The other two free parameters are `amplitude` and `mean`.\n", "+ if it is not defined, the `width` parameter can be used.\n", "\n", "On the other hand, if the pulse frequency varies slightly, the peak oscillate and the integrated profile is a bell-shaped function. We can fit it with a **Gaussian function** (`stingray.pulse.modeling.fit_gaussian`) with the standard parameters: `amplitude`, `mean`, `stddev`.\n", "\n", "We also provide the user with the constrains `fixed`, `tied`, `bounds`, in order to fix, link and/or constrain parameters.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from stingray.pulse.modeling import fit_sinc\n", "\n", "fs=fit_sinc(freq, efstat-(nbin-1),amp=max(efstat-(nbin-1)), mean=cand_freqs_ef[0], \n", " obs_length=obs_length)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ---- PLOTTING --------\n", "plt.figure()\n", "plt.plot(freq, efstat-(nbin-1), label='EF statistics')\n", "plt.plot(freq, fs(freq), label='Best fit')\n", "plt.axvline(1/period, lw=3, alpha=0.5, color='r', label='Correct frequency')\n", "plt.axvline(fs.mean[0], label='Fit frequency')\n", "\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('EF Statistics')\n", "plt.legend()\n", "\n", "plt.figure(figsize=(15, 5))\n", "plt.plot(freq, efstat-(nbin-1)-fs(freq))\n", "plt.xlabel('Frequency (Hz)')\n", "_ = plt.ylabel('Residuals')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the other hand, if we want to fit with a Gaussian:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from stingray.pulse.modeling import fit_gaussian\n", "\n", "fg=fit_gaussian(freq, efstat-(nbin-1),amplitude=max(efstat-(nbin-1)), \n", " mean=cand_freqs_ef[0], stddev=1/(np.pi*obs_length))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ---- PLOTTING --------\n", "plt.figure()\n", "plt.plot(freq, efstat-(nbin-1), label='EF statistics')\n", "plt.plot(freq, fg(freq), label='Best fit')\n", "plt.axvline(1/period, alpha=0.5, color='r', label='Correct frequency')\n", "plt.axvline(fg.mean[0], alpha=0.5, label='Fit frequency')\n", "\n", "plt.xlabel('Frequency (Hz)')\n", "plt.ylabel('EF Statistics')\n", "plt.legend()\n", "\n", "plt.figure(figsize=(15, 5))\n", "plt.plot(freq, efstat-(nbin-1)-fg(freq))\n", "plt.xlabel('Frequency (Hz)')\n", "_ = plt.ylabel('Residuals')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Phaseogram\n", "\n", "Let us now calculate the phaseogram and plot it with the pulse profile. \n", "We do that with the functions `phaseogram`, `plot_profile` and `plot_phaseogram` from `stingray.pulse.search`" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from stingray.pulse.search import phaseogram, plot_phaseogram, plot_profile\n", "from matplotlib.gridspec import GridSpec\n", "\n", "# Calculate the phaseogram\n", "phaseogr, phases, times, additional_info = \\\n", " phaseogram(events.time, cand_freqs_ef[0], return_plot=True, nph=nbin, nt=32)\n", " \n", "# ---- PLOTTING --------\n", "\n", "# Plot on a grid\n", "plt.figure(figsize=(15, 15))\n", "gs = GridSpec(2, 1, height_ratios=(1, 3))\n", "ax0 = plt.subplot(gs[0])\n", "ax1 = plt.subplot(gs[1], sharex=ax0)\n", "\n", "mean_phases = (phases[:-1] + phases[1:]) / 2\n", "plot_profile(mean_phases, np.sum(phaseogr, axis=1), ax=ax0)\n", "# Note that we can pass arguments to plt.pcolormesh, in this case vmin\n", "_ = plot_phaseogram(phaseogr, phases, times, ax=ax1, vmin=np.median(phaseogr))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples of interactive phaseograms\n", "\n", "### First: shift the rows of the phaseogram interactively" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def shift_phaseogram(phaseogr, tseg, delay_fun):\n", " \"\"\"Shift the phaseogram rows according to an input delay function.\n", "\n", " Parameters\n", " ----------\n", " phaseogr : 2-d array\n", " The phaseogram, as returned by ``phaseogram``\n", " freq : float\n", " The pulse frequency\n", " tseg : float\n", " The integration time for each row of the phaseogram\n", " delay_fun : function\n", " Function that gives the delay (in seconds) for each row of the\n", " phaseogram\n", "\n", " Returns\n", " -------\n", " phaseogram_new : 2-d array\n", " The shifted phaseogram\n", "\n", " \"\"\"\n", " # Assume that the phaseogram is repeated twice in phase\n", " nbin = phaseogr.shape[0] / 2\n", " ntimes = phaseogr.shape[1]\n", "\n", " times = np.arange(0, tseg * ntimes, tseg)\n", " phase_delays = delay_fun(times) # This gives the delay in units of time!\n", "\n", " delayed_bins = np.array(np.rint(phase_delays * nbin), dtype=int)\n", " phaseogram_new = np.copy(phaseogr)\n", " for i in range(ntimes):\n", " phaseogram_new[:, i] = np.roll(phaseogram_new[:, i], \n", " delayed_bins[i])\n", "\n", " return phaseogram_new\n", "\n", "\n", "def interactive_phaseogram(phas, binx, biny, df=0, dfdot=0):\n", " import matplotlib.pyplot as plt\n", " from matplotlib.widgets import Slider, Button, RadioButtons\n", "\n", " fig, ax = plt.subplots()\n", " plt.subplots_adjust(left=0.25, bottom=0.30)\n", " tseg = np.median(np.diff(biny))\n", " tobs = tseg * phas.shape[0]\n", " delta_df_start = 2 / tobs\n", " df_order_of_mag = int(np.log10(delta_df_start))\n", " delta_df = delta_df_start / 10 ** df_order_of_mag\n", "\n", " delta_dfdot_start = 8 / tobs ** 2\n", " dfdot_order_of_mag = int(np.log10(delta_dfdot_start))\n", " delta_dfdot = delta_dfdot_start / 10 ** dfdot_order_of_mag\n", "\n", " pcolor = plt.pcolormesh(binx, biny, phas.T, cmap='magma')\n", " l, = plt.plot(np.ones_like(biny), biny, zorder=10, lw=2, color='w')\n", " plt.xlabel('Phase')\n", " plt.ylabel('Times')\n", " plt.colorbar()\n", "\n", " axcolor = 'lightgoldenrodyellow'\n", " axfreq = plt.axes([0.25, 0.1, 0.5, 0.03], facecolor=axcolor)\n", " axfdot = plt.axes([0.25, 0.15, 0.5, 0.03], facecolor=axcolor)\n", " axpepoch = plt.axes([0.25, 0.2, 0.5, 0.03], facecolor=axcolor)\n", "\n", " sfreq = Slider(axfreq, 'Delta freq x$10^{}$'.format(df_order_of_mag), \n", " -delta_df, delta_df, valinit=df)\n", " sfdot = Slider(axfdot, 'Delta fdot x$10^{}$'.format(dfdot_order_of_mag), \n", " -delta_dfdot, delta_dfdot, valinit=dfdot)\n", " spepoch = Slider(axpepoch, 'Delta pepoch', \n", " 0, biny[-1] - biny[0], valinit=0)\n", "\n", " def update(val):\n", " fdot = sfdot.val * 10 ** dfdot_order_of_mag\n", " freq = sfreq.val * 10 ** df_order_of_mag\n", " pepoch = spepoch.val\n", " delay_fun = lambda times: (times - pepoch) * freq + \\\n", " 0.5 * (times - pepoch) ** 2 * fdot\n", " new_phaseogram = shift_phaseogram(phas, tseg, delay_fun)\n", " pcolor.set_array(new_phaseogram.T.ravel())\n", " l.set_xdata(1 + delay_fun(biny - biny[0]))\n", " fig.canvas.draw_idle()\n", "\n", " resetax = plt.axes([0.8, 0.020, 0.1, 0.04])\n", " button = Button(resetax, 'Reset', color=axcolor, hovercolor='0.975')\n", "\n", " def reset(event):\n", " sfreq.reset()\n", " sfdot.reset()\n", " spepoch.reset()\n", " pcolor.set_array(phas.T.ravel())\n", " l.set_xdata(1)\n", "\n", " button.on_clicked(reset)\n", "\n", " sfreq.on_changed(update)\n", " sfdot.on_changed(update)\n", " spepoch.on_changed(update)\n", " \n", " spepoch._dummy_reset_button_ref = button\n", "\n", " plt.show()\n", " return " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# f0 = 0.0001\n", "# fdot = 0\n", "# delay_fun = lambda times: times * f0 + 0.5 * times ** 2 * fdot\n", "\n", "# new_phaseogr = shift_phaseogram(phaseogr, times[1] - times[0], delay_fun)\n", "# _ = plot_phaseogram(new_phaseogr, phases, times, vmin=np.median(phaseogr))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interactive_phaseogram(phaseogr, phases, times, df=0, dfdot=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Second: overplot a line with a pulse frequency solution, then update the full phaseogram\n", "\n", "This interactive phaseogram is implemented in `HENDRICS`, in the script `HENphaseogram`" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "class InteractivePhaseogram(object):\n", " def __init__(self, ev_times, freq, nph=128, nt=128, fdot=0, fddot=0):\n", " import matplotlib.pyplot as plt\n", " from matplotlib.widgets import Slider, Button, RadioButtons\n", "\n", " self.df=0\n", " self.dfdot=0\n", " \n", " self.freq = freq\n", " self.fdot = fdot\n", " self.nt = nt\n", " self.nph = nph\n", " self.ev_times = ev_times\n", "\n", " self.phaseogr, phases, times, additional_info = \\\n", " phaseogram(ev_times, freq, return_plot=True, nph=nph, nt=nt, \n", " fdot=fdot, fddot=fddot, plot=False)\n", " self.phases, self.times = phases, times\n", " self.fig, ax = plt.subplots()\n", " plt.subplots_adjust(left=0.25, bottom=0.30)\n", " tseg = np.median(np.diff(times))\n", " tobs = tseg * nt\n", " delta_df_start = 2 / tobs\n", " self.df_order_of_mag = int(np.log10(delta_df_start))\n", " delta_df = delta_df_start / 10 ** self.df_order_of_mag\n", "\n", " delta_dfdot_start = 2 / tobs ** 2\n", " self.dfdot_order_of_mag = int(np.log10(delta_dfdot_start))\n", " delta_dfdot = delta_dfdot_start / 10 ** self.dfdot_order_of_mag\n", "\n", " self.pcolor = plt.pcolormesh(phases, times, self.phaseogr.T, cmap='magma')\n", " self.l1, = plt.plot(np.zeros_like(times) + 0.5, times, zorder=10, lw=2, color='w')\n", " self.l2, = plt.plot(np.ones_like(times), times, zorder=10, lw=2, color='w')\n", " self.l3, = plt.plot(np.ones_like(times) + 0.5, times, zorder=10, lw=2, color='w')\n", "\n", " plt.xlabel('Phase')\n", " plt.ylabel('Time')\n", " plt.colorbar()\n", "\n", " axcolor = 'lightgoldenrodyellow'\n", " self.axfreq = plt.axes([0.25, 0.1, 0.5, 0.03], facecolor=axcolor)\n", " self.axfdot = plt.axes([0.25, 0.15, 0.5, 0.03], facecolor=axcolor)\n", " self.axpepoch = plt.axes([0.25, 0.2, 0.5, 0.03], facecolor=axcolor)\n", "\n", " self.sfreq = Slider(self.axfreq, 'Delta freq x$10^{}$'.format(self.df_order_of_mag), \n", " -delta_df, delta_df, valinit=self.df)\n", " self.sfdot = Slider(self.axfdot, 'Delta fdot x$10^{}$'.format(self.dfdot_order_of_mag), \n", " -delta_dfdot, delta_dfdot, valinit=self.dfdot)\n", " self.spepoch = Slider(self.axpepoch, 'Delta pepoch', \n", " 0, times[-1] - times[0], valinit=0)\n", "\n", " self.sfreq.on_changed(self.update)\n", " self.sfdot.on_changed(self.update)\n", " self.spepoch.on_changed(self.update)\n", "\n", " self.resetax = plt.axes([0.8, 0.020, 0.1, 0.04])\n", " self.button = Button(self.resetax, 'Reset', color=axcolor, hovercolor='0.975')\n", "\n", " self.recalcax = plt.axes([0.6, 0.020, 0.1, 0.04])\n", " self.button_recalc = Button(self.recalcax, 'Recalculate', color=axcolor, hovercolor='0.975')\n", "\n", " self.button.on_clicked(self.reset)\n", " self.button_recalc.on_clicked(self.recalculate)\n", "\n", " plt.show()\n", "\n", " def update(self, val):\n", " fdot = self.sfdot.val * 10 ** self.dfdot_order_of_mag\n", " freq = self.sfreq.val * 10 ** self.df_order_of_mag\n", " pepoch = self.spepoch.val + self.times[0]\n", " delay_fun = lambda times: (times - pepoch) * freq + \\\n", " 0.5 * (times - pepoch) ** 2 * fdot\n", " self.l1.set_xdata(0.5 + delay_fun(self.times - self.times[0]))\n", " self.l2.set_xdata(1 + delay_fun(self.times - self.times[0]))\n", " self.l3.set_xdata(1.5 + delay_fun(self.times - self.times[0]))\n", "\n", " self.fig.canvas.draw_idle()\n", "\n", " def recalculate(self, event):\n", " dfdot = self.sfdot.val * 10 ** self.dfdot_order_of_mag\n", " dfreq = self.sfreq.val * 10 ** self.df_order_of_mag\n", " pepoch = self.spepoch.val + self.times[0]\n", "\n", " self.fdot = self.fdot - dfdot\n", " self.freq = self.freq - dfreq\n", "\n", " self.phaseogr, _, _, _ = \\\n", " phaseogram(self.ev_times, self.freq, fdot=self.fdot, plot=False, \n", " nph=self.nph, nt=self.nt, pepoch=pepoch)\n", " \n", " self.l1.set_xdata(0.5)\n", " self.l2.set_xdata(1)\n", " self.l3.set_xdata(1.5)\n", "\n", " self.sfreq.reset()\n", " self.sfdot.reset()\n", " self.spepoch.reset()\n", " \n", " self.pcolor.set_array(self.phaseogr.T.ravel())\n", "\n", " self.fig.canvas.draw()\n", "\n", " def reset(self, event):\n", " self.sfreq.reset()\n", " self.sfdot.reset()\n", " self.spepoch.reset()\n", " self.pcolor.set_array(self.phaseogr.T.ravel())\n", " self.l1.set_xdata(0.5)\n", " self.l2.set_xdata(1)\n", " self.l3.set_xdata(1.5)\n", " \n", " def get_values(self):\n", " return self.freq, self.fdot" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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27aGsdYejQYiIiIiIyEGqrKzktNNOIyoqirfeeotPPvmEBx98kKSkpGCaBx54gIceeoiZM2eyfPlyMjIyGD16NLt37z5ygR9huhxLRERERMJHO1+Odf/995Odnc3TTz8dXNarV6/gvx3HYcaMGdx1111cdNFFADzzzDOkp6fzwgsvcPXVVx98rB2YzoSIiIiISPhwWvcORA7m5d7UXlNTE/JqaNj/PS9///vfOfnkk/nRj35EWloagwcP5sknnwyuLykpoaysjDFjxgSXxcTEMGLECBYtWnR42+IopkGIiIiIiIQNT2trm18A2dnZ+Hy+4Gv69On7LW/Dhg08+uij5OXlMW/ePK655hpuvPFGnn32WQDKyuyhHenp6SHbpaenB9d1RrocS0RERETka7Zs2UJiYmLwc0xMzH7Ttba2cvLJJzNt2jQABg8ezNq1a3n00Uf56U9/Gkzn8XhCtnMcZ59lnYnOhIiIiIhI+HCctr+AxMTEkNc3DUIyMzPp379/yLJ+/fqxebM9Gjkjwx7p/PWzHhUVFfucHelMNAgRERERkfDRlvtBDuKm9tNOO43i4uKQZZ999hk5OTkA5ObmkpGRwfz584PrGxsbKSoqYvjw4W2vbwely7FEREREJHy089OxfvWrXzF8+HCmTZvGxIkTWbZsGU888QRPPPEEYJdhTZ06lWnTppGXl0deXh7Tpk0jLi6OSy+99ODj7OA0CBEREREROUinnHIKr776KnfccQe/+c1vyM3NZcaMGVx22WXBNLfeeiv19fVce+21VFZWMnToUN5++20SEhKOYORHlsdxnAOfFlI6tZqaGnw+HyvOvJKWZvvyzPi0KwBTejcCsHhnLAAZXute3ojQXxVy4+sBOGVoKQDLl2aGrPe3RIS8l+yJBiApqsVdblcS/teGvwLwt4HnhaQHqGyyfxeVW9r02NCrD6sbLbZxmY1ujC0h73npuwC4a3G2m7fVYUS65VNcYzeTldVb+nyflVduVcMXbeuTokO/Yhne0DoUlVu+VY1NAFyTZ8sXVlidh3VrBmBlZZSVW23xvtf0NgC/zv4hAKt3Oe72NcGyHluf6MZsZWR6bdu5pbZ/RqbZ5xmf2fs1fbwAnHNqCQAPvpPntpXlNyjZYp+3DR5ZeRMpWT4aK6oo/nEhALO+SAmJudRvv3MUlVndxmbZ5/PztgDwPyt6hrTNuMx6t22sLQP7MGBEj3IANldavd4qtf7XK97q52/1uPVsDm7TK74OgNtXW173DWoJyXPxTh8A/RLqQ9omJsLyyoh1+3AXey/oXglAVYPtnzlbre/n2BsFqdXA3rZ//PqNAET0sM8fPGHXFCfFWKPm9LR+NmdVbkhcgf4R+O4EvjPp8XsAOOZYK6el3uLcU2PxBNp0Qo/ar+Tlfo/qvCF12Li7a0iZGbFWxn1r44C9+2tk5nYAVu+0/Xumu/+eWpXLLxZMJSEjkabtlaz6j98COh6Ajgeg4wF0vuOBv8XPPeunU11dHXJDd3sJ/H1S9a//IbFr7MHnU1tP0mn/dcTq0VnoTIiIiIiIhI92vhxLDo4GISIiIiISPlqdNg5CdJFQe9DTsUREREREpF3pTIiIiIiIhI+vzPVx0NvLYadBiIiIiIiED90T0iHociwREREREWlXOhMiIiIiIuHDcdp2c7kux2oXGoSIiIiISPjQ5VgdggYhIiIiIhI+NAjpEHRPiIiIiIiItCuP4+jCNzkwNTU1+Hw+7s27g6RoLwCj0ncBULYnFgBvRAsA/pYIAEr90QBM+mEJAMWLUwBIjPMD0C27DoB/f5QJQEmd5VPVZNuX1XsAmNKnHIDHi9Ps87FW7spdPre8veNqf6ttU5BaDcCCCkszOKk+JKZ+ibUAzN5k6322mF7xLSHrV1YmujFZvklR9tWZt63ZLdvSD+1ubbKp1tYP7RYaj7eLLS8qt19aMmIDdQxsb59z4xrd7bq4bRIZEv/indZGo9IC8Xd149j7lU6PtW3vnvAZABf/Kdtij44CIKdrpPvZtsnwtrh1tBgyvVa3dTWWrrja1j99ZQlR/zUDjy+FxooqXjvnIQB+kLMNgJs/OAaAsVm4de0SEs+FParcOlsd1u2ODin/h303AxDlfi7bZm2/sLS7xVHjcfPDbQPbx2mJ1o8qauKDbfDq1iQA+iZaXWIjrK5LdlidRqZZOwf6bOA90AczvY1um0S5MfpD1idHtbht2MhXBfK5b20cANfkWfk5ibsBOOZYi3nRyh7A3u9KYH/39dUAsKDcvisT861Nup9udfev94eUF/juBMod9IPtwXX+L+090I6zPk93Y7a2+HqfmpRbAUBDs7XRp9W2nbdLoM/WB/Me9NdfE52WxO6yGp4+ewag44GVreOBjgd7dZbjQW1zA2cu+iPV1dUkJibS3gJ/n1S9dQ+J8d6Dz6fOT9L4e49YPToLXY4lIiIiIuHDabVXW7aXw06DEBEREREJH61tfDpWW7aV7033hIiIiIiISLvSmRARERERCR96OlaHoEGIiIiIiIQPXY7VIWgQIiIiIiLho9Vp45kQDULag+4JERERERGRdqUzISIiIiISPnQ5VoegQYiIiIiIhJE2zhOCbkxvD7oc6ygxffp0TjnlFBISEkhLS2PChAkUFxeHpJkyZQoejyfkNWzYsJA0DQ0N3HDDDXTr1o34+HjOP/98tm7dGpKmsrKSyZMn4/P58Pl8TJ48maqqqsNdRRERERERQGdCjhpFRUVcd911nHLKKTQ3N3PXXXcxZswYPvnkE+Lj44Ppxo0bx9NPPx38HB0dHZLP1KlTef3115k9ezapqancfPPNnHvuuaxYsYKIiAgALr30UrZu3crcuXMBuOqqq5g8eTKvv/76AcU8OrOSHfWpACwoTwFgyimfA5BwTjoA7zxkaUf0KAdgxst9AHisfAUAy8fadj99qRcAz1++EQD/oh4AVDXFAlBc3QhAtT/G1rdYvo99ZtsPSrZTp5nepmB8i3da2uxu1QBk1HQFoNRvbVbmj3C3sc/5iZaHNyL0F5CyeothcHKN1bXCB8DSHbZ+Ui8PAPUtUQAkR1msVw0sA+CuxdkAjMtqBiApymL0Zlm587a1uOWG/iaQn1wFQHldnLudxXvfOkufFGn59Iq3+B44bz0Ad7+Zx9ed+ZS106QeXmBv++XGu7F0sTonRTe6beMN2T7J7WYZsRbDa3N78cMbIojzwZ6WLizZYYeSheU9rZwcy6fUb22SHmt165tobeDzNgB7902vKts3hasTAKhqygUg09scEl/AyDTLf85Wy398VkvIen9LRPDfF/aosjq5+9EbYWlvHFgBwObKRABK6mx9oK/2z94OwDZ3f5+UZvvzjysstuJqy2faqdYRfrMiE4ApveusnEhb/8Ro+xHgjU+tbc6caHV/9yXr48d1qwSgW7Zt9/Li3gAs3p4MwMT8zQC8VGzbXxZdAsAnW6y8U4aWhsTfL7EWgMIX9/aDXvHWflf8zGLJeMr6+mUDLa+X1/YC4Fa3D71eZHUcO3CjtcUJFtsXc+07tXqn9acz87YQ4X5fvBGt5MbZftHxQMcD0PEAOt/xYHdTI0cFXY7VIWgQcpQIDAgCnn76adLS0lixYgVnnHFGcHlMTAwZGRn7zaO6upqnnnqKP//5z5x99tkAPPfcc2RnZ/POO+8wduxY1q1bx9y5c1myZAlDhw4F4Mknn6SgoIDi4mLy8/MPUw1FRERE2oEGIR2CLsc6SlVX2y9CKSkpIcsXLlxIWloaxx13HFdeeSUVFRXBdStWrKCpqYkxY8YEl2VlZTFgwAAWLVoEwOLFi/H5fMEBCMCwYcPw+XzBNF/X0NBATU1NyEtERETkqBSYrLAtLznsNAg5CjmOw0033cTpp5/OgAEDgsvHjx/P888/z7vvvsuDDz7I8uXLOfPMM2losNO5ZWVlREdHk5ycHJJfeno6ZWVlwTRpaWn7lJmWlhZM83XTp08P3j/i8/nIzs4+VFUVERERkU5Il2Mdha6//no++ugjPvjgg5Dll1xySfDfAwYM4OSTTyYnJ4c33niDiy666BvzcxwHj8cT/PzVf39Tmq+64447uOmmm4Kfa2pqNBARERGRo5Mux+oQNAg5ytxwww38/e9/57333qNHjx7fmjYzM5OcnBzWr7ebxzIyMmhsbKSysjLkbEhFRQXDhw8PpikvL98nr+3bt5Oenr7fcmJiYoiJiTnYKomIiIi0Hw1COgRdjnWUcByH66+/nldeeYV3332X3Nzc79xm586dbNmyhcxMeyrGkCFDiIqKYv78+cE0paWlfPzxx8FBSEFBAdXV1SxbtiyYZunSpVRXVwfTiIiIiHRYuiekQ9CZkKPEddddxwsvvMBrr71GQkJC8P4Mn89HbGwstbW1FBYWcvHFF5OZmcnGjRu588476datGxdeeGEw7RVXXMHNN99MamoqKSkp3HLLLQwcODD4tKx+/foxbtw4rrzySh5//HHAHtF77rnn6slYIiIiItIuNAg5Sjz66KMAjBw5MmT5008/zZQpU4iIiGDNmjU8++yzVFVVkZmZyahRo/jLX/5CQkJCMP3DDz9MZGQkEydOpL6+nrPOOotZs2YF5wgBeP7557nxxhuDT9E6//zzmTlz5uGvpIiIiMjh5jj2asv2cthpEHKUcL6jw8fGxjJv3rzvzMfr9fLII4/wyCOPfGOalJQUnnvuuQOOUUREROSop3tCOgSP811//Yp8TU1NDT6fj8/Om8yxP7SZbVe8YLOzBmamDcza+tK7NttrbMT+u1lgBtaybTZLbWJXv23nzgZ73RVbAGjZaY8hvuM5m2F5Uk51SD6Ld9ostlVfmax16mk2W3Pxhu7A3ll5711ls7yPSA+9JWpsjsVcUWMz1AdmQs6Nt1l6KxutbmV+e4pYQWo9ACV1Nptwv8Q6d719XlcTGZJuzlZrI1+0bV/dGNomK3fvBGBKT5sbJjDbc2Cm58Ast/7W0KeYjUrfZfG6s1TP3rozuG5kajcAkqKtrMFJFsvKKoul3D4G2zPQjkVlVra/xWb5HZHhdetS6y6P4Aev3Y43zUd1aQ0f/ei3ITG9VZrgprc2D8xKPLTvlwBEp1g889/PAWBuqU3BPLSbpVu6IyLkc6bXduy63RZ3Wb0npE0C+yQwk3NgVmGA9zdl2bbu/vC6JwV/2n9zyPqAwGzMJ6TbzMfXfmDtevvxzSHpAn090Jaj0qwNA7M+r9nWPaTugX4RyN/fav3vvBE2S/Ef3Jmt+yU0hqwflGr7t+cAy/eB1y1dhnffWcGtDWz7pJi9X4aNu7uGpBk/wfbDn2b3AmBkps0GnZpifXjnLvsObKpJCNkuUJfAe37v7XR9cAZdUlJo2bkLz9/+G9DxAHQ8+CodDzrP8aCmsZHsF/5CdXU1iYmJtLfA3ydVT15LYtzBP1CnZk8DSVf+3xGrR2ehG9NFRERERKRd6XIsEREREQkfThufcOXo6VjtQYMQEREREQkfuiekQ9AgRERERETCRyttHIQcskjkW+ieEBERERERaVc6EyIiIiIi4UOXY3UIGoSIiIiISNhwWh2cNgwk2rKtfH+6HEtERERERNqVzoSIiIiISPhwHHu1ZXs57DQIEREREZHwoXtCOgQNQuSg/fvLdNKXlAPQO6segD+uyLWVSzMBSI5qAaBXQi0AG3d3Dclj0+YUAKoaogG4f013AEak23YTf5cBQOGg3QBMyqkGYPFOHwCDkyzforImAG4/fk8w7yZ/BABvlVra1bsszQXZtr7M7wGgINXNY2t6SGxFZX4Ayn1eABbUbAVgao7VraTOlv9lcx0AfROsbuMyGwHI8NpBLCnaPuf7Yq3OtbbcF23l94q3ZwGmx6ZanZKtjvetjQNgUIqln7et2c0n2s3Xlr+6JcX9bHHPGtoSrMOSiuaQOlU1RQEwKs3KKPwoxupWYW00u9zqeG+fNKvjHqtjoJ0DSv3RtLjH6C4eWFnV1W2zQBtbuZVNtg9WV1hwMz7tAcDtxze7+dvysnrbbmNdlFtHyzvQfxbvtLbrl2jbFaTWhcQT2McFqVav5Vsygutmb7RAh1rXIinKPv+/ZT0BeHDiegDeX2SxBfZrpdsfnjrzSwC27LAyfN4GADbVJABwSZ9tAHy2I9liLbZ8LxtYAuz9TgRi97faVbATV0wHoPbUSQAMTrLv0FlTrA6tO+3z4jct8OL3kwC4+WyL98F38mx5jbXhuExLv64m3tou2htsA28X62OBvnj3U70BuGvsZwBEpVhfLF4c+n0MtIU3wrbfWGf7M9C3+8dWgG1KY3METUusn+h4oOOBtZmOB53teBARcZT88a5BSIege0JERERERKRd6UyIiIiIiIQPnQnpEDQIEREREZHwoUFIh6BBiIiIiIiEDcdp4zwhejpWu9A9ISIiIiIi0q50JkREREREwocux+oQNAgRERERkfChQUiHoEGIiIiIiIQPDUI6BN0TIiIiIiIi7UpnQkREREQkfDiOvdqyvRx2GoTIQUvz1jPjX30A8Ld4AOib2BySZt3uaPdfXUOWz94UAcDQ7ikAXDV2vbs8D4BhaTvdfLsDkJVWDcDLa3u5yy0fb4T9IyM2CoCqxkB5EOW1dcXVLSFlb6yzsqee9jkAd7zTx93W0k3KsfcRGV4Arhlm6QatygXgmZJ6AO4bZOmSo+MBmLvNDlpztlos6bF2orHM77N8cyusvBXJbv6WLjfe70Zm5V2+pgyA23P6uG1R4dY53fKv/BSA8Yn5btxWbnW07YPVO1OCdV26w+r6m9NLAFj0xTFuG1jMGbG2vtyqxKT0HgBUNlndvF0s78U7bf9luG3qb+mCg5XX1ApXnGH7r99K235lVSwABam1tjzRtjv5Cusf/5iZ4K63/bqp1uems/WDUnfZ8hpLV1RR65ab4MZhcafH77G2yLR8HlufCECS2xYAVc22rTfC2ntwcg0AVz6eAcAjV+a5MVj6cZnWGKV+60txiY0A9I62mN74tCcAn9bY4bOqKcqNyfZjWb2VnXJlb6vjRotxYNZ2AKKirS1e4g77nLIxpM3O3LMDgLfm2L468+RNALS4+caNsriT3iOkzQLbB/bllGNrgm2weLv1uZI9VqeMWNuvn6xNszq435vFOy2PQHsG+mZGnGUaG2HtW9lo7f/uhzmc3RhBLBDhcfgfHQ90PNDxwI2pcx4P9rQ0cDRwWu3Vlu3l8NMgRERERETCh+4J6RB0T4iIiIiIiLQrnQkRERERkfChMyEdggYhIiIiIhI2dE9Ix6DLsUREREREDlJhYSEejyfklZGREVzvOA6FhYVkZWURGxvLyJEjWbt27RGM+OigQYiIiIiIhA/H2XtJ1sG8DuIRvccffzylpaXB15o1a4LrHnjgAR566CFmzpzJ8uXLycjIYPTo0ezevftQ1rrD0eVYIiIiIhI+Wt1XW7Y/QJGRkSFnPwIcx2HGjBncddddXHTRRQA888wzpKen88ILL3D11Ve3IdCOTWdCRERERCRsOK1Om18ANTU1Ia+Ghm+eB2X9+vVkZWWRm5vLpEmT2LBhAwAlJSWUlZUxZsyYYNqYmBhGjBjBokWLDm9DHOU0CBERERER+Zrs7Gx8Pl/wNX369P2mGzp0KM8++yzz5s3jySefpKysjOHDh7Nz507KymzC0fT09JBt0tPTg+s6K12OJSIiIiLh4xBdjrVlyxYSExODi2NiYvabfPz48cF/Dxw4kIKCAo499lieeeYZhg0bBoDH4wnZxnGcfZZ1NhqEyEHLzaxkR0MKAGMHbgSgbJt9We9dlQpATlf7gnkjWgC4rXgnAFOyegBQ1Wh5zX8/B4CNtX4AFpZ2B6BfYh0Atxb1AuDuIaUALCtNA2BlpZX3y/4VABxzbHUwvjeX5QLwhzM3A3DVfCuz2i1zzipbnx5rn/N9EQBkxNYC4G+1E4UjX/MC8Mxgy3veNp9btq0vKrej1ZTeFvuCijgAVu+qB+D245utvM1pbv5WXlFZk5vO8i+rt9O89+dZXLM3Wboyv233zK6FVteMERZHqcV5Sc94izPT2mB2SVqwDfItVLZV2D8W77QDaEOLnWpOirb1E3rUumV2tRgtJJbusPe7h2yzGIqzANhU6/AfLYFSHG59PQ+AqkZbGNjvAVWNVtA/Zsa6bWBt81apxTUyzXbKnK1RAHi7JAGwssq2u72fpZ9banEH+tOmmgQASv3Rbj2aQuoJMCLN6jTuGGufJRXWN6tu2gXA4CTL67KB2wF4eW0vAMbmWF9r8lu/CPSfC7It38HJVtYF4zYCsHF5ohublffOXRbzwCzLd8sOX0ibeLtYv5n9Rm7I8k/+Ee/W1eq0boG17dSLPwfg48es3Eyv9av6Fmvrn/bfvN9yLK1tU+q39q1qCt0/Z060HV36rO3fdTVWh+Qod3/2tLaaMS8ZgKRo2/7i478kOtLSRES00i/RYtLxQMcD0PHAYutcx4PdTY3w732KbH+O+2rL9kBiYmLIIOT7io+PZ+DAgaxfv54JEyYAUFZWRmZmZjBNRUXFPmdHOhtdjiUiIiIiYeNQ3RNysBoaGli3bh2ZmZnk5uaSkZHB/Pnzg+sbGxspKipi+PDhba1qh6YzISIiIiIiB+mWW27hvPPOo2fPnlRUVPDb3/6WmpoaLr/8cjweD1OnTmXatGnk5eWRl5fHtGnTiIuL49JLLz3SoR9RGoSIiIiISPho50f0bt26lR//+Mfs2LGD7t27M2zYMJYsWUJOjl1aeuutt1JfX8+1115LZWUlQ4cO5e233yYhIaENQXZ8GoSIiIiISNhwWu3Vlu0PxOzZs791vcfjobCwkMLCwoMPKgxpECIiIiIi4eMITFYoB043pouIiIiISLvSmRARERERCRvtfTmWHBwNQkREREQkfDi07ZKqtj2hV74nXY4lIiIiIiLtSmdCRERERCRsOI692rK9HH4ahMhBW1qSxYhe2wAo25YIQEZWDQAPdvUD8PaGY0K2eXygPRN7xqctANw+oBqABeUpAFyQbd/8SUO+sHT/6gPAIFvNA6uybH1OLQCPfW7LN9alA7B6WWKwrMIT6iyWZb0BGJFhea/eZe9Ld0QAMC6zEYB1u6MB8HkbLIO6eACm5mQCkJW22fJJT7Z8Kj0hdfi02soen7kbAG9EV7euTQBMH1IBwL2rUt06RQEwOMnKL/XHuO9WvL+lGYDZ5aUAbPqvngC88NcWvsobYeecpyx165P2lXVdrK6PfWYNOCnHYpu9qWtIHj2Tbb+lV9jyTG+jW1drk4oaa4tNtY4bu4do9zxqXCT8+lRrm7hE2+7Hc3q4OYc+A31U2h63TaycsVktbp2tLW4buB2A8ro4tw2sTeaWxgJwdb61YbXbVut22/LBSbUh5dx4Ylnw389+Yu22qcZiuW+TdZr3x1rdrppvsU5ptL5a0L0SgNdKrK/1S6gHICk60m0bvxuzbT/7jdyQNgvIiLPtEtKtPy34xAfA+KxdACyssO1/d/F6ANZ8aDsu0I9+2d/qmppi/Xje21aP/OQqAJbssHhGplm5T6yx9b3irU2Hpe0MxnJC+g57J1TXrhbbmy9a3X/Y1/bjy2t7AfDYRuu7Z55s+/0PE6ztdmyx/vDgst7c1hiJD2hsjuAHOToe6Hig48FX2yygsxwPGlr9HA10T0jHoEGIiIiIiIQPPaK3Q9A9ISIiIiIi0q40CDlKTJ8+nVNOOYWEhATS0tKYMGECxcXFIWkcx6GwsJCsrCxiY2MZOXIka9euDUnT0NDADTfcQLdu3YiPj+f8889n69atIWkqKyuZPHkyPp8Pn8/H5MmTqaqqOtxVFBERETnsApdjteUlh58GIUeJoqIirrvuOpYsWcL8+fNpbm5mzJgx1NXVBdM88MADPPTQQ8ycOZPly5eTkZHB6NGj2b17dzDN1KlTefXVV5k9ezYffPABtbW1nHvuubS07L1u+NJLL2XVqlXMnTuXuXPnsmrVKiZPntyu9RURERE5HAI3prflJYef7gk5SsydOzfk89NPP01aWhorVqzgjDPOwHEcZsyYwV133cVFF10EwDPPPEN6ejovvPACV199NdXV1Tz11FP8+c9/5uyzzwbgueeeIzs7m3feeYexY8eybt065s6dy5IlSxg6dCgATz75JAUFBRQXF5Ofn9++FRcRERE5lFo99mrL9nLY6UzIUaq62p6wkpJiTzEpKSmhrKyMMWPGBNPExMQwYsQIFi1aBMCKFStoamoKSZOVlcWAAQOCaRYvXozP5wsOQACGDRuGz+cLpvm6hoYGampqQl4iIiIiIgdLg5CjkOM43HTTTZx++ukMGDAAgLIye8Rgenp6SNr09PTgurKyMqKjo0lOTv7WNGlpaXxdWlpaMM3XTZ8+PXj/iM/nIzs7u20VFBERETlMdE9Ix6BByFHo+uuv56OPPuLFF1/cZ53HE3qK0HGcfZZ93dfT7C/9t+Vzxx13UF1dHXxt2bLl+1RDREREpN05jqfNLzn8NAg5ytxwww38/e9/Z8GCBfTo0SO4PCMjA2CfsxUVFRXBsyMZGRk0NjZSWVn5rWnKy8v3KXf79u37nGUJiImJITExMeQlIiIicjTSmZCOQYOQo4TjOFx//fW88sorvPvuu+Tm5oasz83NJSMjg/nz5weXNTY2UlRUxPDhwwEYMmQIUVFRIWlKS0v5+OOPg2kKCgqorq5m2bJlwTRLly6luro6mEZERERE5HDS07GOEtdddx0vvPACr732GgkJCcEzHj6fj9jYWDweD1OnTmXatGnk5eWRl5fHtGnTiIuL49JLLw2mveKKK7j55ptJTU0lJSWFW265hYEDBwafltWvXz/GjRvHlVdeyeOPPw7AVVddxbnnnnvAT8ZaXRXFxUPs0b8vvWD3mWTutBvpM7x+AKqaIqzcxEYA/C32eWh3e89KsxvwrzpxJwDLl2YCMG9NLwC8lozcONs+09slNJ/UOADGZ9pjigtSo4PxBdLceOIma+Miy3tslnX7onKLPT+5CoBeCbZ8YWl3t+xWNx8rc+Jbtvz2fn43Fst/xjq7ByffZ6dve8Vbvptq7Rl/K1s/AuD+NScBMO3UUgCWlVqbrdttMU/oWQHAarcNS1rtjNW9fSzd1TOjAMjpGnqaOBDfhMxUa6v45uC6xz63WK/p4wVg8c6u1m7dWtw6WLv+YU0WAAtqtrp1yAxZ/9h6O/s1Ir3VLaOeqC727+ZWD+9vsu1nfWFlT+1rdS/12+cyv7VVRly921axAFQ1WZxJURZPtT8GgNmburp1tXwC/WBTTYKbr7XZvC+tfgWptn1Voy1/e8MxwTa44sQSAF5e2wuA+/vYAH/RF7Y+0B8qm6w+izdaOwb61LqaeL7qpF723Xzj054AxEZYjAOztgOwssqWr9zlszZ50/bn/VdZHIvftH50db7t72fn9wFg0hAL6OT/sLb5839bHMPccjNire2WVKSGxBPov2eebN+lqBTrH8WLU/i6QPslRdt+/ai8W8j6nbtC61p4QgMAt76eB8CEHvUh24/P3B38njQ5HrrpeKDjgY4HQOc9HtQ1N/DQxn2KaneO07azGXpEb/vQIOQo8eijjwIwcuTIkOVPP/00U6ZMAeDWW2+lvr6ea6+9lsrKSoYOHcrbb79NQkJCMP3DDz9MZGQkEydOpL6+nrPOOotZs2YRERERTPP8889z4403Bp+idf755zNz5szDW0ERERGRdtDW+zp0T0j70CDkKOF8j2G3x+OhsLCQwsLCb0zj9Xp55JFHeOSRR74xTUpKCs8999zBhCkiIiJydGv14GiekKOe7gkREREREZF2pTMhIiIiIhI2HKdt93XonpD2oUGIiIiIiIQN3RPSMehyLBERERERaVc6EyIiIiIiYcNp443pbbqpXb43DUJEREREJGzonpCOQYMQEREREQkbuiekY9A9ISIiIiIi0q50JkQOWn5iC4vf7A7AdVdsAaDuowYAyrYlArB0fSwAuXH2XrIn2tbX268Mn2yx7Us+tfV/2dgEwJRjrQx/i70PP/ZLAG4t6gXA3UMqAJi1wfJbVxMPwODkmmB8b5X6LO86y3tEhs0av3SHnWcdlGKf52xOs/fSnQCMTLWxed/EVgAmDfkCgOKaPgAkRVcDsHin5Z/T1cqravS4dbPy5ta/B8A92We45Vq6P6zJ4qvGZdZbnZdaPJN62Nfy/vxUtxyrY74Vx6g0K7+oIiIkn6Xbm9x/RQWX/ekH1h6vlViQq3dZg3q727ZVTRarz4rgmh7HAJAbX2d18XtteV5NSJ1L6mI5yfEQA0R4HCobLb++vsiQNiqps+0zvFbu1BVW0AhrcnLjGi2d2y8C+2z62Z8DcMc71ua3nrgNgJo9lp83wvK7pFesG5ctvyDX0iW5/QFg0RdWp/PzrI8++0lPq9MwK6N4g/VBn9f67g/7Wt3/uCIXgDunlABQ8E+LLdBnl+6wOl9z3C4A/meF5Xt1vvXN+9dYuruHWEwv/NXWJ0dZ7ENHlgFQ9pI1xqbNKQD4H7D+0M++QiypsH4w8cwNAKycbyvuv8riWufG9eYyi3fswI0A5J24M9gGy5dmsj8ZsVZWYL+OON7289joZgA2V1pZE3pYupN6WcxPrbKycuObaXF/MYz0ODoeoOOBjged+3iwp+XoOIPQ2uqhtQ33dbRlW/n+NAgRERERkbChe0I6Bg1CRERERCRs6J6QjkH3hIiIiIiISLvSmRARERERCRs6E9IxaBAiIiIiImGj1fHQ2oaBRFu2le9PgxARERERCRuaMb1j0D0hIiIiIiLSrnQmRERERETChh7R2zFoECIiIiIiYaOVNt4Tgi7Hag+6HEtERERERNqVzoRIm1Q1RgPwyvOZAJxzagkAC0u7A3D7gEoAXt2SAsCotFoASqJiASjzewHYWBcBwAXZNi7u66t0S0gEIMrbAsCgFPt14qPybgA89ZMNAFzxXG8A/K2+YGxLt/vdMpsBWFnVFYChtimDk6tD6jChp5WxqWYPAHO2Woz+FccC4LNkeCMtXVJUi7u9xd430crxRtjy6b1Otzh2WMxJ7vaTcqzcX6629CPTEgAYl5bKV62sig35PPXizwGY/UYuAJf0tLbK9DYB8PR5mwEoWtszuM2P348B4Fd9rKx8n33lC1JD6z4wazsALxXbtrM3dXXTWz694t26d3HcOkVwXquHeKDZ8ZAbb21d1WQxpyXWAdCvxdpmxqcWR98Ey7ef21YnpO8AoKQkC4DqRitn6afHuG1l/SWwv7/O32JtMDjJ0v1mhfXDKb3r9km73d3/BamWdtbyPgBckLsNgJ4/tf3wyL1pANw5xfpyw1aLdUG59eGJ+dbOU9z9/NY2W351fgUAq3fa5xHprQA8/onVJSPW2i7Z7TeB/ZjhdULyL6u3/jI42fZrv0SL94HX89y6WiP9aXYvAKqaLP34rF0ANPmtzYvePyZY98U7rf0v7FHlfrYdW+W291UDrU7RKRZLTI3V+bH1tj+nnVrOV9181RYAvpgbQ1SX1uByHQ90PNDxoHMfD2qbGzka6BG9HYMGISIiIiISNpw2PqJXg5D2oUGIiIiIiIQNnQnpGHRPiIiIiIiItCudCRERERGRsNHqvtqyvRx+GoSIiIiISNjQ5VgdgwYhIiIiIhI2Wh3aNk+IJitsF7onRERERERE2pXOhIiIiIhI2NDlWB2DBiEiIiIiEjbscqy2bS+HnwYhctB6xtXRO8VmUn2m2Ga4TVrZAwB/q/2K8NhnNutrYKbdOVu7huQRmC14YbklmJRrM/VuqrHZanvF20y3s91Zivsl1ANwzzqbxTgj1mazndrXZpFdULF3huQRGV53mX0en2ll5fe2Msa9mmx5xiW6sVi6jDgrI6erzQ4bmIE2MOPy+EybgbbMnYk2MKvvX7bbjLYXZHvd9bbdL/uHzpy7sc6mG5411Ga0vX9NlKWv97vb22y2/hbb3mvFULzYtn9tS2vIcohw26K7u7wl2Ab94mybpCi/m6eVFZghNzDj8cpPerrp7PNvTt8IwBuf2vJ1NbbfArMxF0dEE/idyAOs2+3OJu0W/cAq6w/XHLfLjc22H5dpjVXqtziWlaa5dbfcfNFOSB0Cs1oHZkAOzOi8bne0u7w+ZHlgVuLAzNsAZ+bZbL63FvUC4O4hpcDevviXzy1W771um7l97OqZlv4PEz5328Zien9TVki+Pm8DAHO/tLrkxlkdzxuxyWLbaPtz+ZaMkLoNTrA6Ld5u/TCwL+6esB6A8s+sn1TU2HugP1Q22f4+3y3/on/Gu/HZvi5w6x1oY4Af99oJ7J3NOdB3fv3ftvzjZ6wtEuob+Ko/nGkzJ9/9gc3mPPOh3QD8eVocABPP3ECk22ciPU5wxmsdD3Q8sPxtmY4Hned4UNPQCO9yxOlMSMege0JERERERKRd6UyIiIiIiISNVjy0cvBnM9qyrXx/GoSIiIiISNhwHHu1ZXs5/DQIEREREZGw0ep42jhPiM6EtAfdEyIiIiIiIu1KZ0JEREREJGw4bbwnxNE9Ie1CZ0LaqLm5mXfeeYfHH3+c3bvtcXXbtm2jtrb2CEcmIiIi0vkE7glpy0sOPw1C2mDTpk0MHDiQCy64gOuuu47t2+158w888AC33HLLEY5ORERERNrT9OnT8Xg8TJ06NbjMcRwKCwvJysoiNjaWkSNHsnbt2iMX5FFCg5A2+OUvf8nJJ59MZWUlsbGxweUXXngh//znP49gZCIiIiKdU+DG9La8Dsby5ct54oknOOGEE0KWP/DAAzz00EPMnDmT5cuXk5GRwejRo4NX0HRWGoS0wQcffMB///d/Ex0dHbI8JyeHL7/88ghFJSIiItJ5OXja/DpQtbW1XHbZZTz55JMkJyfvjcVxmDFjBnfddRcXXXQRAwYM4JlnnmHPnj288MILh7LaHY5uTG+D1tZWWlpa9lm+detWEhISjkBE7cvnbWRzZRIAm2rtAsoMrxeAsnr7Ao/LbADgsfWtAPT1ed3l9QB4I639hnaz916n1ACw8O/dLZ+ddoZpfGY1ABvr4gH4/SDruutqugKQG1+/T3y58c0ALNlhaRfv9AFw39o4AF45qxSAqGgr848rcq0OdV63LhZTVVMEABdkxwCwoMLWj0qrdutqMX5qHymusbqPTGu0z24bXbt+HgDnx5/j5m9x5HS19LcNtDgamt14t9tBbHWlrb/935b+vpN2h6wvKre2nbXBt08bTOlt9yb5WyJCls/eutNiTO0GQEGq7adSfxQAT62ytrikzzYrY2t6yHpfNHRxj9FdPA7eLrb/N7m3Qk3tVwlA4Wr7HozIsOXeCGvT5Gj7/WNdTaS73LbvFW/ry/xeNy5r1NmbQus2KDmwbyyelZX2fnV/G/wvK00Lpq2tjXHbwNrpsx3WbpNyqkPapqTO9uNJvcoASIpOsbZ4Lw+ATK/1p8pGS79zl/XF8jrbL5cNLAHgjU97ArB+VSoAiXF+a4PjNwOw9NNjrI57rLzLTv88pJwn5tn7lFM+36cuAMPSbN/V1FobvT7e+s2/N1oc3ZNsJxR9vLfN+iXaDyU/7b85ZNt/zEwCYN1uWz/YjWlg1vaQtpvS29qqabUt31jXB4C7Xs7j17dEkpQEHo/D5spEQMcD0PEAdDyAznc8aGj1czRodezVlu0BampqQpbHxMQQExOz322uu+46fvjDH3L22Wfz29/+Nri8pKSEsrIyxowZE5LPiBEjWLRoEVdfffXBB9rB6UxIG4wePZoZM2YEP3s8Hmpra7nnnns455xzjlxgIiIiItIm2dnZ+Hy+4Gv69On7TTd79mz+/e9/73d9WZkNZNPT00OWp6enB9d1VjoT0gYPP/wwo0aNon///vj9fi699FLWr19Pt27dePHFF490eCIiIiKdzqGarHDLli0kJiYGl+/vLMiWLVv45S9/ydtvv43XPfu7Px5PaDyO4+yzrLPRIKQNsrKyWLVqFS+++CL//ve/aW1t5YorruCyyy4LuVFdRERERNrHwd7X8dXtARITE0MGIfuzYsUKKioqGDJkSHBZS0sL7733HjNnzqS4uBiwMyKZmZnBNBUVFfucHelsNAhpo9jYWH7+85/z85///EiHIiIiItLpHap7Qr6Ps846izVr1oQs+9nPfkbfvn257bbb6N27NxkZGcyfP5/BgwcD0NjYSFFREffff//BBxkGNAhpoy+//JJ//etfVFRU0NraGrLuxhtvPEJRiYiIiMjhlpCQwIABA0KWxcfHk5qaGlw+depUpk2bRl5eHnl5eUybNo24uDguvfTSIxHyUUODkDZ4+umnueaaa4iOjiY1NTXk2j6Px6NBiIiIiEg7O1SXYx0qt956K/X19Vx77bVUVlYydOhQ3n777U7xJNVvo6djtcHdd9/N3XffTXV1NRs3bqSkpCT42rBhwwHl9d5773HeeeeRlZWFx+Nhzpw5IeunTJmCx+MJeQ0bNiwkTUNDAzfccAPdunUjPj6e888/n61bt4akqaysZPLkycEnPUyePJmqqqqDqb6IiIjIUSdwOVZbXm2xcOHCfZ6eWlhYSGlpKX6/n6Kion3OnnRGGoS0wZ49e5g0aRJdurS9Gevq6hg0aBAzZ878xjTjxo2jtLQ0+HrzzTdD1k+dOpVXX32V2bNn88EHH1BbW8u5554bMpfJpZdeyqpVq5g7dy5z585l1apVTJ48uc3xi4iIiBwNjtSM6XJgdDlWG1xxxRX89a9/5fbbb29zXuPHj2f8+PHfmiYmJoaMjIz9rquuruapp57iz3/+M2effTYAzz33HNnZ2bzzzjuMHTuWdevWMXfuXJYsWcLQoUMBePLJJykoKKC4uJj8/Pw210NERERE5LtoENIG06dP59xzz2Xu3LkMHDiQqKiokPUPPfTQIS1v4cKFpKWlkZSUxIgRI/jd735HWprNnrpixQqamppCZuTMyspiwIABLFq0iLFjx7J48WJ8Pl9wAAIwbNgwfD4fixYt+sZBSENDAw0NDcHPX59BVERERORo4bivtmwvh58GIW0wbdo05s2bF/zj/es3ph9K48eP50c/+hE5OTmUlJTw61//mjPPPJMVK1YQExNDWVkZ0dHRJCcnh2z31Rk5y8rKgoOWr0pLS/vWWTunT5/Ovffeu8/ylOQ6vthoZ2byfVbf5Ohm990uAcuIrQfg4VNtELN6p3W5Un80AP6WCAAmnFgCQNE/jwGgoHslACt3+QBYUGHvm2qt7Ak9bPt+ibUhMfn3XnnGuhorK6crIdu+eM0mAGa/kQvAjE2lANyfb7Eu3mlzvEzK3QnAnM3WZqt3EZLfW6UW09LtfgBGZNgkRbPLt7rpegAwOMkK/l3OOSGxLqjo6tbB2mzW5/a88IJUaytvhD1tbWg3Sz8y3eozY53t46n9rI38rSkhdR+VVh0s4761cW5eXULyvCY3CYAyvx1qS/ZEu3W0z+OyLKZ5mzJDtqtq8rjpmmhyL5qNiWxhdaUtf3js5wAMe82Cube3PV99nTtu9UbY8tLdsW7Mtl1StOX1qbvP+rptsq7G2mjKsdb4i7cnu9t1ceP3uPmG/i9jzpa937+kKNsm32d9bWVVYA4fe++X0Ajs7YOzlvcBIDfOll9xxnoAfjfvOADGZ+4GoLgyyWLcbW1XUmf5JUdZHV/dYvvlwmyLffN6a4uTetl37eW1vQAYWm+xTszfDMCzn/S0/Dd0B+Cxz61/XWNhsanGbmQ8rpvt/4RjrTzvFnvfssP65Yj0vZeJJsVYXboNsTQNi619T0jfAUCpP7Cfbf3f12cDcPHxGy19o+2XeW/3dNNZvv26NRPdxdq+SxeHMr99B3Q80PEAdDyAznc82NPSAls44hzadknVob4xXfZPg5A2eOihh/jTn/7ElClTDntZl1xySfDfAwYM4OSTTyYnJ4c33niDiy666Bu3+/qMnPsbHH3XrJ133HEHN910U/BzTU0N2dnZB1oFERERkcOu1X21ZXs5/HRjehvExMRw2mmnHZGyMzMzycnJYf16+1UmIyODxsZGKisrQ9J9dUbOjIwMysvL98lr+/bt3zprZ0xMTHDW0O8ze6iIiIiIyLfRIKQNfvnLX/LII48ckbJ37tzJli1byMy006ZDhgwhKiqK+fPnB9OUlpby8ccfM3z4cAAKCgqorq5m2bJlwTRLly6luro6mEZERESkI3McT5tfcvjpcqw2WLZsGe+++y7/+Mc/OP744/e5Mf2VV1753nnV1tby+eefBz+XlJSwatUqUlJSSElJobCwkIsvvpjMzEw2btzInXfeSbdu3bjwwgsB8Pl8XHHFFdx8882kpqaSkpLCLbfcwsCBA4NPy+rXrx/jxo3jyiuv5PHHHwfgqquu4txzz9WTsURERCQs6HKsjkGDkDZISkr61vsxDsSHH37IqFGjgp8D92BcfvnlPProo6xZs4Znn32WqqoqMjMzGTVqFH/5y19CZtt8+OGHiYyMZOLEidTX13PWWWcxa9YsIiIigmmef/55brzxxuBTtM4///xvnZtERERERORQ0yCkDZ5++ulDltfIkSNxnG9+KNy8efO+Mw+v18sjjzzyrZeIpaSk8Nxzzx1UjCIiIiJHu7bOet7WGdPl+9EgRERERETChoOnTY/Z1SN624cGIQfopJNO4p///CfJyckMHjz4Wx9t++9//7sdIxMRERERnQnpGDQIOUAXXHABMTExAEyYMOHIBiMiIiIi0gFpEHKA7rnnHn7+85/z+9//nnvuuedIhyMiIiIiX6HLsToGDUIOwjPPPMN9990X8mSqzih5dAJz7rYv6oTsZgBK/dalkqJaAHhsvU1sePeQUgDOObUEgAffyQMgM7URgHsX9AHgv4ZsBiAhvQGA21+MA2BQiuU7Mr0pJIaVlZb/xjqb8ubGEzcF1y3fkgHAPZ9XADAlqwcA971kZSVFE7K8pM4JWR4TbXWaV1oLwNBU29/VjaHnaS/ItjNjr23xAzAuxWaTL6u39WVeLwC58bb+vnXWNo8O3WPlL7Wnl+XGJLnlWwCj0qoBWFDhA6BfQqNboqVfucsXEkdVo+2LdTVdg8sm9bJY52xxY6m3dv20JhaAhTt3ABCL1cHrCRwS7H11peXpdZ+w5nPbJt8XTaR7KWJDcwRDu1mdKnfY/qp2bBLNUn++Wyfbrn/2djfGeADGZ1rbFn5s6+8bZPkE9mtxjZWRHNXVjcMenJgbb41b5re2XVhu8W52txuUsveJcCV1lsbf4nHfbfnNp24AoKnR0u6psSBz4xr5qk/WpgEwpY9N9HnMsbZf3lyWC0CG1zKMjbC29reGTr8U2E/D0nYC8OCy3gD8dqFt/9z5oXUK7Pe0xDq3TeLduP3uu8Xbtavty9LV1uaBtq2ttX15frfqYAwNjdY+f5rdKyS2SUO+ACC51OqwoMLaeXCStcE2t++V7bH+UtlkZXvd5h2UuouoLhZ/F28X5mzR8UDHAx0PoPMeD2qbQ9vrSNHlWB2DBiEH4dueYiUiIiIiR44GIR2DZkw/SN92Q7qIiIiIiHwznQk5SMcdd9x3DkR27drVTtGIiIiICOiekI5Cg5CDdO+99+Lz+b47oYiIiIi0G6eNl2Ppqvv2oUHIQZo0aRJpaWlHOgwRERER+YpW99WW7eXw0z0hB0H3g4iIiIiIHDydCTkIejqWiIiIyNHJcTw4ThvuCWnDtvL9aRByEFpbdaJORERE5Giky7E6Bl2OJSIiIiIi7UpnQkREREQkbGiywo7B4+gGBzlANTU1+Hw+PjtvMv66FABW7rLHFW+siwBg6mmfAzBreR8A+iXU7zev2Zu8AOT7Qq+/vKTPNitrj61PjPMD0C27DoAvv7Dy5n5pTyjL9DYDUFK3d1zdL6ERgIxYK/v21Rbbo0P3ALB6p8Xu7WInXtftjrblu1qsDn1rASirjwWgssm2f6ykCoBxaakAJNlmeLvYV2l1pdUl3Taj2sIgp6u9V7mfV+9qAqBX1yhrg0TbfmxOKQB3Lkt387dyByXb+jK/5d8r3uLMjbf6rauJB+Di4zcG2+CpVbkAFKRaXd4qTXBjsrym9K62Oq1PBGBCD4vJG9HCVy3eaZXJ8Np287Y188RHt5Ca5aOuvJqXxz3k1t1iHdbN9sfcbfb57iFWp8D+fGubtf1P+2+2OvZqAGDNh7Y/F1T4QtY/saZnSJ0Hp1jci7cnA9Avsc6Ns6vbJs3B2C8YZ+2x+v3uAFQ1RofUbWDWdit7m60/qVcZANMWW9v53OQXZtu8P2V7YkO2P3PiDgC+mBsDQEx0c0hdAzEW19h+m5RjsftbrG0CbZ3dzZa/veEYK8dv64urrc1vG2hxJna178L2KqvrrC+sLW8caN+Z7HPtBPcbT6UEY8xPrgKgvC4OgPvW2vdkRIbFOD7L6lbVYJUtqYsNiSGw3t9snzfWWV87M28LSTMfJCI1hZadu/hk4m8AHQ8sHx0PdDzofMeD3U2N5L78AtXV1SQmJtLeAn+f/OH424mNiDnofOpbGrhx7X1HrB6dhc6EiIiIiEjYsDMhB39zuc6EtA/dEyIiIiIiIu1KZ0JEREREJGw47qst28vhp0GIiIiIiIQN3ZjeMWgQIiIiIiJhQ/OEdAy6J0RERERERNqVzoSIiIiISNhwHHu1ZXs5/DQIEREREZGw4eChlYN/RK/Thm3l+9MgRERERETChs6EdAy6J0RERERERNqVzoTIQdtd5+WD8hQAqhptWYbXfj4o3tAdgFHpuwCIiWy292h7X1aaFpJXQWotAIt3dgWga9cGAJ4pzgJgfGY1AB992A2AU7LLAMj0Wn4lddaV+yU0BvMs2RNtMcXWAzBjiK37/SdW9qBkx83DnoOxyULg9gHVIbF5I1oA2Fhl+U3qkeqWZfkuqIgDYPUuv+WbEgtAeb3lPy7Tys1PrgJgYam1jd9n+TW0OG45FsdrJVbnnK6hp4Nnbd4JwK/6+ABYWRnlrrHyVlda+sHbUoLblFuIJMU0hpRVVt9kMbREADCld53Fnmft+uM5PULq0iveYhuZud3aoi6dSI+V19Tq4eKCDQBc2sP2w8p5Ke72FutnO5IBWLc7NqRO72+yulautziu+NlWABY/Zdttr7L+MCm3AoDUFIvz3fXZAPRLtM8ldZZvVaPFtK7lK4e2ub3cNLbMa0Wxepe1xYKKHGu3ZGuTT7bY/hmUbPt9WJq1+9wvrd94u4T+RPbmi+kAJEVbGyc12/vi7Vbn5GjL57+GbAPg5g+OAWDaqeUA3LTYyiscZOkmnFgCwOwVxwJ7+0FxZRIAZx67CYC/u22Q7jZpt2xrix/dZfW9IHvvb0z3rrI++4czNwPwcHw8ADHR9v38qNy+VyvdPn55/raQ5b3zd4bUeeOyXKvrqZF0ibb4Wls9LNDxQMcDHQ+ATnw88LfCyxxxejpWx6BBiIiIiIiEDc0T0jFoECIiIiIiYUMzpncMuidERERERETalc6EiIiIiEjY0OVYHYMGISIiIiISNvSI3o5Bl2OJiIiIiEi70pkQEREREQkbekRvx6BBiIiIiIiEDd0T0jFoECIiIiIiYUOP6O0YdE+IiIiIiIi0K50JkYP28NpURme2AHDV2A0APDEvD4DeWbsA+GRLdwBOm9gIwP/OyAJgvLv+4c/t94aSuiQANtVa3n9ckQvAhdmWrnuSrXhscaKl39MTgCrLFn+Lx95b946rB7vbeCMtxsXbkwEYlGxlFpXbVZ+DUqIByOlq2836IsXN29Jdk1cDwOwdmwEYFZ8PQHF1LABDuzUDUN3oBeDq/l+GtNNNi7u75aQBUF5vy9NjLf/Bybb9kh2Rbnwt7pYRAOTGWSUbWlKtPl0a3bZqdpdbOl+0tUF2t+pg2b5SHwCvbkkJyXtYN0t731orMyM2xmIqzXO3rHfrZDH6Yy39Mcda3kmb0+hii/A7zTz7nm1XVNZkbdI9CoBrhn0OQOWOuJA2SYq2Ojy2PtH9bJn98anskHRTV9i++dMP/AA0NVpdS/0W9wXjyiyGfx4DwOAUi69wdUIwj8FJob9p9UuwuhWkWgxl9bYfhx9r++35Ndb3rhq7HoD3F/UI2T433mI5rlslAB+VdwPg9N9YmU9OtX6VHG1tneG19Mu3ZAAwIdvi6ZZdB8A1O6xfxkTa/py1vI8bn9Vl8U7bh5VNVvdP1lo/uux0a9uYHtYWO1bYPnxi9FZL5373AB49x9pp9opjrc5+a+9JuRUhdRufaWX+5XP7nlY1WrrSDywmf6t9vmxgCQAPPpHLL34cQUIC7G6KIClKxwMdD3Q8gM57PPC3+Dka6HKsjkGDEBEREREJGw4eHDxt2l4OPw1CRERERCRsOLTtbIZOhLQP3RMiIiIiIiLtSmdCRERERCRs6J6QjkGDEBEREREJG3pEb8egQYiIiIiIhA2dCekYdE+IiIiIiIi0K50JEREREZGw4bj/tWV7Ofw0CBERERGRsKHLsToGXY51lHjvvfc477zzyMrKwuPxMGfOnJD1juNQWFhIVlYWsbGxjBw5krVr14akaWho4IYbbqBbt27Ex8dz/vnns3Xr1pA0lZWVTJ48GZ/Ph8/nY/LkyVRVVR3m2omIiIiEp0cffZQTTjiBxMREEhMTKSgo4K233gqu/z5/w3VGOhNylKirq2PQoEH87Gc/4+KLL95n/QMPPMBDDz3ErFmzOO644/jtb3/L6NGjKS4uJiEhAYCpU6fy+uuvM3v2bFJTU7n55ps599xzWbFiBREREQBceumlbN26lblz5wJw1VVXMXnyZF5//fUDjtkX7aFfYi0AVzzXG4ApvesBiPK2APBWqcXGn+0tw13ub7Z4xqX5ALi4YD0AG9/JA6BXvKVbvD0ZAO8un5t/HQBJMY2WfndXAFZWRQOwrmZvl15ZaWWPz9wNQFWTzYCaG99sebpt4reiWL2rCYCnz9tkn9dnAPDY+kQA3h1VbXWLLgHg3xtt/X3rLIMRaRbLtR+kADC1r/2UMiIjys3fcctrBWBSjrXV7E22XVWj5TOsm6VbXYmb3up2dX4FANX+GAAGpfjceli6C3K/BGDLDl+wDQLr+iVYe80ttbx80R53fWhM4zOtffsmxro5WEyxbro3l+UCkBTl4HEnlPVFRFCQam2zqdYXUt69C/oAsLHW2vb5yzcC8MQ828/jsmxfzN1mgU5IqnPbwuK8vZ8t/6i8GwDrdtvywD7cuNz2TVK0lffYZ9b2pc07g20we1MSAJNyGt06W50WVFis5bYbWLc7120L+/zSu9anx/S2dk36SrsCbK60sgNtuu46x20Da5iZD1nGu17ZAez9TkSnWLrXi6y8DK/ftqux/jruGNvPC0u7h5T3qdu3f9h3FwBffmHxNBTb8vs+ts9/OHMzAAXnbA9uu6HIYi3zW2z9Eq395mxOs7Sp9j3O7713GwCftwGAJRWpABSVuyvWWOz9EhqJ9Fh9unjQ8QAdD3Q86NzHgz0tTRwN2vvpWD169OC+++6jTx/r48888wwXXHABK1eu5Pjjj/9ef8N1RhqEHCXGjx/P+PHj97vOcRxmzJjBXXfdxUUXXQRYB09PT+eFF17g6quvprq6mqeeeoo///nPnH322QA899xzZGdn88477zB27FjWrVvH3LlzWbJkCUOHDgXgySefpKCggOLiYvLz89unsiIiIiKHSXtfjnXeeeeFfP7d737Ho48+ypIlS+jfv/93/g3XWelyrA6gpKSEsrIyxowZE1wWExPDiBEjWLRoEQArVqygqakpJE1WVhYDBgwIplm8eDE+ny84AAEYNmwYPp8vmGZ/GhoaqKmpCXmJiIiIHI0cp+0vYJ+/fRoaGr6z7JaWFmbPnk1dXR0FBQXf62+4zkqDkA6grKwMgPT09JDl6enpwXVlZWVER0eTnJz8rWnS0tL2yT8tLS2YZn+mT58evIfE5/ORnZ3dpvqIiIiIHO2ys7ND/v6ZPn36N6Zds2YNXbt2JSYmhmuuuYZXX32V/v37f6+/4TorXY7VgXgCF926HMfZZ9nXfT3N/tJ/Vz533HEHN910U/BzTU2NBiIiIiJyVGp1X23ZHmDLli0kJiYGl8fExHzjNvn5+axatYqqqipefvllLr/8coqKioLrD+ZvuHCnQUgHkJFhNzyWlZWRmZkZXF5RUREcWWdkZNDY2EhlZWXI2ZCKigqGDx8eTFNeXs7Xbd++fZ8R+lfFxMR86xdPRERE5GhxqO4JCTzt6vuIjo4O3ph+8skns3z5cn7/+99z2223Ad/+N1xnpcuxOoDc3FwyMjKYP39+cFljYyNFRUXBAcaQIUOIiooKSVNaWsrHH38cTFNQUEB1dTXLli0Lplm6dCnV1dXBNCIiIiIdWlvvBzkE84Q4jkNDQ8P3+huus9KZkKNEbW0tn3/+efBzSUkJq1atIiUlhZ49ezJ16lSmTZtGXl4eeXl5TJs2jbi4OC699FIAfD4fV1xxBTfffDOpqamkpKRwyy23MHDgwODTsvr168e4ceO48sorefzxxwF7RO+5556rJ2OJiIiIHIQ777yT8ePHk52dze7du5k9ezYLFy5k7ty5eDye7/wbrrPSIOQo8eGHHzJq1Kjg58A9GJdffjmzZs3i1ltvpb6+nmuvvZbKykqGDh3K22+/HfJ86YcffpjIyEgmTpxIfX09Z511FrNmzQrOEQLw/PPPc+ONNwaf0nD++eczc+bMdqqliIiIyOF1qO4J+b7Ky8uZPHkypaWl+Hw+TjjhBObOncvo0aMBvtffcJ2RBiFHiZEjR+I433z+z+PxUFhYSGFh4Tem8Xq9PPLIIzzyyCPfmCYlJYXnnnuuLaGKiIiIHLW++pjdg93+QDz11FPfuv77/A3XGXmcb/vLV2Q/ampq8Pl8/CT9dvLcmXQDM64GnJm3BYBbi3oBMKGHzaJ6zo/txvjfPWpP17ow22Z7XVBuM9tusolamZRjM+4u3mmzvt7wst3M9Y/JNnvxwgqblTY9MJGvq7h63+6c5M4GPCjZZqitarIzQ5lei7lXvM3K++rWJAAKUhvcsu1m/FFpe9zPVli1TbTLyLTQGXfX7Q4NJjfO1t/2uc2o/Pv8ngCsrLJ0q3e1uNvbrVk5Xb/9KRmB2Y7HZ1mbXb7S4pqU3gOA2eVbAbijd0ZwmzlbLM8J2dYu3i72+86sDbZ8Sm9bXrLH2nNUuuXdO99mGH7+A7vJLjfeZvGds9ViT4+Fqe9NJTEjkdryGtZNvBfYO7Nxqd/e/S1d3Nit3I11VonADNgBgZm20xJtXzQ02u8jX5/B198S4ebntnlNPAA/HW2XMq750NKvrNx7I2FgZuxAe4/NsuUTTrT9En+C7edbf2998jfn2GzdT71nszgnRdl2r22xOgRmvA60VVaa9dXaWsunx5mW/t9zEkPaZMRZNtNy6eo4y6/EAvl6Pzz5Ptt/j1xpMyx7u4T26cC+mFtq++LGgdsAOKbA+u2GoviQtoO936txmaF99qReZSGx/+VziynwPRraLbTMQN8N9MXXttYye+2ddD8miV3bapg5cgag4wHoeAA6HkDnOx40Ow28V/MHqqurv/cN3YdS4O+Tn2fdQXQX70Hn09jq50/bph+xenQWujFdRERERETalS7HEhEREZGw4TjOt17i/n22l8NPgxARERERCRuHap4QObw0CBERERGRsNHWqT40BmkfuidERERERETalc6EiIiIiEjY0OVYHYMGISIiIiISNjQI6Rh0OZaIiIiIiLQrnQkRERERkbBhN6a34RG9hy4U+RYahIiIiIhI2NDlWB2DBiHSJr3iWwDo66sBICayGYAN21IAGJTisXQJtQA8+EQ2AOMzqwFIjPMDUFTWBMDtx+8BwN8SAcDE/M0AvDOl3pa3RgEw5dhdAHxanQhAUlST++4NxjZrs6W5v3cMACV1sSFlTeplsa2r6QrAplqLvbja4+bQ6NbR8szw2lGpvN7WVzZZjJ/utPwLUhssXWx9SL79uvR262TbzyndCcDghFRro2RbPjjZ2uStUp8bh7XttFPLAfjDmiwApq6IBmBUUoobj0XbLyrT6v1FU7ANnh1XCsDLa3sBcH7eNjf2Y9wUVkaZW6eNuy3mspXWVsU1Hjc2a4sJPWyrdbtjg9dyenBYUOFz62jLBidZ+lN6fwnAkHdLAHgsrwCAuaVWhxwrjtiI+JA2m3jmBsuvJA2ABRW2PCmaEBfkWn1++JTVvXCALV+6Y2+a2wZWAOCNsLw21rlpPrU2GFizHYCRaRbz8x/0AaBfgjXsnK3WFk+fZ3W4d4Gt3xhnMQ34reXzxrXWxzc+GuGWZ+XcNNm2W/xmBgBVjVaJKad8DkDljjgAPirvBsC551QCe/fdG5/2dOO2DKuaLJ78ROs3NXusfyavt+9O3mWWbtRT1cE2yO5v/25otEN+0dZ0AJJOtc9PPWF9q6jMvo+DUqyMTK/16R8M3wpAyfw+7nLrY8+ftYsUb2uwHB0PdDzQ8aBzHw92NzVy3OsccY5jr7ZsL4ef7gkREREREZF2pTMhIiIiIhI2HBxa23RPiE6FtAcNQkREREQkbOhyrI5BgxARERERCRut7qst28vhp3tCRERERESkXelMiIiIiIiEDcdxcNpwTVVbtpXvT4MQEREREQkbmiekY9AgRERERETCRmsbn47Vlm3l+9M9ISIiIiIi0q50JkREREREwoZDGx/Re8gikW+jQYgctLMzWxmcUg3AY5+lADAusxGAXgm1APRLqAfgxY2pAFzYowqAt0p9tr4uHoCpff0ApCXWAXBMQQMA6/5p6R5bb131jyO2AbBmW3cATs2sAOC1kiwAkqJagvFN6Wkxlflt2Yge5e5nSzvrCyuz8IQGd7nP3TICgHILnStv2QnAIw9YHby2mjK//SMpOvRw9erWJAAKUi3fXl2jAchPtlgnZKaF5NPPrfOCCit/cJK14fhMC+APayze/ETHfbc2S45utny62MMEV1ZZOaPS6oOxTFuca2X2sP3x9/XZABSV2zZVjfY+9hjLe/ixXwLw4LLeIesD++u6ISUAlKztBR4rw8GD28SMSrNyBuWVAdDkttHlKSMBqGyymAclW3llfk9IHQInZ//wZh4AVw3cDEBcorXJnFVWn4sLNgDw05d6AXBBjygA7ltr+3REhifYBg3NkW5dCKnDzl3Wjt2GuP0j0cqq3BEHwDPF1u63nmh9bvaKYwEY5+4Xf4vVbfcTa9zPtv7XD1tBu/9m+X252PLrmVxjdS61/b9ps/XPjbu7WhtEWByDUiz9oi+OASDTa/mN6b0dgPRJyQCs//8sjmPHWT/73aN9AFj9ehMAhYN2B9tgyw5fSMxVTfa+6GXLa0JP65uDkxLcdJZnUrSVXf5ZvBtLU8jyl4p78vOmSLoC3ghHxwN0PNDxoHMfD/wtfo4GuhyrY9AgRERERETChuO07WyGHo7VPnRPiIiIiIiItCudCRERERGRsKHLsToGDUJEREREJGy0Om0chOh6rHahy7FERERERKRd6UyIiIiIiIQNx/2vLdvL4adBiIiIiIiEDQdo/c5U3769HH4ahIiIiIhI2NCN6R2D7gkREREREZF2pTMhIiIiIhI2HKeN94To6VjtQoMQOWjjT9vI/f84HoDfnF4Ssm7nrngA5myNBeD3v9gAwMp5KQBUN1q6pKgmAE6/qgGAzX+15a++kg2At4td1Vk4aDcA72/KClmeflwdAI/9qxiAe3sfG4wh0+u3deutmy/ZYdturLUye3X1Wt4fWfqh3e196XbbblCKxf63P/jc5S1uuggAVu+yg1S+zwNAqT8KgGd2LQSgb+Lplk+ybbd6p9Xda5sz70srp1+CLfBbMhbvjAHg6v47AMjpauWX+a2cfonNAJTUWb2qGm15UrTFM2tDfLANFvutXWJK+wIwOLnJrZttmxvvuG1j6a+a38Pq0mwLJmSmAlBcbel+OjfTbTsPP3IvuG1qhV7xFvycrV3dmHq6dbXl1Y22/dIdVtd0a1om5VYAkHeZLf/zw0khbRHY30t2WLzjMusB2FBscY3NctvAqsVLP94CQEu9J9gGZdsSrW4DN9u222w/rKy05eVvxtnnKos9N846Z6BOAefnWd5R0bY80MdnLe8Tku4f99p7qd/64oytnwHw+3xrk3U1FnNSlDVCUrSVt3inlT8qbQ8AJ/UqC8k3EHfCAlve0Gxt8O851l9+/ZjV+YO77btU1RAd3DaQ93Wj1luZbvuV7bEYeo+w79HsWWnA3v2SmmLLn1+TC4C3i+3HyibbX4OTaolyv4uxMS3M+sJi1PFAxwPQ8QA63/GgrrmBo4Eux+oYNAgRERERkbChQUjHoHtCRERERESkXelMiIiIiIiEDcc9F9KW7eXw0yBERERERMKGLsfqGDQIEREREZGwoUFIx6B7QkREREREpF3pTIiIiIiIhI1W97+2bC+HnwYhIiIiIhI2HI+D42nLjem6HKs96HIsERERERFpVzoTIiIiIiJhw2njjek6E9I+NAiRg/bY28eyoGYrAIM+7QnA4JRqAD6tTgTgl/0rAHjhr7Y+N74egHtGfQ7AL97MBeC4v1YC0LVrAwArK6Msv+QmAF7dkgJAv8RmAHol1AKw+WMfAJO6pQHw8Oc7g/ENTkgFYErvRgDmbLWDir+lxcrYXWMxxSQBsKnW1o89xgvA6l12Kndho31Npp26DYCireluvlaXGZ/GhLTLPdlnALB0hwcAX7S994q3/GZtszabckwPAErqrNyl2/0AXNLL6v74J8eEbFfdaPks2WHxDEq2elS58Y3P2gVAhtcXjGVClLXvjM92A3BhjxY3TQQA/bO3AzB9g5V5b580d8sE973RLcPqOCjF2mbel35aWvcepKuaLL9VVbZfPq22mMYeEwtAvhtSbpzlV+mmL65MAmDh/wb2t7tP4m19XrrVqdRv/WdglsXb4Nb5stOtH728uDcAX35hBf3+k0A9IKervRekWmxJMRbDyEzLq7wuDoCyemvfccdUAfB4seXxaY3th6v7fwnA+5uyAOjrq+GrRrmxHj/R8v/nLDeWfIs9I876y1VuHf7fsp4h8fVLsO1WVlmbJW2zPu9viXCXW0LfF/YdeXFjqlsv+7zryQ1um1n6Ndu6B2ObXW59ruCjzJA8S+psfx632PZv4PsVaJNZn1tfD3wP19VYu0/Kte/ZHSuSeaLZQwxQ64/U8QAdD0DHA+i8x4Omo+RWilZa8eiekKOeBiEiIiIiEjY0WWHHoHtCRERERESkXWkQ0oEUFhbi8XhCXhkZGcH1juNQWFhIVlYWsbGxjBw5krVr14bk0dDQwA033EC3bt2Ij4/n/PPPZ+vWre1dFREREZHDotXT2uaXHH4ahHQwxx9/PKWlpcHXmjVrguseeOABHnroIWbOnMny5cvJyMhg9OjR7N69O5hm6tSpvPrqq8yePZsPPviA2tpazj33XFrc66JFREREOrLWQ/CfHH66J6SDiYyMDDn7EeA4DjNmzOCuu+7ioosuAuCZZ54hPT2dF154gauvvprq6mqeeuop/vznP3P22WcD8Nxzz5Gdnc0777zD2LFj27UuIiIiIoeabkzvGHQmpINZv349WVlZ5ObmMmnSJDZssCdglJSUUFZWxpgxY4JpY2JiGDFiBIsWLQJgxYoVNDU1haTJyspiwIABwTT709DQQE1NTchLRERERORgaRDSgQwdOpRnn32WefPm8eSTT1JWVsbw4cPZuXMnZWVlAKSnp4dsk56eHlxXVlZGdHQ0ycnJ35hmf6ZPn47P5wu+srOzD3HNRERERA6NwNOx2vKSw0+XY3Ug48ePD/574MCBFBQUcOyxx/LMM88wbNgwADweT8g2juPss+zrvivNHXfcwU033RT8XFNTo4GIiIiIHJVaacHDwd/r2tqGbeX705mQDiw+Pp6BAweyfv364H0iXz+jUVFRETw7kpGRQWNjI5WVld+YZn9iYmJITEwMeYmIiIgcjZzgnOkH+9KM6e1Bg5AOrKGhgXXr1pGZmUlubi4ZGRnMnz8/uL6xsZGioiKGDx8OwJAhQ4iKigpJU1payscffxxMIyIiIiJyuOlyrA7klltu4bzzzqNnz55UVFTw29/+lpqaGi6//HI8Hg9Tp05l2rRp5OXlkZeXx7Rp04iLi+PSSy8FwOfzccUVV3DzzTeTmppKSkoKt9xyCwMHDgw+LetA+KIcpuZkAlDVFAHAp9V2lmRQ6i4AllSkAlDmt/WDUxoB2LQ5BYB7TtwJwAOrsgC49cRtAIxK2wPA4p2xAHhtc+ZsscvGhvpt+6Xb7ZTp0O62/t5+ccH45rjTn/zyc3uMcWHOiQDERkS6Mdq2qSmbAXh3vV1i5u3S6r5HAZDptZgrauIBWF1pwczbZrENSrHPm2odN30TAH5fNADF1e7yVFvubbXtqhoDkVqdrsmz3wQWVlh+vmjbbtZma8uCJGvLYd2aAahstHTl9RbvY59Zm/hb9v6CM6V3PQCX9LTYF+/0uLHa+nVunUYl2vLKJmuTwP4cnGQJqxutLn0Tbf2UYyOJi9wbfW6cVeaCHl3dOhNSTo4tZmFFtFt3i/G2gbb/qUwCYGOdxXPeiBIALv6T7ZMLsi39+nKrY1KMlVe02M7gJUdZXMVuPr85vSTYBs+vyQWg8GP7PPU4C6bUH8X+ZGTZgxfyS61TJUdbe79WkhVSp4suqwOg7CV3fzZY3f71Z3vPiLO2D+yXfJ+lw61DwKg0ayxvpNXBG2HpFlT43M+WbtwxFQBU+2Pc7ew7sm63pV+8rLdl7/aH2wZuD5bx6mnWt5K72ZnS2SuOBWBjnS3vcaaV/ZcnAv9L8AJw19jPAGipt/7x8Kt2P9ngpCQApvZtoGuk7RuPBx0P0PFAx4POfTyoa27g9aUcca2eVjxtmOtDT8dqHxqEdCBbt27lxz/+MTt27KB79+4MGzaMJUuWkJOTA8Ctt95KfX091157LZWVlQwdOpS3336bhISEYB4PP/wwkZGRTJw4kfr6es466yxmzZpFRETEkaqWiIiIyCFj94Qc/MU+uiekfehyrA5k9uzZbNu2jcbGRr788ktefvll+vfvH1zv8XgoLCyktLQUv99PUVERAwYMCMnD6/XyyCOPsHPnTvbs2cPrr7+um8xFREQkjLT1yVgHdiZk+vTpnHLKKSQkJJCWlsaECRMoLi4OSeM4DoWFhWRlZREbG8vIkSNZu3btIaxzx6NBiIiIiIjIQSoqKuK6665jyZIlzJ8/n+bmZsaMGUNdXV0wzQMPPMBDDz3EzJkzWb58ORkZGYwePZrdu3cfwciPLF2OJSIiIiJho9VpoS2/s9v239/cuXNDPj/99NOkpaWxYsUKzjjjDBzHYcaMGdx1111cdNFFADzzzDOkp6fzwgsvcPXVVx90rB2ZzoSIiIiISNg4VJMV1tTUhLwaGhq+V/nV1faAgZQUe/BASUkJZWVljBkzJpgmJiaGESNGsGjRokNc+45DgxARERERka/Jzs7G5/MFX9OnT//ObRzH4aabbuL0008P3pcbmMPt63Oypaen7zO/W2eiy7FEREREJGw4tOC04Xd2x3061pYtW0ImaI6JifnOba+//no++ugjPvjgg33WeTye0HIcZ59lnYkGISIiIiISNloP4glX+24PiYmJIYOQ73LDDTfw97//nffee48ePXoEl2dkZAB2RiQzMzO4vKKiYp+zI52JLscSERERkbDh4LTxnhDnuwv5anmOw/XXX88rr7zCu+++S25ubsj63NxcMjIymD9/fnBZY2MjRUVFDB8+/JDUuSPSmRARERERkYN03XXX8cILL/Daa6+RkJAQvM/D5/MRGxuLx+Nh6tSpTJs2jby8PPLy8pg2bRpxcXFceumlRzj6I8fjOM6BDfek06upqcHn83F/3zuY0LMGgNU77QkQlY028/rqSrvG0Rdt74U/Xg9A0T+PAeC4bpUAVNTEA+CNtOsvy/bEApAU3RiyPCvNnjRxa1EvAIZ2s1i8EXbKNDbCuvG6mr3j6tW7mgCY0tvWVTZZbEXldgLQ32LbDkqx5Uu3W/oRGVHuekLex2daDCsr7dRsVZPVrarR3gtS7akZc0ujLdYTtwHwhzVZAEzoUQvAW6U2g/2Pe+0E4MWNqSHbr6yy7cvrrdxByRb/0h2BeELjDpTf0GLp8hP3fqUDMY7P2gXAq1tS3Haz9Rleq9xjJVUAjEtLDWm7fJ/FcnX/L63tttpp4zJ/BL9YMJWEjERqy2r409kzALggN7TO7uZBgToF+kXfxGZg3/3Xz11+3ogSAJ6d38faqHtlSD0CcT4xeisAL6/t5W6/99nsSTHWl/ILrA2WLswIWb54e7JbJ4up2hYH9/uU3tXuZ2u0U4aWArD5Yx8AczanAXvbeOPuriF1XlhhjTAu0yqfk2jPhM/Isu/OnFWhv5iN6W1t/VJxTwC8XaxtimssvhsHWhvX7PFafj2t3OgUJ6St9tcG/uZAn4kOiaWh2do9JtLafUmF9YPceIt5UJ79D7V4Q3cATr7evkP/c3dCSD/YdvmdgI4HoOMB6HgAne944G/xc8/66VRXVx/QZUyHSuDvkyzfSLp4Dv539lanmW3VC793Pb7pvo6nn36aKVOmAHa25N577+Xxxx+nsrKSoUOH8sc//nGfSaU7E50JEREREZGwcajuCfm+vs/v+R6Ph8LCQgoLCw8yqvCjQYiIiIiIhA17OtbBP3Uq8HQsObx0Y7qIiIiIiLQrnQkRERERkbDhOHtnPT/Y7eXw0yBERERERMJGe98TIgdHgxARERERCRuO08Z7QhzdE9IedE+IiIiIiIi0K50JEREREZGwEZgxvS3by+GnQYiIiIiIhA27Mb0tl2PpnpD2oMuxRERERESkXelMiBy0mC4OczanAZAb3wzA2JxSAKqastxUdkpz4/JEAErqvO57JgD9EusAeKvUB0BStG111ditALz0bm9bvy0FgD/+eD0AVzxnywelRAAw9eLPLd+X+wTj69U1CoBZG5rcz5Y2p6utn3paCQBl2yy2S/pYHV4rsdirGu1XlAt7VAFw9ZrdFnOUZZDvs/xGpe0BYManHrcOdkPbH9ZYPlfnVwAw90trq4U7dwBQXG3lTu27222TWAC8li1VjZbPrM1W/jW5SQCsrowISVdeb7/YbNxjbVlWHxtsg0D7fOqWNSnXYimviwNg9iary6QeqZb3Lttftx9vdVpQYW34wCqry7jMRsuvJpJW92y1N7IFbxf7UFETD8A9o2x/zFvTy62bHWpuPXFbSH5lfotvcFI9AP0sTE7NtDjfX9TD2qLJ2jYxzg/Ahdm73PS2QXyW7bvixZZubE5NsA02V1qa2W/kApAbb2U99pn1qQk97HNytNU1Kcr6yy+LNwPw627Wnt2G2P5Y8HoPvuqKE60fTVuc67aR5Td8sPXhpI8y3TawfPwtSQAsqbA2j41wQsrdssO+C4E2zY33u21g2wfaeGOdveel7ASgxYplZOb2kPwBynbafg6085kTrQ/+8alsAPoluG2y3vbTX39necx8JAOAlcvte1WQWg3A/9yd4G7XSKTH7QgedDxAxwMdDzr38WBPSxNHh5Y2XlClG9PbgwYhIiIiIhI27HIqXY51tNMgRERERETChgYhHYPuCRERERERkXalMyEiIiIiEjZaacXTljMhmjG9XWgQIiIiIiJhQ5djdQwahIiIiIhI2HCctj3dqq3by/eje0JERERERKRd6UyIiIiIiIQNBwfacF+H08ZZRuT70SBERERERMJGW+/p0D0h7UODEDloSdGt9I6vBWDOVpuBtbLRZoMtrrZfEXK62o1hgdmBy+rtc0FqAwD3rbUueEkvu/5yWJrN9vp6kc02u3SHzaCbb5PGEtXDZliekG35l9rkscx7u6ebb20wPn+LbRuY9bWs3sqYcqzN8nrHO33cGC39NcNsVt/c8kZ3++iQfO7obbPFzt1mVzEGZihet9tmrh2UEnoTXFK0xRiYRdr/tUtM832W/8oqm5l33pd+dztbX9VoM8+ubf4nAK9tuRCAjNiIkPz8LXawTIqMcePae5VlvwSrS68Ea5dZn6eHxDa0m2USmKk4MMvySndW4XJ31t10d9LlhRUW3P/+sQGSLA9/cwSDk21G4lkbbEf9upu1cWBm5FFp9jkw+/Qj/10GwA2/tTYtSHUr02Rtcecyi3PaqeUAlPqt3GWl1pZ9fVbeuhrLv3RensX1ohvo+phgG2R+ZmWlu7N0B/ZHoO4BpX7LKzA78zPRFttLxVanCxptduecRJvROu/GJAA2P2ZlBWZG/rrAzMiTZ9vMyn+7bAsA8yw7rsmz/d7TbcPMQTY79cD6ipB8Bm60choaA/3Z8g3MIj0wa3tI+kxvY/Dfk374JQCt9bbPfveotVe/RJtZesRZtj4pujsA/5xldS623cYfPj0FgFuPXw7AoGRru1Oyy4iOtH93wQl+/3Q80PEAdDzYn3A/HuxuaoR/77fq7UqDkI5B94SIiIiIiEi70pkQEREREQkbbZ3nQ/OEtA8NQkREREQkbOhyrI5BgxARERERCRsahHQMuidERERERETalc6EiIiIiEgYaeuZDJ0JaQ8ahIiIiIhI2NDlWB2DLscSEREREZF2pTMhIiIiIhI29IjejkGDEBEREREJG47j0Jb7Omx7Odw8jlpaDlBNTQ0+n49ZJ97KSSkNACTG+QF4rSQLgKXbWwCYkG3da2VlVEgehT9eD8Dq97sD0P/4CgAmvpgNQEZsDAAPjNgIwCdbLF3P5BoAumXXAXDr63kATMqpBWD2pq7BMgLL7ltrY+1LelkMf9nYFBLLNXl2VeLinVbmqLQ9AJzUqwyAd9dbTElRTW66WACqG237HLfI1btCv0pDu9l7QfdK2257MgBF5a1ufNZGMz6zjG7vFwHAY+st3l5dQ9tsyrG7AHhxYyoADS1WXlWjvT9+/UYANhTFB7dZvTMFgCU7It0yqwHwt1hZQ0daHe97qQ8AGV7La2OdtcngZKuzt0urG1urG0skP3zjZuLSfdSW1/DKuAcB+GHfzQA8vybXLQc33xY3Xyu3vN6We+0j+YmhbZccbennbrMEg1I8AIw7xvpJTHSz1fmTYyyePuUAJHa1ftj9dE8wry/m2n5dUmHtdnHBBovxgz4hdS1IbQiJwd9qy88bUQLAE/Osr1011vpui1uHp97LC9nO28XdL00Ww0/7W5u8v8m+G3191odX7vIBEBth6QP9q9Qf7W4f4S63tkh23+eW2vprjtsVUm4gv3nb7PPQ7hHBdTfcb33sb/dYnc7M2wLs/V6dMrQUgDUfpgHwVqnlNT4ztL/0z95udUy29v/dvOO47YNf4stMZE95NV9ceg+g4wHoeAA6Hlhbda7jQUOrn4c2TqO6uprExETaW+Dvky5dEvF4PN+9wTdwHIfW1pojVo/OQveEiIiIiIhIu9LlWCIiIiISNuzpVm07EyKHnwYhIiIiIhJG2jYIAQ1C2oMGISIiIiISPtp4JgSdCWkXuidERERERETalc6EiIiIiEjYcNp4OVVbt5fvR4MQEREREQkjuiekI9AgRERERETCiNPGcYQGIe1B94SIiIiIiEi70pkQOWCB52fXtzRQ22yzynqabAZWf4vNUNvUajPp7nFn8W1obQnJo6bB0ge2r2m0z02OfW5ste12u/nWuekCn6Pd9I2t/pD1ja17u3RgWZPT4sbb6n4OnSF5T0sXN0Znv2XtabHPUZ4mt44eNz3uZ0JiDqh3lwfqWB9sG8fN1xI0O4E6RrjrW9z8Q9sskE+DW+dAvIFya/yBNt07s3Ig9obW5tA83BlvA/shsN/qg/uri7u9bdfqBNousF9bgr8TOY5DfUtomwXyC7RNoO39bls3um0XmNA2UG5AjJu+0Y0j0Oa1ze5+9zSHtEVgeaAfxvj3noavbfa4ZYT2tcD+2FvXxpAYAjMkf72NAp8DyQPLAwLfj0DMX+9He/uDvQeuPQ70r0BbBNqq3p2dOqZLi9smrSH5BATyawr2y72/MdXsaXJj6BISU6Cvf/37GKjT1/tLYLvGxr3tH4jf+Up6HQ90PAAdDwLt8dWYw/140NDaEFLvI8fRfR0dgMc58j1FOpgNGzZw7LHHHukwRERE5Cj0xRdf0Lt373Yv1+/3k5ubS1lZWZvzysjIoKSkBK/Xewgik/3RIEQOWFVVFcnJyWzevBmfz3ekwzkiampqyM7OZsuWLSQmJh7pcI4ItYHaANQGoDYAtQGoDQCqq6vp2bMnlZWVJCUlHZEY/H4/jY2N353wO0RHR2sAcpjpciw5YF262Clcn8/XaQ+0AYmJiWoDtYHaALUBqA1AbQBqA9j7d8KR4PV6NXjoIHRjuoiIiIiItCsNQkREREREpF1pECIHLCYmhnvuuYeYmJgjHcoRozZQG4DaANQGoDYAtQGoDUBtIAdGN6aLiIiIiEi70pkQERERERFpVxqEiIiIiIhIu9IgRERERERE2pUGISIiIiIi0q40CBH+7//+j9zcXLxeL0OGDOH999//1vRFRUUMGTIEr9dL7969eeyxx/ZJ8/LLL9O/f39iYmLo378/r7766uEK/5A4kDZ45ZVXGD16NN27dycxMZGCggLmzZsXkmbWrFl4PJ59Xn6//3BX5aAdSBssXLhwv/X79NNPQ9KFcz+YMmXKftvg+OOPD6bpaP3gvffe47zzziMrKwuPx8OcOXO+c5twOx4caBuE4/HgQNsgHI8HB9oG4XY8mD59OqeccgoJCQmkpaUxYcIEiouLv3O7cDseyOGlQUgn95e//IWpU6dy1113sXLlSn7wgx8wfvx4Nm/evN/0JSUlnHPOOfzgBz9g5cqV3Hnnndx44428/PLLwTSLFy/mkksuYfLkyaxevZrJkyczceJEli5d2l7VOiAH2gbvvfceo0eP5s0332TFihWMGjWK8847j5UrV4akS0xMpLS0NOR1tM7ieqBtEFBcXBxSv7y8vOC6cO8Hv//970PqvmXLFlJSUvjRj34Ukq4j9YO6ujoGDRrEzJkzv1f6cDweHGgbhOPx4EDbICCcjgcH2gbhdjwoKiriuuuuY8mSJcyfP5/m5mbGjBlDXV3dN24TjscDOcwc6dROPfVU55prrglZ1rdvX+f222/fb/pbb73V6du3b8iyq6++2hk2bFjw88SJE51x48aFpBk7dqwzadKkQxT1oXWgbbA//fv3d+69997g56efftrx+XyHKsTD7kDbYMGCBQ7gVFZWfmOena0fvPrqq47H43E2btwYXNbR+sFXAc6rr776rWnC8XjwVd+nDfanox8Pvur7tEE4Hg++6mD6QbgdDyoqKhzAKSoq+sY04X48kENPZ0I6scbGRlasWMGYMWNClo8ZM4ZFixbtd5vFixfvk37s2LF8+OGHNDU1fWuab8rzSDqYNvi61tZWdu/eTUpKSsjy2tpacnJy6NGjB+eee+4+v4weLdrSBoMHDyYzM5OzzjqLBQsWhKzrbP3gqaee4uyzzyYnJydkeUfpBwcj3I4Hh0JHPx60RbgcDw6FcDseVFdXA+zTr79KxwM5UBqEdGI7duygpaWF9PT0kOXp6emUlZXtd5uysrL9pm9ubmbHjh3fmuab8jySDqYNvu7BBx+krq6OiRMnBpf17duXWbNm8fe//50XX3wRr9fLaaedxvr16w9p/IfCwbRBZmYmTzzxBC+//DKvvPIK+fn5nHXWWbz33nvBNJ2pH5SWlvLWW2/xn//5nyHLO1I/OBjhdjw4FDr68eBghNvxoK3C7XjgOA433XQTp59+OgMGDPjGdDoeyIGKPNIByJHn8XhCPjuOs8+y70r/9eUHmueRdrDxvvjiixQWFvLaa6+RlpYWXD5s2DCGDRsW/Hzaaadx0kkn8cgjj/CHP/zh0AV+CB1IG+Tn55Ofnx/8XFBQwJYtW/jf//1fzjjjjIPK82hwsPHOmjWLpKQkJkyYELK8I/aDAxWOx4ODFU7HgwMRrseDgxVux4Prr7+ejz76iA8++OA70+p4IAdCZ0I6sW7duhEREbHPLxAVFRX7/FIRkJGRsd/0kZGRpKamfmuab8rzSDqYNgj4y1/+whVXXMFLL73E2Wef/a1pu3TpwimnnHJU/uLVljb4qmHDhoXUr7P0A8dx+NOf/sTkyZOJjo7+1rRHcz84GOF2PGiLcDkeHCod+XjQFuF2PLjhhhv4+9//zoIFC+jRo8e3ptXxQA6UBiGdWHR0NEOGDGH+/Pkhy+fPn8/w4cP3u01BQcE+6d9++21OPvlkoqKivjXNN+V5JB1MG4D94jllyhReeOEFfvjDH35nOY7jsGrVKjIzM9sc86F2sG3wdStXrgypX2foB2BPkfn888+54oorvrOco7kfHIxwOx4crHA6HhwqHfl40BbhcjxwHIfrr7+eV155hXfffZfc3Nzv3EbHAzlg7XsfvBxtZs+e7URFRTlPPfWU88knnzhTp0514uPjg0/0uP32253JkycH02/YsMGJi4tzfvWrXzmffPKJ89RTTzlRUVHO3/72t2Caf/3rX05ERIRz3333OevWrXPuu+8+JzIy0lmyZEm71+/7ONA2eOGFF5zIyEjnj3/8o1NaWhp8VVVVBdMUFhY6c+fOdb744gtn5cqVzs9+9jMnMjLSWbp0abvX7/s40DZ4+OGHnVdffdX57LPPnI8//ti5/fbbHcB5+eWXg2nCvR8E/OQnP3GGDh263zw7Wj/YvXu3s3LlSmflypUO4Dz00EPOypUrnU2bNjmO0zmOBwfaBuF4PDjQNgjH48GBtkFAuBwPfvGLXzg+n89ZuHBhSL/es2dPME1nOB7I4aVBiDh//OMfnZycHCc6Oto56aSTQh7Bd/nllzsjRowISb9w4UJn8ODBTnR0tNOrVy/n0Ucf3SfPv/71r05+fr4TFRXl9O3bN+R/RkejA2mDESNGOMA+r8svvzyYZurUqU7Pnj2d6Ohop3v37s6YMWOcRYsWtWONDtyBtMH999/vHHvssY7X63WSk5Od008/3XnjjTf2yTOc+4HjOE5VVZUTGxvrPPHEE/vNr6P1g8CjVr+pb3eG48GBtkE4Hg8OtA3C8XhwMN+FcDoe7K/ugPP0008H03SG44EcXh7Hce8aEhERERERaQe6J0RERERERNqVBiEiIiIiItKuNAgREREREZF2pUGIiIiIiIi0Kw1CRERERESkXWkQIiIiIiIi7UqDEBERERERaVcahIiIiIiISLvSIEREREIsXLgQj8dDVVXVkQ5FRETClAYhIiKd0JQpU/B4PHg8HqKioujduze33HILdXV1Rzo0ERHpBCKPdAAiInJkjBs3jqeffpqmpibef/99/vM//5O6ujouueSSIx2aiIiEOZ0JERHppGJiYsjIyCA7O5tLL72Uyy67jDlz5gTXr1ixgpNPPpm4uDiGDx9OcXFxcN0XX3zBBRdcQHp6Ol27duWUU07hnXfeCcn///7v/8jLy8Pr9ZKens5//Md/BNc5jsMDDzxA7969iY2NZdCgQfztb3877HUWEZGjgwYhIiICQGxsLE1NTcHPd911Fw8++CAffvghkZGR/PznPw+uq62t5ZxzzuGdd95h5cqVjB07lvPOO4/NmzcD8OGHH3LjjTfym9/8huLiYubOncsZZ5wR3P6///u/efrpp3n00UdZu3Ytv/rVr/jJT35CUVFR+1VYRESOGI/jOM6RDkJERNrXlClTqKqqCp75WLZsGeeccw5nnXUWv/jFLxg1ahTvvPMOZ511FgBvvvkmP/zhD6mvr8fr9e43z+OPP55f/OIXXH/99bzyyiv87Gc/Y+vWrSQkJISkq6uro1u3brz77rsUFBQEl//nf/4ne/bs4YUXXjg8lRYRkaOG7gkREemk/vGPf9C1a1eam5tpamriggsu4JFHHuGTTz4B4IQTTgimzczMBKCiooKePXtSV1fHvffeyz/+8Q+2bdtGc3Mz9fX1wTMho0ePJicnh969ezNu3DjGjRvHhRdeSFxcHJ988gl+v5/Ro0eHxNPY2MjgwYPbqfYiInIkaRAiItJJjRo1ikcffZSoqCiysrKIiooCCA5CAp8BPB4PAK2trQD813/9F/PmzeN///d/6dOnD7GxsfzHf/wHjY2NACQkJPDvf/+bhQsX8vbbb3P33XdTWFjI8uXLg3m88cYbHHPMMSExxcTEHN5Ki4jIUUGDEBGRTio+Pp4+ffoc1Lbvv/8+U6ZM4cILLwTsHpGNGzeGpImMjOTss8/m7LPP5p577iEpKYl3332X0aNHExMTw+bNmxkxYkRbqyEiIh2QBiEiInLA+vTpwyuvvMJ5552Hx+Ph17/+dfAMB9ilXhs2bOCMM84gOTmZN998k9bWVvLz80lISOCWW27hV7/6Fa2trZx++unU1NSwaNEiunbtyuWXX34EayYiIu1BgxARETlgDz/8MD//+c8ZPnw43bp147bbbqOmpia4PikpiVdeeYXCwkL8fj95eXm8+OKLHH/88QD8v//3/0hLS2P69Ols2LCBpKQkTjrpJO68884jVSUREWlHejqWiIiIiIi0K80TIiIiIiIi7UqXY8kBcRyHpqYmWlpaiIiIICoqKvjUHBERERGR76NTDUIKCwuZM2cOq1atOtKhHDEjR47kxBNPZMaMGQe0XVNTE+Xl5Xz55ZfU19cHl8fGxnLMMceQnp4e8jhPEREREZFvctRfjjVlyhQ8Hg8ej4eoqCjS09MZPXo0f/rTn0KexHKweU+YMOHQBBrGdu3axZIl/397dx5XVbX/f/x14DApiCCjSGIOKCCgkIlDYoZDV9OyspvjI7KbTQ6pt9LuNevhWKlUUs7avd/0fsvpmpL+HCr1YuKQqKSFIqaIIGRCyHh+f/jgfC+BMkgH0Pfz8eDx8Oyz1tqffXBx9mevtfaOJzk5GUdHRwICAggODiYgIABHR0eSk5OJj48nKyurrkMVERGRP9jixYtp1aoV9vb2hIWF8e2339Z1SNIA1fskBKB///6kpaWRkpLCtm3b6N27N+PHj2fgwIEUFRXVdXh3tKysLBITE3F2dqZr164EBgbi4eGBq6srHh4eBAYG0rVrV5ydnUlMTFQiIiIicgdbt24dEyZMYNq0aRw5coSePXsyYMAAUlNT6zo0aWAaxHQsOzs7vLy8APDx8aFz58507dqVPn36sGrVKp599lkArl69ypQpU9i4cSPXr18nPDycBQsWEBISUq7NGTNmsHr1auD/ngS8e/duIiMj+etf/8qGDRv4+eef8fLyYvjw4fztb3+76XSjlJQUWrVqxWeffUZMTAyHDx+mdevWfPTRR0RGRprLnTx5ksmTJ/PNN9/QuHFj+vbty4IFC3BzcwNuTJUKCgoC4B//+AfW1taMGzeOt99+2xxjdnY248eP59///jf5+fn06tWLmJgY2rZta97Pvn37eOONNzh48CB2dnZ06dKFtWvX4uLiAtx44vHUqVNZtmwZtra2PP/888yYMaPccRUWFnLixAlcXFwICgrCyqrinNXOzo6goCCOHz9OYmIiLi4uNy0rIiIi9UfpeUdVvf/++0RHR5vPvRYuXMhXX31FbGwss2fP/iNClDtUgz1TfPDBBwkJCWH9+vXAjQXTf/rTn7h06RJbt27l0KFDdO7cmT59+lR4dX7y5Mk8+eST5lGWtLQ0unXrBoCTkxOrVq3i5MmTLFq0iKVLl7JgwYJKY5oyZQqvvvoqR44coVu3bjzyyCNcuXIFgLS0NHr16kVoaCgJCQnExcWRnp7Ok08+WaaN1atXYzQaOXDgADExMSxYsIBly5aZ3x8zZgwJCQls3ryZ//znP5hMJh5++GEKCwsBOHr0KH369CEwMJD//Oc/7N27l0GDBlFcXFxmH40bN+bAgQPMmzePmTNnsmPHjnLHk56ebn64WGVJhZWVFf7+/phMJvLz8yv9rERERKRhKSgo4NChQ/Tt27fM9r59+7J///46ikoaqgYxEnIz7du359ixY8CNUYzExEQuX76MnZ0dAO+++y4bN27k888/57nnnitT19HREQcHB/Lz882jLKWmT59u/refnx+vvvoq69atY+rUqbeM56WXXmLo0KEAxMbGEhcXx/Lly5k6dSqxsbF07tyZWbNmmcuvWLECX19fTp8+Tbt27QDw9fVlwYIFGAwG/P39SUxMZMGCBYwdO5Yff/yRzZs3s2/fPnPC9M9//hNfX182btzIE088wbx58wgPD2fx4sXm/ZQ+HKxUcHAwf//73wFo27YtH374ITt37iQqKspcxmQyceHCBdzc3MyfZ2Xs7Oxwd3cnKysLe3t73TVLRETkDpKZmUlxcTGenp5ltnt6enLp0qU6ikoaqgadhJhMJvOJ7qFDh8jJyaFZs2ZlyuTl5ZGcnFytdj///HMWLlzITz/9RE5ODkVFRTRp0qTSehEREeZ/G41GwsPDSUpKMse3e/duHB0dy9VLTk42JyFdu3Ytc/IeERHBe++9R3FxMUlJSRiNRu6//37z+82aNcPf39+8n6NHj/LEE0/cMs7g4OAyr729vbl8+XKZbYWFheTl5dGqVatKj/u/ubu7k5GRUeZ3IyIiIneO33+/6ztfaqJBJyFJSUnmk+SSkhK8vb3Zs2dPuXJNmzatcpvx8fE89dRTvPXWW/Tr1w9nZ2fWrl3Le++9V6MYSztlSUkJgwYNYu7cueXKeHt7V6mtmz3c/r87v4ODQ6Xt/H5ti8FgKHensdLpW0Zj9f6LlJa/WawiIiLSMLm5uWFtbV1u1OPy5cvlRkdEKtNg14Ts2rWLxMRE8/Snzp07c+nSJYxGI23atCnzU7rw+/dsbW3LrJWAG4u6W7ZsybRp0wgPD6dt27acO3euSjHFx8eb/11UVMShQ4do3769Ob4TJ07g5+dXLr7GjRtX2Ebp67Zt22JtbU1AQABFRUUcOHDA/P6VK1c4ffo0HTp0AG6McuzcubNK8d6KtbW1+Tiqo7S8roiIiIjcWWxtbQkLCyu3jnTHjh3maeIiVdUgkpD8/HwuXbrEhQsXOHz4MLNmzWLw4MEMHDiQUaNGAfDQQw8RERHBkCFD+Oqrr0hJSWH//v1Mnz6dhISECtv18/Pj2LFjnDp1iszMTAoLC2nTpg2pqamsXbuW5ORkYmJi2LBhQ5Xi/Oijj9iwYQM//PADL774ItnZ2TzzzDMAvPjii2RlZfHnP/+Z7777jjNnzrB9+3aeeeaZMonQ+fPnmTRpEqdOneKzzz7jgw8+YPz48cCN9RuDBw9m7Nix7N27l++//54RI0bg4+PD4MGDAXj99dc5ePAgL7zwAseOHeOHH34gNjaWzMzMan3mNjY2ODg4kJGRUa16GRkZWFtbKwkRERG5A02aNIlly5axYsUKkpKSmDhxIqmpqTz//PN1HZo0MA0iCYmLi8Pb2xs/Pz/69+/P7t27iYmJYdOmTeYr9gaDga1bt/LAAw/wzDPP0K5dO5566ilSUlJuOkQ4duxY/P39CQ8Px93dnX379jF48GAmTpzISy+9RGhoKPv37+fNN9+sUpxz5sxh7ty5hISE8O2337Jp0ybzKEzz5s3Zt28fxcXF9OvXj6CgIMaPH4+zs3OZO0+NGjWKvLw8unTpwosvvsjLL79cZlH9ypUrCQsLY+DAgURERGAymdi6dat5ilW7du3Yvn0733//PV26dCEiIoJNmzZVe1qVwWDAx8eHzMzMKt/tKj8/n4yMDC1KFxERuUMNGzaMhQsXMnPmTEJDQ/nmm2/YunUrLVu2rOvQpIExmDR5/7aVPifkyJEjhIaG1ridyMhIQkNDWbhwYa3FdjsKCwuJj4/H2dn5ls8JgRtrXo4fP052draeEyIiItJAVPc5ISK1pUEvTJc/lo2NDYGBgSQmJnL8+HH8/f0rvF1vfn4+p06dIjs7m44dO+Lq6loH0YqIiIhIQ6EkRG7J1dWVjh07cuLECeLj43Fzc8Pd3R2j0UhRUREZGRlkZmZiZWWlBEREREREqkTTsaRKCgsLSU9P58KFC+Tl5Zm3Ozg44OPjg5eXV7XXnYiIiIjI3UlJiFSLyWSiqKiIoqIijEYjRqNRi9BFREREpFqUhIiIiIiIiEXpFkYiIiIiImJRSkJERERERMSilISIiIiIiIhFKQkRERERERGLUhIiIiIiIiIWpSREREREREQsSkmIiIiIiIhYlJIQERERERGxKCUhIiIiIiJiUUpCRERERETEopSEiIiIiIiIRSkJERERERERizLWdQAiIlK/mEwmCgsLKS4uxtraGhsbGwwGQ12HJSIidxAlISIiAkBhYSHp6elcuHCBvLw883YHBwd8fHzw9PTExsamDiMUEZE7RZ1Ox4qMjGTChAm13q7JZOK5557D1dUVg8HA0aNHLbp/EZGGJisri/j4eJKTk3F0dCQgIIDg4GACAgJwdHQkOTmZ+Ph4srKy6jpUEaljixcvplWrVtjb2xMWFsa3335bK3UqK1MbbUj9Ue0kZMyYMRgMBgwGAzY2Nnh6ehIVFcWKFSsoKSm5rWBqKymIi4tj1apVbNmyhbS0NIKCgm67Tai9+L755hsGDRpE8+bNMRgMbNy4scJyVe1IYWFhBAUFlfu5ePFiubIXLlxgxIgRNGvWjEaNGhEaGsqhQ4du+5hEpOHKysoiMTERZ2dnunbtSmBgIB4eHri6uuLh4UFgYCBdu3bF2dmZxMREJSIid7F169YxYcIEpk2bxpEjR+jZsycDBgwgNTX1tupUVqY22pD6xWAymUzVqTBmzBjS09NZuXIlxcXFpKenExcXx+zZs+nZsyebN2/GaKzaLK/IyEhCQ0NZuHBhha9r6sMPP2T+/PmcO3euWvuvbrw1tW3bNvbt20fnzp0ZOnQoGzZsYMiQIWXKrFu3jpEjR7J48WK6d+/OJ598wrJlyzh58iT33HNPjfabnZ1Np06d6N27N+PGjcPDw4Pk5GT8/Pxo3bp1tdrye+3LGsUgIvVLIyMs6N0YTzdXgjsGYWV182tTJSUlHD9+nOzsbFxcXG5ZVkQahupeqL3//vvp3LkzsbGx5m0dOnRgyJAhzJ49u8Z1KitTG21I/VKjbxA7Ozu8vLzw8fGhc+fOvPHGG2zatIlt27axatUq4MaUqHnz5nHvvffi4OBASEgIn3/++U3bHDNmDF9//TWLFi0yj7SkpKQQFxdHjx49aNq0Kc2aNWPgwIEkJyffsp2XX36Z1NRUDAYDfn5+AOTm5jJq1CgcHR3x9vbmvffeK1c3Pz+fV155BQ8PD+zt7enRowcHDx68ZXy/l5GRgZeXF7NmzTJvO3DgALa2tmzfvh2AAQMG8M477/DYY4/d9Djef/99oqOjefbZZ+nQoQMLFy7E19e3TMeqrrlz5+Lr68vKlSvp0qULfn5+9OnTp9oJiIjcObr7GLG1hg7t/StNKqysrPD398dkMpGfn2+hCEWkvigoKODQoUP07du3zPa+ffuyf//+GteprExttCH1T61dxnrwwQcJCQlh/fr1AEyfPp2VK1cSGxvLiRMnmDhxIiNGjODrr7+usP6iRYuIiIhg7NixpKWlkZaWhq+vL7m5uUyaNImDBw+yc+dOrKysePTRR2869WvRokXMnDmTFi1akJaWZk4ipkyZwu7du9mwYQPbt29nz5495aYhTZ06lS+++ILVq1dz+PBh2rRpQ79+/cjKyrppfL/n7u7OihUrmDFjBgkJCeTk5DBixAheeOGFch3jZv6ojrR582bCw8N54okn8PDwoFOnTixdurTG7YlIwxfV0hZ3N3fs7OyqVN7Ozg53d3euX79ONQfSRaSBy8zMpLi4GE9PzzLbPT09uXTpUo3rVFamNtqQ+qdW747Vvn17jh07Rm5uLu+//z67du0iIiICgHvvvZe9e/fyySef0KtXr3J1nZ2dsbW1pVGjRnh5eZm3Dx06tEy55cuX4+HhwcmTJyscQnR2dsbJyQlra2tzOzk5OSxfvpw1a9YQFRUFwOrVq2nRooW5Xm5uLrGxsaxatYoBAwYAsHTpUnbs2MHy5cuZMmVKhfFV5OGHH2bs2LEMHz6c++67D3t7e+bMmVOVjxD44zrSmTNniI2NZdKkSbzxxht89913vPLKK9jZ2TFq1KgatysiDZOjDXg0MuDh4V6teu7u7mRkZGAymXTrXpG70O/7fVX+FlSlTmVlaqMNqT9qNQkp/UWfPHmS69evm0/4SxUUFNCpU6dqtZmcnMybb75JfHw8mZmZ5hGQ1NTUKs9jTE5OpqCgwJwQAbi6uuLv71+mTGFhId27dzdvs7GxoUuXLiQlJVUrZoB3332XoKAg/vWvf5GQkIC9vX2126jtjlRSUkJ4eLh5qlinTp04ceIEsbGxSkJE7kL2xht/T6q6jq9UaXmNhIjcXdzc3LC2ti53QfTy5cvlLpxWp05lZWqjDal/anVVYVJSEq1atTInCl9++SVHjx41/5w8efKW60IqMmjQIK5cucLSpUs5cOAABw4cAG4kNFVVlS/K0jK1deJ/5swZLl68SElJSaUL5H/vj+pI3t7eBAQElNnWoUMH3TVC5C51vejG372ioqJq1Sstr6uLIncXW1tbwsLC2LFjR5ntO3bsoFu3bjWuU1mZ2mhD6p9aS0J27dpFYmIiQ4cOJSAgADs7O1JTU2nTpk2Zn4rWUZSytbWluLjY/PrKlSskJSUxffp0+vTpQ4cOHcjOzq52bG3atMHGxob4+HjztuzsbE6fPl2mjK2tLXv37jVvKywsJCEhgQ4dOlQY380UFBQwfPhwhg0bxjvvvEN0dDTp6elVjveP6kjdu3fn1KlTZbadPn2ali1b1rhNEWm4cgrh8m8mLl/OqFa9jIwMrK2tlYSI3IUmTZrEsmXLWLFiBUlJSUycOJHU1FSef/554MYdSvv06VOtOlUpUxttSP1So+lY+fn5XLp0qdwtegcOHMioUaOwtrZm8uTJTJw4kZKSEnr06MGvv/7K/v37cXR0ZPTo0RW26+fnx4EDB0hJScHR0RFXV1eaNWvGkiVL8Pb2JjU1lddee63a8To6OhIdHc2UKVNo1qwZnp6eTJs2rcydYBo3bsy4ceOYMmUKrq6u3HPPPcybN4/ffvuN6Ojom8ZX0d1kpk2bxtWrV4mJicHR0ZFt27YRHR3Nli1bgBtrVH766Sdz+bNnz3L06FHzfuFGRxo5ciTh4eFERESwZMmS2+5IEydOpFu3bsyaNYsnn3yS7777jiVLlrBkyZIatykiDduOcwW4N8ogPz+/SovT8/PzycjIoHHjxkpCRO5Cw4YN48qVK8ycOdP8LLatW7eaL2hmZmaWu4tpZXWqUqY22pD6pUbPCVm9ejVwY16wi4sLISEhPP3004wePdp8Um4ymfjggw9YvHgxZ86coWnTpubb+T7wwANA+edunD59mtGjR/P999+Tl5fH2bNn+emnn3jllVc4c+YM/v7+xMTEEBkZWeGzNUotXLiQhQsXlrmFbk5ODuPGjWP9+vU4OTnx6quv8uWXX5bZ//Xr15k6dSqfffYZ165dIzw8nAULFnDffffdNL7SWwCX2rNnD1FRUezevZsePXoAN9avBAcHM3v2bMaNG8eePXvo3bt3ubhHjx5tvsUx3HhY4bx588wdacGCBebPrqa2bNnC66+/zo8//kirVq2YNGkSY8eOrXY7ek6IyJ1BzwkRubvV1gOdRaqr2kmIiIjcWUqfmO7i4oK/v3+FIyL5+fmcOnWK7OxsOnbsiKurax1EKiIidwolISIiQlZWFidOnKCkpAQ3Nzfc3d0xGo0UFRWRkZFBZmYmVlZWBAYGKgEREZHbpiRERESAGzfjSE9P58KFC+Tl5Zm3Ozg44OPjg5eXV7Vv5ysiIlIRJSEiIlKGyWSiqKiIoqIijEYjRqNRi9BFRKRWKQkRERERERGL0q1NRERERETEopSEiIiIiIiIRSkJERERERERi1ISIiIiIiIiFqUkRERERERELEpJiIiIiIiIWJSSEBERERERsSglISIiIiIiYlFKQkRERERExKKUhIiIiIiIiEUpCREREREREYtSEiIiIiIiIhZlrOsARESkfjGZTBQWFlJcXIy1tTU2NjYYDIa6DktERO4gdZqEREZGEhoaysKFC2u1XZPJxF/+8hc+//xzsrOzOXLkCKGhobW6DxGRO01hYSHp6elcuHCBvLw883YHBwd8fHzw9PTExsamDiMUEZE7RbWnY40ZMwaDwYDBYMDGxgZPT0+ioqJYsWIFJSUltxVMZGQkEyZMuK02AOLi4li1ahVbtmwhLS2NoKCg226ztn3zzTcMGjSI5s2bYzAY2LhxY7kyixcvplWrVtjb2xMWFsa3335bYVthYWEEBQWV+7l48WK5srGxsQQHB9OkSROaNGlCREQE27Ztq+3DE5EGJisri/j4eJKTk3F0dCQgIIDg4GACAgJwdHQkOTmZ+Ph4srKy6jpUEaljVT0/qW6dysrUZL9Sf9VoTUj//v1JS0sjJSWFbdu20bt3b8aPH8/AgQMpKiqq7RirLTk5GW9vb7p164aXlxdGY/kBn4KCgjqI7P/k5uYSEhLChx9+WOH769atY8KECUybNo0jR47Qs2dPBgwYQGpqarmyhw4d4vjx4+V+mjdvXq5sixYtmDNnDgkJCSQkJPDggw8yePBgTpw4UevHKCINQ1ZWFomJiTg7O9O1a1cCAwPx8PDA1dUVDw8PAgMD6dq1K87OziQmJioREbmLVef8pDp1KitTk/1K/WYwmUym6lQYM2YMv/zyS7kr97t27aJPnz4sXbqUZ599FpPJxPz58/n4449JS0ujXbt2vPnmmzz++OPmOv89HWvMmDGsXr26TJtnz57lhx9+4J133uH48eNYW1sTERHBokWLaN269U3j++92WrZsSUpKCpGRkQQFBWFra8uaNWsIDAzk66+/rjTO3Nxcxo0bx/r163FycmLy5Mn8+9//vuk0soyMDDp27Mgrr7zCG2+8AcCBAwfo2bMnW7ZsoW/fvuXqGAwGNmzYwJAhQ8zb7r//fjp37kxsbKx5W4cOHRgyZAizZ8+u+JdTQ66ursyfP5/o6Ogq1/F77ctajUFE6kYjIyzo3RhPN1eCOwZhZXXza1MlJSUcP36c7OxsXFxcbllWRBqG6s4Wqcn5SVXqVFbGkudFYhm19g3y4IMPEhISwvr16wGYPn06K1euJDY2lhMnTjBx4kRGjBjB119/XWH9RYsWERERwdixY0lLSyMtLQ1fX19yc3OZNGkSBw8eZOfOnVhZWfHoo4/edOrXokWLmDlzJi1atCAtLY2DBw+a31u9ejVGo5F9+/bxySefVCnOKVOmsHv3bjZs2MD27dvZs2cPhw4duunn4O7uzooVK5gxYwYJCQnk5OQwYsQIXnjhhQoTkIoUFBRw6NChcuX79u3L/v37q9RGVRQXF7N27Vpyc3OJiIiotXZFpOHo7mPE1ho6tPevNKmwsrLC398fk8lEfn6+hSIUkfqiJucnValTWRlLnReJZdXqwvT27dtz7NgxcnNzef/999m1a5f55Pbee+9l7969fPLJJ/Tq1atcXWdnZ2xtbWnUqBFeXl7m7UOHDi1Tbvny5Xh4eHDy5MkKs3dnZ2ecnJywtrYu0w5AmzZtmDdvnvl1ZXGGhYWxfPly1qxZQ1RUFHAjkWnRosUtP4eHH36YsWPHMnz4cO677z7s7e2ZM2fOLev8t8zMTIqLi/H09Cyz3dPTk0uXLlW5nZtJTEwkIiKC69ev4+joyIYNGwgICLjtdkWk4YlqaYu7mzt2dnZVKm9nZ4e7uztZWVnY29vrrlkid5GanJ9UpU5lZf7o8yKpG7WahJhMJgwGAydPnuT69evmE/dSBQUFdOrUqVptJicn8+abbxIfH09mZqZ5BCQ1NbXaQ4jh4eFlXlcWZ3JyMgUFBWVGCVxdXfH39690X++++y5BQUH861//IiEhAXt7+2rFCpT7ci/9fG+Xv78/R48e5ZdffuGLL75g9OjRfP3110pERO4yjjbg0ciAh4d7teq5u7uTkZFRa3+TRKRhqcn5SVXqVFbmjzovkrpRq0lIUlISrVq1MicKX375JT4+PmXKVPVqW6lBgwbh6+vL0qVLad68OSUlJQQFBdVoYXnjxo3LvK4szitXrlR7H6XOnDnDxYsXKSkp4dy5cwQHB1e5rpubG9bW1uWy+8uXL5e7ClATtra2tGnTBriRmB08eJBFixaZp6iJyN3B3njjy7uim3fcSmn5ai4pFJEGribnJ1WpU1mZP/q8SOpGra0J2bVrF4mJiQwdOpSAgADs7OxITU2lTZs2ZX58fX1v2oatrS3FxcXm11euXCEpKYnp06fTp08fOnToQHZ2dm2FXGmcbdq0wcbGhvj4eHOd7OxsTp8+fct2CwoKGD58OMOGDeOdd94hOjqa9PT0Ksdla2tLWFgYO3bsKLN9x44ddOvWrXoHWQWa3y1yd7pedCOJqO5dDUvL6wqkyN2lJucnValTWRlLnxeJZdRoJCQ/P59Lly5RXFxMeno6cXFxzJ49m4EDBzJq1Cisra2ZPHkyEydOpKSkhB49evDrr7+yf/9+HB0dGT16dIXt+vn5ceDAAVJSUnB0dMTV1ZVmzZqxZMkSvL29SU1N5bXXXrutA/5vpXe7ulWc0dHRTJkyhWbNmuHp6cm0adMqXbw5bdo0rl69SkxMDI6Ojmzbto3o6Gi2bNliLpOTk8NPP/1kfn327FmOHj2Kq6sr99xzD5MmTWLkyJGEh4cTERHBkiVLSE1N5fnnn7+tY37jjTcYMGAAvr6+XLt2jbVr17Jnzx7i4uJuq10RaXhyCuHybybcLmfg4eFR5XoZGRlYW1srCRG5C1V2fvLhhx+yYcMGdu7cWeU6VSnzR50XSd2pURISFxeHt7c3RqMRFxcXQkJCiImJYfTo0eYT9LfffhsPDw9mz57NmTNnaNq0KZ07dzbftrYikydPZvTo0QQEBJCXl8fZs2dZu3Ytr7zyCkFBQfj7+xMTE0NkZGSNDrYilcU5f/58cnJyeOSRR3BycuLVV1/l6tWrN21vz549LFy4kN27d9OkSRMAPv30U4KDg4mNjWXcuHEAJCQk0Lt3b3O9SZMmATB69GhWrVrFsGHDuHLlCjNnzjQ/cHHr1q20bNnyto43PT2dkSNHkpaWhrOzM8HBwcTFxZVbFyMid4cd5wpwb5RBfn5+labL5ufnk5GRQePGjZWEiNyFKjs/yczMJDk5uVp1qlLmjzovkrpT7eeESNnnm9yt9JwQkTuDnhMicner7k1+RGpLrS5Ml7tHypw/1XUIIlJLSp+Yfvz4cfz9/SscEcnPz+fUqVNkZ2fTsWNHXF1d6yBSERG5UygJERG5y7m6utKxY0dOnDhBfHw8bm5uuLu7YzQaKSoqIiMjg8zMTKysrJSAiIhIrdB0LBERAaCwsJD09HQuXLhAXl6eebuDgwM+Pj54eXlV+3a+IiIiFVESIiIiZZhMJoqKiigqKsJoNGI0GrUIXUREapWSEBERERERsSjd2kRERERERCxKSYiIiIiIiFiUkhAREREREbEoJSEiIiIiImJRSkJERERERMSilISIiIiIiIhFKQkRERERERGLUhIiIiIiIiIWpSREREREREQsSkmIiIiIiIhYlJIQERERERGxKCUhIiIiIiJiUUpCRERERETEopSEiIiIiIiIRSkJERERERERi1ISIiIiIiIiFqUkRERERERELEpJiIiIiIiIWJSSEBERERERsSglISIiIiIiYlFKQkRERERExKKUhIiIiIiIiEUZ6zoAERERubWSkhIuXryIk5MTBoOhrsO565lMJq5du0bz5s2xstL13Lqm/lG/VLV/KAkRERGp5y5evIivr29dhyG/c/78eVq0aFHXYdz11D/qp8r6h5IQERGRes7JyQmAs2d34OTUuI6jkWvXcmnVKsr8e5G6pf5Rv1S1fygJERERqedKp5g4OTWmSRPHOo5GSmnqT/2g/lE/VdY/NJFRREREREQsSkmIiIiIiIhYlJIQERERqXVt2/YnJubTWmsvOno6Q4eOr7X2RKRuKQkRERG5w0RHT8fWNhhb22AcHDrRunVfXnrpbbKzf63r0CwmJeUCtrbBHD36Q12HIneBuu5zM2cuJjz8CYvsq7ZoYbqIiMgdqF+/7ixd+jZFRUUkJZ3huef+xi+/XOMf/5hX16GJ3JHU56pHIyEiIiJ3IFtbW7y83GjRwouoqG488UR//t//+4/5/dWrN9Kx42CcnMIJCnqEjz9eW6b+zz9fYvjwqXh69qBp0y507foU3313DIDk5PM89tgrtGgRiYvL/URE/JmdO+NvGc8vv/zKuHFv0aJFJE5O4YSGPsqXX34NVHwVNybmU9q27X/T9r76ai+RkaNxd++Ol1dPhgx5ieTk8+b327UbAECXLk9iaxvMQw89U+VjF6mJ2+lzBQWFjB8/i3vueRAnp3Datu3P3LnLzO9fvXqNcePewsenF82aRdC3bzTff38KgDVrNvHOOx9z7Ngp82jMmjWbLHfgNaSREBERkTvcmTM/89VX+7CxufG1v3z558ycGcvCha8TGtqeo0d/YNy4t2jUyIFRowaTk/MbDz30DM2be7B+fQyenm4cOZJESYkJgJyc3xgwoCdvvfUS9vZ2fPrpZh599GWOH9/MPfd4l9t/SUkJgwa9wLVruaxaNZt77/UlKSkZa+uaXwvNzc1j/PiRBAW1JTc3j7fe+ognnphAQsL/YmVlxf79/0O3bk8TF7eEgIA22NraVOnYRWpDdfvchx/+ky1b9vA//zMfX19vfv75EufPXwJuPIF88OCXcHFpwubNi2nSxJFly/6X/v3HcuLEv3niiX6cOPEjX321j7i4pQA4O9f/WxUrCREREbkDbd36DS4u91NcXML16/kAzJ8/BYBZs5Ywd+6rPProQwC0atWCpKQzLFv2OaNGDWbt2q1kZGSzf/9nuLo6A9CmzT3mtkNC/AkJ8Te/njnzZTZt2sWWLXt44YU/l4tl5854Dh48zrFjG2nXzg+Ae++9vSeNP/ZYVJnXS5a8hY9PJCdPJhMU1BY3NxcAXF2b4uXlZi5X2bGL1NTt9Lnz5y/Rps09dO/eGYPBQMuWzc3t7tnzHceP/8iFC3uws7MFYO7cyWzevJv163fw7LOP07hxI4xGY5n/6/WdkhAREZE7UGTkfXzwwXR+++06K1eu58cfU3jxxT+TkZHF+fOX+MtfZjBu3Fvm8kVFxearp99//wOhoe3NCcjv5eb+xttvf8zWrd+QlpZBUVEReXn5pKamVVj+++9/oEULT3MCUhuSk88zY8aHfPfdMTIzf6GkpASA8+cvERTUtsI6VTl2kZq6nT43atQjDBjwFwIDH6Ffv+48/PADREV1A+Dw4ZPk5PyGl1fPMvvLy8svMwWxoVESIiIicgdq1MjBPHqxYMFrREVF8/bbH5tHKmJj/06XLh3L1CmdHuXgYH/Ltl977X127NjPnDmv0rq1Lw4O9jz11KsUFhZWWL6y9qysrDCZTGW2FRYW3bLOo4++jK+vF7Gxf8fb24OSkhI6dXqMgoKKYwDM08ludewiNXU7fa5TpwBOn95GXNxedu2K5+mnp/Dgg/ezbt37lJSY8PZ2Y8eOFeX22bSp0x98VH8cJSEiIiJ3genTn2fQoBf4y1+exMfHg7Nnf+bpp/9UYdmgoLasWLGerKyrFY6G7N17mJEjBzNkSB/gxhqRc+cu3nTfHTu24+ef0zl9OqXC0RB3dxfS0zMxmUwYDAYA86Lbily58gs//HCGxYvfpEePMAD27TtcpkzpGpDSERIAT89mlR67SG2pTp8DaNLEkSef7M+TT/bnsceiGDhwHFlZV+nUqQOXLl3BaLTGz8+nwrq2tjYUFxf/UYfyh1ASIiIichfo1es+AgJaM3fuMt58cxwTJ86lSZPG9OvXg/z8Ag4fPkl29q9MmDCKp556mLlzl/H44+N5553xeHm5c/RoEs2be9C1awitW9/Dxo07+dOfemEwGJgx48MyJ/u/98AD4fTsGcawYZOYP38KrVv7curUWQwGA/369eCBB+4jI2MW7767kscei2L79n189dVemjSpeIqUi0sTmjVryrJlX+Dl5c7582lMm7aoTBkPD1ccHOz56qu9+Ph4Ym9vi7OzU6XHLlJbqtPnFi36FC8vN0JC2mNlZeCLL7bj5eVG06ZO9OnTla5dg3n88QnMmjWBdu38SEvLYNu2bxk8+EHCwgJp2bI5KSkXOHr0xtRHJ6fG5vUj9ZXGHkVERO4S48ePZPnyL4iK6s7HH/+dNWs207nzUB566BnWrNlkvspqa2vD1q2f4O7uyiOPvEjnzo8xf/4K89SRd9+dgouLE716jeKxx16mb9/udOrU4Zb7XrfufcLDgxg58q+EhDzK668voLj4RuLSocO9fPDBND7+eC3h4Y9z8GAiEyeOvmlbVlZW/OMf8zh8+CSdOj3G5MnzmTNnUpkyRqORBQv+yrJln9OyZR/z09afeWboLY9dpDZVtc85Ojrw7rsriYh4im7dnubcuYts2vQRVlZWGAwGNm9eTM+eYTz33N8JDBzEiBFTOXfuIh4ezYAbN2ro27c7fftG07x5L9at21aXh10lBtPvJ2GKiIhIvfLrr7/i7OxMZub+m44OiOX8+msObm7duHr1Kk2aNKnrcO566h/1S1X7h0ZCRERERETEopSEiIiIiIiIRSkJERERERERi1ISIiIiIiIiFqUkRERERERELEpJiIiIiIiIWJQeVigiIlLPld5N/9q13DqOROD/fg96ykH9oP5Rv1S1fygJERERqeeuXbsGQKtWUXUcify3a9eu4ezsXNdh3PXUP+qnyvqHHlYoIiJSz5WUlHDx4kWcnJwwGAx1Hc5dz2Qyce3aNZo3b46VlWa21zX1j/qlqv1DSYiIiIiIiFiU0ncREREREbEoJSEiIiIiImJRSkJERERERMSilISIiIiIiIhFKQkRERERERGLUhIiIiIiIiIWpSREREREREQsSkmIiIiIiIhYlJIQERERERGxKCUhIiIiIiJiUUpCRERERETEopSEiIiIiIiIRf1/6O69usheWdAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times_delayed = events.time + 0.5 * (events.time - events.time[0]) ** 2 * 3e-8 / cand_freqs_ef[0]\n", "ip = InteractivePhaseogram(times_delayed, cand_freqs_ef[0], nt=32)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "An evolved implementation of this interactive phaseogram is implemented in [HENDRICS](https://github.com/stingraysoftware/hendrics) (command line tool `HENphaseogram`)" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.9.13" }, "vscode": { "interpreter": { "hash": "b7a0f0345bf008463265b97b79e6b6ac46fd48f5252c12e26d20b6a21351a366" } } }, "nbformat": 4, "nbformat_minor": 2 }